petersmbookpro2:PeterP-2013-09-03 peterpetersen$ klusta PeterP-2013-09-03_dataset1.prm Calculating the threshold 2014-11-05 21:34:33 Starting process on Calculating the threshold for channels: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191] recording: 0 recording: 1 recording: 2 recording: 3 recording: 4 recording: 5 recording: 6 recording: 7 recording: 8 recording: 9 recording: 10 recording: 11 recording: 12 recording: 13 done Complete. Thresholds: [[ 132.22883895 119.03710181 135.10621149 96.50660657 131.29964443 115.63878433 128.18705276 119.96484615 127.22978949 131.74571343 135.96324327 129.03230674 110.06750488 132.55792122 132.09467649 128.67566662 130.15530496 127.33732758 132.01022106 120.80626296 122.63408392 126.37901022 110.99240575 115.33521839 151.96952241 139.63959962 123.0697471 140.10815768 140.03817887 125.81011178 149.5601779 140.89182477 134.30427127 117.3849406 130.85536891 123.46668647 126.41592094 127.0629992 137.61425709 136.83106427 150.79203812 130.85244342 153.74108945 131.92711739 138.81539653 137.08483199 147.2319792 150.95595787 141.41136632 146.56027455 144.67493829 145.58978337 140.89974587 145.81819621 133.36392434 150.22601355 144.14925791 143.12452551 146.71472656 116.05178808 155.98135725 135.80195014 136.49387694 126.72783265 125.0383951 90.1601989 155.64951032 104.84883716 142.58920695 130.46307836 124.739505 138.11662368 117.12605469 105.5616047 147.19044355 131.31714405 116.73549562 153.92399114 148.97120091 126.24138718 145.21615431 139.58319644 143.14102259 134.30738767 139.40532837 154.18181547 127.44000284 125.48349299 129.98899051 128.27128059 141.90386801 139.9801986 146.73436471 141.3845647 151.59939898 115.18171597 107.32469095 130.68025446 140.84328588 129.54789564 142.75879032 136.19505036 138.93293818 130.34628541 129.4897379 141.09217475 134.06376674 154.41388568 141.33505865 162.30602481 125.23346183 156.25252071 133.88874901 152.42000417 152.61267999 148.96427643 139.26417949 146.75929042 132.20245586 136.95631791 140.86564739 130.06737839 140.35552735 124.09734926 151.88578537 122.7427844 137.43685715 126.40632762 115.68355101 103.82114293 110.23741134 108.50308214 116.57938376 117.90896013 115.89882477 93.43201784 97.12118028 114.56400078 92.37810988 108.54292733 108.59775546 92.09388266 94.22554254 88.89618072 124.64282618 135.03396508 110.79060025 127.17615647 124.09036324 131.39123409 122.12399485 120.39654503 120.46714907 115.74292276 123.50624839 112.63663573 121.67389638 124.04899226 116.34343728 103.4273864 117.06199259 136.81697774 145.09750301 135.31908468 139.74504529 126.53328661 140.31148392 139.34752868 115.7214069 138.6233724 117.92851177 133.8011354 144.88359816 126.75022377 130.13807328 120.90373946 118.75729337 121.7952032 131.24425838 96.96920213 123.1517871 117.50247161 111.24530697 130.96748651 124.27788485 122.7276795 130.47266262 86.27676952 123.12053274 97.88611261 107.13352482 104.14056698 16.45649683] [ 58.76837287 52.90537858 60.04720511 42.89182514 58.35539752 51.39501526 56.97202345 53.3177094 56.54657311 58.55365041 60.42810812 57.34769188 48.91889106 58.91463165 58.70874511 57.18918516 57.84680221 56.59436781 58.67120936 53.69167243 54.5040373 56.16844899 49.32995811 51.26009706 67.54200996 62.06204427 54.69766538 62.2702923 62.23919061 55.91560523 66.47119018 62.61858879 59.69078723 52.17108471 58.15794174 54.87408288 56.18485375 56.47244409 61.16189204 60.81380634 67.01868361 58.15664152 68.32937309 58.63427439 61.69573179 60.926592 65.4364352 67.09153683 62.84949614 65.1378998 64.29997257 64.70657039 62.62210927 64.8080872 59.27285526 66.76711713 64.06633685 63.61090023 65.20654514 51.57857248 69.32504767 60.35642228 60.66394531 56.32348118 55.57262005 40.07119951 69.17756014 46.59948318 63.37298087 57.98359038 55.43978 61.38516608 52.05602431 46.91626876 65.41797491 58.36317513 51.8824425 68.41066273 66.20942263 56.10728319 64.54051302 62.0369762 63.61823226 59.6921723 61.95792372 68.52525132 56.64000126 55.77044133 57.77288467 57.00945804 63.06838578 62.2134216 65.21527321 62.83758431 67.37751066 51.19187377 47.69986264 58.08011309 62.59701595 57.57684251 63.44835125 60.53113349 61.74797252 57.9316824 57.55099462 62.70763322 59.58389633 68.62839364 62.81558162 72.13601103 55.65931637 69.44556476 59.50611067 67.74222408 67.82785777 66.20634508 61.89519088 65.2263513 58.75664705 60.86947463 62.6069544 57.80772373 62.38023438 55.15437745 67.5047935 54.55234862 61.08304762 56.18059005 51.41491156 46.14273019 48.99440504 48.22359206 51.81305945 52.40398228 51.51058879 41.52534126 43.16496901 50.91733368 41.05693773 48.24130103 48.26566909 40.93061451 41.87801891 39.50941366 55.39681164 60.01509559 49.24026678 56.52273621 55.15127255 58.39610404 54.27733104 53.50957557 53.54095514 51.44129901 54.89166595 50.06072699 54.07728728 55.13288545 51.70819435 45.96772729 52.02755226 60.80754566 64.48777911 60.14181541 62.10890902 56.23701627 62.36065952 61.93223497 51.4317364 61.61038773 52.4126719 59.46717129 64.39271029 56.33343279 57.83914368 53.73499532 52.78101927 54.13120142 58.3307815 43.09742317 54.7341276 52.22332071 49.44235865 58.20777178 55.23461549 54.54563533 57.98785005 38.3452309 54.72023678 43.50493894 47.61489992 46.28469643 7.31399859]] 2014-11-05 21:39:50 0% complete, 11s elapsed, 1h 45m 11s remaining. 216 spikes found. 2014-11-05 21:40:23 0% complete, 45s elapsed, 1h 41m 4s remaining. 805 spikes found. 2014-11-05 21:40:54 1% complete, 1m 15s elapsed, 1h 36m 44s remaining. 1308 spikes found. 2014-11-05 21:41:25 1% complete, 1m 47s elapsed, 1h 35m 24s remaining. 1829 spikes found. 2014-11-05 21:42:29 2% complete, 2m 51s elapsed, 2h 6m 32s remaining. 3437 spikes found. 2014-11-05 21:43:34 2% complete, 3m 55s elapsed, 2h 40m 25s remaining. 5048 spikes found. 2014-11-05 21:45:49 2% complete, 6m 10s elapsed, 3h 53m 48s remaining. 8490 spikes found. 2014-11-05 21:48:19 2% complete, 8m 40s elapsed, 5h 6m 19s remaining. 12341 spikes found. 2014-11-05 21:50:43 2% complete, 11m 4s elapsed, 6h 6m 4s remaining. 15988 spikes found. 2014-11-05 21:53:05 3% complete, 13m 27s elapsed, 6h 57m 28s remaining. 19518 spikes found. 2014-11-05 21:54:36 3% complete, 14m 57s elapsed, 7h 17m 52s remaining. 21811 spikes found. 2014-11-05 21:56:19 3% complete, 16m 40s elapsed, 7h 41m 18s remaining. 24432 spikes found. 2014-11-05 21:59:07 3% complete, 19m 28s elapsed, 8h 31m 6s remaining. 28751 spikes found. 2014-11-05 22:01:19 3% complete, 21m 40s elapsed, 9h 0m 29s remaining. 32123 spikes found. 2014-11-05 22:02:47 4% complete, 23m 9s elapsed, 9h 10m 4s remaining. 34354 spikes found. 2014-11-05 22:03:25 4% complete, 23m 47s elapsed, 8h 14m 28s remaining. 35059 spikes found. 2014-11-05 22:04:02 5% complete, 24m 23s elapsed, 7h 13m 48s remaining. 35581 spikes found. 2014-11-05 22:04:35 6% complete, 24m 57s elapsed, 6h 27m 0s remaining. 36036 spikes found. 2014-11-05 22:05:09 6% complete, 25m 30s elapsed, 5h 50m 2s remaining. 36471 spikes found. 2014-11-05 22:05:44 7% complete, 26m 5s elapsed, 5h 21m 11s remaining. 36966 spikes found. 2014-11-05 22:06:20 8% complete, 26m 41s elapsed, 4h 56m 58s remaining. 37469 spikes found. 2014-11-05 22:06:58 8% complete, 27m 19s elapsed, 4h 37m 1s remaining. 38027 spikes found. 2014-11-05 22:07:46 9% complete, 28m 7s elapsed, 4h 38m 46s remaining. 39266 spikes found. 2014-11-05 22:09:13 9% complete, 29m 34s elapsed, 4h 46m 52s remaining. 41512 spikes found. 2014-11-05 22:11:58 9% complete, 32m 19s elapsed, 5h 6m 52s remaining. 45740 spikes found. 2014-11-05 22:14:21 9% complete, 34m 42s elapsed, 5h 22m 33s remaining. 49345 spikes found. 2014-11-05 22:15:55 9% complete, 36m 16s elapsed, 5h 30m 15s remaining. 51676 spikes found. 2014-11-05 22:17:56 10% complete, 38m 17s elapsed, 5h 41m 36s remaining. 54663 spikes found. 2014-11-05 22:18:40 10% complete, 39m 1s elapsed, 5h 41m 12s remaining. 55754 spikes found. 2014-11-05 22:20:14 10% complete, 40m 35s elapsed, 5h 47m 55s remaining. 58063 spikes found. 2014-11-05 22:21:34 10% complete, 41m 55s elapsed, 5h 52m 25s remaining. 60103 spikes found. 2014-11-05 22:23:21 10% complete, 43m 42s elapsed, 6h 0m 27s remaining. 62853 spikes found. 2014-11-05 22:24:07 10% complete, 44m 28s elapsed, 5h 59m 54s remaining. 63974 spikes found. 2014-11-05 22:24:44 11% complete, 45m 5s elapsed, 5h 45m 21s remaining. 64670 spikes found. 2014-11-05 22:25:14 12% complete, 45m 35s elapsed, 5h 31m 16s remaining. 65175 spikes found. 2014-11-05 22:25:47 12% complete, 46m 8s elapsed, 5h 13m 23s remaining. 65572 spikes found. 2014-11-05 22:26:24 13% complete, 46m 45s elapsed, 4h 53m 17s remaining. 65971 spikes found. 2014-11-05 22:26:55 14% complete, 47m 16s elapsed, 4h 39m 22s remaining. 66326 spikes found. 2014-11-05 22:27:32 15% complete, 47m 53s elapsed, 4h 27m 4s remaining. 66854 spikes found. 2014-11-05 22:28:08 15% complete, 48m 29s elapsed, 4h 15m 45s remaining. 67337 spikes found. 2014-11-05 22:28:52 16% complete, 49m 13s elapsed, 4h 12m 40s remaining. 68324 spikes found. 2014-11-05 22:29:48 16% complete, 50m 9s elapsed, 4h 14m 1s remaining. 69826 spikes found. 2014-11-05 22:32:15 16% complete, 52m 36s elapsed, 4h 22m 56s remaining. 73540 spikes found. 2014-11-05 22:34:24 16% complete, 54m 45s elapsed, 4h 30m 4s remaining. 76913 spikes found. 2014-11-05 22:37:32 17% complete, 57m 53s elapsed, 4h 41m 49s remaining. 81677 spikes found. 2014-11-05 22:39:43 17% complete, 1h 0m 4s elapsed, 4h 48m 42s remaining. 84976 spikes found. 2014-11-05 22:40:37 17% complete, 1h 0m 58s elapsed, 4h 49m 18s remaining. 86320 spikes found. 2014-11-05 22:41:47 17% complete, 1h 2m 9s elapsed, 4h 47m 31s remaining. 88009 spikes found. 2014-11-05 22:43:12 17% complete, 1h 3m 33s elapsed, 4h 50m 21s remaining. 90097 spikes found. 2014-11-05 22:44:46 18% complete, 1h 5m 8s elapsed, 4h 53m 54s remaining. 92463 spikes found. 2014-11-05 22:45:31 18% complete, 1h 5m 52s elapsed, 4h 53m 38s remaining. 93596 spikes found. 2014-11-05 22:46:03 18% complete, 1h 6m 24s elapsed, 4h 52m 23s remaining. 94363 spikes found. 2014-11-05 22:46:34 18% complete, 1h 6m 55s elapsed, 4h 47m 39s remaining. 94996 spikes found. 2014-11-05 22:47:05 19% complete, 1h 7m 26s elapsed, 4h 39m 44s remaining. 95463 spikes found. 2014-11-05 22:47:40 20% complete, 1h 8m 1s elapsed, 4h 29m 26s remaining. 95932 spikes found. 2014-11-05 22:48:13 20% complete, 1h 8m 35s elapsed, 4h 19m 40s remaining. 96326 spikes found. 2014-11-05 22:48:47 21% complete, 1h 9m 8s elapsed, 4h 10m 43s remaining. 96724 spikes found. 2014-11-05 22:49:24 22% complete, 1h 9m 46s elapsed, 4h 2m 24s remaining. 97198 spikes found. 2014-11-05 22:50:03 23% complete, 1h 10m 24s elapsed, 3h 54m 36s remaining. 97677 spikes found. 2014-11-05 22:51:02 23% complete, 1h 11m 23s elapsed, 3h 50m 40s remaining. 98924 spikes found. 2014-11-05 22:51:45 23% complete, 1h 12m 6s elapsed, 3h 50m 40s remaining. 100013 spikes found. 2014-11-05 22:53:26 23% complete, 1h 13m 47s elapsed, 3h 53m 41s remaining. 102552 spikes found. 2014-11-05 22:54:48 24% complete, 1h 15m 9s elapsed, 3h 55m 38s remaining. 104602 spikes found. 2014-11-05 22:55:24 24% complete, 1h 15m 45s elapsed, 3h 55m 8s remaining. 105487 spikes found. 2014-11-05 22:57:47 24% complete, 1h 18m 9s elapsed, 4h 0m 10s remaining. 109104 spikes found. 2014-11-05 22:58:39 24% complete, 1h 19m 1s elapsed, 4h 0m 27s remaining. 110424 spikes found. 2014-11-05 23:00:09 24% complete, 1h 20m 31s elapsed, 4h 2m 37s remaining. 112664 spikes found. 2014-11-05 23:00:52 25% complete, 1h 21m 13s elapsed, 4h 0m 2s remaining. 113573 spikes found. 2014-11-05 23:01:28 25% complete, 1h 21m 49s elapsed, 3h 54m 55s remaining. 114198 spikes found. 2014-11-05 23:02:06 26% complete, 1h 22m 27s elapsed, 3h 47m 54s remaining. 114685 spikes found. 2014-11-05 23:02:42 27% complete, 1h 23m 3s elapsed, 3h 41m 9s remaining. 115109 spikes found. 2014-11-05 23:03:17 28% complete, 1h 23m 38s elapsed, 3h 34m 42s remaining. 115499 spikes found. 2014-11-05 23:03:51 28% complete, 1h 24m 13s elapsed, 3h 28m 38s remaining. 115907 spikes found. 2014-11-05 23:04:29 29% complete, 1h 24m 51s elapsed, 3h 22m 51s remaining. 116427 spikes found. 2014-11-05 23:05:37 29% complete, 1h 25m 58s elapsed, 3h 21m 58s remaining. 117953 spikes found. 2014-11-05 23:11:03 30% complete, 1h 31m 24s elapsed, 3h 32m 51s remaining. 126436 spikes found. 2014-11-05 23:16:15 30% complete, 1h 36m 36s elapsed, 3h 43m 1s remaining. 134328 spikes found. 2014-11-05 23:20:56 30% complete, 1h 41m 17s elapsed, 3h 51m 47s remaining. 141588 spikes found. 2014-11-05 23:25:23 30% complete, 1h 45m 45s elapsed, 3h 59m 55s remaining. 148470 spikes found. 2014-11-05 23:28:39 30% complete, 1h 49m 0s elapsed, 4h 5m 12s remaining. 153604 spikes found. 2014-11-05 23:31:39 30% complete, 1h 52m 0s elapsed, 4h 9m 46s remaining. 158268 spikes found. 2014-11-05 23:35:35 31% complete, 1h 55m 56s elapsed, 4h 16m 20s remaining. 164363 spikes found. 2014-11-05 23:38:24 31% complete, 1h 58m 45s elapsed, 4h 20m 19s remaining. 168715 spikes found. 2014-11-05 23:42:36 31% complete, 2h 2m 58s elapsed, 4h 27m 17s remaining. 175138 spikes found. 2014-11-05 23:45:10 31% complete, 2h 5m 32s elapsed, 4h 30m 33s remaining. 179097 spikes found. 2014-11-05 23:48:20 31% complete, 2h 8m 41s elapsed, 4h 35m 1s remaining. 183888 spikes found. 2014-11-05 23:50:13 32% complete, 2h 10m 34s elapsed, 4h 36m 43s remaining. 186806 spikes found. 2014-11-05 23:53:41 32% complete, 2h 14m 2s elapsed, 4h 41m 40s remaining. 192078 spikes found. 2014-11-05 23:55:29 32% complete, 2h 15m 50s elapsed, 4h 43m 4s remaining. 194856 spikes found. 2014-11-05 23:58:56 32% complete, 2h 19m 17s elapsed, 4h 47m 51s remaining. 200103 spikes found. 2014-11-06 00:00:48 32% complete, 2h 21m 9s elapsed, 4h 49m 16s remaining. 202966 spikes found. 2014-11-06 00:03:57 32% complete, 2h 24m 18s elapsed, 4h 53m 18s remaining. 207745 spikes found. 2014-11-06 00:05:44 33% complete, 2h 26m 6s elapsed, 4h 54m 28s remaining. 210495 spikes found. 2014-11-06 00:07:21 33% complete, 2h 27m 42s elapsed, 4h 55m 16s remaining. 213040 spikes found. 2014-11-06 00:08:12 33% complete, 2h 28m 34s elapsed, 4h 54m 33s remaining. 214317 spikes found. 2014-11-06 00:08:47 33% complete, 2h 29m 8s elapsed, 4h 53m 16s remaining. 215162 spikes found. 2014-11-06 00:09:30 33% complete, 2h 29m 51s elapsed, 4h 52m 16s remaining. 216221 spikes found. 2014-11-06 00:10:12 34% complete, 2h 30m 33s elapsed, 4h 51m 14s remaining. 217242 spikes found. 2014-11-06 00:10:50 34% complete, 2h 31m 11s elapsed, 4h 50m 5s remaining. 218169 spikes found. 2014-11-06 00:11:34 34% complete, 2h 31m 55s elapsed, 4h 46m 47s remaining. 219154 spikes found. 2014-11-06 00:12:05 34% complete, 2h 32m 26s elapsed, 4h 43m 10s remaining. 219777 spikes found. 2014-11-06 00:12:40 35% complete, 2h 33m 1s elapsed, 4h 37m 28s remaining. 220390 spikes found. 2014-11-06 00:13:10 36% complete, 2h 33m 31s elapsed, 4h 31m 56s remaining. 220746 spikes found. 2014-11-06 00:13:48 36% complete, 2h 34m 10s elapsed, 4h 24m 33s remaining. 221236 spikes found. 2014-11-06 00:14:25 37% complete, 2h 34m 46s elapsed, 4h 17m 24s remaining. 221699 spikes found. 2014-11-06 00:16:40 37% complete, 2h 37m 1s elapsed, 4h 19m 6s remaining. 225236 spikes found. 2014-11-06 00:19:11 37% complete, 2h 39m 32s elapsed, 4h 21m 12s remaining. 229132 spikes found. 2014-11-06 00:21:32 38% complete, 2h 41m 53s elapsed, 4h 22m 59s remaining. 232765 spikes found. 2014-11-06 00:23:48 38% complete, 2h 44m 9s elapsed, 4h 24m 36s remaining. 236194 spikes found. 2014-11-06 00:25:51 38% complete, 2h 46m 12s elapsed, 4h 25m 50s remaining. 239252 spikes found. 2014-11-06 00:27:44 38% complete, 2h 48m 5s elapsed, 4h 26m 46s remaining. 242178 spikes found. 2014-11-06 00:29:46 38% complete, 2h 50m 7s elapsed, 4h 27m 56s remaining. 245362 spikes found. 2014-11-06 00:31:41 39% complete, 2h 52m 2s elapsed, 4h 28m 52s remaining. 248282 spikes found. 2014-11-06 00:33:23 39% complete, 2h 53m 44s elapsed, 4h 29m 27s remaining. 250863 spikes found. 2014-11-06 00:34:54 39% complete, 2h 55m 15s elapsed, 4h 29m 43s remaining. 253135 spikes found. 2014-11-06 00:36:27 39% complete, 2h 56m 48s elapsed, 4h 30m 0s remaining. 255514 spikes found. 2014-11-06 00:37:29 39% complete, 2h 57m 50s elapsed, 4h 29m 31s remaining. 257065 spikes found. 2014-11-06 00:39:11 39% complete, 2h 59m 32s elapsed, 4h 30m 1s remaining. 259689 spikes found. 2014-11-06 00:40:53 40% complete, 3h 1m 14s elapsed, 4h 30m 30s remaining. 262267 spikes found. 2014-11-06 00:42:18 40% complete, 3h 2m 39s elapsed, 4h 30m 33s remaining. 264421 spikes found. 2014-11-06 00:43:47 40% complete, 3h 4m 8s elapsed, 4h 30m 40s remaining. 266598 spikes found. 2014-11-06 00:45:08 40% complete, 3h 5m 29s elapsed, 4h 30m 35s remaining. 268709 spikes found. 2014-11-06 00:46:25 40% complete, 3h 6m 46s elapsed, 4h 30m 24s remaining. 270772 spikes found. 2014-11-06 00:47:33 41% complete, 3h 7m 54s elapsed, 4h 29m 58s remaining. 272488 spikes found. 2014-11-06 00:48:30 41% complete, 3h 8m 52s elapsed, 4h 29m 19s remaining. 273878 spikes found. 2014-11-06 00:49:47 41% complete, 3h 10m 8s elapsed, 4h 29m 5s remaining. 275825 spikes found. 2014-11-06 00:51:15 41% complete, 3h 11m 36s elapsed, 4h 29m 7s remaining. 278048 spikes found. 2014-11-06 00:52:24 41% complete, 3h 12m 46s elapsed, 4h 28m 42s remaining. 279790 spikes found. 2014-11-06 00:53:20 41% complete, 3h 13m 41s elapsed, 4h 27m 58s remaining. 281198 spikes found. 2014-11-06 00:54:40 42% complete, 3h 15m 1s elapsed, 4h 27m 47s remaining. 283234 spikes found. 2014-11-06 00:55:53 42% complete, 3h 16m 14s elapsed, 4h 27m 27s remaining. 285145 spikes found. 2014-11-06 00:56:37 42% complete, 3h 16m 58s elapsed, 4h 24m 27s remaining. 286150 spikes found. 2014-11-06 00:57:11 43% complete, 3h 17m 32s elapsed, 4h 19m 26s remaining. 286706 spikes found. 2014-11-06 00:57:48 43% complete, 3h 18m 9s elapsed, 4h 12m 36s remaining. 287159 spikes found. 2014-11-06 00:58:18 44% complete, 3h 18m 39s elapsed, 4h 7m 39s remaining. 287596 spikes found. 2014-11-06 00:58:51 44% complete, 3h 19m 12s elapsed, 4h 6m 30s remaining. 288375 spikes found. 2014-11-06 01:00:54 44% complete, 3h 21m 15s elapsed, 4h 7m 11s remaining. 291686 spikes found. 2014-11-06 01:03:48 45% complete, 3h 24m 9s elapsed, 4h 8m 54s remaining. 296246 spikes found. 2014-11-06 01:06:37 45% complete, 3h 26m 58s elapsed, 4h 10m 29s remaining. 300612 spikes found. 2014-11-06 01:10:44 45% complete, 3h 31m 5s elapsed, 4h 13m 34s remaining. 306834 spikes found. 2014-11-06 01:13:38 45% complete, 3h 33m 59s elapsed, 4h 15m 9s remaining. 311281 spikes found. 2014-11-06 01:15:47 45% complete, 3h 36m 8s elapsed, 4h 15m 50s remaining. 314556 spikes found. 2014-11-06 01:19:46 45% complete, 3h 40m 7s elapsed, 4h 18m 37s remaining. 320581 spikes found. 2014-11-06 01:22:19 46% complete, 3h 42m 40s elapsed, 4h 19m 42s remaining. 324451 spikes found. 2014-11-06 01:24:07 46% complete, 3h 44m 28s elapsed, 4h 19m 52s remaining. 327248 spikes found. 2014-11-06 01:26:48 46% complete, 3h 47m 10s elapsed, 4h 21m 3s remaining. 331301 spikes found. 2014-11-06 01:28:11 46% complete, 3h 48m 32s elapsed, 4h 20m 42s remaining. 333321 spikes found. 2014-11-06 01:29:03 46% complete, 3h 49m 24s elapsed, 4h 19m 47s remaining. 334599 spikes found. 2014-11-06 01:29:40 47% complete, 3h 50m 1s elapsed, 4h 14m 47s remaining. 335231 spikes found. 2014-11-06 01:30:11 48% complete, 3h 50m 32s elapsed, 4h 7m 57s remaining. 335479 spikes found. 2014-11-06 01:30:48 49% complete, 3h 51m 9s elapsed, 3h 59m 39s remaining. 335727 spikes found. 2014-11-06 01:31:20 49% complete, 3h 51m 41s elapsed, 3h 53m 15s remaining. 335962 spikes found. 2014-11-06 01:31:55 50% complete, 3h 52m 16s elapsed, 3h 47m 11s remaining. 336313 spikes found. 2014-11-06 01:32:30 51% complete, 3h 52m 51s elapsed, 3h 41m 10s remaining. 336713 spikes found. 2014-11-06 01:33:11 51% complete, 3h 53m 32s elapsed, 3h 36m 59s remaining. 337409 spikes found. 2014-11-06 01:34:51 52% complete, 3h 55m 12s elapsed, 3h 36m 56s remaining. 340125 spikes found. 2014-11-06 01:37:49 52% complete, 3h 58m 10s elapsed, 3h 38m 3s remaining. 344699 spikes found. 2014-11-06 01:40:51 52% complete, 4h 1m 12s elapsed, 3h 39m 13s remaining. 349348 spikes found. 2014-11-06 01:43:30 52% complete, 4h 3m 51s elapsed, 3h 40m 0s remaining. 353410 spikes found. 2014-11-06 01:46:51 52% complete, 4h 7m 12s elapsed, 3h 41m 23s remaining. 358493 spikes found. 2014-11-06 01:50:50 52% complete, 4h 11m 11s elapsed, 3h 43m 18s remaining. 364597 spikes found. 2014-11-06 01:53:47 53% complete, 4h 14m 8s elapsed, 3h 44m 16s remaining. 369113 spikes found. 2014-11-06 01:57:27 53% complete, 4h 17m 48s elapsed, 3h 45m 50s remaining. 374823 spikes found. 2014-11-06 01:59:23 53% complete, 4h 19m 44s elapsed, 3h 45m 51s remaining. 377789 spikes found. 2014-11-06 02:02:52 53% complete, 4h 23m 13s elapsed, 3h 47m 12s remaining. 383100 spikes found. 2014-11-06 02:04:05 53% complete, 4h 24m 26s elapsed, 3h 46m 35s remaining. 384966 spikes found. 2014-11-06 02:05:32 54% complete, 4h 25m 53s elapsed, 3h 46m 8s remaining. 387170 spikes found. 2014-11-06 02:06:06 54% complete, 4h 26m 27s elapsed, 3h 44m 57s remaining. 388007 spikes found. 2014-11-06 02:06:43 54% complete, 4h 27m 4s elapsed, 3h 42m 9s remaining. 388760 spikes found. 2014-11-06 02:07:15 55% complete, 4h 27m 36s elapsed, 3h 37m 43s remaining. 389250 spikes found. 2014-11-06 02:07:48 55% complete, 4h 28m 9s elapsed, 3h 31m 46s remaining. 389535 spikes found. 2014-11-06 02:08:24 56% complete, 4h 28m 46s elapsed, 3h 24m 29s remaining. 389808 spikes found. 2014-11-06 02:08:58 57% complete, 4h 29m 19s elapsed, 3h 18m 57s remaining. 390200 spikes found. 2014-11-06 02:09:33 58% complete, 4h 29m 54s elapsed, 3h 13m 29s remaining. 390586 spikes found. 2014-11-06 02:10:13 58% complete, 4h 30m 35s elapsed, 3h 8m 11s remaining. 391118 spikes found. 2014-11-06 02:11:39 59% complete, 4h 32m 1s elapsed, 3h 7m 45s remaining. 393431 spikes found. 2014-11-06 02:16:53 59% complete, 4h 37m 14s elapsed, 3h 9m 54s remaining. 402398 spikes found. 2014-11-06 02:19:28 59% complete, 4h 39m 49s elapsed, 3h 10m 13s remaining. 406407 spikes found. 2014-11-06 02:22:41 59% complete, 4h 43m 2s elapsed, 3h 10m 57s remaining. 411379 spikes found. 2014-11-06 02:26:48 59% complete, 4h 47m 10s elapsed, 3h 12m 15s remaining. 417759 spikes found. 2014-11-06 02:30:14 60% complete, 4h 50m 35s elapsed, 3h 13m 4s remaining. 422978 spikes found. 2014-11-06 02:32:24 60% complete, 4h 52m 46s elapsed, 3h 13m 2s remaining. 426265 spikes found. 2014-11-06 02:36:48 60% complete, 4h 57m 9s elapsed, 3h 14m 26s remaining. 433021 spikes found. 2014-11-06 02:39:06 60% complete, 4h 59m 27s elapsed, 3h 14m 26s remaining. 436567 spikes found. 2014-11-06 02:41:55 60% complete, 5h 2m 16s elapsed, 3h 14m 46s remaining. 440885 spikes found. 2014-11-06 02:43:01 60% complete, 5h 3m 22s elapsed, 3h 13m 58s remaining. 442534 spikes found. 2014-11-06 02:44:27 61% complete, 5h 4m 49s elapsed, 3h 13m 23s remaining. 444728 spikes found. 2014-11-06 02:45:21 61% complete, 5h 5m 42s elapsed, 3h 12m 28s remaining. 446090 spikes found. 2014-11-06 02:45:53 61% complete, 5h 6m 14s elapsed, 3h 9m 50s remaining. 446737 spikes found. 2014-11-06 02:46:26 62% complete, 5h 6m 47s elapsed, 3h 4m 20s remaining. 447058 spikes found. 2014-11-06 02:46:56 63% complete, 5h 7m 17s elapsed, 2h 58m 55s remaining. 447290 spikes found. 2014-11-06 02:47:33 64% complete, 5h 7m 54s elapsed, 2h 52m 19s remaining. 447553 spikes found. 2014-11-06 02:48:05 64% complete, 5h 8m 26s elapsed, 2h 48m 36s remaining. 448109 spikes found. 2014-11-06 02:48:43 65% complete, 5h 9m 4s elapsed, 2h 44m 55s remaining. 448840 spikes found. 2014-11-06 02:49:21 65% complete, 5h 9m 42s elapsed, 2h 41m 17s remaining. 449623 spikes found. 2014-11-06 02:49:54 66% complete, 5h 10m 15s elapsed, 2h 38m 57s remaining. 450320 spikes found. 2014-11-06 02:51:32 66% complete, 5h 11m 53s elapsed, 2h 38m 29s remaining. 453025 spikes found. 2014-11-06 02:54:05 66% complete, 5h 14m 26s elapsed, 2h 38m 28s remaining. 456986 spikes found. 2014-11-06 02:56:26 66% complete, 5h 16m 47s elapsed, 2h 38m 20s remaining. 460613 spikes found. 2014-11-06 02:59:07 66% complete, 5h 19m 28s elapsed, 2h 38m 22s remaining. 464729 spikes found. 2014-11-06 03:02:21 67% complete, 5h 22m 42s elapsed, 2h 38m 39s remaining. 469685 spikes found. 2014-11-06 03:03:59 67% complete, 5h 24m 20s elapsed, 2h 38m 8s remaining. 472178 spikes found. 2014-11-06 03:08:18 67% complete, 5h 28m 40s elapsed, 2h 38m 55s remaining. 478763 spikes found. 2014-11-06 03:10:43 67% complete, 5h 31m 4s elapsed, 2h 38m 44s remaining. 482504 spikes found. 2014-11-06 03:13:38 67% complete, 5h 34m 0s elapsed, 2h 38m 48s remaining. 487072 spikes found. 2014-11-06 03:15:22 67% complete, 5h 35m 43s elapsed, 2h 38m 17s remaining. 489735 spikes found. 2014-11-06 03:16:28 68% complete, 5h 36m 49s elapsed, 2h 37m 28s remaining. 491452 spikes found. 2014-11-06 03:17:10 68% complete, 5h 37m 31s elapsed, 2h 36m 28s remaining. 492506 spikes found. 2014-11-06 03:17:45 68% complete, 5h 38m 6s elapsed, 2h 35m 25s remaining. 493431 spikes found. 2014-11-06 03:18:22 68% complete, 5h 38m 43s elapsed, 2h 33m 4s remaining. 494255 spikes found. 2014-11-06 03:18:55 69% complete, 5h 39m 16s elapsed, 2h 29m 25s remaining. 494896 spikes found. 2014-11-06 03:19:27 69% complete, 5h 39m 48s elapsed, 2h 25m 47s remaining. 495509 spikes found. 2014-11-06 03:20:06 70% complete, 5h 40m 28s elapsed, 2h 22m 17s remaining. 496086 spikes found. 2014-11-06 03:20:39 71% complete, 5h 41m 0s elapsed, 2h 18m 45s remaining. 496670 spikes found. 2014-11-06 03:21:12 71% complete, 5h 41m 33s elapsed, 2h 15m 22s remaining. 497293 spikes found. 2014-11-06 03:21:46 72% complete, 5h 42m 7s elapsed, 2h 11m 57s remaining. 497883 spikes found. 2014-11-06 03:22:21 72% complete, 5h 42m 43s elapsed, 2h 8m 35s remaining. 498560 spikes found. 2014-11-06 03:22:55 73% complete, 5h 43m 16s elapsed, 2h 6m 25s remaining. 499398 spikes found. 2014-11-06 03:24:41 73% complete, 5h 45m 2s elapsed, 2h 4m 43s remaining. 502193 spikes found. 2014-11-06 03:26:44 73% complete, 5h 47m 5s elapsed, 2h 4m 17s remaining. 505399 spikes found. 2014-11-06 03:29:00 73% complete, 5h 49m 21s elapsed, 2h 3m 55s remaining. 508925 spikes found. 2014-11-06 03:30:59 73% complete, 5h 51m 20s elapsed, 2h 3m 26s remaining. 511980 spikes found. 2014-11-06 03:33:33 74% complete, 5h 53m 54s elapsed, 2h 3m 9s remaining. 515815 spikes found. 2014-11-06 03:35:01 74% complete, 5h 55m 22s elapsed, 2h 2m 29s remaining. 518066 spikes found. 2014-11-06 03:37:34 74% complete, 5h 57m 55s elapsed, 2h 2m 11s remaining. 521965 spikes found. 2014-11-06 03:39:33 74% complete, 5h 59m 54s elapsed, 2h 1m 40s remaining. 524994 spikes found. 2014-11-06 03:41:59 74% complete, 6h 2m 20s elapsed, 2h 1m 19s remaining. 528710 spikes found. 2014-11-06 03:44:04 75% complete, 6h 4m 25s elapsed, 2h 0m 49s remaining. 531896 spikes found. 2014-11-06 03:44:57 75% complete, 6h 5m 18s elapsed, 1h 59m 55s remaining. 533244 spikes found. 2014-11-06 03:45:43 75% complete, 6h 6m 4s elapsed, 1h 57m 49s remaining. 534367 spikes found. 2014-11-06 03:46:14 76% complete, 6h 6m 35s elapsed, 1h 55m 39s remaining. 535080 spikes found. 2014-11-06 03:46:48 76% complete, 6h 7m 9s elapsed, 1h 52m 21s remaining. 535760 spikes found. 2014-11-06 03:47:24 77% complete, 6h 7m 45s elapsed, 1h 49m 6s remaining. 536522 spikes found. 2014-11-06 03:48:01 77% complete, 6h 8m 22s elapsed, 1h 45m 54s remaining. 537310 spikes found. 2014-11-06 03:48:40 78% complete, 6h 9m 1s elapsed, 1h 41m 39s remaining. 537963 spikes found. 2014-11-06 03:49:15 79% complete, 6h 9m 36s elapsed, 1h 37m 30s remaining. 538434 spikes found. 2014-11-06 03:49:54 79% complete, 6h 10m 15s elapsed, 1h 33m 23s remaining. 538956 spikes found. 2014-11-06 03:50:28 80% complete, 6h 10m 49s elapsed, 1h 30m 20s remaining. 539502 spikes found. 2014-11-06 03:51:47 80% complete, 6h 12m 8s elapsed, 1h 29m 36s remaining. 541609 spikes found. 2014-11-06 03:53:44 80% complete, 6h 14m 6s elapsed, 1h 29m 2s remaining. 544624 spikes found. 2014-11-06 03:54:55 80% complete, 6h 15m 17s elapsed, 1h 28m 15s remaining. 546462 spikes found. 2014-11-06 03:57:12 81% complete, 6h 17m 33s elapsed, 1h 27m 44s remaining. 549888 spikes found. 2014-11-06 03:59:04 81% complete, 6h 19m 26s elapsed, 1h 27m 7s remaining. 552747 spikes found. 2014-11-06 04:01:17 81% complete, 6h 21m 38s elapsed, 1h 26m 34s remaining. 556080 spikes found. 2014-11-06 04:03:41 81% complete, 6h 24m 3s elapsed, 1h 26m 3s remaining. 559684 spikes found. 2014-11-06 04:04:48 81% complete, 6h 25m 9s elapsed, 1h 25m 15s remaining. 561351 spikes found. 2014-11-06 04:06:57 82% complete, 6h 27m 18s elapsed, 1h 24m 40s remaining. 564590 spikes found. 2014-11-06 04:08:13 82% complete, 6h 28m 34s elapsed, 1h 23m 53s remaining. 566531 spikes found. 2014-11-06 04:08:51 82% complete, 6h 29m 12s elapsed, 1h 22m 58s remaining. 567433 spikes found. 2014-11-06 04:09:27 82% complete, 6h 29m 48s elapsed, 1h 19m 58s remaining. 567983 spikes found. 2014-11-06 04:10:01 83% complete, 6h 30m 22s elapsed, 1h 15m 57s remaining. 568326 spikes found. 2014-11-06 04:10:33 84% complete, 6h 30m 54s elapsed, 1h 12m 0s remaining. 568665 spikes found. 2014-11-06 04:11:05 85% complete, 6h 31m 27s elapsed, 1h 8m 6s remaining. 568992 spikes found. 2014-11-06 04:11:38 85% complete, 6h 31m 59s elapsed, 1h 4m 20s remaining. 569341 spikes found. 2014-11-06 04:12:13 86% complete, 6h 32m 34s elapsed, 1h 0m 33s remaining. 569719 spikes found. 2014-11-06 04:13:12 87% complete, 6h 33m 33s elapsed, 57m 50s remaining. 570884 spikes found. 2014-11-06 04:18:39 87% complete, 6h 39m 0s elapsed, 57m 41s remaining. 579545 spikes found. 2014-11-06 04:23:17 87% complete, 6h 43m 38s elapsed, 57m 23s remaining. 586708 spikes found. 2014-11-06 04:27:35 87% complete, 6h 47m 56s elapsed, 57m 1s remaining. 593425 spikes found. 2014-11-06 04:31:39 87% complete, 6h 52m 0s elapsed, 56m 36s remaining. 599705 spikes found. 2014-11-06 04:34:54 88% complete, 6h 55m 15s elapsed, 56m 4s remaining. 604743 spikes found. 2014-11-06 04:38:43 88% complete, 6h 59m 5s elapsed, 55m 36s remaining. 610606 spikes found. 2014-11-06 04:41:21 88% complete, 7h 1m 42s elapsed, 54m 57s remaining. 614618 spikes found. 2014-11-06 04:44:25 88% complete, 7h 4m 46s elapsed, 54m 22s remaining. 619367 spikes found. 2014-11-06 04:47:02 88% complete, 7h 7m 23s elapsed, 53m 42s remaining. 623367 spikes found. 2014-11-06 04:48:54 89% complete, 7h 9m 15s elapsed, 52m 56s remaining. 626283 spikes found. 2014-11-06 04:51:24 89% complete, 7h 11m 45s elapsed, 52m 15s remaining. 630158 spikes found. 2014-11-06 04:52:46 89% complete, 7h 13m 7s elapsed, 51m 25s remaining. 632276 spikes found. 2014-11-06 04:55:13 89% complete, 7h 15m 34s elapsed, 50m 43s remaining. 636046 spikes found. 2014-11-06 04:57:14 89% complete, 7h 17m 35s elapsed, 49m 57s remaining. 639167 spikes found. 2014-11-06 04:58:43 89% complete, 7h 19m 4s elapsed, 49m 7s remaining. 641407 spikes found. 2014-11-06 05:02:11 90% complete, 7h 22m 32s elapsed, 48m 30s remaining. 646628 spikes found. 2014-11-06 05:03:33 90% complete, 7h 23m 54s elapsed, 47m 39s remaining. 648737 spikes found. 2014-11-06 05:05:11 90% complete, 7h 25m 32s elapsed, 46m 50s remaining. 651265 spikes found. 2014-11-06 05:06:22 90% complete, 7h 26m 43s elapsed, 45m 57s remaining. 653140 spikes found. 2014-11-06 05:08:47 90% complete, 7h 29m 9s elapsed, 45m 12s remaining. 656868 spikes found. 2014-11-06 05:10:09 91% complete, 7h 30m 31s elapsed, 44m 21s remaining. 659031 spikes found. 2014-11-06 05:12:41 91% complete, 7h 33m 2s elapsed, 43m 36s remaining. 662916 spikes found. 2014-11-06 05:14:56 91% complete, 7h 35m 17s elapsed, 42m 48s remaining. 666308 spikes found. 2014-11-06 05:16:20 91% complete, 7h 36m 41s elapsed, 41m 56s remaining. 668492 spikes found. 2014-11-06 05:18:15 91% complete, 7h 38m 36s elapsed, 41m 7s remaining. 671401 spikes found. 2014-11-06 05:19:49 91% complete, 7h 40m 10s elapsed, 40m 15s remaining. 673836 spikes found. 2014-11-06 05:21:34 92% complete, 7h 41m 55s elapsed, 39m 24s remaining. 676569 spikes found. 2014-11-06 05:22:40 92% complete, 7h 43m 1s elapsed, 38m 30s remaining. 678417 spikes found. 2014-11-06 05:24:37 92% complete, 7h 44m 58s elapsed, 37m 40s remaining. 681432 spikes found. 2014-11-06 05:26:18 92% complete, 7h 46m 39s elapsed, 36m 48s remaining. 684007 spikes found. 2014-11-06 05:26:54 92% complete, 7h 47m 16s elapsed, 35m 56s remaining. 684994 spikes found. 2014-11-06 05:27:29 93% complete, 7h 47m 50s elapsed, 32m 1s remaining. 685332 spikes found. 2014-11-06 05:28:03 94% complete, 7h 48m 24s elapsed, 28m 10s remaining. 685645 spikes found. 2014-11-06 05:28:36 95% complete, 7h 48m 58s elapsed, 24m 21s remaining. 685978 spikes found. 2014-11-06 05:29:08 95% complete, 7h 49m 29s elapsed, 23m 26s remaining. 686748 spikes found. 2014-11-06 05:31:01 95% complete, 7h 51m 22s elapsed, 22m 34s remaining. 689695 spikes found. 2014-11-06 05:33:17 95% complete, 7h 53m 38s elapsed, 21m 44s remaining. 693189 spikes found. 2014-11-06 05:35:11 95% complete, 7h 55m 32s elapsed, 20m 52s remaining. 696080 spikes found. 2014-11-06 05:37:03 95% complete, 7h 57m 25s elapsed, 20m 0s remaining. 698933 spikes found. 2014-11-06 05:38:25 96% complete, 7h 58m 46s elapsed, 19m 6s remaining. 701013 spikes found. 2014-11-06 05:40:29 96% complete, 8h 0m 50s elapsed, 18m 14s remaining. 704090 spikes found. 2014-11-06 05:41:54 96% complete, 8h 2m 15s elapsed, 17m 20s remaining. 706330 spikes found. 2014-11-06 05:43:37 96% complete, 8h 3m 58s elapsed, 16m 27s remaining. 708997 spikes found. 2014-11-06 05:46:34 96% complete, 8h 6m 55s elapsed, 15m 35s remaining. 713609 spikes found. 2014-11-06 05:48:12 97% complete, 8h 8m 33s elapsed, 14m 41s remaining. 716130 spikes found. 2014-11-06 05:49:24 97% complete, 8h 9m 46s elapsed, 13m 46s remaining. 717894 spikes found. 2014-11-06 05:50:33 97% complete, 8h 10m 54s elapsed, 12m 51s remaining. 719657 spikes found. 2014-11-06 05:51:23 97% complete, 8h 11m 44s elapsed, 11m 56s remaining. 720932 spikes found. 2014-11-06 05:51:56 97% complete, 8h 12m 18s elapsed, 11m 0s remaining. 721705 spikes found. 2014-11-06 05:52:47 97% complete, 8h 13m 9s elapsed, 10m 4s remaining. 723013 spikes found. 2014-11-06 05:53:30 98% complete, 8h 13m 51s elapsed, 9m 9s remaining. 724078 spikes found. 2014-11-06 05:54:28 98% complete, 8h 14m 49s elapsed, 8m 13s remaining. 725537 spikes found. 2014-11-06 05:55:22 98% complete, 8h 15m 43s elapsed, 7m 18s remaining. 726925 spikes found. 2014-11-06 05:55:52 98% complete, 8h 16m 14s elapsed, 6m 22s remaining. 727682 spikes found. 2014-11-06 05:56:45 99% complete, 8h 17m 7s elapsed, 4m 31s remaining. 728948 spikes found. 2014-11-06 05:57:21 99% complete, 8h 17m 42s elapsed, 3m 36s remaining. 729842 spikes found. 2014-11-06 05:58:01 99% complete, 8h 18m 22s elapsed, 1m 45s remaining. 730714 spikes found. 2014-11-06 05:58:47 100% complete, 8h 19m 8s elapsed, 0s remaining. 731785 spikes found. 2014-11-06 06:01:39 100% complete, 8h 22m 0s elapsed, 0s remaining. FileBase PeterP-2013-09-03_dataset1 ElecNo 0 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.28 and 0.42 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 30855 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 30855 points ------ Starting initial clusters from distinct float masks Not enough masks (230) to generate starting clusters (300), so starting with (231) clusters instead. Assigned 231 initial classes from 230 unique masks. Deleting Class 132 (2 points): Lose 7.553027 but Gain 1654.228197 Iteration 0F (4.240101 sec): 230 clusters Score: Raw -2785257.196017 + Penalty 184270.550057 = -2600986.645960 nChanged 9448 Deleting Class 185 (2 points): Lose 36.168492 but Gain 1634.004891 Iteration 1F (6.977109 sec): 191 clusters Score: Raw -2811955.033587 + Penalty 155657.259232 = -2656297.774355 nChanged 3436 Deleting Class 95 (13 points): Lose 80.584109 but Gain 1572.570350 Iteration 2F (9.327851 sec): 168 clusters Score: Raw -2816065.243906 + Penalty 137347.069720 = -2678718.174186 nChanged 1948 Deleting Class 105 (11 points): Lose 105.550672 but Gain 1599.027075 Iteration 3F (11.420066 sec): 150 clusters Score: Raw -2817713.181339 + Penalty 134491.342406 = -2683221.838933 nChanged 1214 Deleting Class 193 (2 points): Lose 76.329932 but Gain 1538.227969 Iteration 4Q (11.698389 sec): 148 clusters Score: Raw -2818423.481109 + Penalty 128568.207037 = -2689855.274072 nChanged 898 Deleting Class 161 (4 points): Lose 26.957782 but Gain 1483.814067 Iteration 5Q (11.938924 sec): 143 clusters Score: Raw -2818909.299101 + Penalty 126440.142444 = -2692469.156657 nChanged 702 Deleting Class 169 (2 points): Lose 16.349343 but Gain 1456.230068 Iteration 6Q (12.159722 sec): 141 clusters Score: Raw -2819223.220024 + Penalty 125029.218671 = -2694194.001353 nChanged 545 Deleting Class 179 (3 points): Lose 5.831244 but Gain 1445.509222 Iteration 7Q (12.366556 sec): 140 clusters Score: Raw -2819423.738832 + Penalty 122396.610227 = -2697027.128605 nChanged 468 Deleting Class 131 (4 points): Lose 30.398074 but Gain 1456.070938 Iteration 8Q (12.570091 sec): 138 clusters Score: Raw -2819536.833450 + Penalty 121332.891640 = -2698203.941811 nChanged 392 Deleting Class 120 (7 points): Lose 33.992029 but Gain 1430.805050 Iteration 9Q (12.766104 sec): 137 clusters Score: Raw -2819631.204172 + Penalty 120002.107045 = -2699629.097128 nChanged 351 Deleting Class 39 (7 points): Lose 31.994524 but Gain 1425.789182 Iteration 10F (14.639312 sec): 136 clusters Score: Raw -2819732.661192 + Penalty 118648.561356 = -2701084.099835 nChanged 347 Deleting Class 85 (4 points): Lose 17.267641 but Gain 1406.015069 Iteration 11Q (14.825374 sec): 135 clusters Score: Raw -2819844.429457 + Penalty 117260.264065 = -2702584.165391 nChanged 286 Deleting Class 143 (4 points): Lose 21.818283 but Gain 1397.816378 Iteration 12Q (15.007447 sec): 134 clusters Score: Raw -2819894.699589 + Penalty 115926.431857 = -2703968.267731 nChanged 284 Deleting Class 135 (4 points): Lose 21.159799 but Gain 1397.189613 Iteration 13Q (15.186885 sec): 133 clusters Score: Raw -2819936.359445 + Penalty 114524.192659 = -2705412.166787 nChanged 263 Deleting Class 117 (11 points): Lose 80.323564 but Gain 1441.259649 Iteration 14Q (15.362778 sec): 132 clusters Score: Raw -2819915.333121 + Penalty 113165.836054 = -2706749.497066 nChanged 294 Deleting Class 192 (4 points): Lose 28.753637 but Gain 1388.155959 Iteration 15Q (15.551475 sec): 131 clusters Score: Raw -2819982.775207 + Penalty 111896.566117 = -2708086.209090 nChanged 286 Deleting Class 148 (2 points): Lose 4.769013 but Gain 1347.092945 Iteration 16Q (15.730229 sec): 130 clusters Score: Raw -2820085.075719 + Penalty 110569.918789 = -2709515.156930 nChanged 307 Deleting Class 84 (4 points): Lose 4.159224 but Gain 1339.775306 Iteration 17Q (15.911726 sec): 129 clusters Score: Raw -2820176.846875 + Penalty 109250.808813 = -2710926.038061 nChanged 312 Deleting Class 47 (38 points): Lose 269.949280 but Gain 1593.878763 Iteration 18Q (16.088757 sec): 128 clusters Score: Raw -2819984.027300 + Penalty 107809.072760 = -2712174.954540 nChanged 308 Deleting Class 172 (4 points): Lose 8.447164 but Gain 1325.307004 Iteration 19Q (16.264530 sec): 127 clusters Score: Raw -2820159.827794 + Penalty 106508.085526 = -2713651.742268 nChanged 306 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2820159.827794 + Penalty 106508.085526 = -2713651.742268Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.392747 sec): 2 clusters Score: Raw -2915.718967 + Penalty 21.100076 = -2894.618891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.392989 sec): 3 clusters Score: Raw -2907.497742 + Penalty 42.742756 = -2864.754986 nChanged 10 SP:Iteration 1F (16.393221 sec): 3 clusters Score: Raw -2914.780299 + Penalty 43.005260 = -2871.775039 nChanged 1 SP:Iteration 2Q (16.393445 sec): 3 clusters Score: Raw -2915.130221 + Penalty 43.005260 = -2872.124961 nChanged 0 SP:Iteration 3F (16.393667 sec): 3 clusters Score: Raw -2915.130221 + Penalty 43.005260 = -2872.124961 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.408037 sec): 2 clusters Score: Raw -271058.950520 + Penalty 159.929508 = -270899.021012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.413990 sec): 3 clusters Score: Raw -269156.704442 + Penalty 284.753368 = -268871.951075 nChanged 1380 SP:Iteration 1F (16.419734 sec): 3 clusters Score: Raw -270616.498807 + Penalty 279.492623 = -270337.006184 nChanged 257 SP:Iteration 2F (16.425365 sec): 3 clusters Score: Raw -270801.541865 + Penalty 279.096106 = -270522.445759 nChanged 122 SP:Iteration 3Q (16.430853 sec): 3 clusters Score: Raw -270845.535933 + Penalty 277.347655 = -270568.188278 nChanged 59 SP:Iteration 4Q (16.436465 sec): 3 clusters Score: Raw -270866.464275 + Penalty 275.802307 = -270590.661968 nChanged 47 SP:Iteration 5Q (16.441827 sec): 3 clusters Score: Raw -270882.132470 + Penalty 274.504083 = -270607.628386 nChanged 41 SP:Iteration 6Q (16.447261 sec): 3 clusters Score: Raw -270895.966290 + Penalty 273.250577 = -270622.715713 nChanged 41 SP:Iteration 7Q (16.452604 sec): 3 clusters Score: Raw -270910.869827 + Penalty 271.620777 = -270639.249050 nChanged 40 SP:Iteration 8Q (16.457910 sec): 3 clusters Score: Raw -270924.606416 + Penalty 269.643944 = -270654.962472 nChanged 40 SP:Iteration 9Q (16.463188 sec): 3 clusters Score: Raw -270937.524732 + Penalty 267.808306 = -270669.716425 nChanged 38 SP:Iteration 10F (16.468805 sec): 3 clusters Score: Raw -270948.069260 + Penalty 266.711068 = -270681.358192 nChanged 32 SP:Iteration 11Q (16.474013 sec): 3 clusters Score: Raw -270958.172165 + Penalty 263.857849 = -270694.314316 nChanged 35 SP:Iteration 12Q (16.479396 sec): 3 clusters Score: Raw -270969.700055 + Penalty 262.590668 = -270707.109387 nChanged 38 SP:Iteration 13Q (16.484695 sec): 3 clusters Score: Raw -270981.034223 + Penalty 262.711096 = -270718.323128 nChanged 28 SP:Iteration 14Q (16.489981 sec): 3 clusters Score: Raw -270988.695468 + Penalty 260.989091 = -270727.706377 nChanged 29 SP:Iteration 15Q (16.495229 sec): 3 clusters Score: Raw -270998.507801 + Penalty 260.151529 = -270738.356272 nChanged 33 SP:Iteration 16Q (16.500502 sec): 3 clusters Score: Raw -271010.293155 + Penalty 258.404606 = -270751.888548 nChanged 34 SP:Iteration 17Q (16.505778 sec): 3 clusters Score: Raw -271023.463748 + Penalty 259.520913 = -270763.942835 nChanged 34 SP:Iteration 18Q (16.510769 sec): 3 clusters Score: Raw -271037.336524 + Penalty 261.268260 = -270776.068264 nChanged 23 SP:Iteration 19Q (16.515895 sec): 3 clusters Score: Raw -271047.911669 + Penalty 258.764510 = -270789.147160 nChanged 25 SP:Iteration 20F (16.521752 sec): 3 clusters Score: Raw -271057.894831 + Penalty 257.551988 = -270800.342843 nChanged 16 SP:Iteration 21Q (16.526642 sec): 3 clusters Score: Raw -271062.220071 + Penalty 259.634326 = -270802.585746 nChanged 15 SP:Iteration 22Q (16.531556 sec): 3 clusters Score: Raw -271067.220111 + Penalty 259.980525 = -270807.239586 nChanged 14 SP:Iteration 23Q (16.536542 sec): 3 clusters Score: Raw -271071.444537 + Penalty 260.453079 = -270810.991458 nChanged 11 SP:Iteration 24Q (16.541366 sec): 3 clusters Score: Raw -271073.406614 + Penalty 260.917168 = -270812.489446 nChanged 6 SP:Iteration 25Q (16.546245 sec): 3 clusters Score: Raw -271073.792585 + Penalty 260.866107 = -270812.926477 nChanged 2 SP:Iteration 26Q (16.551053 sec): 3 clusters Score: Raw -271073.908107 + Penalty 261.474357 = -270812.433749 nChanged 3 SP:Iteration 27F (16.556729 sec): 3 clusters Score: Raw -271074.079452 + Penalty 262.539567 = -270811.539885 nChanged 5 SP:Iteration 28F (16.562402 sec): 3 clusters Score: Raw -271074.533587 + Penalty 262.752096 = -270811.781491 nChanged 3 SP:Iteration 29Q (16.567157 sec): 3 clusters Score: Raw -271075.043056 + Penalty 263.289268 = -270811.753789 nChanged 2 SP:Iteration 30F (16.572815 sec): 3 clusters Score: Raw -271075.282799 + Penalty 263.801689 = -270811.481110 nChanged 2 SP:Iteration 31F (16.578542 sec): 3 clusters Score: Raw -271075.312058 + Penalty 263.801689 = -270811.510368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.579505 sec): 2 clusters Score: Raw -3260.463032 + Penalty 22.186858 = -3238.276174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.579745 sec): 3 clusters Score: Raw -3251.357603 + Penalty 44.773137 = -3206.584466 nChanged 12 SP:Iteration 1F (16.579974 sec): 3 clusters Score: Raw -3258.745577 + Penalty 44.773137 = -3213.972440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.586776 sec): 2 clusters Score: Raw -128299.703198 + Penalty 264.001094 = -128035.702103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.589439 sec): 3 clusters Score: Raw -127436.820838 + Penalty 528.026379 = -126908.794459 nChanged 595 SP:Iteration 1F (16.592095 sec): 3 clusters Score: Raw -127842.134842 + Penalty 527.409229 = -127314.725613 nChanged 145 SP:Iteration 2F (16.594768 sec): 3 clusters Score: Raw -127968.124877 + Penalty 524.396978 = -127443.727899 nChanged 128 SP:Iteration 3F (16.597374 sec): 3 clusters Score: Raw -128092.685277 + Penalty 522.313983 = -127570.371294 nChanged 75 SP:Iteration 4F (16.600020 sec): 3 clusters Score: Raw -128124.819667 + Penalty 521.136058 = -127603.683610 nChanged 35 SP:Iteration 5Q (16.602689 sec): 3 clusters Score: Raw -128138.122778 + Penalty 520.018756 = -127618.104022 nChanged 25 SP:Iteration 6Q (16.605311 sec): 3 clusters Score: Raw -128141.990443 + Penalty 518.556741 = -127623.433703 nChanged 14 SP:Iteration 7Q (16.607943 sec): 3 clusters Score: Raw -128144.120520 + Penalty 516.886580 = -127627.233939 nChanged 14 SP:Iteration 8Q (16.610625 sec): 3 clusters Score: Raw -128146.204320 + Penalty 516.413559 = -127629.790761 nChanged 7 SP:Iteration 9Q (16.613166 sec): 3 clusters Score: Raw -128146.728013 + Penalty 515.888809 = -127630.839204 nChanged 5 SP:Iteration 10F (16.615808 sec): 3 clusters Score: Raw -128146.903464 + Penalty 515.654092 = -127631.249371 nChanged 4 SP:Iteration 11Q (16.618404 sec): 3 clusters Score: Raw -128147.086897 + Penalty 515.229254 = -127631.857644 nChanged 4 SP:Iteration 12Q (16.621007 sec): 3 clusters Score: Raw -128147.736243 + Penalty 514.010602 = -127633.725641 nChanged 9 SP:Iteration 13Q (16.623661 sec): 3 clusters Score: Raw -128149.817312 + Penalty 512.232846 = -127637.584467 nChanged 15 SP:Iteration 14Q (16.626208 sec): 3 clusters Score: Raw -128152.549717 + Penalty 510.569971 = -127641.979746 nChanged 9 SP:Iteration 15Q (16.628744 sec): 3 clusters Score: Raw -128154.272084 + Penalty 509.087712 = -127645.184372 nChanged 9 SP:Iteration 16Q (16.631337 sec): 3 clusters Score: Raw -128157.257600 + Penalty 506.769704 = -127650.487896 nChanged 17 SP:Iteration 17Q (16.633940 sec): 3 clusters Score: Raw -128161.706510 + Penalty 506.188379 = -127655.518132 nChanged 13 SP:Iteration 18Q (16.636668 sec): 3 clusters Score: Raw -128165.346639 + Penalty 505.351192 = -127659.995446 nChanged 14 SP:Iteration 19Q (16.639291 sec): 3 clusters Score: Raw -128168.252890 + Penalty 504.837462 = -127663.415429 nChanged 14 SP:Iteration 20F (16.641976 sec): 3 clusters Score: Raw -128172.919247 + Penalty 503.356982 = -127669.562265 nChanged 15 SP:Iteration 21Q (16.644619 sec): 3 clusters Score: Raw -128178.343552 + Penalty 501.257638 = -127677.085914 nChanged 14 SP:Iteration 22Q (16.647106 sec): 3 clusters Score: Raw -128182.529211 + Penalty 501.132688 = -127681.396523 nChanged 7 SP:Iteration 23Q (16.649607 sec): 3 clusters Score: Raw -128183.900641 + Penalty 500.429358 = -127683.471283 nChanged 3 SP:Iteration 24Q (16.652128 sec): 3 clusters Score: Raw -128184.209878 + Penalty 499.539965 = -127684.669912 nChanged 2 SP:Iteration 25Q (16.654654 sec): 3 clusters Score: Raw -128184.585711 + Penalty 499.558283 = -127685.027428 nChanged 2 SP:Iteration 26Q (16.657154 sec): 3 clusters Score: Raw -128184.848929 + Penalty 499.574085 = -127685.274844 nChanged 3 SP:Iteration 27Q (16.659687 sec): 3 clusters Score: Raw -128185.284874 + Penalty 499.716783 = -127685.568091 nChanged 3 SP:Iteration 28Q (16.662225 sec): 3 clusters Score: Raw -128185.867429 + Penalty 499.548560 = -127686.318870 nChanged 4 SP:Iteration 29Q (16.664728 sec): 3 clusters Score: Raw -128186.542761 + Penalty 499.678051 = -127686.864710 nChanged 6 SP:Iteration 30F (16.667395 sec): 3 clusters Score: Raw -128187.543632 + Penalty 499.693977 = -127687.849656 nChanged 1 SP:Iteration 31Q (16.669938 sec): 3 clusters Score: Raw -128187.693109 + Penalty 499.755423 = -127687.937685 nChanged 1 SP:Iteration 32Q (16.672474 sec): 3 clusters Score: Raw -128187.852296 + Penalty 499.816043 = -127688.036253 nChanged 1 SP:Iteration 33Q (16.674998 sec): 3 clusters Score: Raw -128187.955020 + Penalty 499.816043 = -127688.138977 nChanged 0 SP:Iteration 34F (16.677679 sec): 3 clusters Score: Raw -128187.955020 + Penalty 499.816043 = -127688.138977 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.684531 sec): 2 clusters Score: Raw -169889.524568 + Penalty 224.243081 = -169665.281487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.688083 sec): 3 clusters Score: Raw -168782.931992 + Penalty 449.070181 = -168333.861812 nChanged 787 SP:Iteration 1F (16.691540 sec): 3 clusters Score: Raw -169575.981410 + Penalty 448.965218 = -169127.016192 nChanged 205 SP:Iteration 2F (16.694950 sec): 3 clusters Score: Raw -169705.303097 + Penalty 448.659451 = -169256.643646 nChanged 76 SP:Iteration 3Q (16.698298 sec): 3 clusters Score: Raw -169738.511405 + Penalty 447.983904 = -169290.527501 nChanged 48 SP:Iteration 4Q (16.701853 sec): 3 clusters Score: Raw -169758.976679 + Penalty 447.244670 = -169311.732009 nChanged 37 SP:Iteration 5Q (16.705391 sec): 3 clusters Score: Raw -169780.361899 + Penalty 445.900337 = -169334.461562 nChanged 30 SP:Iteration 6Q (16.708898 sec): 3 clusters Score: Raw -169793.312200 + Penalty 445.755993 = -169347.556206 nChanged 16 SP:Iteration 7Q (16.712246 sec): 3 clusters Score: Raw -169795.781037 + Penalty 445.157251 = -169350.623787 nChanged 8 SP:Iteration 8Q (16.715563 sec): 3 clusters Score: Raw -169797.346171 + Penalty 444.155451 = -169353.190720 nChanged 5 SP:Iteration 9Q (16.718817 sec): 3 clusters Score: Raw -169798.378600 + Penalty 443.902724 = -169354.475876 nChanged 2 SP:Iteration 10F (16.722265 sec): 3 clusters Score: Raw -169798.430984 + Penalty 443.902724 = -169354.528259 nChanged 0 Memory request: 0.06 GB would take us to total of 0.34 GB. Trying to split cluster 7 (13133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.783875 sec): 2 clusters Score: Raw -1197948.188995 + Penalty 251.848734 = -1197696.340260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.809668 sec): 3 clusters Score: Raw -1189210.460430 + Penalty 574.010539 = -1188636.449891 nChanged 6247 SP:Iteration 1F (16.835248 sec): 3 clusters Score: Raw -1195625.605261 + Penalty 537.949601 = -1195087.655660 nChanged 1213 SP:Iteration 2F (16.861297 sec): 3 clusters Score: Raw -1197086.256963 + Penalty 490.193894 = -1196596.063069 nChanged 939 SP:Iteration 3F (16.886936 sec): 3 clusters Score: Raw -1197758.397525 + Penalty 465.997041 = -1197292.400484 nChanged 583 SP:Iteration 4Q (16.910462 sec): 3 clusters Score: Raw -1198039.741372 + Penalty 457.167231 = -1197582.574141 nChanged 361 SP:Iteration 5Q (16.933654 sec): 3 clusters Score: Raw -1198188.127451 + Penalty 454.430809 = -1197733.696642 nChanged 284 SP:Iteration 6Q (16.956777 sec): 3 clusters Score: Raw -1198282.737243 + Penalty 453.113605 = -1197829.623638 nChanged 267 SP:Iteration 7Q (16.979743 sec): 3 clusters Score: Raw -1198351.403442 + Penalty 452.368459 = -1197899.034983 nChanged 180 SP:Iteration 8Q (17.002613 sec): 3 clusters Score: Raw -1198394.948830 + Penalty 452.297863 = -1197942.650967 nChanged 147 SP:Iteration 9Q (17.026183 sec): 3 clusters Score: Raw -1198424.479781 + Penalty 452.868623 = -1197971.611158 nChanged 102 SP:Iteration 10F (17.051935 sec): 3 clusters Score: Raw -1198436.787028 + Penalty 453.764184 = -1197983.022845 nChanged 79 SP:Iteration 11Q (17.074973 sec): 3 clusters Score: Raw -1198443.586019 + Penalty 454.501723 = -1197989.084295 nChanged 64 SP:Iteration 12Q (17.098326 sec): 3 clusters Score: Raw -1198447.489729 + Penalty 455.080465 = -1197992.409263 nChanged 52 SP:Iteration 13Q (17.121857 sec): 3 clusters Score: Raw -1198450.706958 + Penalty 455.682582 = -1197995.024377 nChanged 48 SP:Iteration 14Q (17.145464 sec): 3 clusters Score: Raw -1198453.086945 + Penalty 456.128120 = -1197996.958825 nChanged 41 SP:Iteration 15Q (17.168414 sec): 3 clusters Score: Raw -1198454.822314 + Penalty 456.645027 = -1197998.177288 nChanged 39 SP:Iteration 16Q (17.191570 sec): 3 clusters Score: Raw -1198456.174026 + Penalty 457.128401 = -1197999.045625 nChanged 38 SP:Iteration 17Q (17.214619 sec): 3 clusters Score: Raw -1198457.658778 + Penalty 457.594452 = -1198000.064327 nChanged 34 SP:Iteration 18Q (17.237785 sec): 3 clusters Score: Raw -1198458.563682 + Penalty 458.019477 = -1198000.544205 nChanged 28 SP:Iteration 19Q (17.260847 sec): 3 clusters Score: Raw -1198459.358823 + Penalty 458.257820 = -1198001.101003 nChanged 21 SP:Iteration 20F (17.286176 sec): 3 clusters Score: Raw -1198459.925018 + Penalty 458.472625 = -1198001.452394 nChanged 25 SP:Iteration 21Q (17.309518 sec): 3 clusters Score: Raw -1198460.760814 + Penalty 458.915929 = -1198001.844885 nChanged 21 SP:Iteration 22Q (17.333170 sec): 3 clusters Score: Raw -1198461.360409 + Penalty 459.231255 = -1198002.129154 nChanged 20 SP:Iteration 23Q (17.356579 sec): 3 clusters Score: Raw -1198461.918530 + Penalty 459.463477 = -1198002.455052 nChanged 18 SP:Iteration 24Q (17.379693 sec): 3 clusters Score: Raw -1198462.278791 + Penalty 459.662119 = -1198002.616672 nChanged 16 SP:Iteration 25Q (17.403113 sec): 3 clusters Score: Raw -1198462.566718 + Penalty 459.952396 = -1198002.614322 nChanged 14 SP:Iteration 26F (17.428745 sec): 3 clusters Score: Raw -1198462.808972 + Penalty 460.273913 = -1198002.535060 nChanged 13 SP:Iteration 27F (17.454872 sec): 3 clusters Score: Raw -1198462.942466 + Penalty 460.535374 = -1198002.407092 nChanged 12 SP:Iteration 28F (17.480434 sec): 3 clusters Score: Raw -1198463.101905 + Penalty 460.587933 = -1198002.513972 nChanged 9 SP:Iteration 29Q (17.503521 sec): 3 clusters Score: Raw -1198463.213181 + Penalty 460.642192 = -1198002.570989 nChanged 5 SP:Iteration 30F (17.529287 sec): 3 clusters Score: Raw -1198463.219229 + Penalty 460.767834 = -1198002.451395 nChanged 5 SP:Iteration 31F (17.554993 sec): 3 clusters Score: Raw -1198463.211296 + Penalty 460.788816 = -1198002.422480 nChanged 1 SP:Iteration 32F (17.580582 sec): 3 clusters Score: Raw -1198463.209592 + Penalty 460.876943 = -1198002.332649 nChanged 2 SP:Iteration 33F (17.606237 sec): 3 clusters Score: Raw -1198463.212198 + Penalty 460.894877 = -1198002.317322 nChanged 4 SP:Iteration 34F (17.632234 sec): 3 clusters Score: Raw -1198463.236670 + Penalty 460.944431 = -1198002.292239 nChanged 2 SP:Iteration 35F (17.657812 sec): 3 clusters Score: Raw -1198463.239073 + Penalty 460.944886 = -1198002.294187 nChanged 2 SP:Iteration 36Q (17.681155 sec): 3 clusters Score: Raw -1198463.240981 + Penalty 460.949745 = -1198002.291237 nChanged 1 SP:Iteration 37F (17.706818 sec): 3 clusters Score: Raw -1198463.246553 + Penalty 460.946296 = -1198002.300256 nChanged 1 SP:Iteration 38Q (17.731009 sec): 3 clusters Score: Raw -1198463.244541 + Penalty 460.946296 = -1198002.298244 nChanged 0 SP:Iteration 39F (17.756668 sec): 3 clusters Score: Raw -1198463.244541 + Penalty 460.946296 = -1198002.298244 nChanged 0 Score: Raw -2830149.286825 + Penalty 106736.017550 = -2723413.269275 Splitting cluster 7 changes total score from -2713651.742268 to -2723413.269275 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 8 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.513170 sec): 2 clusters Score: Raw -202283.515569 + Penalty 245.008319 = -202038.507250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.517177 sec): 3 clusters Score: Raw -200994.577265 + Penalty 481.652504 = -200512.924761 nChanged 953 SP:Iteration 1F (19.520960 sec): 3 clusters Score: Raw -201645.420068 + Penalty 476.081299 = -201169.338770 nChanged 211 SP:Iteration 2F (19.524770 sec): 3 clusters Score: Raw -201852.022285 + Penalty 469.308760 = -201382.713526 nChanged 193 SP:Iteration 3F (19.528573 sec): 3 clusters Score: Raw -202081.491713 + Penalty 480.762341 = -201600.729372 nChanged 122 SP:Iteration 4F (19.532418 sec): 3 clusters Score: Raw -202225.607673 + Penalty 613.532909 = -201612.074764 nChanged 47 SP:Iteration 5Q (19.535939 sec): 3 clusters Score: Raw -202277.202378 + Penalty 720.319765 = -201556.882613 nChanged 6 SP:Iteration 6F (19.539837 sec): 3 clusters Score: Raw -202280.392103 + Penalty 245.008319 = -202035.383784 nChanged 2 SP:Iteration 7Q (19.542856 sec): 2 clusters Score: Raw -202283.515569 + Penalty 245.008319 = -202038.507250 nChanged 0 SP:Iteration 8F (19.545826 sec): 2 clusters Score: Raw -202283.515569 + Penalty 245.008319 = -202038.507250 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 9 (2812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.559810 sec): 2 clusters Score: Raw -267654.714541 + Penalty 259.754709 = -267394.959832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.565775 sec): 3 clusters Score: Raw -265848.498503 + Penalty 499.543881 = -265348.954621 nChanged 1311 SP:Iteration 1F (19.571254 sec): 3 clusters Score: Raw -267020.160362 + Penalty 532.940869 = -266487.219493 nChanged 323 SP:Iteration 2F (19.576470 sec): 3 clusters Score: Raw -267380.292836 + Penalty 575.774241 = -266804.518595 nChanged 159 SP:Iteration 3F (19.581557 sec): 3 clusters Score: Raw -267592.277665 + Penalty 609.299168 = -266982.978497 nChanged 37 SP:Iteration 4Q (19.585925 sec): 3 clusters Score: Raw -267626.934292 + Penalty 668.179706 = -266958.754586 nChanged 21 SP:Iteration 5F (19.591027 sec): 3 clusters Score: Raw -267644.942033 + Penalty 761.175005 = -266883.767029 nChanged 9 SP:Iteration 6F (19.596154 sec): 3 clusters Score: Raw -267650.080946 + Penalty 793.977946 = -266856.103000 nChanged 2 SP:Iteration 7F (19.601272 sec): 3 clusters Score: Raw -267650.595182 + Penalty 259.754709 = -267390.840473 nChanged 3 SP:Iteration 8Q (19.605146 sec): 2 clusters Score: Raw -267654.714541 + Penalty 259.754709 = -267394.959832 nChanged 0 SP:Iteration 9F (19.609073 sec): 2 clusters Score: Raw -267654.714541 + Penalty 259.754709 = -267394.959832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.614625 sec): 2 clusters Score: Raw -69284.942991 + Penalty 368.986114 = -68915.956877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.616084 sec): 3 clusters Score: Raw -68873.602820 + Penalty 734.847190 = -68138.755630 nChanged 282 SP:Iteration 1F (19.617501 sec): 3 clusters Score: Raw -69103.891721 + Penalty 734.022608 = -68369.869113 nChanged 65 SP:Iteration 2F (19.618907 sec): 3 clusters Score: Raw -69155.873422 + Penalty 731.461169 = -68424.412254 nChanged 42 SP:Iteration 3F (19.620324 sec): 3 clusters Score: Raw -69183.350837 + Penalty 728.658667 = -68454.692170 nChanged 26 SP:Iteration 4Q (19.621719 sec): 3 clusters Score: Raw -69198.714941 + Penalty 728.808764 = -68469.906177 nChanged 18 SP:Iteration 5Q (19.623096 sec): 3 clusters Score: Raw -69205.761918 + Penalty 727.531299 = -68478.230619 nChanged 9 SP:Iteration 6Q (19.624492 sec): 3 clusters Score: Raw -69209.107520 + Penalty 726.831401 = -68482.276118 nChanged 9 SP:Iteration 7Q (19.625860 sec): 3 clusters Score: Raw -69212.321804 + Penalty 726.862753 = -68485.459050 nChanged 7 SP:Iteration 8Q (19.627218 sec): 3 clusters Score: Raw -69213.830647 + Penalty 726.913707 = -68486.916940 nChanged 5 SP:Iteration 9Q (19.628598 sec): 3 clusters Score: Raw -69214.445302 + Penalty 726.594917 = -68487.850385 nChanged 3 SP:Iteration 10F (19.630085 sec): 3 clusters Score: Raw -69214.790141 + Penalty 726.594917 = -68488.195224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.636790 sec): 2 clusters Score: Raw -23189.544842 + Penalty 264.548229 = -22924.996613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.637413 sec): 3 clusters Score: Raw -23081.431050 + Penalty 527.296958 = -22554.134092 nChanged 75 SP:Iteration 1F (19.638026 sec): 3 clusters Score: Raw -23173.331555 + Penalty 528.765951 = -22644.565604 nChanged 39 SP:Iteration 2F (19.638656 sec): 3 clusters Score: Raw -23263.430202 + Penalty 531.484057 = -22731.946146 nChanged 27 SP:Iteration 3F (19.639271 sec): 3 clusters Score: Raw -23355.807100 + Penalty 533.169511 = -22822.637589 nChanged 13 SP:Iteration 4F (19.639878 sec): 3 clusters Score: Raw -23413.719059 + Penalty 532.183015 = -22881.536044 nChanged 4 SP:Iteration 5Q (19.640441 sec): 3 clusters Score: Raw -23418.842476 + Penalty 532.183015 = -22886.659462 nChanged 0 SP:Iteration 6F (19.641049 sec): 3 clusters Score: Raw -23418.842476 + Penalty 532.183015 = -22886.659462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.643378 sec): 2 clusters Score: Raw -25225.930748 + Penalty 352.259889 = -24873.670859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.644039 sec): 3 clusters Score: Raw -25119.096146 + Penalty 701.874348 = -24417.221798 nChanged 80 SP:Iteration 1F (19.644679 sec): 3 clusters Score: Raw -25181.587963 + Penalty 702.573292 = -24479.014671 nChanged 19 SP:Iteration 2F (19.645319 sec): 3 clusters Score: Raw -25197.678270 + Penalty 697.329978 = -24500.348292 nChanged 11 SP:Iteration 3Q (19.645958 sec): 3 clusters Score: Raw -25206.638088 + Penalty 704.745551 = -24501.892538 nChanged 10 SP:Iteration 4Q (19.646595 sec): 3 clusters Score: Raw -25217.651622 + Penalty 703.389388 = -24514.262234 nChanged 6 SP:Iteration 5Q (19.647233 sec): 3 clusters Score: Raw -25223.780548 + Penalty 699.075810 = -24524.704739 nChanged 4 SP:Iteration 6Q (19.647890 sec): 3 clusters Score: Raw -25227.384257 + Penalty 699.713166 = -24527.671090 nChanged 3 SP:Iteration 7Q (19.648525 sec): 3 clusters Score: Raw -25230.160929 + Penalty 703.120093 = -24527.040837 nChanged 1 SP:Iteration 8F (19.649164 sec): 3 clusters Score: Raw -25231.720914 + Penalty 703.120093 = -24528.600822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.650111 sec): 2 clusters Score: Raw -16943.907795 + Penalty 412.742952 = -16531.164843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.650607 sec): 3 clusters Score: Raw -16868.670960 + Penalty 829.642632 = -16039.028328 nChanged 39 SP:Iteration 1F (19.651095 sec): 3 clusters Score: Raw -16907.963916 + Penalty 833.087886 = -16074.876030 nChanged 12 SP:Iteration 2F (19.651583 sec): 3 clusters Score: Raw -16920.831300 + Penalty 834.461731 = -16086.369569 nChanged 8 SP:Iteration 3Q (19.652075 sec): 3 clusters Score: Raw -16927.499305 + Penalty 834.849309 = -16092.649996 nChanged 8 SP:Iteration 4Q (19.652565 sec): 3 clusters Score: Raw -16936.792796 + Penalty 837.007888 = -16099.784908 nChanged 6 SP:Iteration 5Q (19.653046 sec): 3 clusters Score: Raw -16941.132037 + Penalty 832.246803 = -16108.885234 nChanged 3 SP:Iteration 6Q (19.653524 sec): 3 clusters Score: Raw -16942.962775 + Penalty 834.795635 = -16108.167140 nChanged 3 SP:Iteration 7F (19.654043 sec): 3 clusters Score: Raw -16943.051963 + Penalty 840.193725 = -16102.858239 nChanged 1 SP:Iteration 8F (19.654541 sec): 3 clusters Score: Raw -16944.005630 + Penalty 838.437908 = -16105.567722 nChanged 1 SP:Iteration 9Q (19.655031 sec): 3 clusters Score: Raw -16944.428623 + Penalty 844.365939 = -16100.062684 nChanged 2 SP:Iteration 10F (19.655528 sec): 3 clusters Score: Raw -16944.574683 + Penalty 853.744107 = -16090.830577 nChanged 1 SP:Iteration 11F (19.656029 sec): 3 clusters Score: Raw -16944.062011 + Penalty 853.744107 = -16090.317905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 15 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.661081 sec): 2 clusters Score: Raw -92182.338314 + Penalty 255.190441 = -91927.147872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.663004 sec): 3 clusters Score: Raw -91612.378494 + Penalty 512.793732 = -91099.584762 nChanged 415 SP:Iteration 1F (19.664851 sec): 3 clusters Score: Raw -92105.163471 + Penalty 520.471841 = -91584.691630 nChanged 142 SP:Iteration 2F (19.666718 sec): 3 clusters Score: Raw -92409.470714 + Penalty 527.956280 = -91881.514434 nChanged 93 SP:Iteration 3F (19.668653 sec): 3 clusters Score: Raw -92563.903766 + Penalty 526.199935 = -92037.703830 nChanged 39 SP:Iteration 4Q (19.670638 sec): 3 clusters Score: Raw -92645.666510 + Penalty 524.603105 = -92121.063406 nChanged 13 SP:Iteration 5Q (19.672338 sec): 3 clusters Score: Raw -92674.281956 + Penalty 521.843706 = -92152.438250 nChanged 6 SP:Iteration 6Q (19.673949 sec): 3 clusters Score: Raw -92679.136843 + Penalty 520.967921 = -92158.168922 nChanged 1 SP:Iteration 7Q (19.675605 sec): 3 clusters Score: Raw -92679.309786 + Penalty 520.967921 = -92158.341864 nChanged 0 SP:Iteration 8F (19.677582 sec): 3 clusters Score: Raw -92679.309786 + Penalty 520.967921 = -92158.341864 nChanged 0 Score: Raw -2830646.259860 + Penalty 107135.799996 = -2723510.459864 Splitting cluster 15 changes total score from -2713651.742268 to -2723510.459864 So it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.435455 sec): 2 clusters Score: Raw -2992.726672 + Penalty 416.234854 = -2576.491818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.435718 sec): 3 clusters Score: Raw -3009.917950 + Penalty 821.940600 = -2187.977350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.436212 sec): 2 clusters Score: Raw -1014.712893 + Penalty 261.224249 = -753.488644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.436437 sec): 3 clusters Score: Raw -1012.289972 + Penalty 518.623610 = -493.666362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.438064 sec): 2 clusters Score: Raw -25693.883254 + Penalty 320.712955 = -25373.170299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.438760 sec): 3 clusters Score: Raw -25566.528085 + Penalty 640.738320 = -24925.789765 nChanged 82 SP:Iteration 1F (21.439439 sec): 3 clusters Score: Raw -25609.409665 + Penalty 640.719848 = -24968.689817 nChanged 17 SP:Iteration 2F (21.440152 sec): 3 clusters Score: Raw -25630.251514 + Penalty 640.505348 = -24989.746166 nChanged 20 SP:Iteration 3F (21.440833 sec): 3 clusters Score: Raw -25649.151936 + Penalty 639.795042 = -25009.356894 nChanged 11 SP:Iteration 4Q (21.441512 sec): 3 clusters Score: Raw -25659.397800 + Penalty 637.983505 = -25021.414295 nChanged 7 SP:Iteration 5Q (21.442188 sec): 3 clusters Score: Raw -25663.717924 + Penalty 639.032672 = -25024.685252 nChanged 4 SP:Iteration 6Q (21.442862 sec): 3 clusters Score: Raw -25671.199232 + Penalty 640.524341 = -25030.674891 nChanged 9 SP:Iteration 7Q (21.443534 sec): 3 clusters Score: Raw -25678.804945 + Penalty 640.446754 = -25038.358191 nChanged 8 SP:Iteration 8Q (21.444204 sec): 3 clusters Score: Raw -25686.480166 + Penalty 640.403968 = -25046.076198 nChanged 8 SP:Iteration 9Q (21.444878 sec): 3 clusters Score: Raw -25691.020875 + Penalty 639.016330 = -25052.004545 nChanged 2 SP:Iteration 10F (21.445557 sec): 3 clusters Score: Raw -25693.656661 + Penalty 635.195551 = -25058.461111 nChanged 5 SP:Iteration 11Q (21.446224 sec): 3 clusters Score: Raw -25700.372364 + Penalty 632.143966 = -25068.228398 nChanged 6 SP:Iteration 12Q (21.446887 sec): 3 clusters Score: Raw -25707.175598 + Penalty 629.540115 = -25077.635484 nChanged 4 SP:Iteration 13Q (21.447551 sec): 3 clusters Score: Raw -25708.686755 + Penalty 626.747843 = -25081.938911 nChanged 3 SP:Iteration 14Q (21.448215 sec): 3 clusters Score: Raw -25710.610258 + Penalty 623.340012 = -25087.270247 nChanged 4 SP:Iteration 15Q (21.448875 sec): 3 clusters Score: Raw -25714.706348 + Penalty 621.135678 = -25093.570670 nChanged 3 SP:Iteration 16Q (21.449535 sec): 3 clusters Score: Raw -25718.385376 + Penalty 618.895955 = -25099.489422 nChanged 3 SP:Iteration 17Q (21.450201 sec): 3 clusters Score: Raw -25721.698051 + Penalty 618.626736 = -25103.071314 nChanged 2 SP:Iteration 18Q (21.450856 sec): 3 clusters Score: Raw -25722.921025 + Penalty 618.626736 = -25104.294289 nChanged 0 SP:Iteration 19F (21.451533 sec): 3 clusters Score: Raw -25722.921025 + Penalty 618.626736 = -25104.294289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.452401 sec): 2 clusters Score: Raw -6092.906263 + Penalty 193.237133 = -5899.669130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.452728 sec): 3 clusters Score: Raw -6072.113216 + Penalty 387.191281 = -5684.921936 nChanged 16 SP:Iteration 1F (21.453050 sec): 3 clusters Score: Raw -6083.343676 + Penalty 387.068096 = -5696.275580 nChanged 2 SP:Iteration 2Q (21.453372 sec): 3 clusters Score: Raw -6084.815785 + Penalty 386.412716 = -5698.403069 nChanged 3 SP:Iteration 3Q (21.453692 sec): 3 clusters Score: Raw -6091.177254 + Penalty 381.236265 = -5709.940989 nChanged 5 SP:Iteration 4F (21.454015 sec): 3 clusters Score: Raw -6101.950853 + Penalty 381.132575 = -5720.818278 nChanged 1 SP:Iteration 5Q (21.454331 sec): 3 clusters Score: Raw -6103.986276 + Penalty 381.831891 = -5722.154384 nChanged 1 SP:Iteration 6Q (21.454645 sec): 3 clusters Score: Raw -6105.878450 + Penalty 383.091180 = -5722.787269 nChanged 1 SP:Iteration 7Q (21.454961 sec): 3 clusters Score: Raw -6108.372587 + Penalty 385.749513 = -5722.623073 nChanged 2 SP:Iteration 8F (21.455279 sec): 3 clusters Score: Raw -6111.041638 + Penalty 385.749513 = -5725.292125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.455769 sec): 2 clusters Score: Raw -289.907232 + Penalty 58.315182 = -231.592050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.455969 sec): 3 clusters Score: Raw -281.817143 + Penalty 117.337794 = -164.479349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.456733 sec): 2 clusters Score: Raw -11682.155187 + Penalty 350.500000 = -11331.655187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.457158 sec): 3 clusters Score: Raw -11650.759558 + Penalty 701.007159 = -10949.752399 nChanged 24 SP:Iteration 1F (21.457574 sec): 3 clusters Score: Raw -11679.895857 + Penalty 701.073448 = -10978.822408 nChanged 6 SP:Iteration 2F (21.457991 sec): 3 clusters Score: Raw -11691.496822 + Penalty 700.950945 = -10990.545878 nChanged 4 SP:Iteration 3Q (21.458408 sec): 3 clusters Score: Raw -11698.170731 + Penalty 700.950945 = -10997.219786 nChanged 0 SP:Iteration 4F (21.458827 sec): 3 clusters Score: Raw -11698.170731 + Penalty 700.950945 = -10997.219786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.459621 sec): 2 clusters Score: Raw -11819.164812 + Penalty 257.128889 = -11562.035923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.460051 sec): 3 clusters Score: Raw -11767.785598 + Penalty 513.887238 = -11253.898361 nChanged 33 SP:Iteration 1F (21.460471 sec): 3 clusters Score: Raw -11800.374965 + Penalty 514.185697 = -11286.189269 nChanged 12 SP:Iteration 2F (21.460893 sec): 3 clusters Score: Raw -11811.650354 + Penalty 514.313390 = -11297.336964 nChanged 3 SP:Iteration 3Q (21.461308 sec): 3 clusters Score: Raw -11814.498192 + Penalty 513.570584 = -11300.927608 nChanged 4 SP:Iteration 4Q (21.461721 sec): 3 clusters Score: Raw -11822.525958 + Penalty 511.656905 = -11310.869053 nChanged 4 SP:Iteration 5Q (21.462134 sec): 3 clusters Score: Raw -11832.203021 + Penalty 509.042356 = -11323.160665 nChanged 4 SP:Iteration 6Q (21.462540 sec): 3 clusters Score: Raw -11841.510608 + Penalty 509.042356 = -11332.468252 nChanged 0 SP:Iteration 7F (21.462962 sec): 3 clusters Score: Raw -11841.510608 + Penalty 509.042356 = -11332.468252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.464730 sec): 2 clusters Score: Raw -43303.822198 + Penalty 228.602500 = -43075.219698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.465762 sec): 3 clusters Score: Raw -43026.715997 + Penalty 455.223760 = -42571.492236 nChanged 175 SP:Iteration 1F (21.466744 sec): 3 clusters Score: Raw -43157.242074 + Penalty 453.176108 = -42704.065966 nChanged 46 SP:Iteration 2F (21.467746 sec): 3 clusters Score: Raw -43205.681689 + Penalty 453.090055 = -42752.591634 nChanged 23 SP:Iteration 3F (21.468737 sec): 3 clusters Score: Raw -43228.331324 + Penalty 452.652179 = -42775.679145 nChanged 18 SP:Iteration 4Q (21.469702 sec): 3 clusters Score: Raw -43244.383163 + Penalty 450.383511 = -42793.999652 nChanged 17 SP:Iteration 5Q (21.470655 sec): 3 clusters Score: Raw -43251.808071 + Penalty 449.918537 = -42801.889534 nChanged 12 SP:Iteration 6Q (21.471604 sec): 3 clusters Score: Raw -43257.383953 + Penalty 450.185814 = -42807.198139 nChanged 11 SP:Iteration 7Q (21.472569 sec): 3 clusters Score: Raw -43263.326392 + Penalty 450.595901 = -42812.730492 nChanged 7 SP:Iteration 8Q (21.473513 sec): 3 clusters Score: Raw -43264.897021 + Penalty 450.781481 = -42814.115540 nChanged 5 SP:Iteration 9Q (21.474451 sec): 3 clusters Score: Raw -43265.560743 + Penalty 452.415432 = -42813.145311 nChanged 3 SP:Iteration 10F (21.475433 sec): 3 clusters Score: Raw -43266.172871 + Penalty 454.743570 = -42811.429301 nChanged 4 SP:Iteration 11F (21.476413 sec): 3 clusters Score: Raw -43267.684855 + Penalty 457.200606 = -42810.484249 nChanged 4 SP:Iteration 12F (21.477414 sec): 3 clusters Score: Raw -43270.422974 + Penalty 458.123385 = -42812.299589 nChanged 8 SP:Iteration 13Q (21.478362 sec): 3 clusters Score: Raw -43274.423907 + Penalty 457.706612 = -42816.717296 nChanged 6 SP:Iteration 14Q (21.479305 sec): 3 clusters Score: Raw -43275.889484 + Penalty 457.233610 = -42818.655874 nChanged 3 SP:Iteration 15Q (21.480247 sec): 3 clusters Score: Raw -43276.963523 + Penalty 457.171739 = -42819.791784 nChanged 1 SP:Iteration 16Q (21.481187 sec): 3 clusters Score: Raw -43276.977315 + Penalty 456.910216 = -42820.067099 nChanged 1 SP:Iteration 17Q (21.482184 sec): 3 clusters Score: Raw -43277.277886 + Penalty 456.186830 = -42821.091056 nChanged 3 SP:Iteration 18Q (21.483172 sec): 3 clusters Score: Raw -43278.706483 + Penalty 456.090913 = -42822.615570 nChanged 4 SP:Iteration 19Q (21.484156 sec): 3 clusters Score: Raw -43280.623514 + Penalty 455.965775 = -42824.657739 nChanged 7 SP:Iteration 20F (21.485186 sec): 3 clusters Score: Raw -43283.166383 + Penalty 455.819369 = -42827.347014 nChanged 4 SP:Iteration 21Q (21.486134 sec): 3 clusters Score: Raw -43284.291986 + Penalty 455.941116 = -42828.350871 nChanged 2 SP:Iteration 22Q (21.487103 sec): 3 clusters Score: Raw -43284.832660 + Penalty 456.073722 = -42828.758938 nChanged 2 SP:Iteration 23Q (21.488057 sec): 3 clusters Score: Raw -43284.995763 + Penalty 456.141634 = -42828.854129 nChanged 1 SP:Iteration 24Q (21.489003 sec): 3 clusters Score: Raw -43285.012690 + Penalty 456.116367 = -42828.896323 nChanged 1 SP:Iteration 25Q (21.489948 sec): 3 clusters Score: Raw -43285.102836 + Penalty 456.116367 = -42828.986469 nChanged 0 SP:Iteration 26F (21.490927 sec): 3 clusters Score: Raw -43285.102836 + Penalty 456.116367 = -42828.986469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.491780 sec): 2 clusters Score: Raw -14256.692367 + Penalty 494.516444 = -13762.175923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.492228 sec): 3 clusters Score: Raw -14195.049668 + Penalty 990.876614 = -13204.173055 nChanged 19 SP:Iteration 1F (21.492670 sec): 3 clusters Score: Raw -14222.703878 + Penalty 989.296043 = -13233.407835 nChanged 10 SP:Iteration 2F (21.493111 sec): 3 clusters Score: Raw -14244.628981 + Penalty 989.722545 = -13254.906436 nChanged 3 SP:Iteration 3Q (21.493569 sec): 3 clusters Score: Raw -14253.037095 + Penalty 990.387708 = -13262.649388 nChanged 3 SP:Iteration 4Q (21.494027 sec): 3 clusters Score: Raw -14258.238148 + Penalty 990.387708 = -13267.850440 nChanged 0 SP:Iteration 5F (21.494468 sec): 3 clusters Score: Raw -14258.238148 + Penalty 990.387708 = -13267.850440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 25 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.496715 sec): 2 clusters Score: Raw -60832.174787 + Penalty 406.322359 = -60425.852428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.497996 sec): 3 clusters Score: Raw -60491.005139 + Penalty 815.181699 = -59675.823440 nChanged 227 SP:Iteration 1F (21.499244 sec): 3 clusters Score: Raw -60673.156787 + Penalty 818.315524 = -59854.841263 nChanged 84 SP:Iteration 2F (21.500487 sec): 3 clusters Score: Raw -60747.691297 + Penalty 821.298071 = -59926.393226 nChanged 29 SP:Iteration 3Q (21.501739 sec): 3 clusters Score: Raw -60762.021239 + Penalty 824.339861 = -59937.681379 nChanged 18 SP:Iteration 4Q (21.502967 sec): 3 clusters Score: Raw -60772.246921 + Penalty 826.201764 = -59946.045157 nChanged 13 SP:Iteration 5Q (21.504186 sec): 3 clusters Score: Raw -60780.946171 + Penalty 829.024665 = -59951.921506 nChanged 18 SP:Iteration 6Q (21.505405 sec): 3 clusters Score: Raw -60789.990888 + Penalty 830.095191 = -59959.895697 nChanged 9 SP:Iteration 7Q (21.506691 sec): 3 clusters Score: Raw -60793.463616 + Penalty 830.777501 = -59962.686115 nChanged 7 SP:Iteration 8Q (21.507896 sec): 3 clusters Score: Raw -60796.296698 + Penalty 830.282960 = -59966.013739 nChanged 4 SP:Iteration 9Q (21.509094 sec): 3 clusters Score: Raw -60798.044595 + Penalty 830.845671 = -59967.198923 nChanged 3 SP:Iteration 10F (21.510406 sec): 3 clusters Score: Raw -60798.675818 + Penalty 831.429636 = -59967.246182 nChanged 2 SP:Iteration 11Q (21.511657 sec): 3 clusters Score: Raw -60798.998726 + Penalty 830.727748 = -59968.270978 nChanged 2 SP:Iteration 12Q (21.512857 sec): 3 clusters Score: Raw -60799.028506 + Penalty 830.727748 = -59968.300758 nChanged 0 SP:Iteration 13F (21.514097 sec): 3 clusters Score: Raw -60799.028506 + Penalty 830.727748 = -59968.300758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.514592 sec): 2 clusters Score: Raw -299.537083 + Penalty 110.340562 = -189.196520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.514808 sec): 3 clusters Score: Raw -292.803031 + Penalty 197.815022 = -94.988009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.515271 sec): 2 clusters Score: Raw -88.800465 + Penalty 0.000000 = -88.800465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.515455 sec): 2 clusters Score: Raw -88.800465 + Penalty 0.000000 = -88.800465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.515903 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.516082 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.516572 sec): 2 clusters Score: Raw -1313.475222 + Penalty 232.486823 = -1080.988399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.516803 sec): 3 clusters Score: Raw -1303.348587 + Penalty 466.826477 = -836.522109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.517872 sec): 2 clusters Score: Raw -11412.590265 + Penalty 335.194946 = -11077.395318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.518326 sec): 3 clusters Score: Raw -11367.066686 + Penalty 679.066925 = -10687.999761 nChanged 26 SP:Iteration 1F (21.518741 sec): 3 clusters Score: Raw -11398.589145 + Penalty 680.294038 = -10718.295107 nChanged 13 SP:Iteration 2F (21.519154 sec): 3 clusters Score: Raw -11414.054270 + Penalty 677.850458 = -10736.203812 nChanged 4 SP:Iteration 3Q (21.519563 sec): 3 clusters Score: Raw -11422.578958 + Penalty 674.866931 = -10747.712027 nChanged 6 SP:Iteration 4F (21.519981 sec): 3 clusters Score: Raw -11431.841343 + Penalty 674.651124 = -10757.190219 nChanged 2 SP:Iteration 5Q (21.520381 sec): 3 clusters Score: Raw -11434.299219 + Penalty 674.651124 = -10759.648095 nChanged 0 SP:Iteration 6F (21.520793 sec): 3 clusters Score: Raw -11434.299219 + Penalty 674.651124 = -10759.648095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.521848 sec): 2 clusters Score: Raw -21959.334811 + Penalty 502.965056 = -21456.369755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.522449 sec): 3 clusters Score: Raw -21897.765725 + Penalty 1007.215138 = -20890.550587 nChanged 52 SP:Iteration 1F (21.523027 sec): 3 clusters Score: Raw -21946.155865 + Penalty 1011.227143 = -20934.928722 nChanged 14 SP:Iteration 2F (21.523604 sec): 3 clusters Score: Raw -21959.852424 + Penalty 1011.494094 = -20948.358330 nChanged 8 SP:Iteration 3Q (21.524208 sec): 3 clusters Score: Raw -21971.846381 + Penalty 1009.634272 = -20962.212109 nChanged 1 SP:Iteration 4Q (21.524780 sec): 3 clusters Score: Raw -21973.983708 + Penalty 1009.634272 = -20964.349436 nChanged 0 SP:Iteration 5F (21.525354 sec): 3 clusters Score: Raw -21973.983708 + Penalty 1009.634272 = -20964.349436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.526359 sec): 2 clusters Score: Raw -20211.207530 + Penalty 151.757246 = -20059.450283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.526965 sec): 3 clusters Score: Raw -20095.460908 + Penalty 326.276059 = -19769.184848 nChanged 77 SP:Iteration 1F (21.527543 sec): 3 clusters Score: Raw -20189.766537 + Penalty 350.330638 = -19839.435899 nChanged 19 SP:Iteration 2F (21.528126 sec): 3 clusters Score: Raw -20210.827217 + Penalty 364.270928 = -19846.556288 nChanged 11 SP:Iteration 3F (21.528724 sec): 3 clusters Score: Raw -20220.668214 + Penalty 383.784316 = -19836.883898 nChanged 8 SP:Iteration 4F (21.529306 sec): 3 clusters Score: Raw -20226.724225 + Penalty 411.814789 = -19814.909436 nChanged 7 SP:Iteration 5F (21.529885 sec): 3 clusters Score: Raw -20232.349011 + Penalty 447.749988 = -19784.599022 nChanged 6 SP:Iteration 6F (21.530464 sec): 3 clusters Score: Raw -20236.724918 + Penalty 465.188137 = -19771.536781 nChanged 3 SP:Iteration 7F (21.531042 sec): 3 clusters Score: Raw -20239.048292 + Penalty 496.849174 = -19742.199118 nChanged 3 SP:Iteration 8F (21.531640 sec): 3 clusters Score: Raw -20242.161700 + Penalty 509.957485 = -19732.204215 nChanged 1 SP:Iteration 9F (21.532219 sec): 3 clusters Score: Raw -20242.532425 + Penalty 509.957485 = -19732.574939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.532698 sec): 2 clusters Score: Raw -180.884761 + Penalty 19.061547 = -161.823214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.532898 sec): 3 clusters Score: Raw -179.785314 + Penalty 38.123095 = -141.662219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.533427 sec): 2 clusters Score: Raw -2448.078141 + Penalty 298.173481 = -2149.904659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.533705 sec): 3 clusters Score: Raw -2454.012718 + Penalty 597.239718 = -1856.773000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.534566 sec): 2 clusters Score: Raw -16065.082595 + Penalty 371.462191 = -15693.620405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.535067 sec): 3 clusters Score: Raw -15985.582874 + Penalty 739.011244 = -15246.571631 nChanged 50 SP:Iteration 1F (21.535560 sec): 3 clusters Score: Raw -16030.022160 + Penalty 737.438084 = -15292.584076 nChanged 14 SP:Iteration 2F (21.536053 sec): 3 clusters Score: Raw -16063.894742 + Penalty 739.368031 = -15324.526711 nChanged 6 SP:Iteration 3Q (21.536538 sec): 3 clusters Score: Raw -16069.768196 + Penalty 743.994158 = -15325.774038 nChanged 7 SP:Iteration 4Q (21.537023 sec): 3 clusters Score: Raw -16076.188823 + Penalty 747.198954 = -15328.989869 nChanged 4 SP:Iteration 5Q (21.537511 sec): 3 clusters Score: Raw -16079.636967 + Penalty 752.580868 = -15327.056099 nChanged 6 SP:Iteration 6F (21.538006 sec): 3 clusters Score: Raw -16087.064590 + Penalty 756.601756 = -15330.462834 nChanged 5 SP:Iteration 7Q (21.538492 sec): 3 clusters Score: Raw -16090.384815 + Penalty 760.774151 = -15329.610664 nChanged 4 SP:Iteration 8F (21.538981 sec): 3 clusters Score: Raw -16091.471483 + Penalty 762.395376 = -15329.076107 nChanged 1 SP:Iteration 9F (21.539469 sec): 3 clusters Score: Raw -16092.700895 + Penalty 763.864790 = -15328.836106 nChanged 1 SP:Iteration 10F (21.539957 sec): 3 clusters Score: Raw -16093.506246 + Penalty 765.640912 = -15327.865335 nChanged 1 SP:Iteration 11F (21.540446 sec): 3 clusters Score: Raw -16093.355540 + Penalty 766.088949 = -15327.266591 nChanged 1 SP:Iteration 12F (21.540933 sec): 3 clusters Score: Raw -16094.216997 + Penalty 766.074109 = -15328.142889 nChanged 2 SP:Iteration 13Q (21.541411 sec): 3 clusters Score: Raw -16094.532435 + Penalty 767.993460 = -15326.538975 nChanged 3 SP:Iteration 14F (21.541900 sec): 3 clusters Score: Raw -16095.435042 + Penalty 772.712658 = -15322.722384 nChanged 4 SP:Iteration 15F (21.542390 sec): 3 clusters Score: Raw -16099.382430 + Penalty 775.910803 = -15323.471627 nChanged 8 SP:Iteration 16F (21.542879 sec): 3 clusters Score: Raw -16109.253656 + Penalty 780.939034 = -15328.314622 nChanged 3 SP:Iteration 17Q (21.543345 sec): 3 clusters Score: Raw -16113.810495 + Penalty 779.167566 = -15334.642929 nChanged 1 SP:Iteration 18Q (21.543798 sec): 3 clusters Score: Raw -16115.742943 + Penalty 779.167566 = -15336.575377 nChanged 0 SP:Iteration 19F (21.544286 sec): 3 clusters Score: Raw -16115.742943 + Penalty 779.167566 = -15336.575377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.545144 sec): 2 clusters Score: Raw -16895.717096 + Penalty 444.195984 = -16451.521111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.545648 sec): 3 clusters Score: Raw -16854.186204 + Penalty 887.306341 = -15966.879863 nChanged 28 SP:Iteration 1F (21.546144 sec): 3 clusters Score: Raw -16897.650103 + Penalty 889.153499 = -16008.496604 nChanged 12 SP:Iteration 2F (21.546640 sec): 3 clusters Score: Raw -16912.992196 + Penalty 892.681144 = -16020.311052 nChanged 5 SP:Iteration 3Q (21.547127 sec): 3 clusters Score: Raw -16921.523121 + Penalty 895.748671 = -16025.774451 nChanged 7 SP:Iteration 4Q (21.547612 sec): 3 clusters Score: Raw -16939.637998 + Penalty 904.020746 = -16035.617253 nChanged 9 SP:Iteration 5F (21.548105 sec): 3 clusters Score: Raw -16964.661920 + Penalty 924.885772 = -16039.776148 nChanged 11 SP:Iteration 6F (21.548598 sec): 3 clusters Score: Raw -17058.353589 + Penalty 934.609527 = -16123.744062 nChanged 11 SP:Iteration 7F (21.549093 sec): 3 clusters Score: Raw -17080.257559 + Penalty 939.543837 = -16140.713722 nChanged 1 SP:Iteration 8Q (21.549565 sec): 3 clusters Score: Raw -17080.617736 + Penalty 939.543837 = -16141.073899 nChanged 0 SP:Iteration 9F (21.550058 sec): 3 clusters Score: Raw -17080.617736 + Penalty 939.543837 = -16141.073899 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 (21.550581 sec): 2 clusters Score: Raw -2400.098482 + Penalty 440.947879 = -1959.150603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.550833 sec): 3 clusters Score: Raw -2438.215990 + Penalty 883.177751 = -1555.038239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.551303 sec): 2 clusters Score: Raw -395.742644 + Penalty 107.708593 = -288.034051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.551513 sec): 3 clusters Score: Raw -386.262442 + Penalty 215.417185 = -170.845257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.552377 sec): 2 clusters Score: Raw -16149.839320 + Penalty 345.947787 = -15803.891533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.552877 sec): 3 clusters Score: Raw -16056.895791 + Penalty 690.010528 = -15366.885263 nChanged 35 SP:Iteration 1F (21.553370 sec): 3 clusters Score: Raw -16083.743764 + Penalty 681.571383 = -15402.172381 nChanged 19 SP:Iteration 2F (21.553862 sec): 3 clusters Score: Raw -16105.595244 + Penalty 680.309990 = -15425.285254 nChanged 13 SP:Iteration 3F (21.554351 sec): 3 clusters Score: Raw -16119.857992 + Penalty 679.729524 = -15440.128468 nChanged 5 SP:Iteration 4Q (21.554839 sec): 3 clusters Score: Raw -16125.280765 + Penalty 683.851043 = -15441.429722 nChanged 6 SP:Iteration 5Q (21.555329 sec): 3 clusters Score: Raw -16128.960004 + Penalty 691.326036 = -15437.633968 nChanged 6 SP:Iteration 6F (21.555820 sec): 3 clusters Score: Raw -16130.764891 + Penalty 702.200507 = -15428.564384 nChanged 5 SP:Iteration 7F (21.556307 sec): 3 clusters Score: Raw -16133.902798 + Penalty 705.838009 = -15428.064789 nChanged 3 SP:Iteration 8F (21.556794 sec): 3 clusters Score: Raw -16135.047102 + Penalty 709.867044 = -15425.180059 nChanged 3 SP:Iteration 9F (21.557282 sec): 3 clusters Score: Raw -16136.232214 + Penalty 722.395871 = -15413.836343 nChanged 5 SP:Iteration 10F (21.557770 sec): 3 clusters Score: Raw -16137.831092 + Penalty 723.487832 = -15414.343259 nChanged 8 SP:Iteration 11F (21.558266 sec): 3 clusters Score: Raw -16146.882521 + Penalty 713.510368 = -15433.372153 nChanged 5 SP:Iteration 12Q (21.558732 sec): 3 clusters Score: Raw -16152.337143 + Penalty 694.412981 = -15457.924163 nChanged 1 SP:Iteration 13Q (21.559160 sec): 3 clusters Score: Raw -16151.683581 + Penalty 694.412981 = -15457.270600 nChanged 0 SP:Iteration 14F (21.559652 sec): 3 clusters Score: Raw -16151.683581 + Penalty 694.412981 = -15457.270600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.560125 sec): 2 clusters Score: Raw -310.408090 + Penalty 137.735329 = -172.672761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.560334 sec): 3 clusters Score: Raw -299.849681 + Penalty 259.788627 = -40.061053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.561052 sec): 2 clusters Score: Raw -10252.784913 + Penalty 355.492670 = -9897.292243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.561445 sec): 3 clusters Score: Raw -10243.891808 + Penalty 714.134196 = -9529.757611 nChanged 19 SP:Iteration 1F (21.561832 sec): 3 clusters Score: Raw -10280.479349 + Penalty 713.157377 = -9567.321971 nChanged 2 SP:Iteration 2Q (21.562232 sec): 3 clusters Score: Raw -10282.069799 + Penalty 711.786952 = -9570.282846 nChanged 1 SP:Iteration 3Q (21.562607 sec): 3 clusters Score: Raw -10285.465535 + Penalty 712.281072 = -9573.184463 nChanged 1 SP:Iteration 4Q (21.562981 sec): 3 clusters Score: Raw -10286.543477 + Penalty 712.956092 = -9573.587385 nChanged 1 SP:Iteration 5Q (21.563354 sec): 3 clusters Score: Raw -10288.287834 + Penalty 712.956092 = -9575.331742 nChanged 0 SP:Iteration 6F (21.563740 sec): 3 clusters Score: Raw -10288.287834 + Penalty 712.956092 = -9575.331742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.564210 sec): 2 clusters Score: Raw -309.485630 + Penalty 131.093954 = -178.391676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.564420 sec): 3 clusters Score: Raw -296.546275 + Penalty 263.034213 = -33.512061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.565209 sec): 2 clusters Score: Raw -13235.954201 + Penalty 323.132287 = -12912.821914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.565656 sec): 3 clusters Score: Raw -13169.020266 + Penalty 655.615724 = -12513.404542 nChanged 38 SP:Iteration 1F (21.566097 sec): 3 clusters Score: Raw -13211.546251 + Penalty 693.615365 = -12517.930886 nChanged 14 SP:Iteration 2F (21.566535 sec): 3 clusters Score: Raw -13229.404213 + Penalty 718.604782 = -12510.799431 nChanged 5 SP:Iteration 3F (21.566971 sec): 3 clusters Score: Raw -13231.864864 + Penalty 742.153832 = -12489.711032 nChanged 4 SP:Iteration 4F (21.567408 sec): 3 clusters Score: Raw -13234.341183 + Penalty 745.877640 = -12488.463543 nChanged 4 SP:Iteration 5F (21.567846 sec): 3 clusters Score: Raw -13238.640447 + Penalty 741.985120 = -12496.655326 nChanged 2 SP:Iteration 6Q (21.568269 sec): 3 clusters Score: Raw -13240.387273 + Penalty 741.985120 = -12498.402153 nChanged 0 SP:Iteration 7F (21.568711 sec): 3 clusters Score: Raw -13240.387273 + Penalty 741.985120 = -12498.402153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.569200 sec): 2 clusters Score: Raw -1054.745480 + Penalty 274.285076 = -780.460404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.569423 sec): 3 clusters Score: Raw -1039.621295 + Penalty 563.731031 = -475.890264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.569894 sec): 2 clusters Score: Raw -480.617301 + Penalty 103.741184 = -376.876117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.570099 sec): 3 clusters Score: Raw -482.892583 + Penalty 180.675302 = -302.217281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.570554 sec): 2 clusters Score: Raw -249.270195 + Penalty 14.345288 = -234.924907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.570746 sec): 3 clusters Score: Raw -253.611612 + Penalty 24.264463 = -229.347149 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 (21.571194 sec): 2 clusters Score: Raw -89.705821 + Penalty 0.000000 = -89.705821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.571375 sec): 2 clusters Score: Raw -89.705821 + Penalty 0.000000 = -89.705821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.571896 sec): 2 clusters Score: Raw -1684.271329 + Penalty 302.092679 = -1382.178651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.572135 sec): 3 clusters Score: Raw -1672.821192 + Penalty 599.181883 = -1073.639309 nChanged 2 SP:Iteration 1F (21.572370 sec): 3 clusters Score: Raw -1678.081174 + Penalty 601.045424 = -1077.035750 nChanged 2 SP:Iteration 2F (21.572606 sec): 3 clusters Score: Raw -1681.742689 + Penalty 601.045424 = -1080.697264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.573168 sec): 2 clusters Score: Raw -4272.719928 + Penalty 522.036182 = -3750.683747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.573447 sec): 3 clusters Score: Raw -4289.274358 + Penalty 1040.496750 = -3248.777608 nChanged 1 SP:Iteration 1Q (21.573714 sec): 3 clusters Score: Raw -4294.444483 + Penalty 1040.496750 = -3253.947733 nChanged 0 SP:Iteration 2F (21.573989 sec): 3 clusters Score: Raw -4294.444483 + Penalty 1040.496750 = -3253.947733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.574620 sec): 2 clusters Score: Raw -6802.083837 + Penalty 395.310640 = -6406.773197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.574950 sec): 3 clusters Score: Raw -6782.315766 + Penalty 790.968960 = -5991.346806 nChanged 2 SP:Iteration 1Q (21.575272 sec): 3 clusters Score: Raw -6785.283155 + Penalty 790.834113 = -5994.449042 nChanged 1 SP:Iteration 2Q (21.575602 sec): 3 clusters Score: Raw -6786.543347 + Penalty 790.834113 = -5995.709234 nChanged 0 SP:Iteration 3F (21.575923 sec): 3 clusters Score: Raw -6786.543347 + Penalty 790.834113 = -5995.709234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.576652 sec): 2 clusters Score: Raw -11022.300564 + Penalty 571.879326 = -10450.421239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.577051 sec): 3 clusters Score: Raw -11016.035140 + Penalty 1139.276423 = -9876.758717 nChanged 11 SP:Iteration 1F (21.577447 sec): 3 clusters Score: Raw -11040.181549 + Penalty 1134.766837 = -9905.414712 nChanged 3 SP:Iteration 2Q (21.577834 sec): 3 clusters Score: Raw -11044.864163 + Penalty 1134.766837 = -9910.097326 nChanged 0 SP:Iteration 3F (21.578228 sec): 3 clusters Score: Raw -11044.864163 + Penalty 1134.766837 = -9910.097326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.578778 sec): 2 clusters Score: Raw -3569.642707 + Penalty 371.477164 = -3198.165543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.579047 sec): 3 clusters Score: Raw -3556.579013 + Penalty 742.954327 = -2813.624685 nChanged 1 SP:Iteration 1Q (21.579313 sec): 3 clusters Score: Raw -3560.495293 + Penalty 742.954327 = -2817.540965 nChanged 0 SP:Iteration 2F (21.579578 sec): 3 clusters Score: Raw -3560.495293 + Penalty 742.954327 = -2817.540965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.580044 sec): 2 clusters Score: Raw -297.441101 + Penalty 146.342267 = -151.098834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.580253 sec): 3 clusters Score: Raw -296.133600 + Penalty 285.941608 = -10.191992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.580767 sec): 2 clusters Score: Raw -2184.638421 + Penalty 156.145190 = -2028.493231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.581037 sec): 3 clusters Score: Raw -2184.833409 + Penalty 312.824613 = -1872.008796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.581531 sec): 2 clusters Score: Raw -1402.788500 + Penalty 206.500337 = -1196.288163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.581765 sec): 3 clusters Score: Raw -1390.769527 + Penalty 396.733951 = -994.035576 nChanged 2 SP:Iteration 1F (21.581994 sec): 3 clusters Score: Raw -1393.494262 + Penalty 406.159498 = -987.334764 nChanged 2 SP:Iteration 2F (21.582218 sec): 3 clusters Score: Raw -1398.432433 + Penalty 206.500337 = -1191.932096 nChanged 1 SP:Iteration 3F (21.582423 sec): 2 clusters Score: Raw -1402.788500 + Penalty 206.500337 = -1196.288163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.583050 sec): 2 clusters Score: Raw -2077.200787 + Penalty 539.068344 = -1538.132444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.583396 sec): 3 clusters Score: Raw -2446.374623 + Penalty 1070.038288 = -1376.336335 nChanged 3 SP:Iteration 1Q (21.583709 sec): 3 clusters Score: Raw -2460.118891 + Penalty 1070.038288 = -1390.080603 nChanged 0 SP:Iteration 2F (21.584049 sec): 3 clusters Score: Raw -2460.118891 + Penalty 1070.038288 = -1390.080603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.584831 sec): 2 clusters Score: Raw -12809.700883 + Penalty 483.813300 = -12325.887583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.585267 sec): 3 clusters Score: Raw -12797.811381 + Penalty 966.770687 = -11831.040694 nChanged 24 SP:Iteration 1F (21.585698 sec): 3 clusters Score: Raw -12832.748336 + Penalty 965.970093 = -11866.778244 nChanged 5 SP:Iteration 2Q (21.586123 sec): 3 clusters Score: Raw -12844.888107 + Penalty 966.347506 = -11878.540601 nChanged 2 SP:Iteration 3Q (21.586545 sec): 3 clusters Score: Raw -12846.693707 + Penalty 966.315004 = -11880.378704 nChanged 1 SP:Iteration 4Q (21.586965 sec): 3 clusters Score: Raw -12848.714661 + Penalty 966.315004 = -11882.399657 nChanged 0 SP:Iteration 5F (21.587394 sec): 3 clusters Score: Raw -12848.714661 + Penalty 966.315004 = -11882.399657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.587859 sec): 2 clusters Score: Raw -203.020992 + Penalty 84.162534 = -118.858458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.588056 sec): 2 clusters Score: Raw -203.020992 + Penalty 84.162534 = -118.858458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.588506 sec): 2 clusters Score: Raw -93.433315 + Penalty 0.000000 = -93.433315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.588689 sec): 2 clusters Score: Raw -93.433315 + Penalty 0.000000 = -93.433315 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 (21.589159 sec): 2 clusters Score: Raw -507.661895 + Penalty 130.801585 = -376.860310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.589374 sec): 3 clusters Score: Raw -545.189658 + Penalty 258.049775 = -287.139884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.589958 sec): 2 clusters Score: Raw -5138.204668 + Penalty 439.081516 = -4699.123152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.590278 sec): 3 clusters Score: Raw -5134.205088 + Penalty 874.168627 = -4260.036461 nChanged 4 SP:Iteration 1F (21.590573 sec): 3 clusters Score: Raw -5149.875129 + Penalty 874.168627 = -4275.706502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.591251 sec): 2 clusters Score: Raw -8814.454685 + Penalty 602.703309 = -8211.751376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.591610 sec): 3 clusters Score: Raw -8864.099445 + Penalty 1206.290863 = -7657.808582 nChanged 5 SP:Iteration 1F (21.591964 sec): 3 clusters Score: Raw -8878.438741 + Penalty 1206.290863 = -7672.147878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.592446 sec): 2 clusters Score: Raw -1081.682200 + Penalty 285.566790 = -796.115409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.592669 sec): 3 clusters Score: Raw -1066.011392 + Penalty 285.566790 = -780.444602 nChanged 2 SP:Iteration 1F (21.592870 sec): 2 clusters Score: Raw -1081.682200 + Penalty 285.566790 = -796.115409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.593338 sec): 2 clusters Score: Raw -512.068300 + Penalty 146.512943 = -365.555358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.593553 sec): 3 clusters Score: Raw -498.524505 + Penalty 298.044867 = -200.479637 nChanged 1 SP:Iteration 1F (21.593763 sec): 3 clusters Score: Raw -502.460480 + Penalty 146.512943 = -355.947538 nChanged 1 SP:Iteration 2F (21.593957 sec): 2 clusters Score: Raw -512.068300 + Penalty 146.512943 = -365.555358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.594412 sec): 2 clusters Score: Raw -95.333973 + Penalty 0.000000 = -95.333973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.594603 sec): 2 clusters Score: Raw -95.333973 + Penalty 0.000000 = -95.333973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.595067 sec): 2 clusters Score: Raw -303.515386 + Penalty 114.784761 = -188.730624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.595276 sec): 3 clusters Score: Raw -294.236147 + Penalty 114.784761 = -179.451386 nChanged 1 SP:Iteration 1F (21.595467 sec): 2 clusters Score: Raw -303.515386 + Penalty 114.784761 = -188.730624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.595973 sec): 2 clusters Score: Raw -2111.026317 + Penalty 331.351939 = -1779.674378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.596220 sec): 3 clusters Score: Raw -2091.148191 + Penalty 659.203075 = -1431.945116 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 (21.596693 sec): 2 clusters Score: Raw -714.105311 + Penalty 182.886971 = -531.218340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.596910 sec): 3 clusters Score: Raw -706.638386 + Penalty 182.886971 = -523.751416 nChanged 1 SP:Iteration 1F (21.597106 sec): 2 clusters Score: Raw -714.105311 + Penalty 182.886971 = -531.218340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.597623 sec): 2 clusters Score: Raw -2670.914003 + Penalty 390.213437 = -2280.700566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.597893 sec): 3 clusters Score: Raw -2671.313132 + Penalty 778.806209 = -1892.506922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.598382 sec): 2 clusters Score: Raw -1211.201306 + Penalty 217.170185 = -994.031121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.598611 sec): 3 clusters Score: Raw -1205.959551 + Penalty 431.333309 = -774.626242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.599159 sec): 2 clusters Score: Raw -3478.992740 + Penalty 301.584217 = -3177.408523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.599427 sec): 3 clusters Score: Raw -3468.739973 + Penalty 600.044440 = -2868.695533 nChanged 3 SP:Iteration 1F (21.599692 sec): 3 clusters Score: Raw -3473.369004 + Penalty 600.044440 = -2873.324564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.600147 sec): 2 clusters Score: Raw -178.718139 + Penalty 17.072752 = -161.645387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.600339 sec): 3 clusters Score: Raw -177.782397 + Penalty 34.145504 = -143.636893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.600802 sec): 2 clusters Score: Raw -298.479709 + Penalty 124.466566 = -174.013143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.601013 sec): 3 clusters Score: Raw -290.492821 + Penalty 241.941968 = -48.550854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.601459 sec): 2 clusters Score: Raw -90.403483 + Penalty 0.000000 = -90.403483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.601642 sec): 2 clusters Score: Raw -90.403483 + Penalty 0.000000 = -90.403483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.602090 sec): 2 clusters Score: Raw -89.417388 + Penalty 0.000000 = -89.417388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.602272 sec): 2 clusters Score: Raw -89.417388 + Penalty 0.000000 = -89.417388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.602816 sec): 2 clusters Score: Raw -3873.756930 + Penalty 528.143615 = -3345.613314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.603089 sec): 3 clusters Score: Raw -3934.375865 + Penalty 1056.287231 = -2878.088634 nChanged 1 SP:Iteration 1Q (21.603347 sec): 3 clusters Score: Raw -3943.844419 + Penalty 1056.287231 = -2887.557189 nChanged 0 SP:Iteration 2F (21.603616 sec): 3 clusters Score: Raw -3943.844419 + Penalty 1056.287231 = -2887.557189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.604218 sec): 2 clusters Score: Raw -5468.663634 + Penalty 147.281522 = -5321.382112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.604530 sec): 3 clusters Score: Raw -5435.939530 + Penalty 291.984090 = -5143.955439 nChanged 18 SP:Iteration 1F (21.604837 sec): 3 clusters Score: Raw -5457.163493 + Penalty 293.354884 = -5163.808608 nChanged 2 SP:Iteration 2Q (21.605142 sec): 3 clusters Score: Raw -5458.803245 + Penalty 294.108445 = -5164.694799 nChanged 1 SP:Iteration 3Q (21.605466 sec): 3 clusters Score: Raw -5459.121368 + Penalty 295.033340 = -5164.088028 nChanged 1 SP:Iteration 4F (21.605773 sec): 3 clusters Score: Raw -5459.681944 + Penalty 295.033340 = -5164.648604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.606231 sec): 2 clusters Score: Raw -87.702071 + Penalty 0.000000 = -87.702071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.606421 sec): 2 clusters Score: Raw -87.702071 + Penalty 0.000000 = -87.702071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.606939 sec): 2 clusters Score: Raw -2515.428795 + Penalty 250.720165 = -2264.708629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.607190 sec): 3 clusters Score: Raw -2521.542632 + Penalty 498.794190 = -2022.748441 nChanged 2 SP:Iteration 1F (21.607439 sec): 3 clusters Score: Raw -2527.170197 + Penalty 496.001907 = -2031.168290 nChanged 1 SP:Iteration 2Q (21.607684 sec): 3 clusters Score: Raw -2529.612402 + Penalty 496.001907 = -2033.610494 nChanged 0 SP:Iteration 3F (21.607931 sec): 3 clusters Score: Raw -2529.612402 + Penalty 496.001907 = -2033.610494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.608384 sec): 2 clusters Score: Raw -88.613764 + Penalty 0.000000 = -88.613764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.608564 sec): 2 clusters Score: Raw -88.613764 + Penalty 0.000000 = -88.613764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.609065 sec): 2 clusters Score: Raw -1892.046181 + Penalty 351.055987 = -1540.990194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.609305 sec): 3 clusters Score: Raw -1898.359866 + Penalty 682.952412 = -1215.407453 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 (21.609777 sec): 2 clusters Score: Raw -621.400472 + Penalty 195.763632 = -425.636840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.609992 sec): 3 clusters Score: Raw -613.587947 + Penalty 385.931852 = -227.656094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 102 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.610552 sec): 2 clusters Score: Raw -4314.386488 + Penalty 483.919381 = -3830.467108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.610832 sec): 3 clusters Score: Raw -4315.893182 + Penalty 966.463723 = -3349.429459 nChanged 1 SP:Iteration 1Q (21.611102 sec): 3 clusters Score: Raw -4323.004585 + Penalty 966.463723 = -3356.540861 nChanged 0 SP:Iteration 2F (21.611378 sec): 3 clusters Score: Raw -4323.004585 + Penalty 966.463723 = -3356.540861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.611887 sec): 2 clusters Score: Raw -2064.510422 + Penalty 282.812715 = -1781.697707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.612134 sec): 3 clusters Score: Raw -2058.096183 + Penalty 563.089807 = -1495.006376 nChanged 1 SP:Iteration 1Q (21.612374 sec): 3 clusters Score: Raw -2061.793468 + Penalty 563.089807 = -1498.703661 nChanged 0 SP:Iteration 2F (21.612615 sec): 3 clusters Score: Raw -2061.793468 + Penalty 563.089807 = -1498.703661 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 (21.613095 sec): 2 clusters Score: Raw -197.880559 + Penalty 75.174257 = -122.706303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.613301 sec): 3 clusters Score: Raw -190.239580 + Penalty 150.348513 = -39.891066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.613771 sec): 2 clusters Score: Raw -503.130823 + Penalty 158.691775 = -344.439048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.613986 sec): 3 clusters Score: Raw -492.352601 + Penalty 321.717945 = -170.634656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.614456 sec): 2 clusters Score: Raw -608.009879 + Penalty 188.266686 = -419.743194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.614674 sec): 3 clusters Score: Raw -600.025240 + Penalty 376.533371 = -223.491869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.615160 sec): 2 clusters Score: Raw -1252.521855 + Penalty 252.538912 = -999.982943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.615389 sec): 3 clusters Score: Raw -1239.406495 + Penalty 511.129813 = -728.276682 nChanged 1 SP:Iteration 1F (21.615613 sec): 3 clusters Score: Raw -1241.692528 + Penalty 541.951895 = -699.740633 nChanged 1 SP:Iteration 2F (21.615836 sec): 3 clusters Score: Raw -1244.659131 + Penalty 252.538912 = -992.120219 nChanged 1 SP:Iteration 3F (21.616040 sec): 2 clusters Score: Raw -1252.521855 + Penalty 252.538912 = -999.982943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.616531 sec): 2 clusters Score: Raw -1333.409686 + Penalty 276.913780 = -1056.495907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.616762 sec): 3 clusters Score: Raw -1332.793406 + Penalty 548.740306 = -784.053100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.617349 sec): 2 clusters Score: Raw -5264.888696 + Penalty 418.386011 = -4846.502686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.617650 sec): 3 clusters Score: Raw -5281.977462 + Penalty 824.807305 = -4457.170157 nChanged 3 SP:Iteration 1F (21.617944 sec): 3 clusters Score: Raw -5288.739904 + Penalty 821.566934 = -4467.172971 nChanged 1 SP:Iteration 2Q (21.618236 sec): 3 clusters Score: Raw -5290.521655 + Penalty 821.566934 = -4468.954722 nChanged 0 SP:Iteration 3F (21.618532 sec): 3 clusters Score: Raw -5290.521655 + Penalty 821.566934 = -4468.954722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.619003 sec): 2 clusters Score: Raw -515.908066 + Penalty 169.701181 = -346.206885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.619218 sec): 3 clusters Score: Raw -501.869489 + Penalty 333.029908 = -168.839581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.619682 sec): 2 clusters Score: Raw -297.908233 + Penalty 97.031312 = -200.876921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.619877 sec): 2 clusters Score: Raw -297.908233 + Penalty 97.031312 = -200.876921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.620329 sec): 2 clusters Score: Raw -92.950645 + Penalty 0.000000 = -92.950645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.620532 sec): 2 clusters Score: Raw -92.950645 + Penalty 0.000000 = -92.950645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.620988 sec): 2 clusters Score: Raw -93.559237 + Penalty 0.000000 = -93.559237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.621175 sec): 2 clusters Score: Raw -93.559237 + Penalty 0.000000 = -93.559237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.621651 sec): 2 clusters Score: Raw -855.841897 + Penalty 247.859770 = -607.982126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.621871 sec): 3 clusters Score: Raw -838.500931 + Penalty 495.719541 = -342.781390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.622340 sec): 2 clusters Score: Raw -599.077002 + Penalty 157.246357 = -441.830645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.622556 sec): 3 clusters Score: Raw -590.130447 + Penalty 324.983460 = -265.146987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.623011 sec): 2 clusters Score: Raw -95.160204 + Penalty 0.000000 = -95.160204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.623199 sec): 2 clusters Score: Raw -95.160204 + Penalty 0.000000 = -95.160204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.623662 sec): 2 clusters Score: Raw -287.042035 + Penalty 95.290315 = -191.751720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.623868 sec): 3 clusters Score: Raw -285.934582 + Penalty 187.922245 = -98.012337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.624341 sec): 2 clusters Score: Raw -741.646647 + Penalty 212.426986 = -529.219661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.624558 sec): 3 clusters Score: Raw -734.302639 + Penalty 212.426986 = -521.875653 nChanged 1 SP:Iteration 1F (21.624754 sec): 2 clusters Score: Raw -741.646647 + Penalty 212.426986 = -529.219661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.625239 sec): 2 clusters Score: Raw -959.653145 + Penalty 260.807687 = -698.845458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.625462 sec): 3 clusters Score: Raw -943.285654 + Penalty 518.778533 = -424.507120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.625944 sec): 2 clusters Score: Raw -1075.298651 + Penalty 292.512723 = -782.785928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.626168 sec): 3 clusters Score: Raw -1057.950616 + Penalty 499.066850 = -558.883766 nChanged 2 SP:Iteration 1F (21.626387 sec): 3 clusters Score: Raw -1069.117406 + Penalty 292.512723 = -776.604683 nChanged 1 SP:Iteration 2F (21.626587 sec): 2 clusters Score: Raw -1075.298651 + Penalty 292.512723 = -782.785928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.627065 sec): 2 clusters Score: Raw -946.168097 + Penalty 246.746595 = -699.421502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.627302 sec): 3 clusters Score: Raw -934.406488 + Penalty 487.970403 = -446.436085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.627758 sec): 2 clusters Score: Raw -95.715042 + Penalty 0.000000 = -95.715042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.627947 sec): 2 clusters Score: Raw -95.715042 + Penalty 0.000000 = -95.715042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.628424 sec): 2 clusters Score: Raw -841.061124 + Penalty 241.812401 = -599.248723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.628644 sec): 3 clusters Score: Raw -831.353326 + Penalty 483.624801 = -347.728525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.629135 sec): 2 clusters Score: Raw -1452.413560 + Penalty 275.143852 = -1177.269708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.629369 sec): 3 clusters Score: Raw -1447.976697 + Penalty 554.900232 = -893.076465 nChanged 2 SP:Iteration 1F (21.629597 sec): 3 clusters Score: Raw -1453.505077 + Penalty 554.900232 = -898.604845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.630080 sec): 2 clusters Score: Raw -1071.517435 + Penalty 282.501426 = -789.016008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.630303 sec): 3 clusters Score: Raw -1057.392973 + Penalty 570.160820 = -487.232153 nChanged 1 SP:Iteration 1F (21.630522 sec): 3 clusters Score: Raw -1060.195757 + Penalty 282.501426 = -777.694331 nChanged 1 SP:Iteration 2F (21.630722 sec): 2 clusters Score: Raw -1071.517435 + Penalty 282.501426 = -789.016008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.631181 sec): 2 clusters Score: Raw -203.492475 + Penalty 101.032779 = -102.459696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.631387 sec): 3 clusters Score: Raw -195.630146 + Penalty 202.065559 = 6.435413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.631847 sec): 2 clusters Score: Raw -200.595542 + Penalty 80.324392 = -120.271150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.632053 sec): 3 clusters Score: Raw -190.969209 + Penalty 160.648784 = -30.320425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.632521 sec): 2 clusters Score: Raw -501.809643 + Penalty 141.229584 = -360.580059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.632735 sec): 3 clusters Score: Raw -494.983384 + Penalty 141.229584 = -353.753801 nChanged 1 SP:Iteration 1F (21.632929 sec): 2 clusters Score: Raw -501.809643 + Penalty 141.229584 = -360.580059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.633384 sec): 2 clusters Score: Raw -93.914819 + Penalty 0.000000 = -93.914819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.633575 sec): 2 clusters Score: Raw -93.914819 + Penalty 0.000000 = -93.914819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.634042 sec): 2 clusters Score: Raw -394.558569 + Penalty 122.085321 = -272.473248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.634251 sec): 2 clusters Score: Raw -394.558569 + Penalty 122.085321 = -272.473248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.634703 sec): 2 clusters Score: Raw -91.814872 + Penalty 0.000000 = -91.814872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.634888 sec): 2 clusters Score: Raw -91.814872 + Penalty 0.000000 = -91.814872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.635351 sec): 2 clusters Score: Raw -304.612062 + Penalty 148.631278 = -155.980784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.635546 sec): 2 clusters Score: Raw -304.612062 + Penalty 148.631278 = -155.980784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.636020 sec): 2 clusters Score: Raw -486.893234 + Penalty 188.138772 = -298.754461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.636239 sec): 3 clusters Score: Raw -495.514914 + Penalty 380.657995 = -114.856919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.636691 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.636873 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 194 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.637354 sec): 2 clusters Score: Raw -843.797838 + Penalty 260.116527 = -583.681311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.637579 sec): 3 clusters Score: Raw -832.363040 + Penalty 519.133207 = -313.229833 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 (21.638057 sec): 2 clusters Score: Raw -294.925248 + Penalty 90.334636 = -204.590612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.638270 sec): 3 clusters Score: Raw -289.120252 + Penalty 157.157034 = -131.963218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.638736 sec): 2 clusters Score: Raw -96.531150 + Penalty 0.000000 = -96.531150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.638926 sec): 2 clusters Score: Raw -96.531150 + Penalty 0.000000 = -96.531150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.639387 sec): 2 clusters Score: Raw -97.562367 + Penalty 0.000000 = -97.562367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.639577 sec): 2 clusters Score: Raw -97.562367 + Penalty 0.000000 = -97.562367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.640028 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.640209 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.640693 sec): 2 clusters Score: Raw -94.305110 + Penalty 0.000000 = -94.305110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.640885 sec): 2 clusters Score: Raw -94.305110 + Penalty 0.000000 = -94.305110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.641340 sec): 2 clusters Score: Raw -93.982924 + Penalty 0.000000 = -93.982924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.641526 sec): 2 clusters Score: Raw -93.982924 + Penalty 0.000000 = -93.982924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.641994 sec): 2 clusters Score: Raw -413.440886 + Penalty 10.944178 = -402.496708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.642187 sec): 3 clusters Score: Raw -422.219829 + Penalty 19.715614 = -402.504214 nChanged 0 Score: Raw -2830654.710639 + Penalty 107192.136941 = -2723462.573699 Splitting cluster 218 changes total score from -2713651.742268 to -2723462.573699 So it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.386331 sec): 2 clusters Score: Raw -95.806869 + Penalty 0.000000 = -95.806869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.386530 sec): 2 clusters Score: Raw -95.806869 + Penalty 0.000000 = -95.806869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.386986 sec): 2 clusters Score: Raw -91.875298 + Penalty 0.000000 = -91.875298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.387172 sec): 2 clusters Score: Raw -91.875298 + Penalty 0.000000 = -91.875298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 223 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.387635 sec): 2 clusters Score: Raw -267.227674 + Penalty 46.338737 = -220.888937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.387833 sec): 3 clusters Score: Raw -267.482067 + Penalty 133.523148 = -133.958919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.388292 sec): 2 clusters Score: Raw -191.812495 + Penalty 58.032025 = -133.780470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.388485 sec): 2 clusters Score: Raw -191.812495 + Penalty 58.032025 = -133.780470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.388942 sec): 2 clusters Score: Raw -91.394167 + Penalty 0.000000 = -91.394167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.389131 sec): 2 clusters Score: Raw -91.394167 + Penalty 0.000000 = -91.394167 nChanged 0 Deleting Class 42 (2 points): Lose 3.965371 but Gain 1340.319496 Iteration 20F (25.168307 sec): 129 clusters Score: Raw -2821400.414116 + Penalty 105899.617109 = -2715500.797007 nChanged 734 Deleting Class 154 (2 points): Lose 193.036123 but Gain 1506.723730 Iteration 21Q (25.378011 sec): 128 clusters Score: Raw -2821378.229167 + Penalty 104054.640680 = -2717323.588486 nChanged 420 Deleting Class 53 (39 points): Lose 208.347141 but Gain 1472.969960 Iteration 22Q (25.563188 sec): 126 clusters Score: Raw -2821315.934581 + Penalty 102742.218860 = -2718573.715720 nChanged 375 Deleting Class 142 (10 points): Lose 50.044343 but Gain 1313.184839 Iteration 23Q (25.746678 sec): 125 clusters Score: Raw -2821500.528456 + Penalty 101431.554602 = -2720068.973855 nChanged 314 Deleting Class 66 (2 points): Lose 6.053544 but Gain 1255.134101 Iteration 24Q (25.924897 sec): 124 clusters Score: Raw -2821623.463120 + Penalty 100166.960704 = -2721456.502416 nChanged 250 Deleting Class 91 (35 points): Lose 280.381005 but Gain 1525.634789 Iteration 25Q (26.096593 sec): 123 clusters Score: Raw -2821423.415480 + Penalty 98873.100608 = -2722550.314872 nChanged 269 Deleting Class 141 (14 points): Lose 73.128185 but Gain 1313.573251 Iteration 26Q (26.269430 sec): 122 clusters Score: Raw -2821574.342359 + Penalty 97596.975770 = -2723977.366588 nChanged 210 Deleting Class 73 (10 points): Lose 47.633375 but Gain 1282.002289 Iteration 27Q (26.435493 sec): 121 clusters Score: Raw -2821611.291904 + Penalty 96336.340638 = -2725274.951265 nChanged 182 Deleting Class 199 (1 points): Lose 3.305142 but Gain 1234.097345 Iteration 28Q (26.599619 sec): 120 clusters Score: Raw -2821668.819654 + Penalty 95109.470104 = -2726559.349550 nChanged 169 Deleting Class 194 (8 points): Lose 67.281098 but Gain 1293.058044 Iteration 29Q (26.762502 sec): 119 clusters Score: Raw -2821636.546960 + Penalty 94045.512083 = -2727591.034877 nChanged 147 Deleting Class 45 (3 points): Lose 10.911436 but Gain 1233.488203 Iteration 30F (28.376023 sec): 118 clusters Score: Raw -2821702.000226 + Penalty 92862.711992 = -2728839.288234 nChanged 124 Deleting Class 200 (1 points): Lose 97.562367 but Gain 1307.637342 Iteration 31Q (28.536300 sec): 117 clusters Score: Raw -2821665.501591 + Penalty 91699.324058 = -2729966.177533 nChanged 110 Deleting Class 167 (3 points): Lose 188.959249 but Gain 1398.500247 Iteration 32Q (28.695048 sec): 116 clusters Score: Raw -2821499.231978 + Penalty 90324.458834 = -2731174.773144 nChanged 92 Deleting Class 38 (31 points): Lose 304.099540 but Gain 1509.545825 Iteration 33Q (28.850650 sec): 115 clusters Score: Raw -2821230.021955 + Penalty 89505.722052 = -2731724.299902 nChanged 115 Deleting Class 17 (10 points): Lose 82.803385 but Gain 1318.276930 Iteration 34Q (29.007946 sec): 114 clusters Score: Raw -2821344.051731 + Penalty 88447.305736 = -2732896.745994 nChanged 95 Deleting Class 87 (1 points): Lose 97.808545 but Gain 1347.686268 Iteration 35Q (29.162008 sec): 113 clusters Score: Raw -2821321.699581 + Penalty 87362.524803 = -2733959.174778 nChanged 73 Deleting Class 162 (2 points): Lose 29.444586 but Gain 1240.033518 Iteration 36Q (29.325750 sec): 112 clusters Score: Raw -2821321.644703 + Penalty 86165.250541 = -2735156.394163 nChanged 68 Deleting Class 152 (10 points): Lose 65.422306 but Gain 1268.240871 Iteration 37Q (29.480756 sec): 111 clusters Score: Raw -2821294.096760 + Penalty 84942.999303 = -2736351.097456 nChanged 78 Deleting Class 48 (9 points): Lose 60.896604 but Gain 1261.380040 Iteration 38Q (29.632858 sec): 110 clusters Score: Raw -2821271.718379 + Penalty 83732.752378 = -2737538.966001 nChanged 72 Deleting Class 102 (53 points): Lose 218.611081 but Gain 1413.121668 Iteration 39Q (29.783823 sec): 109 clusters Score: Raw -2821094.764950 + Penalty 82552.713798 = -2738542.051152 nChanged 91 Deleting Class 126 (8 points): Lose 44.349770 but Gain 1232.128820 Iteration 40F (31.238558 sec): 108 clusters Score: Raw -2821194.822918 + Penalty 81384.790428 = -2739810.032490 nChanged 53 Deleting Class 16 (29 points): Lose 114.579206 but Gain 1300.708569 Iteration 41Q (31.385474 sec): 107 clusters Score: Raw -2821113.339599 + Penalty 80172.460183 = -2740940.879416 nChanged 69 Deleting Class 157 (2 points): Lose 14.887873 but Gain 1197.895061 Iteration 42Q (31.532842 sec): 106 clusters Score: Raw -2821178.320333 + Penalty 79022.920682 = -2742155.399651 nChanged 44 Deleting Class 100 (19 points): Lose 79.492178 but Gain 1261.033181 Iteration 43Q (31.679604 sec): 105 clusters Score: Raw -2821112.012206 + Penalty 77820.153773 = -2743291.858433 nChanged 58 Deleting Class 147 (8 points): Lose 30.041555 but Gain 1202.066909 Iteration 44Q (31.830687 sec): 104 clusters Score: Raw -2821122.505765 + Penalty 76622.372124 = -2744500.133641 nChanged 41 Deleting Class 144 (10 points): Lose 41.771887 but Gain 1212.735883 Iteration 45Q (31.984163 sec): 103 clusters Score: Raw -2821098.543146 + Penalty 75432.765785 = -2745665.777360 nChanged 42 Deleting Class 80 (28 points): Lose 106.130984 but Gain 1264.190394 Iteration 46Q (32.131499 sec): 102 clusters Score: Raw -2821010.608409 + Penalty 74336.373941 = -2746674.234469 nChanged 61 Deleting Class 52 (21 points): Lose 69.898606 but Gain 1213.514379 Iteration 47Q (32.276389 sec): 101 clusters Score: Raw -2821015.781854 + Penalty 73225.380692 = -2747790.401162 nChanged 55 Deleting Class 101 (6 points): Lose 22.098839 but Gain 1146.026397 Iteration 48Q (32.420146 sec): 100 clusters Score: Raw -2821040.763495 + Penalty 72089.417170 = -2748951.346325 nChanged 37 Deleting Class 114 (13 points): Lose 61.652665 but Gain 1179.739924 Iteration 49Q (32.571619 sec): 99 clusters Score: Raw -2820997.164431 + Penalty 70988.257287 = -2750008.907144 nChanged 31 Deleting Class 104 (2 points): Lose 7.802141 but Gain 1121.089977 Iteration 50F (33.896538 sec): 98 clusters Score: Raw -2821020.701770 + Penalty 69868.151257 = -2751152.550513 nChanged 21 Deleting Class 151 (15 points): Lose 49.588235 but Gain 1158.367320 Iteration 51Q (34.037224 sec): 97 clusters Score: Raw -2820975.088637 + Penalty 68722.509205 = -2752252.579431 nChanged 25 Deleting Class 78 (28 points): Lose 93.689367 but Gain 1199.389951 Iteration 52Q (34.176611 sec): 96 clusters Score: Raw -2820909.420782 + Penalty 67636.377455 = -2753273.043327 nChanged 42 Deleting Class 146 (1 points): Lose 84.494752 but Gain 1188.380361 Iteration 53Q (34.316321 sec): 95 clusters Score: Raw -2820892.776543 + Penalty 66437.219921 = -2754455.556622 nChanged 23 Deleting Class 58 (3 points): Lose 280.845915 but Gain 1376.962508 Iteration 54Q (34.455249 sec): 94 clusters Score: Raw -2820627.787702 + Penalty 65131.135169 = -2755496.652533 nChanged 18 Deleting Class 221 (1 points): Lose 17.864173 but Gain 1097.599214 Iteration 55Q (34.593465 sec): 93 clusters Score: Raw -2820658.972976 + Penalty 63980.561436 = -2756678.411541 nChanged 10 Deleting Class 77 (3 points): Lose 3.547950 but Gain 1080.031871 Iteration 56Q (34.732411 sec): 92 clusters Score: Raw -2820666.818628 + Penalty 62899.158974 = -2757767.659654 nChanged 12 Deleting Class 118 (5 points): Lose 21.183644 but Gain 1089.952133 Iteration 57Q (34.869227 sec): 91 clusters Score: Raw -2820650.834863 + Penalty 61845.480508 = -2758805.354356 nChanged 17 Deleting Class 137 (5 points): Lose 9.034791 but Gain 1076.978396 Iteration 58Q (35.005203 sec): 90 clusters Score: Raw -2820652.651441 + Penalty 60767.782210 = -2759884.869231 nChanged 20 Deleting Class 72 (102 points): Lose 358.607483 but Gain 1426.240361 Iteration 59Q (35.142858 sec): 89 clusters Score: Raw -2820303.587146 + Penalty 59676.440345 = -2760627.146800 nChanged 131 Deleting Class 109 (7 points): Lose 64.341690 but Gain 1136.468551 Iteration 60F (36.322983 sec): 88 clusters Score: Raw -2820489.609606 + Penalty 58580.382897 = -2761909.226709 nChanged 67 Deleting Class 106 (5 points): Lose 16.374390 but Gain 1081.834745 Iteration 61Q (36.458873 sec): 87 clusters Score: Raw -2820524.139734 + Penalty 57507.408920 = -2763016.730814 nChanged 50 Deleting Class 26 (4 points): Lose 16.614572 but Gain 1075.366086 Iteration 62Q (36.595299 sec): 86 clusters Score: Raw -2820532.488163 + Penalty 56442.720111 = -2764089.768052 nChanged 57 Deleting Class 111 (19 points): Lose 94.689004 but Gain 1141.323669 Iteration 63Q (36.732094 sec): 85 clusters Score: Raw -2820461.516099 + Penalty 55318.127908 = -2765143.388192 nChanged 62 Deleting Class 71 (77 points): Lose 221.884271 but Gain 1234.212334 Iteration 64Q (36.868540 sec): 84 clusters Score: Raw -2820279.151080 + Penalty 54202.320882 = -2766076.830198 nChanged 111 Deleting Class 57 (49 points): Lose 183.022842 but Gain 1176.961592 Iteration 65Q (37.003830 sec): 83 clusters Score: Raw -2820227.189929 + Penalty 53108.959339 = -2767118.230589 nChanged 91 Deleting Class 127 (10 points): Lose 45.729303 but Gain 1032.550194 Iteration 66Q (37.138336 sec): 82 clusters Score: Raw -2820289.113401 + Penalty 52080.459355 = -2768208.654045 nChanged 54 Deleting Class 40 (10 points): Lose 114.039648 but Gain 1067.250670 Iteration 67Q (37.270105 sec): 81 clusters Score: Raw -2820207.547994 + Penalty 51039.213434 = -2769168.334559 nChanged 48 Deleting Class 79 (6 points): Lose 17.263153 but Gain 964.643354 Iteration 68Q (37.402015 sec): 80 clusters Score: Raw -2820234.745012 + Penalty 50080.463267 = -2770154.281744 nChanged 39 Deleting Class 35 (28 points): Lose 90.413625 but Gain 1027.598641 Iteration 69Q (37.541817 sec): 79 clusters Score: Raw -2820164.122719 + Penalty 49124.174031 = -2771039.948687 nChanged 64 Deleting Class 29 (14 points): Lose 33.280606 but Gain 1005.778999 Iteration 70F (38.579761 sec): 78 clusters Score: Raw -2820188.193707 + Penalty 48185.083665 = -2772003.110043 nChanged 46 Deleting Class 82 (14 points): Lose 40.280154 but Gain 965.209593 Iteration 71Q (38.710162 sec): 77 clusters Score: Raw -2820183.299395 + Penalty 47230.432288 = -2772952.867108 nChanged 37 Deleting Class 74 (4 points): Lose 6.697496 but Gain 930.274085 Iteration 72Q (38.838777 sec): 76 clusters Score: Raw -2820201.459711 + Penalty 46299.012344 = -2773902.447366 nChanged 19 Deleting Class 103 (21 points): Lose 53.110755 but Gain 971.127822 Iteration 73Q (38.967579 sec): 75 clusters Score: Raw -2820158.547043 + Penalty 45344.880918 = -2774813.666124 nChanged 44 Deleting Class 121 (3 points): Lose 6.706480 but Gain 912.986254 Iteration 74Q (39.095144 sec): 74 clusters Score: Raw -2820185.076620 + Penalty 44431.096145 = -2775753.980475 nChanged 25 Deleting Class 61 (15 points): Lose 42.423889 but Gain 936.701020 Iteration 75Q (39.221928 sec): 73 clusters Score: Raw -2820151.452782 + Penalty 43519.617324 = -2776631.835458 nChanged 31 Deleting Class 195 (4 points): Lose 27.030168 but Gain 918.834213 Iteration 76Q (39.347673 sec): 72 clusters Score: Raw -2820153.239331 + Penalty 42607.387517 = -2777545.851814 nChanged 19 Deleting Class 160 (5 points): Lose 19.160867 but Gain 907.085532 Iteration 77Q (39.472773 sec): 71 clusters Score: Raw -2820144.135450 + Penalty 41721.787745 = -2778422.347705 nChanged 24 Deleting Class 173 (5 points): Lose 321.845012 but Gain 1208.372594 Iteration 78Q (39.606581 sec): 70 clusters Score: Raw -2819835.768945 + Penalty 40504.582157 = -2779331.186788 nChanged 19 Deleting Class 128 (1 points): Lose 71.915658 but Gain 954.591058 Iteration 79Q (39.730120 sec): 69 clusters Score: Raw -2819781.808403 + Penalty 39545.897540 = -2780235.910863 nChanged 7 Deleting Class 214 (1 points): Lose 4.413752 but Gain 886.936189 Iteration 80F (40.637548 sec): 68 clusters Score: Raw -2819782.745128 + Penalty 38659.094049 = -2781123.651078 nChanged 8 Deleting Class 83 (36 points): Lose 108.924052 but Gain 978.228123 Iteration 81Q (40.763197 sec): 67 clusters Score: Raw -2819676.173461 + Penalty 37694.433254 = -2781981.740208 nChanged 43 Deleting Class 115 (74 points): Lose 343.866521 but Gain 1206.524728 Iteration 82Q (40.886556 sec): 66 clusters Score: Raw -2819376.941708 + Penalty 36658.338650 = -2782718.603059 nChanged 80 Deleting Class 163 (4 points): Lose 93.076351 but Gain 910.342423 Iteration 83Q (41.012911 sec): 65 clusters Score: Raw -2819444.766012 + Penalty 35749.710708 = -2783695.055304 nChanged 25 Deleting Class 224 (2 points): Lose 93.500124 but Gain 865.444164 Iteration 84Q (41.142901 sec): 64 clusters Score: Raw -2819370.865082 + Penalty 34917.589079 = -2784453.276002 nChanged 17 Deleting Class 97 (25 points): Lose 58.867620 but Gain 810.107003 Iteration 85Q (41.263869 sec): 63 clusters Score: Raw -2819326.824160 + Penalty 34116.065940 = -2785210.758220 nChanged 36 Deleting Class 23 (33 points): Lose 59.651795 but Gain 801.214907 Iteration 86Q (41.385167 sec): 62 clusters Score: Raw -2819297.021938 + Penalty 33327.456275 = -2785969.565664 nChanged 50 Deleting Class 65 (117 points): Lose 343.311986 but Gain 1079.648516 Iteration 87Q (41.504618 sec): 61 clusters Score: Raw -2818991.019905 + Penalty 32380.612124 = -2786610.407780 nChanged 132 Deleting Class 24 (178 points): Lose 480.589092 but Gain 1210.940544 Iteration 88Q (41.625603 sec): 60 clusters Score: Raw -2818764.302996 + Penalty 31383.353995 = -2787380.949001 nChanged 219 Deleting Class 54 (116 points): Lose 354.450867 but Gain 1078.845971 Iteration 89Q (41.749671 sec): 59 clusters Score: Raw -2818743.251740 + Penalty 30394.632744 = -2788348.618995 nChanged 193 Deleting Class 215 (1 points): Lose 20.799589 but Gain 702.919678 Iteration 90F (42.518475 sec): 58 clusters Score: Raw -2818923.160072 + Penalty 29712.540010 = -2789210.620062 nChanged 87 Deleting Class 129 (3 points): Lose 222.195568 but Gain 896.604879 Iteration 91Q (42.648014 sec): 57 clusters Score: Raw -2818738.922184 + Penalty 28790.104435 = -2789948.817749 nChanged 57 Deleting Class 30 (99 points): Lose 153.228629 but Gain 821.175294 Iteration 92Q (42.767029 sec): 56 clusters Score: Raw -2818612.058689 + Penalty 27910.710042 = -2790701.348647 nChanged 140 Deleting Class 123 (1 points): Lose 75.475187 but Gain 733.642239 Iteration 93Q (42.887875 sec): 55 clusters Score: Raw -2818675.813184 + Penalty 27190.261945 = -2791485.551239 nChanged 49 Deleting Class 96 (1 points): Lose 41.790276 but Gain 671.638158 Iteration 94Q (43.004568 sec): 54 clusters Score: Raw -2818656.353930 + Penalty 26519.151812 = -2792137.202118 nChanged 34 Deleting Class 69 (1 points): Lose 53.123054 but Gain 661.020329 Iteration 95Q (43.119126 sec): 53 clusters Score: Raw -2818613.590562 + Penalty 25873.746963 = -2792739.843599 nChanged 38 Deleting Class 122 (1 points): Lose 33.183619 but Gain 606.477540 Iteration 96Q (43.235757 sec): 52 clusters Score: Raw -2818592.817670 + Penalty 25479.500495 = -2793113.317175 nChanged 36 Deleting Class 43 (106 points): Lose 391.353817 but Gain 955.123052 Iteration 97Q (43.349602 sec): 51 clusters Score: Raw -2818251.990236 + Penalty 24648.327158 = -2793603.663078 nChanged 153 Deleting Class 22 (122 points): Lose 290.574530 but Gain 858.237397 Iteration 98Q (43.464979 sec): 50 clusters Score: Raw -2818263.901161 + Penalty 23879.940777 = -2794383.960383 nChanged 175 Deleting Class 49 (4 points): Lose 52.517874 but Gain 611.205275 Iteration 99Q (43.582276 sec): 49 clusters Score: Raw -2818415.437998 + Penalty 23485.088896 = -2794930.349102 nChanged 74 Deleting Class 20 (3 points): Lose 11.639478 but Gain 548.698747 Iteration 100F (44.222554 sec): 48 clusters Score: Raw -2818466.508589 + Penalty 22952.759669 = -2795513.748921 nChanged 38 Deleting Class 70 (6 points): Lose 264.140571 but Gain 754.623084 Iteration 101Q (44.331377 sec): 47 clusters Score: Raw -2818222.346019 + Penalty 22211.321943 = -2796011.024076 nChanged 39 Deleting Class 164 (1 points): Lose 23.945899 but Gain 486.877251 Iteration 102Q (44.440415 sec): 46 clusters Score: Raw -2818234.177886 + Penalty 21735.906775 = -2796498.271111 nChanged 24 Deleting Class 222 (1 points): Lose 51.171849 but Gain 501.562689 Iteration 103Q (44.548084 sec): 45 clusters Score: Raw -2818199.506536 + Penalty 21219.078079 = -2796980.428457 nChanged 27 Deleting Class 226 (1 points): Lose 6.088977 but Gain 441.769042 Iteration 104Q (44.656083 sec): 44 clusters Score: Raw -2818207.106889 + Penalty 20782.693165 = -2797424.413724 nChanged 32 Deleting Class 41 (176 points): Lose 282.912024 but Gain 707.583457 Iteration 105Q (44.768840 sec): 43 clusters Score: Raw -2817951.984374 + Penalty 20069.335568 = -2797882.648806 nChanged 207 Deleting Class 223 (3 points): Lose 23.117251 but Gain 436.010075 Iteration 106Q (44.878653 sec): 42 clusters Score: Raw -2818145.626013 + Penalty 19632.884504 = -2798512.741509 nChanged 78 Deleting Class 46 (122 points): Lose 382.069017 but Gain 764.714512 Iteration 107Q (44.983009 sec): 41 clusters Score: Raw -2817786.666929 + Penalty 18927.095594 = -2798859.571336 nChanged 180 Deleting Class 90 (2 points): Lose 56.238660 but Gain 427.401405 Iteration 108Q (45.089818 sec): 40 clusters Score: Raw -2818012.749230 + Penalty 18524.922760 = -2799487.826470 nChanged 67 Deleting Class 59 (15 points): Lose 68.243700 but Gain 439.375617 Iteration 109Q (45.196451 sec): 39 clusters Score: Raw -2817988.307849 + Penalty 18056.908256 = -2799931.399594 nChanged 63 Deleting Class 55 (333 points): Lose 1116.346490 but Gain 1346.926255 Iteration 110F (45.713990 sec): 38 clusters Score: Raw -2816911.851877 + Penalty 17040.662161 = -2799871.189716 nChanged 381 Deleting Class 89 (1 points): Lose 61.877015 but Gain 284.268987 Iteration 111F (46.216733 sec): 37 clusters Score: Raw -2817541.645205 + Penalty 16745.941190 = -2800795.704015 nChanged 122 Deleting Class 34 (2 points): Lose 65.263963 but Gain 284.268987 Iteration 112Q (46.324889 sec): 36 clusters Score: Raw -2817531.495882 + Penalty 16473.660960 = -2801057.834922 nChanged 93 Deleting Class 12 (119 points): Lose 703.065832 but Gain 930.235900 Iteration 113Q (46.427394 sec): 35 clusters Score: Raw -2816858.981356 + Penalty 15621.087823 = -2801237.893533 nChanged 192 Deleting Class 86 (2 points): Lose 53.863261 but Gain 254.609649 Iteration 114Q (46.533671 sec): 34 clusters Score: Raw -2817229.104659 + Penalty 15387.327147 = -2801841.777513 nChanged 125 Deleting Class 51 (1 points): Lose 78.435577 but Gain 257.810626 Iteration 115Q (46.634927 sec): 33 clusters Score: Raw -2817224.324551 + Penalty 15138.548707 = -2802085.775844 nChanged 101 Deleting Class 180 (2 points): Lose 80.483213 but Gain 244.211865 Iteration 116Q (46.734740 sec): 32 clusters Score: Raw -2817191.140749 + Penalty 15146.027218 = -2802045.113531 nChanged 89 Deleting Class 19 (102 points): Lose 431.729867 but Gain 588.648247 Iteration 117F (47.171984 sec): 31 clusters Score: Raw -2816828.514322 + Penalty 14733.663946 = -2802094.850375 nChanged 168 Deleting Class 27 (1 points): Lose 48.086534 but Gain 163.608710 Iteration 118Q (47.272269 sec): 30 clusters Score: Raw -2817100.346005 + Penalty 14552.900204 = -2802547.445801 nChanged 95 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2817100.346005 + Penalty 14552.900204 = -2802547.445801Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.332623 sec): 2 clusters Score: Raw -3330.331556 + Penalty 41.379428 = -3288.952128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.332924 sec): 3 clusters Score: Raw -3345.527626 + Penalty 83.857172 = -3261.670454 nChanged 7 SP:Iteration 1F (47.333213 sec): 3 clusters Score: Raw -3348.793624 + Penalty 83.857172 = -3264.936452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.339783 sec): 2 clusters Score: Raw -120560.839743 + Penalty 96.762379 = -120464.077364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.342337 sec): 3 clusters Score: Raw -119718.452346 + Penalty 191.647736 = -119526.804609 nChanged 613 SP:Iteration 1F (47.344829 sec): 3 clusters Score: Raw -120193.779693 + Penalty 188.616311 = -120005.163382 nChanged 114 SP:Iteration 2F (47.347350 sec): 3 clusters Score: Raw -120298.945889 + Penalty 186.664616 = -120112.281273 nChanged 100 SP:Iteration 3F (47.349857 sec): 3 clusters Score: Raw -120400.714004 + Penalty 184.670266 = -120216.043738 nChanged 66 SP:Iteration 4F (47.352344 sec): 3 clusters Score: Raw -120445.729430 + Penalty 183.267713 = -120262.461717 nChanged 31 SP:Iteration 5Q (47.354782 sec): 3 clusters Score: Raw -120453.800953 + Penalty 182.583145 = -120271.217808 nChanged 21 SP:Iteration 6Q (47.357205 sec): 3 clusters Score: Raw -120456.720285 + Penalty 182.265148 = -120274.455137 nChanged 11 SP:Iteration 7Q (47.359570 sec): 3 clusters Score: Raw -120458.486728 + Penalty 182.064851 = -120276.421877 nChanged 11 SP:Iteration 8Q (47.361948 sec): 3 clusters Score: Raw -120459.571456 + Penalty 181.836296 = -120277.735160 nChanged 6 SP:Iteration 9Q (47.364329 sec): 3 clusters Score: Raw -120460.027659 + Penalty 181.531669 = -120278.495990 nChanged 11 SP:Iteration 10F (47.366788 sec): 3 clusters Score: Raw -120461.565860 + Penalty 181.319547 = -120280.246313 nChanged 11 SP:Iteration 11Q (47.369224 sec): 3 clusters Score: Raw -120463.243571 + Penalty 180.644529 = -120282.599043 nChanged 16 SP:Iteration 12Q (47.371664 sec): 3 clusters Score: Raw -120467.317628 + Penalty 179.235025 = -120288.082602 nChanged 18 SP:Iteration 13Q (47.374033 sec): 3 clusters Score: Raw -120473.471417 + Penalty 177.753313 = -120295.718104 nChanged 22 SP:Iteration 14Q (47.376356 sec): 3 clusters Score: Raw -120482.095014 + Penalty 176.515452 = -120305.579562 nChanged 27 SP:Iteration 15Q (47.378640 sec): 3 clusters Score: Raw -120493.592293 + Penalty 175.043599 = -120318.548693 nChanged 28 SP:Iteration 16Q (47.380924 sec): 3 clusters Score: Raw -120506.494342 + Penalty 171.743489 = -120334.750853 nChanged 23 SP:Iteration 17Q (47.383167 sec): 3 clusters Score: Raw -120514.229725 + Penalty 171.071623 = -120343.158102 nChanged 11 SP:Iteration 18Q (47.385410 sec): 3 clusters Score: Raw -120516.307539 + Penalty 169.891358 = -120346.416180 nChanged 13 SP:Iteration 19Q (47.387634 sec): 3 clusters Score: Raw -120520.212110 + Penalty 168.398898 = -120351.813211 nChanged 17 SP:Iteration 20F (47.390107 sec): 3 clusters Score: Raw -120525.797089 + Penalty 168.111247 = -120357.685841 nChanged 13 SP:Iteration 21Q (47.392301 sec): 3 clusters Score: Raw -120529.308728 + Penalty 166.645077 = -120362.663650 nChanged 9 SP:Iteration 22Q (47.394577 sec): 3 clusters Score: Raw -120531.060930 + Penalty 165.574273 = -120365.486658 nChanged 12 SP:Iteration 23Q (47.396809 sec): 3 clusters Score: Raw -120533.487389 + Penalty 164.938210 = -120368.549179 nChanged 7 SP:Iteration 24Q (47.399045 sec): 3 clusters Score: Raw -120534.435668 + Penalty 165.300198 = -120369.135470 nChanged 7 SP:Iteration 25Q (47.401248 sec): 3 clusters Score: Raw -120535.565338 + Penalty 164.690031 = -120370.875306 nChanged 9 SP:Iteration 26Q (47.403488 sec): 3 clusters Score: Raw -120537.602869 + Penalty 165.279079 = -120372.323791 nChanged 7 SP:Iteration 27Q (47.405691 sec): 3 clusters Score: Raw -120539.831413 + Penalty 163.891906 = -120375.939507 nChanged 9 SP:Iteration 28Q (47.407869 sec): 3 clusters Score: Raw -120543.016034 + Penalty 163.709625 = -120379.306409 nChanged 12 SP:Iteration 29Q (47.410003 sec): 3 clusters Score: Raw -120546.389823 + Penalty 161.312909 = -120385.076915 nChanged 8 SP:Iteration 30F (47.412525 sec): 3 clusters Score: Raw -120548.553359 + Penalty 158.184089 = -120390.369269 nChanged 10 SP:Iteration 31Q (47.414704 sec): 3 clusters Score: Raw -120551.874372 + Penalty 158.198942 = -120393.675430 nChanged 7 SP:Iteration 32Q (47.416834 sec): 3 clusters Score: Raw -120554.329761 + Penalty 158.249306 = -120396.080455 nChanged 7 SP:Iteration 33Q (47.418938 sec): 3 clusters Score: Raw -120556.951335 + Penalty 157.964235 = -120398.987100 nChanged 4 SP:Iteration 34Q (47.421112 sec): 3 clusters Score: Raw -120557.310485 + Penalty 158.357347 = -120398.953138 nChanged 3 SP:Iteration 35F (47.423645 sec): 3 clusters Score: Raw -120557.522308 + Penalty 158.730459 = -120398.791849 nChanged 4 SP:Iteration 36F (47.426180 sec): 3 clusters Score: Raw -120557.824217 + Penalty 158.301740 = -120399.522477 nChanged 2 SP:Iteration 37Q (47.428268 sec): 3 clusters Score: Raw -120558.099396 + Penalty 158.301740 = -120399.797656 nChanged 0 SP:Iteration 38F (47.430742 sec): 3 clusters Score: Raw -120558.099396 + Penalty 158.301740 = -120399.797656 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 3 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.450719 sec): 2 clusters Score: Raw -413265.241191 + Penalty 178.890309 = -413086.350882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.459341 sec): 3 clusters Score: Raw -410319.772624 + Penalty 361.912737 = -409957.859887 nChanged 2054 SP:Iteration 1F (47.467463 sec): 3 clusters Score: Raw -411747.007252 + Penalty 372.774541 = -411374.232710 nChanged 599 SP:Iteration 2F (47.475568 sec): 3 clusters Score: Raw -412303.496110 + Penalty 388.240869 = -411915.255240 nChanged 442 SP:Iteration 3F (47.483552 sec): 3 clusters Score: Raw -412710.437342 + Penalty 395.845103 = -412314.592240 nChanged 229 SP:Iteration 4F (47.491680 sec): 3 clusters Score: Raw -412839.065838 + Penalty 397.136663 = -412441.929175 nChanged 130 SP:Iteration 5Q (47.499255 sec): 3 clusters Score: Raw -412880.646396 + Penalty 400.235489 = -412480.410907 nChanged 73 SP:Iteration 6Q (47.506608 sec): 3 clusters Score: Raw -412904.706729 + Penalty 405.542272 = -412499.164457 nChanged 62 SP:Iteration 7Q (47.513882 sec): 3 clusters Score: Raw -412924.561061 + Penalty 407.728379 = -412516.832682 nChanged 63 SP:Iteration 8Q (47.521077 sec): 3 clusters Score: Raw -412945.523580 + Penalty 408.705210 = -412536.818370 nChanged 54 SP:Iteration 9Q (47.528452 sec): 3 clusters Score: Raw -412963.993586 + Penalty 412.687428 = -412551.306158 nChanged 50 SP:Iteration 10F (47.536668 sec): 3 clusters Score: Raw -412980.003969 + Penalty 416.518262 = -412563.485707 nChanged 47 SP:Iteration 11Q (47.543721 sec): 3 clusters Score: Raw -412995.083502 + Penalty 420.465928 = -412574.617574 nChanged 42 SP:Iteration 12Q (47.550877 sec): 3 clusters Score: Raw -413009.570965 + Penalty 424.583506 = -412584.987458 nChanged 49 SP:Iteration 13Q (47.557911 sec): 3 clusters Score: Raw -413028.083879 + Penalty 430.921604 = -412597.162275 nChanged 47 SP:Iteration 14Q (47.565012 sec): 3 clusters Score: Raw -413046.093082 + Penalty 434.759339 = -412611.333743 nChanged 42 SP:Iteration 15Q (47.572090 sec): 3 clusters Score: Raw -413060.077361 + Penalty 438.339059 = -412621.738302 nChanged 36 SP:Iteration 16Q (47.579098 sec): 3 clusters Score: Raw -413073.953983 + Penalty 447.414077 = -412626.539906 nChanged 46 SP:Iteration 17Q (47.585857 sec): 3 clusters Score: Raw -413094.302948 + Penalty 454.957089 = -412639.345859 nChanged 43 SP:Iteration 18Q (47.592631 sec): 3 clusters Score: Raw -413114.028609 + Penalty 467.371561 = -412646.657048 nChanged 39 SP:Iteration 19Q (47.599410 sec): 3 clusters Score: Raw -413137.304609 + Penalty 477.932321 = -412659.372289 nChanged 43 SP:Iteration 20F (47.607679 sec): 3 clusters Score: Raw -413163.740206 + Penalty 504.383463 = -412659.356743 nChanged 39 SP:Iteration 21F (47.615695 sec): 3 clusters Score: Raw -413189.143399 + Penalty 527.359197 = -412661.784203 nChanged 32 SP:Iteration 22Q (47.622349 sec): 3 clusters Score: Raw -413207.011197 + Penalty 548.469405 = -412658.541792 nChanged 19 SP:Iteration 23F (47.630840 sec): 3 clusters Score: Raw -413214.718123 + Penalty 554.258063 = -412660.460059 nChanged 17 SP:Iteration 24Q (47.637357 sec): 3 clusters Score: Raw -413223.785737 + Penalty 600.333834 = -412623.451903 nChanged 25 SP:Iteration 25F (47.645299 sec): 3 clusters Score: Raw -413243.557717 + Penalty 660.270082 = -412583.287635 nChanged 19 SP:Iteration 26F (47.653363 sec): 3 clusters Score: Raw -413261.614581 + Penalty 707.173625 = -412554.440957 nChanged 7 SP:Iteration 27F (47.661292 sec): 3 clusters Score: Raw -413266.910757 + Penalty 697.213509 = -412569.697247 nChanged 1 SP:Iteration 28Q (47.667483 sec): 3 clusters Score: Raw -413266.444492 + Penalty 703.341959 = -412563.102533 nChanged 1 SP:Iteration 29F (47.675504 sec): 3 clusters Score: Raw -413266.109390 + Penalty 712.994360 = -412553.115030 nChanged 1 SP:Iteration 30F (47.683539 sec): 3 clusters Score: Raw -413265.809972 + Penalty 712.994360 = -412552.815613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.686351 sec): 2 clusters Score: Raw -3861.709575 + Penalty 62.086908 = -3799.622667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.686669 sec): 3 clusters Score: Raw -3859.419321 + Penalty 126.774985 = -3732.644336 nChanged 11 SP:Iteration 1F (47.687007 sec): 3 clusters Score: Raw -3874.510237 + Penalty 144.291468 = -3730.218768 nChanged 5 SP:Iteration 2F (47.687310 sec): 3 clusters Score: Raw -3885.385328 + Penalty 144.291468 = -3741.093860 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.690523 sec): 2 clusters Score: Raw -59409.556748 + Penalty 161.930130 = -59247.626618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.691900 sec): 3 clusters Score: Raw -59018.136731 + Penalty 334.160703 = -58683.976028 nChanged 269 SP:Iteration 1F (47.693308 sec): 3 clusters Score: Raw -59191.357345 + Penalty 337.578872 = -58853.778474 nChanged 61 SP:Iteration 2F (47.694621 sec): 3 clusters Score: Raw -59236.303543 + Penalty 339.756610 = -58896.546932 nChanged 45 SP:Iteration 3F (47.695927 sec): 3 clusters Score: Raw -59287.184116 + Penalty 343.932020 = -58943.252096 nChanged 36 SP:Iteration 4F (47.697251 sec): 3 clusters Score: Raw -59322.374262 + Penalty 346.507187 = -58975.867075 nChanged 22 SP:Iteration 5Q (47.698525 sec): 3 clusters Score: Raw -59330.512228 + Penalty 346.470405 = -58984.041823 nChanged 14 SP:Iteration 6Q (47.699775 sec): 3 clusters Score: Raw -59332.956807 + Penalty 349.488991 = -58983.467816 nChanged 18 SP:Iteration 7F (47.701257 sec): 3 clusters Score: Raw -59337.595779 + Penalty 353.235498 = -58984.360281 nChanged 22 SP:Iteration 8Q (47.702498 sec): 3 clusters Score: Raw -59346.447334 + Penalty 366.136466 = -58980.310868 nChanged 28 SP:Iteration 9F (47.703812 sec): 3 clusters Score: Raw -59374.811760 + Penalty 161.930130 = -59212.881630 nChanged 28 SP:Iteration 10F (47.704811 sec): 2 clusters Score: Raw -59409.556748 + Penalty 161.930130 = -59247.626618 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.715461 sec): 2 clusters Score: Raw -174851.449627 + Penalty 235.612375 = -174615.837251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.719087 sec): 3 clusters Score: Raw -173691.099698 + Penalty 481.595489 = -173209.504209 nChanged 814 SP:Iteration 1F (47.722555 sec): 3 clusters Score: Raw -174194.132450 + Penalty 481.961623 = -173712.170828 nChanged 211 SP:Iteration 2F (47.726230 sec): 3 clusters Score: Raw -174343.071216 + Penalty 479.571140 = -173863.500077 nChanged 158 SP:Iteration 3F (47.729943 sec): 3 clusters Score: Raw -174439.718395 + Penalty 475.776347 = -173963.942049 nChanged 109 SP:Iteration 4F (47.733620 sec): 3 clusters Score: Raw -174487.940351 + Penalty 474.170472 = -174013.769880 nChanged 77 SP:Iteration 5Q (47.737167 sec): 3 clusters Score: Raw -174520.067329 + Penalty 473.237672 = -174046.829656 nChanged 55 SP:Iteration 6Q (47.740551 sec): 3 clusters Score: Raw -174548.213005 + Penalty 472.764479 = -174075.448525 nChanged 56 SP:Iteration 7Q (47.743949 sec): 3 clusters Score: Raw -174569.851116 + Penalty 472.972091 = -174096.879024 nChanged 40 SP:Iteration 8Q (47.747366 sec): 3 clusters Score: Raw -174582.905236 + Penalty 472.909791 = -174109.995445 nChanged 35 SP:Iteration 9Q (47.750767 sec): 3 clusters Score: Raw -174597.530292 + Penalty 472.565274 = -174124.965018 nChanged 44 SP:Iteration 10F (47.754309 sec): 3 clusters Score: Raw -174618.449414 + Penalty 471.516329 = -174146.933085 nChanged 41 SP:Iteration 11Q (47.757833 sec): 3 clusters Score: Raw -174635.953572 + Penalty 471.320167 = -174164.633405 nChanged 41 SP:Iteration 12Q (47.761295 sec): 3 clusters Score: Raw -174651.927401 + Penalty 470.178689 = -174181.748712 nChanged 37 SP:Iteration 13Q (47.764630 sec): 3 clusters Score: Raw -174672.206182 + Penalty 468.384206 = -174203.821976 nChanged 36 SP:Iteration 14Q (47.767998 sec): 3 clusters Score: Raw -174686.484905 + Penalty 468.300724 = -174218.184181 nChanged 34 SP:Iteration 15Q (47.771387 sec): 3 clusters Score: Raw -174703.927525 + Penalty 466.566751 = -174237.360774 nChanged 34 SP:Iteration 16Q (47.774716 sec): 3 clusters Score: Raw -174720.502078 + Penalty 463.490002 = -174257.012077 nChanged 30 SP:Iteration 17Q (47.778063 sec): 3 clusters Score: Raw -174731.623389 + Penalty 460.193885 = -174271.429504 nChanged 28 SP:Iteration 18Q (47.781471 sec): 3 clusters Score: Raw -174740.321014 + Penalty 457.484252 = -174282.836762 nChanged 17 SP:Iteration 19Q (47.784800 sec): 3 clusters Score: Raw -174745.678256 + Penalty 456.878094 = -174288.800163 nChanged 8 SP:Iteration 20F (47.788238 sec): 3 clusters Score: Raw -174747.033309 + Penalty 456.673160 = -174290.360149 nChanged 8 SP:Iteration 21Q (47.791628 sec): 3 clusters Score: Raw -174747.576153 + Penalty 456.698635 = -174290.877518 nChanged 3 SP:Iteration 22Q (47.794977 sec): 3 clusters Score: Raw -174747.615123 + Penalty 456.698635 = -174290.916488 nChanged 0 SP:Iteration 23F (47.798379 sec): 3 clusters Score: Raw -174747.615123 + Penalty 456.698635 = -174290.916488 nChanged 0 Memory request: 0.06 GB would take us to total of 0.34 GB. Trying to split cluster 7 (11833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.853794 sec): 2 clusters Score: Raw -1078960.232448 + Penalty 292.367176 = -1078667.865272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.876181 sec): 3 clusters Score: Raw -1070905.591959 + Penalty 607.636512 = -1070297.955447 nChanged 5638 SP:Iteration 1F (47.898130 sec): 3 clusters Score: Raw -1073693.455858 + Penalty 672.821682 = -1073020.634176 nChanged 2215 SP:Iteration 2F (47.920224 sec): 3 clusters Score: Raw -1075363.104882 + Penalty 759.242345 = -1074603.862537 nChanged 1439 SP:Iteration 3F (47.942593 sec): 3 clusters Score: Raw -1076694.552032 + Penalty 851.147734 = -1075843.404297 nChanged 1157 SP:Iteration 4F (47.964890 sec): 3 clusters Score: Raw -1077789.619250 + Penalty 933.586814 = -1076856.032436 nChanged 718 SP:Iteration 5F (47.986789 sec): 3 clusters Score: Raw -1078426.838128 + Penalty 993.785189 = -1077433.052939 nChanged 378 SP:Iteration 6Q (48.006665 sec): 3 clusters Score: Raw -1078727.263570 + Penalty 1040.727094 = -1077686.536476 nChanged 203 SP:Iteration 7Q (48.025485 sec): 3 clusters Score: Raw -1078863.601278 + Penalty 1080.285943 = -1077783.315334 nChanged 95 SP:Iteration 8Q (48.044057 sec): 3 clusters Score: Raw -1078920.516726 + Penalty 1104.272119 = -1077816.244607 nChanged 62 SP:Iteration 9Q (48.062232 sec): 3 clusters Score: Raw -1078958.604204 + Penalty 1128.936762 = -1077829.667441 nChanged 41 SP:Iteration 10F (48.084414 sec): 3 clusters Score: Raw -1078982.621785 + Penalty 1132.923685 = -1077849.698099 nChanged 21 SP:Iteration 11Q (48.101755 sec): 3 clusters Score: Raw -1078995.956283 + Penalty 1136.023107 = -1077859.933175 nChanged 8 SP:Iteration 12Q (48.119303 sec): 3 clusters Score: Raw -1078999.054482 + Penalty 1142.483188 = -1077856.571295 nChanged 5 SP:Iteration 13F (48.141642 sec): 3 clusters Score: Raw -1079000.498284 + Penalty 1156.167191 = -1077844.331093 nChanged 6 SP:Iteration 14F (48.164340 sec): 3 clusters Score: Raw -1079003.001376 + Penalty 1156.429711 = -1077846.571665 nChanged 3 SP:Iteration 15Q (48.183171 sec): 3 clusters Score: Raw -1079004.135880 + Penalty 1162.905360 = -1077841.230520 nChanged 3 SP:Iteration 16F (48.206844 sec): 3 clusters Score: Raw -1079004.924074 + Penalty 1159.733945 = -1077845.190129 nChanged 2 SP:Iteration 17Q (48.225139 sec): 3 clusters Score: Raw -1079005.991775 + Penalty 1163.756392 = -1077842.235383 nChanged 2 SP:Iteration 18F (48.248109 sec): 3 clusters Score: Raw -1079006.317148 + Penalty 1163.756392 = -1077842.560755 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 8 (2180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.265295 sec): 2 clusters Score: Raw -211226.690600 + Penalty 249.999736 = -210976.690864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.269426 sec): 3 clusters Score: Raw -209868.742423 + Penalty 499.406799 = -209369.335624 nChanged 958 SP:Iteration 1F (48.273490 sec): 3 clusters Score: Raw -210488.417343 + Penalty 496.712110 = -209991.705232 nChanged 200 SP:Iteration 2F (48.277482 sec): 3 clusters Score: Raw -210688.908031 + Penalty 495.126209 = -210193.781822 nChanged 144 SP:Iteration 3F (48.281987 sec): 3 clusters Score: Raw -210825.899334 + Penalty 493.801606 = -210332.097728 nChanged 121 SP:Iteration 4F (48.286113 sec): 3 clusters Score: Raw -210898.873526 + Penalty 492.528383 = -210406.345143 nChanged 76 SP:Iteration 5Q (48.290092 sec): 3 clusters Score: Raw -210925.327144 + Penalty 492.684971 = -210432.642174 nChanged 43 SP:Iteration 6Q (48.294017 sec): 3 clusters Score: Raw -210938.379444 + Penalty 492.739386 = -210445.640057 nChanged 26 SP:Iteration 7Q (48.297975 sec): 3 clusters Score: Raw -210944.970940 + Penalty 492.478164 = -210452.492776 nChanged 21 SP:Iteration 8Q (48.301940 sec): 3 clusters Score: Raw -210950.634210 + Penalty 492.274609 = -210458.359602 nChanged 23 SP:Iteration 9Q (48.305963 sec): 3 clusters Score: Raw -210957.552844 + Penalty 492.143933 = -210465.408911 nChanged 28 SP:Iteration 10F (48.310042 sec): 3 clusters Score: Raw -210965.442692 + Penalty 491.752641 = -210473.690051 nChanged 23 SP:Iteration 11Q (48.313920 sec): 3 clusters Score: Raw -210970.232400 + Penalty 491.787711 = -210478.444689 nChanged 13 SP:Iteration 12Q (48.318048 sec): 3 clusters Score: Raw -210972.383262 + Penalty 491.819960 = -210480.563302 nChanged 11 SP:Iteration 13Q (48.321962 sec): 3 clusters Score: Raw -210973.653955 + Penalty 491.918377 = -210481.735578 nChanged 6 SP:Iteration 14Q (48.325931 sec): 3 clusters Score: Raw -210974.338110 + Penalty 491.739197 = -210482.598913 nChanged 4 SP:Iteration 15Q (48.329870 sec): 3 clusters Score: Raw -210974.691081 + Penalty 491.742814 = -210482.948267 nChanged 3 SP:Iteration 16Q (48.333969 sec): 3 clusters Score: Raw -210975.158477 + Penalty 491.344533 = -210483.813944 nChanged 7 SP:Iteration 17Q (48.337917 sec): 3 clusters Score: Raw -210975.991411 + Penalty 491.378413 = -210484.612998 nChanged 5 SP:Iteration 18Q (48.341875 sec): 3 clusters Score: Raw -210976.332355 + Penalty 491.046360 = -210485.285995 nChanged 5 SP:Iteration 19Q (48.346010 sec): 3 clusters Score: Raw -210976.766906 + Penalty 490.868288 = -210485.898618 nChanged 3 SP:Iteration 20F (48.350126 sec): 3 clusters Score: Raw -210977.125996 + Penalty 490.868288 = -210486.257708 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 9 (2887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.365101 sec): 2 clusters Score: Raw -275111.690240 + Penalty 269.978888 = -274841.711352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.370606 sec): 3 clusters Score: Raw -273219.850434 + Penalty 586.441253 = -272633.409181 nChanged 1325 SP:Iteration 1F (48.376080 sec): 3 clusters Score: Raw -274414.970414 + Penalty 640.470570 = -273774.499844 nChanged 386 SP:Iteration 2F (48.381303 sec): 3 clusters Score: Raw -274828.128756 + Penalty 656.174576 = -274171.954180 nChanged 123 SP:Iteration 3Q (48.386353 sec): 3 clusters Score: Raw -274941.809200 + Penalty 668.483814 = -274273.325386 nChanged 76 SP:Iteration 4Q (48.391148 sec): 3 clusters Score: Raw -274988.348168 + Penalty 673.735958 = -274314.612210 nChanged 53 SP:Iteration 5Q (48.395791 sec): 3 clusters Score: Raw -275015.193511 + Penalty 683.592040 = -274331.601472 nChanged 40 SP:Iteration 6Q (48.400586 sec): 3 clusters Score: Raw -275033.924614 + Penalty 694.065868 = -274339.858746 nChanged 39 SP:Iteration 7Q (48.405219 sec): 3 clusters Score: Raw -275052.872094 + Penalty 706.147864 = -274346.724230 nChanged 33 SP:Iteration 8Q (48.409736 sec): 3 clusters Score: Raw -275071.837478 + Penalty 727.589624 = -274344.247854 nChanged 32 SP:Iteration 9F (48.415060 sec): 3 clusters Score: Raw -275091.496545 + Penalty 749.654566 = -274341.841979 nChanged 32 SP:Iteration 10F (48.420233 sec): 3 clusters Score: Raw -275112.821579 + Penalty 773.715461 = -274339.106118 nChanged 26 SP:Iteration 11F (48.425539 sec): 3 clusters Score: Raw -275130.508658 + Penalty 799.143518 = -274331.365140 nChanged 23 SP:Iteration 12F (48.430901 sec): 3 clusters Score: Raw -275146.248642 + Penalty 808.697025 = -274337.551617 nChanged 12 SP:Iteration 13Q (48.435502 sec): 3 clusters Score: Raw -275156.469081 + Penalty 821.350969 = -274335.118112 nChanged 7 SP:Iteration 14F (48.440721 sec): 3 clusters Score: Raw -275162.128506 + Penalty 822.809397 = -274339.319108 nChanged 2 SP:Iteration 15Q (48.444926 sec): 3 clusters Score: Raw -275162.557086 + Penalty 825.126055 = -274337.431032 nChanged 1 SP:Iteration 16F (48.450505 sec): 3 clusters Score: Raw -275162.606673 + Penalty 827.311050 = -274335.295623 nChanged 1 SP:Iteration 17F (48.455842 sec): 3 clusters Score: Raw -275162.959109 + Penalty 836.940098 = -274326.019011 nChanged 3 SP:Iteration 18F (48.461038 sec): 3 clusters Score: Raw -275163.236576 + Penalty 840.551372 = -274322.685204 nChanged 1 SP:Iteration 19F (48.466395 sec): 3 clusters Score: Raw -275163.244068 + Penalty 840.551372 = -274322.692696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.477200 sec): 2 clusters Score: Raw -93108.228714 + Penalty 295.850319 = -92812.378395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.479159 sec): 3 clusters Score: Raw -92579.153575 + Penalty 596.057478 = -91983.096098 nChanged 402 SP:Iteration 1F (48.481070 sec): 3 clusters Score: Raw -92947.121163 + Penalty 608.573722 = -92338.547441 nChanged 117 SP:Iteration 2F (48.482973 sec): 3 clusters Score: Raw -93091.188411 + Penalty 625.958653 = -92465.229758 nChanged 81 SP:Iteration 3F (48.484874 sec): 3 clusters Score: Raw -93213.824094 + Penalty 645.038592 = -92568.785502 nChanged 55 SP:Iteration 4F (48.486848 sec): 3 clusters Score: Raw -93292.456636 + Penalty 652.725660 = -92639.730976 nChanged 38 SP:Iteration 5Q (48.488651 sec): 3 clusters Score: Raw -93339.632569 + Penalty 658.901781 = -92680.730788 nChanged 23 SP:Iteration 6Q (48.490372 sec): 3 clusters Score: Raw -93358.575609 + Penalty 660.538495 = -92698.037114 nChanged 21 SP:Iteration 7Q (48.492066 sec): 3 clusters Score: Raw -93373.527672 + Penalty 658.339460 = -92715.188212 nChanged 15 SP:Iteration 8Q (48.493736 sec): 3 clusters Score: Raw -93380.506622 + Penalty 658.863784 = -92721.642838 nChanged 4 SP:Iteration 9Q (48.495398 sec): 3 clusters Score: Raw -93382.406794 + Penalty 660.419796 = -92721.986998 nChanged 3 SP:Iteration 10F (48.497273 sec): 3 clusters Score: Raw -93383.891443 + Penalty 661.622584 = -92722.268859 nChanged 2 SP:Iteration 11Q (48.499051 sec): 3 clusters Score: Raw -93385.263263 + Penalty 661.622584 = -92723.640679 nChanged 0 SP:Iteration 12F (48.500959 sec): 3 clusters Score: Raw -93385.263263 + Penalty 661.622584 = -92723.640679 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.504073 sec): 2 clusters Score: Raw -55879.860735 + Penalty 392.120074 = -55487.740661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.505370 sec): 3 clusters Score: Raw -55565.101891 + Penalty 799.452318 = -54765.649574 nChanged 196 SP:Iteration 1F (48.506603 sec): 3 clusters Score: Raw -55712.517297 + Penalty 808.872915 = -54903.644382 nChanged 59 SP:Iteration 2F (48.507802 sec): 3 clusters Score: Raw -55768.435255 + Penalty 800.944790 = -54967.490465 nChanged 45 SP:Iteration 3F (48.508982 sec): 3 clusters Score: Raw -55818.538488 + Penalty 789.738432 = -55028.800055 nChanged 21 SP:Iteration 4Q (48.510134 sec): 3 clusters Score: Raw -55847.187130 + Penalty 781.237183 = -55065.949947 nChanged 11 SP:Iteration 5Q (48.511240 sec): 3 clusters Score: Raw -55862.248273 + Penalty 782.264163 = -55079.984110 nChanged 6 SP:Iteration 6Q (48.512302 sec): 3 clusters Score: Raw -55865.905256 + Penalty 785.103101 = -55080.802155 nChanged 3 SP:Iteration 7Q (48.513351 sec): 3 clusters Score: Raw -55865.956582 + Penalty 783.975779 = -55081.980804 nChanged 1 SP:Iteration 8Q (48.514399 sec): 3 clusters Score: Raw -55865.601300 + Penalty 783.975779 = -55081.625521 nChanged 0 SP:Iteration 9F (48.515615 sec): 3 clusters Score: Raw -55865.601300 + Penalty 783.975779 = -55081.625521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.517306 sec): 2 clusters Score: Raw -28165.912067 + Penalty 372.979568 = -27792.932498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.518019 sec): 3 clusters Score: Raw -28044.810066 + Penalty 745.595532 = -27299.214534 nChanged 86 SP:Iteration 1F (48.518719 sec): 3 clusters Score: Raw -28120.822654 + Penalty 744.748697 = -27376.073957 nChanged 28 SP:Iteration 2F (48.519422 sec): 3 clusters Score: Raw -28142.961952 + Penalty 739.769720 = -27403.192232 nChanged 7 SP:Iteration 3Q (48.520120 sec): 3 clusters Score: Raw -28152.437457 + Penalty 738.237236 = -27414.200221 nChanged 7 SP:Iteration 4Q (48.520814 sec): 3 clusters Score: Raw -28156.869407 + Penalty 740.217414 = -27416.651993 nChanged 6 SP:Iteration 5Q (48.521509 sec): 3 clusters Score: Raw -28160.229374 + Penalty 741.177482 = -27419.051892 nChanged 10 SP:Iteration 6Q (48.522203 sec): 3 clusters Score: Raw -28167.649694 + Penalty 740.996226 = -27426.653468 nChanged 11 SP:Iteration 7Q (48.522895 sec): 3 clusters Score: Raw -28176.334112 + Penalty 742.056009 = -27434.278103 nChanged 3 SP:Iteration 8Q (48.523586 sec): 3 clusters Score: Raw -28177.627017 + Penalty 739.196557 = -27438.430460 nChanged 1 SP:Iteration 9Q (48.524292 sec): 3 clusters Score: Raw -28180.317556 + Penalty 739.196557 = -27441.120999 nChanged 0 SP:Iteration 10F (48.524988 sec): 3 clusters Score: Raw -28180.317556 + Penalty 739.196557 = -27441.120999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.527594 sec): 2 clusters Score: Raw -46692.193282 + Penalty 600.839745 = -46091.353537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.528678 sec): 3 clusters Score: Raw -46479.293973 + Penalty 1222.542707 = -45256.751265 nChanged 140 SP:Iteration 1F (48.529706 sec): 3 clusters Score: Raw -46616.373791 + Penalty 1248.809609 = -45367.564182 nChanged 43 SP:Iteration 2F (48.530710 sec): 3 clusters Score: Raw -46664.762514 + Penalty 1271.401160 = -45393.361354 nChanged 22 SP:Iteration 3Q (48.531722 sec): 3 clusters Score: Raw -46690.584712 + Penalty 1297.730264 = -45392.854448 nChanged 22 SP:Iteration 4F (48.532719 sec): 3 clusters Score: Raw -46716.975451 + Penalty 1312.101904 = -45404.873548 nChanged 11 SP:Iteration 5Q (48.533675 sec): 3 clusters Score: Raw -46733.912616 + Penalty 1328.639286 = -45405.273330 nChanged 11 SP:Iteration 6Q (48.534647 sec): 3 clusters Score: Raw -46747.877504 + Penalty 1347.150112 = -45400.727392 nChanged 10 SP:Iteration 7F (48.535650 sec): 3 clusters Score: Raw -46761.077088 + Penalty 1357.370595 = -45403.706494 nChanged 6 SP:Iteration 8Q (48.536572 sec): 3 clusters Score: Raw -46768.722794 + Penalty 1362.858366 = -45405.864428 nChanged 6 SP:Iteration 9Q (48.537482 sec): 3 clusters Score: Raw -46775.232388 + Penalty 1361.146766 = -45414.085622 nChanged 1 SP:Iteration 10F (48.538484 sec): 3 clusters Score: Raw -46776.722890 + Penalty 1361.661144 = -45415.061746 nChanged 3 SP:Iteration 11Q (48.539398 sec): 3 clusters Score: Raw -46780.417934 + Penalty 1361.661144 = -45418.756790 nChanged 0 SP:Iteration 12F (48.540401 sec): 3 clusters Score: Raw -46780.417934 + Penalty 1361.661144 = -45418.756790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.541917 sec): 2 clusters Score: Raw -34198.682549 + Penalty 352.309536 = -33846.373013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.542756 sec): 3 clusters Score: Raw -34062.217447 + Penalty 709.218980 = -33352.998467 nChanged 124 SP:Iteration 1F (48.543596 sec): 3 clusters Score: Raw -34209.087613 + Penalty 709.640262 = -33499.447351 nChanged 40 SP:Iteration 2F (48.544457 sec): 3 clusters Score: Raw -34260.735085 + Penalty 705.474571 = -33555.260514 nChanged 27 SP:Iteration 3F (48.545275 sec): 3 clusters Score: Raw -34290.234574 + Penalty 703.071949 = -33587.162625 nChanged 12 SP:Iteration 4Q (48.546076 sec): 3 clusters Score: Raw -34298.561113 + Penalty 706.100197 = -33592.460916 nChanged 4 SP:Iteration 5Q (48.546865 sec): 3 clusters Score: Raw -34300.448197 + Penalty 705.233589 = -33595.214607 nChanged 1 SP:Iteration 6Q (48.547666 sec): 3 clusters Score: Raw -34301.685042 + Penalty 706.584186 = -33595.100855 nChanged 2 SP:Iteration 7F (48.548497 sec): 3 clusters Score: Raw -34303.307194 + Penalty 706.622878 = -33596.684316 nChanged 1 SP:Iteration 8Q (48.549281 sec): 3 clusters Score: Raw -34303.744890 + Penalty 706.622878 = -33597.122012 nChanged 0 SP:Iteration 9F (48.550106 sec): 3 clusters Score: Raw -34303.744890 + Penalty 706.622878 = -33597.122012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.551367 sec): 2 clusters Score: Raw -28613.989892 + Penalty 330.878638 = -28283.111255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.552128 sec): 3 clusters Score: Raw -28486.566453 + Penalty 676.562389 = -27810.004064 nChanged 90 SP:Iteration 1F (48.552873 sec): 3 clusters Score: Raw -28572.512266 + Penalty 679.607788 = -27892.904478 nChanged 26 SP:Iteration 2F (48.553620 sec): 3 clusters Score: Raw -28591.139837 + Penalty 681.472402 = -27909.667435 nChanged 9 SP:Iteration 3Q (48.554356 sec): 3 clusters Score: Raw -28597.448287 + Penalty 684.856297 = -27912.591990 nChanged 7 SP:Iteration 4Q (48.555075 sec): 3 clusters Score: Raw -28606.834992 + Penalty 688.062685 = -27918.772307 nChanged 7 SP:Iteration 5Q (48.555778 sec): 3 clusters Score: Raw -28612.097481 + Penalty 686.520308 = -27925.577172 nChanged 2 SP:Iteration 6Q (48.556478 sec): 3 clusters Score: Raw -28613.829350 + Penalty 686.259325 = -27927.570025 nChanged 1 SP:Iteration 7Q (48.557197 sec): 3 clusters Score: Raw -28614.300639 + Penalty 684.241824 = -27930.058816 nChanged 3 SP:Iteration 8Q (48.557901 sec): 3 clusters Score: Raw -28615.409811 + Penalty 683.024902 = -27932.384909 nChanged 2 SP:Iteration 9Q (48.558601 sec): 3 clusters Score: Raw -28615.883949 + Penalty 683.024902 = -27932.859047 nChanged 0 SP:Iteration 10F (48.559316 sec): 3 clusters Score: Raw -28615.883949 + Penalty 683.024902 = -27932.859047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.560408 sec): 2 clusters Score: Raw -23676.441702 + Penalty 421.320318 = -23255.121383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.561053 sec): 3 clusters Score: Raw -23589.719131 + Penalty 829.539893 = -22760.179237 nChanged 64 SP:Iteration 1F (48.561715 sec): 3 clusters Score: Raw -23688.172080 + Penalty 812.738816 = -22875.433264 nChanged 31 SP:Iteration 2F (48.562395 sec): 3 clusters Score: Raw -23745.634422 + Penalty 804.837285 = -22940.797138 nChanged 13 SP:Iteration 3F (48.563082 sec): 3 clusters Score: Raw -23754.015671 + Penalty 804.428545 = -22949.587127 nChanged 3 SP:Iteration 4Q (48.563737 sec): 3 clusters Score: Raw -23755.762042 + Penalty 803.648269 = -22952.113773 nChanged 1 SP:Iteration 5Q (48.564377 sec): 3 clusters Score: Raw -23755.970205 + Penalty 801.960776 = -22954.009429 nChanged 2 SP:Iteration 6Q (48.564989 sec): 3 clusters Score: Raw -23756.111629 + Penalty 800.284378 = -22955.827251 nChanged 2 SP:Iteration 7Q (48.565600 sec): 3 clusters Score: Raw -23757.021596 + Penalty 799.911779 = -22957.109816 nChanged 3 SP:Iteration 8Q (48.566241 sec): 3 clusters Score: Raw -23760.314503 + Penalty 801.777588 = -22958.536915 nChanged 1 SP:Iteration 9Q (48.566857 sec): 3 clusters Score: Raw -23769.434914 + Penalty 800.358183 = -22969.076732 nChanged 3 SP:Iteration 10F (48.567548 sec): 3 clusters Score: Raw -23770.561736 + Penalty 799.065356 = -22971.496380 nChanged 1 SP:Iteration 11Q (48.568183 sec): 3 clusters Score: Raw -23770.783215 + Penalty 799.065356 = -22971.717860 nChanged 0 SP:Iteration 12F (48.568861 sec): 3 clusters Score: Raw -23770.783215 + Penalty 799.065356 = -22971.717860 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 25 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.571689 sec): 2 clusters Score: Raw -81072.347688 + Penalty 539.317835 = -80533.029853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.573399 sec): 3 clusters Score: Raw -80637.773723 + Penalty 1087.357151 = -79550.416571 nChanged 301 SP:Iteration 1F (48.575024 sec): 3 clusters Score: Raw -80836.433890 + Penalty 1122.575861 = -79713.858029 nChanged 116 SP:Iteration 2F (48.576651 sec): 3 clusters Score: Raw -80983.662689 + Penalty 1176.566026 = -79807.096663 nChanged 93 SP:Iteration 3F (48.578284 sec): 3 clusters Score: Raw -81104.547218 + Penalty 1215.065314 = -79889.481904 nChanged 53 SP:Iteration 4F (48.579917 sec): 3 clusters Score: Raw -81169.088394 + Penalty 1238.944217 = -79930.144177 nChanged 38 SP:Iteration 5Q (48.581475 sec): 3 clusters Score: Raw -81203.005511 + Penalty 1252.923462 = -79950.082048 nChanged 22 SP:Iteration 6Q (48.582989 sec): 3 clusters Score: Raw -81219.276290 + Penalty 1265.357393 = -79953.918896 nChanged 20 SP:Iteration 7Q (48.584484 sec): 3 clusters Score: Raw -81236.131264 + Penalty 1273.485800 = -79962.645464 nChanged 11 SP:Iteration 8Q (48.585982 sec): 3 clusters Score: Raw -81243.243885 + Penalty 1284.999376 = -79958.244508 nChanged 8 SP:Iteration 9F (48.587584 sec): 3 clusters Score: Raw -81249.175230 + Penalty 1289.666286 = -79959.508943 nChanged 5 SP:Iteration 10F (48.589176 sec): 3 clusters Score: Raw -81252.703416 + Penalty 1293.171907 = -79959.531509 nChanged 5 SP:Iteration 11Q (48.590636 sec): 3 clusters Score: Raw -81257.379498 + Penalty 1300.380916 = -79956.998583 nChanged 4 SP:Iteration 12F (48.592238 sec): 3 clusters Score: Raw -81259.270483 + Penalty 1300.380916 = -79958.889568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.592727 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.592916 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.593383 sec): 2 clusters Score: Raw -337.527344 + Penalty 10.050634 = -327.476710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.593575 sec): 3 clusters Score: Raw -343.859502 + Penalty 20.101268 = -323.758234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.596319 sec): 2 clusters Score: Raw -48073.994622 + Penalty 712.362433 = -47361.632189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.597378 sec): 3 clusters Score: Raw -47871.597910 + Penalty 1426.051493 = -46445.546417 nChanged 144 SP:Iteration 1F (48.598405 sec): 3 clusters Score: Raw -47998.636129 + Penalty 1427.348578 = -46571.287551 nChanged 44 SP:Iteration 2F (48.599443 sec): 3 clusters Score: Raw -48050.059594 + Penalty 1430.616001 = -46619.443593 nChanged 23 SP:Iteration 3Q (48.600485 sec): 3 clusters Score: Raw -48074.486058 + Penalty 1432.541981 = -46641.944077 nChanged 5 SP:Iteration 4Q (48.601505 sec): 3 clusters Score: Raw -48080.702329 + Penalty 1435.045924 = -46645.656405 nChanged 8 SP:Iteration 5Q (48.602513 sec): 3 clusters Score: Raw -48091.730585 + Penalty 1436.646892 = -46655.083693 nChanged 5 SP:Iteration 6Q (48.603550 sec): 3 clusters Score: Raw -48097.034814 + Penalty 1438.296003 = -46658.738811 nChanged 6 SP:Iteration 7Q (48.604578 sec): 3 clusters Score: Raw -48102.573439 + Penalty 1441.074450 = -46661.498989 nChanged 6 SP:Iteration 8Q (48.605584 sec): 3 clusters Score: Raw -48106.743982 + Penalty 1444.687415 = -46662.056566 nChanged 8 SP:Iteration 9Q (48.606583 sec): 3 clusters Score: Raw -48114.528871 + Penalty 1447.925799 = -46666.603072 nChanged 5 SP:Iteration 10F (48.607609 sec): 3 clusters Score: Raw -48120.449373 + Penalty 1449.432758 = -46671.016615 nChanged 4 SP:Iteration 11Q (48.608600 sec): 3 clusters Score: Raw -48123.819507 + Penalty 1452.684427 = -46671.135080 nChanged 4 SP:Iteration 12Q (48.609610 sec): 3 clusters Score: Raw -48127.034023 + Penalty 1456.037639 = -46670.996384 nChanged 5 SP:Iteration 13F (48.610639 sec): 3 clusters Score: Raw -48130.241263 + Penalty 1459.378313 = -46670.862950 nChanged 6 SP:Iteration 14F (48.611666 sec): 3 clusters Score: Raw -48137.764254 + Penalty 1465.816125 = -46671.948129 nChanged 8 SP:Iteration 15Q (48.612651 sec): 3 clusters Score: Raw -48145.832131 + Penalty 1468.669202 = -46677.162929 nChanged 8 SP:Iteration 16Q (48.613631 sec): 3 clusters Score: Raw -48152.450429 + Penalty 1471.860737 = -46680.589692 nChanged 3 SP:Iteration 17Q (48.614630 sec): 3 clusters Score: Raw -48154.327891 + Penalty 1474.437188 = -46679.890703 nChanged 2 SP:Iteration 18F (48.615660 sec): 3 clusters Score: Raw -48156.784286 + Penalty 1481.933019 = -46674.851266 nChanged 6 SP:Iteration 19F (48.616687 sec): 3 clusters Score: Raw -48165.401446 + Penalty 1489.993698 = -46675.407748 nChanged 7 SP:Iteration 20F (48.617716 sec): 3 clusters Score: Raw -48173.376280 + Penalty 1496.354825 = -46677.021455 nChanged 5 SP:Iteration 21Q (48.618684 sec): 3 clusters Score: Raw -48179.261418 + Penalty 1500.918988 = -46678.342430 nChanged 3 SP:Iteration 22Q (48.619666 sec): 3 clusters Score: Raw -48181.326158 + Penalty 1505.659523 = -46675.666635 nChanged 4 SP:Iteration 23F (48.620698 sec): 3 clusters Score: Raw -48186.711349 + Penalty 1508.531094 = -46678.180255 nChanged 3 SP:Iteration 24Q (48.621657 sec): 3 clusters Score: Raw -48189.212283 + Penalty 1512.860967 = -46676.351317 nChanged 5 SP:Iteration 25F (48.622684 sec): 3 clusters Score: Raw -48193.944066 + Penalty 1518.150939 = -46675.793127 nChanged 4 SP:Iteration 26F (48.623711 sec): 3 clusters Score: Raw -48199.115108 + Penalty 1520.335659 = -46678.779449 nChanged 2 SP:Iteration 27Q (48.624683 sec): 3 clusters Score: Raw -48199.854216 + Penalty 1521.647583 = -46678.206633 nChanged 1 SP:Iteration 28F (48.625713 sec): 3 clusters Score: Raw -48200.168758 + Penalty 1521.647583 = -46678.521175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.626779 sec): 2 clusters Score: Raw -18075.631775 + Penalty 168.344594 = -17907.287182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.627372 sec): 3 clusters Score: Raw -17979.377771 + Penalty 354.634724 = -17624.743047 nChanged 69 SP:Iteration 1F (48.627954 sec): 3 clusters Score: Raw -18046.353533 + Penalty 458.440862 = -17587.912671 nChanged 25 SP:Iteration 2F (48.628509 sec): 3 clusters Score: Raw -18086.391119 + Penalty 610.153901 = -17476.237218 nChanged 8 SP:Iteration 3F (48.629078 sec): 3 clusters Score: Raw -18112.401185 + Penalty 610.153901 = -17502.247284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.630994 sec): 2 clusters Score: Raw -51544.549869 + Penalty 383.285549 = -51161.264320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.632170 sec): 3 clusters Score: Raw -51249.771760 + Penalty 764.189078 = -50485.582682 nChanged 201 SP:Iteration 1F (48.633301 sec): 3 clusters Score: Raw -51421.028237 + Penalty 779.832004 = -50641.196234 nChanged 46 SP:Iteration 2F (48.634469 sec): 3 clusters Score: Raw -51471.384884 + Penalty 794.081231 = -50677.303652 nChanged 24 SP:Iteration 3Q (48.635576 sec): 3 clusters Score: Raw -51501.307733 + Penalty 809.000588 = -50692.307145 nChanged 15 SP:Iteration 4Q (48.636643 sec): 3 clusters Score: Raw -51522.926129 + Penalty 814.995483 = -50707.930645 nChanged 7 SP:Iteration 5Q (48.637654 sec): 3 clusters Score: Raw -51527.863501 + Penalty 812.653555 = -50715.209946 nChanged 6 SP:Iteration 6Q (48.638652 sec): 3 clusters Score: Raw -51531.118128 + Penalty 814.614654 = -50716.503474 nChanged 3 SP:Iteration 7Q (48.639642 sec): 3 clusters Score: Raw -51532.697140 + Penalty 812.504463 = -50720.192677 nChanged 2 SP:Iteration 8Q (48.640624 sec): 3 clusters Score: Raw -51532.789588 + Penalty 812.504463 = -50720.285126 nChanged 0 SP:Iteration 9F (48.641731 sec): 3 clusters Score: Raw -51532.789588 + Penalty 812.504463 = -50720.285126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.642743 sec): 2 clusters Score: Raw -22404.236645 + Penalty 452.371287 = -21951.865358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.643341 sec): 3 clusters Score: Raw -22368.593717 + Penalty 910.034275 = -21458.559441 nChanged 49 SP:Iteration 1F (48.643947 sec): 3 clusters Score: Raw -22456.017701 + Penalty 913.842754 = -21542.174948 nChanged 13 SP:Iteration 2F (48.644541 sec): 3 clusters Score: Raw -22481.765421 + Penalty 919.566249 = -21562.199173 nChanged 8 SP:Iteration 3Q (48.645104 sec): 3 clusters Score: Raw -22492.907376 + Penalty 924.192644 = -21568.714732 nChanged 5 SP:Iteration 4Q (48.645664 sec): 3 clusters Score: Raw -22505.781298 + Penalty 924.049869 = -21581.731429 nChanged 2 SP:Iteration 5Q (48.646220 sec): 3 clusters Score: Raw -22508.740561 + Penalty 924.049869 = -21584.690693 nChanged 0 SP:Iteration 6F (48.646804 sec): 3 clusters Score: Raw -22508.740561 + Penalty 924.049869 = -21584.690693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.647314 sec): 2 clusters Score: Raw -249.270195 + Penalty 14.345288 = -234.924907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.647537 sec): 3 clusters Score: Raw -253.611612 + Penalty 24.264463 = -229.347149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.648296 sec): 2 clusters Score: Raw -2897.728405 + Penalty 528.072526 = -2369.655879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.648702 sec): 3 clusters Score: Raw -3191.111698 + Penalty 1086.328438 = -2104.783261 nChanged 19 SP:Iteration 1F (48.649096 sec): 3 clusters Score: Raw -3263.475145 + Penalty 1110.053128 = -2153.422017 nChanged 4 SP:Iteration 2Q (48.649454 sec): 3 clusters Score: Raw -3286.912730 + Penalty 1122.891634 = -2164.021096 nChanged 2 SP:Iteration 3Q (48.649806 sec): 3 clusters Score: Raw -3292.341348 + Penalty 1122.891634 = -2169.449714 nChanged 0 SP:Iteration 4F (48.650198 sec): 3 clusters Score: Raw -3292.341348 + Penalty 1122.891634 = -2169.449714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.651177 sec): 2 clusters Score: Raw -18951.220703 + Penalty 256.287997 = -18694.932706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.651746 sec): 3 clusters Score: Raw -18856.533232 + Penalty 530.356964 = -18326.176268 nChanged 69 SP:Iteration 1F (48.652305 sec): 3 clusters Score: Raw -18917.878606 + Penalty 530.138937 = -18387.739668 nChanged 14 SP:Iteration 2F (48.652867 sec): 3 clusters Score: Raw -18937.309259 + Penalty 527.628743 = -18409.680516 nChanged 6 SP:Iteration 3Q (48.653457 sec): 3 clusters Score: Raw -18948.095350 + Penalty 530.535882 = -18417.559468 nChanged 1 SP:Iteration 4Q (48.653990 sec): 3 clusters Score: Raw -18948.385415 + Penalty 530.260460 = -18418.124956 nChanged 1 SP:Iteration 5Q (48.654523 sec): 3 clusters Score: Raw -18948.189706 + Penalty 529.015194 = -18419.174511 nChanged 1 SP:Iteration 6Q (48.655051 sec): 3 clusters Score: Raw -18947.698700 + Penalty 529.015194 = -18418.683506 nChanged 0 SP:Iteration 7F (48.655606 sec): 3 clusters Score: Raw -18947.698700 + Penalty 529.015194 = -18418.683506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.656066 sec): 2 clusters Score: Raw -88.613764 + Penalty 0.000000 = -88.613764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.656249 sec): 2 clusters Score: Raw -88.613764 + Penalty 0.000000 = -88.613764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.656697 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.656881 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.657332 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.657513 sec): 2 clusters Score: Raw -86.824042 + Penalty 0.000000 = -86.824042 nChanged 0 Deleting Class 98 (1 points): Lose 39.898167 but Gain 144.718757 Iteration 119Q (48.771749 sec): 29 clusters Score: Raw -2817092.578714 + Penalty 14409.115065 = -2802683.463649 nChanged 59 Deleting Class 205 (1 points): Lose 25.473913 but Gain 51.685270 Iteration 120F (49.175109 sec): 28 clusters Score: Raw -2817084.562770 + Penalty 14356.268665 = -2802728.294105 nChanged 56 Deleting Class 50 (3 points): Lose 121.362146 but Gain 134.977570 Iteration 121Q (49.273792 sec): 27 clusters Score: Raw -2816979.617170 + Penalty 14194.791279 = -2802784.825891 nChanged 56 Deleting Class 28 (1 points): Lose 39.652431 but Gain 51.685270 Iteration 122Q (49.370112 sec): 26 clusters Score: Raw -2816952.786170 + Penalty 14195.701234 = -2802757.084936 nChanged 46 Deleting Class 218 (1 points): Lose 43.214547 but Gain 51.685270 Iteration 123F (49.756567 sec): 25 clusters Score: Raw -2816996.381074 + Penalty 14149.509077 = -2802846.871997 nChanged 47 Iteration 124Q (49.853612 sec): 25 clusters Score: Raw -2817018.912153 + Penalty 14163.332447 = -2802855.579706 nChanged 46 Iteration 125Q (49.948681 sec): 25 clusters Score: Raw -2817042.395291 + Penalty 14163.723229 = -2802878.672063 nChanged 51 Iteration 126Q (50.042663 sec): 25 clusters Score: Raw -2817051.045260 + Penalty 14164.588066 = -2802886.457194 nChanged 59 Iteration 127Q (50.137226 sec): 25 clusters Score: Raw -2817060.934250 + Penalty 14164.135697 = -2802896.798553 nChanged 62 Iteration 128Q (50.233982 sec): 25 clusters Score: Raw -2817068.145830 + Penalty 14163.022642 = -2802905.123188 nChanged 64 Iteration 129Q (50.327841 sec): 25 clusters Score: Raw -2817075.754042 + Penalty 14163.749797 = -2802912.004244 nChanged 61 Iteration 130F (50.701993 sec): 25 clusters Score: Raw -2817083.826235 + Penalty 14162.542907 = -2802921.283328 nChanged 62 Iteration 131Q (50.796715 sec): 25 clusters Score: Raw -2817091.682064 + Penalty 14163.209939 = -2802928.472126 nChanged 59 Iteration 132Q (50.891959 sec): 25 clusters Score: Raw -2817100.310727 + Penalty 14163.944282 = -2802936.366444 nChanged 59 Iteration 133Q (50.986223 sec): 25 clusters Score: Raw -2817108.064515 + Penalty 14162.396677 = -2802945.667838 nChanged 69 Iteration 134Q (51.080806 sec): 25 clusters Score: Raw -2817115.665299 + Penalty 14161.298916 = -2802954.366382 nChanged 46 Iteration 135Q (51.174361 sec): 25 clusters Score: Raw -2817121.863768 + Penalty 14158.754863 = -2802963.108905 nChanged 46 Iteration 136Q (51.268571 sec): 25 clusters Score: Raw -2817125.827177 + Penalty 14157.264333 = -2802968.562844 nChanged 35 Iteration 137Q (51.363586 sec): 25 clusters Score: Raw -2817128.849418 + Penalty 14158.949454 = -2802969.899965 nChanged 38 Iteration 138Q (51.458345 sec): 25 clusters Score: Raw -2817132.101697 + Penalty 14160.511069 = -2802971.590627 nChanged 31 Iteration 139Q (51.561864 sec): 25 clusters Score: Raw -2817134.163510 + Penalty 14161.190735 = -2802972.972775 nChanged 29 Iteration 140F (51.932029 sec): 25 clusters Score: Raw -2817136.116846 + Penalty 14161.870143 = -2802974.246704 nChanged 25 Iteration 141Q (52.025910 sec): 25 clusters Score: Raw -2817137.976187 + Penalty 14161.922820 = -2802976.053367 nChanged 20 Iteration 142Q (52.119558 sec): 25 clusters Score: Raw -2817139.177674 + Penalty 14161.789334 = -2802977.388341 nChanged 16 Iteration 143Q (52.212873 sec): 25 clusters Score: Raw -2817139.835770 + Penalty 14161.797525 = -2802978.038245 nChanged 9 Iteration 144Q (52.306839 sec): 25 clusters Score: Raw -2817140.295650 + Penalty 14161.356879 = -2802978.938771 nChanged 10 Iteration 145Q (52.400676 sec): 25 clusters Score: Raw -2817140.868341 + Penalty 14162.050262 = -2802978.818079 nChanged 8 Iteration 146F (52.769856 sec): 25 clusters Score: Raw -2817141.681846 + Penalty 14161.489955 = -2802980.191891 nChanged 6 Iteration 147Q (52.865082 sec): 25 clusters Score: Raw -2817142.277946 + Penalty 14161.968155 = -2802980.309791 nChanged 6 Iteration 148Q (52.958460 sec): 25 clusters Score: Raw -2817142.731816 + Penalty 14161.757312 = -2802980.974505 nChanged 9 Iteration 149Q (53.051784 sec): 25 clusters Score: Raw -2817143.177189 + Penalty 14161.212906 = -2802981.964283 nChanged 9 Iteration 150F (53.420626 sec): 25 clusters Score: Raw -2817143.531546 + Penalty 14161.421060 = -2802982.110486 nChanged 7 Iteration 151Q (53.513693 sec): 25 clusters Score: Raw -2817143.872444 + Penalty 14161.620198 = -2802982.252247 nChanged 4 Iteration 152Q (53.607992 sec): 25 clusters Score: Raw -2817144.116542 + Penalty 14161.746077 = -2802982.370465 nChanged 1 Iteration 153Q (53.701723 sec): 25 clusters Score: Raw -2817144.209976 + Penalty 14161.794277 = -2802982.415700 nChanged 1 Iteration 154Q (53.795924 sec): 25 clusters Score: Raw -2817144.328445 + Penalty 14161.536292 = -2802982.792152 nChanged 3 Iteration 155Q (53.889596 sec): 25 clusters Score: Raw -2817144.575371 + Penalty 14161.595419 = -2802982.979952 nChanged 1 Iteration 156Q (53.982983 sec): 25 clusters Score: Raw -2817144.716304 + Penalty 14161.820442 = -2802982.895862 nChanged 4 Iteration 157F (54.359488 sec): 25 clusters Score: Raw -2817145.118517 + Penalty 14161.895111 = -2802983.223407 nChanged 1 Iteration 158Q (54.452706 sec): 25 clusters Score: Raw -2817145.223125 + Penalty 14162.175222 = -2802983.047903 nChanged 3 Iteration 159F (54.840534 sec): 25 clusters Score: Raw -2817145.474188 + Penalty 14162.763862 = -2802982.710326 nChanged 2 Iteration 160F (55.214201 sec): 25 clusters Score: Raw -2817145.498910 + Penalty 14162.888843 = -2802982.610067 nChanged 1 Iteration 161F (55.590469 sec): 25 clusters Score: Raw -2817145.675982 + Penalty 14163.426923 = -2802982.249060 nChanged 3 Iteration 162F (55.961592 sec): 25 clusters Score: Raw -2817146.084281 + Penalty 14162.122711 = -2802983.961571 nChanged 4 Iteration 163Q (56.053690 sec): 25 clusters Score: Raw -2817146.677675 + Penalty 14161.070050 = -2802985.607625 nChanged 7 Iteration 164Q (56.145719 sec): 25 clusters Score: Raw -2817147.844421 + Penalty 14160.021905 = -2802987.822516 nChanged 9 Iteration 165Q (56.239482 sec): 25 clusters Score: Raw -2817149.087956 + Penalty 14160.530419 = -2802988.557538 nChanged 7 Iteration 166Q (56.331955 sec): 25 clusters Score: Raw -2817149.758729 + Penalty 14160.699807 = -2802989.058922 nChanged 3 Iteration 167Q (56.425532 sec): 25 clusters Score: Raw -2817150.259155 + Penalty 14159.864808 = -2802990.394346 nChanged 7 Iteration 168Q (56.519432 sec): 25 clusters Score: Raw -2817151.020903 + Penalty 14159.567916 = -2802991.452987 nChanged 5 Iteration 169Q (56.612583 sec): 25 clusters Score: Raw -2817151.452546 + Penalty 14160.527078 = -2802990.925468 nChanged 4 Iteration 170F (56.987676 sec): 25 clusters Score: Raw -2817151.930571 + Penalty 14160.493657 = -2802991.436914 nChanged 5 Iteration 171Q (57.080435 sec): 25 clusters Score: Raw -2817152.568160 + Penalty 14158.610423 = -2802993.957737 nChanged 6 Iteration 172Q (57.173206 sec): 25 clusters Score: Raw -2817153.268583 + Penalty 14159.018397 = -2802994.250186 nChanged 4 Iteration 173Q (57.265668 sec): 25 clusters Score: Raw -2817153.748431 + Penalty 14159.334918 = -2802994.413513 nChanged 3 Iteration 174Q (57.358128 sec): 25 clusters Score: Raw -2817154.053960 + Penalty 14158.980504 = -2802995.073456 nChanged 4 Iteration 175Q (57.450513 sec): 25 clusters Score: Raw -2817154.630571 + Penalty 14159.394390 = -2802995.236180 nChanged 3 Iteration 176Q (57.548457 sec): 25 clusters Score: Raw -2817155.109254 + Penalty 14159.508803 = -2802995.600450 nChanged 6 Iteration 177Q (57.641446 sec): 25 clusters Score: Raw -2817155.592297 + Penalty 14159.040477 = -2802996.551819 nChanged 4 Iteration 178Q (57.734390 sec): 25 clusters Score: Raw -2817155.763067 + Penalty 14159.061101 = -2802996.701966 nChanged 2 Iteration 179Q (57.827202 sec): 25 clusters Score: Raw -2817155.756591 + Penalty 14158.929367 = -2802996.827224 nChanged 2 Iteration 180F (58.201399 sec): 25 clusters Score: Raw -2817155.916518 + Penalty 14158.777043 = -2802997.139475 nChanged 2 Iteration 181Q (58.293673 sec): 25 clusters Score: Raw -2817156.063280 + Penalty 14159.184739 = -2802996.878541 nChanged 2 Iteration 182F (58.666345 sec): 25 clusters Score: Raw -2817156.221367 + Penalty 14159.184739 = -2802997.036628 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2817156.221367 + Penalty 14159.184739 = -2802997.036628Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 1 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.725925 sec): 2 clusters Score: Raw -3658.777182 + Penalty 44.966871 = -3613.810312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.726217 sec): 3 clusters Score: Raw -3675.937324 + Penalty 95.701425 = -3580.235899 nChanged 13 SP:Iteration 1F (58.726493 sec): 3 clusters Score: Raw -3694.486589 + Penalty 134.915088 = -3559.571500 nChanged 9 SP:Iteration 2F (58.726762 sec): 3 clusters Score: Raw -3728.965319 + Penalty 134.915088 = -3594.050230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 2 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.729472 sec): 2 clusters Score: Raw -47426.586101 + Penalty 82.165571 = -47344.420530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.730566 sec): 3 clusters Score: Raw -47106.760580 + Penalty 168.678200 = -46938.082379 nChanged 223 SP:Iteration 1F (58.731643 sec): 3 clusters Score: Raw -47319.141290 + Penalty 159.308161 = -47159.833129 nChanged 35 SP:Iteration 2F (58.732735 sec): 3 clusters Score: Raw -47356.198473 + Penalty 134.614686 = -47221.583787 nChanged 34 SP:Iteration 3F (58.733784 sec): 3 clusters Score: Raw -47397.181200 + Penalty 82.165571 = -47315.015628 nChanged 25 SP:Iteration 4Q (58.734629 sec): 2 clusters Score: Raw -47426.586101 + Penalty 82.165571 = -47344.420530 nChanged 0 SP:Iteration 5F (58.735475 sec): 2 clusters Score: Raw -47426.586101 + Penalty 82.165571 = -47344.420530 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 3 (4250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.754357 sec): 2 clusters Score: Raw -397340.397917 + Penalty 180.517459 = -397159.880458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.762423 sec): 3 clusters Score: Raw -394523.668685 + Penalty 362.913803 = -394160.754882 nChanged 2020 SP:Iteration 1F (58.770189 sec): 3 clusters Score: Raw -396276.660879 + Penalty 343.394006 = -395933.266874 nChanged 529 SP:Iteration 2F (58.777791 sec): 3 clusters Score: Raw -396884.527215 + Penalty 346.552590 = -396537.974625 nChanged 223 SP:Iteration 3F (58.785553 sec): 3 clusters Score: Raw -397091.572219 + Penalty 349.834416 = -396741.737802 nChanged 66 SP:Iteration 4Q (58.792328 sec): 3 clusters Score: Raw -397117.722875 + Penalty 350.824427 = -396766.898448 nChanged 39 SP:Iteration 5Q (58.798803 sec): 3 clusters Score: Raw -397132.946365 + Penalty 350.838794 = -396782.107572 nChanged 36 SP:Iteration 6Q (58.805359 sec): 3 clusters Score: Raw -397146.814406 + Penalty 349.402780 = -396797.411626 nChanged 37 SP:Iteration 7Q (58.811770 sec): 3 clusters Score: Raw -397161.088416 + Penalty 349.054354 = -396812.034062 nChanged 35 SP:Iteration 8Q (58.818173 sec): 3 clusters Score: Raw -397174.120554 + Penalty 349.445235 = -396824.675319 nChanged 34 SP:Iteration 9Q (58.824585 sec): 3 clusters Score: Raw -397186.512055 + Penalty 347.557091 = -396838.954964 nChanged 27 SP:Iteration 10F (58.832203 sec): 3 clusters Score: Raw -397196.318971 + Penalty 345.821174 = -396850.497797 nChanged 26 SP:Iteration 11Q (58.838486 sec): 3 clusters Score: Raw -397204.909206 + Penalty 346.358966 = -396858.550240 nChanged 27 SP:Iteration 12Q (58.844751 sec): 3 clusters Score: Raw -397213.008777 + Penalty 344.443190 = -396868.565587 nChanged 23 SP:Iteration 13Q (58.851183 sec): 3 clusters Score: Raw -397218.751516 + Penalty 341.313018 = -396877.438498 nChanged 23 SP:Iteration 14Q (58.857496 sec): 3 clusters Score: Raw -397225.149531 + Penalty 347.499340 = -396877.650192 nChanged 26 SP:Iteration 15Q (58.863818 sec): 3 clusters Score: Raw -397233.278404 + Penalty 343.382306 = -396889.896098 nChanged 28 SP:Iteration 16Q (58.870115 sec): 3 clusters Score: Raw -397242.439125 + Penalty 354.357040 = -396888.082085 nChanged 35 SP:Iteration 17F (58.877875 sec): 3 clusters Score: Raw -397257.132709 + Penalty 341.417794 = -396915.714914 nChanged 34 SP:Iteration 18Q (58.884186 sec): 3 clusters Score: Raw -397278.367316 + Penalty 317.429990 = -396960.937326 nChanged 36 SP:Iteration 19Q (58.890519 sec): 3 clusters Score: Raw -397309.314851 + Penalty 180.517459 = -397128.797392 nChanged 28 SP:Iteration 20F (58.896435 sec): 2 clusters Score: Raw -397340.397917 + Penalty 180.517459 = -397159.880458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.899187 sec): 2 clusters Score: Raw -3861.709575 + Penalty 62.086908 = -3799.622667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.899499 sec): 3 clusters Score: Raw -3864.541952 + Penalty 120.775931 = -3743.766021 nChanged 13 SP:Iteration 1F (58.899795 sec): 3 clusters Score: Raw -3876.743010 + Penalty 129.296378 = -3747.446632 nChanged 4 SP:Iteration 2F (58.900091 sec): 3 clusters Score: Raw -3880.710418 + Penalty 141.244549 = -3739.465869 nChanged 3 SP:Iteration 3F (58.900386 sec): 3 clusters Score: Raw -3884.474136 + Penalty 149.447691 = -3735.026445 nChanged 1 SP:Iteration 4F (58.900682 sec): 3 clusters Score: Raw -3889.790756 + Penalty 149.447691 = -3740.343065 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.903941 sec): 2 clusters Score: Raw -58739.386514 + Penalty 160.507131 = -58578.879383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.905272 sec): 3 clusters Score: Raw -58370.608152 + Penalty 320.606619 = -58050.001532 nChanged 265 SP:Iteration 1F (58.906542 sec): 3 clusters Score: Raw -58598.658433 + Penalty 318.239460 = -58280.418973 nChanged 41 SP:Iteration 2F (58.907811 sec): 3 clusters Score: Raw -58640.991641 + Penalty 315.848792 = -58325.142849 nChanged 32 SP:Iteration 3F (58.909090 sec): 3 clusters Score: Raw -58657.949965 + Penalty 315.289658 = -58342.660307 nChanged 11 SP:Iteration 4Q (58.910376 sec): 3 clusters Score: Raw -58660.890985 + Penalty 314.922742 = -58345.968243 nChanged 5 SP:Iteration 5Q (58.911606 sec): 3 clusters Score: Raw -58661.806655 + Penalty 315.060795 = -58346.745861 nChanged 6 SP:Iteration 6Q (58.912826 sec): 3 clusters Score: Raw -58663.488718 + Penalty 313.056305 = -58350.432413 nChanged 7 SP:Iteration 7Q (58.914127 sec): 3 clusters Score: Raw -58666.443505 + Penalty 312.181825 = -58354.261680 nChanged 6 SP:Iteration 8Q (58.915350 sec): 3 clusters Score: Raw -58667.659798 + Penalty 311.830587 = -58355.829212 nChanged 8 SP:Iteration 9Q (58.916561 sec): 3 clusters Score: Raw -58668.782362 + Penalty 308.848457 = -58359.933905 nChanged 10 SP:Iteration 10F (58.917828 sec): 3 clusters Score: Raw -58670.527029 + Penalty 305.892478 = -58364.634550 nChanged 6 SP:Iteration 11Q (58.919048 sec): 3 clusters Score: Raw -58671.124870 + Penalty 305.389467 = -58365.735404 nChanged 5 SP:Iteration 12Q (58.920251 sec): 3 clusters Score: Raw -58671.906134 + Penalty 305.756435 = -58366.149699 nChanged 3 SP:Iteration 13Q (58.921449 sec): 3 clusters Score: Raw -58672.136113 + Penalty 306.129670 = -58366.006443 nChanged 1 SP:Iteration 14F (58.922728 sec): 3 clusters Score: Raw -58672.141240 + Penalty 306.129670 = -58366.011569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.932113 sec): 2 clusters Score: Raw -174752.700857 + Penalty 239.593218 = -174513.107639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.935547 sec): 3 clusters Score: Raw -173593.962661 + Penalty 474.368973 = -173119.593688 nChanged 830 SP:Iteration 1F (58.938935 sec): 3 clusters Score: Raw -174252.781473 + Penalty 459.661362 = -173793.120110 nChanged 253 SP:Iteration 2F (58.942357 sec): 3 clusters Score: Raw -174502.354802 + Penalty 444.879312 = -174057.475490 nChanged 108 SP:Iteration 3F (58.945779 sec): 3 clusters Score: Raw -174607.053871 + Penalty 436.059764 = -174170.994107 nChanged 36 SP:Iteration 4Q (58.949141 sec): 3 clusters Score: Raw -174631.224567 + Penalty 429.893775 = -174201.330792 nChanged 21 SP:Iteration 5Q (58.952505 sec): 3 clusters Score: Raw -174638.111741 + Penalty 429.003419 = -174209.108322 nChanged 15 SP:Iteration 6Q (58.955884 sec): 3 clusters Score: Raw -174641.127403 + Penalty 428.453647 = -174212.673755 nChanged 7 SP:Iteration 7Q (58.959245 sec): 3 clusters Score: Raw -174643.059688 + Penalty 429.173711 = -174213.885978 nChanged 7 SP:Iteration 8Q (58.962519 sec): 3 clusters Score: Raw -174644.968505 + Penalty 428.883770 = -174216.084735 nChanged 3 SP:Iteration 9Q (58.965852 sec): 3 clusters Score: Raw -174645.952119 + Penalty 428.544969 = -174217.407151 nChanged 7 SP:Iteration 10F (58.969234 sec): 3 clusters Score: Raw -174648.006911 + Penalty 429.646784 = -174218.360128 nChanged 4 SP:Iteration 11Q (58.972453 sec): 3 clusters Score: Raw -174648.451210 + Penalty 430.028455 = -174218.422755 nChanged 2 SP:Iteration 12Q (58.975694 sec): 3 clusters Score: Raw -174648.589277 + Penalty 430.028455 = -174218.560822 nChanged 0 SP:Iteration 13F (58.979089 sec): 3 clusters Score: Raw -174648.589277 + Penalty 430.028455 = -174218.560822 nChanged 0 Memory request: 0.06 GB would take us to total of 0.34 GB. Trying to split cluster 7 (12835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.038374 sec): 2 clusters Score: Raw -1168589.981360 + Penalty 280.862091 = -1168309.119270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.062355 sec): 3 clusters Score: Raw -1159867.782043 + Penalty 577.875905 = -1159289.906139 nChanged 6184 SP:Iteration 1F (59.086071 sec): 3 clusters Score: Raw -1163761.263005 + Penalty 595.556452 = -1163165.706552 nChanged 1627 SP:Iteration 2F (59.109900 sec): 3 clusters Score: Raw -1165031.270548 + Penalty 605.461005 = -1164425.809542 nChanged 1099 SP:Iteration 3F (59.133650 sec): 3 clusters Score: Raw -1166252.916586 + Penalty 597.688388 = -1165655.228198 nChanged 849 SP:Iteration 4F (59.157352 sec): 3 clusters Score: Raw -1167220.986654 + Penalty 572.753854 = -1166648.232800 nChanged 555 SP:Iteration 5Q (59.178441 sec): 3 clusters Score: Raw -1167740.410310 + Penalty 551.327897 = -1167189.082412 nChanged 388 SP:Iteration 6Q (59.198909 sec): 3 clusters Score: Raw -1168002.341595 + Penalty 533.384484 = -1167468.957111 nChanged 288 SP:Iteration 7Q (59.218699 sec): 3 clusters Score: Raw -1168163.924516 + Penalty 520.618173 = -1167643.306343 nChanged 242 SP:Iteration 8Q (59.238066 sec): 3 clusters Score: Raw -1168289.682361 + Penalty 511.829133 = -1167777.853228 nChanged 163 SP:Iteration 9Q (59.257448 sec): 3 clusters Score: Raw -1168363.432206 + Penalty 505.368177 = -1167858.064029 nChanged 141 SP:Iteration 10F (59.280636 sec): 3 clusters Score: Raw -1168423.650096 + Penalty 506.087429 = -1167917.562668 nChanged 95 SP:Iteration 11Q (59.300057 sec): 3 clusters Score: Raw -1168459.960004 + Penalty 507.936184 = -1167952.023821 nChanged 77 SP:Iteration 12Q (59.319140 sec): 3 clusters Score: Raw -1168488.437174 + Penalty 509.898051 = -1167978.539123 nChanged 55 SP:Iteration 13Q (59.337914 sec): 3 clusters Score: Raw -1168507.717366 + Penalty 501.654599 = -1168006.062767 nChanged 44 SP:Iteration 14Q (59.356552 sec): 3 clusters Score: Raw -1168520.693611 + Penalty 491.359293 = -1168029.334319 nChanged 33 SP:Iteration 15Q (59.375204 sec): 3 clusters Score: Raw -1168529.170687 + Penalty 487.585298 = -1168041.585389 nChanged 28 SP:Iteration 16Q (59.394119 sec): 3 clusters Score: Raw -1168536.888562 + Penalty 483.615476 = -1168053.273086 nChanged 22 SP:Iteration 17Q (59.413225 sec): 3 clusters Score: Raw -1168543.232927 + Penalty 479.157074 = -1168064.075853 nChanged 17 SP:Iteration 18Q (59.431770 sec): 3 clusters Score: Raw -1168547.421625 + Penalty 479.681154 = -1168067.740471 nChanged 14 SP:Iteration 19Q (59.450661 sec): 3 clusters Score: Raw -1168551.283437 + Penalty 483.482573 = -1168067.800864 nChanged 21 SP:Iteration 20F (59.473920 sec): 3 clusters Score: Raw -1168559.532819 + Penalty 485.925323 = -1168073.607496 nChanged 14 SP:Iteration 21Q (59.492526 sec): 3 clusters Score: Raw -1168565.317720 + Penalty 485.997218 = -1168079.320503 nChanged 11 SP:Iteration 22Q (59.511547 sec): 3 clusters Score: Raw -1168568.256251 + Penalty 488.371728 = -1168079.884523 nChanged 8 SP:Iteration 23Q (59.530280 sec): 3 clusters Score: Raw -1168570.195271 + Penalty 491.196110 = -1168078.999161 nChanged 6 SP:Iteration 24F (59.553597 sec): 3 clusters Score: Raw -1168571.328128 + Penalty 492.173782 = -1168079.154347 nChanged 3 SP:Iteration 25Q (59.571971 sec): 3 clusters Score: Raw -1168571.847452 + Penalty 498.181011 = -1168073.666441 nChanged 2 SP:Iteration 26F (59.595529 sec): 3 clusters Score: Raw -1168572.022138 + Penalty 499.374497 = -1168072.647641 nChanged 2 SP:Iteration 27F (59.619484 sec): 3 clusters Score: Raw -1168572.013052 + Penalty 500.831828 = -1168071.181224 nChanged 3 SP:Iteration 28F (59.642646 sec): 3 clusters Score: Raw -1168572.126531 + Penalty 500.831828 = -1168071.294703 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 8 (2166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.660638 sec): 2 clusters Score: Raw -209910.633083 + Penalty 249.884779 = -209660.748304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.664770 sec): 3 clusters Score: Raw -208556.529789 + Penalty 500.402990 = -208056.126799 nChanged 983 SP:Iteration 1F (59.668843 sec): 3 clusters Score: Raw -209178.414525 + Penalty 503.069700 = -208675.344825 nChanged 202 SP:Iteration 2F (59.672834 sec): 3 clusters Score: Raw -209357.483759 + Penalty 506.467810 = -208851.015949 nChanged 190 SP:Iteration 3F (59.676847 sec): 3 clusters Score: Raw -209503.744858 + Penalty 508.562747 = -208995.182111 nChanged 112 SP:Iteration 4F (59.680934 sec): 3 clusters Score: Raw -209565.168821 + Penalty 510.203093 = -209054.965728 nChanged 76 SP:Iteration 5Q (59.684943 sec): 3 clusters Score: Raw -209591.624510 + Penalty 513.181341 = -209078.443169 nChanged 52 SP:Iteration 6Q (59.688820 sec): 3 clusters Score: Raw -209609.493590 + Penalty 516.351732 = -209093.141858 nChanged 44 SP:Iteration 7Q (59.692782 sec): 3 clusters Score: Raw -209628.346223 + Penalty 519.967628 = -209108.378596 nChanged 47 SP:Iteration 8Q (59.696731 sec): 3 clusters Score: Raw -209648.486504 + Penalty 524.431085 = -209124.055419 nChanged 40 SP:Iteration 9Q (59.700629 sec): 3 clusters Score: Raw -209663.085686 + Penalty 528.662203 = -209134.423483 nChanged 39 SP:Iteration 10F (59.704682 sec): 3 clusters Score: Raw -209679.272848 + Penalty 531.505588 = -209147.767260 nChanged 36 SP:Iteration 11Q (59.708579 sec): 3 clusters Score: Raw -209693.726646 + Penalty 535.189344 = -209158.537302 nChanged 33 SP:Iteration 12Q (59.712486 sec): 3 clusters Score: Raw -209704.895066 + Penalty 538.500613 = -209166.394453 nChanged 30 SP:Iteration 13Q (59.716342 sec): 3 clusters Score: Raw -209713.632554 + Penalty 540.647719 = -209172.984835 nChanged 24 SP:Iteration 14Q (59.720082 sec): 3 clusters Score: Raw -209719.561369 + Penalty 543.220015 = -209176.341354 nChanged 22 SP:Iteration 15Q (59.723824 sec): 3 clusters Score: Raw -209727.251839 + Penalty 547.543423 = -209179.708416 nChanged 32 SP:Iteration 16Q (59.727583 sec): 3 clusters Score: Raw -209738.476693 + Penalty 551.306665 = -209187.170028 nChanged 31 SP:Iteration 17Q (59.731311 sec): 3 clusters Score: Raw -209749.156656 + Penalty 554.977182 = -209194.179474 nChanged 24 SP:Iteration 18Q (59.734989 sec): 3 clusters Score: Raw -209757.224341 + Penalty 558.164882 = -209199.059459 nChanged 22 SP:Iteration 19Q (59.738658 sec): 3 clusters Score: Raw -209763.561805 + Penalty 562.832410 = -209200.729395 nChanged 24 SP:Iteration 20F (59.742623 sec): 3 clusters Score: Raw -209770.174217 + Penalty 568.827891 = -209201.346326 nChanged 33 SP:Iteration 21Q (59.746405 sec): 3 clusters Score: Raw -209780.475978 + Penalty 570.497849 = -209209.978129 nChanged 24 SP:Iteration 22Q (59.750099 sec): 3 clusters Score: Raw -209787.420870 + Penalty 572.303114 = -209215.117756 nChanged 28 SP:Iteration 23Q (59.753772 sec): 3 clusters Score: Raw -209796.689755 + Penalty 575.738552 = -209220.951203 nChanged 28 SP:Iteration 24Q (59.757390 sec): 3 clusters Score: Raw -209805.239902 + Penalty 579.257417 = -209225.982485 nChanged 22 SP:Iteration 25Q (59.760954 sec): 3 clusters Score: Raw -209812.261442 + Penalty 581.838652 = -209230.422790 nChanged 19 SP:Iteration 26Q (59.764538 sec): 3 clusters Score: Raw -209817.057219 + Penalty 590.620415 = -209226.436804 nChanged 21 SP:Iteration 27F (59.768488 sec): 3 clusters Score: Raw -209826.402050 + Penalty 598.418291 = -209227.983760 nChanged 19 SP:Iteration 28Q (59.771987 sec): 3 clusters Score: Raw -209836.974784 + Penalty 606.743011 = -209230.231774 nChanged 22 SP:Iteration 29Q (59.775448 sec): 3 clusters Score: Raw -209845.344193 + Penalty 613.356526 = -209231.987667 nChanged 19 SP:Iteration 30F (59.779377 sec): 3 clusters Score: Raw -209854.078796 + Penalty 620.108633 = -209233.970163 nChanged 25 SP:Iteration 31Q (59.782890 sec): 3 clusters Score: Raw -209869.965592 + Penalty 629.794878 = -209240.170714 nChanged 23 SP:Iteration 32Q (59.786354 sec): 3 clusters Score: Raw -209881.059333 + Penalty 640.372534 = -209240.686799 nChanged 19 SP:Iteration 33Q (59.789800 sec): 3 clusters Score: Raw -209890.932250 + Penalty 650.791725 = -209240.140525 nChanged 16 SP:Iteration 34F (59.793838 sec): 3 clusters Score: Raw -209898.496593 + Penalty 663.403238 = -209235.093355 nChanged 15 SP:Iteration 35F (59.797822 sec): 3 clusters Score: Raw -209904.290357 + Penalty 674.682701 = -209229.607656 nChanged 11 SP:Iteration 36F (59.801772 sec): 3 clusters Score: Raw -209907.453298 + Penalty 677.233888 = -209230.219411 nChanged 9 SP:Iteration 37Q (59.805195 sec): 3 clusters Score: Raw -209909.899911 + Penalty 676.622337 = -209233.277574 nChanged 7 SP:Iteration 38Q (59.808828 sec): 3 clusters Score: Raw -209911.985272 + Penalty 678.661125 = -209233.324147 nChanged 5 SP:Iteration 39Q (59.812575 sec): 3 clusters Score: Raw -209914.139253 + Penalty 678.921998 = -209235.217255 nChanged 4 SP:Iteration 40F (59.816913 sec): 3 clusters Score: Raw -209916.144913 + Penalty 676.419924 = -209239.724989 nChanged 3 SP:Iteration 41Q (59.820332 sec): 3 clusters Score: Raw -209917.730500 + Penalty 676.263547 = -209241.466954 nChanged 1 SP:Iteration 42Q (59.823774 sec): 3 clusters Score: Raw -209917.707912 + Penalty 676.263547 = -209241.444365 nChanged 0 SP:Iteration 43F (59.827801 sec): 3 clusters Score: Raw -209917.707912 + Penalty 676.263547 = -209241.444365 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 9 (2891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.842821 sec): 2 clusters Score: Raw -275526.915887 + Penalty 270.252002 = -275256.663885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.848633 sec): 3 clusters Score: Raw -273630.322511 + Penalty 536.122456 = -273094.200054 nChanged 1335 SP:Iteration 1F (59.854242 sec): 3 clusters Score: Raw -274586.920037 + Penalty 527.245086 = -274059.674951 nChanged 333 SP:Iteration 2F (59.859545 sec): 3 clusters Score: Raw -274846.934617 + Penalty 519.822517 = -274327.112100 nChanged 204 SP:Iteration 3F (59.864784 sec): 3 clusters Score: Raw -274980.655406 + Penalty 515.607927 = -274465.047479 nChanged 145 SP:Iteration 4F (59.870265 sec): 3 clusters Score: Raw -275056.029606 + Penalty 513.080830 = -274542.948776 nChanged 109 SP:Iteration 5Q (59.875681 sec): 3 clusters Score: Raw -275100.836918 + Penalty 510.896463 = -274589.940455 nChanged 72 SP:Iteration 6Q (59.880895 sec): 3 clusters Score: Raw -275126.968899 + Penalty 507.538894 = -274619.430005 nChanged 65 SP:Iteration 7Q (59.885920 sec): 3 clusters Score: Raw -275153.025125 + Penalty 504.179710 = -274648.845415 nChanged 54 SP:Iteration 8Q (59.890889 sec): 3 clusters Score: Raw -275171.220947 + Penalty 500.775063 = -274670.445884 nChanged 39 SP:Iteration 9Q (59.895819 sec): 3 clusters Score: Raw -275182.695153 + Penalty 498.831182 = -274683.863971 nChanged 42 SP:Iteration 10F (59.901137 sec): 3 clusters Score: Raw -275195.844789 + Penalty 496.086845 = -274699.757944 nChanged 42 SP:Iteration 11Q (59.906097 sec): 3 clusters Score: Raw -275207.369115 + Penalty 493.983916 = -274713.385199 nChanged 34 SP:Iteration 12Q (59.911007 sec): 3 clusters Score: Raw -275215.037859 + Penalty 492.343071 = -274722.694788 nChanged 30 SP:Iteration 13Q (59.916284 sec): 3 clusters Score: Raw -275221.075100 + Penalty 491.503648 = -274729.571453 nChanged 24 SP:Iteration 14Q (59.921229 sec): 3 clusters Score: Raw -275225.476840 + Penalty 489.732893 = -274735.743947 nChanged 24 SP:Iteration 15Q (59.926057 sec): 3 clusters Score: Raw -275228.649946 + Penalty 489.558223 = -274739.091723 nChanged 18 SP:Iteration 16Q (59.930845 sec): 3 clusters Score: Raw -275231.904212 + Penalty 488.070960 = -274743.833252 nChanged 21 SP:Iteration 17Q (59.935704 sec): 3 clusters Score: Raw -275236.412955 + Penalty 487.294120 = -274749.118835 nChanged 31 SP:Iteration 18Q (59.940469 sec): 3 clusters Score: Raw -275243.716839 + Penalty 486.016149 = -274757.700690 nChanged 37 SP:Iteration 19Q (59.945328 sec): 3 clusters Score: Raw -275253.674646 + Penalty 486.137883 = -274767.536763 nChanged 32 SP:Iteration 20F (59.950538 sec): 3 clusters Score: Raw -275262.989151 + Penalty 485.506308 = -274777.482843 nChanged 34 SP:Iteration 21Q (59.955384 sec): 3 clusters Score: Raw -275273.440775 + Penalty 483.922217 = -274789.518559 nChanged 37 SP:Iteration 22Q (59.960136 sec): 3 clusters Score: Raw -275286.574404 + Penalty 482.117928 = -274804.456476 nChanged 38 SP:Iteration 23Q (59.964908 sec): 3 clusters Score: Raw -275298.833889 + Penalty 480.769788 = -274818.064100 nChanged 48 SP:Iteration 24Q (59.969580 sec): 3 clusters Score: Raw -275316.950778 + Penalty 477.314066 = -274839.636713 nChanged 43 SP:Iteration 25Q (59.974165 sec): 3 clusters Score: Raw -275336.413878 + Penalty 476.761822 = -274859.652055 nChanged 43 SP:Iteration 26Q (59.978811 sec): 3 clusters Score: Raw -275351.979100 + Penalty 475.816430 = -274876.162670 nChanged 36 SP:Iteration 27Q (59.983583 sec): 3 clusters Score: Raw -275362.686712 + Penalty 478.461554 = -274884.225159 nChanged 33 SP:Iteration 28Q (59.988121 sec): 3 clusters Score: Raw -275375.112143 + Penalty 477.357677 = -274897.754466 nChanged 45 SP:Iteration 29Q (59.992555 sec): 3 clusters Score: Raw -275398.762157 + Penalty 469.269973 = -274929.492184 nChanged 54 SP:Iteration 30F (59.997764 sec): 3 clusters Score: Raw -275433.710846 + Penalty 449.246147 = -274984.464699 nChanged 52 SP:Iteration 31Q (60.002103 sec): 3 clusters Score: Raw -275484.988081 + Penalty 628.364651 = -274856.623431 nChanged 36 SP:Iteration 32F (60.007302 sec): 3 clusters Score: Raw -275524.903840 + Penalty 270.252002 = -275254.651838 nChanged 1 SP:Iteration 33Q (60.011272 sec): 2 clusters Score: Raw -275526.915887 + Penalty 270.252002 = -275256.663885 nChanged 0 SP:Iteration 34F (60.015294 sec): 2 clusters Score: Raw -275526.915887 + Penalty 270.252002 = -275256.663885 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.026508 sec): 2 clusters Score: Raw -93108.228714 + Penalty 295.850319 = -92812.378395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.028571 sec): 3 clusters Score: Raw -92526.128940 + Penalty 592.327894 = -91933.801047 nChanged 409 SP:Iteration 1F (60.030564 sec): 3 clusters Score: Raw -92831.361462 + Penalty 620.141533 = -92211.219929 nChanged 139 SP:Iteration 2F (60.032487 sec): 3 clusters Score: Raw -93011.810682 + Penalty 652.990274 = -92358.820409 nChanged 93 SP:Iteration 3F (60.034379 sec): 3 clusters Score: Raw -93194.829780 + Penalty 669.272640 = -92525.557140 nChanged 58 SP:Iteration 4F (60.036262 sec): 3 clusters Score: Raw -93280.620896 + Penalty 665.901610 = -92614.719286 nChanged 31 SP:Iteration 5Q (60.037980 sec): 3 clusters Score: Raw -93306.433873 + Penalty 665.033112 = -92641.400760 nChanged 16 SP:Iteration 6Q (60.039665 sec): 3 clusters Score: Raw -93317.754169 + Penalty 662.314372 = -92655.439797 nChanged 10 SP:Iteration 7Q (60.041562 sec): 3 clusters Score: Raw -93321.096374 + Penalty 661.283617 = -92659.812758 nChanged 9 SP:Iteration 8Q (60.043350 sec): 3 clusters Score: Raw -93326.470836 + Penalty 658.711511 = -92667.759326 nChanged 8 SP:Iteration 9Q (60.045029 sec): 3 clusters Score: Raw -93329.942233 + Penalty 657.371259 = -92672.570975 nChanged 4 SP:Iteration 10F (60.046938 sec): 3 clusters Score: Raw -93330.773959 + Penalty 658.956096 = -92671.817863 nChanged 1 SP:Iteration 11F (60.048851 sec): 3 clusters Score: Raw -93331.528056 + Penalty 659.979679 = -92671.548377 nChanged 1 SP:Iteration 12F (60.050743 sec): 3 clusters Score: Raw -93332.252587 + Penalty 658.948350 = -92673.304237 nChanged 2 SP:Iteration 13Q (60.052465 sec): 3 clusters Score: Raw -93332.551383 + Penalty 658.948350 = -92673.603033 nChanged 0 SP:Iteration 14F (60.054321 sec): 3 clusters Score: Raw -93332.551383 + Penalty 658.948350 = -92673.603033 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.057471 sec): 2 clusters Score: Raw -55279.075621 + Penalty 388.069549 = -54891.006072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.058675 sec): 3 clusters Score: Raw -54978.954385 + Penalty 782.779197 = -54196.175188 nChanged 197 SP:Iteration 1F (60.059915 sec): 3 clusters Score: Raw -55126.279052 + Penalty 782.607306 = -54343.671746 nChanged 54 SP:Iteration 2F (60.061165 sec): 3 clusters Score: Raw -55167.952917 + Penalty 779.961875 = -54387.991042 nChanged 42 SP:Iteration 3F (60.062414 sec): 3 clusters Score: Raw -55209.864518 + Penalty 778.621878 = -54431.242640 nChanged 30 SP:Iteration 4F (60.063682 sec): 3 clusters Score: Raw -55232.825163 + Penalty 778.181214 = -54454.643949 nChanged 18 SP:Iteration 5Q (60.064864 sec): 3 clusters Score: Raw -55243.201135 + Penalty 777.934232 = -54465.266903 nChanged 8 SP:Iteration 6Q (60.066036 sec): 3 clusters Score: Raw -55247.481965 + Penalty 778.086795 = -54469.395170 nChanged 10 SP:Iteration 7Q (60.067181 sec): 3 clusters Score: Raw -55252.669836 + Penalty 777.998145 = -54474.671691 nChanged 12 SP:Iteration 8Q (60.068299 sec): 3 clusters Score: Raw -55258.788062 + Penalty 776.996183 = -54481.791879 nChanged 6 SP:Iteration 9Q (60.069429 sec): 3 clusters Score: Raw -55261.398008 + Penalty 776.403075 = -54484.994933 nChanged 7 SP:Iteration 10F (60.070589 sec): 3 clusters Score: Raw -55264.564066 + Penalty 775.955514 = -54488.608552 nChanged 7 SP:Iteration 11Q (60.071713 sec): 3 clusters Score: Raw -55268.106384 + Penalty 775.586725 = -54492.519659 nChanged 7 SP:Iteration 12Q (60.072822 sec): 3 clusters Score: Raw -55272.357063 + Penalty 775.168249 = -54497.188814 nChanged 9 SP:Iteration 13Q (60.073922 sec): 3 clusters Score: Raw -55277.147527 + Penalty 774.852202 = -54502.295325 nChanged 9 SP:Iteration 14Q (60.075017 sec): 3 clusters Score: Raw -55280.401868 + Penalty 775.049563 = -54505.352304 nChanged 5 SP:Iteration 15Q (60.076116 sec): 3 clusters Score: Raw -55281.443177 + Penalty 775.231079 = -54506.212099 nChanged 2 SP:Iteration 16Q (60.077209 sec): 3 clusters Score: Raw -55282.107725 + Penalty 775.375723 = -54506.732001 nChanged 2 SP:Iteration 17Q (60.078298 sec): 3 clusters Score: Raw -55282.671388 + Penalty 775.569763 = -54507.101625 nChanged 4 SP:Iteration 18Q (60.079386 sec): 3 clusters Score: Raw -55283.195817 + Penalty 775.418434 = -54507.777383 nChanged 3 SP:Iteration 19Q (60.080500 sec): 3 clusters Score: Raw -55284.112074 + Penalty 775.448809 = -54508.663265 nChanged 1 SP:Iteration 20F (60.081661 sec): 3 clusters Score: Raw -55284.151578 + Penalty 775.492394 = -54508.659184 nChanged 1 SP:Iteration 21F (60.082814 sec): 3 clusters Score: Raw -55284.313253 + Penalty 775.395798 = -54508.917455 nChanged 1 SP:Iteration 22Q (60.083907 sec): 3 clusters Score: Raw -55284.541073 + Penalty 775.431919 = -54509.109154 nChanged 1 SP:Iteration 23Q (60.085019 sec): 3 clusters Score: Raw -55284.580704 + Penalty 775.431919 = -54509.148784 nChanged 0 SP:Iteration 24F (60.086179 sec): 3 clusters Score: Raw -55284.580704 + Penalty 775.431919 = -54509.148784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.088029 sec): 2 clusters Score: Raw -29590.358485 + Penalty 383.797993 = -29206.560492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.088760 sec): 3 clusters Score: Raw -29463.778052 + Penalty 768.447356 = -28695.330696 nChanged 81 SP:Iteration 1F (60.089498 sec): 3 clusters Score: Raw -29514.610878 + Penalty 769.060538 = -28745.550339 nChanged 15 SP:Iteration 2F (60.090220 sec): 3 clusters Score: Raw -29522.793714 + Penalty 769.925583 = -28752.868132 nChanged 8 SP:Iteration 3Q (60.090959 sec): 3 clusters Score: Raw -29528.459497 + Penalty 771.564781 = -28756.894716 nChanged 9 SP:Iteration 4Q (60.091724 sec): 3 clusters Score: Raw -29534.682239 + Penalty 774.009811 = -28760.672428 nChanged 9 SP:Iteration 5Q (60.092465 sec): 3 clusters Score: Raw -29543.678337 + Penalty 776.276166 = -28767.402171 nChanged 7 SP:Iteration 6Q (60.093204 sec): 3 clusters Score: Raw -29548.211604 + Penalty 776.499760 = -28771.711845 nChanged 6 SP:Iteration 7Q (60.093943 sec): 3 clusters Score: Raw -29558.365880 + Penalty 775.282336 = -28783.083544 nChanged 4 SP:Iteration 8Q (60.094690 sec): 3 clusters Score: Raw -29560.505823 + Penalty 778.351888 = -28782.153935 nChanged 5 SP:Iteration 9F (60.095410 sec): 3 clusters Score: Raw -29562.588776 + Penalty 781.382399 = -28781.206378 nChanged 4 SP:Iteration 10F (60.096150 sec): 3 clusters Score: Raw -29563.706278 + Penalty 782.026828 = -28781.679450 nChanged 1 SP:Iteration 11Q (60.096862 sec): 3 clusters Score: Raw -29563.777106 + Penalty 782.026828 = -28781.750278 nChanged 0 SP:Iteration 12F (60.097577 sec): 3 clusters Score: Raw -29563.777106 + Penalty 782.026828 = -28781.750278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.100443 sec): 2 clusters Score: Raw -49265.198656 + Penalty 605.670050 = -48659.528606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.101542 sec): 3 clusters Score: Raw -49022.491088 + Penalty 1207.256185 = -47815.234903 nChanged 159 SP:Iteration 1F (60.102621 sec): 3 clusters Score: Raw -49131.604901 + Penalty 1204.096759 = -47927.508142 nChanged 39 SP:Iteration 2F (60.103682 sec): 3 clusters Score: Raw -49161.265291 + Penalty 1202.314317 = -47958.950974 nChanged 23 SP:Iteration 3Q (60.104717 sec): 3 clusters Score: Raw -49174.404670 + Penalty 1200.984029 = -47973.420640 nChanged 17 SP:Iteration 4Q (60.105747 sec): 3 clusters Score: Raw -49187.848287 + Penalty 1204.006025 = -47983.842261 nChanged 20 SP:Iteration 5Q (60.106845 sec): 3 clusters Score: Raw -49203.666801 + Penalty 1213.066999 = -47990.599802 nChanged 24 SP:Iteration 6Q (60.107880 sec): 3 clusters Score: Raw -49228.916813 + Penalty 1228.767563 = -48000.149250 nChanged 27 SP:Iteration 7F (60.108921 sec): 3 clusters Score: Raw -49261.326677 + Penalty 1246.934925 = -48014.391751 nChanged 27 SP:Iteration 8F (60.109958 sec): 3 clusters Score: Raw -49290.396761 + Penalty 1264.924818 = -48025.471943 nChanged 24 SP:Iteration 9Q (60.110977 sec): 3 clusters Score: Raw -49318.791808 + Penalty 1279.013902 = -48039.777906 nChanged 16 SP:Iteration 10F (60.112006 sec): 3 clusters Score: Raw -49337.554091 + Penalty 1293.247104 = -48044.306987 nChanged 11 SP:Iteration 11Q (60.113033 sec): 3 clusters Score: Raw -49350.237823 + Penalty 1301.226903 = -48049.010919 nChanged 7 SP:Iteration 12Q (60.114065 sec): 3 clusters Score: Raw -49356.913971 + Penalty 1305.660036 = -48051.253934 nChanged 4 SP:Iteration 13Q (60.115072 sec): 3 clusters Score: Raw -49359.212433 + Penalty 1310.170447 = -48049.041986 nChanged 4 SP:Iteration 14F (60.116152 sec): 3 clusters Score: Raw -49362.313872 + Penalty 1313.649388 = -48048.664484 nChanged 4 SP:Iteration 15F (60.117199 sec): 3 clusters Score: Raw -49365.329491 + Penalty 1317.605918 = -48047.723573 nChanged 3 SP:Iteration 16F (60.118248 sec): 3 clusters Score: Raw -49368.031487 + Penalty 1319.384169 = -48048.647319 nChanged 2 SP:Iteration 17Q (60.119205 sec): 3 clusters Score: Raw -49368.897289 + Penalty 1320.288110 = -48048.609179 nChanged 1 SP:Iteration 18F (60.120235 sec): 3 clusters Score: Raw -49369.920896 + Penalty 1320.194747 = -48049.726149 nChanged 1 SP:Iteration 19Q (60.121193 sec): 3 clusters Score: Raw -49371.094091 + Penalty 1320.194747 = -48050.899343 nChanged 0 SP:Iteration 20F (60.122229 sec): 3 clusters Score: Raw -49371.094091 + Penalty 1320.194747 = -48050.899343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.123743 sec): 2 clusters Score: Raw -31915.498195 + Penalty 361.430314 = -31554.067881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.124561 sec): 3 clusters Score: Raw -31763.601819 + Penalty 717.658748 = -31045.943071 nChanged 105 SP:Iteration 1F (60.125366 sec): 3 clusters Score: Raw -31857.782463 + Penalty 712.774337 = -31145.008126 nChanged 31 SP:Iteration 2F (60.126165 sec): 3 clusters Score: Raw -31893.342808 + Penalty 713.026380 = -31180.316428 nChanged 25 SP:Iteration 3F (60.126953 sec): 3 clusters Score: Raw -31924.550464 + Penalty 715.414605 = -31209.135859 nChanged 15 SP:Iteration 4Q (60.127732 sec): 3 clusters Score: Raw -31935.558977 + Penalty 717.592154 = -31217.966823 nChanged 10 SP:Iteration 5Q (60.128518 sec): 3 clusters Score: Raw -31946.110607 + Penalty 719.692088 = -31226.418518 nChanged 7 SP:Iteration 6Q (60.129268 sec): 3 clusters Score: Raw -31951.839217 + Penalty 720.569486 = -31231.269731 nChanged 5 SP:Iteration 7Q (60.130013 sec): 3 clusters Score: Raw -31955.865598 + Penalty 720.784049 = -31235.081549 nChanged 1 SP:Iteration 8Q (60.130756 sec): 3 clusters Score: Raw -31956.374067 + Penalty 720.784049 = -31235.590018 nChanged 0 SP:Iteration 9F (60.131522 sec): 3 clusters Score: Raw -31956.374067 + Penalty 720.784049 = -31235.590018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.132796 sec): 2 clusters Score: Raw -29003.835870 + Penalty 331.956281 = -28671.879589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.133527 sec): 3 clusters Score: Raw -28868.224897 + Penalty 659.623181 = -28208.601717 nChanged 93 SP:Iteration 1F (60.134300 sec): 3 clusters Score: Raw -28937.427348 + Penalty 658.097541 = -28279.329807 nChanged 29 SP:Iteration 2F (60.135048 sec): 3 clusters Score: Raw -28963.805707 + Penalty 653.931481 = -28309.874226 nChanged 19 SP:Iteration 3F (60.135767 sec): 3 clusters Score: Raw -28982.545744 + Penalty 650.269701 = -28332.276043 nChanged 14 SP:Iteration 4Q (60.136501 sec): 3 clusters Score: Raw -28996.771627 + Penalty 650.986966 = -28345.784660 nChanged 7 SP:Iteration 5Q (60.137217 sec): 3 clusters Score: Raw -29003.074427 + Penalty 642.936311 = -28360.138116 nChanged 9 SP:Iteration 6Q (60.137926 sec): 3 clusters Score: Raw -29009.918094 + Penalty 639.491353 = -28370.426741 nChanged 4 SP:Iteration 7Q (60.138629 sec): 3 clusters Score: Raw -29012.878598 + Penalty 638.550483 = -28374.328116 nChanged 2 SP:Iteration 8Q (60.139328 sec): 3 clusters Score: Raw -29014.109130 + Penalty 638.537544 = -28375.571586 nChanged 1 SP:Iteration 9Q (60.140025 sec): 3 clusters Score: Raw -29014.442663 + Penalty 638.537544 = -28375.905118 nChanged 0 SP:Iteration 10F (60.140738 sec): 3 clusters Score: Raw -29014.442663 + Penalty 638.537544 = -28375.905118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.141890 sec): 2 clusters Score: Raw -24117.887269 + Penalty 412.418147 = -23705.469123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.142541 sec): 3 clusters Score: Raw -24026.499874 + Penalty 823.697538 = -23202.802337 nChanged 73 SP:Iteration 1F (60.143184 sec): 3 clusters Score: Raw -24126.257015 + Penalty 825.862093 = -23300.394922 nChanged 30 SP:Iteration 2F (60.143821 sec): 3 clusters Score: Raw -24172.299280 + Penalty 825.567977 = -23346.731302 nChanged 17 SP:Iteration 3F (60.144459 sec): 3 clusters Score: Raw -24206.558856 + Penalty 824.325204 = -23382.233652 nChanged 8 SP:Iteration 4Q (60.145070 sec): 3 clusters Score: Raw -24217.313613 + Penalty 824.325204 = -23392.988409 nChanged 0 SP:Iteration 5F (60.145729 sec): 3 clusters Score: Raw -24217.313613 + Penalty 824.325204 = -23392.988409 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 25 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.148356 sec): 2 clusters Score: Raw -78310.145701 + Penalty 540.380178 = -77769.765524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.149940 sec): 3 clusters Score: Raw -77905.583467 + Penalty 1076.295239 = -76829.288228 nChanged 282 SP:Iteration 1F (60.151493 sec): 3 clusters Score: Raw -78158.254706 + Penalty 1076.697230 = -77081.557476 nChanged 95 SP:Iteration 2F (60.153024 sec): 3 clusters Score: Raw -78239.364951 + Penalty 1077.669605 = -77161.695346 nChanged 50 SP:Iteration 3F (60.154545 sec): 3 clusters Score: Raw -78293.640137 + Penalty 1078.851847 = -77214.788290 nChanged 34 SP:Iteration 4Q (60.156184 sec): 3 clusters Score: Raw -78328.100532 + Penalty 1082.455536 = -77245.644997 nChanged 28 SP:Iteration 5Q (60.157745 sec): 3 clusters Score: Raw -78353.236245 + Penalty 1090.144961 = -77263.091284 nChanged 21 SP:Iteration 6Q (60.159254 sec): 3 clusters Score: Raw -78362.584863 + Penalty 1096.101696 = -77266.483167 nChanged 13 SP:Iteration 7Q (60.160775 sec): 3 clusters Score: Raw -78367.856912 + Penalty 1102.347870 = -77265.509041 nChanged 12 SP:Iteration 8F (60.162348 sec): 3 clusters Score: Raw -78373.423555 + Penalty 1105.951305 = -77267.472251 nChanged 8 SP:Iteration 9Q (60.163853 sec): 3 clusters Score: Raw -78377.107648 + Penalty 1108.955878 = -77268.151770 nChanged 10 SP:Iteration 10F (60.165406 sec): 3 clusters Score: Raw -78380.582309 + Penalty 1113.604134 = -77266.978175 nChanged 10 SP:Iteration 11F (60.166959 sec): 3 clusters Score: Raw -78384.696082 + Penalty 1118.440049 = -77266.256033 nChanged 10 SP:Iteration 12F (60.168508 sec): 3 clusters Score: Raw -78387.814406 + Penalty 1125.324233 = -77262.490173 nChanged 9 SP:Iteration 13F (60.170061 sec): 3 clusters Score: Raw -78393.294216 + Penalty 1134.609049 = -77258.685167 nChanged 12 SP:Iteration 14F (60.171612 sec): 3 clusters Score: Raw -78398.873813 + Penalty 1146.302254 = -77252.571558 nChanged 15 SP:Iteration 15F (60.173152 sec): 3 clusters Score: Raw -78407.799356 + Penalty 1158.846830 = -77248.952526 nChanged 14 SP:Iteration 16F (60.174704 sec): 3 clusters Score: Raw -78420.533096 + Penalty 1172.026033 = -77248.507063 nChanged 15 SP:Iteration 17F (60.176313 sec): 3 clusters Score: Raw -78432.271492 + Penalty 1183.524207 = -77248.747285 nChanged 12 SP:Iteration 18Q (60.177900 sec): 3 clusters Score: Raw -78439.499318 + Penalty 1193.888297 = -77245.611021 nChanged 11 SP:Iteration 19F (60.179538 sec): 3 clusters Score: Raw -78444.421090 + Penalty 1199.130726 = -77245.290364 nChanged 7 SP:Iteration 20F (60.181153 sec): 3 clusters Score: Raw -78447.443018 + Penalty 1206.146981 = -77241.296037 nChanged 7 SP:Iteration 21F (60.182711 sec): 3 clusters Score: Raw -78450.971951 + Penalty 1212.617879 = -77238.354072 nChanged 9 SP:Iteration 22F (60.184281 sec): 3 clusters Score: Raw -78455.075601 + Penalty 1215.246411 = -77239.829190 nChanged 5 SP:Iteration 23Q (60.185707 sec): 3 clusters Score: Raw -78457.560556 + Penalty 1219.521726 = -77238.038830 nChanged 6 SP:Iteration 24F (60.187232 sec): 3 clusters Score: Raw -78460.644529 + Penalty 1224.791330 = -77235.853199 nChanged 6 SP:Iteration 25F (60.188786 sec): 3 clusters Score: Raw -78463.794840 + Penalty 1225.456638 = -77238.338202 nChanged 2 SP:Iteration 26Q (60.190245 sec): 3 clusters Score: Raw -78464.644497 + Penalty 1225.652990 = -77238.991507 nChanged 2 SP:Iteration 27Q (60.191677 sec): 3 clusters Score: Raw -78465.629232 + Penalty 1225.652990 = -77239.976242 nChanged 0 SP:Iteration 28F (60.193247 sec): 3 clusters Score: Raw -78465.629232 + Penalty 1225.652990 = -77239.976242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.193748 sec): 2 clusters Score: Raw -337.527344 + Penalty 10.050634 = -327.476710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.193948 sec): 3 clusters Score: Raw -343.859502 + Penalty 20.101268 = -323.758234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.195738 sec): 2 clusters Score: Raw -47568.605874 + Penalty 715.491944 = -46853.113930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.196759 sec): 3 clusters Score: Raw -47374.661230 + Penalty 1432.233694 = -45942.427537 nChanged 124 SP:Iteration 1F (60.197768 sec): 3 clusters Score: Raw -47452.052868 + Penalty 1432.655239 = -46019.397629 nChanged 31 SP:Iteration 2F (60.198790 sec): 3 clusters Score: Raw -47472.216000 + Penalty 1432.497055 = -46039.718945 nChanged 14 SP:Iteration 3Q (60.199796 sec): 3 clusters Score: Raw -47486.917236 + Penalty 1432.232092 = -46054.685144 nChanged 20 SP:Iteration 4Q (60.200825 sec): 3 clusters Score: Raw -47503.833611 + Penalty 1431.644480 = -46072.189131 nChanged 14 SP:Iteration 5Q (60.201822 sec): 3 clusters Score: Raw -47514.718942 + Penalty 1430.474948 = -46084.243994 nChanged 11 SP:Iteration 6Q (60.202835 sec): 3 clusters Score: Raw -47522.104013 + Penalty 1429.983552 = -46092.120461 nChanged 19 SP:Iteration 7Q (60.203834 sec): 3 clusters Score: Raw -47534.810176 + Penalty 1429.786326 = -46105.023850 nChanged 16 SP:Iteration 8Q (60.204827 sec): 3 clusters Score: Raw -47551.988571 + Penalty 1430.123166 = -46121.865405 nChanged 11 SP:Iteration 9Q (60.205818 sec): 3 clusters Score: Raw -47561.427950 + Penalty 1431.901292 = -46129.526658 nChanged 12 SP:Iteration 10F (60.206822 sec): 3 clusters Score: Raw -47572.014097 + Penalty 1433.016051 = -46138.998046 nChanged 12 SP:Iteration 11Q (60.207812 sec): 3 clusters Score: Raw -47583.497391 + Penalty 1434.783468 = -46148.713923 nChanged 9 SP:Iteration 12Q (60.208799 sec): 3 clusters Score: Raw -47591.672073 + Penalty 1436.622917 = -46155.049156 nChanged 5 SP:Iteration 13Q (60.209786 sec): 3 clusters Score: Raw -47597.844392 + Penalty 1440.540287 = -46157.304105 nChanged 10 SP:Iteration 14Q (60.210772 sec): 3 clusters Score: Raw -47607.014064 + Penalty 1444.552299 = -46162.461765 nChanged 13 SP:Iteration 15Q (60.211748 sec): 3 clusters Score: Raw -47627.114236 + Penalty 1450.607887 = -46176.506349 nChanged 12 SP:Iteration 16Q (60.212737 sec): 3 clusters Score: Raw -47642.818255 + Penalty 1457.643208 = -46185.175047 nChanged 11 SP:Iteration 17Q (60.213710 sec): 3 clusters Score: Raw -47654.668399 + Penalty 1460.899630 = -46193.768770 nChanged 10 SP:Iteration 18Q (60.214671 sec): 3 clusters Score: Raw -47670.059978 + Penalty 1464.114698 = -46205.945280 nChanged 9 SP:Iteration 19Q (60.215627 sec): 3 clusters Score: Raw -47686.367382 + Penalty 1466.796200 = -46219.571183 nChanged 7 SP:Iteration 20F (60.216629 sec): 3 clusters Score: Raw -47695.862664 + Penalty 1469.063231 = -46226.799433 nChanged 4 SP:Iteration 21Q (60.217591 sec): 3 clusters Score: Raw -47705.310249 + Penalty 1470.783205 = -46234.527044 nChanged 5 SP:Iteration 22Q (60.218532 sec): 3 clusters Score: Raw -47720.952172 + Penalty 1471.579967 = -46249.372205 nChanged 5 SP:Iteration 23Q (60.219493 sec): 3 clusters Score: Raw -47728.908272 + Penalty 1473.186954 = -46255.721318 nChanged 4 SP:Iteration 24Q (60.220458 sec): 3 clusters Score: Raw -47732.957116 + Penalty 1474.576306 = -46258.380810 nChanged 2 SP:Iteration 25Q (60.221381 sec): 3 clusters Score: Raw -47734.373306 + Penalty 1474.576306 = -46259.797001 nChanged 0 SP:Iteration 26F (60.222386 sec): 3 clusters Score: Raw -47734.373306 + Penalty 1474.576306 = -46259.797001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.223423 sec): 2 clusters Score: Raw -18075.631775 + Penalty 168.344594 = -17907.287182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.224038 sec): 3 clusters Score: Raw -17972.429004 + Penalty 340.092441 = -17632.336563 nChanged 74 SP:Iteration 1F (60.224595 sec): 3 clusters Score: Raw -18023.929471 + Penalty 384.295829 = -17639.633642 nChanged 26 SP:Iteration 2F (60.225150 sec): 3 clusters Score: Raw -18056.444619 + Penalty 483.243279 = -17573.201340 nChanged 16 SP:Iteration 3F (60.225711 sec): 3 clusters Score: Raw -18083.163711 + Penalty 573.708349 = -17509.455362 nChanged 5 SP:Iteration 4F (60.226268 sec): 3 clusters Score: Raw -18094.263783 + Penalty 637.510611 = -17456.753173 nChanged 2 SP:Iteration 5F (60.226825 sec): 3 clusters Score: Raw -18103.051032 + Penalty 675.320161 = -17427.730870 nChanged 1 SP:Iteration 6F (60.227380 sec): 3 clusters Score: Raw -18114.701102 + Penalty 675.320161 = -17439.380941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.229261 sec): 2 clusters Score: Raw -51542.894105 + Penalty 383.283745 = -51159.610359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.230381 sec): 3 clusters Score: Raw -51248.665282 + Penalty 767.176007 = -50481.489275 nChanged 191 SP:Iteration 1F (60.231501 sec): 3 clusters Score: Raw -51334.841823 + Penalty 773.125560 = -50561.716263 nChanged 49 SP:Iteration 2F (60.232607 sec): 3 clusters Score: Raw -51369.745372 + Penalty 778.016513 = -50591.728859 nChanged 33 SP:Iteration 3F (60.233707 sec): 3 clusters Score: Raw -51395.303158 + Penalty 788.417373 = -50606.885785 nChanged 35 SP:Iteration 4F (60.234806 sec): 3 clusters Score: Raw -51436.720709 + Penalty 799.383967 = -50637.336741 nChanged 42 SP:Iteration 5F (60.235929 sec): 3 clusters Score: Raw -51476.543263 + Penalty 808.603109 = -50667.940154 nChanged 23 SP:Iteration 6Q (60.237020 sec): 3 clusters Score: Raw -51491.702487 + Penalty 813.537411 = -50678.165076 nChanged 12 SP:Iteration 7Q (60.238098 sec): 3 clusters Score: Raw -51497.959389 + Penalty 817.938298 = -50680.021092 nChanged 8 SP:Iteration 8Q (60.239161 sec): 3 clusters Score: Raw -51501.362245 + Penalty 829.825478 = -50671.536767 nChanged 14 SP:Iteration 9F (60.240274 sec): 3 clusters Score: Raw -51509.694591 + Penalty 838.849144 = -50670.845447 nChanged 12 SP:Iteration 10F (60.241469 sec): 3 clusters Score: Raw -51517.810517 + Penalty 847.217757 = -50670.592760 nChanged 5 SP:Iteration 11F (60.242625 sec): 3 clusters Score: Raw -51519.775509 + Penalty 853.079050 = -50666.696458 nChanged 6 SP:Iteration 12F (60.243773 sec): 3 clusters Score: Raw -51521.917223 + Penalty 858.802538 = -50663.114686 nChanged 4 SP:Iteration 13F (60.244913 sec): 3 clusters Score: Raw -51523.055930 + Penalty 860.971912 = -50662.084017 nChanged 3 SP:Iteration 14F (60.246018 sec): 3 clusters Score: Raw -51523.777909 + Penalty 862.415392 = -50661.362518 nChanged 1 SP:Iteration 15F (60.247114 sec): 3 clusters Score: Raw -51524.190201 + Penalty 863.113715 = -50661.076486 nChanged 1 SP:Iteration 16F (60.248210 sec): 3 clusters Score: Raw -51524.914034 + Penalty 866.674074 = -50658.239960 nChanged 2 SP:Iteration 17F (60.249325 sec): 3 clusters Score: Raw -51525.842403 + Penalty 874.663278 = -50651.179125 nChanged 5 SP:Iteration 18F (60.250427 sec): 3 clusters Score: Raw -51527.084905 + Penalty 876.248293 = -50650.836612 nChanged 3 SP:Iteration 19F (60.251524 sec): 3 clusters Score: Raw -51528.060615 + Penalty 877.423349 = -50650.637266 nChanged 3 SP:Iteration 20F (60.252621 sec): 3 clusters Score: Raw -51529.003986 + Penalty 879.130492 = -50649.873495 nChanged 1 SP:Iteration 21F (60.253738 sec): 3 clusters Score: Raw -51529.279119 + Penalty 882.255593 = -50647.023526 nChanged 3 SP:Iteration 22F (60.254839 sec): 3 clusters Score: Raw -51530.598052 + Penalty 885.437172 = -50645.160879 nChanged 3 SP:Iteration 23F (60.255939 sec): 3 clusters Score: Raw -51532.052538 + Penalty 885.051870 = -50647.000668 nChanged 2 SP:Iteration 24Q (60.256963 sec): 3 clusters Score: Raw -51532.963200 + Penalty 886.892379 = -50646.070821 nChanged 2 SP:Iteration 25F (60.258080 sec): 3 clusters Score: Raw -51534.336901 + Penalty 889.396432 = -50644.940470 nChanged 1 SP:Iteration 26F (60.259182 sec): 3 clusters Score: Raw -51534.838205 + Penalty 894.429034 = -50640.409170 nChanged 2 SP:Iteration 27F (60.260278 sec): 3 clusters Score: Raw -51535.188050 + Penalty 895.122596 = -50640.065454 nChanged 1 SP:Iteration 28F (60.261399 sec): 3 clusters Score: Raw -51535.249375 + Penalty 897.523280 = -50637.726095 nChanged 1 SP:Iteration 29F (60.262541 sec): 3 clusters Score: Raw -51535.928353 + Penalty 900.543961 = -50635.384393 nChanged 2 SP:Iteration 30F (60.263652 sec): 3 clusters Score: Raw -51536.992193 + Penalty 901.713219 = -50635.278975 nChanged 1 SP:Iteration 31F (60.264750 sec): 3 clusters Score: Raw -51537.574325 + Penalty 902.531279 = -50635.043046 nChanged 1 SP:Iteration 32F (60.265851 sec): 3 clusters Score: Raw -51538.052667 + Penalty 903.279298 = -50634.773369 nChanged 1 SP:Iteration 33F (60.266988 sec): 3 clusters Score: Raw -51538.828009 + Penalty 903.279298 = -50635.548711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.268007 sec): 2 clusters Score: Raw -22501.091367 + Penalty 452.282502 = -22048.808865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.268600 sec): 3 clusters Score: Raw -22482.049708 + Penalty 905.872822 = -21576.176886 nChanged 60 SP:Iteration 1F (60.269182 sec): 3 clusters Score: Raw -22634.168224 + Penalty 921.542334 = -21712.625890 nChanged 26 SP:Iteration 2F (60.269763 sec): 3 clusters Score: Raw -22683.675855 + Penalty 931.533046 = -21752.142808 nChanged 12 SP:Iteration 3F (60.270344 sec): 3 clusters Score: Raw -22697.788952 + Penalty 938.884248 = -21758.904703 nChanged 7 SP:Iteration 4Q (60.270922 sec): 3 clusters Score: Raw -22703.217731 + Penalty 944.264966 = -21758.952765 nChanged 5 SP:Iteration 5Q (60.271481 sec): 3 clusters Score: Raw -22707.827118 + Penalty 955.591247 = -21752.235870 nChanged 8 SP:Iteration 6F (60.272062 sec): 3 clusters Score: Raw -22714.672807 + Penalty 960.540525 = -21754.132282 nChanged 7 SP:Iteration 7Q (60.272616 sec): 3 clusters Score: Raw -22725.121353 + Penalty 958.850936 = -21766.270417 nChanged 7 SP:Iteration 8Q (60.273166 sec): 3 clusters Score: Raw -22732.848864 + Penalty 953.901045 = -21778.947819 nChanged 3 SP:Iteration 9Q (60.273710 sec): 3 clusters Score: Raw -22739.612080 + Penalty 959.003748 = -21780.608332 nChanged 3 SP:Iteration 10F (60.274290 sec): 3 clusters Score: Raw -22746.221535 + Penalty 959.003748 = -21787.217787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.275030 sec): 2 clusters Score: Raw -3027.813096 + Penalty 515.917037 = -2511.896059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.275463 sec): 3 clusters Score: Raw -3302.743998 + Penalty 1044.782135 = -2257.961863 nChanged 10 SP:Iteration 1F (60.275872 sec): 3 clusters Score: Raw -3341.981166 + Penalty 1063.727168 = -2278.253998 nChanged 4 SP:Iteration 2Q (60.276247 sec): 3 clusters Score: Raw -3353.920097 + Penalty 1077.709868 = -2276.210228 nChanged 3 SP:Iteration 3F (60.276653 sec): 3 clusters Score: Raw -3358.750682 + Penalty 1077.709868 = -2281.040814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.277635 sec): 2 clusters Score: Raw -19050.811041 + Penalty 256.600899 = -18794.210142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.278203 sec): 3 clusters Score: Raw -18952.428942 + Penalty 514.332646 = -18438.096296 nChanged 62 SP:Iteration 1F (60.278760 sec): 3 clusters Score: Raw -19021.856153 + Penalty 508.822543 = -18513.033611 nChanged 27 SP:Iteration 2F (60.279306 sec): 3 clusters Score: Raw -19056.659165 + Penalty 509.379024 = -18547.280141 nChanged 10 SP:Iteration 3F (60.279881 sec): 3 clusters Score: Raw -19071.592864 + Penalty 511.171634 = -18560.421229 nChanged 3 SP:Iteration 4Q (60.280423 sec): 3 clusters Score: Raw -19075.882517 + Penalty 514.131306 = -18561.751211 nChanged 5 SP:Iteration 5Q (60.280960 sec): 3 clusters Score: Raw -19082.300509 + Penalty 516.807860 = -18565.492649 nChanged 4 SP:Iteration 6Q (60.281515 sec): 3 clusters Score: Raw -19085.879141 + Penalty 518.921940 = -18566.957200 nChanged 3 SP:Iteration 7Q (60.282056 sec): 3 clusters Score: Raw -19087.952231 + Penalty 518.921940 = -18569.030290 nChanged 0 SP:Iteration 8F (60.282610 sec): 3 clusters Score: Raw -19087.952231 + Penalty 518.921940 = -18569.030290 nChanged 0 Time taken for this iteration:59.424639 seconds. 300->25 Clusters: Score -2802997.036628, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =329.646295 ms) Total iterations: 1607 (time per iteration =37.539062 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4989981250.000000 (time per metric unit =12.089278ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 124749531250.000000 (time per metric unit=483.571132ps) That took 60.325272 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 1 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.34 and 0.51 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 37040 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 37040 points ------ Starting initial clusters from distinct float masks Not enough masks (238) to generate starting clusters (300), so starting with (239) clusters instead. Assigned 239 initial classes from 238 unique masks. Deleting Class 153 (1 points): Lose 0.071070 but Gain 1709.459974 Iteration 0F (5.236962 sec): 238 clusters Score: Raw -3042959.978813 + Penalty 226046.565846 = -2816913.412967 nChanged 11440 Deleting Class 206 (1 points): Lose 4.910705 but Gain 1709.459974 Iteration 1F (8.977773 sec): 218 clusters Score: Raw -3073329.990139 + Penalty 201627.268910 = -2871702.721229 nChanged 4545 Deleting Class 238 (1 points): Lose 13.458339 but Gain 1709.459974 Iteration 2F (12.311588 sec): 198 clusters Score: Raw -3084125.500470 + Penalty 187696.581075 = -2896428.919395 nChanged 2421 Deleting Class 134 (1 points): Lose 8.662848 but Gain 1659.391092 Iteration 3F (15.530468 sec): 189 clusters Score: Raw -3087818.268531 + Penalty 180628.372370 = -2907189.896161 nChanged 1828 Deleting Class 174 (1 points): Lose 9.841679 but Gain 1659.391092 Iteration 4Q (15.990772 sec): 185 clusters Score: Raw -3089853.078461 + Penalty 175131.785090 = -2914721.293371 nChanged 1438 Deleting Class 195 (9 points): Lose 91.444866 but Gain 1640.380620 Iteration 5Q (16.394121 sec): 180 clusters Score: Raw -3091171.829969 + Penalty 173914.023813 = -2917257.806156 nChanged 1277 Deleting Class 130 (9 points): Lose 92.995457 but Gain 1614.593457 Iteration 6Q (16.781767 sec): 179 clusters Score: Raw -3092302.273008 + Penalty 172440.707314 = -2919861.565694 nChanged 1079 Deleting Class 165 (10 points): Lose 66.087088 but Gain 1563.952842 Iteration 7Q (17.137549 sec): 178 clusters Score: Raw -3093105.308280 + Penalty 169628.383429 = -2923476.924852 nChanged 814 Deleting Class 164 (4 points): Lose 14.496868 but Gain 1561.333149 Iteration 8Q (17.466231 sec): 176 clusters Score: Raw -3093501.004517 + Penalty 168092.265704 = -2925408.738813 nChanged 557 Deleting Class 137 (6 points): Lose 37.531438 but Gain 1504.588253 Iteration 9Q (17.759635 sec): 175 clusters Score: Raw -3093707.458806 + Penalty 166573.896647 = -2927133.562159 nChanged 401 Deleting Class 129 (10 points): Lose 51.016556 but Gain 1518.227210 Iteration 10F (20.671978 sec): 174 clusters Score: Raw -3093954.216180 + Penalty 164246.836721 = -2929707.379459 nChanged 429 Deleting Class 40 (15 points): Lose 171.437178 but Gain 1635.050261 Iteration 11Q (20.951863 sec): 172 clusters Score: Raw -3094073.526648 + Penalty 162978.074512 = -2931095.452136 nChanged 363 Deleting Class 176 (3 points): Lose 16.553637 but Gain 1464.600497 Iteration 12Q (21.223663 sec): 171 clusters Score: Raw -3094357.488252 + Penalty 158992.657462 = -2935364.830790 nChanged 300 Deleting Class 90 (11 points): Lose 73.490792 but Gain 1496.970786 Iteration 13Q (21.483716 sec): 168 clusters Score: Raw -3094545.043324 + Penalty 157531.223150 = -2937013.820173 nChanged 300 Deleting Class 119 (9 points): Lose 41.680709 but Gain 1459.856990 Iteration 14Q (21.744597 sec): 167 clusters Score: Raw -3094727.100502 + Penalty 156154.283052 = -2938572.817450 nChanged 321 Deleting Class 169 (2 points): Lose 19.186385 but Gain 1434.147129 Iteration 15Q (22.007757 sec): 166 clusters Score: Raw -3094949.136011 + Penalty 154639.002362 = -2940310.133649 nChanged 356 Deleting Class 209 (2 points): Lose 14.625346 but Gain 1400.243020 Iteration 16Q (22.275451 sec): 165 clusters Score: Raw -3095251.020731 + Penalty 153229.878906 = -2942021.141825 nChanged 422 Deleting Class 184 (6 points): Lose 43.073053 but Gain 1421.526787 Iteration 17Q (22.544327 sec): 164 clusters Score: Raw -3095664.755832 + Penalty 151830.615669 = -2943834.140162 nChanged 448 Deleting Class 229 (4 points): Lose 46.627746 but Gain 1422.748082 Iteration 18Q (22.822043 sec): 163 clusters Score: Raw -3096324.695924 + Penalty 150562.046890 = -2945762.649034 nChanged 458 Deleting Class 228 (2 points): Lose 11.790998 but Gain 1387.027163 Iteration 19Q (23.092900 sec): 162 clusters Score: Raw -3097447.723948 + Penalty 149245.065040 = -2948202.658908 nChanged 396 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 -3097447.723948 + Penalty 149245.065040 = -2948202.658908Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (3489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.243444 sec): 2 clusters Score: Raw -306018.677327 + Penalty 355.645349 = -305663.031977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.250063 sec): 3 clusters Score: Raw -303734.976793 + Penalty 719.619819 = -303015.356974 nChanged 1606 SP:Iteration 1F (23.256742 sec): 3 clusters Score: Raw -304758.920025 + Penalty 730.867909 = -304028.052116 nChanged 438 SP:Iteration 2F (23.263059 sec): 3 clusters Score: Raw -305092.684278 + Penalty 737.264893 = -304355.419385 nChanged 274 SP:Iteration 3F (23.269408 sec): 3 clusters Score: Raw -305283.637647 + Penalty 739.278923 = -304544.358724 nChanged 166 SP:Iteration 4Q (23.275699 sec): 3 clusters Score: Raw -305361.775536 + Penalty 741.959761 = -304619.815775 nChanged 121 SP:Iteration 5Q (23.281964 sec): 3 clusters Score: Raw -305403.058644 + Penalty 746.128876 = -304656.929768 nChanged 81 SP:Iteration 6Q (23.288272 sec): 3 clusters Score: Raw -305433.410526 + Penalty 750.938679 = -304682.471847 nChanged 84 SP:Iteration 7Q (23.294529 sec): 3 clusters Score: Raw -305467.421044 + Penalty 756.400423 = -304711.020622 nChanged 94 SP:Iteration 8Q (23.300748 sec): 3 clusters Score: Raw -305511.910958 + Penalty 760.746787 = -304751.164171 nChanged 92 SP:Iteration 9Q (23.306894 sec): 3 clusters Score: Raw -305557.317550 + Penalty 763.190807 = -304794.126743 nChanged 83 SP:Iteration 10F (23.313257 sec): 3 clusters Score: Raw -305592.704755 + Penalty 770.193434 = -304822.511321 nChanged 77 SP:Iteration 11Q (23.319170 sec): 3 clusters Score: Raw -305624.810786 + Penalty 775.161131 = -304849.649655 nChanged 74 SP:Iteration 12Q (23.325009 sec): 3 clusters Score: Raw -305654.553407 + Penalty 779.377626 = -304875.175781 nChanged 80 SP:Iteration 13Q (23.330834 sec): 3 clusters Score: Raw -305687.796770 + Penalty 786.791175 = -304901.005595 nChanged 71 SP:Iteration 14Q (23.336655 sec): 3 clusters Score: Raw -305715.439645 + Penalty 789.374120 = -304926.065525 nChanged 63 SP:Iteration 15Q (23.342326 sec): 3 clusters Score: Raw -305742.363622 + Penalty 795.829177 = -304946.534445 nChanged 59 SP:Iteration 16Q (23.347971 sec): 3 clusters Score: Raw -305766.625175 + Penalty 800.894924 = -304965.730251 nChanged 60 SP:Iteration 17Q (23.353603 sec): 3 clusters Score: Raw -305795.854840 + Penalty 820.090070 = -304975.764770 nChanged 62 SP:Iteration 18Q (23.359133 sec): 3 clusters Score: Raw -305828.258208 + Penalty 827.434209 = -305000.823999 nChanged 49 SP:Iteration 19Q (23.364625 sec): 3 clusters Score: Raw -305850.150614 + Penalty 827.567482 = -305022.583132 nChanged 42 SP:Iteration 20F (23.370869 sec): 3 clusters Score: Raw -305868.773771 + Penalty 837.609022 = -305031.164749 nChanged 39 SP:Iteration 21Q (23.376152 sec): 3 clusters Score: Raw -305887.217734 + Penalty 850.592595 = -305036.625138 nChanged 41 SP:Iteration 22Q (23.381536 sec): 3 clusters Score: Raw -305909.988945 + Penalty 868.605265 = -305041.383680 nChanged 37 SP:Iteration 23Q (23.386760 sec): 3 clusters Score: Raw -305933.097243 + Penalty 900.173859 = -305032.923384 nChanged 37 SP:Iteration 24F (23.395148 sec): 3 clusters Score: Raw -305961.726107 + Penalty 945.857398 = -305015.868709 nChanged 29 SP:Iteration 25F (23.405944 sec): 3 clusters Score: Raw -305981.487774 + Penalty 976.290018 = -305005.197755 nChanged 22 SP:Iteration 26F (23.412609 sec): 3 clusters Score: Raw -306001.952216 + Penalty 1047.263312 = -304954.688904 nChanged 23 SP:Iteration 27F (23.419254 sec): 3 clusters Score: Raw -306023.528607 + Penalty 1059.464410 = -304964.064197 nChanged 9 SP:Iteration 28Q (23.424788 sec): 3 clusters Score: Raw -306028.783222 + Penalty 1091.153210 = -304937.630013 nChanged 3 SP:Iteration 29F (23.431359 sec): 3 clusters Score: Raw -306030.000382 + Penalty 1099.078868 = -304930.921514 nChanged 2 SP:Iteration 30F (23.437791 sec): 3 clusters Score: Raw -306029.229684 + Penalty 1109.649072 = -304919.580612 nChanged 1 SP:Iteration 31F (23.444175 sec): 3 clusters Score: Raw -306031.501970 + Penalty 1131.223697 = -304900.278273 nChanged 1 SP:Iteration 32F (23.450512 sec): 3 clusters Score: Raw -306035.034646 + Penalty 1131.223697 = -304903.810949 nChanged 0 Memory request: 0.04 GB would take us to total of 0.38 GB. Trying to split cluster 2 (7507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.484588 sec): 2 clusters Score: Raw -630764.951731 + Penalty 140.727706 = -630624.224026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.499413 sec): 3 clusters Score: Raw -625781.975147 + Penalty 288.446859 = -625493.528288 nChanged 3598 SP:Iteration 1F (23.514646 sec): 3 clusters Score: Raw -629283.219112 + Penalty 285.968527 = -628997.250585 nChanged 746 SP:Iteration 2F (23.529679 sec): 3 clusters Score: Raw -630008.326872 + Penalty 282.325830 = -629726.001042 nChanged 309 SP:Iteration 3Q (23.544815 sec): 3 clusters Score: Raw -630427.694583 + Penalty 282.623389 = -630145.071194 nChanged 144 SP:Iteration 4Q (23.560022 sec): 3 clusters Score: Raw -630508.320996 + Penalty 282.872767 = -630225.448229 nChanged 124 SP:Iteration 5Q (23.574120 sec): 3 clusters Score: Raw -630558.030418 + Penalty 282.600134 = -630275.430284 nChanged 107 SP:Iteration 6Q (23.588060 sec): 3 clusters Score: Raw -630599.085630 + Penalty 281.520275 = -630317.565355 nChanged 104 SP:Iteration 7Q (23.601867 sec): 3 clusters Score: Raw -630636.945437 + Penalty 281.083295 = -630355.862142 nChanged 77 SP:Iteration 8Q (23.615514 sec): 3 clusters Score: Raw -630662.018278 + Penalty 281.513510 = -630380.504767 nChanged 66 SP:Iteration 9Q (23.629017 sec): 3 clusters Score: Raw -630681.931191 + Penalty 282.581852 = -630399.349340 nChanged 65 SP:Iteration 10F (23.644182 sec): 3 clusters Score: Raw -630698.910612 + Penalty 283.888912 = -630415.021700 nChanged 52 SP:Iteration 11Q (23.657977 sec): 3 clusters Score: Raw -630713.354011 + Penalty 286.081858 = -630427.272153 nChanged 56 SP:Iteration 12Q (23.671384 sec): 3 clusters Score: Raw -630732.897867 + Penalty 286.699083 = -630446.198784 nChanged 52 SP:Iteration 13Q (23.684878 sec): 3 clusters Score: Raw -630750.703460 + Penalty 286.130429 = -630464.573031 nChanged 39 SP:Iteration 14Q (23.698000 sec): 3 clusters Score: Raw -630761.103269 + Penalty 287.550656 = -630473.552613 nChanged 33 SP:Iteration 15Q (23.711230 sec): 3 clusters Score: Raw -630771.231501 + Penalty 290.127311 = -630481.104190 nChanged 35 SP:Iteration 16Q (23.724481 sec): 3 clusters Score: Raw -630782.626685 + Penalty 291.716451 = -630490.910234 nChanged 28 SP:Iteration 17Q (23.737491 sec): 3 clusters Score: Raw -630793.636978 + Penalty 292.668971 = -630500.968007 nChanged 33 SP:Iteration 18Q (23.750749 sec): 3 clusters Score: Raw -630809.442167 + Penalty 294.462174 = -630514.979993 nChanged 43 SP:Iteration 19Q (23.764411 sec): 3 clusters Score: Raw -630830.590093 + Penalty 296.481005 = -630534.109088 nChanged 32 SP:Iteration 20F (23.779936 sec): 3 clusters Score: Raw -630843.813687 + Penalty 300.274027 = -630543.539660 nChanged 26 SP:Iteration 21Q (23.793020 sec): 3 clusters Score: Raw -630853.291110 + Penalty 302.125411 = -630551.165700 nChanged 21 SP:Iteration 22Q (23.805966 sec): 3 clusters Score: Raw -630858.189225 + Penalty 304.978829 = -630553.210396 nChanged 15 SP:Iteration 23Q (23.818945 sec): 3 clusters Score: Raw -630861.582527 + Penalty 307.265156 = -630554.317371 nChanged 12 SP:Iteration 24Q (23.831664 sec): 3 clusters Score: Raw -630865.191926 + Penalty 309.381460 = -630555.810466 nChanged 12 SP:Iteration 25Q (23.844509 sec): 3 clusters Score: Raw -630869.709246 + Penalty 310.703577 = -630559.005669 nChanged 12 SP:Iteration 26Q (23.857401 sec): 3 clusters Score: Raw -630875.020861 + Penalty 312.218509 = -630562.802351 nChanged 19 SP:Iteration 27Q (23.870810 sec): 3 clusters Score: Raw -630885.059905 + Penalty 309.910904 = -630575.149001 nChanged 16 SP:Iteration 28Q (23.883881 sec): 3 clusters Score: Raw -630889.701180 + Penalty 310.044545 = -630579.656634 nChanged 14 SP:Iteration 29Q (23.896615 sec): 3 clusters Score: Raw -630893.316656 + Penalty 309.434554 = -630583.882102 nChanged 11 SP:Iteration 30F (23.912078 sec): 3 clusters Score: Raw -630896.345917 + Penalty 308.867190 = -630587.478727 nChanged 8 SP:Iteration 31Q (23.924866 sec): 3 clusters Score: Raw -630898.838178 + Penalty 309.300597 = -630589.537580 nChanged 7 SP:Iteration 32Q (23.937581 sec): 3 clusters Score: Raw -630900.752698 + Penalty 309.570299 = -630591.182399 nChanged 5 SP:Iteration 33Q (23.950297 sec): 3 clusters Score: Raw -630901.871329 + Penalty 309.728994 = -630592.142335 nChanged 1 SP:Iteration 34Q (23.963362 sec): 3 clusters Score: Raw -630902.314965 + Penalty 310.028091 = -630592.286874 nChanged 2 SP:Iteration 35Q (23.976505 sec): 3 clusters Score: Raw -630902.808020 + Penalty 309.855672 = -630592.952348 nChanged 1 SP:Iteration 36Q (23.989446 sec): 3 clusters Score: Raw -630903.163460 + Penalty 310.095857 = -630593.067604 nChanged 1 SP:Iteration 37Q (24.002186 sec): 3 clusters Score: Raw -630903.270985 + Penalty 310.391542 = -630592.879443 nChanged 1 SP:Iteration 38F (24.017879 sec): 3 clusters Score: Raw -630903.385623 + Penalty 310.391542 = -630592.994081 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 3 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.026822 sec): 2 clusters Score: Raw -68506.354364 + Penalty 224.759191 = -68281.595173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.028556 sec): 3 clusters Score: Raw -68023.742320 + Penalty 449.719941 = -67574.022379 nChanged 325 SP:Iteration 1F (24.030260 sec): 3 clusters Score: Raw -68204.348328 + Penalty 449.469792 = -67754.878536 nChanged 88 SP:Iteration 2F (24.031949 sec): 3 clusters Score: Raw -68254.925855 + Penalty 449.169979 = -67805.755876 nChanged 73 SP:Iteration 3F (24.033645 sec): 3 clusters Score: Raw -68316.462101 + Penalty 446.819530 = -67869.642570 nChanged 86 SP:Iteration 4F (24.035304 sec): 3 clusters Score: Raw -68415.488314 + Penalty 443.623100 = -67971.865214 nChanged 69 SP:Iteration 5F (24.037000 sec): 3 clusters Score: Raw -68519.863989 + Penalty 434.902063 = -68084.961926 nChanged 81 SP:Iteration 6F (24.038684 sec): 3 clusters Score: Raw -68652.182688 + Penalty 427.300590 = -68224.882098 nChanged 65 SP:Iteration 7F (24.040361 sec): 3 clusters Score: Raw -68717.089541 + Penalty 427.570673 = -68289.518869 nChanged 48 SP:Iteration 8F (24.042045 sec): 3 clusters Score: Raw -68760.338109 + Penalty 429.769760 = -68330.568349 nChanged 29 SP:Iteration 9Q (24.043685 sec): 3 clusters Score: Raw -68776.877564 + Penalty 432.290860 = -68344.586705 nChanged 17 SP:Iteration 10F (24.045374 sec): 3 clusters Score: Raw -68785.907545 + Penalty 434.033180 = -68351.874365 nChanged 9 SP:Iteration 11Q (24.046995 sec): 3 clusters Score: Raw -68790.313441 + Penalty 435.130416 = -68355.183025 nChanged 9 SP:Iteration 12Q (24.048627 sec): 3 clusters Score: Raw -68793.177576 + Penalty 435.819337 = -68357.358239 nChanged 6 SP:Iteration 13Q (24.050223 sec): 3 clusters Score: Raw -68795.547747 + Penalty 436.056911 = -68359.490837 nChanged 1 SP:Iteration 14Q (24.051811 sec): 3 clusters Score: Raw -68795.781826 + Penalty 436.238314 = -68359.543512 nChanged 1 SP:Iteration 15Q (24.053429 sec): 3 clusters Score: Raw -68795.998171 + Penalty 436.388068 = -68359.610103 nChanged 1 SP:Iteration 16Q (24.055056 sec): 3 clusters Score: Raw -68796.158204 + Penalty 436.388068 = -68359.770136 nChanged 0 SP:Iteration 17F (24.056735 sec): 3 clusters Score: Raw -68796.158204 + Penalty 436.388068 = -68359.770136 nChanged 0 Score: Raw -3111450.265810 + Penalty 149577.677621 = -2961872.588188 Splitting cluster 3 changes total score from -2948202.658908 to -2961872.588188 So it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 4 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.753523 sec): 2 clusters Score: Raw -14095.685831 + Penalty 482.933869 = -13612.751962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.754002 sec): 3 clusters Score: Raw -14067.671054 + Penalty 969.288135 = -13098.382919 nChanged 32 SP:Iteration 1F (26.754470 sec): 3 clusters Score: Raw -14112.176021 + Penalty 974.873013 = -13137.303008 nChanged 9 SP:Iteration 2F (26.754935 sec): 3 clusters Score: Raw -14125.588904 + Penalty 976.278371 = -13149.310533 nChanged 2 SP:Iteration 3Q (26.755394 sec): 3 clusters Score: Raw -14127.121195 + Penalty 979.381944 = -13147.739251 nChanged 3 SP:Iteration 4F (26.755859 sec): 3 clusters Score: Raw -14135.458648 + Penalty 979.514855 = -13155.943793 nChanged 2 SP:Iteration 5Q (26.756337 sec): 3 clusters Score: Raw -14139.755478 + Penalty 977.858903 = -13161.896575 nChanged 1 SP:Iteration 6Q (26.756798 sec): 3 clusters Score: Raw -14143.351685 + Penalty 977.858903 = -13165.492782 nChanged 0 SP:Iteration 7F (26.757262 sec): 3 clusters Score: Raw -14143.351685 + Penalty 977.858903 = -13165.492782 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (2181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.767706 sec): 2 clusters Score: Raw -185686.233298 + Penalty 254.702057 = -185431.531240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.771852 sec): 3 clusters Score: Raw -184369.423331 + Penalty 515.338832 = -183854.084500 nChanged 1007 SP:Iteration 1F (26.775942 sec): 3 clusters Score: Raw -185740.507845 + Penalty 516.926570 = -185223.581275 nChanged 173 SP:Iteration 2F (26.780023 sec): 3 clusters Score: Raw -185918.141787 + Penalty 516.624634 = -185401.517153 nChanged 85 SP:Iteration 3Q (26.783946 sec): 3 clusters Score: Raw -185975.440820 + Penalty 516.896134 = -185458.544686 nChanged 50 SP:Iteration 4Q (26.787790 sec): 3 clusters Score: Raw -185998.599071 + Penalty 516.643727 = -185481.955344 nChanged 29 SP:Iteration 5Q (26.791510 sec): 3 clusters Score: Raw -186005.534081 + Penalty 516.390831 = -185489.143249 nChanged 13 SP:Iteration 6Q (26.795223 sec): 3 clusters Score: Raw -186007.660526 + Penalty 515.648496 = -185492.012030 nChanged 12 SP:Iteration 7Q (26.798980 sec): 3 clusters Score: Raw -186009.187030 + Penalty 515.595617 = -185493.591413 nChanged 6 SP:Iteration 8Q (26.802746 sec): 3 clusters Score: Raw -186009.934227 + Penalty 515.599988 = -185494.334239 nChanged 6 SP:Iteration 9Q (26.806539 sec): 3 clusters Score: Raw -186010.493735 + Penalty 515.821342 = -185494.672393 nChanged 4 SP:Iteration 10F (26.810638 sec): 3 clusters Score: Raw -186010.822685 + Penalty 515.948136 = -185494.874549 nChanged 1 SP:Iteration 11Q (26.814392 sec): 3 clusters Score: Raw -186010.840248 + Penalty 515.948136 = -185494.892112 nChanged 0 SP:Iteration 12F (26.818391 sec): 3 clusters Score: Raw -186010.840248 + Penalty 515.948136 = -185494.892112 nChanged 0 Score: Raw -3111774.876014 + Penalty 149935.171025 = -2961839.704989 Splitting cluster 5 changes total score from -2948202.658908 to -2961839.704989 So it's getting split into cluster 53. Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 6 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.543054 sec): 2 clusters Score: Raw -60299.779198 + Penalty 737.097430 = -59562.681768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.544509 sec): 3 clusters Score: Raw -60041.932518 + Penalty 1481.565000 = -58560.367517 nChanged 178 SP:Iteration 1F (29.546099 sec): 3 clusters Score: Raw -60197.807986 + Penalty 1490.718998 = -58707.088988 nChanged 60 SP:Iteration 2F (29.547430 sec): 3 clusters Score: Raw -60259.533097 + Penalty 1500.543168 = -58758.989929 nChanged 44 SP:Iteration 3F (29.548732 sec): 3 clusters Score: Raw -60310.048150 + Penalty 1507.914898 = -58802.133252 nChanged 28 SP:Iteration 4Q (29.550035 sec): 3 clusters Score: Raw -60338.261681 + Penalty 1509.849667 = -58828.412014 nChanged 16 SP:Iteration 5Q (29.551329 sec): 3 clusters Score: Raw -60360.947982 + Penalty 1508.636442 = -58852.311539 nChanged 12 SP:Iteration 6Q (29.552723 sec): 3 clusters Score: Raw -60374.352512 + Penalty 1508.584735 = -58865.767777 nChanged 5 SP:Iteration 7Q (29.554082 sec): 3 clusters Score: Raw -60379.131648 + Penalty 1511.388271 = -58867.743377 nChanged 5 SP:Iteration 8Q (29.555447 sec): 3 clusters Score: Raw -60383.005004 + Penalty 1512.022285 = -58870.982719 nChanged 5 SP:Iteration 9Q (29.556748 sec): 3 clusters Score: Raw -60387.395619 + Penalty 1513.394390 = -58874.001230 nChanged 4 SP:Iteration 10F (29.558057 sec): 3 clusters Score: Raw -60389.654375 + Penalty 1513.426635 = -58876.227740 nChanged 2 SP:Iteration 11Q (29.559342 sec): 3 clusters Score: Raw -60390.911362 + Penalty 1513.195806 = -58877.715556 nChanged 1 SP:Iteration 12Q (29.560642 sec): 3 clusters Score: Raw -60391.943948 + Penalty 1511.971181 = -58879.972767 nChanged 3 SP:Iteration 13Q (29.561935 sec): 3 clusters Score: Raw -60392.915438 + Penalty 1511.626532 = -58881.288905 nChanged 1 SP:Iteration 14Q (29.563226 sec): 3 clusters Score: Raw -60393.560708 + Penalty 1511.626532 = -58881.934176 nChanged 0 SP:Iteration 15F (29.564554 sec): 3 clusters Score: Raw -60393.560708 + Penalty 1511.626532 = -58881.934176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 7 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.565149 sec): 2 clusters Score: Raw -3142.563310 + Penalty 203.005022 = -2939.558288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.565428 sec): 3 clusters Score: Raw -3127.683473 + Penalty 406.074426 = -2721.609047 nChanged 5 SP:Iteration 1F (29.565719 sec): 3 clusters Score: Raw -3134.651071 + Penalty 405.975484 = -2728.675586 nChanged 2 SP:Iteration 2F (29.565989 sec): 3 clusters Score: Raw -3139.247572 + Penalty 407.007181 = -2732.240390 nChanged 2 SP:Iteration 3F (29.566258 sec): 3 clusters Score: Raw -3140.528320 + Penalty 409.442974 = -2731.085346 nChanged 1 SP:Iteration 4F (29.566527 sec): 3 clusters Score: Raw -3140.768494 + Penalty 416.415749 = -2724.352745 nChanged 2 SP:Iteration 5F (29.566795 sec): 3 clusters Score: Raw -3144.084332 + Penalty 422.586105 = -2721.498227 nChanged 2 SP:Iteration 6F (29.567063 sec): 3 clusters Score: Raw -3146.555293 + Penalty 422.586105 = -2723.969188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.572021 sec): 2 clusters Score: Raw -144852.473989 + Penalty 545.512449 = -144306.961540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.575327 sec): 3 clusters Score: Raw -144041.256550 + Penalty 1091.572948 = -142949.683602 nChanged 627 SP:Iteration 1F (29.578490 sec): 3 clusters Score: Raw -144447.450696 + Penalty 1089.895546 = -143357.555150 nChanged 122 SP:Iteration 2F (29.581653 sec): 3 clusters Score: Raw -144531.468266 + Penalty 1088.785267 = -143442.682999 nChanged 102 SP:Iteration 3F (29.584844 sec): 3 clusters Score: Raw -144604.673571 + Penalty 1084.377014 = -143520.296557 nChanged 75 SP:Iteration 4Q (29.588038 sec): 3 clusters Score: Raw -144668.031368 + Penalty 1081.235975 = -143586.795392 nChanged 51 SP:Iteration 5Q (29.591361 sec): 3 clusters Score: Raw -144698.705943 + Penalty 1078.762032 = -143619.943910 nChanged 52 SP:Iteration 6Q (29.594569 sec): 3 clusters Score: Raw -144728.743105 + Penalty 1076.973690 = -143651.769415 nChanged 45 SP:Iteration 7Q (29.598020 sec): 3 clusters Score: Raw -144759.843464 + Penalty 1076.440106 = -143683.403358 nChanged 39 SP:Iteration 8Q (29.601243 sec): 3 clusters Score: Raw -144784.757351 + Penalty 1075.715988 = -143709.041362 nChanged 33 SP:Iteration 9Q (29.604405 sec): 3 clusters Score: Raw -144799.476597 + Penalty 1074.256698 = -143725.219899 nChanged 21 SP:Iteration 10F (29.607606 sec): 3 clusters Score: Raw -144805.769232 + Penalty 1074.802995 = -143730.966237 nChanged 9 SP:Iteration 11Q (29.610735 sec): 3 clusters Score: Raw -144807.637758 + Penalty 1075.811377 = -143731.826381 nChanged 11 SP:Iteration 12Q (29.613824 sec): 3 clusters Score: Raw -144810.826129 + Penalty 1076.179462 = -143734.646667 nChanged 13 SP:Iteration 13Q (29.616871 sec): 3 clusters Score: Raw -144815.848337 + Penalty 1077.157737 = -143738.690600 nChanged 12 SP:Iteration 14Q (29.619941 sec): 3 clusters Score: Raw -144821.249744 + Penalty 1077.646878 = -143743.602866 nChanged 8 SP:Iteration 15Q (29.622981 sec): 3 clusters Score: Raw -144823.657526 + Penalty 1077.462027 = -143746.195499 nChanged 7 SP:Iteration 16Q (29.626029 sec): 3 clusters Score: Raw -144824.645840 + Penalty 1077.550508 = -143747.095332 nChanged 3 SP:Iteration 17Q (29.629036 sec): 3 clusters Score: Raw -144825.277077 + Penalty 1077.535098 = -143747.741980 nChanged 1 SP:Iteration 18Q (29.632065 sec): 3 clusters Score: Raw -144825.638392 + Penalty 1077.300706 = -143748.337685 nChanged 2 SP:Iteration 19Q (29.635118 sec): 3 clusters Score: Raw -144826.553020 + Penalty 1077.523747 = -143749.029273 nChanged 3 SP:Iteration 20F (29.638323 sec): 3 clusters Score: Raw -144827.142768 + Penalty 1077.601456 = -143749.541312 nChanged 1 SP:Iteration 21Q (29.641380 sec): 3 clusters Score: Raw -144827.154445 + Penalty 1077.571384 = -143749.583062 nChanged 1 SP:Iteration 22Q (29.644487 sec): 3 clusters Score: Raw -144827.173045 + Penalty 1077.598363 = -143749.574682 nChanged 1 SP:Iteration 23F (29.647674 sec): 3 clusters Score: Raw -144827.370226 + Penalty 1077.821503 = -143749.548723 nChanged 2 SP:Iteration 24F (29.650882 sec): 3 clusters Score: Raw -144827.810150 + Penalty 1077.852554 = -143749.957596 nChanged 2 SP:Iteration 25Q (29.653939 sec): 3 clusters Score: Raw -144829.053222 + Penalty 1078.157190 = -143750.896032 nChanged 6 SP:Iteration 26Q (29.657040 sec): 3 clusters Score: Raw -144831.399441 + Penalty 1078.353154 = -143753.046287 nChanged 3 SP:Iteration 27Q (29.660209 sec): 3 clusters Score: Raw -144831.978180 + Penalty 1078.375195 = -143753.602984 nChanged 2 SP:Iteration 28Q (29.663216 sec): 3 clusters Score: Raw -144832.455630 + Penalty 1078.068503 = -143754.387126 nChanged 1 SP:Iteration 29Q (29.666258 sec): 3 clusters Score: Raw -144832.681688 + Penalty 1078.151695 = -143754.529993 nChanged 3 SP:Iteration 30F (29.669404 sec): 3 clusters Score: Raw -144833.947488 + Penalty 1078.066778 = -143755.880710 nChanged 2 SP:Iteration 31Q (29.672495 sec): 3 clusters Score: Raw -144834.427752 + Penalty 1077.806073 = -143756.621679 nChanged 2 SP:Iteration 32Q (29.675565 sec): 3 clusters Score: Raw -144834.545735 + Penalty 1077.555961 = -143756.989774 nChanged 2 SP:Iteration 33Q (29.678567 sec): 3 clusters Score: Raw -144835.395446 + Penalty 1077.924322 = -143757.471124 nChanged 3 SP:Iteration 34Q (29.681666 sec): 3 clusters Score: Raw -144835.915465 + Penalty 1078.076099 = -143757.839366 nChanged 3 SP:Iteration 35Q (29.684737 sec): 3 clusters Score: Raw -144836.319596 + Penalty 1078.033134 = -143758.286462 nChanged 3 SP:Iteration 36Q (29.687815 sec): 3 clusters Score: Raw -144836.780805 + Penalty 1077.867408 = -143758.913397 nChanged 3 SP:Iteration 37Q (29.690898 sec): 3 clusters Score: Raw -144837.721380 + Penalty 1077.559855 = -143760.161525 nChanged 1 SP:Iteration 38Q (29.693993 sec): 3 clusters Score: Raw -144838.067035 + Penalty 1077.559855 = -143760.507180 nChanged 0 SP:Iteration 39F (29.697114 sec): 3 clusters Score: Raw -144838.067035 + Penalty 1077.559855 = -143760.507180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 9 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.699037 sec): 2 clusters Score: Raw -30438.538835 + Penalty 481.383757 = -29957.155079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.699914 sec): 3 clusters Score: Raw -30292.679772 + Penalty 974.537718 = -29318.142054 nChanged 100 SP:Iteration 1F (29.700763 sec): 3 clusters Score: Raw -30393.954939 + Penalty 991.093478 = -29402.861461 nChanged 26 SP:Iteration 2F (29.701609 sec): 3 clusters Score: Raw -30420.357460 + Penalty 1001.244397 = -29419.113063 nChanged 18 SP:Iteration 3F (29.702446 sec): 3 clusters Score: Raw -30438.018839 + Penalty 1010.884729 = -29427.134110 nChanged 12 SP:Iteration 4Q (29.703272 sec): 3 clusters Score: Raw -30447.904208 + Penalty 1018.972008 = -29428.932200 nChanged 9 SP:Iteration 5Q (29.704092 sec): 3 clusters Score: Raw -30454.770944 + Penalty 1021.574349 = -29433.196595 nChanged 4 SP:Iteration 6Q (29.704909 sec): 3 clusters Score: Raw -30460.108264 + Penalty 1023.345834 = -29436.762430 nChanged 2 SP:Iteration 7Q (29.705718 sec): 3 clusters Score: Raw -30463.544878 + Penalty 1022.598914 = -29440.945965 nChanged 2 SP:Iteration 8Q (29.706522 sec): 3 clusters Score: Raw -30465.592581 + Penalty 1021.317177 = -29444.275403 nChanged 2 SP:Iteration 9Q (29.707316 sec): 3 clusters Score: Raw -30466.295655 + Penalty 1021.317177 = -29444.978478 nChanged 0 SP:Iteration 10F (29.708117 sec): 3 clusters Score: Raw -30466.295655 + Penalty 1021.317177 = -29444.978478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 10 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.710171 sec): 2 clusters Score: Raw -37643.067311 + Penalty 417.199283 = -37225.868028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.711140 sec): 3 clusters Score: Raw -37415.483234 + Penalty 834.354473 = -36581.128762 nChanged 155 SP:Iteration 1F (29.712089 sec): 3 clusters Score: Raw -37524.851635 + Penalty 832.735624 = -36692.116011 nChanged 34 SP:Iteration 2F (29.713031 sec): 3 clusters Score: Raw -37552.615069 + Penalty 834.154856 = -36718.460213 nChanged 16 SP:Iteration 3Q (29.713974 sec): 3 clusters Score: Raw -37566.498605 + Penalty 835.417418 = -36731.081187 nChanged 15 SP:Iteration 4Q (29.714913 sec): 3 clusters Score: Raw -37574.104504 + Penalty 834.679826 = -36739.424678 nChanged 8 SP:Iteration 5Q (29.715840 sec): 3 clusters Score: Raw -37579.701820 + Penalty 831.732193 = -36747.969627 nChanged 13 SP:Iteration 6Q (29.716762 sec): 3 clusters Score: Raw -37589.634267 + Penalty 830.936642 = -36758.697625 nChanged 15 SP:Iteration 7Q (29.717682 sec): 3 clusters Score: Raw -37604.062318 + Penalty 832.674492 = -36771.387826 nChanged 7 SP:Iteration 8Q (29.718586 sec): 3 clusters Score: Raw -37608.099935 + Penalty 833.798607 = -36774.301328 nChanged 8 SP:Iteration 9Q (29.719478 sec): 3 clusters Score: Raw -37610.827265 + Penalty 833.316086 = -36777.511179 nChanged 7 SP:Iteration 10F (29.720429 sec): 3 clusters Score: Raw -37612.550860 + Penalty 832.782758 = -36779.768101 nChanged 10 SP:Iteration 11Q (29.721307 sec): 3 clusters Score: Raw -37617.817162 + Penalty 838.953351 = -36778.863811 nChanged 10 SP:Iteration 12F (29.722222 sec): 3 clusters Score: Raw -37622.019575 + Penalty 834.189344 = -36787.830231 nChanged 8 SP:Iteration 13Q (29.723101 sec): 3 clusters Score: Raw -37625.895283 + Penalty 848.734225 = -36777.161058 nChanged 8 SP:Iteration 14F (29.724014 sec): 3 clusters Score: Raw -37630.113834 + Penalty 857.235638 = -36772.878196 nChanged 6 SP:Iteration 15F (29.724924 sec): 3 clusters Score: Raw -37632.713107 + Penalty 866.546326 = -36766.166782 nChanged 4 SP:Iteration 16F (29.725830 sec): 3 clusters Score: Raw -37634.794801 + Penalty 864.724840 = -36770.069961 nChanged 4 SP:Iteration 17Q (29.726653 sec): 3 clusters Score: Raw -37634.500785 + Penalty 855.819155 = -36778.681629 nChanged 3 SP:Iteration 18Q (29.727496 sec): 3 clusters Score: Raw -37634.957184 + Penalty 836.595369 = -36798.361815 nChanged 3 SP:Iteration 19Q (29.728316 sec): 3 clusters Score: Raw -37636.764311 + Penalty 833.891151 = -36802.873160 nChanged 1 SP:Iteration 20F (29.729220 sec): 3 clusters Score: Raw -37637.273279 + Penalty 824.214260 = -36813.059019 nChanged 2 SP:Iteration 21Q (29.730033 sec): 3 clusters Score: Raw -37637.125058 + Penalty 802.704630 = -36834.420428 nChanged 4 SP:Iteration 22Q (29.730841 sec): 3 clusters Score: Raw -37638.323217 + Penalty 818.629548 = -36819.693668 nChanged 3 SP:Iteration 23F (29.731748 sec): 3 clusters Score: Raw -37637.800130 + Penalty 802.519982 = -36835.280147 nChanged 3 SP:Iteration 24Q (29.732561 sec): 3 clusters Score: Raw -37637.401965 + Penalty 791.771658 = -36845.630307 nChanged 5 SP:Iteration 25Q (29.733347 sec): 3 clusters Score: Raw -37638.994747 + Penalty 915.908159 = -36723.086588 nChanged 5 SP:Iteration 26F (29.734240 sec): 3 clusters Score: Raw -37641.566729 + Penalty 911.292318 = -36730.274411 nChanged 1 SP:Iteration 27Q (29.734968 sec): 3 clusters Score: Raw -37640.863164 + Penalty 417.199283 = -37223.663882 nChanged 1 SP:Iteration 28Q (29.735676 sec): 2 clusters Score: Raw -37643.067311 + Penalty 417.199283 = -37225.868028 nChanged 0 SP:Iteration 29F (29.736382 sec): 2 clusters Score: Raw -37643.067311 + Penalty 417.199283 = -37225.868028 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 11 (5537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.761938 sec): 2 clusters Score: Raw -453968.787065 + Penalty 247.493627 = -453721.293438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.773174 sec): 3 clusters Score: Raw -450289.067880 + Penalty 509.937956 = -449779.129924 nChanged 2568 SP:Iteration 1F (29.783736 sec): 3 clusters Score: Raw -452094.561990 + Penalty 525.473073 = -451569.088917 nChanged 1231 SP:Iteration 2F (29.793912 sec): 3 clusters Score: Raw -453796.080406 + Penalty 487.180491 = -453308.899916 nChanged 415 SP:Iteration 3F (29.804392 sec): 3 clusters Score: Raw -454569.120005 + Penalty 471.587177 = -454097.532828 nChanged 105 SP:Iteration 4Q (29.812902 sec): 3 clusters Score: Raw -454679.731125 + Penalty 466.619996 = -454213.111130 nChanged 29 SP:Iteration 5Q (29.821281 sec): 3 clusters Score: Raw -454690.893798 + Penalty 466.085862 = -454224.807936 nChanged 13 SP:Iteration 6Q (29.829683 sec): 3 clusters Score: Raw -454692.610354 + Penalty 465.679939 = -454226.930415 nChanged 2 SP:Iteration 7Q (29.837895 sec): 3 clusters Score: Raw -454692.722381 + Penalty 465.679939 = -454227.042442 nChanged 0 SP:Iteration 8F (29.848270 sec): 3 clusters Score: Raw -454692.722381 + Penalty 465.679939 = -454227.042442 nChanged 0 Score: Raw -3112498.815293 + Penalty 150201.467677 = -2962297.347616 Splitting cluster 11 changes total score from -2948202.658908 to -2962297.347616 So it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 12 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.573362 sec): 2 clusters Score: Raw -569.619865 + Penalty 189.873562 = -379.746303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.573586 sec): 3 clusters Score: Raw -557.076945 + Penalty 375.144420 = -181.932525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 13 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.574479 sec): 2 clusters Score: Raw -1668.547877 + Penalty 470.144839 = -1198.403038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.574726 sec): 3 clusters Score: Raw -1867.931279 + Penalty 941.322205 = -926.609075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 14 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.576361 sec): 2 clusters Score: Raw -25276.781163 + Penalty 334.943645 = -24941.837518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.577085 sec): 3 clusters Score: Raw -25128.200207 + Penalty 669.104039 = -24459.096168 nChanged 101 SP:Iteration 1F (32.577782 sec): 3 clusters Score: Raw -25200.059708 + Penalty 671.832271 = -24528.227437 nChanged 24 SP:Iteration 2F (32.578468 sec): 3 clusters Score: Raw -25220.645229 + Penalty 679.031866 = -24541.613363 nChanged 16 SP:Iteration 3F (32.579152 sec): 3 clusters Score: Raw -25232.383601 + Penalty 684.510865 = -24547.872735 nChanged 10 SP:Iteration 4Q (32.579835 sec): 3 clusters Score: Raw -25240.291295 + Penalty 681.327973 = -24558.963322 nChanged 11 SP:Iteration 5Q (32.580512 sec): 3 clusters Score: Raw -25252.810971 + Penalty 671.512970 = -24581.298001 nChanged 8 SP:Iteration 6Q (32.581188 sec): 3 clusters Score: Raw -25261.458034 + Penalty 668.527495 = -24592.930539 nChanged 6 SP:Iteration 7Q (32.581850 sec): 3 clusters Score: Raw -25261.696583 + Penalty 666.699281 = -24594.997302 nChanged 2 SP:Iteration 8Q (32.582512 sec): 3 clusters Score: Raw -25263.344918 + Penalty 666.699281 = -24596.645637 nChanged 0 SP:Iteration 9F (32.583211 sec): 3 clusters Score: Raw -25263.344918 + Penalty 666.699281 = -24596.645637 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.586722 sec): 2 clusters Score: Raw -73360.070176 + Penalty 456.872041 = -72903.198135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.588344 sec): 3 clusters Score: Raw -72937.418917 + Penalty 913.900613 = -72023.518304 nChanged 288 SP:Iteration 1F (32.589925 sec): 3 clusters Score: Raw -73179.892323 + Penalty 914.044861 = -72265.847463 nChanged 82 SP:Iteration 2F (32.591484 sec): 3 clusters Score: Raw -73239.938336 + Penalty 915.107547 = -72324.830789 nChanged 41 SP:Iteration 3F (32.593052 sec): 3 clusters Score: Raw -73262.089353 + Penalty 915.342795 = -72346.746557 nChanged 28 SP:Iteration 4Q (32.594635 sec): 3 clusters Score: Raw -73275.592259 + Penalty 915.404101 = -72360.188158 nChanged 8 SP:Iteration 5Q (32.596171 sec): 3 clusters Score: Raw -73280.401956 + Penalty 915.388831 = -72365.013125 nChanged 5 SP:Iteration 6Q (32.597712 sec): 3 clusters Score: Raw -73280.941935 + Penalty 915.457599 = -72365.484336 nChanged 1 SP:Iteration 7Q (32.599251 sec): 3 clusters Score: Raw -73281.206096 + Penalty 915.651173 = -72365.554923 nChanged 2 SP:Iteration 8Q (32.600780 sec): 3 clusters Score: Raw -73281.566374 + Penalty 915.689778 = -72365.876596 nChanged 1 SP:Iteration 9Q (32.602332 sec): 3 clusters Score: Raw -73281.622925 + Penalty 915.590680 = -72366.032246 nChanged 1 SP:Iteration 10F (32.603878 sec): 3 clusters Score: Raw -73281.696972 + Penalty 915.590680 = -72366.106293 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 16 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.607307 sec): 2 clusters Score: Raw -55756.968614 + Penalty 601.436099 = -55155.532516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.608559 sec): 3 clusters Score: Raw -55437.132033 + Penalty 1203.878566 = -54233.253467 nChanged 215 SP:Iteration 1F (32.609751 sec): 3 clusters Score: Raw -55609.744054 + Penalty 1203.827560 = -54405.916494 nChanged 80 SP:Iteration 2F (32.610961 sec): 3 clusters Score: Raw -55692.094216 + Penalty 1203.564931 = -54488.529286 nChanged 44 SP:Iteration 3F (32.612169 sec): 3 clusters Score: Raw -55737.713010 + Penalty 1203.156636 = -54534.556374 nChanged 34 SP:Iteration 4F (32.613362 sec): 3 clusters Score: Raw -55755.165435 + Penalty 1203.046997 = -54552.118437 nChanged 14 SP:Iteration 5Q (32.614524 sec): 3 clusters Score: Raw -55766.838834 + Penalty 1203.022519 = -54563.816315 nChanged 16 SP:Iteration 6Q (32.615701 sec): 3 clusters Score: Raw -55778.265610 + Penalty 1202.828257 = -54575.437352 nChanged 14 SP:Iteration 7Q (32.616857 sec): 3 clusters Score: Raw -55789.220300 + Penalty 1202.590849 = -54586.629451 nChanged 14 SP:Iteration 8Q (32.618008 sec): 3 clusters Score: Raw -55803.234449 + Penalty 1202.152467 = -54601.081982 nChanged 12 SP:Iteration 9Q (32.619157 sec): 3 clusters Score: Raw -55810.732108 + Penalty 1201.871191 = -54608.860917 nChanged 4 SP:Iteration 10F (32.620368 sec): 3 clusters Score: Raw -55811.450894 + Penalty 1201.510902 = -54609.939991 nChanged 3 SP:Iteration 11Q (32.621521 sec): 3 clusters Score: Raw -55812.915239 + Penalty 1201.007668 = -54611.907570 nChanged 3 SP:Iteration 12Q (32.622674 sec): 3 clusters Score: Raw -55814.488060 + Penalty 1200.501541 = -54613.986519 nChanged 3 SP:Iteration 13Q (32.623822 sec): 3 clusters Score: Raw -55815.645021 + Penalty 1199.875657 = -54615.769364 nChanged 2 SP:Iteration 14Q (32.624990 sec): 3 clusters Score: Raw -55817.130977 + Penalty 1199.184103 = -54617.946874 nChanged 2 SP:Iteration 15Q (32.626140 sec): 3 clusters Score: Raw -55818.172654 + Penalty 1199.083131 = -54619.089524 nChanged 1 SP:Iteration 16Q (32.627364 sec): 3 clusters Score: Raw -55818.150575 + Penalty 1199.083131 = -54619.067444 nChanged 0 SP:Iteration 17F (32.628551 sec): 3 clusters Score: Raw -55818.150575 + Penalty 1199.083131 = -54619.067444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 17 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.629188 sec): 2 clusters Score: Raw -4125.106157 + Penalty 421.812884 = -3703.293273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.629480 sec): 3 clusters Score: Raw -4142.721452 + Penalty 856.850040 = -3285.871411 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.637571 sec): 2 clusters Score: Raw -138309.243773 + Penalty 190.966653 = -138118.277121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.640700 sec): 3 clusters Score: Raw -137293.868618 + Penalty 385.540323 = -136908.328295 nChanged 763 SP:Iteration 1F (32.643795 sec): 3 clusters Score: Raw -137933.177005 + Penalty 380.437222 = -137552.739783 nChanged 125 SP:Iteration 2F (32.646810 sec): 3 clusters Score: Raw -138086.657477 + Penalty 378.870457 = -137707.787020 nChanged 63 SP:Iteration 3Q (32.649752 sec): 3 clusters Score: Raw -138104.943784 + Penalty 378.062675 = -137726.881110 nChanged 32 SP:Iteration 4Q (32.652654 sec): 3 clusters Score: Raw -138112.540112 + Penalty 378.201841 = -137734.338271 nChanged 19 SP:Iteration 5Q (32.655621 sec): 3 clusters Score: Raw -138116.044840 + Penalty 378.377799 = -137737.667041 nChanged 9 SP:Iteration 6Q (32.658568 sec): 3 clusters Score: Raw -138116.816511 + Penalty 378.636207 = -137738.180305 nChanged 6 SP:Iteration 7Q (32.661505 sec): 3 clusters Score: Raw -138118.018810 + Penalty 378.830490 = -137739.188320 nChanged 9 SP:Iteration 8Q (32.664454 sec): 3 clusters Score: Raw -138119.479491 + Penalty 379.213340 = -137740.266151 nChanged 10 SP:Iteration 9Q (32.667407 sec): 3 clusters Score: Raw -138120.843057 + Penalty 379.368683 = -137741.474374 nChanged 10 SP:Iteration 10F (32.670457 sec): 3 clusters Score: Raw -138122.177024 + Penalty 379.765833 = -137742.411191 nChanged 10 SP:Iteration 11Q (32.673404 sec): 3 clusters Score: Raw -138124.193839 + Penalty 380.201482 = -137743.992357 nChanged 11 SP:Iteration 12Q (32.676341 sec): 3 clusters Score: Raw -138126.959118 + Penalty 380.507561 = -137746.451557 nChanged 14 SP:Iteration 13Q (32.679207 sec): 3 clusters Score: Raw -138129.892339 + Penalty 381.459399 = -137748.432941 nChanged 20 SP:Iteration 14Q (32.682086 sec): 3 clusters Score: Raw -138134.994153 + Penalty 381.597109 = -137753.397044 nChanged 19 SP:Iteration 15Q (32.684967 sec): 3 clusters Score: Raw -138140.371527 + Penalty 381.160881 = -137759.210645 nChanged 22 SP:Iteration 16Q (32.687845 sec): 3 clusters Score: Raw -138147.224975 + Penalty 381.315357 = -137765.909618 nChanged 20 SP:Iteration 17Q (32.690663 sec): 3 clusters Score: Raw -138152.149134 + Penalty 382.441785 = -137769.707349 nChanged 18 SP:Iteration 18Q (32.693506 sec): 3 clusters Score: Raw -138157.902699 + Penalty 382.222217 = -137775.680482 nChanged 16 SP:Iteration 19Q (32.696283 sec): 3 clusters Score: Raw -138161.541625 + Penalty 383.384658 = -137778.156967 nChanged 17 SP:Iteration 20F (32.699306 sec): 3 clusters Score: Raw -138166.092654 + Penalty 384.400762 = -137781.691893 nChanged 19 SP:Iteration 21Q (32.702120 sec): 3 clusters Score: Raw -138172.058553 + Penalty 388.095143 = -137783.963410 nChanged 24 SP:Iteration 22Q (32.704934 sec): 3 clusters Score: Raw -138180.664006 + Penalty 390.583476 = -137790.080530 nChanged 18 SP:Iteration 23Q (32.707734 sec): 3 clusters Score: Raw -138187.827420 + Penalty 390.303382 = -137797.524038 nChanged 11 SP:Iteration 24Q (32.710475 sec): 3 clusters Score: Raw -138190.671958 + Penalty 389.096948 = -137801.575010 nChanged 6 SP:Iteration 25Q (32.713227 sec): 3 clusters Score: Raw -138191.715318 + Penalty 388.327492 = -137803.387826 nChanged 8 SP:Iteration 26Q (32.716014 sec): 3 clusters Score: Raw -138193.510963 + Penalty 388.411277 = -137805.099686 nChanged 8 SP:Iteration 27Q (32.718745 sec): 3 clusters Score: Raw -138194.580317 + Penalty 388.991945 = -137805.588372 nChanged 4 SP:Iteration 28Q (32.721471 sec): 3 clusters Score: Raw -138195.092897 + Penalty 389.301062 = -137805.791835 nChanged 4 SP:Iteration 29Q (32.724240 sec): 3 clusters Score: Raw -138196.361679 + Penalty 389.705312 = -137806.656367 nChanged 7 SP:Iteration 30F (32.727284 sec): 3 clusters Score: Raw -138197.442850 + Penalty 389.957163 = -137807.485687 nChanged 5 SP:Iteration 31Q (32.730044 sec): 3 clusters Score: Raw -138198.131389 + Penalty 392.403244 = -137805.728145 nChanged 9 SP:Iteration 32F (32.733110 sec): 3 clusters Score: Raw -138199.677003 + Penalty 393.842311 = -137805.834691 nChanged 12 SP:Iteration 33Q (32.735835 sec): 3 clusters Score: Raw -138201.761152 + Penalty 396.038689 = -137805.722462 nChanged 10 SP:Iteration 34F (32.738849 sec): 3 clusters Score: Raw -138203.633963 + Penalty 395.496625 = -137808.137338 nChanged 12 SP:Iteration 35Q (32.741560 sec): 3 clusters Score: Raw -138206.328886 + Penalty 396.990022 = -137809.338864 nChanged 13 SP:Iteration 36Q (32.744240 sec): 3 clusters Score: Raw -138210.554771 + Penalty 400.532608 = -137810.022163 nChanged 20 SP:Iteration 37Q (32.746923 sec): 3 clusters Score: Raw -138217.833317 + Penalty 403.622070 = -137814.211247 nChanged 23 SP:Iteration 38Q (32.749625 sec): 3 clusters Score: Raw -138229.214925 + Penalty 410.791821 = -137818.423103 nChanged 27 SP:Iteration 39Q (32.752335 sec): 3 clusters Score: Raw -138240.926242 + Penalty 412.412979 = -137828.513263 nChanged 23 SP:Iteration 40F (32.755394 sec): 3 clusters Score: Raw -138252.207966 + Penalty 417.771480 = -137834.436486 nChanged 19 SP:Iteration 41Q (32.758028 sec): 3 clusters Score: Raw -138260.525838 + Penalty 427.545926 = -137832.979912 nChanged 21 SP:Iteration 42F (32.761044 sec): 3 clusters Score: Raw -138272.781572 + Penalty 444.532327 = -137828.249245 nChanged 20 SP:Iteration 43F (32.764110 sec): 3 clusters Score: Raw -138282.570413 + Penalty 459.450026 = -137823.120387 nChanged 14 SP:Iteration 44F (32.767140 sec): 3 clusters Score: Raw -138289.046017 + Penalty 471.716785 = -137817.329232 nChanged 16 SP:Iteration 45F (32.770222 sec): 3 clusters Score: Raw -138297.519672 + Penalty 465.547898 = -137831.971774 nChanged 14 SP:Iteration 46Q (32.772840 sec): 3 clusters Score: Raw -138305.097875 + Penalty 467.624158 = -137837.473718 nChanged 12 SP:Iteration 47Q (32.775528 sec): 3 clusters Score: Raw -138312.918946 + Penalty 476.062039 = -137836.856907 nChanged 6 SP:Iteration 48F (32.778651 sec): 3 clusters Score: Raw -138314.540918 + Penalty 474.369860 = -137840.171058 nChanged 4 SP:Iteration 49Q (32.781143 sec): 3 clusters Score: Raw -138316.412918 + Penalty 480.132222 = -137836.280696 nChanged 5 SP:Iteration 50F (32.784155 sec): 3 clusters Score: Raw -138318.814885 + Penalty 486.888404 = -137831.926481 nChanged 3 SP:Iteration 51F (32.787164 sec): 3 clusters Score: Raw -138319.557838 + Penalty 489.575221 = -137829.982616 nChanged 1 SP:Iteration 52F (32.790229 sec): 3 clusters Score: Raw -138319.738835 + Penalty 489.575221 = -137830.163614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 19 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.793387 sec): 2 clusters Score: Raw -7419.026910 + Penalty 23.623873 = -7395.403037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.793661 sec): 3 clusters Score: Raw -7369.902295 + Penalty 47.543896 = -7322.358399 nChanged 42 SP:Iteration 1F (32.793921 sec): 3 clusters Score: Raw -7400.531899 + Penalty 48.185556 = -7352.346343 nChanged 14 SP:Iteration 2F (32.794179 sec): 3 clusters Score: Raw -7416.323286 + Penalty 50.243865 = -7366.079421 nChanged 13 SP:Iteration 3F (32.794431 sec): 3 clusters Score: Raw -7436.767479 + Penalty 53.410495 = -7383.356984 nChanged 5 SP:Iteration 4Q (32.794675 sec): 3 clusters Score: Raw -7448.406066 + Penalty 53.410495 = -7394.995570 nChanged 0 SP:Iteration 5F (32.794922 sec): 3 clusters Score: Raw -7448.406066 + Penalty 53.410495 = -7394.995570 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 20 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.799565 sec): 2 clusters Score: Raw -129596.217665 + Penalty 177.255071 = -129418.962594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.802516 sec): 3 clusters Score: Raw -128621.357018 + Penalty 357.946369 = -128263.410650 nChanged 711 SP:Iteration 1F (32.805405 sec): 3 clusters Score: Raw -129219.369620 + Penalty 372.098532 = -128847.271088 nChanged 265 SP:Iteration 2F (32.808262 sec): 3 clusters Score: Raw -129571.840688 + Penalty 386.362260 = -129185.478428 nChanged 136 SP:Iteration 3F (32.811085 sec): 3 clusters Score: Raw -129742.184943 + Penalty 398.080489 = -129344.104453 nChanged 71 SP:Iteration 4Q (32.813945 sec): 3 clusters Score: Raw -129820.699493 + Penalty 398.868855 = -129421.830638 nChanged 32 SP:Iteration 5Q (32.816777 sec): 3 clusters Score: Raw -129854.430566 + Penalty 400.154505 = -129454.276062 nChanged 11 SP:Iteration 6Q (32.819505 sec): 3 clusters Score: Raw -129863.156926 + Penalty 401.065217 = -129462.091710 nChanged 8 SP:Iteration 7Q (32.822161 sec): 3 clusters Score: Raw -129865.670649 + Penalty 401.065548 = -129464.605101 nChanged 3 SP:Iteration 8Q (32.824763 sec): 3 clusters Score: Raw -129866.804982 + Penalty 401.043470 = -129465.761512 nChanged 2 SP:Iteration 9Q (32.827380 sec): 3 clusters Score: Raw -129867.667002 + Penalty 401.763095 = -129465.903907 nChanged 2 SP:Iteration 10F (32.830180 sec): 3 clusters Score: Raw -129868.496839 + Penalty 402.638558 = -129465.858281 nChanged 3 SP:Iteration 11F (32.833020 sec): 3 clusters Score: Raw -129868.966328 + Penalty 401.921000 = -129467.045328 nChanged 3 SP:Iteration 12Q (32.835643 sec): 3 clusters Score: Raw -129869.526995 + Penalty 400.743524 = -129468.783471 nChanged 3 SP:Iteration 13Q (32.838240 sec): 3 clusters Score: Raw -129869.865212 + Penalty 400.743524 = -129469.121688 nChanged 0 SP:Iteration 14F (32.841111 sec): 3 clusters Score: Raw -129869.865212 + Penalty 400.743524 = -129469.121688 nChanged 0 Score: Raw -3112772.465670 + Penalty 150521.850231 = -2962250.615439 Splitting cluster 20 changes total score from -2948202.658908 to -2962250.615439 So it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 21 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.581062 sec): 2 clusters Score: Raw -8355.856031 + Penalty 370.494616 = -7985.361416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.581453 sec): 3 clusters Score: Raw -8326.949849 + Penalty 739.392313 = -7587.557536 nChanged 16 SP:Iteration 1F (35.581834 sec): 3 clusters Score: Raw -8355.491749 + Penalty 745.796894 = -7609.694855 nChanged 9 SP:Iteration 2F (35.582208 sec): 3 clusters Score: Raw -8373.970324 + Penalty 747.503658 = -7626.466666 nChanged 3 SP:Iteration 3Q (35.582578 sec): 3 clusters Score: Raw -8383.470105 + Penalty 751.744100 = -7631.726005 nChanged 3 SP:Iteration 4Q (35.582944 sec): 3 clusters Score: Raw -8388.749189 + Penalty 751.744100 = -7637.005088 nChanged 0 SP:Iteration 5F (35.583325 sec): 3 clusters Score: Raw -8388.749189 + Penalty 751.744100 = -7637.005088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.583809 sec): 2 clusters Score: Raw -430.282838 + Penalty 128.717226 = -301.565613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.584022 sec): 3 clusters Score: Raw -440.372404 + Penalty 257.233873 = -183.138531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 23 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.585628 sec): 2 clusters Score: Raw -33032.940124 + Penalty 541.937166 = -32491.002958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.586524 sec): 3 clusters Score: Raw -32882.683119 + Penalty 1080.428178 = -31802.254941 nChanged 106 SP:Iteration 1F (35.587390 sec): 3 clusters Score: Raw -32965.398327 + Penalty 1081.321636 = -31884.076691 nChanged 30 SP:Iteration 2F (35.588249 sec): 3 clusters Score: Raw -32988.974304 + Penalty 1079.793122 = -31909.181183 nChanged 10 SP:Iteration 3Q (35.589104 sec): 3 clusters Score: Raw -32997.187234 + Penalty 1079.803836 = -31917.383398 nChanged 4 SP:Iteration 4Q (35.589955 sec): 3 clusters Score: Raw -33000.740596 + Penalty 1078.957263 = -31921.783333 nChanged 5 SP:Iteration 5Q (35.590802 sec): 3 clusters Score: Raw -33002.054380 + Penalty 1079.431701 = -31922.622679 nChanged 5 SP:Iteration 6Q (35.591667 sec): 3 clusters Score: Raw -33004.414492 + Penalty 1080.438802 = -31923.975690 nChanged 9 SP:Iteration 7Q (35.592518 sec): 3 clusters Score: Raw -33009.496563 + Penalty 1083.521641 = -31925.974922 nChanged 14 SP:Iteration 8Q (35.593383 sec): 3 clusters Score: Raw -33019.018177 + Penalty 1095.300608 = -31923.717569 nChanged 24 SP:Iteration 9F (35.594256 sec): 3 clusters Score: Raw -33039.281260 + Penalty 1106.331106 = -31932.950155 nChanged 16 SP:Iteration 10F (35.595129 sec): 3 clusters Score: Raw -33056.086979 + Penalty 1106.517396 = -31949.569583 nChanged 12 SP:Iteration 11Q (35.595996 sec): 3 clusters Score: Raw -33068.167695 + Penalty 1109.935799 = -31958.231896 nChanged 5 SP:Iteration 12Q (35.596847 sec): 3 clusters Score: Raw -33073.380726 + Penalty 1126.055343 = -31947.325384 nChanged 7 SP:Iteration 13F (35.597747 sec): 3 clusters Score: Raw -33082.673781 + Penalty 1132.222155 = -31950.451625 nChanged 2 SP:Iteration 14Q (35.598596 sec): 3 clusters Score: Raw -33085.594680 + Penalty 1151.482321 = -31934.112359 nChanged 3 SP:Iteration 15F (35.599511 sec): 3 clusters Score: Raw -33092.853648 + Penalty 1151.931838 = -31940.921810 nChanged 3 SP:Iteration 16Q (35.600342 sec): 3 clusters Score: Raw -33096.695787 + Penalty 1149.659438 = -31947.036349 nChanged 1 SP:Iteration 17Q (35.601169 sec): 3 clusters Score: Raw -33098.848923 + Penalty 1149.659438 = -31949.189485 nChanged 0 SP:Iteration 18F (35.602068 sec): 3 clusters Score: Raw -33098.848923 + Penalty 1149.659438 = -31949.189485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 24 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.603863 sec): 2 clusters Score: Raw -30924.069884 + Penalty 571.002964 = -30353.066920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.604691 sec): 3 clusters Score: Raw -30803.844724 + Penalty 1153.859091 = -29649.985633 nChanged 97 SP:Iteration 1F (35.605508 sec): 3 clusters Score: Raw -30889.735096 + Penalty 1157.783807 = -29731.951289 nChanged 24 SP:Iteration 2F (35.606346 sec): 3 clusters Score: Raw -30912.293062 + Penalty 1158.447605 = -29753.845457 nChanged 12 SP:Iteration 3Q (35.607159 sec): 3 clusters Score: Raw -30928.115871 + Penalty 1157.517410 = -29770.598460 nChanged 12 SP:Iteration 4Q (35.607965 sec): 3 clusters Score: Raw -30937.493869 + Penalty 1157.496528 = -29779.997341 nChanged 3 SP:Iteration 5Q (35.608769 sec): 3 clusters Score: Raw -30938.963682 + Penalty 1158.115651 = -29780.848030 nChanged 1 SP:Iteration 6Q (35.609572 sec): 3 clusters Score: Raw -30939.162709 + Penalty 1159.202843 = -29779.959866 nChanged 2 SP:Iteration 7F (35.610389 sec): 3 clusters Score: Raw -30940.359523 + Penalty 1158.262917 = -29782.096606 nChanged 1 SP:Iteration 8Q (35.611211 sec): 3 clusters Score: Raw -30941.261299 + Penalty 1158.262917 = -29782.998382 nChanged 0 SP:Iteration 9F (35.612031 sec): 3 clusters Score: Raw -30941.261299 + Penalty 1158.262917 = -29782.998382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (2755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.625634 sec): 2 clusters Score: Raw -233341.359309 + Penalty 158.288543 = -233183.070765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.631192 sec): 3 clusters Score: Raw -231648.600298 + Penalty 403.476545 = -231245.123753 nChanged 1278 SP:Iteration 1F (35.636325 sec): 3 clusters Score: Raw -233211.835778 + Penalty 466.563762 = -232745.272016 nChanged 218 SP:Iteration 2F (35.641479 sec): 3 clusters Score: Raw -233551.481138 + Penalty 483.141489 = -233068.339649 nChanged 55 SP:Iteration 3Q (35.646160 sec): 3 clusters Score: Raw -233625.035180 + Penalty 488.787067 = -233136.248113 nChanged 26 SP:Iteration 4Q (35.650215 sec): 3 clusters Score: Raw -233651.418390 + Penalty 489.146659 = -233162.271731 nChanged 14 SP:Iteration 5Q (35.654205 sec): 3 clusters Score: Raw -233663.184824 + Penalty 489.674910 = -233173.509914 nChanged 11 SP:Iteration 6Q (35.658294 sec): 3 clusters Score: Raw -233679.269245 + Penalty 488.201796 = -233191.067450 nChanged 8 SP:Iteration 7Q (35.662379 sec): 3 clusters Score: Raw -233696.008691 + Penalty 479.437048 = -233216.571643 nChanged 8 SP:Iteration 8Q (35.666555 sec): 3 clusters Score: Raw -233709.646081 + Penalty 477.424548 = -233232.221532 nChanged 4 SP:Iteration 9Q (35.670501 sec): 3 clusters Score: Raw -233714.845561 + Penalty 477.790225 = -233237.055336 nChanged 3 SP:Iteration 10F (35.675442 sec): 3 clusters Score: Raw -233716.700202 + Penalty 479.949335 = -233236.750867 nChanged 2 SP:Iteration 11F (35.680372 sec): 3 clusters Score: Raw -233719.180762 + Penalty 479.056336 = -233240.124425 nChanged 2 SP:Iteration 12Q (35.684266 sec): 3 clusters Score: Raw -233722.689502 + Penalty 479.354597 = -233243.334905 nChanged 2 SP:Iteration 13Q (35.688154 sec): 3 clusters Score: Raw -233724.119668 + Penalty 481.201016 = -233242.918652 nChanged 1 SP:Iteration 14F (35.693101 sec): 3 clusters Score: Raw -233724.755151 + Penalty 481.201016 = -233243.554135 nChanged 0 Score: Raw -3113155.865074 + Penalty 150950.695782 = -2962205.169292 Splitting cluster 25 changes total score from -2948202.658908 to -2962205.169292 So it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 26 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.469434 sec): 2 clusters Score: Raw -79.002423 + Penalty 0.000000 = -79.002423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.469627 sec): 2 clusters Score: Raw -79.002423 + Penalty 0.000000 = -79.002423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 27 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.470230 sec): 2 clusters Score: Raw -4172.520203 + Penalty 396.878149 = -3775.642053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.470525 sec): 3 clusters Score: Raw -4173.983319 + Penalty 791.336363 = -3382.646956 nChanged 4 SP:Iteration 1F (38.470813 sec): 3 clusters Score: Raw -4183.053376 + Penalty 790.706039 = -3392.347337 nChanged 1 SP:Iteration 2Q (38.471096 sec): 3 clusters Score: Raw -4184.317351 + Penalty 789.097440 = -3395.219911 nChanged 1 SP:Iteration 3Q (38.471380 sec): 3 clusters Score: Raw -4186.827729 + Penalty 792.765233 = -3394.062496 nChanged 1 SP:Iteration 4F (38.471667 sec): 3 clusters Score: Raw -4188.915727 + Penalty 792.765233 = -3396.150494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 28 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.472186 sec): 2 clusters Score: Raw -1543.458944 + Penalty 146.621364 = -1396.837580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.472427 sec): 3 clusters Score: Raw -1570.275163 + Penalty 290.887001 = -1279.388162 nChanged 1 SP:Iteration 1F (38.472664 sec): 3 clusters Score: Raw -1574.393149 + Penalty 296.384830 = -1278.008319 nChanged 1 SP:Iteration 2F (38.472901 sec): 3 clusters Score: Raw -1576.232177 + Penalty 304.717758 = -1271.514419 nChanged 1 SP:Iteration 3F (38.473137 sec): 3 clusters Score: Raw -1580.148181 + Penalty 304.717758 = -1275.430423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 29 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.473649 sec): 2 clusters Score: Raw -1776.021534 + Penalty 357.168579 = -1418.852955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.473891 sec): 3 clusters Score: Raw -1815.997036 + Penalty 713.377391 = -1102.619645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 30 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.474635 sec): 2 clusters Score: Raw -9573.882074 + Penalty 623.744034 = -8950.138039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.475033 sec): 3 clusters Score: Raw -9639.239891 + Penalty 1247.515812 = -8391.724079 nChanged 4 SP:Iteration 1Q (38.475413 sec): 3 clusters Score: Raw -9650.886658 + Penalty 1247.563699 = -8403.322959 nChanged 1 SP:Iteration 2Q (38.475791 sec): 3 clusters Score: Raw -9654.933405 + Penalty 1247.563699 = -8407.369705 nChanged 0 SP:Iteration 3F (38.476186 sec): 3 clusters Score: Raw -9654.933405 + Penalty 1247.563699 = -8407.369705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 31 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.476644 sec): 2 clusters Score: Raw -80.352104 + Penalty 0.000000 = -80.352104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.476825 sec): 2 clusters Score: Raw -80.352104 + Penalty 0.000000 = -80.352104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 32 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.477469 sec): 2 clusters Score: Raw -6477.944515 + Penalty 481.306174 = -5996.638341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.477836 sec): 3 clusters Score: Raw -6494.511164 + Penalty 963.329383 = -5531.181781 nChanged 5 SP:Iteration 1F (38.478167 sec): 3 clusters Score: Raw -6503.898355 + Penalty 963.301650 = -5540.596705 nChanged 2 SP:Iteration 2Q (38.478494 sec): 3 clusters Score: Raw -6512.314401 + Penalty 961.906680 = -5550.407722 nChanged 2 SP:Iteration 3Q (38.478819 sec): 3 clusters Score: Raw -6517.468711 + Penalty 961.431397 = -5556.037314 nChanged 2 SP:Iteration 4Q (38.479142 sec): 3 clusters Score: Raw -6520.111564 + Penalty 959.493621 = -5560.617942 nChanged 1 SP:Iteration 5Q (38.479466 sec): 3 clusters Score: Raw -6527.594041 + Penalty 960.246228 = -5567.347813 nChanged 1 SP:Iteration 6Q (38.479784 sec): 3 clusters Score: Raw -6527.735339 + Penalty 960.246228 = -5567.489111 nChanged 0 SP:Iteration 7F (38.480115 sec): 3 clusters Score: Raw -6527.735339 + Penalty 960.246228 = -5567.489111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 33 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.480635 sec): 2 clusters Score: Raw -1799.858127 + Penalty 214.504682 = -1585.353444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.480878 sec): 3 clusters Score: Raw -1799.283074 + Penalty 435.281601 = -1364.001473 nChanged 1 SP:Iteration 1Q (38.481115 sec): 3 clusters Score: Raw -1801.662477 + Penalty 437.889572 = -1363.772904 nChanged 1 SP:Iteration 2F (38.481353 sec): 3 clusters Score: Raw -1802.075414 + Penalty 447.915742 = -1354.159672 nChanged 1 SP:Iteration 3F (38.481590 sec): 3 clusters Score: Raw -1803.416866 + Penalty 447.915742 = -1355.501124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 34 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.482102 sec): 2 clusters Score: Raw -1825.602479 + Penalty 283.643005 = -1541.959474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.482343 sec): 3 clusters Score: Raw -1811.462658 + Penalty 556.631604 = -1254.831054 nChanged 2 SP:Iteration 1F (38.482580 sec): 3 clusters Score: Raw -1815.577337 + Penalty 554.633075 = -1260.944263 nChanged 2 SP:Iteration 2F (38.482816 sec): 3 clusters Score: Raw -1815.028676 + Penalty 559.964380 = -1255.064296 nChanged 1 SP:Iteration 3F (38.483054 sec): 3 clusters Score: Raw -1818.546058 + Penalty 283.643005 = -1534.903053 nChanged 2 SP:Iteration 4F (38.483266 sec): 2 clusters Score: Raw -1825.602479 + Penalty 283.643005 = -1541.959474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.485696 sec): 2 clusters Score: Raw -39128.760264 + Penalty 572.980373 = -38555.779890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.486633 sec): 3 clusters Score: Raw -38930.560064 + Penalty 1153.120795 = -37777.439269 nChanged 113 SP:Iteration 1F (38.487547 sec): 3 clusters Score: Raw -39033.898304 + Penalty 1158.663885 = -37875.234419 nChanged 40 SP:Iteration 2F (38.488458 sec): 3 clusters Score: Raw -39075.305884 + Penalty 1166.513499 = -37908.792385 nChanged 28 SP:Iteration 3F (38.489372 sec): 3 clusters Score: Raw -39108.175400 + Penalty 1166.574190 = -37941.601210 nChanged 15 SP:Iteration 4Q (38.490293 sec): 3 clusters Score: Raw -39130.580975 + Penalty 1165.264718 = -37965.316257 nChanged 10 SP:Iteration 5Q (38.491203 sec): 3 clusters Score: Raw -39138.776283 + Penalty 1164.202322 = -37974.573961 nChanged 7 SP:Iteration 6Q (38.492086 sec): 3 clusters Score: Raw -39142.348370 + Penalty 1165.662147 = -37976.686223 nChanged 3 SP:Iteration 7Q (38.492967 sec): 3 clusters Score: Raw -39145.130915 + Penalty 1165.775697 = -37979.355218 nChanged 4 SP:Iteration 8Q (38.493846 sec): 3 clusters Score: Raw -39147.599718 + Penalty 1165.554145 = -37982.045573 nChanged 2 SP:Iteration 9Q (38.494773 sec): 3 clusters Score: Raw -39148.621033 + Penalty 1164.795650 = -37983.825383 nChanged 1 SP:Iteration 10F (38.495689 sec): 3 clusters Score: Raw -39149.192874 + Penalty 1165.141988 = -37984.050886 nChanged 1 SP:Iteration 11Q (38.496564 sec): 3 clusters Score: Raw -39149.420647 + Penalty 1165.141988 = -37984.278660 nChanged 0 SP:Iteration 12F (38.497475 sec): 3 clusters Score: Raw -39149.420647 + Penalty 1165.141988 = -37984.278660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 36 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.500969 sec): 2 clusters Score: Raw -86377.522110 + Penalty 757.903717 = -85619.618393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.502682 sec): 3 clusters Score: Raw -85942.788944 + Penalty 1517.343759 = -84425.445185 nChanged 314 SP:Iteration 1F (38.504384 sec): 3 clusters Score: Raw -86174.387637 + Penalty 1523.281920 = -84651.105717 nChanged 95 SP:Iteration 2F (38.506070 sec): 3 clusters Score: Raw -86272.102415 + Penalty 1532.285206 = -84739.817209 nChanged 84 SP:Iteration 3F (38.507773 sec): 3 clusters Score: Raw -86349.826876 + Penalty 1538.635280 = -84811.191596 nChanged 48 SP:Iteration 4F (38.509554 sec): 3 clusters Score: Raw -86403.892986 + Penalty 1546.975113 = -84856.917873 nChanged 38 SP:Iteration 5Q (38.511337 sec): 3 clusters Score: Raw -86441.498891 + Penalty 1556.890017 = -84884.608874 nChanged 27 SP:Iteration 6Q (38.513097 sec): 3 clusters Score: Raw -86469.684537 + Penalty 1562.899627 = -84906.784911 nChanged 20 SP:Iteration 7Q (38.514786 sec): 3 clusters Score: Raw -86490.425351 + Penalty 1570.716991 = -84919.708360 nChanged 19 SP:Iteration 8Q (38.516450 sec): 3 clusters Score: Raw -86503.780956 + Penalty 1573.912687 = -84929.868270 nChanged 13 SP:Iteration 9Q (38.518095 sec): 3 clusters Score: Raw -86514.517828 + Penalty 1576.587628 = -84937.930200 nChanged 6 SP:Iteration 10F (38.519778 sec): 3 clusters Score: Raw -86517.978543 + Penalty 1578.441696 = -84939.536847 nChanged 3 SP:Iteration 11Q (38.521374 sec): 3 clusters Score: Raw -86520.116663 + Penalty 1579.576511 = -84940.540152 nChanged 2 SP:Iteration 12Q (38.523003 sec): 3 clusters Score: Raw -86520.688856 + Penalty 1581.430868 = -84939.257988 nChanged 2 SP:Iteration 13F (38.524704 sec): 3 clusters Score: Raw -86523.893992 + Penalty 1586.503648 = -84937.390344 nChanged 5 SP:Iteration 14F (38.526393 sec): 3 clusters Score: Raw -86528.368335 + Penalty 1589.772095 = -84938.596239 nChanged 4 SP:Iteration 15Q (38.527983 sec): 3 clusters Score: Raw -86531.233242 + Penalty 1591.116511 = -84940.116732 nChanged 3 SP:Iteration 16Q (38.529579 sec): 3 clusters Score: Raw -86532.349986 + Penalty 1593.495789 = -84938.854197 nChanged 5 SP:Iteration 17F (38.531277 sec): 3 clusters Score: Raw -86537.068230 + Penalty 1595.595337 = -84941.472893 nChanged 3 SP:Iteration 18Q (38.532880 sec): 3 clusters Score: Raw -86538.922873 + Penalty 1596.626577 = -84942.296296 nChanged 2 SP:Iteration 19Q (38.534485 sec): 3 clusters Score: Raw -86540.620219 + Penalty 1597.449597 = -84943.170621 nChanged 1 SP:Iteration 20F (38.536165 sec): 3 clusters Score: Raw -86541.204677 + Penalty 1597.449597 = -84943.755079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 37 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.537053 sec): 2 clusters Score: Raw -5501.928987 + Penalty 582.180564 = -4919.748423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.537371 sec): 3 clusters Score: Raw -5578.328675 + Penalty 1165.410381 = -4412.918294 nChanged 2 SP:Iteration 1Q (38.537689 sec): 3 clusters Score: Raw -5590.144868 + Penalty 1165.410381 = -4424.734487 nChanged 0 SP:Iteration 2F (38.538004 sec): 3 clusters Score: Raw -5590.144868 + Penalty 1165.410381 = -4424.734487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 38 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.540841 sec): 2 clusters Score: Raw -47201.433911 + Penalty 371.364915 = -46830.068996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.541978 sec): 3 clusters Score: Raw -46929.486954 + Penalty 757.819335 = -46171.667619 nChanged 193 SP:Iteration 1F (38.543102 sec): 3 clusters Score: Raw -47070.445958 + Penalty 775.711358 = -46294.734600 nChanged 49 SP:Iteration 2F (38.544225 sec): 3 clusters Score: Raw -47105.071508 + Penalty 784.162903 = -46320.908605 nChanged 29 SP:Iteration 3F (38.545341 sec): 3 clusters Score: Raw -47130.016665 + Penalty 794.289214 = -46335.727451 nChanged 29 SP:Iteration 4F (38.546456 sec): 3 clusters Score: Raw -47154.618603 + Penalty 804.536293 = -46350.082310 nChanged 25 SP:Iteration 5Q (38.547596 sec): 3 clusters Score: Raw -47173.542693 + Penalty 825.900863 = -46347.641830 nChanged 19 SP:Iteration 6F (38.548716 sec): 3 clusters Score: Raw -47195.160332 + Penalty 848.423005 = -46346.737327 nChanged 15 SP:Iteration 7F (38.549840 sec): 3 clusters Score: Raw -47215.666837 + Penalty 870.560338 = -46345.106498 nChanged 8 SP:Iteration 8F (38.550961 sec): 3 clusters Score: Raw -47224.010554 + Penalty 882.518650 = -46341.491904 nChanged 3 SP:Iteration 9F (38.552105 sec): 3 clusters Score: Raw -47229.162542 + Penalty 887.628024 = -46341.534518 nChanged 1 SP:Iteration 10F (38.553232 sec): 3 clusters Score: Raw -47230.867204 + Penalty 887.628024 = -46343.239181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 39 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.554384 sec): 2 clusters Score: Raw -4338.993142 + Penalty 284.905255 = -4054.087887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.554687 sec): 3 clusters Score: Raw -4347.405776 + Penalty 569.419595 = -3777.986180 nChanged 1 SP:Iteration 1Q (38.554985 sec): 3 clusters Score: Raw -4349.513433 + Penalty 569.419595 = -3780.093837 nChanged 0 SP:Iteration 2F (38.555279 sec): 3 clusters Score: Raw -4349.513433 + Penalty 569.419595 = -3780.093837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 41 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.556099 sec): 2 clusters Score: Raw -884.522813 + Penalty 341.475168 = -543.047644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.556334 sec): 3 clusters Score: Raw -1090.450201 + Penalty 670.155621 = -420.294580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 42 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.557127 sec): 2 clusters Score: Raw -1263.684233 + Penalty 302.462732 = -961.221502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.557356 sec): 3 clusters Score: Raw -1254.259194 + Penalty 587.968438 = -666.290756 nChanged 1 SP:Iteration 1F (38.557584 sec): 3 clusters Score: Raw -1256.582067 + Penalty 581.402556 = -675.179511 nChanged 1 SP:Iteration 2F (38.557811 sec): 3 clusters Score: Raw -1260.329937 + Penalty 536.723381 = -723.606556 nChanged 1 SP:Iteration 3F (38.558032 sec): 3 clusters Score: Raw -1260.646624 + Penalty 536.723381 = -723.923243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 43 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.559646 sec): 2 clusters Score: Raw -17669.943327 + Penalty 395.336302 = -17274.607025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.560231 sec): 3 clusters Score: Raw -17566.375847 + Penalty 778.232239 = -16788.143608 nChanged 48 SP:Iteration 1F (38.560765 sec): 3 clusters Score: Raw -17619.966922 + Penalty 766.377795 = -16853.589127 nChanged 22 SP:Iteration 2F (38.561306 sec): 3 clusters Score: Raw -17646.688803 + Penalty 768.402927 = -16878.285876 nChanged 10 SP:Iteration 3F (38.561862 sec): 3 clusters Score: Raw -17662.242108 + Penalty 771.421101 = -16890.821007 nChanged 7 SP:Iteration 4Q (38.562420 sec): 3 clusters Score: Raw -17674.167659 + Penalty 776.918863 = -16897.248797 nChanged 6 SP:Iteration 5Q (38.562943 sec): 3 clusters Score: Raw -17684.986831 + Penalty 778.798446 = -16906.188386 nChanged 1 SP:Iteration 6Q (38.563464 sec): 3 clusters Score: Raw -17687.296343 + Penalty 778.798446 = -16908.497897 nChanged 0 SP:Iteration 7F (38.564000 sec): 3 clusters Score: Raw -17687.296343 + Penalty 778.798446 = -16908.497897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 44 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.565010 sec): 2 clusters Score: Raw -2048.030692 + Penalty 350.768320 = -1697.262372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.565265 sec): 3 clusters Score: Raw -2068.226944 + Penalty 683.022483 = -1385.204461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 45 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.566042 sec): 2 clusters Score: Raw -346.372387 + Penalty 90.668019 = -255.704368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.566255 sec): 3 clusters Score: Raw -343.354507 + Penalty 181.336038 = -162.018469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.566993 sec): 2 clusters Score: Raw -85.937210 + Penalty 0.000000 = -85.937210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.567178 sec): 2 clusters Score: Raw -85.937210 + Penalty 0.000000 = -85.937210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 47 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.568016 sec): 2 clusters Score: Raw -3369.470054 + Penalty 360.325922 = -3009.144133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.568292 sec): 3 clusters Score: Raw -3390.316223 + Penalty 709.312845 = -2681.003378 nChanged 2 SP:Iteration 1F (38.568562 sec): 3 clusters Score: Raw -3396.153557 + Penalty 709.312845 = -2686.840712 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 48 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.571542 sec): 2 clusters Score: Raw -75898.832381 + Penalty 449.208526 = -75449.623854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.573155 sec): 3 clusters Score: Raw -75509.663375 + Penalty 900.664209 = -74608.999167 nChanged 306 SP:Iteration 1F (38.574802 sec): 3 clusters Score: Raw -75771.571281 + Penalty 911.948337 = -74859.622945 nChanged 102 SP:Iteration 2F (38.576423 sec): 3 clusters Score: Raw -75865.439998 + Penalty 924.706054 = -74940.733944 nChanged 68 SP:Iteration 3F (38.578012 sec): 3 clusters Score: Raw -75937.317383 + Penalty 930.769159 = -75006.548224 nChanged 57 SP:Iteration 4F (38.579623 sec): 3 clusters Score: Raw -76007.977277 + Penalty 923.299803 = -75084.677473 nChanged 54 SP:Iteration 5F (38.581218 sec): 3 clusters Score: Raw -76102.438714 + Penalty 916.278818 = -75186.159896 nChanged 48 SP:Iteration 6F (38.582852 sec): 3 clusters Score: Raw -76181.124774 + Penalty 903.727250 = -75277.397524 nChanged 32 SP:Iteration 7Q (38.584466 sec): 3 clusters Score: Raw -76220.735245 + Penalty 899.359959 = -75321.375286 nChanged 16 SP:Iteration 8Q (38.586032 sec): 3 clusters Score: Raw -76243.906569 + Penalty 894.074375 = -75349.832195 nChanged 15 SP:Iteration 9Q (38.587658 sec): 3 clusters Score: Raw -76255.278814 + Penalty 892.615024 = -75362.663790 nChanged 11 SP:Iteration 10F (38.589290 sec): 3 clusters Score: Raw -76267.513297 + Penalty 891.062921 = -75376.450377 nChanged 11 SP:Iteration 11Q (38.590880 sec): 3 clusters Score: Raw -76276.970842 + Penalty 889.068769 = -75387.902073 nChanged 9 SP:Iteration 12Q (38.592475 sec): 3 clusters Score: Raw -76284.491744 + Penalty 889.922713 = -75394.569031 nChanged 9 SP:Iteration 13Q (38.594099 sec): 3 clusters Score: Raw -76289.715874 + Penalty 888.955341 = -75400.760533 nChanged 4 SP:Iteration 14Q (38.595651 sec): 3 clusters Score: Raw -76291.409513 + Penalty 889.315141 = -75402.094372 nChanged 1 SP:Iteration 15Q (38.597197 sec): 3 clusters Score: Raw -76293.079349 + Penalty 889.521181 = -75403.558169 nChanged 1 SP:Iteration 16Q (38.598799 sec): 3 clusters Score: Raw -76293.673268 + Penalty 889.692125 = -75403.981142 nChanged 2 SP:Iteration 17Q (38.600380 sec): 3 clusters Score: Raw -76294.709233 + Penalty 890.293203 = -75404.416030 nChanged 1 SP:Iteration 18Q (38.601929 sec): 3 clusters Score: Raw -76295.277071 + Penalty 890.293203 = -75404.983868 nChanged 0 SP:Iteration 19F (38.603553 sec): 3 clusters Score: Raw -76295.277071 + Penalty 890.293203 = -75404.983868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 49 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.605213 sec): 2 clusters Score: Raw -36720.023338 + Penalty 410.447884 = -36309.575454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.606123 sec): 3 clusters Score: Raw -36532.487447 + Penalty 828.995870 = -35703.491576 nChanged 135 SP:Iteration 1F (38.607046 sec): 3 clusters Score: Raw -36658.131379 + Penalty 837.185863 = -35820.945515 nChanged 42 SP:Iteration 2F (38.607943 sec): 3 clusters Score: Raw -36691.976227 + Penalty 843.991584 = -35847.984643 nChanged 27 SP:Iteration 3F (38.608837 sec): 3 clusters Score: Raw -36718.035611 + Penalty 846.823813 = -35871.211798 nChanged 16 SP:Iteration 4Q (38.609737 sec): 3 clusters Score: Raw -36729.278271 + Penalty 841.181251 = -35888.097019 nChanged 6 SP:Iteration 5Q (38.610647 sec): 3 clusters Score: Raw -36736.336169 + Penalty 842.440624 = -35893.895545 nChanged 5 SP:Iteration 6Q (38.611558 sec): 3 clusters Score: Raw -36740.691330 + Penalty 846.042862 = -35894.648467 nChanged 4 SP:Iteration 7Q (38.612467 sec): 3 clusters Score: Raw -36746.250901 + Penalty 847.356993 = -35898.893907 nChanged 2 SP:Iteration 8Q (38.613356 sec): 3 clusters Score: Raw -36747.338609 + Penalty 847.356993 = -35899.981616 nChanged 0 SP:Iteration 9F (38.614288 sec): 3 clusters Score: Raw -36747.338609 + Penalty 847.356993 = -35899.981616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 50 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.614774 sec): 2 clusters Score: Raw -402.081972 + Penalty 22.551810 = -379.530161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.614975 sec): 3 clusters Score: Raw -399.657522 + Penalty 22.551810 = -377.105712 nChanged 1 SP:Iteration 1F (38.615182 sec): 2 clusters Score: Raw -402.081972 + Penalty 22.551810 = -379.530161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 51 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.615661 sec): 2 clusters Score: Raw -439.620258 + Penalty 116.978833 = -322.641425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.615877 sec): 3 clusters Score: Raw -436.058405 + Penalty 241.269781 = -194.788624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 52 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.616569 sec): 2 clusters Score: Raw -6251.170674 + Penalty 242.345535 = -6008.825139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.616907 sec): 3 clusters Score: Raw -6223.711566 + Penalty 486.577282 = -5737.134284 nChanged 18 SP:Iteration 1F (38.617239 sec): 3 clusters Score: Raw -6242.840864 + Penalty 490.973672 = -5751.867192 nChanged 3 SP:Iteration 2Q (38.617573 sec): 3 clusters Score: Raw -6247.052618 + Penalty 492.417770 = -5754.634847 nChanged 2 SP:Iteration 3Q (38.617906 sec): 3 clusters Score: Raw -6248.972467 + Penalty 494.812207 = -5754.160261 nChanged 1 SP:Iteration 4F (38.618271 sec): 3 clusters Score: Raw -6249.675126 + Penalty 494.812207 = -5754.862919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.619243 sec): 2 clusters Score: Raw -1394.668408 + Penalty 307.142317 = -1087.526091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.619480 sec): 3 clusters Score: Raw -1396.694507 + Penalty 618.314755 = -778.379751 nChanged 1 SP:Iteration 1F (38.619715 sec): 3 clusters Score: Raw -1402.134191 + Penalty 618.314755 = -783.819436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 55 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.620532 sec): 2 clusters Score: Raw -1410.639692 + Penalty 252.146251 = -1158.493441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.620770 sec): 3 clusters Score: Raw -1423.250051 + Penalty 518.109442 = -905.140610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.621733 sec): 2 clusters Score: Raw -5020.124558 + Penalty 145.942969 = -4874.181588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.622077 sec): 3 clusters Score: Raw -5072.644103 + Penalty 289.533823 = -4783.110280 nChanged 24 SP:Iteration 1F (38.622432 sec): 3 clusters Score: Raw -5118.684698 + Penalty 289.177286 = -4829.507411 nChanged 4 SP:Iteration 2Q (38.622775 sec): 3 clusters Score: Raw -5135.806694 + Penalty 289.177286 = -4846.629408 nChanged 0 SP:Iteration 3F (38.623131 sec): 3 clusters Score: Raw -5135.806694 + Penalty 289.177286 = -4846.629408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 57 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.623963 sec): 2 clusters Score: Raw -2000.022796 + Penalty 422.132192 = -1577.890604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.624215 sec): 3 clusters Score: Raw -2075.516205 + Penalty 844.264383 = -1231.251822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 60 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.625175 sec): 2 clusters Score: Raw -6542.781100 + Penalty 372.680748 = -6170.100352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.625514 sec): 3 clusters Score: Raw -6533.024252 + Penalty 746.929695 = -5786.094557 nChanged 10 SP:Iteration 1F (38.625847 sec): 3 clusters Score: Raw -6546.829633 + Penalty 748.158007 = -5798.671626 nChanged 4 SP:Iteration 2F (38.626182 sec): 3 clusters Score: Raw -6554.080567 + Penalty 749.094854 = -5804.985713 nChanged 1 SP:Iteration 3Q (38.626515 sec): 3 clusters Score: Raw -6555.307181 + Penalty 749.094854 = -5806.212328 nChanged 0 SP:Iteration 4F (38.626850 sec): 3 clusters Score: Raw -6555.307181 + Penalty 749.094854 = -5806.212328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.627630 sec): 2 clusters Score: Raw -571.245350 + Penalty 169.766809 = -401.478541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.627842 sec): 3 clusters Score: Raw -556.267627 + Penalty 339.533619 = -216.734009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 63 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.628624 sec): 2 clusters Score: Raw -1263.232299 + Penalty 251.000385 = -1012.231914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.628858 sec): 3 clusters Score: Raw -1276.789220 + Penalty 502.000770 = -774.788450 nChanged 1 SP:Iteration 1F (38.629089 sec): 3 clusters Score: Raw -1281.351071 + Penalty 502.000770 = -779.350301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 64 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.630610 sec): 2 clusters Score: Raw -24325.731217 + Penalty 441.545216 = -23884.186001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.631311 sec): 3 clusters Score: Raw -24256.373441 + Penalty 883.278356 = -23373.095084 nChanged 89 SP:Iteration 1F (38.632007 sec): 3 clusters Score: Raw -24344.648249 + Penalty 882.895647 = -23461.752603 nChanged 9 SP:Iteration 2Q (38.632678 sec): 3 clusters Score: Raw -24351.302823 + Penalty 882.021534 = -23469.281289 nChanged 4 SP:Iteration 3Q (38.633368 sec): 3 clusters Score: Raw -24353.168142 + Penalty 881.080106 = -23472.088036 nChanged 4 SP:Iteration 4Q (38.634042 sec): 3 clusters Score: Raw -24354.680288 + Penalty 880.663878 = -23474.016410 nChanged 1 SP:Iteration 5Q (38.634710 sec): 3 clusters Score: Raw -24354.893413 + Penalty 880.663878 = -23474.229535 nChanged 0 SP:Iteration 6F (38.635396 sec): 3 clusters Score: Raw -24354.893413 + Penalty 880.663878 = -23474.229535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.636293 sec): 2 clusters Score: Raw -368.217197 + Penalty 170.299442 = -197.917755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.636513 sec): 3 clusters Score: Raw -357.834112 + Penalty 170.299442 = -187.534670 nChanged 1 SP:Iteration 1F (38.636712 sec): 2 clusters Score: Raw -368.217197 + Penalty 170.299442 = -197.917755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 66 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.637485 sec): 2 clusters Score: Raw -804.910204 + Penalty 165.287394 = -639.622810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.637712 sec): 3 clusters Score: Raw -801.807176 + Penalty 348.886562 = -452.920614 nChanged 1 SP:Iteration 1F (38.637933 sec): 3 clusters Score: Raw -801.706647 + Penalty 348.886562 = -452.820085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 67 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.638711 sec): 2 clusters Score: Raw -347.213430 + Penalty 95.655171 = -251.558259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.638923 sec): 3 clusters Score: Raw -341.022870 + Penalty 209.793963 = -131.228907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 70 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.639684 sec): 2 clusters Score: Raw -701.322661 + Penalty 258.887309 = -442.435352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.639903 sec): 3 clusters Score: Raw -680.285935 + Penalty 519.777746 = -160.508189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 71 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.640651 sec): 2 clusters Score: Raw -384.758515 + Penalty 168.091774 = -216.666742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.640863 sec): 3 clusters Score: Raw -371.927583 + Penalty 339.383460 = -32.544123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.641636 sec): 2 clusters Score: Raw -1231.649074 + Penalty 274.637903 = -957.011170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.641869 sec): 3 clusters Score: Raw -1222.642120 + Penalty 548.564674 = -674.077446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 75 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.643403 sec): 2 clusters Score: Raw -28543.055796 + Penalty 711.293460 = -27831.762336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.644156 sec): 3 clusters Score: Raw -28438.188775 + Penalty 1424.845543 = -27013.343232 nChanged 59 SP:Iteration 1F (38.644862 sec): 3 clusters Score: Raw -28517.008418 + Penalty 1428.929932 = -27088.078487 nChanged 21 SP:Iteration 2F (38.645564 sec): 3 clusters Score: Raw -28542.565694 + Penalty 1430.258619 = -27112.307075 nChanged 5 SP:Iteration 3Q (38.646262 sec): 3 clusters Score: Raw -28546.809945 + Penalty 1431.885283 = -27114.924662 nChanged 4 SP:Iteration 4Q (38.646979 sec): 3 clusters Score: Raw -28549.287464 + Penalty 1432.315480 = -27116.971984 nChanged 2 SP:Iteration 5Q (38.647679 sec): 3 clusters Score: Raw -28550.621051 + Penalty 1432.315480 = -27118.305571 nChanged 0 SP:Iteration 6F (38.648381 sec): 3 clusters Score: Raw -28550.621051 + Penalty 1432.315480 = -27118.305571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.649276 sec): 2 clusters Score: Raw -458.892696 + Penalty 154.787078 = -304.105618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.649498 sec): 3 clusters Score: Raw -454.202074 + Penalty 309.428252 = -144.773822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.650257 sec): 2 clusters Score: Raw -175.555175 + Penalty 38.969845 = -136.585330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.650446 sec): 2 clusters Score: Raw -175.555175 + Penalty 38.969845 = -136.585330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.651206 sec): 2 clusters Score: Raw -452.069643 + Penalty 131.370595 = -320.699048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.651423 sec): 3 clusters Score: Raw -445.530665 + Penalty 271.157036 = -174.373629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.652204 sec): 2 clusters Score: Raw -661.700435 + Penalty 231.838460 = -429.861975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.652423 sec): 3 clusters Score: Raw -659.075786 + Penalty 449.313438 = -209.762349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 81 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.653488 sec): 2 clusters Score: Raw -10394.621830 + Penalty 464.647734 = -9929.974096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.653920 sec): 3 clusters Score: Raw -10390.868806 + Penalty 932.655474 = -9458.213331 nChanged 19 SP:Iteration 1F (38.654337 sec): 3 clusters Score: Raw -10438.147696 + Penalty 931.861858 = -9506.285838 nChanged 4 SP:Iteration 2Q (38.654744 sec): 3 clusters Score: Raw -10447.954794 + Penalty 935.270484 = -9512.684309 nChanged 4 SP:Iteration 3Q (38.655149 sec): 3 clusters Score: Raw -10460.632308 + Penalty 936.702642 = -9523.929666 nChanged 2 SP:Iteration 4Q (38.655548 sec): 3 clusters Score: Raw -10463.887210 + Penalty 937.105879 = -9526.781332 nChanged 1 SP:Iteration 5Q (38.655949 sec): 3 clusters Score: Raw -10464.179671 + Penalty 937.105879 = -9527.073792 nChanged 0 SP:Iteration 6F (38.656363 sec): 3 clusters Score: Raw -10464.179671 + Penalty 937.105879 = -9527.073792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 82 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.657354 sec): 2 clusters Score: Raw -6430.552434 + Penalty 653.766265 = -5776.786169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.657689 sec): 3 clusters Score: Raw -6542.600320 + Penalty 1307.374681 = -5235.225639 nChanged 1 SP:Iteration 1Q (38.658017 sec): 3 clusters Score: Raw -6545.520058 + Penalty 1307.374681 = -5238.145377 nChanged 0 SP:Iteration 2F (38.658339 sec): 3 clusters Score: Raw -6545.520058 + Penalty 1307.374681 = -5238.145377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 83 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.659355 sec): 2 clusters Score: Raw -8401.733202 + Penalty 550.032408 = -7851.700795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.659726 sec): 3 clusters Score: Raw -8435.245139 + Penalty 1097.247517 = -7337.997622 nChanged 8 SP:Iteration 1F (38.660090 sec): 3 clusters Score: Raw -8462.629049 + Penalty 1095.122811 = -7367.506237 nChanged 3 SP:Iteration 2Q (38.660442 sec): 3 clusters Score: Raw -8473.483330 + Penalty 1093.901092 = -7379.582238 nChanged 1 SP:Iteration 3Q (38.660791 sec): 3 clusters Score: Raw -8474.908751 + Penalty 1087.230582 = -7387.678169 nChanged 3 SP:Iteration 4Q (38.661139 sec): 3 clusters Score: Raw -8480.380184 + Penalty 1087.527426 = -7392.852758 nChanged 1 SP:Iteration 5Q (38.661486 sec): 3 clusters Score: Raw -8488.833016 + Penalty 1087.433231 = -7401.399785 nChanged 1 SP:Iteration 6Q (38.661831 sec): 3 clusters Score: Raw -8492.054571 + Penalty 1084.023910 = -7408.030661 nChanged 2 SP:Iteration 7Q (38.662175 sec): 3 clusters Score: Raw -8496.922001 + Penalty 1084.023910 = -7412.898091 nChanged 0 SP:Iteration 8F (38.662539 sec): 3 clusters Score: Raw -8496.922001 + Penalty 1084.023910 = -7412.898091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 84 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.663390 sec): 2 clusters Score: Raw -1807.282244 + Penalty 396.332285 = -1410.949959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.663631 sec): 3 clusters Score: Raw -1825.220813 + Penalty 787.737043 = -1037.483769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 85 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.664564 sec): 2 clusters Score: Raw -7126.746916 + Penalty 675.280825 = -6451.466091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.664907 sec): 3 clusters Score: Raw -7175.289128 + Penalty 1350.573807 = -5824.715321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.665695 sec): 2 clusters Score: Raw -172.288301 + Penalty 47.749749 = -124.538553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.665902 sec): 3 clusters Score: Raw -167.137725 + Penalty 95.499497 = -71.638228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 87 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.666816 sec): 2 clusters Score: Raw -5864.229014 + Penalty 313.435485 = -5550.793529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.667152 sec): 3 clusters Score: Raw -5848.387905 + Penalty 627.160185 = -5221.227720 nChanged 13 SP:Iteration 1F (38.667477 sec): 3 clusters Score: Raw -5871.091120 + Penalty 626.941955 = -5244.149165 nChanged 2 SP:Iteration 2Q (38.667798 sec): 3 clusters Score: Raw -5877.578850 + Penalty 627.725734 = -5249.853116 nChanged 3 SP:Iteration 3Q (38.668117 sec): 3 clusters Score: Raw -5891.635933 + Penalty 628.936035 = -5262.699898 nChanged 1 SP:Iteration 4Q (38.668433 sec): 3 clusters Score: Raw -5891.356203 + Penalty 628.936035 = -5262.420168 nChanged 0 SP:Iteration 5F (38.668757 sec): 3 clusters Score: Raw -5891.356203 + Penalty 628.936035 = -5262.420168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 88 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.669575 sec): 2 clusters Score: Raw -1667.522735 + Penalty 253.309291 = -1414.213445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.669837 sec): 3 clusters Score: Raw -1663.896111 + Penalty 510.817102 = -1153.079009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.670592 sec): 2 clusters Score: Raw -161.333555 + Penalty 11.491851 = -149.841704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.670774 sec): 2 clusters Score: Raw -161.333555 + Penalty 11.491851 = -149.841704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.671540 sec): 2 clusters Score: Raw -944.106246 + Penalty 271.805536 = -672.300709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.671763 sec): 3 clusters Score: Raw -937.626608 + Penalty 557.920167 = -379.706440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.672513 sec): 2 clusters Score: Raw -355.804716 + Penalty 193.509417 = -162.295299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.672723 sec): 3 clusters Score: Raw -356.249563 + Penalty 374.923381 = 18.673818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 93 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.673524 sec): 2 clusters Score: Raw -2262.514338 + Penalty 374.103239 = -1888.411100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.673777 sec): 3 clusters Score: Raw -2299.533833 + Penalty 743.107493 = -1556.426341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.674539 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.674720 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 95 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.675495 sec): 2 clusters Score: Raw -1135.035131 + Penalty 142.882319 = -992.152812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.675727 sec): 3 clusters Score: Raw -1135.211038 + Penalty 283.385244 = -851.825794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.676476 sec): 2 clusters Score: Raw -184.310145 + Penalty 88.598013 = -95.712132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.676670 sec): 2 clusters Score: Raw -184.310145 + Penalty 88.598013 = -95.712132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.677403 sec): 2 clusters Score: Raw -84.177105 + Penalty 0.000000 = -84.177105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.677591 sec): 2 clusters Score: Raw -84.177105 + Penalty 0.000000 = -84.177105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 99 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.678388 sec): 2 clusters Score: Raw -1818.759393 + Penalty 366.985902 = -1451.773491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.678630 sec): 3 clusters Score: Raw -1838.968308 + Penalty 733.212062 = -1105.756246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.679392 sec): 2 clusters Score: Raw -281.608759 + Penalty 138.071221 = -143.537538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.679604 sec): 2 clusters Score: Raw -281.608759 + Penalty 138.071221 = -143.537538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.680337 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.680518 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.681267 sec): 2 clusters Score: Raw -488.865182 + Penalty 202.281595 = -286.583588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.681480 sec): 3 clusters Score: Raw -478.595525 + Penalty 202.281595 = -276.313930 nChanged 1 SP:Iteration 1F (38.681673 sec): 2 clusters Score: Raw -488.865182 + Penalty 202.281595 = -286.583588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.682420 sec): 2 clusters Score: Raw -266.037943 + Penalty 78.719867 = -187.318076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.682627 sec): 3 clusters Score: Raw -258.836317 + Penalty 138.036566 = -120.799751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 105 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.683433 sec): 2 clusters Score: Raw -1535.387486 + Penalty 184.696353 = -1350.691132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.683672 sec): 3 clusters Score: Raw -1544.984422 + Penalty 366.371781 = -1178.612641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.684418 sec): 2 clusters Score: Raw -84.645891 + Penalty 0.000000 = -84.645891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.684605 sec): 2 clusters Score: Raw -84.645891 + Penalty 0.000000 = -84.645891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.685352 sec): 2 clusters Score: Raw -420.523944 + Penalty 68.988829 = -351.535115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.685561 sec): 3 clusters Score: Raw -416.977208 + Penalty 147.110864 = -269.866344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.686319 sec): 2 clusters Score: Raw -695.598153 + Penalty 165.955516 = -529.642636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.686542 sec): 3 clusters Score: Raw -697.554318 + Penalty 355.011084 = -342.543233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 109 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.687334 sec): 2 clusters Score: Raw -1343.939772 + Penalty 363.715047 = -980.224726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.687565 sec): 3 clusters Score: Raw -1340.850822 + Penalty 741.104876 = -599.745946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 110 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.688362 sec): 2 clusters Score: Raw -2003.712125 + Penalty 281.281903 = -1722.430221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.688608 sec): 3 clusters Score: Raw -2002.379984 + Penalty 562.251127 = -1440.128857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 111 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.689414 sec): 2 clusters Score: Raw -1676.464046 + Penalty 235.323449 = -1441.140596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.689654 sec): 3 clusters Score: Raw -1665.943045 + Penalty 462.751687 = -1203.191358 nChanged 2 SP:Iteration 1F (38.689885 sec): 3 clusters Score: Raw -1670.250517 + Penalty 466.803661 = -1203.446856 nChanged 1 SP:Iteration 2F (38.690116 sec): 3 clusters Score: Raw -1671.744801 + Penalty 466.803661 = -1204.941140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 113 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.690893 sec): 2 clusters Score: Raw -1251.597727 + Penalty 325.619169 = -925.978558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.691127 sec): 3 clusters Score: Raw -1250.873782 + Penalty 653.910983 = -596.962799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 114 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.691912 sec): 2 clusters Score: Raw -953.807263 + Penalty 164.510561 = -789.296701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.692140 sec): 3 clusters Score: Raw -961.448717 + Penalty 350.210848 = -611.237869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 115 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.692936 sec): 2 clusters Score: Raw -1798.714897 + Penalty 233.230766 = -1565.484132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.693177 sec): 3 clusters Score: Raw -1796.328331 + Penalty 466.009365 = -1330.318966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.693917 sec): 2 clusters Score: Raw -87.260928 + Penalty 0.000000 = -87.260928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.694109 sec): 2 clusters Score: Raw -87.260928 + Penalty 0.000000 = -87.260928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.694863 sec): 2 clusters Score: Raw -603.023764 + Penalty 230.104560 = -372.919204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.695081 sec): 3 clusters Score: Raw -582.993022 + Penalty 230.104560 = -352.888462 nChanged 2 SP:Iteration 1F (38.695277 sec): 2 clusters Score: Raw -603.023764 + Penalty 230.104560 = -372.919204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.696053 sec): 2 clusters Score: Raw -638.594594 + Penalty 193.701784 = -444.892810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.696272 sec): 3 clusters Score: Raw -636.716596 + Penalty 389.105057 = -247.611539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.697030 sec): 2 clusters Score: Raw -475.369780 + Penalty 182.437176 = -292.932604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.697245 sec): 3 clusters Score: Raw -462.126604 + Penalty 371.196174 = -90.930430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.698010 sec): 2 clusters Score: Raw -889.045704 + Penalty 229.672958 = -659.372745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.698235 sec): 3 clusters Score: Raw -913.662516 + Penalty 458.627291 = -455.035225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 124 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.699192 sec): 2 clusters Score: Raw -6708.418523 + Penalty 543.564488 = -6164.854035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.699541 sec): 3 clusters Score: Raw -6747.248311 + Penalty 1086.252340 = -5660.995971 nChanged 5 SP:Iteration 1F (38.699885 sec): 3 clusters Score: Raw -6774.959239 + Penalty 1086.252340 = -5688.706899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.700680 sec): 2 clusters Score: Raw -378.152471 + Penalty 146.820444 = -231.332026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.700892 sec): 3 clusters Score: Raw -369.254075 + Penalty 146.820444 = -222.433631 nChanged 1 SP:Iteration 1F (38.701084 sec): 2 clusters Score: Raw -378.152471 + Penalty 146.820444 = -231.332026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.701851 sec): 2 clusters Score: Raw -675.012865 + Penalty 245.288032 = -429.724833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.702071 sec): 3 clusters Score: Raw -664.159608 + Penalty 460.668373 = -203.491234 nChanged 1 SP:Iteration 1F (38.702284 sec): 3 clusters Score: Raw -667.660192 + Penalty 245.288032 = -422.372160 nChanged 1 SP:Iteration 2F (38.702480 sec): 2 clusters Score: Raw -675.012865 + Penalty 245.288032 = -429.724833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 127 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.703288 sec): 2 clusters Score: Raw -2331.976973 + Penalty 316.466054 = -2015.510919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.703545 sec): 3 clusters Score: Raw -2359.902839 + Penalty 639.076115 = -1720.826724 nChanged 2 SP:Iteration 1F (38.703797 sec): 3 clusters Score: Raw -2370.054090 + Penalty 639.076115 = -1730.977975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 128 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.704570 sec): 2 clusters Score: Raw -720.192380 + Penalty 126.253804 = -593.938577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.704787 sec): 3 clusters Score: Raw -712.075304 + Penalty 252.507607 = -459.567697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.705551 sec): 2 clusters Score: Raw -185.369326 + Penalty 78.872803 = -106.496523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.705745 sec): 2 clusters Score: Raw -185.369326 + Penalty 78.872803 = -106.496523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 132 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.706508 sec): 2 clusters Score: Raw -859.518771 + Penalty 226.791163 = -632.727609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.706730 sec): 3 clusters Score: Raw -849.406474 + Penalty 479.960042 = -369.446432 nChanged 1 SP:Iteration 1F (38.706944 sec): 3 clusters Score: Raw -850.388909 + Penalty 479.960042 = -370.428868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.707695 sec): 2 clusters Score: Raw -477.271326 + Penalty 178.801430 = -298.469896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.707911 sec): 3 clusters Score: Raw -464.994082 + Penalty 349.435054 = -115.559028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 135 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.708722 sec): 2 clusters Score: Raw -1960.452082 + Penalty 429.684092 = -1530.767990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.708966 sec): 3 clusters Score: Raw -1978.174417 + Penalty 862.096080 = -1116.078338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 138 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.709753 sec): 2 clusters Score: Raw -535.137924 + Penalty 143.472385 = -391.665539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.709985 sec): 3 clusters Score: Raw -530.238981 + Penalty 283.862458 = -246.376524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.710745 sec): 2 clusters Score: Raw -273.259096 + Penalty 107.297040 = -165.962057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.710955 sec): 3 clusters Score: Raw -264.293740 + Penalty 213.592113 = -50.701628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.711695 sec): 2 clusters Score: Raw -89.148277 + Penalty 0.000000 = -89.148277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.711885 sec): 2 clusters Score: Raw -89.148277 + Penalty 0.000000 = -89.148277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.712640 sec): 2 clusters Score: Raw -338.574298 + Penalty 56.398235 = -282.176063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.712850 sec): 3 clusters Score: Raw -333.795752 + Penalty 56.398235 = -277.397517 nChanged 1 SP:Iteration 1F (38.713044 sec): 2 clusters Score: Raw -338.574298 + Penalty 56.398235 = -282.176063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 143 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.713942 sec): 2 clusters Score: Raw -4904.330348 + Penalty 527.785614 = -4376.544733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.714244 sec): 3 clusters Score: Raw -4917.394799 + Penalty 1055.344553 = -3862.050246 nChanged 2 SP:Iteration 1Q (38.714532 sec): 3 clusters Score: Raw -4926.219015 + Penalty 1055.344553 = -3870.874462 nChanged 0 SP:Iteration 2F (38.714827 sec): 3 clusters Score: Raw -4926.219015 + Penalty 1055.344553 = -3870.874462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 146 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.715698 sec): 2 clusters Score: Raw -3761.770225 + Penalty 446.258474 = -3315.511752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.715982 sec): 3 clusters Score: Raw -3813.103805 + Penalty 892.516947 = -2920.586857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 147 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.716774 sec): 2 clusters Score: Raw -1480.032724 + Penalty 327.912569 = -1152.120155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.717007 sec): 3 clusters Score: Raw -1460.547186 + Penalty 680.883790 = -779.663397 nChanged 1 SP:Iteration 1F (38.717240 sec): 3 clusters Score: Raw -1462.362905 + Penalty 686.827091 = -775.535814 nChanged 2 SP:Iteration 2F (38.717470 sec): 3 clusters Score: Raw -1473.631719 + Penalty 327.912569 = -1145.719149 nChanged 1 SP:Iteration 3F (38.717678 sec): 2 clusters Score: Raw -1480.032724 + Penalty 327.912569 = -1152.120155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.718452 sec): 2 clusters Score: Raw -270.624635 + Penalty 95.120181 = -175.504454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.718682 sec): 3 clusters Score: Raw -264.620368 + Penalty 181.494914 = -83.125454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.719426 sec): 2 clusters Score: Raw -86.275897 + Penalty 0.000000 = -86.275897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.719615 sec): 2 clusters Score: Raw -86.275897 + Penalty 0.000000 = -86.275897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.720357 sec): 2 clusters Score: Raw -272.895118 + Penalty 94.303558 = -178.591560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.720562 sec): 3 clusters Score: Raw -263.615929 + Penalty 182.729747 = -80.886182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.721312 sec): 2 clusters Score: Raw -437.380878 + Penalty 161.719348 = -275.661530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.721510 sec): 2 clusters Score: Raw -437.380878 + Penalty 161.719348 = -275.661530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.722276 sec): 2 clusters Score: Raw -359.305388 + Penalty 96.080086 = -263.225301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.722480 sec): 3 clusters Score: Raw -350.941569 + Penalty 96.080086 = -254.861483 nChanged 1 SP:Iteration 1F (38.722669 sec): 2 clusters Score: Raw -359.305388 + Penalty 96.080086 = -263.225301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.723414 sec): 2 clusters Score: Raw -87.629086 + Penalty 0.000000 = -87.629086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.723603 sec): 2 clusters Score: Raw -87.629086 + Penalty 0.000000 = -87.629086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 160 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.724389 sec): 2 clusters Score: Raw -1493.767872 + Penalty 193.631270 = -1300.136602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.724627 sec): 3 clusters Score: Raw -1490.696277 + Penalty 380.875273 = -1109.821004 nChanged 1 SP:Iteration 1F (38.724860 sec): 3 clusters Score: Raw -1493.768993 + Penalty 380.875273 = -1112.893720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.725602 sec): 2 clusters Score: Raw -168.261343 + Penalty 24.561511 = -143.699832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.725797 sec): 3 clusters Score: Raw -162.357516 + Penalty 49.123021 = -113.234495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.726553 sec): 2 clusters Score: Raw -175.672700 + Penalty 66.229369 = -109.443331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.726756 sec): 3 clusters Score: Raw -172.654852 + Penalty 132.458738 = -40.196114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 166 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.727524 sec): 2 clusters Score: Raw -840.224802 + Penalty 226.234349 = -613.990453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.727761 sec): 3 clusters Score: Raw -829.162129 + Penalty 463.976215 = -365.185914 nChanged 1 SP:Iteration 1F (38.727979 sec): 3 clusters Score: Raw -832.976379 + Penalty 226.234349 = -606.742030 nChanged 1 SP:Iteration 2F (38.728178 sec): 2 clusters Score: Raw -840.224802 + Penalty 226.234349 = -613.990453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.728916 sec): 2 clusters Score: Raw -82.234285 + Penalty 0.000000 = -82.234285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.729101 sec): 2 clusters Score: Raw -82.234285 + Penalty 0.000000 = -82.234285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.729849 sec): 2 clusters Score: Raw -472.562074 + Penalty 170.812697 = -301.749377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.730047 sec): 2 clusters Score: Raw -472.562074 + Penalty 170.812697 = -301.749377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 171 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.730885 sec): 2 clusters Score: Raw -3455.879203 + Penalty 392.005646 = -3063.873557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.731158 sec): 3 clusters Score: Raw -3458.183416 + Penalty 781.551900 = -2676.631516 nChanged 5 SP:Iteration 1F (38.731426 sec): 3 clusters Score: Raw -3472.581484 + Penalty 781.950437 = -2690.631047 nChanged 1 SP:Iteration 2Q (38.731684 sec): 3 clusters Score: Raw -3474.539015 + Penalty 781.950437 = -2692.588578 nChanged 0 SP:Iteration 3F (38.731952 sec): 3 clusters Score: Raw -3474.539015 + Penalty 781.950437 = -2692.588578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 178 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.732725 sec): 2 clusters Score: Raw -386.407921 + Penalty 167.301739 = -219.106182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.732936 sec): 3 clusters Score: Raw -371.181531 + Penalty 334.603478 = -36.578052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.733671 sec): 2 clusters Score: Raw -87.510987 + Penalty 0.000000 = -87.510987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.733856 sec): 2 clusters Score: Raw -87.510987 + Penalty 0.000000 = -87.510987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 182 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.734612 sec): 2 clusters Score: Raw -569.171684 + Penalty 226.635225 = -342.536458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.734832 sec): 3 clusters Score: Raw -561.342378 + Penalty 453.270450 = -108.071928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.735614 sec): 2 clusters Score: Raw -679.327537 + Penalty 239.618587 = -439.708951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.735833 sec): 3 clusters Score: Raw -672.954831 + Penalty 442.767957 = -230.186874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 187 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.736635 sec): 2 clusters Score: Raw -2269.744108 + Penalty 475.760164 = -1793.983944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.736884 sec): 3 clusters Score: Raw -2298.969866 + Penalty 950.619746 = -1348.350121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.737644 sec): 2 clusters Score: Raw -87.461521 + Penalty 0.000000 = -87.461521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.737834 sec): 2 clusters Score: Raw -87.461521 + Penalty 0.000000 = -87.461521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.738584 sec): 2 clusters Score: Raw -371.195371 + Penalty 149.526073 = -221.669298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.738796 sec): 3 clusters Score: Raw -363.513575 + Penalty 299.052147 = -64.461429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.739555 sec): 2 clusters Score: Raw -332.643466 + Penalty 52.522407 = -280.121060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.739749 sec): 2 clusters Score: Raw -332.643466 + Penalty 52.522407 = -280.121060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.740511 sec): 2 clusters Score: Raw -278.572361 + Penalty 109.694630 = -168.877731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.740720 sec): 3 clusters Score: Raw -268.218154 + Penalty 218.264202 = -49.953952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.741475 sec): 2 clusters Score: Raw -502.752597 + Penalty 49.084534 = -453.668064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.741683 sec): 3 clusters Score: Raw -498.262117 + Penalty 79.168746 = -419.093371 nChanged 2 SP:Iteration 1F (38.741885 sec): 3 clusters Score: Raw -501.863217 + Penalty 79.168746 = -422.694471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 198 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.742644 sec): 2 clusters Score: Raw -759.589342 + Penalty 220.740797 = -538.848545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.742865 sec): 3 clusters Score: Raw -752.114141 + Penalty 445.181615 = -306.932527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 201 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.743611 sec): 2 clusters Score: Raw -363.854586 + Penalty 112.719450 = -251.135137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.743820 sec): 3 clusters Score: Raw -356.407682 + Penalty 215.536567 = -140.871116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.744563 sec): 2 clusters Score: Raw -87.277246 + Penalty 0.000000 = -87.277246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.744752 sec): 2 clusters Score: Raw -87.277246 + Penalty 0.000000 = -87.277246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.745508 sec): 2 clusters Score: Raw -88.503140 + Penalty 0.000000 = -88.503140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.745697 sec): 2 clusters Score: Raw -88.503140 + Penalty 0.000000 = -88.503140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.746431 sec): 2 clusters Score: Raw -87.344275 + Penalty 0.000000 = -87.344275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.746620 sec): 2 clusters Score: Raw -87.344275 + Penalty 0.000000 = -87.344275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.747381 sec): 2 clusters Score: Raw -287.062890 + Penalty 135.626973 = -151.435917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.747590 sec): 3 clusters Score: Raw -274.267602 + Penalty 267.050893 = -7.216709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.748326 sec): 2 clusters Score: Raw -86.133136 + Penalty 0.000000 = -86.133136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.748515 sec): 2 clusters Score: Raw -86.133136 + Penalty 0.000000 = -86.133136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.749312 sec): 2 clusters Score: Raw -267.493641 + Penalty 73.816569 = -193.677072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.749535 sec): 3 clusters Score: Raw -260.008835 + Penalty 151.077394 = -108.931441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 218 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.750348 sec): 2 clusters Score: Raw -1822.532374 + Penalty 162.574325 = -1659.958049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.750595 sec): 3 clusters Score: Raw -1824.597349 + Penalty 341.520169 = -1483.077180 nChanged 1 SP:Iteration 1Q (38.750836 sec): 3 clusters Score: Raw -1826.812187 + Penalty 384.732803 = -1442.079384 nChanged 2 SP:Iteration 2F (38.751078 sec): 3 clusters Score: Raw -1834.407844 + Penalty 384.732803 = -1449.675041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.751821 sec): 2 clusters Score: Raw -85.378151 + Penalty 0.000000 = -85.378151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.752005 sec): 2 clusters Score: Raw -85.378151 + Penalty 0.000000 = -85.378151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 224 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.752765 sec): 2 clusters Score: Raw -800.296036 + Penalty 112.023483 = -688.272553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.752985 sec): 3 clusters Score: Raw -798.000018 + Penalty 256.971034 = -541.028984 nChanged 2 SP:Iteration 1F (38.753199 sec): 3 clusters Score: Raw -805.554745 + Penalty 256.971034 = -548.583710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.753954 sec): 2 clusters Score: Raw -78.674682 + Penalty 0.000000 = -78.674682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.754137 sec): 2 clusters Score: Raw -78.674682 + Penalty 0.000000 = -78.674682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.754883 sec): 2 clusters Score: Raw -158.822911 + Penalty 22.972395 = -135.850517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.755079 sec): 3 clusters Score: Raw -159.901643 + Penalty 45.944789 = -113.956853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.755809 sec): 2 clusters Score: Raw -81.399284 + Penalty 0.000000 = -81.399284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.755991 sec): 2 clusters Score: Raw -81.399284 + Penalty 0.000000 = -81.399284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 232 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.756874 sec): 2 clusters Score: Raw -3798.065193 + Penalty 203.053964 = -3595.011230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.757168 sec): 3 clusters Score: Raw -3800.557936 + Penalty 406.164179 = -3394.393758 nChanged 6 SP:Iteration 1F (38.757457 sec): 3 clusters Score: Raw -3817.897181 + Penalty 406.909540 = -3410.987641 nChanged 2 SP:Iteration 2Q (38.757742 sec): 3 clusters Score: Raw -3822.320538 + Penalty 406.909540 = -3415.410998 nChanged 0 SP:Iteration 3F (38.758030 sec): 3 clusters Score: Raw -3822.320538 + Penalty 406.909540 = -3415.410998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 237 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.758822 sec): 2 clusters Score: Raw -489.041377 + Penalty 91.423769 = -397.617608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.759041 sec): 3 clusters Score: Raw -495.693878 + Penalty 182.847538 = -312.846340 nChanged 0 Deleting Class 135 (20 points): Lose 139.760375 but Gain 1508.870086 Iteration 20F (41.577891 sec): 166 clusters Score: Raw -3100173.509978 + Penalty 149687.152034 = -2950486.357944 nChanged 779 Deleting Class 70 (7 points): Lose 37.179991 but Gain 1399.566537 Iteration 21Q (41.887448 sec): 165 clusters Score: Raw -3100534.828154 + Penalty 148344.959630 = -2952189.868525 nChanged 465 Deleting Class 118 (6 points): Lose 7.051353 but Gain 1350.986745 Iteration 22Q (42.164139 sec): 164 clusters Score: Raw -3100718.192184 + Penalty 147057.217103 = -2953660.975081 nChanged 346 Deleting Class 109 (14 points): Lose 117.525289 but Gain 1449.833112 Iteration 23Q (42.428937 sec): 163 clusters Score: Raw -3100706.641770 + Penalty 145811.228288 = -2954895.413483 nChanged 296 Deleting Class 210 (1 points): Lose 11.713357 but Gain 1338.699746 Iteration 24Q (42.686500 sec): 162 clusters Score: Raw -3100821.060578 + Penalty 144435.903093 = -2956385.157485 nChanged 246 Deleting Class 178 (5 points): Lose 25.779797 but Gain 1346.067665 Iteration 25Q (42.937757 sec): 161 clusters Score: Raw -3100861.622686 + Penalty 143117.593365 = -2957744.029321 nChanged 216 Deleting Class 84 (19 points): Lose 108.315448 but Gain 1415.997427 Iteration 26Q (43.184558 sec): 160 clusters Score: Raw -3100806.130032 + Penalty 141867.114916 = -2958939.015116 nChanged 213 Deleting Class 186 (6 points): Lose 35.283221 but Gain 1338.016954 Iteration 27Q (43.429826 sec): 159 clusters Score: Raw -3100856.328020 + Penalty 140565.245965 = -2960291.082055 nChanged 186 Deleting Class 85 (70 points): Lose 364.562909 but Gain 1665.893886 Iteration 28Q (43.671315 sec): 158 clusters Score: Raw -3100548.301186 + Penalty 139142.838349 = -2961405.462837 nChanged 230 Deleting Class 100 (4 points): Lose 46.255143 but Gain 1401.024742 Iteration 29Q (43.916022 sec): 157 clusters Score: Raw -3100720.023938 + Penalty 137853.647852 = -2962866.376086 nChanged 174 Deleting Class 182 (9 points): Lose 84.782019 but Gain 1387.768037 Iteration 30F (46.564202 sec): 156 clusters Score: Raw -3100707.296589 + Penalty 136517.376142 = -2964189.920448 nChanged 147 Deleting Class 214 (3 points): Lose 4.935419 but Gain 1298.695062 Iteration 31Q (46.804063 sec): 155 clusters Score: Raw -3100760.915967 + Penalty 135243.665563 = -2965517.250403 nChanged 132 Deleting Class 140 (1 points): Lose 83.679964 but Gain 1375.508994 Iteration 32Q (47.037405 sec): 154 clusters Score: Raw -3100711.214669 + Penalty 133847.942948 = -2966863.271721 nChanged 121 Deleting Class 126 (7 points): Lose 36.207179 but Gain 1326.047702 Iteration 33Q (47.268588 sec): 153 clusters Score: Raw -3100702.485001 + Penalty 132529.152991 = -2968173.332010 nChanged 115 Deleting Class 82 (67 points): Lose 351.442966 but Gain 1640.136099 Iteration 34Q (47.499976 sec): 152 clusters Score: Raw -3100392.669535 + Penalty 131197.094602 = -2969195.574933 nChanged 179 Deleting Class 96 (2 points): Lose 58.387491 but Gain 1344.634014 Iteration 35Q (47.735585 sec): 151 clusters Score: Raw -3100580.577400 + Penalty 129857.040968 = -2970723.536432 nChanged 108 Deleting Class 103 (5 points): Lose 44.377935 but Gain 1322.171259 Iteration 36Q (47.962475 sec): 150 clusters Score: Raw -3100598.152527 + Penalty 128555.769890 = -2972042.382638 nChanged 96 Deleting Class 159 (1 points): Lose 3.804125 but Gain 1279.829166 Iteration 37Q (48.191625 sec): 149 clusters Score: Raw -3100619.262669 + Penalty 127223.913260 = -2973395.349408 nChanged 85 Deleting Class 71 (4 points): Lose 13.079733 but Gain 1275.547319 Iteration 38Q (48.413909 sec): 148 clusters Score: Raw -3100627.117166 + Penalty 125962.101622 = -2974665.015543 nChanged 93 Deleting Class 187 (26 points): Lose 356.835395 but Gain 1608.408112 Iteration 39Q (48.641609 sec): 147 clusters Score: Raw -3100300.654704 + Penalty 124518.518158 = -2975782.136546 nChanged 100 Deleting Class 147 (17 points): Lose 59.753400 but Gain 1291.152205 Iteration 40F (51.098403 sec): 146 clusters Score: Raw -3100395.891764 + Penalty 123256.818700 = -2977139.073063 nChanged 99 Deleting Class 99 (18 points): Lose 91.038963 but Gain 1318.699774 Iteration 41Q (51.320898 sec): 145 clusters Score: Raw -3100344.157242 + Penalty 122048.413006 = -2978295.744236 nChanged 94 Deleting Class 143 (47 points): Lose 189.429283 but Gain 1417.211998 Iteration 42Q (51.542248 sec): 144 clusters Score: Raw -3100210.453717 + Penalty 120705.175278 = -2979505.278438 nChanged 105 Deleting Class 13 (19 points): Lose 422.134411 but Gain 1647.871831 Iteration 43Q (51.762263 sec): 143 clusters Score: Raw -3099888.238451 + Penalty 119176.215604 = -2980712.022847 nChanged 79 Deleting Class 80 (7 points): Lose 48.243328 but Gain 1253.338184 Iteration 44Q (51.981011 sec): 142 clusters Score: Raw -3099936.782583 + Penalty 118041.406670 = -2981895.375913 nChanged 66 Deleting Class 113 (13 points): Lose 137.800624 but Gain 1335.478005 Iteration 45Q (52.196219 sec): 141 clusters Score: Raw -3099837.944150 + Penalty 116739.054991 = -2983098.889159 nChanged 65 Deleting Class 65 (4 points): Lose 96.529633 but Gain 1292.299984 Iteration 46Q (52.414003 sec): 140 clusters Score: Raw -3099798.175447 + Penalty 115504.604765 = -2984293.570682 nChanged 55 Deleting Class 42 (14 points): Lose 50.212344 but Gain 1245.578125 Iteration 47Q (52.628164 sec): 139 clusters Score: Raw -3099790.393864 + Penalty 114282.586853 = -2985507.807011 nChanged 56 Deleting Class 57 (26 points): Lose 271.696494 but Gain 1466.959109 Iteration 48Q (52.840000 sec): 138 clusters Score: Raw -3099548.272711 + Penalty 112956.994493 = -2986591.278219 nChanged 74 Deleting Class 131 (2 points): Lose 8.755855 but Gain 1197.036475 Iteration 49Q (53.051776 sec): 137 clusters Score: Raw -3099685.346196 + Penalty 111789.461466 = -2987895.884730 nChanged 57 Deleting Class 91 (10 points): Lose 60.508450 but Gain 1241.790064 Iteration 50F (55.325936 sec): 136 clusters Score: Raw -3099645.908709 + Penalty 110619.001070 = -2989026.907639 nChanged 48 Deleting Class 37 (66 points): Lose 346.570168 but Gain 1526.968568 Iteration 51Q (55.536651 sec): 135 clusters Score: Raw -3099344.771157 + Penalty 109486.438583 = -2989858.332574 nChanged 115 Deleting Class 92 (4 points): Lose 290.825635 but Gain 1468.426522 Iteration 52Q (55.751101 sec): 134 clusters Score: Raw -3099343.252939 + Penalty 108088.703298 = -2991254.549641 nChanged 63 Deleting Class 29 (17 points): Lose 176.757320 but Gain 1347.679223 Iteration 53Q (55.961140 sec): 133 clusters Score: Raw -3099219.583653 + Penalty 106869.759582 = -2992349.824071 nChanged 80 Deleting Class 121 (5 points): Lose 35.753598 but Gain 1192.462373 Iteration 54Q (56.174213 sec): 132 clusters Score: Raw -3099267.074479 + Penalty 105792.020688 = -2993475.053791 nChanged 70 Deleting Class 133 (5 points): Lose 13.748043 but Gain 1168.698080 Iteration 55Q (56.383699 sec): 131 clusters Score: Raw -3099311.604658 + Penalty 104641.622650 = -2994669.982008 nChanged 66 Deleting Class 93 (26 points): Lose 102.511297 but Gain 1257.373538 Iteration 56Q (56.591039 sec): 130 clusters Score: Raw -3099230.530563 + Penalty 103431.885547 = -2995798.645016 nChanged 67 Deleting Class 204 (1 points): Lose 38.549788 but Gain 1180.708977 Iteration 57Q (56.801110 sec): 129 clusters Score: Raw -3099266.141927 + Penalty 102265.360244 = -2997000.781683 nChanged 52 Deleting Class 166 (11 points): Lose 91.487384 but Gain 1228.469317 Iteration 58Q (57.004472 sec): 128 clusters Score: Raw -3099207.541842 + Penalty 101090.946552 = -2998116.595289 nChanged 46 Deleting Class 54 (15 points): Lose 79.524253 but Gain 1193.132063 Iteration 59Q (57.209656 sec): 127 clusters Score: Raw -3099169.638288 + Penalty 99958.343387 = -2999211.294901 nChanged 51 Deleting Class 125 (5 points): Lose 54.051035 but Gain 1162.142912 Iteration 60F (59.318337 sec): 126 clusters Score: Raw -3099156.076860 + Penalty 98859.245878 = -3000296.830982 nChanged 37 Deleting Class 44 (22 points): Lose 154.365530 but Gain 1257.748514 Iteration 61Q (59.518458 sec): 125 clusters Score: Raw -3099026.244861 + Penalty 97539.470960 = -3001486.773901 nChanged 52 Deleting Class 212 (1 points): Lose 2.312276 but Gain 1102.777164 Iteration 62Q (59.719908 sec): 124 clusters Score: Raw -3099101.574580 + Penalty 96513.174617 = -3002588.399962 nChanged 44 Deleting Class 83 (76 points): Lose 332.181714 but Gain 1426.968178 Iteration 63Q (59.930921 sec): 123 clusters Score: Raw -3098785.660671 + Penalty 95278.721516 = -3003506.939156 nChanged 118 Deleting Class 146 (45 points): Lose 231.665001 but Gain 1325.119828 Iteration 64Q (60.140014 sec): 122 clusters Score: Raw -3098783.862243 + Penalty 94201.886400 = -3004581.975843 nChanged 110 Deleting Class 198 (8 points): Lose 23.822843 but Gain 1116.712715 Iteration 65Q (60.342870 sec): 121 clusters Score: Raw -3098922.932808 + Penalty 93181.523933 = -3005741.408875 nChanged 74 Deleting Class 168 (5 points): Lose 28.715015 but Gain 1116.481406 Iteration 66Q (60.541174 sec): 120 clusters Score: Raw -3098949.082596 + Penalty 92084.189869 = -3006864.892727 nChanged 68 Deleting Class 190 (4 points): Lose 48.712815 but Gain 1134.663392 Iteration 67Q (60.737418 sec): 119 clusters Score: Raw -3098938.434155 + Penalty 90986.559755 = -3007951.874399 nChanged 63 Deleting Class 72 (13 points): Lose 40.849064 but Gain 1126.386020 Iteration 68Q (60.935670 sec): 118 clusters Score: Raw -3098934.342484 + Penalty 89986.021122 = -3008948.321362 nChanged 74 Deleting Class 12 (6 points): Lose 35.003400 but Gain 1114.783060 Iteration 69Q (61.133640 sec): 117 clusters Score: Raw -3098950.581122 + Penalty 88659.131732 = -3010291.449390 nChanged 61 Deleting Class 188 (1 points): Lose 28.204702 but Gain 1076.370708 Iteration 70F (63.075251 sec): 116 clusters Score: Raw -3098959.697447 + Penalty 87587.349860 = -3011372.347587 nChanged 45 Deleting Class 194 (3 points): Lose 6.759573 but Gain 1050.380101 Iteration 71Q (63.267181 sec): 115 clusters Score: Raw -3098973.683218 + Penalty 86539.529240 = -3012434.153978 nChanged 43 Deleting Class 171 (42 points): Lose 116.883890 but Gain 1160.114130 Iteration 72Q (63.457009 sec): 114 clusters Score: Raw -3098878.390343 + Penalty 85423.012540 = -3013455.377803 nChanged 84 Deleting Class 139 (2 points): Lose 3.668019 but Gain 1030.810062 Iteration 73Q (63.651049 sec): 113 clusters Score: Raw -3098950.130569 + Penalty 84450.037259 = -3014500.093310 nChanged 51 Deleting Class 120 (7 points): Lose 41.351558 but Gain 1047.168112 Iteration 74Q (63.850488 sec): 112 clusters Score: Raw -3098937.459553 + Penalty 83474.809876 = -3015462.649677 nChanged 45 Deleting Class 149 (1 points): Lose 4.793510 but Gain 1007.950590 Iteration 75Q (64.044391 sec): 111 clusters Score: Raw -3098960.926411 + Penalty 82471.702279 = -3016489.224132 nChanged 31 Deleting Class 63 (19 points): Lose 112.615236 but Gain 1103.298961 Iteration 76Q (64.236518 sec): 110 clusters Score: Raw -3098857.275571 + Penalty 81389.856286 = -3017467.419284 nChanged 50 Deleting Class 34 (18 points): Lose 47.125467 but Gain 1037.684171 Iteration 77Q (64.431371 sec): 109 clusters Score: Raw -3098856.017418 + Penalty 80363.778446 = -3018492.238972 nChanged 48 Deleting Class 132 (18 points): Lose 117.403232 but Gain 1091.977434 Iteration 78Q (64.622128 sec): 108 clusters Score: Raw -3098768.299726 + Penalty 79323.595601 = -3019444.704125 nChanged 46 Deleting Class 17 (56 points): Lose 288.868017 but Gain 1246.685220 Iteration 79Q (64.812317 sec): 107 clusters Score: Raw -3098543.373474 + Penalty 78174.025312 = -3020369.348162 nChanged 83 Deleting Class 116 (2 points): Lose 30.020810 but Gain 987.919640 Iteration 80F (66.568192 sec): 106 clusters Score: Raw -3098636.784211 + Penalty 77199.597266 = -3021437.186945 nChanged 31 Deleting Class 27 (49 points): Lose 153.162367 but Gain 1109.097299 Iteration 81Q (66.752748 sec): 105 clusters Score: Raw -3098508.279871 + Penalty 76203.329802 = -3022304.950069 nChanged 74 Deleting Class 61 (7 points): Lose 43.092112 but Gain 993.874995 Iteration 82Q (66.936124 sec): 104 clusters Score: Raw -3098547.660455 + Penalty 75219.412900 = -3023328.247555 nChanged 48 Deleting Class 123 (10 points): Lose 113.782995 but Gain 1049.300179 Iteration 83Q (67.122808 sec): 103 clusters Score: Raw -3098462.323955 + Penalty 74260.957498 = -3024201.366457 nChanged 34 Deleting Class 47 (38 points): Lose 236.234185 but Gain 1163.738335 Iteration 84Q (67.303660 sec): 102 clusters Score: Raw -3098263.366481 + Penalty 73208.643412 = -3025054.723069 nChanged 51 Deleting Class 180 (1 points): Lose 85.083239 but Gain 999.376600 Iteration 85Q (67.484542 sec): 101 clusters Score: Raw -3098297.096606 + Penalty 72180.820134 = -3026116.276472 nChanged 22 Deleting Class 162 (2 points): Lose 96.895693 but Gain 1005.149657 Iteration 86Q (67.662411 sec): 100 clusters Score: Raw -3098231.236513 + Penalty 71267.606244 = -3026963.630269 nChanged 13 Deleting Class 148 (3 points): Lose 10.430814 but Gain 910.822579 Iteration 87Q (67.839757 sec): 99 clusters Score: Raw -3098253.900055 + Penalty 70378.731379 = -3027875.168676 nChanged 8 Deleting Class 215 (1 points): Lose 4.393068 but Gain 901.460269 Iteration 88Q (68.017792 sec): 98 clusters Score: Raw -3098258.851287 + Penalty 69491.333646 = -3028767.517641 nChanged 5 Deleting Class 55 (15 points): Lose 75.505016 but Gain 972.034664 Iteration 89Q (68.202823 sec): 97 clusters Score: Raw -3098189.226555 + Penalty 68634.746037 = -3029554.480518 nChanged 18 Deleting Class 88 (20 points): Lose 74.613848 but Gain 979.270219 Iteration 90F (69.787681 sec): 96 clusters Score: Raw -3098163.840881 + Penalty 67718.054517 = -3030445.786364 nChanged 25 Deleting Class 32 (95 points): Lose 395.640283 but Gain 1294.168069 Iteration 91Q (69.967583 sec): 95 clusters Score: Raw -3097806.734905 + Penalty 66560.694894 = -3031246.040011 nChanged 107 Deleting Class 150 (3 points): Lose 11.403205 but Gain 903.003006 Iteration 92Q (70.150386 sec): 94 clusters Score: Raw -3098021.317742 + Penalty 65674.603001 = -3032346.714741 nChanged 32 Deleting Class 78 (4 points): Lose 17.685773 but Gain 885.764473 Iteration 93Q (70.327977 sec): 93 clusters Score: Raw -3098023.526441 + Penalty 64817.514933 = -3033206.011508 nChanged 21 Deleting Class 114 (15 points): Lose 77.527665 but Gain 940.725972 Iteration 94Q (70.506883 sec): 92 clusters Score: Raw -3097962.879821 + Penalty 63999.879785 = -3033963.000037 nChanged 19 Deleting Class 110 (24 points): Lose 183.311819 but Gain 1045.827073 Iteration 95Q (70.684189 sec): 91 clusters Score: Raw -3097823.865688 + Penalty 63015.365373 = -3034808.500315 nChanged 32 Deleting Class 108 (7 points): Lose 51.683162 but Gain 898.605790 Iteration 96Q (70.860548 sec): 90 clusters Score: Raw -3097848.497549 + Penalty 62195.287112 = -3035653.210438 nChanged 16 Deleting Class 201 (4 points): Lose 17.029983 but Gain 855.360074 Iteration 97Q (71.033972 sec): 89 clusters Score: Raw -3097862.715108 + Penalty 61371.782715 = -3036490.932393 nChanged 9 Deleting Class 138 (6 points): Lose 15.801668 but Gain 842.353103 Iteration 98Q (71.207634 sec): 88 clusters Score: Raw -3097863.771423 + Penalty 60540.068422 = -3037323.703001 nChanged 9 Deleting Class 160 (27 points): Lose 96.262898 but Gain 920.458059 Iteration 99Q (71.381564 sec): 87 clusters Score: Raw -3097776.932062 + Penalty 59646.482128 = -3038130.449934 nChanged 28 Deleting Class 127 (45 points): Lose 299.744634 but Gain 1099.797689 Iteration 100F (72.809057 sec): 86 clusters Score: Raw -3097522.295465 + Penalty 58979.974208 = -3038542.321257 nChanged 53 Deleting Class 111 (17 points): Lose 58.704731 but Gain 857.894726 Iteration 101Q (72.977353 sec): 85 clusters Score: Raw -3097654.283446 + Penalty 58163.181599 = -3039491.101847 nChanged 34 Deleting Class 66 (17 points): Lose 81.611152 but Gain 836.317766 Iteration 102Q (73.144996 sec): 84 clusters Score: Raw -3097619.303096 + Penalty 57519.917290 = -3040099.385807 nChanged 30 Deleting Class 45 (5 points): Lose 19.977791 but Gain 790.388656 Iteration 103Q (73.312515 sec): 83 clusters Score: Raw -3097644.061743 + Penalty 56782.848458 = -3040861.213285 nChanged 15 Deleting Class 76 (1 points): Lose 0.082582 but Gain 744.773829 Iteration 104Q (73.477212 sec): 82 clusters Score: Raw -3097657.303998 + Penalty 56061.267826 = -3041596.036172 nChanged 6 Deleting Class 60 (69 points): Lose 243.272919 but Gain 987.984895 Iteration 105Q (73.641836 sec): 81 clusters Score: Raw -3097425.870919 + Penalty 55360.164463 = -3042065.706456 nChanged 80 Deleting Class 104 (3 points): Lose 10.547462 but Gain 753.781493 Iteration 106Q (73.807785 sec): 80 clusters Score: Raw -3097582.310132 + Penalty 54630.548352 = -3042951.761780 nChanged 25 Deleting Class 51 (7 points): Lose 41.109069 but Gain 781.824659 Iteration 107Q (73.972075 sec): 79 clusters Score: Raw -3097564.479424 + Penalty 54071.625077 = -3043492.854347 nChanged 15 Deleting Class 157 (20 points): Lose 132.616119 but Gain 859.725888 Iteration 108Q (74.133446 sec): 78 clusters Score: Raw -3097464.071779 + Penalty 53185.400114 = -3044278.671666 nChanged 29 Deleting Class 86 (2 points): Lose 9.745735 but Gain 724.688218 Iteration 109Q (74.297274 sec): 77 clusters Score: Raw -3097504.135931 + Penalty 52453.831062 = -3045050.304870 nChanged 7 Deleting Class 95 (28 points): Lose 120.001726 but Gain 839.685713 Iteration 110F (75.570185 sec): 76 clusters Score: Raw -3097389.732732 + Penalty 51642.515412 = -3045747.217320 nChanged 29 Deleting Class 67 (4 points): Lose 27.548920 but Gain 737.330061 Iteration 111Q (75.730967 sec): 75 clusters Score: Raw -3097445.562224 + Penalty 50923.128053 = -3046522.434171 nChanged 20 Deleting Class 46 (1 points): Lose 82.939549 but Gain 769.695814 Iteration 112Q (75.905515 sec): 74 clusters Score: Raw -3097383.684498 + Penalty 50132.677804 = -3047251.006693 nChanged 7 Deleting Class 223 (1 points): Lose 14.091432 but Gain 697.305475 Iteration 113Q (76.067335 sec): 73 clusters Score: Raw -3097379.698725 + Penalty 49433.030627 = -3047946.668097 nChanged 5 Deleting Class 217 (3 points): Lose 27.539735 but Gain 706.829997 Iteration 114Q (76.228912 sec): 72 clusters Score: Raw -3097358.792370 + Penalty 48720.794017 = -3048637.998353 nChanged 4 Deleting Class 33 (20 points): Lose 49.242388 but Gain 722.813575 Iteration 115Q (76.388833 sec): 71 clusters Score: Raw -3097316.510180 + Penalty 47980.315678 = -3049336.194502 nChanged 21 Deleting Class 115 (39 points): Lose 259.712613 but Gain 924.711107 Iteration 116Q (76.550005 sec): 70 clusters Score: Raw -3097084.991226 + Penalty 47339.477164 = -3049745.514062 nChanged 44 Deleting Class 106 (1 points): Lose 3.525519 but Gain 665.190578 Iteration 117Q (76.722125 sec): 69 clusters Score: Raw -3097188.443356 + Penalty 46742.310196 = -3050446.133159 nChanged 15 Deleting Class 30 (150 points): Lose 860.030069 but Gain 1491.355827 Iteration 118Q (76.879950 sec): 68 clusters Score: Raw -3096359.413347 + Penalty 45539.664751 = -3050819.748596 nChanged 157 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 -3096359.413347 + Penalty 45539.664751 = -3050819.748596Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.022471 sec): 2 clusters Score: Raw -318703.484915 + Penalty 376.229448 = -318327.255468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.029955 sec): 3 clusters Score: Raw -316373.124193 + Penalty 744.235154 = -315628.889039 nChanged 1581 SP:Iteration 1F (77.037072 sec): 3 clusters Score: Raw -317058.652804 + Penalty 738.050488 = -316320.602316 nChanged 415 SP:Iteration 2F (77.044073 sec): 3 clusters Score: Raw -317244.529318 + Penalty 734.882959 = -316509.646359 nChanged 347 SP:Iteration 3F (77.051067 sec): 3 clusters Score: Raw -317536.778881 + Penalty 734.124527 = -316802.654354 nChanged 396 SP:Iteration 4F (77.058079 sec): 3 clusters Score: Raw -317909.245543 + Penalty 733.713990 = -317175.531553 nChanged 262 SP:Iteration 5F (77.065057 sec): 3 clusters Score: Raw -318058.987450 + Penalty 733.655327 = -317325.332123 nChanged 121 SP:Iteration 6Q (77.071779 sec): 3 clusters Score: Raw -318092.212469 + Penalty 733.325699 = -317358.886770 nChanged 54 SP:Iteration 7Q (77.078297 sec): 3 clusters Score: Raw -318100.788695 + Penalty 732.869287 = -317367.919408 nChanged 37 SP:Iteration 8Q (77.084880 sec): 3 clusters Score: Raw -318107.987684 + Penalty 730.912337 = -317377.075347 nChanged 53 SP:Iteration 9Q (77.091256 sec): 3 clusters Score: Raw -318120.329167 + Penalty 728.696376 = -317391.632792 nChanged 49 SP:Iteration 10F (77.098078 sec): 3 clusters Score: Raw -318132.427501 + Penalty 725.616863 = -317406.810639 nChanged 61 SP:Iteration 11Q (77.104469 sec): 3 clusters Score: Raw -318148.251803 + Penalty 721.687271 = -317426.564531 nChanged 62 SP:Iteration 12Q (77.111056 sec): 3 clusters Score: Raw -318169.130288 + Penalty 718.601602 = -317450.528686 nChanged 65 SP:Iteration 13Q (77.117501 sec): 3 clusters Score: Raw -318189.116849 + Penalty 717.691703 = -317471.425146 nChanged 59 SP:Iteration 14Q (77.124363 sec): 3 clusters Score: Raw -318205.784357 + Penalty 716.165033 = -317489.619324 nChanged 62 SP:Iteration 15Q (77.131119 sec): 3 clusters Score: Raw -318223.585360 + Penalty 713.806958 = -317509.778402 nChanged 58 SP:Iteration 16Q (77.137764 sec): 3 clusters Score: Raw -318240.800444 + Penalty 711.840672 = -317528.959771 nChanged 65 SP:Iteration 17Q (77.144074 sec): 3 clusters Score: Raw -318263.510100 + Penalty 711.974152 = -317551.535948 nChanged 76 SP:Iteration 18Q (77.150255 sec): 3 clusters Score: Raw -318293.666899 + Penalty 709.207257 = -317584.459642 nChanged 84 SP:Iteration 19Q (77.156329 sec): 3 clusters Score: Raw -318333.195941 + Penalty 703.628573 = -317629.567368 nChanged 88 SP:Iteration 20F (77.162994 sec): 3 clusters Score: Raw -318373.774652 + Penalty 697.110286 = -317676.664366 nChanged 81 SP:Iteration 21Q (77.168841 sec): 3 clusters Score: Raw -318417.991889 + Penalty 690.734381 = -317727.257508 nChanged 86 SP:Iteration 22Q (77.175355 sec): 3 clusters Score: Raw -318465.715632 + Penalty 689.798853 = -317775.916779 nChanged 66 SP:Iteration 23Q (77.181797 sec): 3 clusters Score: Raw -318505.300784 + Penalty 686.930848 = -317818.369936 nChanged 73 SP:Iteration 24Q (77.187996 sec): 3 clusters Score: Raw -318552.803070 + Penalty 700.626048 = -317852.177022 nChanged 55 SP:Iteration 25Q (77.194122 sec): 3 clusters Score: Raw -318590.648820 + Penalty 700.541383 = -317890.107438 nChanged 53 SP:Iteration 26Q (77.199941 sec): 3 clusters Score: Raw -318623.020794 + Penalty 739.348400 = -317883.672393 nChanged 42 SP:Iteration 27F (77.206853 sec): 3 clusters Score: Raw -318654.871132 + Penalty 801.780607 = -317853.090525 nChanged 38 SP:Iteration 28F (77.214033 sec): 3 clusters Score: Raw -318689.329907 + Penalty 870.967210 = -317818.362697 nChanged 15 SP:Iteration 29F (77.221114 sec): 3 clusters Score: Raw -318698.863979 + Penalty 846.198182 = -317852.665797 nChanged 4 SP:Iteration 30F (77.228551 sec): 3 clusters Score: Raw -318701.964009 + Penalty 823.744740 = -317878.219270 nChanged 1 SP:Iteration 31Q (77.234815 sec): 3 clusters Score: Raw -318706.459708 + Penalty 823.744740 = -317882.714968 nChanged 0 SP:Iteration 32F (77.243019 sec): 3 clusters Score: Raw -318706.459708 + Penalty 823.744740 = -317882.714968 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 2 (6816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.275497 sec): 2 clusters Score: Raw -574700.718812 + Penalty 135.871135 = -574564.847677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.289670 sec): 3 clusters Score: Raw -570234.357009 + Penalty 275.666579 = -569958.690430 nChanged 3218 SP:Iteration 1F (77.302916 sec): 3 clusters Score: Raw -573427.047766 + Penalty 289.133602 = -573137.914163 nChanged 578 SP:Iteration 2F (77.316148 sec): 3 clusters Score: Raw -574005.764187 + Penalty 294.333498 = -573711.430689 nChanged 219 SP:Iteration 3Q (77.329057 sec): 3 clusters Score: Raw -574124.072827 + Penalty 296.015989 = -573828.056838 nChanged 130 SP:Iteration 4Q (77.340779 sec): 3 clusters Score: Raw -574183.768797 + Penalty 295.823298 = -573887.945499 nChanged 119 SP:Iteration 5Q (77.351900 sec): 3 clusters Score: Raw -574234.614523 + Penalty 295.884078 = -573938.730445 nChanged 102 SP:Iteration 6Q (77.363108 sec): 3 clusters Score: Raw -574277.639076 + Penalty 298.168384 = -573979.470693 nChanged 90 SP:Iteration 7Q (77.373964 sec): 3 clusters Score: Raw -574310.498104 + Penalty 298.720963 = -574011.777140 nChanged 72 SP:Iteration 8Q (77.384742 sec): 3 clusters Score: Raw -574336.227087 + Penalty 298.455038 = -574037.772048 nChanged 69 SP:Iteration 9Q (77.395657 sec): 3 clusters Score: Raw -574363.633439 + Penalty 298.456350 = -574065.177089 nChanged 79 SP:Iteration 10F (77.408041 sec): 3 clusters Score: Raw -574395.629770 + Penalty 301.388775 = -574094.240995 nChanged 63 SP:Iteration 11Q (77.419523 sec): 3 clusters Score: Raw -574419.983603 + Penalty 295.610085 = -574124.373518 nChanged 56 SP:Iteration 12Q (77.435711 sec): 3 clusters Score: Raw -574441.193719 + Penalty 294.555957 = -574146.637762 nChanged 67 SP:Iteration 13Q (77.448877 sec): 3 clusters Score: Raw -574471.424135 + Penalty 295.114485 = -574176.309650 nChanged 72 SP:Iteration 14Q (77.460034 sec): 3 clusters Score: Raw -574509.210436 + Penalty 289.225361 = -574219.985075 nChanged 69 SP:Iteration 15Q (77.470884 sec): 3 clusters Score: Raw -574548.953540 + Penalty 283.670895 = -574265.282645 nChanged 55 SP:Iteration 16Q (77.481479 sec): 3 clusters Score: Raw -574580.449179 + Penalty 276.871526 = -574303.577653 nChanged 56 SP:Iteration 17Q (77.492233 sec): 3 clusters Score: Raw -574612.921430 + Penalty 270.701439 = -574342.219991 nChanged 50 SP:Iteration 18Q (77.502788 sec): 3 clusters Score: Raw -574650.494700 + Penalty 300.801412 = -574349.693288 nChanged 37 SP:Iteration 19Q (77.513472 sec): 3 clusters Score: Raw -574690.477231 + Penalty 1057.114066 = -573633.363165 nChanged 13 SP:Iteration 20F (77.526620 sec): 3 clusters Score: Raw -574701.082009 + Penalty 1057.114066 = -573643.967944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 3 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.533832 sec): 2 clusters Score: Raw -44544.038793 + Penalty 244.362479 = -44299.676313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.535076 sec): 3 clusters Score: Raw -44266.847073 + Penalty 484.268207 = -43782.578867 nChanged 204 SP:Iteration 1F (77.536287 sec): 3 clusters Score: Raw -44384.425478 + Penalty 488.062061 = -43896.363417 nChanged 57 SP:Iteration 2F (77.537502 sec): 3 clusters Score: Raw -44429.965783 + Penalty 493.085386 = -43936.880398 nChanged 42 SP:Iteration 3F (77.538695 sec): 3 clusters Score: Raw -44456.865891 + Penalty 496.506507 = -43960.359384 nChanged 32 SP:Iteration 4F (77.539879 sec): 3 clusters Score: Raw -44481.395297 + Penalty 499.854090 = -43981.541207 nChanged 19 SP:Iteration 5Q (77.541055 sec): 3 clusters Score: Raw -44494.082671 + Penalty 501.924174 = -43992.158497 nChanged 18 SP:Iteration 6Q (77.542290 sec): 3 clusters Score: Raw -44508.209673 + Penalty 489.279923 = -44018.929750 nChanged 15 SP:Iteration 7Q (77.543568 sec): 3 clusters Score: Raw -44520.887062 + Penalty 497.918804 = -44022.968258 nChanged 16 SP:Iteration 8Q (77.544774 sec): 3 clusters Score: Raw -44534.799936 + Penalty 568.253571 = -43966.546365 nChanged 8 SP:Iteration 9F (77.545951 sec): 3 clusters Score: Raw -44542.446658 + Penalty 637.774083 = -43904.672575 nChanged 4 SP:Iteration 10F (77.547137 sec): 3 clusters Score: Raw -44546.214609 + Penalty 659.338416 = -43886.876194 nChanged 1 SP:Iteration 11F (77.548322 sec): 3 clusters Score: Raw -44546.022852 + Penalty 659.338416 = -43886.684436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 4 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.550475 sec): 2 clusters Score: Raw -22974.755188 + Penalty 616.263169 = -22358.492018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.551190 sec): 3 clusters Score: Raw -22908.115931 + Penalty 1234.919883 = -21673.196048 nChanged 57 SP:Iteration 1F (77.551889 sec): 3 clusters Score: Raw -22966.669911 + Penalty 1243.057358 = -21723.612553 nChanged 21 SP:Iteration 2F (77.552596 sec): 3 clusters Score: Raw -22994.011162 + Penalty 1250.717088 = -21743.294073 nChanged 15 SP:Iteration 3F (77.553286 sec): 3 clusters Score: Raw -23017.990088 + Penalty 1257.254474 = -21760.735614 nChanged 11 SP:Iteration 4Q (77.553967 sec): 3 clusters Score: Raw -23035.509101 + Penalty 1260.255502 = -21775.253599 nChanged 4 SP:Iteration 5Q (77.554642 sec): 3 clusters Score: Raw -23039.206387 + Penalty 1263.209289 = -21775.997098 nChanged 5 SP:Iteration 6Q (77.555315 sec): 3 clusters Score: Raw -23045.994721 + Penalty 1263.870388 = -21782.124334 nChanged 2 SP:Iteration 7Q (77.555988 sec): 3 clusters Score: Raw -23048.832873 + Penalty 1265.127954 = -21783.704919 nChanged 1 SP:Iteration 8Q (77.556660 sec): 3 clusters Score: Raw -23049.436668 + Penalty 1265.127954 = -21784.308714 nChanged 0 SP:Iteration 9F (77.557353 sec): 3 clusters Score: Raw -23049.436668 + Penalty 1265.127954 = -21784.308714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 5 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.558955 sec): 2 clusters Score: Raw -14181.615811 + Penalty 358.212202 = -13823.403609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.559467 sec): 3 clusters Score: Raw -14104.228373 + Penalty 720.435619 = -13383.792754 nChanged 37 SP:Iteration 1F (77.559979 sec): 3 clusters Score: Raw -14135.451867 + Penalty 732.125872 = -13403.325994 nChanged 12 SP:Iteration 2F (77.560481 sec): 3 clusters Score: Raw -14146.582331 + Penalty 737.371114 = -13409.211217 nChanged 4 SP:Iteration 3Q (77.560982 sec): 3 clusters Score: Raw -14150.461428 + Penalty 751.611769 = -13398.849660 nChanged 11 SP:Iteration 4F (77.561487 sec): 3 clusters Score: Raw -14158.379729 + Penalty 751.687690 = -13406.692039 nChanged 8 SP:Iteration 5F (77.561999 sec): 3 clusters Score: Raw -14165.424185 + Penalty 756.078552 = -13409.345632 nChanged 6 SP:Iteration 6Q (77.562503 sec): 3 clusters Score: Raw -14174.043384 + Penalty 782.972100 = -13391.071284 nChanged 9 SP:Iteration 7F (77.563006 sec): 3 clusters Score: Raw -14182.126380 + Penalty 811.367337 = -13370.759043 nChanged 6 SP:Iteration 8F (77.563511 sec): 3 clusters Score: Raw -14187.025109 + Penalty 839.071147 = -13347.953962 nChanged 6 SP:Iteration 9F (77.564004 sec): 3 clusters Score: Raw -14192.420188 + Penalty 841.799861 = -13350.620328 nChanged 3 SP:Iteration 10F (77.564499 sec): 3 clusters Score: Raw -14199.849341 + Penalty 851.356635 = -13348.492706 nChanged 1 SP:Iteration 11F (77.564993 sec): 3 clusters Score: Raw -14201.286096 + Penalty 851.197334 = -13350.088761 nChanged 1 SP:Iteration 12Q (77.565443 sec): 3 clusters Score: Raw -14202.551503 + Penalty 854.586698 = -13347.964805 nChanged 1 SP:Iteration 13F (77.565936 sec): 3 clusters Score: Raw -14204.946681 + Penalty 853.198193 = -13351.748488 nChanged 1 SP:Iteration 14Q (77.566488 sec): 3 clusters Score: Raw -14204.769031 + Penalty 853.198193 = -13351.570837 nChanged 0 SP:Iteration 15F (77.566984 sec): 3 clusters Score: Raw -14204.769031 + Penalty 853.198193 = -13351.570837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 6 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.570086 sec): 2 clusters Score: Raw -56108.325721 + Penalty 779.059830 = -55329.265892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.571468 sec): 3 clusters Score: Raw -55889.758262 + Penalty 1554.278546 = -54335.479716 nChanged 166 SP:Iteration 1F (77.572839 sec): 3 clusters Score: Raw -56031.586974 + Penalty 1556.608092 = -54474.978882 nChanged 43 SP:Iteration 2F (77.574195 sec): 3 clusters Score: Raw -56084.050944 + Penalty 1565.759357 = -54518.291588 nChanged 43 SP:Iteration 3F (77.575552 sec): 3 clusters Score: Raw -56148.228989 + Penalty 1579.801537 = -54568.427452 nChanged 37 SP:Iteration 4F (77.576915 sec): 3 clusters Score: Raw -56195.242196 + Penalty 1594.667348 = -54600.574848 nChanged 34 SP:Iteration 5F (77.578274 sec): 3 clusters Score: Raw -56246.902156 + Penalty 1605.653178 = -54641.248978 nChanged 25 SP:Iteration 6Q (77.579591 sec): 3 clusters Score: Raw -56275.039072 + Penalty 1609.511909 = -54665.527163 nChanged 8 SP:Iteration 7Q (77.580848 sec): 3 clusters Score: Raw -56282.882837 + Penalty 1613.066865 = -54669.815972 nChanged 5 SP:Iteration 8Q (77.582139 sec): 3 clusters Score: Raw -56287.455707 + Penalty 1617.432502 = -54670.023205 nChanged 6 SP:Iteration 9Q (77.583491 sec): 3 clusters Score: Raw -56296.067547 + Penalty 1623.391215 = -54672.676331 nChanged 8 SP:Iteration 10F (77.584844 sec): 3 clusters Score: Raw -56302.819042 + Penalty 1627.340715 = -54675.478327 nChanged 4 SP:Iteration 11Q (77.586142 sec): 3 clusters Score: Raw -56306.519260 + Penalty 1627.340715 = -54679.178545 nChanged 0 SP:Iteration 12F (77.587493 sec): 3 clusters Score: Raw -56306.519260 + Penalty 1627.340715 = -54679.178545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 7 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.588906 sec): 2 clusters Score: Raw -3613.594962 + Penalty 234.711136 = -3378.883826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.589202 sec): 3 clusters Score: Raw -3597.077183 + Penalty 467.464623 = -3129.612561 nChanged 1 SP:Iteration 1Q (77.589493 sec): 3 clusters Score: Raw -3598.567429 + Penalty 467.464623 = -3131.102807 nChanged 0 SP:Iteration 2F (77.589784 sec): 3 clusters Score: Raw -3598.567429 + Penalty 467.464623 = -3131.102807 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (1804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.596892 sec): 2 clusters Score: Raw -167868.859130 + Penalty 567.337608 = -167301.521522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.600735 sec): 3 clusters Score: Raw -166882.712011 + Penalty 1127.968937 = -165754.743074 nChanged 742 SP:Iteration 1F (77.604445 sec): 3 clusters Score: Raw -167422.378345 + Penalty 1121.107986 = -166301.270359 nChanged 193 SP:Iteration 2F (77.608229 sec): 3 clusters Score: Raw -167609.981747 + Penalty 1114.109562 = -166495.872184 nChanged 148 SP:Iteration 3F (77.611969 sec): 3 clusters Score: Raw -167742.992000 + Penalty 1111.750792 = -166631.241207 nChanged 95 SP:Iteration 4F (77.615789 sec): 3 clusters Score: Raw -167804.222639 + Penalty 1109.895999 = -166694.326640 nChanged 61 SP:Iteration 5Q (77.619543 sec): 3 clusters Score: Raw -167832.945424 + Penalty 1108.606506 = -166724.338918 nChanged 37 SP:Iteration 6Q (77.623330 sec): 3 clusters Score: Raw -167845.055271 + Penalty 1107.441518 = -166737.613753 nChanged 19 SP:Iteration 7Q (77.627066 sec): 3 clusters Score: Raw -167851.460056 + Penalty 1106.097727 = -166745.362328 nChanged 19 SP:Iteration 8Q (77.630801 sec): 3 clusters Score: Raw -167857.672121 + Penalty 1105.175192 = -166752.496928 nChanged 18 SP:Iteration 9Q (77.634410 sec): 3 clusters Score: Raw -167863.969364 + Penalty 1103.947874 = -166760.021490 nChanged 18 SP:Iteration 10F (77.638086 sec): 3 clusters Score: Raw -167870.873289 + Penalty 1101.960997 = -166768.912293 nChanged 17 SP:Iteration 11Q (77.641889 sec): 3 clusters Score: Raw -167877.974145 + Penalty 1099.531136 = -166778.443009 nChanged 14 SP:Iteration 12Q (77.645696 sec): 3 clusters Score: Raw -167882.571751 + Penalty 1097.199407 = -166785.372344 nChanged 13 SP:Iteration 13Q (77.649275 sec): 3 clusters Score: Raw -167888.057934 + Penalty 1095.768366 = -166792.289568 nChanged 7 SP:Iteration 14Q (77.652871 sec): 3 clusters Score: Raw -167890.622150 + Penalty 1094.836135 = -166795.786015 nChanged 5 SP:Iteration 15Q (77.656381 sec): 3 clusters Score: Raw -167892.359885 + Penalty 1093.476719 = -166798.883166 nChanged 8 SP:Iteration 16Q (77.659926 sec): 3 clusters Score: Raw -167894.472753 + Penalty 1091.651025 = -166802.821728 nChanged 9 SP:Iteration 17Q (77.663481 sec): 3 clusters Score: Raw -167897.078542 + Penalty 1090.450171 = -166806.628371 nChanged 6 SP:Iteration 18Q (77.667048 sec): 3 clusters Score: Raw -167898.690514 + Penalty 1089.716244 = -166808.974270 nChanged 8 SP:Iteration 19Q (77.670760 sec): 3 clusters Score: Raw -167901.213412 + Penalty 1089.606647 = -166811.606764 nChanged 8 SP:Iteration 20F (77.674677 sec): 3 clusters Score: Raw -167902.935686 + Penalty 1089.268856 = -166813.666831 nChanged 4 SP:Iteration 21Q (77.678387 sec): 3 clusters Score: Raw -167903.860343 + Penalty 1089.085837 = -166814.774506 nChanged 5 SP:Iteration 22Q (77.681950 sec): 3 clusters Score: Raw -167904.440657 + Penalty 1088.063278 = -166816.377380 nChanged 6 SP:Iteration 23Q (77.685614 sec): 3 clusters Score: Raw -167905.022301 + Penalty 1087.877210 = -166817.145090 nChanged 5 SP:Iteration 24Q (77.689175 sec): 3 clusters Score: Raw -167906.023699 + Penalty 1087.405949 = -166818.617750 nChanged 5 SP:Iteration 25Q (77.692722 sec): 3 clusters Score: Raw -167906.400769 + Penalty 1087.260797 = -166819.139972 nChanged 1 SP:Iteration 26Q (77.696280 sec): 3 clusters Score: Raw -167906.432532 + Penalty 1087.272035 = -166819.160498 nChanged 1 SP:Iteration 27Q (77.699809 sec): 3 clusters Score: Raw -167906.570024 + Penalty 1087.272035 = -166819.297989 nChanged 0 SP:Iteration 28F (77.703253 sec): 3 clusters Score: Raw -167906.570024 + Penalty 1087.272035 = -166819.297989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 9 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.708462 sec): 2 clusters Score: Raw -35441.572812 + Penalty 623.520588 = -34818.052224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.709376 sec): 3 clusters Score: Raw -35272.770636 + Penalty 1256.881672 = -34015.888964 nChanged 100 SP:Iteration 1F (77.710262 sec): 3 clusters Score: Raw -35355.679185 + Penalty 1268.588770 = -34087.090415 nChanged 41 SP:Iteration 2F (77.711175 sec): 3 clusters Score: Raw -35394.354528 + Penalty 1281.157513 = -34113.197015 nChanged 29 SP:Iteration 3F (77.712077 sec): 3 clusters Score: Raw -35425.613101 + Penalty 1290.026554 = -34135.586547 nChanged 16 SP:Iteration 4Q (77.712974 sec): 3 clusters Score: Raw -35443.569800 + Penalty 1292.929633 = -34150.640167 nChanged 9 SP:Iteration 5Q (77.713873 sec): 3 clusters Score: Raw -35453.997586 + Penalty 1295.900252 = -34158.097334 nChanged 4 SP:Iteration 6Q (77.714723 sec): 3 clusters Score: Raw -35456.500176 + Penalty 1298.288473 = -34158.211703 nChanged 3 SP:Iteration 7Q (77.715572 sec): 3 clusters Score: Raw -35460.692443 + Penalty 1298.921397 = -34161.771047 nChanged 6 SP:Iteration 8Q (77.716440 sec): 3 clusters Score: Raw -35464.662339 + Penalty 1298.259778 = -34166.402560 nChanged 1 SP:Iteration 9Q (77.717288 sec): 3 clusters Score: Raw -35465.700890 + Penalty 1301.076743 = -34164.624146 nChanged 3 SP:Iteration 10F (77.718184 sec): 3 clusters Score: Raw -35471.030002 + Penalty 1303.412825 = -34167.617177 nChanged 3 SP:Iteration 11Q (77.719107 sec): 3 clusters Score: Raw -35474.140047 + Penalty 1307.358706 = -34166.781341 nChanged 2 SP:Iteration 12F (77.720009 sec): 3 clusters Score: Raw -35475.062120 + Penalty 1307.358706 = -34167.703415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 10 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.721136 sec): 2 clusters Score: Raw -19303.685196 + Penalty 429.463230 = -18874.221965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.721737 sec): 3 clusters Score: Raw -19206.576044 + Penalty 857.534563 = -18349.041481 nChanged 51 SP:Iteration 1F (77.722309 sec): 3 clusters Score: Raw -19250.949866 + Penalty 858.556861 = -18392.393005 nChanged 15 SP:Iteration 2F (77.722903 sec): 3 clusters Score: Raw -19271.752011 + Penalty 860.241277 = -18411.510734 nChanged 11 SP:Iteration 3F (77.723494 sec): 3 clusters Score: Raw -19281.023704 + Penalty 860.657999 = -18420.365704 nChanged 1 SP:Iteration 4Q (77.724072 sec): 3 clusters Score: Raw -19281.284065 + Penalty 860.657999 = -18420.626066 nChanged 0 SP:Iteration 5F (77.724668 sec): 3 clusters Score: Raw -19281.284065 + Penalty 860.657999 = -18420.626066 nChanged 0 Memory request: 0.04 GB would take us to total of 0.38 GB. Trying to split cluster 11 (8053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.762389 sec): 2 clusters Score: Raw -663012.982542 + Penalty 255.890525 = -662757.092017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.777655 sec): 3 clusters Score: Raw -657620.997893 + Penalty 454.325641 = -657166.672252 nChanged 3832 SP:Iteration 1F (77.792930 sec): 3 clusters Score: Raw -659622.822391 + Penalty 403.658088 = -659219.164303 nChanged 1166 SP:Iteration 2F (77.808264 sec): 3 clusters Score: Raw -661029.916399 + Penalty 424.479332 = -660605.437067 nChanged 1254 SP:Iteration 3F (77.823962 sec): 3 clusters Score: Raw -662680.520698 + Penalty 649.152437 = -662031.368261 nChanged 292 SP:Iteration 4Q (77.839194 sec): 3 clusters Score: Raw -663045.898737 + Penalty 817.055276 = -662228.843461 nChanged 17 SP:Iteration 5Q (77.851081 sec): 3 clusters Score: Raw -663077.536023 + Penalty 817.055276 = -662260.480747 nChanged 0 SP:Iteration 6F (77.865829 sec): 3 clusters Score: Raw -663077.536023 + Penalty 817.055276 = -662260.480747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 14 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.874092 sec): 2 clusters Score: Raw -40571.808003 + Penalty 371.885356 = -40199.922647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.875137 sec): 3 clusters Score: Raw -40344.176814 + Penalty 756.828255 = -39587.348559 nChanged 144 SP:Iteration 1F (77.876137 sec): 3 clusters Score: Raw -40454.175886 + Penalty 775.897434 = -39678.278452 nChanged 48 SP:Iteration 2F (77.877225 sec): 3 clusters Score: Raw -40499.100791 + Penalty 799.912539 = -39699.188252 nChanged 34 SP:Iteration 3F (77.878267 sec): 3 clusters Score: Raw -40532.299556 + Penalty 833.364838 = -39698.934719 nChanged 29 SP:Iteration 4F (77.879307 sec): 3 clusters Score: Raw -40564.127078 + Penalty 856.084333 = -39708.042745 nChanged 16 SP:Iteration 5Q (77.880346 sec): 3 clusters Score: Raw -40577.330091 + Penalty 864.545759 = -39712.784332 nChanged 5 SP:Iteration 6Q (77.881361 sec): 3 clusters Score: Raw -40583.138877 + Penalty 871.291337 = -39711.847541 nChanged 5 SP:Iteration 7F (77.882380 sec): 3 clusters Score: Raw -40590.142393 + Penalty 875.901879 = -39714.240514 nChanged 2 SP:Iteration 8Q (77.883327 sec): 3 clusters Score: Raw -40592.620904 + Penalty 876.025234 = -39716.595669 nChanged 3 SP:Iteration 9Q (77.884257 sec): 3 clusters Score: Raw -40597.726703 + Penalty 878.301403 = -39719.425301 nChanged 2 SP:Iteration 10F (77.885276 sec): 3 clusters Score: Raw -40601.077308 + Penalty 884.608064 = -39716.469243 nChanged 4 SP:Iteration 11F (77.886315 sec): 3 clusters Score: Raw -40606.499189 + Penalty 882.480490 = -39724.018698 nChanged 1 SP:Iteration 12Q (77.887233 sec): 3 clusters Score: Raw -40607.613841 + Penalty 882.480490 = -39725.133350 nChanged 0 SP:Iteration 13F (77.888249 sec): 3 clusters Score: Raw -40607.613841 + Penalty 882.480490 = -39725.133350 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 15 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.892574 sec): 2 clusters Score: Raw -71307.694273 + Penalty 462.813548 = -70844.880725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.894185 sec): 3 clusters Score: Raw -70904.653535 + Penalty 924.099699 = -69980.553836 nChanged 306 SP:Iteration 1F (77.895747 sec): 3 clusters Score: Raw -71115.443077 + Penalty 923.014563 = -70192.428514 nChanged 77 SP:Iteration 2F (77.897339 sec): 3 clusters Score: Raw -71183.094251 + Penalty 922.534044 = -70260.560207 nChanged 30 SP:Iteration 3Q (77.899018 sec): 3 clusters Score: Raw -71204.107050 + Penalty 922.529765 = -70281.577285 nChanged 31 SP:Iteration 4Q (77.900652 sec): 3 clusters Score: Raw -71216.311131 + Penalty 922.331946 = -70293.979185 nChanged 15 SP:Iteration 5Q (77.902259 sec): 3 clusters Score: Raw -71220.346401 + Penalty 922.294764 = -70298.051637 nChanged 13 SP:Iteration 6Q (77.903794 sec): 3 clusters Score: Raw -71224.094622 + Penalty 923.144671 = -70300.949951 nChanged 11 SP:Iteration 7Q (77.905320 sec): 3 clusters Score: Raw -71227.078871 + Penalty 924.441611 = -70302.637259 nChanged 12 SP:Iteration 8Q (77.906868 sec): 3 clusters Score: Raw -71231.039907 + Penalty 925.424423 = -70305.615484 nChanged 13 SP:Iteration 9Q (77.908370 sec): 3 clusters Score: Raw -71234.539890 + Penalty 926.243695 = -70308.296195 nChanged 13 SP:Iteration 10F (77.910024 sec): 3 clusters Score: Raw -71238.192373 + Penalty 927.319226 = -70310.873146 nChanged 18 SP:Iteration 11Q (77.911625 sec): 3 clusters Score: Raw -71243.384660 + Penalty 927.823381 = -70315.561279 nChanged 16 SP:Iteration 12Q (77.913154 sec): 3 clusters Score: Raw -71248.657329 + Penalty 927.614525 = -70321.042804 nChanged 18 SP:Iteration 13Q (77.914680 sec): 3 clusters Score: Raw -71255.437120 + Penalty 927.542289 = -70327.894831 nChanged 18 SP:Iteration 14Q (77.916197 sec): 3 clusters Score: Raw -71261.904682 + Penalty 927.115311 = -70334.789371 nChanged 15 SP:Iteration 15Q (77.917747 sec): 3 clusters Score: Raw -71267.114849 + Penalty 926.382656 = -70340.732194 nChanged 13 SP:Iteration 16Q (77.919301 sec): 3 clusters Score: Raw -71270.808738 + Penalty 925.994868 = -70344.813870 nChanged 12 SP:Iteration 17Q (77.920822 sec): 3 clusters Score: Raw -71273.251924 + Penalty 924.748304 = -70348.503620 nChanged 9 SP:Iteration 18Q (77.922360 sec): 3 clusters Score: Raw -71275.142395 + Penalty 924.020637 = -70351.121758 nChanged 5 SP:Iteration 19Q (77.923890 sec): 3 clusters Score: Raw -71276.408924 + Penalty 923.293523 = -70353.115401 nChanged 3 SP:Iteration 20F (77.925447 sec): 3 clusters Score: Raw -71277.093789 + Penalty 922.949475 = -70354.144314 nChanged 2 SP:Iteration 21Q (77.927007 sec): 3 clusters Score: Raw -71277.943646 + Penalty 922.617943 = -70355.325703 nChanged 3 SP:Iteration 22Q (77.928541 sec): 3 clusters Score: Raw -71277.960486 + Penalty 922.028666 = -70355.931820 nChanged 1 SP:Iteration 23Q (77.930064 sec): 3 clusters Score: Raw -71277.922353 + Penalty 921.663187 = -70356.259166 nChanged 2 SP:Iteration 24Q (77.931654 sec): 3 clusters Score: Raw -71278.292215 + Penalty 921.430250 = -70356.861965 nChanged 2 SP:Iteration 25Q (77.933263 sec): 3 clusters Score: Raw -71278.406383 + Penalty 921.296851 = -70357.109532 nChanged 1 SP:Iteration 26Q (77.934868 sec): 3 clusters Score: Raw -71278.341155 + Penalty 921.296851 = -70357.044304 nChanged 0 SP:Iteration 27F (77.936507 sec): 3 clusters Score: Raw -71278.341155 + Penalty 921.296851 = -70357.044304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 16 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.940640 sec): 2 clusters Score: Raw -49335.888498 + Penalty 590.125800 = -48745.762698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.941826 sec): 3 clusters Score: Raw -49081.231586 + Penalty 1180.507219 = -47900.724367 nChanged 171 SP:Iteration 1F (77.942986 sec): 3 clusters Score: Raw -49183.540875 + Penalty 1178.277833 = -48005.263042 nChanged 46 SP:Iteration 2F (77.944145 sec): 3 clusters Score: Raw -49218.835213 + Penalty 1177.271469 = -48041.563744 nChanged 35 SP:Iteration 3F (77.945272 sec): 3 clusters Score: Raw -49250.119550 + Penalty 1176.211667 = -48073.907883 nChanged 33 SP:Iteration 4F (77.946381 sec): 3 clusters Score: Raw -49281.278720 + Penalty 1176.970166 = -48104.308554 nChanged 27 SP:Iteration 5F (77.947488 sec): 3 clusters Score: Raw -49309.440247 + Penalty 1177.747998 = -48131.692250 nChanged 19 SP:Iteration 6Q (77.948574 sec): 3 clusters Score: Raw -49322.970981 + Penalty 1177.713220 = -48145.257761 nChanged 11 SP:Iteration 7Q (77.949680 sec): 3 clusters Score: Raw -49330.606751 + Penalty 1177.586569 = -48153.020182 nChanged 6 SP:Iteration 8Q (77.950773 sec): 3 clusters Score: Raw -49333.547513 + Penalty 1177.409488 = -48156.138025 nChanged 2 SP:Iteration 9Q (77.951863 sec): 3 clusters Score: Raw -49334.206962 + Penalty 1177.877587 = -48156.329375 nChanged 2 SP:Iteration 10F (77.952965 sec): 3 clusters Score: Raw -49337.986792 + Penalty 1177.637399 = -48160.349393 nChanged 2 SP:Iteration 11Q (77.954045 sec): 3 clusters Score: Raw -49338.957603 + Penalty 1177.672171 = -48161.285431 nChanged 5 SP:Iteration 12Q (77.955132 sec): 3 clusters Score: Raw -49343.845782 + Penalty 1176.944520 = -48166.901262 nChanged 6 SP:Iteration 13Q (77.956216 sec): 3 clusters Score: Raw -49348.119659 + Penalty 1175.646810 = -48172.472849 nChanged 4 SP:Iteration 14Q (77.957317 sec): 3 clusters Score: Raw -49353.748671 + Penalty 1174.305035 = -48179.443637 nChanged 8 SP:Iteration 15Q (77.958394 sec): 3 clusters Score: Raw -49362.912858 + Penalty 1174.602334 = -48188.310524 nChanged 4 SP:Iteration 16Q (77.959498 sec): 3 clusters Score: Raw -49365.548810 + Penalty 1173.768776 = -48191.780034 nChanged 2 SP:Iteration 17Q (77.960619 sec): 3 clusters Score: Raw -49366.002426 + Penalty 1173.333655 = -48192.668772 nChanged 1 SP:Iteration 18Q (77.961703 sec): 3 clusters Score: Raw -49366.393309 + Penalty 1173.424207 = -48192.969102 nChanged 1 SP:Iteration 19Q (77.962778 sec): 3 clusters Score: Raw -49366.462265 + Penalty 1172.503430 = -48193.958835 nChanged 2 SP:Iteration 20F (77.963877 sec): 3 clusters Score: Raw -49373.104129 + Penalty 1171.506754 = -48201.597375 nChanged 2 SP:Iteration 21Q (77.964959 sec): 3 clusters Score: Raw -49374.858163 + Penalty 1170.556433 = -48204.301729 nChanged 2 SP:Iteration 22Q (77.966037 sec): 3 clusters Score: Raw -49376.130242 + Penalty 1168.034526 = -48208.095716 nChanged 4 SP:Iteration 23Q (77.967114 sec): 3 clusters Score: Raw -49384.158371 + Penalty 1164.484856 = -48219.673514 nChanged 5 SP:Iteration 24Q (77.968182 sec): 3 clusters Score: Raw -49395.536419 + Penalty 1163.157845 = -48232.378574 nChanged 5 SP:Iteration 25Q (77.969268 sec): 3 clusters Score: Raw -49400.508548 + Penalty 1162.024490 = -48238.484058 nChanged 2 SP:Iteration 26Q (77.970322 sec): 3 clusters Score: Raw -49401.004093 + Penalty 1162.024490 = -48238.979603 nChanged 0 SP:Iteration 27F (77.971423 sec): 3 clusters Score: Raw -49401.004093 + Penalty 1162.024490 = -48238.979603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 18 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.973653 sec): 2 clusters Score: Raw -41610.418528 + Penalty 129.661188 = -41480.757339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.974749 sec): 3 clusters Score: Raw -41314.321424 + Penalty 269.053815 = -41045.267608 nChanged 195 SP:Iteration 1F (77.975838 sec): 3 clusters Score: Raw -41433.422814 + Penalty 272.774713 = -41160.648101 nChanged 48 SP:Iteration 2F (77.976906 sec): 3 clusters Score: Raw -41483.799761 + Penalty 271.198939 = -41212.600822 nChanged 33 SP:Iteration 3F (77.977954 sec): 3 clusters Score: Raw -41548.986995 + Penalty 265.164221 = -41283.822774 nChanged 19 SP:Iteration 4Q (77.978968 sec): 3 clusters Score: Raw -41559.990262 + Penalty 264.433296 = -41295.556967 nChanged 6 SP:Iteration 5Q (77.979952 sec): 3 clusters Score: Raw -41561.365317 + Penalty 265.845592 = -41295.519724 nChanged 3 SP:Iteration 6F (77.981087 sec): 3 clusters Score: Raw -41562.004976 + Penalty 265.845592 = -41296.159383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 19 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.982186 sec): 2 clusters Score: Raw -7419.026910 + Penalty 23.623873 = -7395.403037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.982448 sec): 3 clusters Score: Raw -7383.538205 + Penalty 47.673307 = -7335.864899 nChanged 31 SP:Iteration 1F (77.982703 sec): 3 clusters Score: Raw -7397.335045 + Penalty 47.992039 = -7349.343006 nChanged 7 SP:Iteration 2F (77.982956 sec): 3 clusters Score: Raw -7404.817273 + Penalty 49.429589 = -7355.387684 nChanged 13 SP:Iteration 3F (77.983207 sec): 3 clusters Score: Raw -7427.497411 + Penalty 54.803813 = -7372.693598 nChanged 11 SP:Iteration 4F (77.983454 sec): 3 clusters Score: Raw -7446.815889 + Penalty 67.343668 = -7379.472221 nChanged 3 SP:Iteration 5Q (77.983689 sec): 3 clusters Score: Raw -7462.914091 + Penalty 67.343668 = -7395.570423 nChanged 0 SP:Iteration 6F (77.983935 sec): 3 clusters Score: Raw -7462.914091 + Penalty 67.343668 = -7395.570423 nChanged 0 Score: Raw -3109840.818609 + Penalty 45638.692048 = -3064202.126561 Splitting cluster 19 changes total score from -3050819.748596 to -3064202.126561 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 20 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.123775 sec): 2 clusters Score: Raw -146331.825365 + Penalty 164.849762 = -146166.975603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.127165 sec): 3 clusters Score: Raw -145225.121544 + Penalty 339.125619 = -144885.995925 nChanged 799 SP:Iteration 1F (79.130497 sec): 3 clusters Score: Raw -145770.109093 + Penalty 336.918152 = -145433.190941 nChanged 180 SP:Iteration 2F (79.133858 sec): 3 clusters Score: Raw -145884.019686 + Penalty 328.127156 = -145555.892531 nChanged 99 SP:Iteration 3F (79.137214 sec): 3 clusters Score: Raw -146011.295896 + Penalty 318.934423 = -145692.361473 nChanged 67 SP:Iteration 4Q (79.140518 sec): 3 clusters Score: Raw -146110.481877 + Penalty 308.384533 = -145802.097344 nChanged 50 SP:Iteration 5Q (79.143745 sec): 3 clusters Score: Raw -146175.385470 + Penalty 302.962156 = -145872.423314 nChanged 46 SP:Iteration 6Q (79.146858 sec): 3 clusters Score: Raw -146204.403600 + Penalty 300.483286 = -145903.920314 nChanged 28 SP:Iteration 7Q (79.149919 sec): 3 clusters Score: Raw -146214.740144 + Penalty 298.007110 = -145916.733034 nChanged 26 SP:Iteration 8Q (79.152965 sec): 3 clusters Score: Raw -146225.568531 + Penalty 294.011985 = -145931.556546 nChanged 33 SP:Iteration 9Q (79.155936 sec): 3 clusters Score: Raw -146241.763034 + Penalty 294.566880 = -145947.196154 nChanged 33 SP:Iteration 10F (79.159283 sec): 3 clusters Score: Raw -146257.378113 + Penalty 292.502213 = -145964.875899 nChanged 24 SP:Iteration 11Q (79.162294 sec): 3 clusters Score: Raw -146270.144780 + Penalty 290.963255 = -145979.181525 nChanged 30 SP:Iteration 12Q (79.165228 sec): 3 clusters Score: Raw -146287.405094 + Penalty 289.512030 = -145997.893064 nChanged 21 SP:Iteration 13Q (79.168090 sec): 3 clusters Score: Raw -146295.907640 + Penalty 286.768648 = -146009.138992 nChanged 13 SP:Iteration 14Q (79.170992 sec): 3 clusters Score: Raw -146299.906568 + Penalty 283.882612 = -146016.023956 nChanged 8 SP:Iteration 15Q (79.173900 sec): 3 clusters Score: Raw -146301.457453 + Penalty 285.190697 = -146016.266755 nChanged 5 SP:Iteration 16Q (79.176721 sec): 3 clusters Score: Raw -146302.071481 + Penalty 285.358190 = -146016.713292 nChanged 3 SP:Iteration 17Q (79.179550 sec): 3 clusters Score: Raw -146302.409624 + Penalty 285.694593 = -146016.715031 nChanged 4 SP:Iteration 18Q (79.182429 sec): 3 clusters Score: Raw -146303.044045 + Penalty 285.213269 = -146017.830776 nChanged 4 SP:Iteration 19Q (79.185201 sec): 3 clusters Score: Raw -146303.940332 + Penalty 287.001061 = -146016.939270 nChanged 5 SP:Iteration 20F (79.188499 sec): 3 clusters Score: Raw -146304.821054 + Penalty 289.196770 = -146015.624283 nChanged 7 SP:Iteration 21F (79.191752 sec): 3 clusters Score: Raw -146307.083178 + Penalty 290.094962 = -146016.988216 nChanged 7 SP:Iteration 22Q (79.194530 sec): 3 clusters Score: Raw -146308.801660 + Penalty 292.048985 = -146016.752676 nChanged 5 SP:Iteration 23F (79.197850 sec): 3 clusters Score: Raw -146309.532846 + Penalty 294.736436 = -146014.796410 nChanged 6 SP:Iteration 24F (79.201199 sec): 3 clusters Score: Raw -146310.443058 + Penalty 290.876516 = -146019.566542 nChanged 3 SP:Iteration 25Q (79.203961 sec): 3 clusters Score: Raw -146310.779640 + Penalty 285.860700 = -146024.918940 nChanged 4 SP:Iteration 26Q (79.206770 sec): 3 clusters Score: Raw -146312.799797 + Penalty 287.170264 = -146025.629533 nChanged 2 SP:Iteration 27Q (79.209545 sec): 3 clusters Score: Raw -146312.957779 + Penalty 287.435643 = -146025.522137 nChanged 1 SP:Iteration 28F (79.212883 sec): 3 clusters Score: Raw -146312.951958 + Penalty 288.062552 = -146024.889406 nChanged 1 SP:Iteration 29F (79.216134 sec): 3 clusters Score: Raw -146312.962841 + Penalty 288.062552 = -146024.900289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 21 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.221515 sec): 2 clusters Score: Raw -9681.970449 + Penalty 554.666351 = -9127.304098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.221935 sec): 3 clusters Score: Raw -9696.530530 + Penalty 1108.635372 = -8587.895158 nChanged 14 SP:Iteration 1F (79.222335 sec): 3 clusters Score: Raw -9731.165988 + Penalty 1109.729914 = -8621.436074 nChanged 5 SP:Iteration 2Q (79.222729 sec): 3 clusters Score: Raw -9741.835460 + Penalty 1110.451874 = -8631.383587 nChanged 5 SP:Iteration 3Q (79.223116 sec): 3 clusters Score: Raw -9753.507528 + Penalty 1111.157298 = -8642.350230 nChanged 1 SP:Iteration 4Q (79.223497 sec): 3 clusters Score: Raw -9754.458430 + Penalty 1114.115882 = -8640.342548 nChanged 3 SP:Iteration 5F (79.223899 sec): 3 clusters Score: Raw -9759.906001 + Penalty 1114.458455 = -8645.447546 nChanged 2 SP:Iteration 6Q (79.224277 sec): 3 clusters Score: Raw -9764.110042 + Penalty 1113.726930 = -8650.383112 nChanged 1 SP:Iteration 7Q (79.224659 sec): 3 clusters Score: Raw -9767.631999 + Penalty 1113.726930 = -8653.905069 nChanged 0 SP:Iteration 8F (79.225056 sec): 3 clusters Score: Raw -9767.631999 + Penalty 1113.726930 = -8653.905069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 22 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.225542 sec): 2 clusters Score: Raw -430.282838 + Penalty 128.717226 = -301.565613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.225754 sec): 3 clusters Score: Raw -440.372404 + Penalty 257.233873 = -183.138531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 23 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.227332 sec): 2 clusters Score: Raw -35620.026365 + Penalty 554.272993 = -35065.753372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.228255 sec): 3 clusters Score: Raw -35456.514661 + Penalty 1111.070581 = -34345.444079 nChanged 105 SP:Iteration 1F (79.229186 sec): 3 clusters Score: Raw -35543.761288 + Penalty 1112.796893 = -34430.964395 nChanged 31 SP:Iteration 2F (79.230077 sec): 3 clusters Score: Raw -35570.025268 + Penalty 1115.573187 = -34454.452081 nChanged 13 SP:Iteration 3Q (79.230942 sec): 3 clusters Score: Raw -35581.810903 + Penalty 1118.211675 = -34463.599228 nChanged 12 SP:Iteration 4Q (79.231796 sec): 3 clusters Score: Raw -35594.822218 + Penalty 1121.158000 = -34473.664218 nChanged 12 SP:Iteration 5Q (79.232647 sec): 3 clusters Score: Raw -35608.681098 + Penalty 1124.237456 = -34484.443642 nChanged 15 SP:Iteration 6Q (79.233491 sec): 3 clusters Score: Raw -35627.561582 + Penalty 1130.534076 = -34497.027506 nChanged 17 SP:Iteration 7Q (79.234332 sec): 3 clusters Score: Raw -35641.064267 + Penalty 1141.766440 = -34499.297827 nChanged 14 SP:Iteration 8Q (79.235169 sec): 3 clusters Score: Raw -35653.865498 + Penalty 1161.761841 = -34492.103657 nChanged 15 SP:Iteration 9F (79.236021 sec): 3 clusters Score: Raw -35671.743858 + Penalty 1196.660840 = -34475.083018 nChanged 16 SP:Iteration 10F (79.236871 sec): 3 clusters Score: Raw -35701.253099 + Penalty 1215.911253 = -34485.341846 nChanged 9 SP:Iteration 11Q (79.237679 sec): 3 clusters Score: Raw -35715.222317 + Penalty 1219.549572 = -34495.672744 nChanged 6 SP:Iteration 12Q (79.238441 sec): 3 clusters Score: Raw -35724.651517 + Penalty 1217.022614 = -34507.628903 nChanged 2 SP:Iteration 13Q (79.239189 sec): 3 clusters Score: Raw -35730.786266 + Penalty 1219.585998 = -34511.200268 nChanged 1 SP:Iteration 14Q (79.239931 sec): 3 clusters Score: Raw -35736.410418 + Penalty 1219.585998 = -34516.824420 nChanged 0 SP:Iteration 15F (79.240771 sec): 3 clusters Score: Raw -35736.410418 + Penalty 1219.585998 = -34516.824420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 24 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.242317 sec): 2 clusters Score: Raw -35591.772276 + Penalty 596.407106 = -34995.365171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.243247 sec): 3 clusters Score: Raw -35443.507086 + Penalty 1207.102776 = -34236.404310 nChanged 108 SP:Iteration 1F (79.244155 sec): 3 clusters Score: Raw -35559.216508 + Penalty 1216.463216 = -34342.753292 nChanged 33 SP:Iteration 2F (79.245065 sec): 3 clusters Score: Raw -35595.259770 + Penalty 1224.582705 = -34370.677065 nChanged 22 SP:Iteration 3F (79.245967 sec): 3 clusters Score: Raw -35616.157971 + Penalty 1230.582558 = -34385.575413 nChanged 8 SP:Iteration 4Q (79.246836 sec): 3 clusters Score: Raw -35621.028317 + Penalty 1234.094156 = -34386.934162 nChanged 6 SP:Iteration 5Q (79.247688 sec): 3 clusters Score: Raw -35624.613415 + Penalty 1238.983973 = -34385.629442 nChanged 4 SP:Iteration 6F (79.248571 sec): 3 clusters Score: Raw -35626.393651 + Penalty 1242.309880 = -34384.083772 nChanged 3 SP:Iteration 7F (79.249471 sec): 3 clusters Score: Raw -35628.577545 + Penalty 1245.041836 = -34383.535709 nChanged 2 SP:Iteration 8F (79.250369 sec): 3 clusters Score: Raw -35629.196060 + Penalty 1245.804236 = -34383.391824 nChanged 1 SP:Iteration 9F (79.251267 sec): 3 clusters Score: Raw -35630.474337 + Penalty 1245.804236 = -34384.670101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (2445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.263182 sec): 2 clusters Score: Raw -207700.073522 + Penalty 144.541001 = -207555.532521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.268168 sec): 3 clusters Score: Raw -206091.149162 + Penalty 310.627374 = -205780.521788 nChanged 1136 SP:Iteration 1F (79.272860 sec): 3 clusters Score: Raw -207017.008936 + Penalty 348.221002 = -206668.787934 nChanged 292 SP:Iteration 2F (79.277565 sec): 3 clusters Score: Raw -207394.153817 + Penalty 393.306489 = -207000.847328 nChanged 148 SP:Iteration 3F (79.282727 sec): 3 clusters Score: Raw -207606.222122 + Penalty 400.837140 = -207205.384982 nChanged 45 SP:Iteration 4Q (79.287111 sec): 3 clusters Score: Raw -207636.821108 + Penalty 425.100029 = -207211.721079 nChanged 31 SP:Iteration 5Q (79.291328 sec): 3 clusters Score: Raw -207657.505126 + Penalty 454.294973 = -207203.210154 nChanged 26 SP:Iteration 6F (79.296234 sec): 3 clusters Score: Raw -207679.231701 + Penalty 503.432180 = -207175.799521 nChanged 20 SP:Iteration 7F (79.300993 sec): 3 clusters Score: Raw -207693.764134 + Penalty 529.199359 = -207164.564776 nChanged 10 SP:Iteration 8F (79.305540 sec): 3 clusters Score: Raw -207698.854347 + Penalty 563.443820 = -207135.410528 nChanged 8 SP:Iteration 9F (79.309934 sec): 3 clusters Score: Raw -207703.942850 + Penalty 604.384564 = -207099.558286 nChanged 7 SP:Iteration 10F (79.314536 sec): 3 clusters Score: Raw -207704.365709 + Penalty 617.113772 = -207087.251937 nChanged 2 SP:Iteration 11F (79.319224 sec): 3 clusters Score: Raw -207704.143656 + Penalty 611.610362 = -207092.533294 nChanged 2 SP:Iteration 12Q (79.323234 sec): 3 clusters Score: Raw -207703.585839 + Penalty 611.965623 = -207091.620216 nChanged 1 SP:Iteration 13F (79.328110 sec): 3 clusters Score: Raw -207703.007262 + Penalty 612.587445 = -207090.419817 nChanged 1 SP:Iteration 14F (79.332715 sec): 3 clusters Score: Raw -207702.582552 + Penalty 641.139772 = -207061.442779 nChanged 1 SP:Iteration 15F (79.337291 sec): 3 clusters Score: Raw -207703.405962 + Penalty 641.139772 = -207062.266189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.339389 sec): 2 clusters Score: Raw -258.044386 + Penalty 62.890948 = -195.153438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.339590 sec): 2 clusters Score: Raw -258.044386 + Penalty 62.890948 = -195.153438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 28 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.340156 sec): 2 clusters Score: Raw -3046.919130 + Penalty 261.228821 = -2785.690310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.340443 sec): 3 clusters Score: Raw -3083.117459 + Penalty 521.288108 = -2561.829352 nChanged 5 SP:Iteration 1F (79.340717 sec): 3 clusters Score: Raw -3101.299352 + Penalty 502.363878 = -2598.935474 nChanged 4 SP:Iteration 2F (79.340997 sec): 3 clusters Score: Raw -3121.487895 + Penalty 502.363878 = -2619.124017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 31 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.341468 sec): 2 clusters Score: Raw -80.352104 + Penalty 0.000000 = -80.352104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.341650 sec): 2 clusters Score: Raw -80.352104 + Penalty 0.000000 = -80.352104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.343567 sec): 2 clusters Score: Raw -49103.056522 + Penalty 668.761794 = -48434.294727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.344788 sec): 3 clusters Score: Raw -48865.694163 + Penalty 1337.262967 = -47528.431196 nChanged 164 SP:Iteration 1F (79.345959 sec): 3 clusters Score: Raw -48995.422890 + Penalty 1337.656370 = -47657.766520 nChanged 54 SP:Iteration 2F (79.347099 sec): 3 clusters Score: Raw -49044.030200 + Penalty 1337.627561 = -47706.402638 nChanged 28 SP:Iteration 3F (79.348217 sec): 3 clusters Score: Raw -49070.419467 + Penalty 1337.975856 = -47732.443611 nChanged 17 SP:Iteration 4Q (79.349314 sec): 3 clusters Score: Raw -49079.441409 + Penalty 1338.817035 = -47740.624374 nChanged 9 SP:Iteration 5Q (79.350409 sec): 3 clusters Score: Raw -49084.138955 + Penalty 1340.515203 = -47743.623752 nChanged 11 SP:Iteration 6Q (79.351529 sec): 3 clusters Score: Raw -49090.329866 + Penalty 1341.659644 = -47748.670222 nChanged 7 SP:Iteration 7Q (79.352736 sec): 3 clusters Score: Raw -49094.411936 + Penalty 1343.187574 = -47751.224362 nChanged 8 SP:Iteration 8Q (79.353886 sec): 3 clusters Score: Raw -49099.081302 + Penalty 1344.352594 = -47754.728708 nChanged 3 SP:Iteration 9Q (79.355036 sec): 3 clusters Score: Raw -49100.081771 + Penalty 1344.895135 = -47755.186636 nChanged 1 SP:Iteration 10F (79.356185 sec): 3 clusters Score: Raw -49100.192810 + Penalty 1344.895135 = -47755.297675 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 36 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.359657 sec): 2 clusters Score: Raw -88550.396679 + Penalty 766.370598 = -87784.026080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.361515 sec): 3 clusters Score: Raw -88136.880615 + Penalty 1531.473552 = -86605.407063 nChanged 311 SP:Iteration 1F (79.363341 sec): 3 clusters Score: Raw -88332.041711 + Penalty 1531.125651 = -86800.916060 nChanged 76 SP:Iteration 2F (79.365112 sec): 3 clusters Score: Raw -88389.161538 + Penalty 1531.746832 = -86857.414706 nChanged 48 SP:Iteration 3F (79.366946 sec): 3 clusters Score: Raw -88433.759201 + Penalty 1531.277211 = -86902.481990 nChanged 42 SP:Iteration 4Q (79.368813 sec): 3 clusters Score: Raw -88470.606755 + Penalty 1532.235753 = -86938.371002 nChanged 43 SP:Iteration 5Q (79.370618 sec): 3 clusters Score: Raw -88521.382527 + Penalty 1534.532913 = -86986.849614 nChanged 41 SP:Iteration 6Q (79.372410 sec): 3 clusters Score: Raw -88564.421159 + Penalty 1537.392907 = -87027.028252 nChanged 34 SP:Iteration 7Q (79.374154 sec): 3 clusters Score: Raw -88598.978461 + Penalty 1540.121430 = -87058.857031 nChanged 19 SP:Iteration 8Q (79.375875 sec): 3 clusters Score: Raw -88628.673198 + Penalty 1544.846519 = -87083.826678 nChanged 20 SP:Iteration 9Q (79.377576 sec): 3 clusters Score: Raw -88649.467008 + Penalty 1549.964074 = -87099.502934 nChanged 22 SP:Iteration 10F (79.379338 sec): 3 clusters Score: Raw -88667.784593 + Penalty 1556.496626 = -87111.287967 nChanged 17 SP:Iteration 11Q (79.380968 sec): 3 clusters Score: Raw -88686.182207 + Penalty 1563.878647 = -87122.303560 nChanged 23 SP:Iteration 12Q (79.382652 sec): 3 clusters Score: Raw -88705.014027 + Penalty 1571.111944 = -87133.902084 nChanged 21 SP:Iteration 13Q (79.384298 sec): 3 clusters Score: Raw -88720.732586 + Penalty 1582.908196 = -87137.824390 nChanged 18 SP:Iteration 14Q (79.385937 sec): 3 clusters Score: Raw -88734.283383 + Penalty 1591.702373 = -87142.581010 nChanged 12 SP:Iteration 15Q (79.387602 sec): 3 clusters Score: Raw -88740.453598 + Penalty 1596.918248 = -87143.535350 nChanged 8 SP:Iteration 16Q (79.389233 sec): 3 clusters Score: Raw -88746.891260 + Penalty 1604.276893 = -87142.614367 nChanged 11 SP:Iteration 17F (79.390953 sec): 3 clusters Score: Raw -88754.345365 + Penalty 1609.876636 = -87144.468729 nChanged 9 SP:Iteration 18Q (79.392606 sec): 3 clusters Score: Raw -88760.005703 + Penalty 1615.366821 = -87144.638883 nChanged 6 SP:Iteration 19Q (79.394222 sec): 3 clusters Score: Raw -88762.706104 + Penalty 1617.389377 = -87145.316727 nChanged 4 SP:Iteration 20F (79.395973 sec): 3 clusters Score: Raw -88764.661152 + Penalty 1623.237122 = -87141.424030 nChanged 5 SP:Iteration 21F (79.397741 sec): 3 clusters Score: Raw -88768.173265 + Penalty 1624.697090 = -87143.476175 nChanged 2 SP:Iteration 22Q (79.399310 sec): 3 clusters Score: Raw -88771.119134 + Penalty 1627.514427 = -87143.604707 nChanged 2 SP:Iteration 23Q (79.400875 sec): 3 clusters Score: Raw -88772.990997 + Penalty 1628.099470 = -87144.891526 nChanged 3 SP:Iteration 24Q (79.402495 sec): 3 clusters Score: Raw -88774.914845 + Penalty 1630.454991 = -87144.459854 nChanged 3 SP:Iteration 25F (79.404251 sec): 3 clusters Score: Raw -88778.622554 + Penalty 1631.218989 = -87147.403564 nChanged 1 SP:Iteration 26Q (79.405839 sec): 3 clusters Score: Raw -88779.888222 + Penalty 1631.873706 = -87148.014517 nChanged 1 SP:Iteration 27Q (79.407484 sec): 3 clusters Score: Raw -88780.988313 + Penalty 1633.016086 = -87147.972227 nChanged 3 SP:Iteration 28F (79.409232 sec): 3 clusters Score: Raw -88783.962494 + Penalty 1635.389559 = -87148.572935 nChanged 2 SP:Iteration 29Q (79.410783 sec): 3 clusters Score: Raw -88785.768770 + Penalty 1635.389559 = -87150.379211 nChanged 0 SP:Iteration 30F (79.412576 sec): 3 clusters Score: Raw -88785.768770 + Penalty 1635.389559 = -87150.379211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 38 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.415152 sec): 2 clusters Score: Raw -52797.970746 + Penalty 401.856924 = -52396.113822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.416461 sec): 3 clusters Score: Raw -52471.692324 + Penalty 802.855642 = -51668.836682 nChanged 236 SP:Iteration 1F (79.417731 sec): 3 clusters Score: Raw -52619.976384 + Penalty 810.563143 = -51809.413241 nChanged 80 SP:Iteration 2F (79.418984 sec): 3 clusters Score: Raw -52704.314778 + Penalty 827.071988 = -51877.242790 nChanged 52 SP:Iteration 3F (79.420227 sec): 3 clusters Score: Raw -52762.665304 + Penalty 845.174526 = -51917.490778 nChanged 44 SP:Iteration 4F (79.421502 sec): 3 clusters Score: Raw -52811.350889 + Penalty 862.483344 = -51948.867545 nChanged 30 SP:Iteration 5F (79.422746 sec): 3 clusters Score: Raw -52843.143181 + Penalty 869.313646 = -51973.829535 nChanged 11 SP:Iteration 6Q (79.423977 sec): 3 clusters Score: Raw -52853.876108 + Penalty 871.790530 = -51982.085578 nChanged 8 SP:Iteration 7Q (79.425202 sec): 3 clusters Score: Raw -52862.288957 + Penalty 879.203303 = -51983.085654 nChanged 7 SP:Iteration 8Q (79.426440 sec): 3 clusters Score: Raw -52867.809067 + Penalty 885.481498 = -51982.327570 nChanged 4 SP:Iteration 9F (79.427685 sec): 3 clusters Score: Raw -52871.650797 + Penalty 893.206487 = -51978.444310 nChanged 5 SP:Iteration 10F (79.428930 sec): 3 clusters Score: Raw -52874.458876 + Penalty 899.851422 = -51974.607454 nChanged 4 SP:Iteration 11F (79.430166 sec): 3 clusters Score: Raw -52875.472904 + Penalty 903.347342 = -51972.125562 nChanged 1 SP:Iteration 12F (79.431426 sec): 3 clusters Score: Raw -52875.985084 + Penalty 907.169122 = -51968.815962 nChanged 1 SP:Iteration 13F (79.432666 sec): 3 clusters Score: Raw -52876.273989 + Penalty 911.858122 = -51964.415867 nChanged 2 SP:Iteration 14F (79.433902 sec): 3 clusters Score: Raw -52877.150616 + Penalty 912.421155 = -51964.729460 nChanged 2 SP:Iteration 15Q (79.435090 sec): 3 clusters Score: Raw -52877.672593 + Penalty 915.270181 = -51962.402413 nChanged 1 SP:Iteration 16F (79.436345 sec): 3 clusters Score: Raw -52878.097158 + Penalty 917.782392 = -51960.314767 nChanged 1 SP:Iteration 17F (79.437593 sec): 3 clusters Score: Raw -52879.240244 + Penalty 917.782392 = -51961.457852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 39 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.438747 sec): 2 clusters Score: Raw -6882.250595 + Penalty 419.532234 = -6462.718361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.439096 sec): 3 clusters Score: Raw -6884.722146 + Penalty 855.480361 = -6029.241785 nChanged 6 SP:Iteration 1F (79.439440 sec): 3 clusters Score: Raw -6902.036422 + Penalty 875.812181 = -6026.224240 nChanged 4 SP:Iteration 2F (79.439786 sec): 3 clusters Score: Raw -6919.403657 + Penalty 890.728460 = -6028.675197 nChanged 2 SP:Iteration 3Q (79.440122 sec): 3 clusters Score: Raw -6932.031056 + Penalty 895.590548 = -6036.440508 nChanged 2 SP:Iteration 4Q (79.440473 sec): 3 clusters Score: Raw -6938.095077 + Penalty 895.590548 = -6042.504529 nChanged 0 SP:Iteration 5F (79.440821 sec): 3 clusters Score: Raw -6938.095077 + Penalty 895.590548 = -6042.504529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 40 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.442517 sec): 2 clusters Score: Raw -26933.712670 + Penalty 163.231113 = -26770.481558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.443338 sec): 3 clusters Score: Raw -26759.699616 + Penalty 339.745643 = -26419.953973 nChanged 126 SP:Iteration 1F (79.444150 sec): 3 clusters Score: Raw -26877.026958 + Penalty 355.211635 = -26521.815323 nChanged 38 SP:Iteration 2F (79.444998 sec): 3 clusters Score: Raw -26936.858014 + Penalty 378.280586 = -26558.577428 nChanged 24 SP:Iteration 3F (79.445815 sec): 3 clusters Score: Raw -26957.693667 + Penalty 392.461545 = -26565.232122 nChanged 9 SP:Iteration 4Q (79.446582 sec): 3 clusters Score: Raw -26967.772933 + Penalty 411.520170 = -26556.252763 nChanged 9 SP:Iteration 5F (79.447355 sec): 3 clusters Score: Raw -26976.758515 + Penalty 421.105979 = -26555.652536 nChanged 6 SP:Iteration 6F (79.448120 sec): 3 clusters Score: Raw -26983.299790 + Penalty 437.580892 = -26545.718898 nChanged 8 SP:Iteration 7F (79.448885 sec): 3 clusters Score: Raw -26998.678036 + Penalty 462.264705 = -26536.413331 nChanged 5 SP:Iteration 8F (79.449649 sec): 3 clusters Score: Raw -27016.231497 + Penalty 471.349409 = -26544.882089 nChanged 2 SP:Iteration 9Q (79.450358 sec): 3 clusters Score: Raw -27027.265427 + Penalty 474.105487 = -26553.159940 nChanged 2 SP:Iteration 10F (79.451145 sec): 3 clusters Score: Raw -27029.237127 + Penalty 474.390006 = -26554.847122 nChanged 1 SP:Iteration 11Q (79.451825 sec): 3 clusters Score: Raw -27029.815982 + Penalty 474.390006 = -26555.425976 nChanged 0 SP:Iteration 12F (79.452612 sec): 3 clusters Score: Raw -27029.815982 + Penalty 474.390006 = -26555.425976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 41 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.453547 sec): 2 clusters Score: Raw -884.522813 + Penalty 341.475168 = -543.047644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.453780 sec): 3 clusters Score: Raw -1090.285038 + Penalty 682.950336 = -407.334702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 43 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.455447 sec): 2 clusters Score: Raw -17574.314379 + Penalty 408.460079 = -17165.854300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.456013 sec): 3 clusters Score: Raw -17475.825661 + Penalty 819.781214 = -16656.044448 nChanged 52 SP:Iteration 1F (79.456574 sec): 3 clusters Score: Raw -17516.573909 + Penalty 824.514293 = -16692.059615 nChanged 22 SP:Iteration 2F (79.457136 sec): 3 clusters Score: Raw -17539.092174 + Penalty 828.064988 = -16711.027186 nChanged 10 SP:Iteration 3F (79.457692 sec): 3 clusters Score: Raw -17549.312157 + Penalty 831.863347 = -16717.448810 nChanged 10 SP:Iteration 4F (79.458221 sec): 3 clusters Score: Raw -17559.945756 + Penalty 838.854177 = -16721.091578 nChanged 10 SP:Iteration 5F (79.458750 sec): 3 clusters Score: Raw -17569.883928 + Penalty 840.061711 = -16729.822217 nChanged 8 SP:Iteration 6Q (79.459272 sec): 3 clusters Score: Raw -17578.290092 + Penalty 839.689014 = -16738.601078 nChanged 4 SP:Iteration 7Q (79.459792 sec): 3 clusters Score: Raw -17580.431198 + Penalty 835.240374 = -16745.190824 nChanged 2 SP:Iteration 8Q (79.460303 sec): 3 clusters Score: Raw -17583.713277 + Penalty 830.260598 = -16753.452680 nChanged 2 SP:Iteration 9Q (79.460813 sec): 3 clusters Score: Raw -17585.333003 + Penalty 837.931159 = -16747.401844 nChanged 3 SP:Iteration 10F (79.461341 sec): 3 clusters Score: Raw -17587.784765 + Penalty 839.671726 = -16748.113039 nChanged 1 SP:Iteration 11Q (79.461861 sec): 3 clusters Score: Raw -17591.087358 + Penalty 835.411070 = -16755.676288 nChanged 1 SP:Iteration 12Q (79.462359 sec): 3 clusters Score: Raw -17594.280109 + Penalty 827.802147 = -16766.477962 nChanged 1 SP:Iteration 13Q (79.462851 sec): 3 clusters Score: Raw -17598.648661 + Penalty 827.802147 = -16770.846514 nChanged 0 SP:Iteration 14F (79.463406 sec): 3 clusters Score: Raw -17598.648661 + Penalty 827.802147 = -16770.846514 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 48 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.468413 sec): 2 clusters Score: Raw -75644.847516 + Penalty 460.922670 = -75183.924846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.470183 sec): 3 clusters Score: Raw -75250.864245 + Penalty 924.310099 = -74326.554145 nChanged 304 SP:Iteration 1F (79.471934 sec): 3 clusters Score: Raw -75561.850832 + Penalty 926.075293 = -74635.775539 nChanged 108 SP:Iteration 2F (79.473593 sec): 3 clusters Score: Raw -75719.939074 + Penalty 928.555564 = -74791.383510 nChanged 95 SP:Iteration 3F (79.475238 sec): 3 clusters Score: Raw -75852.704274 + Penalty 926.952859 = -74925.751414 nChanged 46 SP:Iteration 4F (79.476870 sec): 3 clusters Score: Raw -75888.070903 + Penalty 927.025723 = -74961.045180 nChanged 18 SP:Iteration 5Q (79.478497 sec): 3 clusters Score: Raw -75901.528098 + Penalty 927.931793 = -74973.596305 nChanged 14 SP:Iteration 6Q (79.480116 sec): 3 clusters Score: Raw -75909.416260 + Penalty 928.764906 = -74980.651354 nChanged 5 SP:Iteration 7Q (79.481727 sec): 3 clusters Score: Raw -75911.375064 + Penalty 929.334153 = -74982.040911 nChanged 3 SP:Iteration 8Q (79.483357 sec): 3 clusters Score: Raw -75913.890956 + Penalty 928.723025 = -74985.167931 nChanged 4 SP:Iteration 9Q (79.484973 sec): 3 clusters Score: Raw -75915.856765 + Penalty 927.510443 = -74988.346322 nChanged 2 SP:Iteration 10F (79.486596 sec): 3 clusters Score: Raw -75916.435313 + Penalty 927.862450 = -74988.572862 nChanged 1 SP:Iteration 11Q (79.488233 sec): 3 clusters Score: Raw -75916.372667 + Penalty 927.862450 = -74988.510217 nChanged 0 SP:Iteration 12F (79.489883 sec): 3 clusters Score: Raw -75916.372667 + Penalty 927.862450 = -74988.510217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 49 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.493537 sec): 2 clusters Score: Raw -39187.195716 + Penalty 430.069210 = -38757.126506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.494512 sec): 3 clusters Score: Raw -38974.767193 + Penalty 877.132810 = -38097.634382 nChanged 137 SP:Iteration 1F (79.495489 sec): 3 clusters Score: Raw -39094.796873 + Penalty 904.292760 = -38190.504113 nChanged 51 SP:Iteration 2F (79.496455 sec): 3 clusters Score: Raw -39156.400052 + Penalty 933.391976 = -38223.008077 nChanged 35 SP:Iteration 3F (79.497448 sec): 3 clusters Score: Raw -39191.404188 + Penalty 952.217685 = -38239.186503 nChanged 22 SP:Iteration 4F (79.498394 sec): 3 clusters Score: Raw -39214.300698 + Penalty 956.337246 = -38257.963452 nChanged 12 SP:Iteration 5Q (79.499320 sec): 3 clusters Score: Raw -39225.257567 + Penalty 955.693876 = -38269.563691 nChanged 8 SP:Iteration 6Q (79.500225 sec): 3 clusters Score: Raw -39235.270173 + Penalty 956.385440 = -38278.884732 nChanged 2 SP:Iteration 7Q (79.501103 sec): 3 clusters Score: Raw -39236.599116 + Penalty 963.213571 = -38273.385546 nChanged 4 SP:Iteration 8F (79.502066 sec): 3 clusters Score: Raw -39242.432704 + Penalty 969.883025 = -38272.549679 nChanged 1 SP:Iteration 9F (79.503007 sec): 3 clusters Score: Raw -39242.538496 + Penalty 971.776287 = -38270.762209 nChanged 2 SP:Iteration 10F (79.503950 sec): 3 clusters Score: Raw -39245.041585 + Penalty 971.776287 = -38273.265297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.504457 sec): 2 clusters Score: Raw -320.775098 + Penalty 21.871366 = -298.903732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.504661 sec): 3 clusters Score: Raw -318.936933 + Penalty 43.742732 = -275.194202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 52 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.505515 sec): 2 clusters Score: Raw -10949.485548 + Penalty 374.458746 = -10575.026801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.505951 sec): 3 clusters Score: Raw -10906.327480 + Penalty 749.029358 = -10157.298122 nChanged 32 SP:Iteration 1F (79.506389 sec): 3 clusters Score: Raw -10934.671309 + Penalty 749.294173 = -10185.377136 nChanged 12 SP:Iteration 2F (79.506822 sec): 3 clusters Score: Raw -10957.619196 + Penalty 750.521792 = -10207.097404 nChanged 4 SP:Iteration 3Q (79.507250 sec): 3 clusters Score: Raw -10962.949242 + Penalty 751.591926 = -10211.357316 nChanged 2 SP:Iteration 4Q (79.507670 sec): 3 clusters Score: Raw -10966.327260 + Penalty 752.866562 = -10213.460698 nChanged 1 SP:Iteration 5Q (79.508090 sec): 3 clusters Score: Raw -10967.084687 + Penalty 754.108684 = -10212.976003 nChanged 1 SP:Iteration 6F (79.508518 sec): 3 clusters Score: Raw -10970.609907 + Penalty 758.174852 = -10212.435054 nChanged 4 SP:Iteration 7F (79.508945 sec): 3 clusters Score: Raw -10975.171399 + Penalty 762.705420 = -10212.465979 nChanged 2 SP:Iteration 8Q (79.509365 sec): 3 clusters Score: Raw -10976.514406 + Penalty 765.349196 = -10211.165210 nChanged 1 SP:Iteration 9F (79.509792 sec): 3 clusters Score: Raw -10977.297301 + Penalty 765.349196 = -10211.948105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 53 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.514414 sec): 2 clusters Score: Raw -73229.268731 + Penalty 349.560761 = -72879.707970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.516088 sec): 3 clusters Score: Raw -72722.078683 + Penalty 704.511199 = -72017.567483 nChanged 328 SP:Iteration 1F (79.517791 sec): 3 clusters Score: Raw -72995.226935 + Penalty 713.474327 = -72281.752608 nChanged 119 SP:Iteration 2F (79.519468 sec): 3 clusters Score: Raw -73104.612364 + Penalty 720.750771 = -72383.861592 nChanged 58 SP:Iteration 3F (79.521144 sec): 3 clusters Score: Raw -73156.831662 + Penalty 728.280953 = -72428.550709 nChanged 42 SP:Iteration 4F (79.522799 sec): 3 clusters Score: Raw -73199.007015 + Penalty 733.497080 = -72465.509935 nChanged 27 SP:Iteration 5Q (79.524349 sec): 3 clusters Score: Raw -73221.219240 + Penalty 733.507604 = -72487.711636 nChanged 16 SP:Iteration 6Q (79.525867 sec): 3 clusters Score: Raw -73228.018301 + Penalty 735.303781 = -72492.714520 nChanged 13 SP:Iteration 7Q (79.527416 sec): 3 clusters Score: Raw -73234.738747 + Penalty 739.977934 = -72494.760814 nChanged 14 SP:Iteration 8Q (79.528927 sec): 3 clusters Score: Raw -73241.660744 + Penalty 741.576430 = -72500.084315 nChanged 9 SP:Iteration 9Q (79.530408 sec): 3 clusters Score: Raw -73246.326840 + Penalty 744.593351 = -72501.733489 nChanged 9 SP:Iteration 10F (79.532085 sec): 3 clusters Score: Raw -73252.340551 + Penalty 746.071961 = -72506.268590 nChanged 10 SP:Iteration 11Q (79.533597 sec): 3 clusters Score: Raw -73259.166763 + Penalty 744.993979 = -72514.172784 nChanged 5 SP:Iteration 12Q (79.535076 sec): 3 clusters Score: Raw -73261.463925 + Penalty 744.304997 = -72517.158928 nChanged 2 SP:Iteration 13Q (79.536566 sec): 3 clusters Score: Raw -73262.085304 + Penalty 745.363617 = -72516.721687 nChanged 1 SP:Iteration 14F (79.538203 sec): 3 clusters Score: Raw -73262.760567 + Penalty 745.363617 = -72517.396949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.540187 sec): 2 clusters Score: Raw -5323.894680 + Penalty 173.731215 = -5150.163465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.540575 sec): 3 clusters Score: Raw -5377.088271 + Penalty 348.752000 = -5028.336271 nChanged 20 SP:Iteration 1F (79.540956 sec): 3 clusters Score: Raw -5416.272781 + Penalty 347.082085 = -5069.190696 nChanged 7 SP:Iteration 2F (79.541336 sec): 3 clusters Score: Raw -5445.223263 + Penalty 347.146010 = -5098.077253 nChanged 3 SP:Iteration 3Q (79.541750 sec): 3 clusters Score: Raw -5462.530501 + Penalty 348.266561 = -5114.263941 nChanged 2 SP:Iteration 4Q (79.542123 sec): 3 clusters Score: Raw -5469.341002 + Penalty 349.315408 = -5120.025594 nChanged 1 SP:Iteration 5Q (79.542487 sec): 3 clusters Score: Raw -5470.831179 + Penalty 349.315408 = -5121.515771 nChanged 0 SP:Iteration 6F (79.542870 sec): 3 clusters Score: Raw -5470.831179 + Penalty 349.315408 = -5121.515771 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 58 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.545692 sec): 2 clusters Score: Raw -60780.885265 + Penalty 165.890585 = -60614.994680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.547232 sec): 3 clusters Score: Raw -60352.220299 + Penalty 347.856053 = -60004.364245 nChanged 315 SP:Iteration 1F (79.548735 sec): 3 clusters Score: Raw -60661.505521 + Penalty 367.180603 = -60294.324918 nChanged 66 SP:Iteration 2F (79.550214 sec): 3 clusters Score: Raw -60722.214244 + Penalty 385.541190 = -60336.673054 nChanged 38 SP:Iteration 3F (79.551696 sec): 3 clusters Score: Raw -60756.102938 + Penalty 390.146784 = -60365.956154 nChanged 16 SP:Iteration 4Q (79.553163 sec): 3 clusters Score: Raw -60760.909472 + Penalty 392.643507 = -60368.265965 nChanged 7 SP:Iteration 5Q (79.554644 sec): 3 clusters Score: Raw -60763.991678 + Penalty 396.874778 = -60367.116901 nChanged 9 SP:Iteration 6F (79.556121 sec): 3 clusters Score: Raw -60767.964145 + Penalty 398.515532 = -60369.448613 nChanged 6 SP:Iteration 7Q (79.557577 sec): 3 clusters Score: Raw -60770.437296 + Penalty 401.706883 = -60368.730413 nChanged 6 SP:Iteration 8F (79.559061 sec): 3 clusters Score: Raw -60772.469018 + Penalty 405.634466 = -60366.834552 nChanged 6 SP:Iteration 9F (79.560548 sec): 3 clusters Score: Raw -60773.462474 + Penalty 409.330287 = -60364.132186 nChanged 6 SP:Iteration 10F (79.562057 sec): 3 clusters Score: Raw -60775.419998 + Penalty 414.611238 = -60360.808760 nChanged 6 SP:Iteration 11F (79.563636 sec): 3 clusters Score: Raw -60778.487778 + Penalty 419.895730 = -60358.592048 nChanged 5 SP:Iteration 12F (79.565186 sec): 3 clusters Score: Raw -60779.973671 + Penalty 424.705576 = -60355.268095 nChanged 8 SP:Iteration 13F (79.566679 sec): 3 clusters Score: Raw -60782.507641 + Penalty 429.552798 = -60352.954843 nChanged 7 SP:Iteration 14F (79.568195 sec): 3 clusters Score: Raw -60784.669354 + Penalty 430.720374 = -60353.948980 nChanged 5 SP:Iteration 15Q (79.569569 sec): 3 clusters Score: Raw -60786.516652 + Penalty 431.774034 = -60354.742617 nChanged 1 SP:Iteration 16Q (79.570929 sec): 3 clusters Score: Raw -60786.635046 + Penalty 434.312966 = -60352.322080 nChanged 1 SP:Iteration 17F (79.572459 sec): 3 clusters Score: Raw -60788.006170 + Penalty 436.813191 = -60351.192979 nChanged 1 SP:Iteration 18F (79.574009 sec): 3 clusters Score: Raw -60788.451954 + Penalty 438.268573 = -60350.183381 nChanged 1 SP:Iteration 19F (79.575549 sec): 3 clusters Score: Raw -60788.696817 + Penalty 438.756869 = -60349.939948 nChanged 1 SP:Iteration 20F (79.577028 sec): 3 clusters Score: Raw -60788.917585 + Penalty 438.756869 = -60350.160717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 59 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.578704 sec): 2 clusters Score: Raw -21365.064925 + Penalty 213.977188 = -21151.087738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.579364 sec): 3 clusters Score: Raw -21234.563519 + Penalty 415.643345 = -20818.920174 nChanged 99 SP:Iteration 1F (79.580015 sec): 3 clusters Score: Raw -21311.916618 + Penalty 438.970414 = -20872.946203 nChanged 35 SP:Iteration 2F (79.580647 sec): 3 clusters Score: Raw -21362.310284 + Penalty 540.636524 = -20821.673760 nChanged 22 SP:Iteration 3F (79.581303 sec): 3 clusters Score: Raw -21401.155187 + Penalty 605.993690 = -20795.161497 nChanged 8 SP:Iteration 4F (79.581994 sec): 3 clusters Score: Raw -21422.704308 + Penalty 636.332592 = -20786.371716 nChanged 4 SP:Iteration 5F (79.582627 sec): 3 clusters Score: Raw -21434.358586 + Penalty 644.095707 = -20790.262879 nChanged 3 SP:Iteration 6Q (79.583186 sec): 3 clusters Score: Raw -21439.536990 + Penalty 644.913117 = -20794.623873 nChanged 2 SP:Iteration 7Q (79.583741 sec): 3 clusters Score: Raw -21442.760247 + Penalty 645.109108 = -20797.651139 nChanged 1 SP:Iteration 8Q (79.584295 sec): 3 clusters Score: Raw -21443.771449 + Penalty 645.109108 = -20798.662341 nChanged 0 SP:Iteration 9F (79.584928 sec): 3 clusters Score: Raw -21443.771449 + Penalty 645.109108 = -20798.662341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 62 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.585837 sec): 2 clusters Score: Raw -13503.052668 + Penalty 239.951976 = -13263.100692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.586330 sec): 3 clusters Score: Raw -13429.233498 + Penalty 473.658524 = -12955.574974 nChanged 49 SP:Iteration 1F (79.586819 sec): 3 clusters Score: Raw -13480.320437 + Penalty 477.224958 = -13003.095479 nChanged 15 SP:Iteration 2F (79.587297 sec): 3 clusters Score: Raw -13496.922170 + Penalty 484.782943 = -13012.139228 nChanged 10 SP:Iteration 3F (79.587792 sec): 3 clusters Score: Raw -13504.276736 + Penalty 487.474950 = -13016.801786 nChanged 4 SP:Iteration 4Q (79.588273 sec): 3 clusters Score: Raw -13504.901867 + Penalty 493.814068 = -13011.087799 nChanged 4 SP:Iteration 5F (79.588760 sec): 3 clusters Score: Raw -13505.531511 + Penalty 499.753347 = -13005.778164 nChanged 2 SP:Iteration 6F (79.589248 sec): 3 clusters Score: Raw -13505.904795 + Penalty 504.101156 = -13001.803640 nChanged 1 SP:Iteration 7F (79.589736 sec): 3 clusters Score: Raw -13505.518112 + Penalty 486.873547 = -13018.644566 nChanged 2 SP:Iteration 8Q (79.590202 sec): 3 clusters Score: Raw -13506.783001 + Penalty 490.240983 = -13016.542018 nChanged 2 SP:Iteration 9F (79.590679 sec): 3 clusters Score: Raw -13506.778392 + Penalty 490.240983 = -13016.537410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 64 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.591574 sec): 2 clusters Score: Raw -13929.015785 + Penalty 433.775809 = -13495.239976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.592079 sec): 3 clusters Score: Raw -13887.704959 + Penalty 867.679914 = -13020.025046 nChanged 40 SP:Iteration 1F (79.592596 sec): 3 clusters Score: Raw -13957.653909 + Penalty 868.062072 = -13089.591837 nChanged 14 SP:Iteration 2F (79.593105 sec): 3 clusters Score: Raw -13989.313939 + Penalty 866.963884 = -13122.350054 nChanged 4 SP:Iteration 3Q (79.593594 sec): 3 clusters Score: Raw -13996.610892 + Penalty 866.963884 = -13129.647008 nChanged 0 SP:Iteration 4F (79.594100 sec): 3 clusters Score: Raw -13996.610892 + Penalty 866.963884 = -13129.647008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 75 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.595531 sec): 2 clusters Score: Raw -33056.813294 + Penalty 773.271146 = -32283.542148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.596375 sec): 3 clusters Score: Raw -32970.871857 + Penalty 1548.183175 = -31422.688682 nChanged 60 SP:Iteration 1F (79.597213 sec): 3 clusters Score: Raw -33052.406383 + Penalty 1551.406850 = -31500.999532 nChanged 25 SP:Iteration 2F (79.598040 sec): 3 clusters Score: Raw -33091.741838 + Penalty 1553.120215 = -31538.621622 nChanged 20 SP:Iteration 3F (79.598838 sec): 3 clusters Score: Raw -33116.369886 + Penalty 1552.923317 = -31563.446569 nChanged 9 SP:Iteration 4Q (79.599624 sec): 3 clusters Score: Raw -33121.827968 + Penalty 1552.377668 = -31569.450300 nChanged 1 SP:Iteration 5Q (79.600436 sec): 3 clusters Score: Raw -33123.259419 + Penalty 1553.582157 = -31569.677261 nChanged 2 SP:Iteration 6Q (79.601244 sec): 3 clusters Score: Raw -33124.920733 + Penalty 1554.275093 = -31570.645640 nChanged 1 SP:Iteration 7Q (79.602036 sec): 3 clusters Score: Raw -33125.967499 + Penalty 1554.275093 = -31571.692406 nChanged 0 SP:Iteration 8F (79.602836 sec): 3 clusters Score: Raw -33125.967499 + Penalty 1554.275093 = -31571.692406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.603323 sec): 2 clusters Score: Raw -175.555175 + Penalty 38.969845 = -136.585330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.603531 sec): 3 clusters Score: Raw -167.587833 + Penalty 77.939690 = -89.648143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 81 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.604405 sec): 2 clusters Score: Raw -13896.635490 + Penalty 561.137603 = -13335.497887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.604917 sec): 3 clusters Score: Raw -13884.880424 + Penalty 1120.244074 = -12764.636350 nChanged 26 SP:Iteration 1F (79.605413 sec): 3 clusters Score: Raw -13947.391407 + Penalty 1127.929231 = -12819.462176 nChanged 13 SP:Iteration 2F (79.605910 sec): 3 clusters Score: Raw -13981.711535 + Penalty 1126.437212 = -12855.274323 nChanged 3 SP:Iteration 3Q (79.606385 sec): 3 clusters Score: Raw -13992.163365 + Penalty 1129.044024 = -12863.119340 nChanged 3 SP:Iteration 4Q (79.606861 sec): 3 clusters Score: Raw -14020.664450 + Penalty 1129.044024 = -12891.620426 nChanged 0 SP:Iteration 5F (79.607358 sec): 3 clusters Score: Raw -14020.664450 + Penalty 1129.044024 = -12891.620426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 87 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.608118 sec): 2 clusters Score: Raw -9719.782583 + Penalty 384.920626 = -9334.861957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.608524 sec): 3 clusters Score: Raw -9693.478166 + Penalty 777.444009 = -8916.034158 nChanged 15 SP:Iteration 1F (79.608927 sec): 3 clusters Score: Raw -9712.763320 + Penalty 815.232353 = -8897.530967 nChanged 14 SP:Iteration 2F (79.609331 sec): 3 clusters Score: Raw -9746.920114 + Penalty 844.049761 = -8902.870353 nChanged 10 SP:Iteration 3F (79.609766 sec): 3 clusters Score: Raw -9771.313181 + Penalty 854.907917 = -8916.405263 nChanged 5 SP:Iteration 4Q (79.610188 sec): 3 clusters Score: Raw -9787.839944 + Penalty 849.955431 = -8937.884513 nChanged 1 SP:Iteration 5Q (79.610554 sec): 3 clusters Score: Raw -9789.696687 + Penalty 843.566084 = -8946.130603 nChanged 1 SP:Iteration 6Q (79.610925 sec): 3 clusters Score: Raw -9793.116388 + Penalty 837.960762 = -8955.155627 nChanged 2 SP:Iteration 7Q (79.611292 sec): 3 clusters Score: Raw -9801.777158 + Penalty 828.705700 = -8973.071459 nChanged 3 SP:Iteration 8Q (79.611661 sec): 3 clusters Score: Raw -9813.319162 + Penalty 828.705700 = -8984.613463 nChanged 0 SP:Iteration 9F (79.612058 sec): 3 clusters Score: Raw -9813.319162 + Penalty 828.705700 = -8984.613463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.612521 sec): 2 clusters Score: Raw -161.333555 + Penalty 11.491851 = -149.841704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.612703 sec): 2 clusters Score: Raw -161.333555 + Penalty 11.491851 = -149.841704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.613155 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.613358 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.613817 sec): 2 clusters Score: Raw -84.177105 + Penalty 0.000000 = -84.177105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.614005 sec): 2 clusters Score: Raw -84.177105 + Penalty 0.000000 = -84.177105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.614456 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.614637 sec): 2 clusters Score: Raw -82.141825 + Penalty 0.000000 = -82.141825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 105 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.615199 sec): 2 clusters Score: Raw -3166.198503 + Penalty 265.473273 = -2900.725230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.615477 sec): 3 clusters Score: Raw -3184.907766 + Penalty 541.603780 = -2643.303986 nChanged 2 SP:Iteration 1F (79.615748 sec): 3 clusters Score: Raw -3185.823650 + Penalty 541.603780 = -2644.219870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 107 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.616242 sec): 2 clusters Score: Raw -935.570695 + Penalty 131.056169 = -804.514526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.616470 sec): 3 clusters Score: Raw -934.734419 + Penalty 258.488592 = -676.245827 nChanged 1 SP:Iteration 1F (79.616694 sec): 3 clusters Score: Raw -935.993867 + Penalty 258.488592 = -677.505276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 124 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.617514 sec): 2 clusters Score: Raw -11666.770000 + Penalty 652.741622 = -11014.028378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.617978 sec): 3 clusters Score: Raw -11727.583389 + Penalty 1314.542847 = -10413.040543 nChanged 16 SP:Iteration 1F (79.618434 sec): 3 clusters Score: Raw -11778.766783 + Penalty 1321.175490 = -10457.591293 nChanged 5 SP:Iteration 2Q (79.618863 sec): 3 clusters Score: Raw -11791.224113 + Penalty 1325.235932 = -10465.988181 nChanged 2 SP:Iteration 3Q (79.619289 sec): 3 clusters Score: Raw -11793.688450 + Penalty 1325.235932 = -10468.452518 nChanged 0 SP:Iteration 4F (79.619743 sec): 3 clusters Score: Raw -11793.688450 + Penalty 1325.235932 = -10468.452518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 128 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.620234 sec): 2 clusters Score: Raw -720.192380 + Penalty 126.253804 = -593.938577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.620449 sec): 3 clusters Score: Raw -711.117924 + Penalty 233.751079 = -477.366845 nChanged 1 SP:Iteration 1F (79.620660 sec): 3 clusters Score: Raw -712.447242 + Penalty 126.253804 = -586.193438 nChanged 1 SP:Iteration 2F (79.620857 sec): 2 clusters Score: Raw -720.192380 + Penalty 126.253804 = -593.938577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 141 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.621346 sec): 2 clusters Score: Raw -426.752379 + Penalty 74.806943 = -351.945436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.621559 sec): 3 clusters Score: Raw -422.102497 + Penalty 144.314730 = -277.787767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.622057 sec): 2 clusters Score: Raw -437.380878 + Penalty 161.719348 = -275.661530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.622271 sec): 3 clusters Score: Raw -448.948781 + Penalty 322.619211 = -126.329570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.622732 sec): 2 clusters Score: Raw -168.261343 + Penalty 24.561511 = -143.699832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.622927 sec): 3 clusters Score: Raw -162.357516 + Penalty 49.123021 = -113.234495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.623384 sec): 2 clusters Score: Raw -82.234285 + Penalty 0.000000 = -82.234285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.623569 sec): 2 clusters Score: Raw -82.234285 + Penalty 0.000000 = -82.234285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.624039 sec): 2 clusters Score: Raw -332.643466 + Penalty 52.522407 = -280.121060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.624250 sec): 3 clusters Score: Raw -332.869858 + Penalty 105.044813 = -227.825045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.624726 sec): 2 clusters Score: Raw -502.752597 + Penalty 49.084534 = -453.668064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.624937 sec): 3 clusters Score: Raw -497.812711 + Penalty 92.144014 = -405.668697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 218 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.625526 sec): 2 clusters Score: Raw -3413.627108 + Penalty 266.611497 = -3147.015611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.625819 sec): 3 clusters Score: Raw -3428.875660 + Penalty 549.709225 = -2879.166435 nChanged 4 SP:Iteration 1F (79.626105 sec): 3 clusters Score: Raw -3441.699874 + Penalty 589.888718 = -2851.811156 nChanged 4 SP:Iteration 2F (79.626395 sec): 3 clusters Score: Raw -3453.906803 + Penalty 589.888718 = -2864.018085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 224 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.626882 sec): 2 clusters Score: Raw -800.296036 + Penalty 112.023483 = -688.272553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.627102 sec): 3 clusters Score: Raw -795.537097 + Penalty 223.381736 = -572.155362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.627555 sec): 2 clusters Score: Raw -78.674682 + Penalty 0.000000 = -78.674682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.627736 sec): 2 clusters Score: Raw -78.674682 + Penalty 0.000000 = -78.674682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.628207 sec): 2 clusters Score: Raw -158.822911 + Penalty 22.972395 = -135.850517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.628400 sec): 2 clusters Score: Raw -158.822911 + Penalty 22.972395 = -135.850517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.628861 sec): 2 clusters Score: Raw -169.797524 + Penalty 32.369641 = -137.427883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.629074 sec): 3 clusters Score: Raw -164.731817 + Penalty 64.739282 = -99.992534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 232 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.629808 sec): 2 clusters Score: Raw -8283.845224 + Penalty 371.479508 = -7912.365716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.630206 sec): 3 clusters Score: Raw -8267.421773 + Penalty 744.805867 = -7522.615905 nChanged 19 SP:Iteration 1F (79.630598 sec): 3 clusters Score: Raw -8299.431864 + Penalty 751.503255 = -7547.928609 nChanged 7 SP:Iteration 2F (79.630991 sec): 3 clusters Score: Raw -8316.733552 + Penalty 777.452939 = -7539.280613 nChanged 6 SP:Iteration 3F (79.631380 sec): 3 clusters Score: Raw -8340.280512 + Penalty 808.009121 = -7532.271391 nChanged 4 SP:Iteration 4F (79.631766 sec): 3 clusters Score: Raw -8354.964165 + Penalty 828.882281 = -7526.081884 nChanged 3 SP:Iteration 5F (79.632152 sec): 3 clusters Score: Raw -8368.320734 + Penalty 850.562424 = -7517.758311 nChanged 3 SP:Iteration 6F (79.632538 sec): 3 clusters Score: Raw -8380.192368 + Penalty 856.834246 = -7523.358122 nChanged 1 SP:Iteration 7Q (79.632889 sec): 3 clusters Score: Raw -8382.943670 + Penalty 856.834246 = -7526.109423 nChanged 0 SP:Iteration 8F (79.633276 sec): 3 clusters Score: Raw -8382.943670 + Penalty 856.834246 = -7526.109423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 237 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.633843 sec): 2 clusters Score: Raw -736.069278 + Penalty 149.788003 = -586.281275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.634103 sec): 3 clusters Score: Raw -742.671210 + Penalty 364.821073 = -377.850137 nChanged 0 Deleting Class 156 (5 points): Lose 428.827087 but Gain 1057.044636 Iteration 119Q (79.819038 sec): 68 clusters Score: Raw -3096464.749293 + Penalty 44585.076178 = -3051879.673115 nChanged 41 Deleting Class 21 (104 points): Lose 631.251621 but Gain 1264.667612 Iteration 120F (80.934866 sec): 67 clusters Score: Raw -3095883.498461 + Penalty 43580.990820 = -3052302.507641 nChanged 123 Deleting Class 39 (89 points): Lose 491.731698 but Gain 1129.511848 Iteration 121Q (81.096627 sec): 66 clusters Score: Raw -3095702.923998 + Penalty 42625.887090 = -3053077.036909 nChanged 113 Deleting Class 22 (5 points): Lose 222.029210 but Gain 841.333177 Iteration 122Q (81.263190 sec): 65 clusters Score: Raw -3095710.442811 + Penalty 41849.035518 = -3053861.407292 nChanged 49 Deleting Class 41 (14 points): Lose 754.281603 but Gain 1361.180986 Iteration 123Q (81.413630 sec): 64 clusters Score: Raw -3095012.195146 + Penalty 40573.551812 = -3054438.643334 nChanged 40 Deleting Class 237 (12 points): Lose 195.532145 but Gain 917.168034 Iteration 124Q (81.565408 sec): 63 clusters Score: Raw -3095057.245579 + Penalty 39741.577678 = -3055315.667901 nChanged 26 Deleting Class 7 (44 points): Lose 123.551448 but Gain 723.341257 Iteration 125Q (81.716205 sec): 62 clusters Score: Raw -3095076.821926 + Penalty 39072.301611 = -3056004.520315 nChanged 63 Deleting Class 128 (8 points): Lose 45.710296 but Gain 638.709428 Iteration 126Q (81.868151 sec): 61 clusters Score: Raw -3095117.107275 + Penalty 38514.719898 = -3056602.387377 nChanged 33 Deleting Class 77 (2 points): Lose 6.540460 but Gain 591.437408 Iteration 127Q (82.016700 sec): 60 clusters Score: Raw -3095145.295428 + Penalty 37955.326184 = -3057189.969244 nChanged 17 Deleting Class 105 (44 points): Lose 264.712177 but Gain 838.035922 Iteration 128Q (82.162957 sec): 59 clusters Score: Raw -3094890.770808 + Penalty 37287.500964 = -3057603.269844 nChanged 56 Deleting Class 218 (51 points): Lose 344.040897 but Gain 919.278360 Iteration 129Q (82.308810 sec): 58 clusters Score: Raw -3094651.094994 + Penalty 37053.937842 = -3057597.157152 nChanged 90 Deleting Class 107 (13 points): Lose 62.261762 but Gain 670.877728 Iteration 130F (83.302755 sec): 57 clusters Score: Raw -3094852.796063 + Penalty 36641.982762 = -3058210.813300 nChanged 57 Deleting Class 26 (3 points): Lose 54.824668 but Gain 602.211797 Iteration 131Q (83.447972 sec): 56 clusters Score: Raw -3094876.430531 + Penalty 36119.590318 = -3058756.840213 nChanged 39 Deleting Class 10 (226 points): Lose 324.567964 but Gain 858.378798 Iteration 132Q (83.592646 sec): 55 clusters Score: Raw -3094579.658713 + Penalty 35334.173321 = -3059245.485392 nChanged 250 Deleting Class 98 (1 points): Lose 6.074671 but Gain 524.436562 Iteration 133Q (83.741995 sec): 54 clusters Score: Raw -3094876.555454 + Penalty 34778.422115 = -3060098.133339 nChanged 57 Deleting Class 43 (189 points): Lose 314.756329 but Gain 819.745671 Iteration 134Q (83.884332 sec): 53 clusters Score: Raw -3094589.386485 + Penalty 33998.555894 = -3060590.830591 nChanged 215 Deleting Class 50 (33 points): Lose 183.785356 but Gain 672.441049 Iteration 135Q (84.030238 sec): 52 clusters Score: Raw -3094648.275937 + Penalty 33378.814260 = -3061269.461677 nChanged 85 Deleting Class 81 (159 points): Lose 690.415819 but Gain 1171.375278 Iteration 136Q (84.171878 sec): 51 clusters Score: Raw -3094055.445037 + Penalty 32331.216899 = -3061724.228138 nChanged 197 Deleting Class 28 (52 points): Lose 395.068511 but Gain 870.006381 Iteration 137Q (84.315976 sec): 50 clusters Score: Raw -3094132.838142 + Penalty 31527.262381 = -3062605.575761 nChanged 110 Deleting Class 224 (17 points): Lose 125.399782 but Gain 606.552157 Iteration 138Q (84.454629 sec): 49 clusters Score: Raw -3094171.243608 + Penalty 30973.477894 = -3063197.765714 nChanged 54 Deleting Class 141 (8 points): Lose 65.290667 but Gain 609.972206 Iteration 139Q (84.590252 sec): 48 clusters Score: Raw -3094200.867828 + Penalty 30518.995325 = -3063681.872503 nChanged 32 Deleting Class 232 (113 points): Lose 535.337057 but Gain 1082.619189 Iteration 140F (85.385155 sec): 47 clusters Score: Raw -3093737.779223 + Penalty 29613.222967 = -3064124.556256 nChanged 135 Deleting Class 161 (6 points): Lose 61.033340 but Gain 559.056936 Iteration 141Q (85.520762 sec): 46 clusters Score: Raw -3094027.084077 + Penalty 29080.963429 = -3064946.120647 nChanged 69 Deleting Class 5 (162 points): Lose 298.727416 but Gain 757.026629 Iteration 142Q (85.654609 sec): 45 clusters Score: Raw -3093791.785748 + Penalty 28365.689192 = -3065426.096556 nChanged 201 Deleting Class 230 (2 points): Lose 32.976270 but Gain 491.267456 Iteration 143Q (85.788970 sec): 44 clusters Score: Raw -3093947.664251 + Penalty 27890.517551 = -3066057.146700 nChanged 51 Deleting Class 167 (1 points): Lose 4.611643 but Gain 385.272828 Iteration 144Q (85.922401 sec): 43 clusters Score: Raw -3093957.905136 + Penalty 27531.297510 = -3066426.607626 nChanged 30 Deleting Class 193 (4 points): Lose 40.809365 but Gain 398.560938 Iteration 145Q (86.053002 sec): 42 clusters Score: Raw -3093929.230577 + Penalty 27144.544246 = -3066784.686331 nChanged 20 Deleting Class 87 (115 points): Lose 517.594294 but Gain 853.837119 Iteration 146Q (86.192840 sec): 41 clusters Score: Raw -3093428.138078 + Penalty 26340.502880 = -3067087.635198 nChanged 125 Deleting Class 197 (6 points): Lose 30.546341 but Gain 288.184444 Iteration 147Q (86.322622 sec): 40 clusters Score: Raw -3093589.344842 + Penalty 26068.415765 = -3067520.929077 nChanged 54 Deleting Class 94 (1 points): Lose 45.527753 but Gain 289.293226 Iteration 148Q (86.450021 sec): 39 clusters Score: Raw -3093563.438757 + Penalty 25783.800570 = -3067779.638187 nChanged 21 Deleting Class 102 (1 points): Lose 79.270146 but Gain 289.293226 Iteration 149Q (86.575648 sec): 38 clusters Score: Raw -3093496.648391 + Penalty 25476.683153 = -3068019.965238 nChanged 15 Deleting Class 52 (121 points): Lose 697.798866 but Gain 949.875902 Iteration 150F (87.226936 sec): 37 clusters Score: Raw -3092804.792712 + Penalty 24620.377015 = -3068184.415697 nChanged 133 Deleting Class 75 (335 points): Lose 1245.806797 but Gain 1400.047876 Iteration 151Q (87.354810 sec): 36 clusters Score: Raw -3091912.409325 + Penalty 23458.381782 = -3068454.027543 nChanged 385 Deleting Class 4 (245 points): Lose 1051.578855 but Gain 1204.140372 Iteration 152Q (87.485226 sec): 35 clusters Score: Raw -3091629.585235 + Penalty 22417.751184 = -3069211.834051 nChanged 377 Deleting Class 31 (1 points): Lose 26.326381 but Gain 147.276552 Iteration 153Q (87.614175 sec): 34 clusters Score: Raw -3092319.922029 + Penalty 22306.132931 = -3070013.789098 nChanged 122 Deleting Class 89 (2 points): Lose 106.290529 but Gain 174.409484 Iteration 154Q (87.738116 sec): 33 clusters Score: Raw -3092284.709831 + Penalty 22129.288171 = -3070155.421660 nChanged 66 Deleting Class 226 (6 points): Lose 240.082539 but Gain 293.429625 Iteration 155Q (87.860874 sec): 32 clusters Score: Raw -3092090.107201 + Penalty 21785.342676 = -3070304.764526 nChanged 39 Deleting Class 19 (2 points): Lose 65.099052 but Gain 99.937660 Iteration 156Q (87.982368 sec): 31 clusters Score: Raw -3092081.605462 + Penalty 21705.791501 = -3070375.813961 nChanged 32 Iteration 157Q (88.103432 sec): 31 clusters Score: Raw -3092124.094455 + Penalty 21705.285149 = -3070418.809306 nChanged 27 Iteration 158Q (88.224534 sec): 31 clusters Score: Raw -3092132.771130 + Penalty 21702.632824 = -3070430.138306 nChanged 19 Iteration 159Q (88.345097 sec): 31 clusters Score: Raw -3092140.191514 + Penalty 21702.450224 = -3070437.741290 nChanged 19 Iteration 160F (88.915161 sec): 31 clusters Score: Raw -3092150.957032 + Penalty 21694.019823 = -3070456.937209 nChanged 15 Iteration 161Q (89.035439 sec): 31 clusters Score: Raw -3092164.556139 + Penalty 21681.068744 = -3070483.487395 nChanged 21 Iteration 162Q (89.155282 sec): 31 clusters Score: Raw -3092182.635478 + Penalty 21670.756897 = -3070511.878582 nChanged 23 Iteration 163Q (89.275744 sec): 31 clusters Score: Raw -3092196.657781 + Penalty 21663.299182 = -3070533.358599 nChanged 20 Iteration 164Q (89.395603 sec): 31 clusters Score: Raw -3092206.006244 + Penalty 21654.851860 = -3070551.154384 nChanged 25 Iteration 165Q (89.515842 sec): 31 clusters Score: Raw -3092213.231940 + Penalty 21651.254516 = -3070561.977424 nChanged 16 Iteration 166Q (89.635896 sec): 31 clusters Score: Raw -3092218.600236 + Penalty 21650.413882 = -3070568.186354 nChanged 9 Iteration 167Q (89.756138 sec): 31 clusters Score: Raw -3092220.128767 + Penalty 21650.218525 = -3070569.910242 nChanged 8 Iteration 168Q (89.875982 sec): 31 clusters Score: Raw -3092221.388421 + Penalty 21648.740370 = -3070572.648050 nChanged 8 Iteration 169Q (89.995506 sec): 31 clusters Score: Raw -3092223.524339 + Penalty 21647.875448 = -3070575.648891 nChanged 6 Iteration 170F (90.543953 sec): 31 clusters Score: Raw -3092226.866783 + Penalty 21645.013875 = -3070581.852908 nChanged 7 Iteration 171Q (90.664240 sec): 31 clusters Score: Raw -3092229.242270 + Penalty 21646.106644 = -3070583.135625 nChanged 11 Iteration 172Q (90.784699 sec): 31 clusters Score: Raw -3092231.568267 + Penalty 21645.996785 = -3070585.571482 nChanged 10 Iteration 173Q (90.905186 sec): 31 clusters Score: Raw -3092234.104707 + Penalty 21650.115016 = -3070583.989691 nChanged 7 Iteration 174F (91.453898 sec): 31 clusters Score: Raw -3092235.277349 + Penalty 21652.217140 = -3070583.060209 nChanged 4 Iteration 175F (92.000798 sec): 31 clusters Score: Raw -3092236.091200 + Penalty 21654.661839 = -3070581.429361 nChanged 5 Deleting Class 23 (223 points): Lose 1033.491874 but Gain 1036.357752 Iteration 176F (92.549913 sec): 30 clusters Score: Raw -3091202.909471 + Penalty 20658.280893 = -3070544.628579 nChanged 225 Iteration 177F (93.085688 sec): 30 clusters Score: Raw -3091707.592968 + Penalty 20661.197685 = -3071046.395283 nChanged 30 Iteration 178Q (93.204638 sec): 30 clusters Score: Raw -3091719.615715 + Penalty 20660.813000 = -3071058.802715 nChanged 12 Iteration 179Q (93.323976 sec): 30 clusters Score: Raw -3091723.549969 + Penalty 20662.098160 = -3071061.451809 nChanged 5 Iteration 180F (93.853970 sec): 30 clusters Score: Raw -3091726.579090 + Penalty 20662.794921 = -3071063.784169 nChanged 8 Iteration 181Q (93.973426 sec): 30 clusters Score: Raw -3091729.749734 + Penalty 20662.400208 = -3071067.349527 nChanged 4 Iteration 182Q (94.093129 sec): 30 clusters Score: Raw -3091734.475967 + Penalty 20663.866414 = -3071070.609553 nChanged 1 Iteration 183Q (94.213145 sec): 30 clusters Score: Raw -3091735.532576 + Penalty 20669.091233 = -3071066.441343 nChanged 3 Iteration 184F (94.744666 sec): 30 clusters Score: Raw -3091736.604801 + Penalty 20669.030158 = -3071067.574643 nChanged 2 Iteration 185Q (94.864421 sec): 30 clusters Score: Raw -3091737.355870 + Penalty 20668.934007 = -3071068.421864 nChanged 1 Iteration 186Q (94.983672 sec): 30 clusters Score: Raw -3091737.417190 + Penalty 20668.934007 = -3071068.483183 nChanged 0 Iteration 187F (95.514648 sec): 30 clusters Score: Raw -3091737.417190 + Penalty 20668.934007 = -3071068.483183 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 -3091737.417190 + Penalty 20668.934007 = -3071068.483183Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (3845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.647883 sec): 2 clusters Score: Raw -338700.904244 + Penalty 398.377083 = -338302.527161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.655761 sec): 3 clusters Score: Raw -336213.922590 + Penalty 805.891063 = -335408.031527 nChanged 1763 SP:Iteration 1F (95.663374 sec): 3 clusters Score: Raw -337211.993556 + Penalty 837.748175 = -336374.245381 nChanged 612 SP:Iteration 2F (95.671098 sec): 3 clusters Score: Raw -337850.797458 + Penalty 873.690328 = -336977.107130 nChanged 397 SP:Iteration 3F (95.678797 sec): 3 clusters Score: Raw -338287.993686 + Penalty 889.146502 = -337398.847184 nChanged 188 SP:Iteration 4Q (95.686229 sec): 3 clusters Score: Raw -338394.498301 + Penalty 899.939215 = -337494.559086 nChanged 108 SP:Iteration 5Q (95.693553 sec): 3 clusters Score: Raw -338448.046053 + Penalty 911.814163 = -337536.231890 nChanged 83 SP:Iteration 6Q (95.700727 sec): 3 clusters Score: Raw -338485.163856 + Penalty 921.021430 = -337564.142426 nChanged 71 SP:Iteration 7Q (95.707872 sec): 3 clusters Score: Raw -338517.188228 + Penalty 930.764523 = -337586.423705 nChanged 65 SP:Iteration 8Q (95.715070 sec): 3 clusters Score: Raw -338547.817312 + Penalty 935.143275 = -337612.674037 nChanged 64 SP:Iteration 9Q (95.722268 sec): 3 clusters Score: Raw -338582.951339 + Penalty 941.403907 = -337641.547433 nChanged 68 SP:Iteration 10F (95.730018 sec): 3 clusters Score: Raw -338620.189569 + Penalty 941.899288 = -337678.290281 nChanged 53 SP:Iteration 11Q (95.737014 sec): 3 clusters Score: Raw -338653.794313 + Penalty 946.463628 = -337707.330685 nChanged 54 SP:Iteration 12Q (95.744012 sec): 3 clusters Score: Raw -338687.295428 + Penalty 951.547772 = -337735.747657 nChanged 41 SP:Iteration 13Q (95.750956 sec): 3 clusters Score: Raw -338715.105876 + Penalty 952.048219 = -337763.057656 nChanged 38 SP:Iteration 14Q (95.758445 sec): 3 clusters Score: Raw -338737.737655 + Penalty 946.228601 = -337791.509054 nChanged 26 SP:Iteration 15Q (95.770871 sec): 3 clusters Score: Raw -338754.570308 + Penalty 943.989540 = -337810.580768 nChanged 16 SP:Iteration 16Q (95.777541 sec): 3 clusters Score: Raw -338767.369409 + Penalty 934.593818 = -337832.775592 nChanged 17 SP:Iteration 17Q (95.784174 sec): 3 clusters Score: Raw -338778.777477 + Penalty 931.162475 = -337847.615002 nChanged 15 SP:Iteration 18Q (95.790722 sec): 3 clusters Score: Raw -338785.118720 + Penalty 927.035056 = -337858.083665 nChanged 12 SP:Iteration 19Q (95.797358 sec): 3 clusters Score: Raw -338792.022017 + Penalty 921.067673 = -337870.954344 nChanged 9 SP:Iteration 20F (95.805193 sec): 3 clusters Score: Raw -338797.231167 + Penalty 914.547554 = -337882.683613 nChanged 6 SP:Iteration 21Q (95.811814 sec): 3 clusters Score: Raw -338800.229394 + Penalty 913.202320 = -337887.027074 nChanged 4 SP:Iteration 22Q (95.818413 sec): 3 clusters Score: Raw -338802.069071 + Penalty 911.114627 = -337890.954445 nChanged 5 SP:Iteration 23Q (95.825060 sec): 3 clusters Score: Raw -338803.442348 + Penalty 909.069380 = -337894.372967 nChanged 5 SP:Iteration 24Q (95.831744 sec): 3 clusters Score: Raw -338804.471801 + Penalty 906.440714 = -337898.031087 nChanged 2 SP:Iteration 25Q (95.838340 sec): 3 clusters Score: Raw -338804.754703 + Penalty 905.053344 = -337899.701359 nChanged 1 SP:Iteration 26Q (95.844963 sec): 3 clusters Score: Raw -338805.369080 + Penalty 904.460748 = -337900.908332 nChanged 2 SP:Iteration 27Q (95.851587 sec): 3 clusters Score: Raw -338805.346457 + Penalty 904.460748 = -337900.885709 nChanged 0 SP:Iteration 28F (95.859894 sec): 3 clusters Score: Raw -338805.346457 + Penalty 904.460748 = -337900.885709 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 2 (6873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.891975 sec): 2 clusters Score: Raw -579694.493658 + Penalty 140.554605 = -579553.939053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.904552 sec): 3 clusters Score: Raw -575142.888902 + Penalty 305.083771 = -574837.805131 nChanged 3270 SP:Iteration 1F (95.917098 sec): 3 clusters Score: Raw -577857.165917 + Penalty 304.952809 = -577552.213108 nChanged 590 SP:Iteration 2F (95.929613 sec): 3 clusters Score: Raw -578367.390654 + Penalty 300.763077 = -578066.627577 nChanged 450 SP:Iteration 3F (95.942224 sec): 3 clusters Score: Raw -578954.414599 + Penalty 293.766210 = -578660.648390 nChanged 319 SP:Iteration 4Q (95.955055 sec): 3 clusters Score: Raw -579479.327288 + Penalty 287.756628 = -579191.570660 nChanged 76 SP:Iteration 5Q (95.965565 sec): 3 clusters Score: Raw -579526.345851 + Penalty 277.401597 = -579248.944254 nChanged 68 SP:Iteration 6Q (95.975651 sec): 3 clusters Score: Raw -579565.351658 + Penalty 259.137726 = -579306.213933 nChanged 59 SP:Iteration 7Q (95.985662 sec): 3 clusters Score: Raw -579602.538100 + Penalty 253.027986 = -579349.510115 nChanged 52 SP:Iteration 8Q (95.996078 sec): 3 clusters Score: Raw -579636.762974 + Penalty 223.438915 = -579413.324059 nChanged 40 SP:Iteration 9Q (96.006257 sec): 3 clusters Score: Raw -579673.699318 + Penalty 140.554605 = -579533.144713 nChanged 19 SP:Iteration 10F (96.015694 sec): 2 clusters Score: Raw -579694.493658 + Penalty 140.554605 = -579553.939053 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 3 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.021109 sec): 2 clusters Score: Raw -48353.694408 + Penalty 276.221683 = -48077.472725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.022338 sec): 3 clusters Score: Raw -48053.772800 + Penalty 541.935142 = -47511.837658 nChanged 224 SP:Iteration 1F (96.023544 sec): 3 clusters Score: Raw -48224.803976 + Penalty 532.587193 = -47692.216783 nChanged 54 SP:Iteration 2F (96.024710 sec): 3 clusters Score: Raw -48272.982541 + Penalty 521.012307 = -47751.970234 nChanged 25 SP:Iteration 3Q (96.025870 sec): 3 clusters Score: Raw -48304.441509 + Penalty 508.826354 = -47795.615155 nChanged 26 SP:Iteration 4Q (96.026998 sec): 3 clusters Score: Raw -48327.964571 + Penalty 501.906081 = -47826.058491 nChanged 16 SP:Iteration 5Q (96.028104 sec): 3 clusters Score: Raw -48344.752655 + Penalty 501.577141 = -47843.175514 nChanged 6 SP:Iteration 6Q (96.029208 sec): 3 clusters Score: Raw -48347.202330 + Penalty 497.633312 = -47849.569018 nChanged 6 SP:Iteration 7Q (96.030284 sec): 3 clusters Score: Raw -48350.188410 + Penalty 497.232099 = -47852.956311 nChanged 4 SP:Iteration 8Q (96.031367 sec): 3 clusters Score: Raw -48350.544956 + Penalty 497.617108 = -47852.927847 nChanged 2 SP:Iteration 9F (96.032514 sec): 3 clusters Score: Raw -48350.473781 + Penalty 497.998010 = -47852.475771 nChanged 3 SP:Iteration 10F (96.033686 sec): 3 clusters Score: Raw -48351.095809 + Penalty 498.304412 = -47852.791397 nChanged 2 SP:Iteration 11Q (96.034778 sec): 3 clusters Score: Raw -48351.048732 + Penalty 498.737604 = -47852.311128 nChanged 2 SP:Iteration 12F (96.035962 sec): 3 clusters Score: Raw -48351.370670 + Penalty 498.897830 = -47852.472841 nChanged 2 SP:Iteration 13Q (96.037047 sec): 3 clusters Score: Raw -48351.829706 + Penalty 499.097989 = -47852.731717 nChanged 2 SP:Iteration 14Q (96.038154 sec): 3 clusters Score: Raw -48352.161018 + Penalty 499.097989 = -47853.063029 nChanged 0 SP:Iteration 15F (96.039305 sec): 3 clusters Score: Raw -48352.161018 + Penalty 499.097989 = -47853.063029 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 6 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.041319 sec): 2 clusters Score: Raw -55863.389192 + Penalty 785.493475 = -55077.895718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.042556 sec): 3 clusters Score: Raw -55656.252987 + Penalty 1571.135660 = -54085.117327 nChanged 190 SP:Iteration 1F (96.043768 sec): 3 clusters Score: Raw -55828.158944 + Penalty 1574.626023 = -54253.532921 nChanged 57 SP:Iteration 2F (96.044963 sec): 3 clusters Score: Raw -55883.427067 + Penalty 1581.704440 = -54301.722627 nChanged 32 SP:Iteration 3F (96.046157 sec): 3 clusters Score: Raw -55916.687610 + Penalty 1586.986270 = -54329.701340 nChanged 25 SP:Iteration 4Q (96.047332 sec): 3 clusters Score: Raw -55959.233663 + Penalty 1590.601577 = -54368.632087 nChanged 24 SP:Iteration 5Q (96.048520 sec): 3 clusters Score: Raw -55992.213296 + Penalty 1595.670839 = -54396.542457 nChanged 23 SP:Iteration 6Q (96.049696 sec): 3 clusters Score: Raw -56035.090876 + Penalty 1599.159039 = -54435.931837 nChanged 18 SP:Iteration 7Q (96.050858 sec): 3 clusters Score: Raw -56053.980478 + Penalty 1600.323060 = -54453.657418 nChanged 7 SP:Iteration 8Q (96.052174 sec): 3 clusters Score: Raw -56059.408355 + Penalty 1603.122378 = -54456.285977 nChanged 5 SP:Iteration 9Q (96.053348 sec): 3 clusters Score: Raw -56062.524489 + Penalty 1603.572048 = -54458.952442 nChanged 1 SP:Iteration 10F (96.054547 sec): 3 clusters Score: Raw -56062.572380 + Penalty 1603.572048 = -54459.000332 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (1843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.061622 sec): 2 clusters Score: Raw -171368.408361 + Penalty 571.724576 = -170796.683784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.065158 sec): 3 clusters Score: Raw -170368.245792 + Penalty 1145.561006 = -169222.684786 nChanged 766 SP:Iteration 1F (96.068583 sec): 3 clusters Score: Raw -170854.094310 + Penalty 1144.747968 = -169709.346341 nChanged 156 SP:Iteration 2F (96.071963 sec): 3 clusters Score: Raw -170980.282142 + Penalty 1141.748172 = -169838.533969 nChanged 154 SP:Iteration 3F (96.075343 sec): 3 clusters Score: Raw -171090.814852 + Penalty 1138.024777 = -169952.790076 nChanged 126 SP:Iteration 4F (96.078762 sec): 3 clusters Score: Raw -171183.848136 + Penalty 1130.343844 = -170053.504291 nChanged 102 SP:Iteration 5F (96.082147 sec): 3 clusters Score: Raw -171261.669139 + Penalty 1122.697217 = -170138.971922 nChanged 78 SP:Iteration 6Q (96.085514 sec): 3 clusters Score: Raw -171304.841693 + Penalty 1116.669655 = -170188.172038 nChanged 50 SP:Iteration 7Q (96.088971 sec): 3 clusters Score: Raw -171332.672639 + Penalty 1111.446480 = -170221.226159 nChanged 39 SP:Iteration 8Q (96.092395 sec): 3 clusters Score: Raw -171346.821015 + Penalty 1108.038371 = -170238.782644 nChanged 18 SP:Iteration 9Q (96.095870 sec): 3 clusters Score: Raw -171351.806411 + Penalty 1107.898069 = -170243.908341 nChanged 12 SP:Iteration 10F (96.099321 sec): 3 clusters Score: Raw -171354.650541 + Penalty 1108.465682 = -170246.184859 nChanged 14 SP:Iteration 11Q (96.102661 sec): 3 clusters Score: Raw -171357.244200 + Penalty 1108.901429 = -170248.342771 nChanged 8 SP:Iteration 12Q (96.106084 sec): 3 clusters Score: Raw -171359.267523 + Penalty 1107.266479 = -170252.001044 nChanged 12 SP:Iteration 13Q (96.109556 sec): 3 clusters Score: Raw -171364.783465 + Penalty 1104.129049 = -170260.654417 nChanged 16 SP:Iteration 14Q (96.113023 sec): 3 clusters Score: Raw -171372.429846 + Penalty 1102.580771 = -170269.849075 nChanged 10 SP:Iteration 15Q (96.116379 sec): 3 clusters Score: Raw -171375.592798 + Penalty 1100.895724 = -170274.697074 nChanged 8 SP:Iteration 16Q (96.119925 sec): 3 clusters Score: Raw -171377.282777 + Penalty 1100.576348 = -170276.706429 nChanged 5 SP:Iteration 17Q (96.123344 sec): 3 clusters Score: Raw -171380.277747 + Penalty 1098.741969 = -170281.535778 nChanged 8 SP:Iteration 18Q (96.126842 sec): 3 clusters Score: Raw -171384.680469 + Penalty 1094.286621 = -170290.393848 nChanged 9 SP:Iteration 19Q (96.130336 sec): 3 clusters Score: Raw -171388.210947 + Penalty 1090.964814 = -170297.246133 nChanged 7 SP:Iteration 20F (96.133695 sec): 3 clusters Score: Raw -171391.411481 + Penalty 1088.192649 = -170303.218832 nChanged 8 SP:Iteration 21Q (96.137131 sec): 3 clusters Score: Raw -171396.178390 + Penalty 1086.462043 = -170309.716347 nChanged 12 SP:Iteration 22Q (96.140496 sec): 3 clusters Score: Raw -171400.404914 + Penalty 1084.267777 = -170316.137136 nChanged 9 SP:Iteration 23Q (96.143818 sec): 3 clusters Score: Raw -171408.192196 + Penalty 1081.213100 = -170326.979096 nChanged 14 SP:Iteration 24Q (96.147294 sec): 3 clusters Score: Raw -171414.014647 + Penalty 1077.091588 = -170336.923059 nChanged 9 SP:Iteration 25Q (96.150892 sec): 3 clusters Score: Raw -171419.984760 + Penalty 1074.503972 = -170345.480788 nChanged 5 SP:Iteration 26Q (96.154500 sec): 3 clusters Score: Raw -171427.492876 + Penalty 1070.495962 = -170356.996914 nChanged 9 SP:Iteration 27Q (96.158154 sec): 3 clusters Score: Raw -171434.467912 + Penalty 1067.953973 = -170366.513940 nChanged 6 SP:Iteration 28Q (96.161743 sec): 3 clusters Score: Raw -171438.791285 + Penalty 1067.542481 = -170371.248805 nChanged 5 SP:Iteration 29Q (96.165223 sec): 3 clusters Score: Raw -171443.216625 + Penalty 1066.820817 = -170376.395809 nChanged 6 SP:Iteration 30F (96.168596 sec): 3 clusters Score: Raw -171446.014299 + Penalty 1066.820817 = -170379.193482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 9 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.174573 sec): 2 clusters Score: Raw -61408.954169 + Penalty 762.756208 = -60646.197962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.175949 sec): 3 clusters Score: Raw -61126.590409 + Penalty 1526.028249 = -59600.562160 nChanged 208 SP:Iteration 1F (96.177352 sec): 3 clusters Score: Raw -61316.034704 + Penalty 1525.414482 = -59790.620222 nChanged 70 SP:Iteration 2F (96.178683 sec): 3 clusters Score: Raw -61400.371798 + Penalty 1520.908133 = -59879.463665 nChanged 49 SP:Iteration 3F (96.180026 sec): 3 clusters Score: Raw -61449.826187 + Penalty 1518.221188 = -59931.604999 nChanged 31 SP:Iteration 4Q (96.181329 sec): 3 clusters Score: Raw -61484.554390 + Penalty 1511.688029 = -59972.866361 nChanged 29 SP:Iteration 5Q (96.182617 sec): 3 clusters Score: Raw -61522.100424 + Penalty 1507.414843 = -60014.685581 nChanged 23 SP:Iteration 6Q (96.183899 sec): 3 clusters Score: Raw -61539.317874 + Penalty 1505.085855 = -60034.232020 nChanged 14 SP:Iteration 7Q (96.185204 sec): 3 clusters Score: Raw -61546.573823 + Penalty 1504.556996 = -60042.016827 nChanged 11 SP:Iteration 8Q (96.186484 sec): 3 clusters Score: Raw -61554.609248 + Penalty 1503.850517 = -60050.758731 nChanged 10 SP:Iteration 9Q (96.187779 sec): 3 clusters Score: Raw -61560.333570 + Penalty 1504.292579 = -60056.040991 nChanged 6 SP:Iteration 10F (96.189128 sec): 3 clusters Score: Raw -61564.226342 + Penalty 1502.265612 = -60061.960730 nChanged 8 SP:Iteration 11Q (96.190424 sec): 3 clusters Score: Raw -61570.232685 + Penalty 1503.413587 = -60066.819097 nChanged 4 SP:Iteration 12Q (96.191698 sec): 3 clusters Score: Raw -61572.773302 + Penalty 1503.212905 = -60069.560397 nChanged 6 SP:Iteration 13Q (96.192969 sec): 3 clusters Score: Raw -61575.664681 + Penalty 1501.936865 = -60073.727817 nChanged 4 SP:Iteration 14Q (96.194273 sec): 3 clusters Score: Raw -61579.064437 + Penalty 1499.040431 = -60080.024006 nChanged 6 SP:Iteration 15Q (96.195562 sec): 3 clusters Score: Raw -61582.746055 + Penalty 1498.314461 = -60084.431593 nChanged 5 SP:Iteration 16Q (96.196839 sec): 3 clusters Score: Raw -61586.290599 + Penalty 1496.387380 = -60089.903219 nChanged 5 SP:Iteration 17Q (96.198112 sec): 3 clusters Score: Raw -61587.778118 + Penalty 1496.310642 = -60091.467476 nChanged 4 SP:Iteration 18Q (96.199400 sec): 3 clusters Score: Raw -61589.880033 + Penalty 1495.548990 = -60094.331043 nChanged 1 SP:Iteration 19Q (96.200666 sec): 3 clusters Score: Raw -61590.241527 + Penalty 1494.705968 = -60095.535558 nChanged 1 SP:Iteration 20F (96.201989 sec): 3 clusters Score: Raw -61591.084769 + Penalty 1493.581572 = -60097.503197 nChanged 3 SP:Iteration 21Q (96.203256 sec): 3 clusters Score: Raw -61593.764899 + Penalty 1491.318272 = -60102.446628 nChanged 7 SP:Iteration 22Q (96.204543 sec): 3 clusters Score: Raw -61596.500215 + Penalty 1490.342802 = -60106.157413 nChanged 3 SP:Iteration 23Q (96.205819 sec): 3 clusters Score: Raw -61597.867500 + Penalty 1488.255983 = -60109.611517 nChanged 4 SP:Iteration 24Q (96.207104 sec): 3 clusters Score: Raw -61602.078748 + Penalty 1486.712337 = -60115.366411 nChanged 5 SP:Iteration 25Q (96.208385 sec): 3 clusters Score: Raw -61605.021499 + Penalty 1487.992991 = -60117.028509 nChanged 2 SP:Iteration 26Q (96.209660 sec): 3 clusters Score: Raw -61606.630112 + Penalty 1487.471180 = -60119.158932 nChanged 4 SP:Iteration 27Q (96.210986 sec): 3 clusters Score: Raw -61608.888781 + Penalty 1487.499664 = -60121.389117 nChanged 4 SP:Iteration 28Q (96.212323 sec): 3 clusters Score: Raw -61610.812233 + Penalty 1484.516997 = -60126.295236 nChanged 4 SP:Iteration 29Q (96.213651 sec): 3 clusters Score: Raw -61614.693840 + Penalty 1482.126598 = -60132.567242 nChanged 3 SP:Iteration 30F (96.214984 sec): 3 clusters Score: Raw -61617.810529 + Penalty 1480.484319 = -60137.326210 nChanged 2 SP:Iteration 31Q (96.216255 sec): 3 clusters Score: Raw -61619.889817 + Penalty 1478.699895 = -60141.189922 nChanged 2 SP:Iteration 32Q (96.217520 sec): 3 clusters Score: Raw -61621.136889 + Penalty 1478.699895 = -60142.436995 nChanged 0 SP:Iteration 33F (96.218868 sec): 3 clusters Score: Raw -61621.136889 + Penalty 1478.699895 = -60142.436995 nChanged 0 Memory request: 0.04 GB would take us to total of 0.38 GB. Trying to split cluster 11 (8402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.258525 sec): 2 clusters Score: Raw -691686.224671 + Penalty 265.453776 = -691420.770895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.274122 sec): 3 clusters Score: Raw -686079.441252 + Penalty 447.824697 = -685631.616555 nChanged 3960 SP:Iteration 1F (96.289471 sec): 3 clusters Score: Raw -689634.107791 + Penalty 464.194371 = -689169.913419 nChanged 1511 SP:Iteration 2F (96.304664 sec): 3 clusters Score: Raw -691615.305971 + Penalty 716.877048 = -690898.428923 nChanged 129 SP:Iteration 3Q (96.319552 sec): 3 clusters Score: Raw -691790.687002 + Penalty 702.710545 = -691087.976457 nChanged 7 SP:Iteration 4Q (96.331641 sec): 3 clusters Score: Raw -691804.671961 + Penalty 721.376120 = -691083.295841 nChanged 1 SP:Iteration 5F (96.347153 sec): 3 clusters Score: Raw -691806.713923 + Penalty 721.376120 = -691085.337803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 12 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.352590 sec): 2 clusters Score: Raw -7419.026910 + Penalty 23.623873 = -7395.403037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.352858 sec): 3 clusters Score: Raw -7372.589934 + Penalty 47.837226 = -7324.752708 nChanged 39 SP:Iteration 1F (96.353118 sec): 3 clusters Score: Raw -7405.806495 + Penalty 48.185556 = -7357.620939 nChanged 6 SP:Iteration 2F (96.353372 sec): 3 clusters Score: Raw -7411.740793 + Penalty 49.429589 = -7362.311204 nChanged 10 SP:Iteration 3F (96.353655 sec): 3 clusters Score: Raw -7436.492486 + Penalty 51.088300 = -7385.404186 nChanged 5 SP:Iteration 4Q (96.353893 sec): 3 clusters Score: Raw -7441.920399 + Penalty 51.668849 = -7390.251550 nChanged 1 SP:Iteration 5Q (96.354128 sec): 3 clusters Score: Raw -7442.518462 + Penalty 52.415269 = -7390.103193 nChanged 1 SP:Iteration 6F (96.354378 sec): 3 clusters Score: Raw -7443.976921 + Penalty 53.410495 = -7390.566426 nChanged 1 SP:Iteration 7Q (96.354611 sec): 3 clusters Score: Raw -7448.406066 + Penalty 53.410495 = -7394.995570 nChanged 0 SP:Iteration 8F (96.354859 sec): 3 clusters Score: Raw -7448.406066 + Penalty 53.410495 = -7394.995570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 14 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.356765 sec): 2 clusters Score: Raw -41700.471190 + Penalty 385.280959 = -41315.190231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.357797 sec): 3 clusters Score: Raw -41458.163166 + Penalty 777.919160 = -40680.244006 nChanged 158 SP:Iteration 1F (96.358821 sec): 3 clusters Score: Raw -41578.306761 + Penalty 794.535410 = -40783.771351 nChanged 60 SP:Iteration 2F (96.359827 sec): 3 clusters Score: Raw -41650.145047 + Penalty 812.132656 = -40838.012391 nChanged 43 SP:Iteration 3F (96.360839 sec): 3 clusters Score: Raw -41701.430709 + Penalty 829.990021 = -40871.440688 nChanged 21 SP:Iteration 4Q (96.361840 sec): 3 clusters Score: Raw -41732.976507 + Penalty 850.091597 = -40882.884910 nChanged 17 SP:Iteration 5Q (96.362823 sec): 3 clusters Score: Raw -41748.200994 + Penalty 866.930972 = -40881.270023 nChanged 15 SP:Iteration 6F (96.363834 sec): 3 clusters Score: Raw -41761.483822 + Penalty 882.848539 = -40878.635282 nChanged 13 SP:Iteration 7F (96.364897 sec): 3 clusters Score: Raw -41768.448937 + Penalty 886.169107 = -40882.279830 nChanged 4 SP:Iteration 8Q (96.365896 sec): 3 clusters Score: Raw -41769.634262 + Penalty 889.209068 = -40880.425193 nChanged 2 SP:Iteration 9F (96.366951 sec): 3 clusters Score: Raw -41771.295035 + Penalty 890.840555 = -40880.454480 nChanged 1 SP:Iteration 10F (96.368004 sec): 3 clusters Score: Raw -41772.779686 + Penalty 896.303545 = -40876.476142 nChanged 4 SP:Iteration 11F (96.369051 sec): 3 clusters Score: Raw -41776.796529 + Penalty 901.351940 = -40875.444589 nChanged 2 SP:Iteration 12F (96.370084 sec): 3 clusters Score: Raw -41778.151998 + Penalty 906.681801 = -40871.470198 nChanged 5 SP:Iteration 13F (96.371091 sec): 3 clusters Score: Raw -41782.380059 + Penalty 907.501218 = -40874.878841 nChanged 2 SP:Iteration 14Q (96.372015 sec): 3 clusters Score: Raw -41783.518806 + Penalty 907.501218 = -40876.017588 nChanged 0 SP:Iteration 15F (96.373016 sec): 3 clusters Score: Raw -41783.518806 + Penalty 907.501218 = -40876.017588 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.377482 sec): 2 clusters Score: Raw -76384.792069 + Penalty 488.724925 = -75896.067143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.379166 sec): 3 clusters Score: Raw -75965.102740 + Penalty 974.060167 = -74991.042573 nChanged 316 SP:Iteration 1F (96.380880 sec): 3 clusters Score: Raw -76190.803810 + Penalty 969.935075 = -75220.868734 nChanged 86 SP:Iteration 2F (96.382601 sec): 3 clusters Score: Raw -76260.095521 + Penalty 962.013468 = -75298.082053 nChanged 65 SP:Iteration 3F (96.384265 sec): 3 clusters Score: Raw -76292.594600 + Penalty 958.556243 = -75334.038357 nChanged 35 SP:Iteration 4Q (96.385858 sec): 3 clusters Score: Raw -76310.073368 + Penalty 956.471881 = -75353.601486 nChanged 20 SP:Iteration 5Q (96.387485 sec): 3 clusters Score: Raw -76315.891993 + Penalty 951.871353 = -75364.020640 nChanged 15 SP:Iteration 6Q (96.389087 sec): 3 clusters Score: Raw -76321.115100 + Penalty 947.039026 = -75374.076074 nChanged 13 SP:Iteration 7Q (96.390737 sec): 3 clusters Score: Raw -76325.016286 + Penalty 944.573469 = -75380.442816 nChanged 8 SP:Iteration 8Q (96.392348 sec): 3 clusters Score: Raw -76327.839304 + Penalty 944.810369 = -75383.028936 nChanged 10 SP:Iteration 9Q (96.393945 sec): 3 clusters Score: Raw -76332.459498 + Penalty 945.049795 = -75387.409702 nChanged 11 SP:Iteration 10F (96.395585 sec): 3 clusters Score: Raw -76336.799592 + Penalty 944.816933 = -75391.982659 nChanged 10 SP:Iteration 11Q (96.397215 sec): 3 clusters Score: Raw -76339.599130 + Penalty 942.601790 = -75396.997340 nChanged 13 SP:Iteration 12Q (96.398792 sec): 3 clusters Score: Raw -76344.627098 + Penalty 939.006865 = -75405.620234 nChanged 16 SP:Iteration 13Q (96.400415 sec): 3 clusters Score: Raw -76350.350828 + Penalty 939.573348 = -75410.777480 nChanged 9 SP:Iteration 14Q (96.401986 sec): 3 clusters Score: Raw -76351.682960 + Penalty 941.554949 = -75410.128011 nChanged 5 SP:Iteration 15F (96.403632 sec): 3 clusters Score: Raw -76352.221243 + Penalty 942.677372 = -75409.543871 nChanged 5 SP:Iteration 16F (96.405279 sec): 3 clusters Score: Raw -76353.622645 + Penalty 943.153621 = -75410.469024 nChanged 3 SP:Iteration 17Q (96.406883 sec): 3 clusters Score: Raw -76354.792470 + Penalty 945.126513 = -75409.665957 nChanged 3 SP:Iteration 18F (96.408509 sec): 3 clusters Score: Raw -76355.596014 + Penalty 946.582629 = -75409.013385 nChanged 3 SP:Iteration 19F (96.410176 sec): 3 clusters Score: Raw -76356.568939 + Penalty 947.356409 = -75409.212530 nChanged 6 SP:Iteration 20F (96.411812 sec): 3 clusters Score: Raw -76359.509021 + Penalty 947.223185 = -75412.285836 nChanged 6 SP:Iteration 21Q (96.413394 sec): 3 clusters Score: Raw -76360.562344 + Penalty 949.295236 = -75411.267108 nChanged 4 SP:Iteration 22F (96.415050 sec): 3 clusters Score: Raw -76361.454242 + Penalty 950.899562 = -75410.554680 nChanged 7 SP:Iteration 23F (96.416679 sec): 3 clusters Score: Raw -76363.776567 + Penalty 954.450112 = -75409.326455 nChanged 7 SP:Iteration 24F (96.418314 sec): 3 clusters Score: Raw -76369.965082 + Penalty 960.149437 = -75409.815645 nChanged 8 SP:Iteration 25Q (96.419930 sec): 3 clusters Score: Raw -76379.295315 + Penalty 965.607050 = -75413.688266 nChanged 7 SP:Iteration 26Q (96.421587 sec): 3 clusters Score: Raw -76385.226559 + Penalty 963.057161 = -75422.169398 nChanged 3 SP:Iteration 27Q (96.423199 sec): 3 clusters Score: Raw -76387.346329 + Penalty 964.332219 = -75423.014110 nChanged 4 SP:Iteration 28Q (96.424746 sec): 3 clusters Score: Raw -76388.060201 + Penalty 967.987175 = -75420.073026 nChanged 4 SP:Iteration 29F (96.426356 sec): 3 clusters Score: Raw -76389.985123 + Penalty 971.795561 = -75418.189563 nChanged 5 SP:Iteration 30F (96.427992 sec): 3 clusters Score: Raw -76393.443853 + Penalty 973.090826 = -75420.353027 nChanged 4 SP:Iteration 31Q (96.429544 sec): 3 clusters Score: Raw -76396.213642 + Penalty 975.483783 = -75420.729859 nChanged 2 SP:Iteration 32Q (96.431064 sec): 3 clusters Score: Raw -76398.052662 + Penalty 975.483783 = -75422.568879 nChanged 0 SP:Iteration 33F (96.432691 sec): 3 clusters Score: Raw -76398.052662 + Penalty 975.483783 = -75422.568879 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 16 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.435442 sec): 2 clusters Score: Raw -53963.184490 + Penalty 596.633898 = -53366.550592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.436733 sec): 3 clusters Score: Raw -53688.041166 + Penalty 1190.065738 = -52497.975428 nChanged 196 SP:Iteration 1F (96.438009 sec): 3 clusters Score: Raw -53841.077969 + Penalty 1187.898492 = -52653.179476 nChanged 58 SP:Iteration 2F (96.439302 sec): 3 clusters Score: Raw -53894.085972 + Penalty 1186.667435 = -52707.418537 nChanged 33 SP:Iteration 3F (96.440576 sec): 3 clusters Score: Raw -53919.045468 + Penalty 1186.740394 = -52732.305075 nChanged 20 SP:Iteration 4Q (96.441859 sec): 3 clusters Score: Raw -53938.018901 + Penalty 1186.311298 = -52751.707603 nChanged 22 SP:Iteration 5Q (96.443107 sec): 3 clusters Score: Raw -53952.819421 + Penalty 1186.539355 = -52766.280066 nChanged 16 SP:Iteration 6Q (96.444361 sec): 3 clusters Score: Raw -53961.622168 + Penalty 1188.058628 = -52773.563539 nChanged 13 SP:Iteration 7Q (96.445614 sec): 3 clusters Score: Raw -53973.797312 + Penalty 1187.245806 = -52786.551505 nChanged 15 SP:Iteration 8Q (96.446848 sec): 3 clusters Score: Raw -53985.461805 + Penalty 1186.862060 = -52798.599744 nChanged 8 SP:Iteration 9Q (96.448084 sec): 3 clusters Score: Raw -53992.871439 + Penalty 1186.655857 = -52806.215582 nChanged 8 SP:Iteration 10F (96.449351 sec): 3 clusters Score: Raw -53998.593112 + Penalty 1184.981697 = -52813.611415 nChanged 9 SP:Iteration 11Q (96.450592 sec): 3 clusters Score: Raw -54005.217603 + Penalty 1183.098239 = -52822.119364 nChanged 5 SP:Iteration 12Q (96.451825 sec): 3 clusters Score: Raw -54008.408486 + Penalty 1180.855921 = -52827.552565 nChanged 7 SP:Iteration 13Q (96.453055 sec): 3 clusters Score: Raw -54012.908688 + Penalty 1180.061399 = -52832.847289 nChanged 6 SP:Iteration 14Q (96.454263 sec): 3 clusters Score: Raw -54017.621023 + Penalty 1179.177185 = -52838.443837 nChanged 3 SP:Iteration 15Q (96.455440 sec): 3 clusters Score: Raw -54021.528201 + Penalty 1178.945755 = -52842.582446 nChanged 3 SP:Iteration 16Q (96.456588 sec): 3 clusters Score: Raw -54026.392668 + Penalty 1176.751575 = -52849.641093 nChanged 2 SP:Iteration 17Q (96.457681 sec): 3 clusters Score: Raw -54028.942636 + Penalty 1176.751575 = -52852.191061 nChanged 0 SP:Iteration 18F (96.458869 sec): 3 clusters Score: Raw -54028.942636 + Penalty 1176.751575 = -52852.191061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 18 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.460900 sec): 2 clusters Score: Raw -35915.409892 + Penalty 123.817198 = -35791.592695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.461835 sec): 3 clusters Score: Raw -35664.010865 + Penalty 245.800955 = -35418.209910 nChanged 175 SP:Iteration 1F (96.462769 sec): 3 clusters Score: Raw -35851.201827 + Penalty 249.131822 = -35602.070005 nChanged 30 SP:Iteration 2F (96.463695 sec): 3 clusters Score: Raw -35864.431783 + Penalty 250.124297 = -35614.307485 nChanged 7 SP:Iteration 3Q (96.464654 sec): 3 clusters Score: Raw -35866.660233 + Penalty 252.610988 = -35614.049245 nChanged 6 SP:Iteration 4F (96.465617 sec): 3 clusters Score: Raw -35870.726420 + Penalty 253.762409 = -35616.964011 nChanged 5 SP:Iteration 5Q (96.466545 sec): 3 clusters Score: Raw -35872.892802 + Penalty 254.142500 = -35618.750302 nChanged 4 SP:Iteration 6Q (96.467465 sec): 3 clusters Score: Raw -35873.233652 + Penalty 253.327534 = -35619.906118 nChanged 4 SP:Iteration 7Q (96.468392 sec): 3 clusters Score: Raw -35873.779946 + Penalty 253.554733 = -35620.225212 nChanged 4 SP:Iteration 8Q (96.469307 sec): 3 clusters Score: Raw -35874.572608 + Penalty 252.419028 = -35622.153580 nChanged 2 SP:Iteration 9Q (96.470226 sec): 3 clusters Score: Raw -35875.148789 + Penalty 252.419028 = -35622.729761 nChanged 0 SP:Iteration 10F (96.471182 sec): 3 clusters Score: Raw -35875.148789 + Penalty 252.419028 = -35622.729761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 20 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.480281 sec): 2 clusters Score: Raw -146640.976355 + Penalty 164.775907 = -146476.200448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.483598 sec): 3 clusters Score: Raw -145518.361687 + Penalty 347.556658 = -145170.805029 nChanged 822 SP:Iteration 1F (96.486887 sec): 3 clusters Score: Raw -146171.670556 + Penalty 435.856542 = -145735.814014 nChanged 296 SP:Iteration 2F (96.490251 sec): 3 clusters Score: Raw -146510.792414 + Penalty 504.440157 = -146006.352257 nChanged 90 SP:Iteration 3F (96.493521 sec): 3 clusters Score: Raw -146601.616762 + Penalty 565.727091 = -146035.889671 nChanged 44 SP:Iteration 4Q (96.496391 sec): 3 clusters Score: Raw -146643.943240 + Penalty 615.968822 = -146027.974418 nChanged 22 SP:Iteration 5F (96.499702 sec): 3 clusters Score: Raw -146668.043474 + Penalty 642.530586 = -146025.512888 nChanged 11 SP:Iteration 6F (96.503023 sec): 3 clusters Score: Raw -146678.125147 + Penalty 660.841764 = -146017.283383 nChanged 9 SP:Iteration 7F (96.506240 sec): 3 clusters Score: Raw -146686.270296 + Penalty 667.498359 = -146018.771937 nChanged 6 SP:Iteration 8Q (96.508827 sec): 3 clusters Score: Raw -146689.972171 + Penalty 675.176647 = -146014.795523 nChanged 3 SP:Iteration 9F (96.512117 sec): 3 clusters Score: Raw -146691.232163 + Penalty 683.964896 = -146007.267266 nChanged 3 SP:Iteration 10F (96.515382 sec): 3 clusters Score: Raw -146693.830988 + Penalty 689.347377 = -146004.483611 nChanged 1 SP:Iteration 11F (96.518646 sec): 3 clusters Score: Raw -146694.201290 + Penalty 687.575312 = -146006.625978 nChanged 1 SP:Iteration 12Q (96.521325 sec): 3 clusters Score: Raw -146695.789539 + Penalty 684.789495 = -146011.000044 nChanged 1 SP:Iteration 13Q (96.524202 sec): 3 clusters Score: Raw -146696.424742 + Penalty 682.215118 = -146014.209624 nChanged 2 SP:Iteration 14Q (96.527029 sec): 3 clusters Score: Raw -146697.992537 + Penalty 676.412226 = -146021.580311 nChanged 1 SP:Iteration 15Q (96.529816 sec): 3 clusters Score: Raw -146698.418157 + Penalty 676.412226 = -146022.005931 nChanged 0 SP:Iteration 16F (96.533114 sec): 3 clusters Score: Raw -146698.418157 + Penalty 676.412226 = -146022.005931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 24 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.539408 sec): 2 clusters Score: Raw -43669.852441 + Penalty 601.913459 = -43067.938982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.540445 sec): 3 clusters Score: Raw -43450.593975 + Penalty 1197.312241 = -42253.281734 nChanged 147 SP:Iteration 1F (96.541449 sec): 3 clusters Score: Raw -43566.765817 + Penalty 1192.322496 = -42374.443321 nChanged 40 SP:Iteration 2F (96.542451 sec): 3 clusters Score: Raw -43616.354064 + Penalty 1186.720157 = -42429.633907 nChanged 42 SP:Iteration 3F (96.543452 sec): 3 clusters Score: Raw -43655.291205 + Penalty 1188.249783 = -42467.041422 nChanged 20 SP:Iteration 4Q (96.544465 sec): 3 clusters Score: Raw -43669.555090 + Penalty 1186.944727 = -42482.610363 nChanged 15 SP:Iteration 5Q (96.545463 sec): 3 clusters Score: Raw -43685.664134 + Penalty 1184.011569 = -42501.652565 nChanged 11 SP:Iteration 6Q (96.546454 sec): 3 clusters Score: Raw -43697.253635 + Penalty 1181.695752 = -42515.557883 nChanged 12 SP:Iteration 7Q (96.547440 sec): 3 clusters Score: Raw -43710.919489 + Penalty 1184.621084 = -42526.298405 nChanged 7 SP:Iteration 8Q (96.548416 sec): 3 clusters Score: Raw -43714.094272 + Penalty 1176.999618 = -42537.094654 nChanged 4 SP:Iteration 9Q (96.549405 sec): 3 clusters Score: Raw -43716.933728 + Penalty 1178.852807 = -42538.080921 nChanged 1 SP:Iteration 10F (96.550411 sec): 3 clusters Score: Raw -43717.330429 + Penalty 1178.852807 = -42538.477622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (2446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.562031 sec): 2 clusters Score: Raw -207829.875277 + Penalty 146.354088 = -207683.521189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.566858 sec): 3 clusters Score: Raw -206240.634566 + Penalty 290.836513 = -205949.798053 nChanged 1127 SP:Iteration 1F (96.571485 sec): 3 clusters Score: Raw -207112.486553 + Penalty 293.648371 = -206818.838182 nChanged 256 SP:Iteration 2F (96.575983 sec): 3 clusters Score: Raw -207388.796817 + Penalty 294.142393 = -207094.654424 nChanged 121 SP:Iteration 3Q (96.580428 sec): 3 clusters Score: Raw -207487.472837 + Penalty 294.399357 = -207193.073480 nChanged 54 SP:Iteration 4Q (96.584836 sec): 3 clusters Score: Raw -207503.999796 + Penalty 294.519999 = -207209.479797 nChanged 31 SP:Iteration 5Q (96.589184 sec): 3 clusters Score: Raw -207511.464108 + Penalty 294.969317 = -207216.494791 nChanged 28 SP:Iteration 6Q (96.593513 sec): 3 clusters Score: Raw -207516.025120 + Penalty 295.247319 = -207220.777801 nChanged 18 SP:Iteration 7Q (96.597908 sec): 3 clusters Score: Raw -207518.761355 + Penalty 295.458467 = -207223.302888 nChanged 16 SP:Iteration 8Q (96.602291 sec): 3 clusters Score: Raw -207521.310185 + Penalty 295.757606 = -207225.552579 nChanged 21 SP:Iteration 9Q (96.606648 sec): 3 clusters Score: Raw -207524.491569 + Penalty 296.016107 = -207228.475462 nChanged 25 SP:Iteration 10F (96.611176 sec): 3 clusters Score: Raw -207529.195930 + Penalty 296.393849 = -207232.802081 nChanged 31 SP:Iteration 11Q (96.615564 sec): 3 clusters Score: Raw -207534.587211 + Penalty 296.699355 = -207237.887856 nChanged 24 SP:Iteration 12Q (96.619867 sec): 3 clusters Score: Raw -207538.517033 + Penalty 296.794049 = -207241.722984 nChanged 21 SP:Iteration 13Q (96.624272 sec): 3 clusters Score: Raw -207541.162840 + Penalty 297.134071 = -207244.028769 nChanged 12 SP:Iteration 14Q (96.628586 sec): 3 clusters Score: Raw -207542.639707 + Penalty 297.621229 = -207245.018478 nChanged 19 SP:Iteration 15Q (96.632858 sec): 3 clusters Score: Raw -207545.115627 + Penalty 297.861015 = -207247.254612 nChanged 20 SP:Iteration 16Q (96.637117 sec): 3 clusters Score: Raw -207547.697948 + Penalty 298.556382 = -207249.141566 nChanged 22 SP:Iteration 17Q (96.641502 sec): 3 clusters Score: Raw -207551.404755 + Penalty 299.413141 = -207251.991614 nChanged 25 SP:Iteration 18Q (96.645738 sec): 3 clusters Score: Raw -207556.043820 + Penalty 299.719044 = -207256.324776 nChanged 20 SP:Iteration 19Q (96.650034 sec): 3 clusters Score: Raw -207560.497991 + Penalty 300.380006 = -207260.117985 nChanged 23 SP:Iteration 20F (96.654575 sec): 3 clusters Score: Raw -207566.678771 + Penalty 300.984380 = -207265.694391 nChanged 28 SP:Iteration 21Q (96.658839 sec): 3 clusters Score: Raw -207574.881426 + Penalty 301.950667 = -207272.930760 nChanged 29 SP:Iteration 22Q (96.663072 sec): 3 clusters Score: Raw -207582.606828 + Penalty 301.313137 = -207281.293691 nChanged 26 SP:Iteration 23Q (96.667317 sec): 3 clusters Score: Raw -207589.389756 + Penalty 301.958615 = -207287.431141 nChanged 29 SP:Iteration 24Q (96.671623 sec): 3 clusters Score: Raw -207596.031750 + Penalty 302.454457 = -207293.577293 nChanged 22 SP:Iteration 25Q (96.676078 sec): 3 clusters Score: Raw -207600.070311 + Penalty 304.055840 = -207296.014471 nChanged 29 SP:Iteration 26Q (96.680302 sec): 3 clusters Score: Raw -207605.865837 + Penalty 303.989466 = -207301.876372 nChanged 24 SP:Iteration 27Q (96.684512 sec): 3 clusters Score: Raw -207610.667146 + Penalty 305.838649 = -207304.828497 nChanged 24 SP:Iteration 28Q (96.688650 sec): 3 clusters Score: Raw -207614.760091 + Penalty 307.694752 = -207307.065339 nChanged 21 SP:Iteration 29Q (96.692754 sec): 3 clusters Score: Raw -207619.277893 + Penalty 311.149891 = -207308.128003 nChanged 27 SP:Iteration 30F (96.697166 sec): 3 clusters Score: Raw -207625.292035 + Penalty 313.894356 = -207311.397679 nChanged 22 SP:Iteration 31Q (96.701293 sec): 3 clusters Score: Raw -207629.924585 + Penalty 315.614016 = -207314.310569 nChanged 19 SP:Iteration 32Q (96.705424 sec): 3 clusters Score: Raw -207633.956699 + Penalty 316.892219 = -207317.064480 nChanged 18 SP:Iteration 33Q (96.709560 sec): 3 clusters Score: Raw -207637.791949 + Penalty 316.989482 = -207320.802467 nChanged 19 SP:Iteration 34Q (96.713646 sec): 3 clusters Score: Raw -207641.098189 + Penalty 319.280317 = -207321.817872 nChanged 18 SP:Iteration 35Q (96.717745 sec): 3 clusters Score: Raw -207643.999011 + Penalty 321.091930 = -207322.907081 nChanged 13 SP:Iteration 36Q (96.721828 sec): 3 clusters Score: Raw -207646.103385 + Penalty 322.236620 = -207323.866766 nChanged 18 SP:Iteration 37Q (96.726182 sec): 3 clusters Score: Raw -207650.203774 + Penalty 323.451160 = -207326.752614 nChanged 19 SP:Iteration 38Q (96.730335 sec): 3 clusters Score: Raw -207653.392073 + Penalty 325.136892 = -207328.255181 nChanged 18 SP:Iteration 39Q (96.734358 sec): 3 clusters Score: Raw -207656.303456 + Penalty 325.935447 = -207330.368009 nChanged 16 SP:Iteration 40F (96.738857 sec): 3 clusters Score: Raw -207658.888767 + Penalty 327.636586 = -207331.252181 nChanged 15 SP:Iteration 41Q (96.742756 sec): 3 clusters Score: Raw -207660.736532 + Penalty 329.749754 = -207330.986778 nChanged 13 SP:Iteration 42F (96.747237 sec): 3 clusters Score: Raw -207662.496717 + Penalty 331.851700 = -207330.645017 nChanged 17 SP:Iteration 43F (96.751660 sec): 3 clusters Score: Raw -207665.621984 + Penalty 332.778729 = -207332.843254 nChanged 21 SP:Iteration 44Q (96.755653 sec): 3 clusters Score: Raw -207669.699446 + Penalty 334.741549 = -207334.957897 nChanged 26 SP:Iteration 45Q (96.759700 sec): 3 clusters Score: Raw -207676.760863 + Penalty 338.436881 = -207338.323982 nChanged 30 SP:Iteration 46Q (96.763897 sec): 3 clusters Score: Raw -207687.658810 + Penalty 338.380472 = -207349.278339 nChanged 37 SP:Iteration 47Q (96.767891 sec): 3 clusters Score: Raw -207707.098387 + Penalty 340.610004 = -207366.488383 nChanged 48 SP:Iteration 48Q (96.772041 sec): 3 clusters Score: Raw -207741.112724 + Penalty 338.475496 = -207402.637228 nChanged 32 SP:Iteration 49Q (96.776104 sec): 3 clusters Score: Raw -207761.633280 + Penalty 348.542746 = -207413.090534 nChanged 24 SP:Iteration 50F (96.780746 sec): 3 clusters Score: Raw -207777.396273 + Penalty 371.457794 = -207405.938479 nChanged 24 SP:Iteration 51F (96.785341 sec): 3 clusters Score: Raw -207791.060279 + Penalty 377.907760 = -207413.152519 nChanged 12 SP:Iteration 52Q (96.789155 sec): 3 clusters Score: Raw -207795.595343 + Penalty 392.641065 = -207402.954278 nChanged 11 SP:Iteration 53F (96.793595 sec): 3 clusters Score: Raw -207797.533971 + Penalty 405.151523 = -207392.382448 nChanged 10 SP:Iteration 54F (96.798105 sec): 3 clusters Score: Raw -207800.828604 + Penalty 429.747234 = -207371.081371 nChanged 13 SP:Iteration 55F (96.802577 sec): 3 clusters Score: Raw -207807.716529 + Penalty 479.458594 = -207328.257935 nChanged 16 SP:Iteration 56F (96.807059 sec): 3 clusters Score: Raw -207818.033483 + Penalty 512.003639 = -207306.029843 nChanged 14 SP:Iteration 57F (96.811547 sec): 3 clusters Score: Raw -207827.417972 + Penalty 554.407853 = -207273.010119 nChanged 11 SP:Iteration 58F (96.816035 sec): 3 clusters Score: Raw -207835.369653 + Penalty 585.156362 = -207250.213291 nChanged 8 SP:Iteration 59F (96.820475 sec): 3 clusters Score: Raw -207840.217113 + Penalty 581.830737 = -207258.386376 nChanged 1 SP:Iteration 60F (96.825081 sec): 3 clusters Score: Raw -207840.167659 + Penalty 594.691849 = -207245.475811 nChanged 1 SP:Iteration 61F (96.829492 sec): 3 clusters Score: Raw -207839.267307 + Penalty 594.691849 = -207244.575458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.833084 sec): 2 clusters Score: Raw -49513.203383 + Penalty 688.138846 = -48825.064537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.834204 sec): 3 clusters Score: Raw -49314.272468 + Penalty 1378.498657 = -47935.773811 nChanged 159 SP:Iteration 1F (96.835321 sec): 3 clusters Score: Raw -49446.525636 + Penalty 1383.735380 = -48062.790256 nChanged 44 SP:Iteration 2F (96.836427 sec): 3 clusters Score: Raw -49476.084980 + Penalty 1386.982475 = -48089.102505 nChanged 19 SP:Iteration 3Q (96.837519 sec): 3 clusters Score: Raw -49489.485825 + Penalty 1390.241472 = -48099.244353 nChanged 11 SP:Iteration 4Q (96.838613 sec): 3 clusters Score: Raw -49498.398043 + Penalty 1395.938662 = -48102.459381 nChanged 13 SP:Iteration 5Q (96.839719 sec): 3 clusters Score: Raw -49510.213060 + Penalty 1407.712030 = -48102.501030 nChanged 21 SP:Iteration 6Q (96.840844 sec): 3 clusters Score: Raw -49534.078338 + Penalty 1419.884664 = -48114.193674 nChanged 19 SP:Iteration 7Q (96.841931 sec): 3 clusters Score: Raw -49556.197524 + Penalty 1432.200178 = -48123.997346 nChanged 17 SP:Iteration 8Q (96.843012 sec): 3 clusters Score: Raw -49577.499948 + Penalty 1441.097429 = -48136.402519 nChanged 14 SP:Iteration 9Q (96.844106 sec): 3 clusters Score: Raw -49596.504966 + Penalty 1453.154154 = -48143.350812 nChanged 13 SP:Iteration 10F (96.845268 sec): 3 clusters Score: Raw -49611.834716 + Penalty 1461.606422 = -48150.228294 nChanged 8 SP:Iteration 11Q (96.846378 sec): 3 clusters Score: Raw -49621.110761 + Penalty 1466.614046 = -48154.496715 nChanged 7 SP:Iteration 12Q (96.847481 sec): 3 clusters Score: Raw -49627.993972 + Penalty 1469.408179 = -48158.585793 nChanged 4 SP:Iteration 13Q (96.848540 sec): 3 clusters Score: Raw -49631.981803 + Penalty 1475.858063 = -48156.123740 nChanged 5 SP:Iteration 14F (96.849645 sec): 3 clusters Score: Raw -49637.521480 + Penalty 1480.098666 = -48157.422815 nChanged 5 SP:Iteration 15Q (96.850683 sec): 3 clusters Score: Raw -49645.863917 + Penalty 1482.947949 = -48162.915968 nChanged 4 SP:Iteration 16Q (96.851706 sec): 3 clusters Score: Raw -49655.094947 + Penalty 1483.548513 = -48171.546434 nChanged 2 SP:Iteration 17Q (96.852718 sec): 3 clusters Score: Raw -49655.898191 + Penalty 1483.776184 = -48172.122008 nChanged 1 SP:Iteration 18Q (96.853751 sec): 3 clusters Score: Raw -49656.785019 + Penalty 1485.233390 = -48171.551628 nChanged 2 SP:Iteration 19F (96.854853 sec): 3 clusters Score: Raw -49659.530012 + Penalty 1485.239776 = -48174.290236 nChanged 1 SP:Iteration 20F (96.855956 sec): 3 clusters Score: Raw -49660.747301 + Penalty 1485.239776 = -48175.507526 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 36 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.860739 sec): 2 clusters Score: Raw -122873.895967 + Penalty 764.704139 = -122109.191828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.863325 sec): 3 clusters Score: Raw -122259.031247 + Penalty 1520.270973 = -120738.760273 nChanged 462 SP:Iteration 1F (96.865725 sec): 3 clusters Score: Raw -122727.944673 + Penalty 1512.281808 = -121215.662865 nChanged 194 SP:Iteration 2F (96.868106 sec): 3 clusters Score: Raw -123004.119700 + Penalty 1506.456853 = -121497.662847 nChanged 103 SP:Iteration 3F (96.870455 sec): 3 clusters Score: Raw -123114.517282 + Penalty 1507.647256 = -121606.870026 nChanged 55 SP:Iteration 4Q (96.872799 sec): 3 clusters Score: Raw -123162.406770 + Penalty 1509.291578 = -121653.115192 nChanged 23 SP:Iteration 5Q (96.875183 sec): 3 clusters Score: Raw -123174.523470 + Penalty 1507.593583 = -121666.929887 nChanged 14 SP:Iteration 6Q (96.877641 sec): 3 clusters Score: Raw -123181.828718 + Penalty 1507.381503 = -121674.447215 nChanged 6 SP:Iteration 7Q (96.880134 sec): 3 clusters Score: Raw -123185.983118 + Penalty 1507.646972 = -121678.336146 nChanged 3 SP:Iteration 8Q (96.882540 sec): 3 clusters Score: Raw -123187.401260 + Penalty 1508.200600 = -121679.200660 nChanged 1 SP:Iteration 9Q (96.884982 sec): 3 clusters Score: Raw -123189.005258 + Penalty 1509.014183 = -121679.991075 nChanged 4 SP:Iteration 10F (96.887359 sec): 3 clusters Score: Raw -123191.583433 + Penalty 1509.472486 = -121682.110947 nChanged 2 SP:Iteration 11Q (96.889681 sec): 3 clusters Score: Raw -123193.532919 + Penalty 1510.235974 = -121683.296945 nChanged 1 SP:Iteration 12Q (96.891981 sec): 3 clusters Score: Raw -123194.049378 + Penalty 1509.920133 = -121684.129245 nChanged 1 SP:Iteration 13Q (96.894318 sec): 3 clusters Score: Raw -123194.375598 + Penalty 1509.920133 = -121684.455465 nChanged 0 SP:Iteration 14F (96.896643 sec): 3 clusters Score: Raw -123194.375598 + Penalty 1509.920133 = -121684.455465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 38 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.901244 sec): 2 clusters Score: Raw -67739.961433 + Penalty 480.026432 = -67259.935000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.902819 sec): 3 clusters Score: Raw -67335.506044 + Penalty 967.776076 = -66367.729969 nChanged 279 SP:Iteration 1F (96.904364 sec): 3 clusters Score: Raw -67545.443512 + Penalty 1004.021146 = -66541.422366 nChanged 108 SP:Iteration 2F (96.905903 sec): 3 clusters Score: Raw -67692.316335 + Penalty 1061.947634 = -66630.368702 nChanged 82 SP:Iteration 3F (96.907466 sec): 3 clusters Score: Raw -67819.535416 + Penalty 1114.784092 = -66704.751323 nChanged 50 SP:Iteration 4F (96.909031 sec): 3 clusters Score: Raw -67911.245509 + Penalty 1149.907997 = -66761.337512 nChanged 31 SP:Iteration 5Q (96.910537 sec): 3 clusters Score: Raw -67956.166584 + Penalty 1160.576236 = -66795.590348 nChanged 19 SP:Iteration 6Q (96.911979 sec): 3 clusters Score: Raw -67971.344052 + Penalty 1165.474875 = -66805.869177 nChanged 6 SP:Iteration 7Q (96.913380 sec): 3 clusters Score: Raw -67983.316397 + Penalty 1167.371629 = -66815.944768 nChanged 2 SP:Iteration 8Q (96.914764 sec): 3 clusters Score: Raw -67984.750937 + Penalty 1171.517228 = -66813.233710 nChanged 3 SP:Iteration 9F (96.916326 sec): 3 clusters Score: Raw -67986.499437 + Penalty 1173.949997 = -66812.549440 nChanged 1 SP:Iteration 10F (96.917863 sec): 3 clusters Score: Raw -67986.919885 + Penalty 1174.415960 = -66812.503925 nChanged 1 SP:Iteration 11F (96.919399 sec): 3 clusters Score: Raw -67987.536451 + Penalty 1175.438489 = -66812.097962 nChanged 1 SP:Iteration 12F (96.920930 sec): 3 clusters Score: Raw -67987.968107 + Penalty 1175.438489 = -66812.529618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 40 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.923974 sec): 2 clusters Score: Raw -29262.532457 + Penalty 203.784076 = -29058.748380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.924799 sec): 3 clusters Score: Raw -29093.166059 + Penalty 421.391002 = -28671.775057 nChanged 144 SP:Iteration 1F (96.925608 sec): 3 clusters Score: Raw -29245.151214 + Penalty 476.502918 = -28768.648297 nChanged 55 SP:Iteration 2F (96.926438 sec): 3 clusters Score: Raw -29341.045436 + Penalty 542.633934 = -28798.411501 nChanged 27 SP:Iteration 3F (96.927257 sec): 3 clusters Score: Raw -29424.766352 + Penalty 573.589260 = -28851.177093 nChanged 14 SP:Iteration 4Q (96.928026 sec): 3 clusters Score: Raw -29472.900023 + Penalty 579.660719 = -28893.239303 nChanged 7 SP:Iteration 5Q (96.928752 sec): 3 clusters Score: Raw -29478.263722 + Penalty 579.660719 = -28898.603002 nChanged 0 SP:Iteration 6F (96.929563 sec): 3 clusters Score: Raw -29478.263722 + Penalty 579.660719 = -28898.603002 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 48 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.934138 sec): 2 clusters Score: Raw -76744.081374 + Penalty 459.128796 = -76284.952578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.935888 sec): 3 clusters Score: Raw -76362.394118 + Penalty 914.215348 = -75448.178770 nChanged 309 SP:Iteration 1F (96.937554 sec): 3 clusters Score: Raw -76630.687098 + Penalty 907.910369 = -75722.776729 nChanged 125 SP:Iteration 2F (96.939199 sec): 3 clusters Score: Raw -76828.858443 + Penalty 903.313552 = -75925.544891 nChanged 92 SP:Iteration 3F (96.940832 sec): 3 clusters Score: Raw -76957.455186 + Penalty 898.916864 = -76058.538321 nChanged 61 SP:Iteration 4F (96.942465 sec): 3 clusters Score: Raw -77018.691925 + Penalty 901.706660 = -76116.985264 nChanged 21 SP:Iteration 5Q (96.944097 sec): 3 clusters Score: Raw -77042.807704 + Penalty 903.955660 = -76138.852045 nChanged 12 SP:Iteration 6Q (96.945719 sec): 3 clusters Score: Raw -77052.939200 + Penalty 905.795127 = -76147.144073 nChanged 3 SP:Iteration 7Q (96.947356 sec): 3 clusters Score: Raw -77055.035099 + Penalty 906.449434 = -76148.585665 nChanged 1 SP:Iteration 8Q (96.948984 sec): 3 clusters Score: Raw -77055.460422 + Penalty 906.449434 = -76149.010988 nChanged 0 SP:Iteration 9F (96.950653 sec): 3 clusters Score: Raw -77055.460422 + Penalty 906.449434 = -76149.010988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 49 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.953762 sec): 2 clusters Score: Raw -45774.668967 + Penalty 480.410947 = -45294.258020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.954848 sec): 3 clusters Score: Raw -45526.246007 + Penalty 970.862527 = -44555.383480 nChanged 171 SP:Iteration 1F (96.955937 sec): 3 clusters Score: Raw -45693.625459 + Penalty 1001.276651 = -44692.348808 nChanged 69 SP:Iteration 2F (96.957040 sec): 3 clusters Score: Raw -45784.547651 + Penalty 1027.983512 = -44756.564139 nChanged 39 SP:Iteration 3F (96.958119 sec): 3 clusters Score: Raw -45831.267764 + Penalty 1044.479321 = -44786.788443 nChanged 26 SP:Iteration 4F (96.959246 sec): 3 clusters Score: Raw -45859.902483 + Penalty 1054.751665 = -44805.150818 nChanged 24 SP:Iteration 5Q (96.960321 sec): 3 clusters Score: Raw -45896.067399 + Penalty 1062.765969 = -44833.301430 nChanged 12 SP:Iteration 6Q (96.961382 sec): 3 clusters Score: Raw -45911.298630 + Penalty 1064.957523 = -44846.341107 nChanged 5 SP:Iteration 7Q (96.962385 sec): 3 clusters Score: Raw -45914.948903 + Penalty 1065.581267 = -44849.367636 nChanged 3 SP:Iteration 8Q (96.963385 sec): 3 clusters Score: Raw -45919.148963 + Penalty 1068.070164 = -44851.078799 nChanged 5 SP:Iteration 9Q (96.964421 sec): 3 clusters Score: Raw -45928.936963 + Penalty 1067.863661 = -44861.073302 nChanged 2 SP:Iteration 10F (96.965541 sec): 3 clusters Score: Raw -45931.648810 + Penalty 1067.531138 = -44864.117673 nChanged 1 SP:Iteration 11Q (96.966568 sec): 3 clusters Score: Raw -45932.132381 + Penalty 1067.531138 = -44864.601244 nChanged 0 SP:Iteration 12F (96.967682 sec): 3 clusters Score: Raw -45932.132381 + Penalty 1067.531138 = -44864.601244 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 53 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.972724 sec): 2 clusters Score: Raw -81481.515642 + Penalty 380.782349 = -81100.733292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.974518 sec): 3 clusters Score: Raw -80893.241037 + Penalty 770.824078 = -80122.416959 nChanged 406 SP:Iteration 1F (96.976367 sec): 3 clusters Score: Raw -81173.089896 + Penalty 780.399908 = -80392.689988 nChanged 129 SP:Iteration 2F (96.978197 sec): 3 clusters Score: Raw -81237.972291 + Penalty 777.167255 = -80460.805036 nChanged 68 SP:Iteration 3F (96.980101 sec): 3 clusters Score: Raw -81285.452069 + Penalty 770.527869 = -80514.924200 nChanged 54 SP:Iteration 4F (96.981987 sec): 3 clusters Score: Raw -81330.084899 + Penalty 764.687779 = -80565.397120 nChanged 49 SP:Iteration 5F (96.983778 sec): 3 clusters Score: Raw -81367.154129 + Penalty 758.961057 = -80608.193072 nChanged 43 SP:Iteration 6Q (96.985582 sec): 3 clusters Score: Raw -81417.396802 + Penalty 749.755534 = -80667.641268 nChanged 47 SP:Iteration 7F (96.987383 sec): 3 clusters Score: Raw -81466.208588 + Penalty 745.733060 = -80720.475528 nChanged 35 SP:Iteration 8Q (96.989143 sec): 3 clusters Score: Raw -81491.833622 + Penalty 740.488733 = -80751.344890 nChanged 31 SP:Iteration 9Q (96.990877 sec): 3 clusters Score: Raw -81507.924919 + Penalty 738.877878 = -80769.047040 nChanged 12 SP:Iteration 10F (96.992637 sec): 3 clusters Score: Raw -81512.738774 + Penalty 737.511182 = -80775.227592 nChanged 7 SP:Iteration 11Q (96.994330 sec): 3 clusters Score: Raw -81514.478952 + Penalty 736.601329 = -80777.877624 nChanged 6 SP:Iteration 12Q (96.996030 sec): 3 clusters Score: Raw -81515.375651 + Penalty 735.568940 = -80779.806711 nChanged 5 SP:Iteration 13Q (96.997738 sec): 3 clusters Score: Raw -81516.214664 + Penalty 735.156693 = -80781.057971 nChanged 2 SP:Iteration 14Q (96.999466 sec): 3 clusters Score: Raw -81516.256905 + Penalty 735.077319 = -80781.179586 nChanged 1 SP:Iteration 15Q (97.001194 sec): 3 clusters Score: Raw -81516.302974 + Penalty 735.049965 = -80781.253008 nChanged 1 SP:Iteration 16Q (97.002893 sec): 3 clusters Score: Raw -81516.327863 + Penalty 735.049965 = -80781.277898 nChanged 0 SP:Iteration 17F (97.004659 sec): 3 clusters Score: Raw -81516.327863 + Penalty 735.049965 = -80781.277898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.006046 sec): 2 clusters Score: Raw -5925.323585 + Penalty 176.594699 = -5748.728886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.006482 sec): 3 clusters Score: Raw -5993.612599 + Penalty 367.176057 = -5626.436542 nChanged 22 SP:Iteration 1F (97.006890 sec): 3 clusters Score: Raw -6041.692692 + Penalty 369.506775 = -5672.185918 nChanged 5 SP:Iteration 2Q (97.007272 sec): 3 clusters Score: Raw -6060.132023 + Penalty 372.592117 = -5687.539905 nChanged 8 SP:Iteration 3F (97.007676 sec): 3 clusters Score: Raw -6079.995129 + Penalty 365.817239 = -5714.177889 nChanged 3 SP:Iteration 4Q (97.008056 sec): 3 clusters Score: Raw -6099.865411 + Penalty 365.871691 = -5733.993719 nChanged 3 SP:Iteration 5Q (97.008429 sec): 3 clusters Score: Raw -6109.206076 + Penalty 365.873342 = -5743.332734 nChanged 1 SP:Iteration 6Q (97.008800 sec): 3 clusters Score: Raw -6112.223656 + Penalty 365.873342 = -5746.350314 nChanged 0 SP:Iteration 7F (97.009205 sec): 3 clusters Score: Raw -6112.223656 + Penalty 365.873342 = -5746.350314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 58 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.012213 sec): 2 clusters Score: Raw -72786.173702 + Penalty 226.095511 = -72560.078191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.014029 sec): 3 clusters Score: Raw -72267.333200 + Penalty 589.928341 = -71677.404858 nChanged 389 SP:Iteration 1F (97.015764 sec): 3 clusters Score: Raw -72879.870233 + Penalty 666.833641 = -72213.036592 nChanged 100 SP:Iteration 2F (97.017534 sec): 3 clusters Score: Raw -72991.509544 + Penalty 681.739023 = -72309.770522 nChanged 31 SP:Iteration 3Q (97.019129 sec): 3 clusters Score: Raw -73012.706445 + Penalty 694.770983 = -72317.935463 nChanged 14 SP:Iteration 4Q (97.020687 sec): 3 clusters Score: Raw -73027.399064 + Penalty 700.517950 = -72326.881114 nChanged 11 SP:Iteration 5Q (97.022206 sec): 3 clusters Score: Raw -73036.863073 + Penalty 701.794199 = -72335.068874 nChanged 6 SP:Iteration 6Q (97.023688 sec): 3 clusters Score: Raw -73039.351062 + Penalty 701.794199 = -72337.556863 nChanged 0 SP:Iteration 7F (97.025444 sec): 3 clusters Score: Raw -73039.351062 + Penalty 701.794199 = -72337.556863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 59 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.027092 sec): 2 clusters Score: Raw -21326.729816 + Penalty 213.836282 = -21112.893534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.027740 sec): 3 clusters Score: Raw -21213.989556 + Penalty 528.852488 = -20685.137068 nChanged 90 SP:Iteration 1F (97.028378 sec): 3 clusters Score: Raw -21320.897455 + Penalty 636.072976 = -20684.824478 nChanged 17 SP:Iteration 2F (97.029033 sec): 3 clusters Score: Raw -21371.547967 + Penalty 709.370222 = -20662.177745 nChanged 10 SP:Iteration 3F (97.029672 sec): 3 clusters Score: Raw -21409.653565 + Penalty 704.046095 = -20705.607470 nChanged 5 SP:Iteration 4Q (97.030230 sec): 3 clusters Score: Raw -21415.426867 + Penalty 707.791044 = -20707.635823 nChanged 1 SP:Iteration 5Q (97.030785 sec): 3 clusters Score: Raw -21416.855067 + Penalty 707.791044 = -20709.064023 nChanged 0 SP:Iteration 6F (97.031448 sec): 3 clusters Score: Raw -21416.855067 + Penalty 707.791044 = -20709.064023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 62 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.032355 sec): 2 clusters Score: Raw -13983.799928 + Penalty 244.703259 = -13739.096670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.032861 sec): 3 clusters Score: Raw -13920.437325 + Penalty 485.719141 = -13434.718184 nChanged 43 SP:Iteration 1F (97.033351 sec): 3 clusters Score: Raw -13977.172952 + Penalty 475.872428 = -13501.300523 nChanged 18 SP:Iteration 2F (97.033842 sec): 3 clusters Score: Raw -13990.056693 + Penalty 478.448530 = -13511.608163 nChanged 6 SP:Iteration 3Q (97.034327 sec): 3 clusters Score: Raw -13997.791147 + Penalty 479.561517 = -13518.229631 nChanged 7 SP:Iteration 4Q (97.034810 sec): 3 clusters Score: Raw -14005.896871 + Penalty 490.588029 = -13515.308842 nChanged 6 SP:Iteration 5F (97.035296 sec): 3 clusters Score: Raw -14011.977113 + Penalty 494.416681 = -13517.560432 nChanged 1 SP:Iteration 6Q (97.035782 sec): 3 clusters Score: Raw -14014.385403 + Penalty 499.692659 = -13514.692744 nChanged 2 SP:Iteration 7F (97.036257 sec): 3 clusters Score: Raw -14018.985440 + Penalty 499.692659 = -13519.292781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 64 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.037981 sec): 2 clusters Score: Raw -23127.199626 + Penalty 520.927094 = -22606.272531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.038676 sec): 3 clusters Score: Raw -23059.126196 + Penalty 1039.787893 = -22019.338303 nChanged 60 SP:Iteration 1F (97.039349 sec): 3 clusters Score: Raw -23171.728166 + Penalty 1029.380961 = -22142.347205 nChanged 29 SP:Iteration 2F (97.040022 sec): 3 clusters Score: Raw -23225.904446 + Penalty 1019.440395 = -22206.464051 nChanged 18 SP:Iteration 3F (97.040696 sec): 3 clusters Score: Raw -23257.255707 + Penalty 1013.524434 = -22243.731273 nChanged 11 SP:Iteration 4Q (97.041334 sec): 3 clusters Score: Raw -23281.707431 + Penalty 1006.905991 = -22274.801441 nChanged 8 SP:Iteration 5Q (97.041969 sec): 3 clusters Score: Raw -23309.739264 + Penalty 1001.507061 = -22308.232204 nChanged 5 SP:Iteration 6Q (97.042617 sec): 3 clusters Score: Raw -23321.351969 + Penalty 1001.070321 = -22320.281648 nChanged 2 SP:Iteration 7Q (97.043243 sec): 3 clusters Score: Raw -23323.969912 + Penalty 998.268970 = -22325.700942 nChanged 1 SP:Iteration 8Q (97.043866 sec): 3 clusters Score: Raw -23329.343496 + Penalty 996.984368 = -22332.359128 nChanged 3 SP:Iteration 9Q (97.044485 sec): 3 clusters Score: Raw -23334.200701 + Penalty 995.215672 = -22338.985029 nChanged 1 SP:Iteration 10F (97.045157 sec): 3 clusters Score: Raw -23335.830970 + Penalty 995.215672 = -22340.615298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 124 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.046232 sec): 2 clusters Score: Raw -18872.886565 + Penalty 736.243056 = -18136.643508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.046827 sec): 3 clusters Score: Raw -18880.928208 + Penalty 1476.448847 = -17404.479361 nChanged 46 SP:Iteration 1F (97.047420 sec): 3 clusters Score: Raw -19013.022592 + Penalty 1476.219768 = -17536.802824 nChanged 18 SP:Iteration 2F (97.048013 sec): 3 clusters Score: Raw -19084.082262 + Penalty 1476.989094 = -17607.093168 nChanged 7 SP:Iteration 3Q (97.048588 sec): 3 clusters Score: Raw -19100.692870 + Penalty 1477.485715 = -17623.207155 nChanged 3 SP:Iteration 4Q (97.049142 sec): 3 clusters Score: Raw -19109.019845 + Penalty 1478.470110 = -17630.549736 nChanged 2 SP:Iteration 5Q (97.049694 sec): 3 clusters Score: Raw -19114.901201 + Penalty 1480.588318 = -17634.312883 nChanged 4 SP:Iteration 6Q (97.050244 sec): 3 clusters Score: Raw -19127.711109 + Penalty 1481.800061 = -17645.911048 nChanged 1 SP:Iteration 7Q (97.050817 sec): 3 clusters Score: Raw -19131.093787 + Penalty 1482.831142 = -17648.262645 nChanged 1 SP:Iteration 8Q (97.051357 sec): 3 clusters Score: Raw -19133.216941 + Penalty 1482.831142 = -17650.385800 nChanged 0 SP:Iteration 9F (97.051949 sec): 3 clusters Score: Raw -19133.216941 + Penalty 1482.831142 = -17650.385800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 225 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.052876 sec): 2 clusters Score: Raw -13731.373465 + Penalty 376.504722 = -13354.868743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.053391 sec): 3 clusters Score: Raw -13680.562902 + Penalty 752.760790 = -12927.802113 nChanged 31 SP:Iteration 1F (97.053898 sec): 3 clusters Score: Raw -13720.974538 + Penalty 752.530800 = -12968.443738 nChanged 16 SP:Iteration 2F (97.054406 sec): 3 clusters Score: Raw -13755.255492 + Penalty 757.265830 = -12997.989663 nChanged 7 SP:Iteration 3Q (97.054900 sec): 3 clusters Score: Raw -13770.848887 + Penalty 763.253952 = -13007.594935 nChanged 9 SP:Iteration 4F (97.055406 sec): 3 clusters Score: Raw -13789.191922 + Penalty 774.049227 = -13015.142695 nChanged 5 SP:Iteration 5Q (97.055892 sec): 3 clusters Score: Raw -13799.348868 + Penalty 788.418700 = -13010.930168 nChanged 6 SP:Iteration 6F (97.056442 sec): 3 clusters Score: Raw -13825.196359 + Penalty 788.966548 = -13036.229810 nChanged 7 SP:Iteration 7Q (97.056926 sec): 3 clusters Score: Raw -13848.858332 + Penalty 786.318379 = -13062.539952 nChanged 3 SP:Iteration 8Q (97.057401 sec): 3 clusters Score: Raw -13851.357907 + Penalty 786.318379 = -13065.039528 nChanged 0 SP:Iteration 9F (97.057921 sec): 3 clusters Score: Raw -13851.357907 + Penalty 786.318379 = -13065.039528 nChanged 0 Time taken for this iteration:96.028277 seconds. 300->30 Clusters: Score -3071068.483183, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 188 (time per iteration =516.517043 ms) Total iterations: 2233 (time per iteration =43.486433 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5765431250.000000 (time per metric unit =16.842661ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 144135781250.000000 (time per metric unit=673.706440ps) That took 97.105204 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 2 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38100 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 38100 points ------ Starting initial clusters from distinct float masks Not enough masks (238) to generate starting clusters (300), so starting with (239) clusters instead. Assigned 239 initial classes from 238 unique masks. Deleting Class 231 (1 points): Lose 0.516458 but Gain 1653.395091 Iteration 0F (5.337217 sec): 238 clusters Score: Raw -3261295.360095 + Penalty 254492.559158 = -3006802.800936 nChanged 9353 Deleting Class 227 (1 points): Lose 1.262138 but Gain 1610.440481 Iteration 1F (9.432748 sec): 232 clusters Score: Raw -3281790.241764 + Penalty 254651.296165 = -3027138.945599 nChanged 3546 Deleting Class 93 (6 points): Lose 92.134850 but Gain 1656.030297 Iteration 2F (13.546690 sec): 231 clusters Score: Raw -3286593.116944 + Penalty 251530.386678 = -3035062.730266 nChanged 2096 Deleting Class 201 (1 points): Lose 3.406527 but Gain 1541.353855 Iteration 3F (17.601901 sec): 229 clusters Score: Raw -3289178.088555 + Penalty 249665.056904 = -3039513.031651 nChanged 1464 Deleting Class 127 (12 points): Lose 120.839388 but Gain 1635.796460 Iteration 4Q (18.122905 sec): 228 clusters Score: Raw -3290505.272161 + Penalty 247640.051708 = -3042865.220453 nChanged 1015 Deleting Class 181 (2 points): Lose 13.774979 but Gain 1489.906600 Iteration 5Q (18.572780 sec): 226 clusters Score: Raw -3291399.896292 + Penalty 246337.521928 = -3045062.374364 nChanged 742 Deleting Class 75 (16 points): Lose 196.592640 but Gain 1654.102952 Iteration 6Q (18.983066 sec): 225 clusters Score: Raw -3291840.210179 + Penalty 244998.818645 = -3046841.391534 nChanged 642 Deleting Class 211 (4 points): Lose 61.021308 but Gain 1516.725380 Iteration 7Q (19.378515 sec): 224 clusters Score: Raw -3292425.243414 + Penalty 243565.201801 = -3048860.041613 nChanged 547 Deleting Class 223 (1 points): Lose 5.822111 but Gain 1458.466955 Iteration 8Q (19.754333 sec): 223 clusters Score: Raw -3292823.973847 + Penalty 242111.385600 = -3050712.588248 nChanged 534 Deleting Class 167 (6 points): Lose 95.185712 but Gain 1545.338964 Iteration 9Q (20.127636 sec): 222 clusters Score: Raw -3293107.928520 + Penalty 240736.458175 = -3052371.470345 nChanged 538 Deleting Class 197 (6 points): Lose 83.828985 but Gain 1521.995428 Iteration 10F (24.035260 sec): 221 clusters Score: Raw -3293474.745825 + Penalty 239367.999726 = -3054106.746100 nChanged 597 Deleting Class 190 (8 points): Lose 114.642087 but Gain 1535.004295 Iteration 11Q (24.409606 sec): 220 clusters Score: Raw -3293848.648431 + Penalty 237847.855480 = -3056000.792951 nChanged 635 Deleting Class 215 (4 points): Lose 28.471950 but Gain 1448.426452 Iteration 12Q (24.786895 sec): 219 clusters Score: Raw -3294297.476691 + Penalty 236561.341710 = -3057736.134982 nChanged 609 Deleting Class 121 (2 points): Lose 57.849192 but Gain 1469.897891 Iteration 13Q (25.154488 sec): 218 clusters Score: Raw -3294612.125827 + Penalty 235265.469924 = -3059346.655903 nChanged 552 Deleting Class 185 (17 points): Lose 176.081401 but Gain 1573.492360 Iteration 14Q (25.512914 sec): 217 clusters Score: Raw -3294725.843374 + Penalty 233874.613431 = -3060851.229942 nChanged 507 Deleting Class 129 (13 points): Lose 233.777855 but Gain 1628.208447 Iteration 15Q (25.863144 sec): 216 clusters Score: Raw -3294746.704996 + Penalty 232589.630331 = -3062157.074665 nChanged 456 Deleting Class 189 (13 points): Lose 123.322069 but Gain 1515.904245 Iteration 16Q (26.208842 sec): 215 clusters Score: Raw -3294910.539650 + Penalty 231153.229840 = -3063757.309810 nChanged 381 Deleting Class 226 (2 points): Lose 23.079563 but Gain 1410.310422 Iteration 17Q (26.537541 sec): 214 clusters Score: Raw -3295055.453476 + Penalty 229856.364938 = -3065199.088538 nChanged 371 Deleting Class 87 (32 points): Lose 258.433481 but Gain 1641.702336 Iteration 18Q (26.864406 sec): 213 clusters Score: Raw -3294943.783100 + Penalty 228359.421681 = -3066584.361419 nChanged 383 Deleting Class 89 (21 points): Lose 112.355193 but Gain 1496.498435 Iteration 19Q (27.192478 sec): 212 clusters Score: Raw -3295110.299271 + Penalty 227057.091873 = -3068053.207398 nChanged 319 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 -3295110.299271 + Penalty 227057.091873 = -3068053.207398Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.333310 sec): 2 clusters Score: Raw -1541.236931 + Penalty 260.439852 = -1280.797079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.333575 sec): 3 clusters Score: Raw -1565.865962 + Penalty 526.849357 = -1039.016605 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 2 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.337115 sec): 2 clusters Score: Raw -54345.943170 + Penalty 411.320424 = -53934.622746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.338411 sec): 3 clusters Score: Raw -54068.758443 + Penalty 841.281234 = -53227.477209 nChanged 203 SP:Iteration 1F (27.339710 sec): 3 clusters Score: Raw -54254.685477 + Penalty 863.930087 = -53390.755390 nChanged 71 SP:Iteration 2F (27.340997 sec): 3 clusters Score: Raw -54321.317746 + Penalty 877.060938 = -53444.256808 nChanged 32 SP:Iteration 3F (27.342263 sec): 3 clusters Score: Raw -54366.896970 + Penalty 886.962468 = -53479.934502 nChanged 21 SP:Iteration 4Q (27.343491 sec): 3 clusters Score: Raw -54403.439673 + Penalty 890.270068 = -53513.169606 nChanged 16 SP:Iteration 5Q (27.344727 sec): 3 clusters Score: Raw -54421.852125 + Penalty 889.740690 = -53532.111435 nChanged 11 SP:Iteration 6Q (27.345927 sec): 3 clusters Score: Raw -54433.592670 + Penalty 888.935330 = -53544.657340 nChanged 5 SP:Iteration 7Q (27.347105 sec): 3 clusters Score: Raw -54435.961240 + Penalty 888.478736 = -53547.482504 nChanged 1 SP:Iteration 8Q (27.348282 sec): 3 clusters Score: Raw -54436.246529 + Penalty 888.478736 = -53547.767793 nChanged 0 SP:Iteration 9F (27.349536 sec): 3 clusters Score: Raw -54436.246529 + Penalty 888.478736 = -53547.767793 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 3 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.354105 sec): 2 clusters Score: Raw -77211.330124 + Penalty 327.084019 = -76884.246104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.355895 sec): 3 clusters Score: Raw -76709.243001 + Penalty 661.231332 = -76048.011668 nChanged 347 SP:Iteration 1F (27.357633 sec): 3 clusters Score: Raw -76928.666482 + Penalty 667.060183 = -76261.606299 nChanged 109 SP:Iteration 2F (27.359349 sec): 3 clusters Score: Raw -77025.319181 + Penalty 673.358281 = -76351.960899 nChanged 57 SP:Iteration 3F (27.361114 sec): 3 clusters Score: Raw -77082.653365 + Penalty 677.669475 = -76404.983890 nChanged 36 SP:Iteration 4Q (27.362749 sec): 3 clusters Score: Raw -77111.156880 + Penalty 682.132265 = -76429.024614 nChanged 21 SP:Iteration 5Q (27.364315 sec): 3 clusters Score: Raw -77123.412043 + Penalty 683.401302 = -76440.010741 nChanged 14 SP:Iteration 6Q (27.365899 sec): 3 clusters Score: Raw -77129.291843 + Penalty 687.981893 = -76441.309950 nChanged 15 SP:Iteration 7Q (27.367463 sec): 3 clusters Score: Raw -77138.228861 + Penalty 695.285923 = -76442.942938 nChanged 19 SP:Iteration 8Q (27.369003 sec): 3 clusters Score: Raw -77150.216380 + Penalty 699.942331 = -76450.274049 nChanged 16 SP:Iteration 9Q (27.370547 sec): 3 clusters Score: Raw -77158.640818 + Penalty 702.023615 = -76456.617203 nChanged 11 SP:Iteration 10F (27.372225 sec): 3 clusters Score: Raw -77164.847534 + Penalty 704.882253 = -76459.965281 nChanged 11 SP:Iteration 11Q (27.373705 sec): 3 clusters Score: Raw -77171.189062 + Penalty 705.630923 = -76465.558139 nChanged 13 SP:Iteration 12Q (27.375202 sec): 3 clusters Score: Raw -77178.410090 + Penalty 711.160873 = -76467.249217 nChanged 11 SP:Iteration 13Q (27.376651 sec): 3 clusters Score: Raw -77185.247071 + Penalty 722.767002 = -76462.480069 nChanged 12 SP:Iteration 14F (27.378294 sec): 3 clusters Score: Raw -77193.697930 + Penalty 730.367757 = -76463.330173 nChanged 11 SP:Iteration 15Q (27.379719 sec): 3 clusters Score: Raw -77206.259101 + Penalty 767.896339 = -76438.362762 nChanged 8 SP:Iteration 16F (27.381390 sec): 3 clusters Score: Raw -77213.679012 + Penalty 784.798854 = -76428.880157 nChanged 4 SP:Iteration 17F (27.383032 sec): 3 clusters Score: Raw -77216.332367 + Penalty 782.014046 = -76434.318320 nChanged 2 SP:Iteration 18Q (27.384382 sec): 3 clusters Score: Raw -77217.550393 + Penalty 777.866988 = -76439.683405 nChanged 1 SP:Iteration 19Q (27.385709 sec): 3 clusters Score: Raw -77218.511105 + Penalty 777.866988 = -76440.644117 nChanged 0 SP:Iteration 20F (27.387365 sec): 3 clusters Score: Raw -77218.511105 + Penalty 777.866988 = -76440.644117 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 4 (8007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.424669 sec): 2 clusters Score: Raw -706441.878704 + Penalty 247.009847 = -706194.868857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.440358 sec): 3 clusters Score: Raw -701186.782673 + Penalty 504.217155 = -700682.565518 nChanged 3771 SP:Iteration 1F (27.456498 sec): 3 clusters Score: Raw -703743.499621 + Penalty 512.725723 = -703230.773898 nChanged 993 SP:Iteration 2F (27.478389 sec): 3 clusters Score: Raw -704465.287660 + Penalty 515.232321 = -703950.055339 nChanged 732 SP:Iteration 3F (27.493168 sec): 3 clusters Score: Raw -705052.231516 + Penalty 520.635151 = -704531.596365 nChanged 499 SP:Iteration 4F (27.507934 sec): 3 clusters Score: Raw -705509.724521 + Penalty 525.257699 = -704984.466822 nChanged 354 SP:Iteration 5Q (27.523146 sec): 3 clusters Score: Raw -705865.137606 + Penalty 531.704348 = -705333.433258 nChanged 235 SP:Iteration 6Q (27.537158 sec): 3 clusters Score: Raw -706092.219399 + Penalty 528.699175 = -705563.520223 nChanged 141 SP:Iteration 7Q (27.550429 sec): 3 clusters Score: Raw -706190.180300 + Penalty 534.746569 = -705655.433731 nChanged 103 SP:Iteration 8Q (27.562804 sec): 3 clusters Score: Raw -706252.357797 + Penalty 537.118355 = -705715.239442 nChanged 86 SP:Iteration 9Q (27.575068 sec): 3 clusters Score: Raw -706301.424378 + Penalty 544.714536 = -705756.709842 nChanged 63 SP:Iteration 10F (27.589480 sec): 3 clusters Score: Raw -706333.687427 + Penalty 550.314509 = -705783.372918 nChanged 45 SP:Iteration 11Q (27.601246 sec): 3 clusters Score: Raw -706359.712555 + Penalty 546.088699 = -705813.623856 nChanged 42 SP:Iteration 12Q (27.613135 sec): 3 clusters Score: Raw -706385.752041 + Penalty 548.532553 = -705837.219487 nChanged 29 SP:Iteration 13Q (27.624949 sec): 3 clusters Score: Raw -706409.092449 + Penalty 552.821789 = -705856.270660 nChanged 26 SP:Iteration 14Q (27.636657 sec): 3 clusters Score: Raw -706424.516775 + Penalty 547.360866 = -705877.155909 nChanged 21 SP:Iteration 15Q (27.648247 sec): 3 clusters Score: Raw -706435.093624 + Penalty 549.504013 = -705885.589611 nChanged 15 SP:Iteration 16Q (27.659750 sec): 3 clusters Score: Raw -706440.182474 + Penalty 543.326758 = -705896.855716 nChanged 12 SP:Iteration 17Q (27.671421 sec): 3 clusters Score: Raw -706444.288047 + Penalty 537.203565 = -705907.084482 nChanged 13 SP:Iteration 18Q (27.682888 sec): 3 clusters Score: Raw -706449.380559 + Penalty 527.980913 = -705921.399646 nChanged 15 SP:Iteration 19Q (27.694568 sec): 3 clusters Score: Raw -706454.656025 + Penalty 519.793344 = -705934.862681 nChanged 10 SP:Iteration 20F (27.709106 sec): 3 clusters Score: Raw -706457.612147 + Penalty 514.155973 = -705943.456174 nChanged 11 SP:Iteration 21Q (27.720528 sec): 3 clusters Score: Raw -706461.882931 + Penalty 517.742408 = -705944.140523 nChanged 10 SP:Iteration 22Q (27.732085 sec): 3 clusters Score: Raw -706465.276237 + Penalty 515.804791 = -705949.471446 nChanged 6 SP:Iteration 23Q (27.743321 sec): 3 clusters Score: Raw -706467.407158 + Penalty 506.258111 = -705961.149047 nChanged 7 SP:Iteration 24Q (27.754699 sec): 3 clusters Score: Raw -706469.077771 + Penalty 502.714226 = -705966.363545 nChanged 5 SP:Iteration 25Q (27.766004 sec): 3 clusters Score: Raw -706470.231426 + Penalty 497.252142 = -705972.979284 nChanged 4 SP:Iteration 26Q (27.777280 sec): 3 clusters Score: Raw -706470.801182 + Penalty 496.625245 = -705974.175937 nChanged 2 SP:Iteration 27Q (27.788528 sec): 3 clusters Score: Raw -706470.946146 + Penalty 497.214155 = -705973.731991 nChanged 1 SP:Iteration 28F (27.802940 sec): 3 clusters Score: Raw -706470.940531 + Penalty 497.214155 = -705973.726376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.807585 sec): 2 clusters Score: Raw -14175.432573 + Penalty 401.761088 = -13773.671485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.808094 sec): 3 clusters Score: Raw -14104.594562 + Penalty 800.973025 = -13303.621537 nChanged 28 SP:Iteration 1F (27.808579 sec): 3 clusters Score: Raw -14131.600731 + Penalty 802.076803 = -13329.523928 nChanged 11 SP:Iteration 2F (27.809058 sec): 3 clusters Score: Raw -14145.566734 + Penalty 804.747151 = -13340.819583 nChanged 6 SP:Iteration 3Q (27.809535 sec): 3 clusters Score: Raw -14154.798803 + Penalty 805.029293 = -13349.769510 nChanged 5 SP:Iteration 4Q (27.810011 sec): 3 clusters Score: Raw -14159.132747 + Penalty 802.458700 = -13356.674047 nChanged 3 SP:Iteration 5Q (27.810491 sec): 3 clusters Score: Raw -14160.868738 + Penalty 799.417783 = -13361.450955 nChanged 3 SP:Iteration 6Q (27.810966 sec): 3 clusters Score: Raw -14163.132049 + Penalty 800.760320 = -13362.371729 nChanged 1 SP:Iteration 7Q (27.811440 sec): 3 clusters Score: Raw -14163.475134 + Penalty 800.760320 = -13362.714814 nChanged 0 SP:Iteration 8F (27.811916 sec): 3 clusters Score: Raw -14163.475134 + Penalty 800.760320 = -13362.714814 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 6 (5749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.830535 sec): 2 clusters Score: Raw -509092.139803 + Penalty 221.700402 = -508870.439402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.841289 sec): 3 clusters Score: Raw -505314.724261 + Penalty 449.467926 = -504865.256334 nChanged 2740 SP:Iteration 1F (27.851857 sec): 3 clusters Score: Raw -507271.829070 + Penalty 458.877912 = -506812.951159 nChanged 612 SP:Iteration 2F (27.862361 sec): 3 clusters Score: Raw -507542.690109 + Penalty 466.892279 = -507075.797830 nChanged 354 SP:Iteration 3F (27.872984 sec): 3 clusters Score: Raw -507768.616506 + Penalty 473.963705 = -507294.652801 nChanged 324 SP:Iteration 4F (27.883644 sec): 3 clusters Score: Raw -508028.339914 + Penalty 483.815112 = -507544.524802 nChanged 316 SP:Iteration 5F (27.894266 sec): 3 clusters Score: Raw -508304.068162 + Penalty 493.203068 = -507810.865094 nChanged 234 SP:Iteration 6Q (27.904869 sec): 3 clusters Score: Raw -508504.566252 + Penalty 494.315905 = -508010.250347 nChanged 169 SP:Iteration 7Q (27.915334 sec): 3 clusters Score: Raw -508677.112699 + Penalty 493.992366 = -508183.120333 nChanged 136 SP:Iteration 8Q (27.925969 sec): 3 clusters Score: Raw -508800.578892 + Penalty 492.869846 = -508307.709045 nChanged 89 SP:Iteration 9Q (27.936022 sec): 3 clusters Score: Raw -508865.252858 + Penalty 492.399314 = -508372.853545 nChanged 82 SP:Iteration 10F (27.946522 sec): 3 clusters Score: Raw -508906.983655 + Penalty 492.352245 = -508414.631409 nChanged 73 SP:Iteration 11Q (27.956215 sec): 3 clusters Score: Raw -508937.653971 + Penalty 492.545347 = -508445.108624 nChanged 74 SP:Iteration 12Q (27.965680 sec): 3 clusters Score: Raw -508963.047722 + Penalty 493.535885 = -508469.511836 nChanged 53 SP:Iteration 13Q (27.974949 sec): 3 clusters Score: Raw -508979.495437 + Penalty 493.521708 = -508485.973728 nChanged 53 SP:Iteration 14Q (27.984225 sec): 3 clusters Score: Raw -508996.353697 + Penalty 495.070163 = -508501.283535 nChanged 46 SP:Iteration 15Q (27.993464 sec): 3 clusters Score: Raw -509008.966930 + Penalty 497.596411 = -508511.370519 nChanged 42 SP:Iteration 16Q (28.002528 sec): 3 clusters Score: Raw -509018.093185 + Penalty 497.484559 = -508520.608627 nChanged 30 SP:Iteration 17Q (28.011716 sec): 3 clusters Score: Raw -509024.967530 + Penalty 500.003147 = -508524.964383 nChanged 42 SP:Iteration 18Q (28.021051 sec): 3 clusters Score: Raw -509036.563424 + Penalty 502.026515 = -508534.536909 nChanged 42 SP:Iteration 19Q (28.030209 sec): 3 clusters Score: Raw -509047.589353 + Penalty 500.638926 = -508546.950427 nChanged 36 SP:Iteration 20F (28.040723 sec): 3 clusters Score: Raw -509057.193159 + Penalty 500.523824 = -508556.669335 nChanged 39 SP:Iteration 21Q (28.049599 sec): 3 clusters Score: Raw -509069.065012 + Penalty 501.860299 = -508567.204713 nChanged 31 SP:Iteration 22Q (28.058472 sec): 3 clusters Score: Raw -509076.084969 + Penalty 498.140854 = -508577.944115 nChanged 23 SP:Iteration 23Q (28.067182 sec): 3 clusters Score: Raw -509082.206310 + Penalty 492.800232 = -508589.406079 nChanged 28 SP:Iteration 24Q (28.075924 sec): 3 clusters Score: Raw -509090.474741 + Penalty 490.982224 = -508599.492517 nChanged 22 SP:Iteration 25Q (28.084589 sec): 3 clusters Score: Raw -509096.275185 + Penalty 488.188950 = -508608.086235 nChanged 20 SP:Iteration 26Q (28.093193 sec): 3 clusters Score: Raw -509100.770526 + Penalty 491.151411 = -508609.619114 nChanged 24 SP:Iteration 27Q (28.101709 sec): 3 clusters Score: Raw -509106.793383 + Penalty 491.843594 = -508614.949789 nChanged 23 SP:Iteration 28Q (28.110245 sec): 3 clusters Score: Raw -509111.985742 + Penalty 490.736337 = -508621.249405 nChanged 17 SP:Iteration 29Q (28.118822 sec): 3 clusters Score: Raw -509115.748462 + Penalty 488.305718 = -508627.442744 nChanged 16 SP:Iteration 30F (28.129346 sec): 3 clusters Score: Raw -509120.211672 + Penalty 486.683769 = -508633.527903 nChanged 18 SP:Iteration 31Q (28.138207 sec): 3 clusters Score: Raw -509124.350448 + Penalty 483.363185 = -508640.987262 nChanged 19 SP:Iteration 32Q (28.146697 sec): 3 clusters Score: Raw -509130.314364 + Penalty 483.530446 = -508646.783918 nChanged 16 SP:Iteration 33Q (28.155194 sec): 3 clusters Score: Raw -509135.203143 + Penalty 481.976890 = -508653.226253 nChanged 15 SP:Iteration 34Q (28.163569 sec): 3 clusters Score: Raw -509139.514615 + Penalty 484.056312 = -508655.458303 nChanged 10 SP:Iteration 35Q (28.172037 sec): 3 clusters Score: Raw -509141.607723 + Penalty 475.490605 = -508666.117117 nChanged 7 SP:Iteration 36Q (28.180417 sec): 3 clusters Score: Raw -509143.787760 + Penalty 473.431740 = -508670.356020 nChanged 5 SP:Iteration 37Q (28.188786 sec): 3 clusters Score: Raw -509144.458425 + Penalty 474.116337 = -508670.342088 nChanged 1 SP:Iteration 38F (28.199182 sec): 3 clusters Score: Raw -509144.486952 + Penalty 474.116337 = -508670.370615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 7 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.208985 sec): 2 clusters Score: Raw -105529.819365 + Penalty 224.722695 = -105305.096669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.211303 sec): 3 clusters Score: Raw -104802.605744 + Penalty 490.411166 = -104312.194578 nChanged 508 SP:Iteration 1F (28.213540 sec): 3 clusters Score: Raw -105315.634283 + Penalty 512.926548 = -104802.707735 nChanged 150 SP:Iteration 2F (28.215805 sec): 3 clusters Score: Raw -105483.446128 + Penalty 514.783073 = -104968.663055 nChanged 52 SP:Iteration 3Q (28.217935 sec): 3 clusters Score: Raw -105538.831593 + Penalty 514.302669 = -105024.528923 nChanged 24 SP:Iteration 4Q (28.219955 sec): 3 clusters Score: Raw -105549.842029 + Penalty 513.307599 = -105036.534430 nChanged 14 SP:Iteration 5Q (28.221933 sec): 3 clusters Score: Raw -105558.209153 + Penalty 511.982449 = -105046.226704 nChanged 12 SP:Iteration 6Q (28.223919 sec): 3 clusters Score: Raw -105562.680689 + Penalty 512.042551 = -105050.638139 nChanged 4 SP:Iteration 7Q (28.225892 sec): 3 clusters Score: Raw -105563.730946 + Penalty 512.821872 = -105050.909074 nChanged 3 SP:Iteration 8Q (28.227889 sec): 3 clusters Score: Raw -105564.117239 + Penalty 513.046220 = -105051.071018 nChanged 2 SP:Iteration 9Q (28.229864 sec): 3 clusters Score: Raw -105564.283184 + Penalty 513.314194 = -105050.968990 nChanged 1 SP:Iteration 10F (28.232160 sec): 3 clusters Score: Raw -105564.334386 + Penalty 513.656754 = -105050.677631 nChanged 1 SP:Iteration 11F (28.234530 sec): 3 clusters Score: Raw -105564.403223 + Penalty 513.656754 = -105050.746468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.243402 sec): 2 clusters Score: Raw -142974.859603 + Penalty 172.391956 = -142802.467647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.246554 sec): 3 clusters Score: Raw -141947.461562 + Penalty 331.689047 = -141615.772515 nChanged 732 SP:Iteration 1F (28.249630 sec): 3 clusters Score: Raw -142468.201669 + Penalty 330.654718 = -142137.546950 nChanged 204 SP:Iteration 2F (28.252718 sec): 3 clusters Score: Raw -142632.672047 + Penalty 335.730981 = -142296.941066 nChanged 102 SP:Iteration 3F (28.255790 sec): 3 clusters Score: Raw -142726.111189 + Penalty 338.676706 = -142387.434483 nChanged 60 SP:Iteration 4Q (28.258767 sec): 3 clusters Score: Raw -142767.836933 + Penalty 341.689658 = -142426.147275 nChanged 44 SP:Iteration 5Q (28.261661 sec): 3 clusters Score: Raw -142785.234691 + Penalty 344.989929 = -142440.244762 nChanged 35 SP:Iteration 6Q (28.264514 sec): 3 clusters Score: Raw -142792.676258 + Penalty 345.627850 = -142447.048408 nChanged 17 SP:Iteration 7Q (28.267292 sec): 3 clusters Score: Raw -142797.008030 + Penalty 345.584929 = -142451.423102 nChanged 12 SP:Iteration 8Q (28.270104 sec): 3 clusters Score: Raw -142800.312021 + Penalty 345.931550 = -142454.380471 nChanged 13 SP:Iteration 9Q (28.272902 sec): 3 clusters Score: Raw -142802.577843 + Penalty 346.783739 = -142455.794105 nChanged 8 SP:Iteration 10F (28.275956 sec): 3 clusters Score: Raw -142803.840636 + Penalty 347.414597 = -142456.426039 nChanged 7 SP:Iteration 11Q (28.278767 sec): 3 clusters Score: Raw -142804.957195 + Penalty 348.203195 = -142456.754000 nChanged 6 SP:Iteration 12Q (28.281549 sec): 3 clusters Score: Raw -142805.728359 + Penalty 348.675290 = -142457.053069 nChanged 9 SP:Iteration 13Q (28.284328 sec): 3 clusters Score: Raw -142807.350634 + Penalty 349.671084 = -142457.679550 nChanged 11 SP:Iteration 14Q (28.287040 sec): 3 clusters Score: Raw -142809.196627 + Penalty 348.656187 = -142460.540440 nChanged 15 SP:Iteration 15Q (28.289912 sec): 3 clusters Score: Raw -142812.410874 + Penalty 349.085481 = -142463.325393 nChanged 12 SP:Iteration 16Q (28.292661 sec): 3 clusters Score: Raw -142814.645294 + Penalty 351.516029 = -142463.129265 nChanged 12 SP:Iteration 17F (28.295707 sec): 3 clusters Score: Raw -142816.722870 + Penalty 353.634833 = -142463.088036 nChanged 12 SP:Iteration 18F (28.298811 sec): 3 clusters Score: Raw -142819.630546 + Penalty 357.799545 = -142461.831001 nChanged 17 SP:Iteration 19F (28.301868 sec): 3 clusters Score: Raw -142825.407038 + Penalty 361.965984 = -142463.441053 nChanged 26 SP:Iteration 20F (28.304934 sec): 3 clusters Score: Raw -142836.652713 + Penalty 361.995517 = -142474.657196 nChanged 30 SP:Iteration 21Q (28.307651 sec): 3 clusters Score: Raw -142850.428711 + Penalty 359.953330 = -142490.475382 nChanged 31 SP:Iteration 22Q (28.310369 sec): 3 clusters Score: Raw -142868.156449 + Penalty 359.430181 = -142508.726268 nChanged 32 SP:Iteration 23Q (28.312986 sec): 3 clusters Score: Raw -142888.881737 + Penalty 368.545466 = -142520.336271 nChanged 27 SP:Iteration 24Q (28.315622 sec): 3 clusters Score: Raw -142907.816092 + Penalty 381.833793 = -142525.982299 nChanged 29 SP:Iteration 25Q (28.318200 sec): 3 clusters Score: Raw -142926.928138 + Penalty 399.547641 = -142527.380497 nChanged 19 SP:Iteration 26Q (28.320728 sec): 3 clusters Score: Raw -142938.546231 + Penalty 402.657829 = -142535.888402 nChanged 16 SP:Iteration 27Q (28.323279 sec): 3 clusters Score: Raw -142946.734288 + Penalty 400.909533 = -142545.824756 nChanged 11 SP:Iteration 28Q (28.325780 sec): 3 clusters Score: Raw -142953.201975 + Penalty 403.641615 = -142549.560360 nChanged 10 SP:Iteration 29Q (28.328403 sec): 3 clusters Score: Raw -142958.677775 + Penalty 414.865228 = -142543.812546 nChanged 11 SP:Iteration 30F (28.331667 sec): 3 clusters Score: Raw -142966.930240 + Penalty 433.024840 = -142533.905401 nChanged 8 SP:Iteration 31F (28.334736 sec): 3 clusters Score: Raw -142971.271225 + Penalty 442.733411 = -142528.537814 nChanged 4 SP:Iteration 32F (28.337815 sec): 3 clusters Score: Raw -142973.387972 + Penalty 459.352359 = -142514.035612 nChanged 6 SP:Iteration 33F (28.340915 sec): 3 clusters Score: Raw -142976.542576 + Penalty 471.019634 = -142505.522942 nChanged 2 SP:Iteration 34F (28.344036 sec): 3 clusters Score: Raw -142977.922069 + Penalty 451.906706 = -142526.015364 nChanged 2 SP:Iteration 35Q (28.346489 sec): 3 clusters Score: Raw -142978.444863 + Penalty 480.770701 = -142497.674162 nChanged 3 SP:Iteration 36F (28.349545 sec): 3 clusters Score: Raw -142981.145786 + Penalty 499.786386 = -142481.359400 nChanged 2 SP:Iteration 37F (28.352791 sec): 3 clusters Score: Raw -142981.293949 + Penalty 499.786386 = -142481.507564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.357260 sec): 2 clusters Score: Raw -19092.373980 + Penalty 538.498340 = -18553.875639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.357813 sec): 3 clusters Score: Raw -19080.943739 + Penalty 1076.486801 = -18004.456938 nChanged 27 SP:Iteration 1F (28.358390 sec): 3 clusters Score: Raw -19119.833218 + Penalty 1077.899143 = -18041.934075 nChanged 10 SP:Iteration 2F (28.358942 sec): 3 clusters Score: Raw -19132.938301 + Penalty 1079.689218 = -18053.249083 nChanged 8 SP:Iteration 3Q (28.359477 sec): 3 clusters Score: Raw -19149.877364 + Penalty 1078.904461 = -18070.972903 nChanged 5 SP:Iteration 4Q (28.360011 sec): 3 clusters Score: Raw -19157.596619 + Penalty 1079.443447 = -18078.153171 nChanged 1 SP:Iteration 5Q (28.360542 sec): 3 clusters Score: Raw -19161.154906 + Penalty 1080.315844 = -18080.839062 nChanged 1 SP:Iteration 6Q (28.361072 sec): 3 clusters Score: Raw -19162.334513 + Penalty 1081.349133 = -18080.985380 nChanged 2 SP:Iteration 7Q (28.361600 sec): 3 clusters Score: Raw -19165.409691 + Penalty 1082.945548 = -18082.464143 nChanged 3 SP:Iteration 8Q (28.362159 sec): 3 clusters Score: Raw -19170.350113 + Penalty 1082.945548 = -18087.404565 nChanged 0 SP:Iteration 9F (28.362745 sec): 3 clusters Score: Raw -19170.350113 + Penalty 1082.945548 = -18087.404565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.364373 sec): 2 clusters Score: Raw -26784.464766 + Penalty 440.654934 = -26343.809832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.365130 sec): 3 clusters Score: Raw -26676.179878 + Penalty 884.387490 = -25791.792388 nChanged 94 SP:Iteration 1F (28.365876 sec): 3 clusters Score: Raw -26770.174282 + Penalty 883.899274 = -25886.275009 nChanged 24 SP:Iteration 2F (28.366618 sec): 3 clusters Score: Raw -26799.187584 + Penalty 884.252294 = -25914.935290 nChanged 16 SP:Iteration 3F (28.367361 sec): 3 clusters Score: Raw -26822.101693 + Penalty 884.235256 = -25937.866437 nChanged 6 SP:Iteration 4Q (28.368077 sec): 3 clusters Score: Raw -26832.878095 + Penalty 883.270067 = -25949.608029 nChanged 3 SP:Iteration 5Q (28.368780 sec): 3 clusters Score: Raw -26834.111302 + Penalty 882.728595 = -25951.382707 nChanged 2 SP:Iteration 6Q (28.369478 sec): 3 clusters Score: Raw -26835.350365 + Penalty 880.836966 = -25954.513400 nChanged 5 SP:Iteration 7Q (28.370177 sec): 3 clusters Score: Raw -26839.765998 + Penalty 878.974184 = -25960.791815 nChanged 2 SP:Iteration 8Q (28.370871 sec): 3 clusters Score: Raw -26840.408358 + Penalty 878.096973 = -25962.311385 nChanged 1 SP:Iteration 9Q (28.371586 sec): 3 clusters Score: Raw -26841.143534 + Penalty 878.096973 = -25963.046562 nChanged 0 SP:Iteration 10F (28.372302 sec): 3 clusters Score: Raw -26841.143534 + Penalty 878.096973 = -25963.046562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.373157 sec): 2 clusters Score: Raw -7734.644775 + Penalty 310.945769 = -7423.699006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.373519 sec): 3 clusters Score: Raw -7709.796944 + Penalty 625.845965 = -7083.950979 nChanged 20 SP:Iteration 1F (28.373874 sec): 3 clusters Score: Raw -7735.922113 + Penalty 633.749317 = -7102.172797 nChanged 7 SP:Iteration 2F (28.374228 sec): 3 clusters Score: Raw -7743.353966 + Penalty 639.112370 = -7104.241596 nChanged 4 SP:Iteration 3Q (28.374578 sec): 3 clusters Score: Raw -7745.958379 + Penalty 640.865965 = -7105.092414 nChanged 2 SP:Iteration 4Q (28.374928 sec): 3 clusters Score: Raw -7747.742612 + Penalty 645.449589 = -7102.293023 nChanged 2 SP:Iteration 5F (28.375281 sec): 3 clusters Score: Raw -7749.259470 + Penalty 648.602846 = -7100.656624 nChanged 3 SP:Iteration 6F (28.375654 sec): 3 clusters Score: Raw -7752.410681 + Penalty 658.283207 = -7094.127474 nChanged 2 SP:Iteration 7F (28.376032 sec): 3 clusters Score: Raw -7754.721286 + Penalty 658.283207 = -7096.438079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.376858 sec): 2 clusters Score: Raw -6427.694118 + Penalty 200.937003 = -6226.757115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.377216 sec): 3 clusters Score: Raw -6431.867760 + Penalty 397.916249 = -6033.951511 nChanged 20 SP:Iteration 1F (28.377568 sec): 3 clusters Score: Raw -6473.693413 + Penalty 403.134455 = -6070.558957 nChanged 6 SP:Iteration 2F (28.377920 sec): 3 clusters Score: Raw -6483.521896 + Penalty 403.134455 = -6080.387441 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.381686 sec): 2 clusters Score: Raw -120085.185916 + Penalty 320.235321 = -119764.950595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.384319 sec): 3 clusters Score: Raw -119333.512016 + Penalty 644.198011 = -118689.314005 nChanged 541 SP:Iteration 1F (28.386716 sec): 3 clusters Score: Raw -119690.640457 + Penalty 646.926792 = -119043.713665 nChanged 154 SP:Iteration 2F (28.389067 sec): 3 clusters Score: Raw -119788.448717 + Penalty 650.787743 = -119137.660974 nChanged 87 SP:Iteration 3F (28.391417 sec): 3 clusters Score: Raw -119861.357689 + Penalty 652.984113 = -119208.373576 nChanged 75 SP:Iteration 4F (28.393741 sec): 3 clusters Score: Raw -119925.242449 + Penalty 662.346522 = -119262.895927 nChanged 60 SP:Iteration 5Q (28.396143 sec): 3 clusters Score: Raw -119986.690247 + Penalty 664.715192 = -119321.975055 nChanged 36 SP:Iteration 6Q (28.398472 sec): 3 clusters Score: Raw -120025.366138 + Penalty 678.637219 = -119346.728919 nChanged 26 SP:Iteration 7Q (28.400849 sec): 3 clusters Score: Raw -120054.620558 + Penalty 713.822533 = -119340.798026 nChanged 16 SP:Iteration 8F (28.403360 sec): 3 clusters Score: Raw -120075.655195 + Penalty 743.905692 = -119331.749503 nChanged 8 SP:Iteration 9F (28.405742 sec): 3 clusters Score: Raw -120083.998738 + Penalty 763.693482 = -119320.305256 nChanged 4 SP:Iteration 10F (28.408161 sec): 3 clusters Score: Raw -120087.577691 + Penalty 744.031141 = -119343.546550 nChanged 2 SP:Iteration 11Q (28.410225 sec): 3 clusters Score: Raw -120088.570124 + Penalty 764.278352 = -119324.291772 nChanged 2 SP:Iteration 12F (28.412627 sec): 3 clusters Score: Raw -120091.879708 + Penalty 764.278352 = -119327.601356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.415084 sec): 2 clusters Score: Raw -40294.001882 + Penalty 462.088259 = -39831.913622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.416039 sec): 3 clusters Score: Raw -40129.789851 + Penalty 924.780681 = -39205.009171 nChanged 133 SP:Iteration 1F (28.416977 sec): 3 clusters Score: Raw -40256.629280 + Penalty 927.186079 = -39329.443200 nChanged 36 SP:Iteration 2F (28.417935 sec): 3 clusters Score: Raw -40289.916361 + Penalty 929.554918 = -39360.361444 nChanged 19 SP:Iteration 3Q (28.418866 sec): 3 clusters Score: Raw -40305.294827 + Penalty 931.062431 = -39374.232396 nChanged 12 SP:Iteration 4Q (28.419787 sec): 3 clusters Score: Raw -40314.020687 + Penalty 931.938285 = -39382.082402 nChanged 8 SP:Iteration 5Q (28.420704 sec): 3 clusters Score: Raw -40318.651446 + Penalty 935.444494 = -39383.206952 nChanged 9 SP:Iteration 6Q (28.421623 sec): 3 clusters Score: Raw -40322.194409 + Penalty 935.068157 = -39387.126252 nChanged 4 SP:Iteration 7Q (28.422560 sec): 3 clusters Score: Raw -40323.475235 + Penalty 935.572534 = -39387.902701 nChanged 3 SP:Iteration 8Q (28.423480 sec): 3 clusters Score: Raw -40324.104156 + Penalty 935.497050 = -39388.607106 nChanged 1 SP:Iteration 9Q (28.424397 sec): 3 clusters Score: Raw -40324.467475 + Penalty 936.407827 = -39388.059648 nChanged 3 SP:Iteration 10F (28.425330 sec): 3 clusters Score: Raw -40326.436926 + Penalty 937.240691 = -39389.196235 nChanged 7 SP:Iteration 11Q (28.426253 sec): 3 clusters Score: Raw -40332.017083 + Penalty 935.947823 = -39396.069260 nChanged 9 SP:Iteration 12Q (28.427193 sec): 3 clusters Score: Raw -40337.801336 + Penalty 935.050472 = -39402.750865 nChanged 4 SP:Iteration 13Q (28.428114 sec): 3 clusters Score: Raw -40339.105528 + Penalty 935.641617 = -39403.463911 nChanged 3 SP:Iteration 14Q (28.429035 sec): 3 clusters Score: Raw -40339.782018 + Penalty 934.413523 = -39405.368494 nChanged 2 SP:Iteration 15Q (28.429954 sec): 3 clusters Score: Raw -40341.298225 + Penalty 934.954443 = -39406.343782 nChanged 1 SP:Iteration 16Q (28.430873 sec): 3 clusters Score: Raw -40341.709993 + Penalty 933.921242 = -39407.788751 nChanged 1 SP:Iteration 17Q (28.431812 sec): 3 clusters Score: Raw -40341.852807 + Penalty 932.257034 = -39409.595773 nChanged 2 SP:Iteration 18Q (28.432766 sec): 3 clusters Score: Raw -40342.945178 + Penalty 931.545899 = -39411.399279 nChanged 3 SP:Iteration 19Q (28.433687 sec): 3 clusters Score: Raw -40345.493919 + Penalty 931.452538 = -39414.041381 nChanged 3 SP:Iteration 20F (28.434620 sec): 3 clusters Score: Raw -40346.698093 + Penalty 932.158904 = -39414.539189 nChanged 1 SP:Iteration 21Q (28.435570 sec): 3 clusters Score: Raw -40346.988657 + Penalty 932.077258 = -39414.911399 nChanged 2 SP:Iteration 22Q (28.436500 sec): 3 clusters Score: Raw -40351.051779 + Penalty 932.077258 = -39418.974520 nChanged 0 SP:Iteration 23F (28.437442 sec): 3 clusters Score: Raw -40351.051779 + Penalty 932.077258 = -39418.974520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.438263 sec): 2 clusters Score: Raw -9519.918850 + Penalty 583.580261 = -8936.338589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.438655 sec): 3 clusters Score: Raw -9567.965789 + Penalty 1170.330633 = -8397.635156 nChanged 3 SP:Iteration 1Q (28.439026 sec): 3 clusters Score: Raw -9581.968607 + Penalty 1170.330633 = -8411.637974 nChanged 0 SP:Iteration 2F (28.439410 sec): 3 clusters Score: Raw -9581.968607 + Penalty 1170.330633 = -8411.637974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.439957 sec): 2 clusters Score: Raw -2816.978632 + Penalty 300.819245 = -2516.159387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.440222 sec): 3 clusters Score: Raw -2834.245468 + Penalty 606.541299 = -2227.704170 nChanged 1 SP:Iteration 1Q (28.440478 sec): 3 clusters Score: Raw -2836.774301 + Penalty 606.541299 = -2230.233002 nChanged 0 SP:Iteration 2F (28.440736 sec): 3 clusters Score: Raw -2836.774301 + Penalty 606.541299 = -2230.233002 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.444645 sec): 2 clusters Score: Raw -99968.563137 + Penalty 476.656552 = -99491.906585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.446814 sec): 3 clusters Score: Raw -99357.601473 + Penalty 947.809679 = -98409.791794 nChanged 440 SP:Iteration 1F (28.448932 sec): 3 clusters Score: Raw -99683.411150 + Penalty 943.010811 = -98740.400339 nChanged 121 SP:Iteration 2F (28.451067 sec): 3 clusters Score: Raw -99771.336080 + Penalty 951.689994 = -98819.646086 nChanged 74 SP:Iteration 3F (28.453278 sec): 3 clusters Score: Raw -99830.810943 + Penalty 970.507887 = -98860.303056 nChanged 65 SP:Iteration 4F (28.455507 sec): 3 clusters Score: Raw -99881.262211 + Penalty 983.212213 = -98898.049998 nChanged 44 SP:Iteration 5Q (28.457619 sec): 3 clusters Score: Raw -99913.041008 + Penalty 992.731133 = -98920.309875 nChanged 36 SP:Iteration 6Q (28.459754 sec): 3 clusters Score: Raw -99941.517198 + Penalty 1004.993625 = -98936.523573 nChanged 24 SP:Iteration 7Q (28.461878 sec): 3 clusters Score: Raw -99962.154258 + Penalty 1030.496530 = -98931.657728 nChanged 24 SP:Iteration 8F (28.463970 sec): 3 clusters Score: Raw -99987.434768 + Penalty 1054.312359 = -98933.122409 nChanged 15 SP:Iteration 9Q (28.466040 sec): 3 clusters Score: Raw -100003.863439 + Penalty 1065.303957 = -98938.559482 nChanged 7 SP:Iteration 10F (28.468153 sec): 3 clusters Score: Raw -100011.309320 + Penalty 1074.125971 = -98937.183349 nChanged 5 SP:Iteration 11F (28.470256 sec): 3 clusters Score: Raw -100021.408774 + Penalty 1085.217718 = -98936.191055 nChanged 5 SP:Iteration 12F (28.472333 sec): 3 clusters Score: Raw -100029.227885 + Penalty 1095.547928 = -98933.679957 nChanged 4 SP:Iteration 13F (28.474457 sec): 3 clusters Score: Raw -100035.916791 + Penalty 1095.547928 = -98940.368863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.475939 sec): 2 clusters Score: Raw -12297.788742 + Penalty 687.759745 = -11610.028997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.476380 sec): 3 clusters Score: Raw -12342.677774 + Penalty 1375.201572 = -10967.476202 nChanged 10 SP:Iteration 1F (28.476815 sec): 3 clusters Score: Raw -12372.617822 + Penalty 1375.760129 = -10996.857692 nChanged 4 SP:Iteration 2Q (28.477231 sec): 3 clusters Score: Raw -12393.610500 + Penalty 1375.760129 = -11017.850370 nChanged 0 SP:Iteration 3F (28.477685 sec): 3 clusters Score: Raw -12393.610500 + Penalty 1375.760129 = -11017.850370 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 19 (6148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.505389 sec): 2 clusters Score: Raw -534783.706611 + Penalty 270.881525 = -534512.825086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.516787 sec): 3 clusters Score: Raw -530754.485708 + Penalty 558.678462 = -530195.807246 nChanged 2813 SP:Iteration 1F (28.528000 sec): 3 clusters Score: Raw -532320.997387 + Penalty 588.905947 = -531732.091440 nChanged 778 SP:Iteration 2F (28.539816 sec): 3 clusters Score: Raw -532926.548266 + Penalty 621.820288 = -532304.727978 nChanged 526 SP:Iteration 3F (28.550968 sec): 3 clusters Score: Raw -533353.883799 + Penalty 660.672983 = -532693.210815 nChanged 513 SP:Iteration 4F (28.562021 sec): 3 clusters Score: Raw -533895.498979 + Penalty 664.728035 = -533230.770944 nChanged 400 SP:Iteration 5F (28.573130 sec): 3 clusters Score: Raw -534352.833561 + Penalty 647.504019 = -533705.329542 nChanged 213 SP:Iteration 6Q (28.583152 sec): 3 clusters Score: Raw -534557.341250 + Penalty 622.294802 = -533935.046448 nChanged 142 SP:Iteration 7Q (28.592771 sec): 3 clusters Score: Raw -534697.214848 + Penalty 596.875401 = -534100.339447 nChanged 82 SP:Iteration 8Q (28.602123 sec): 3 clusters Score: Raw -534757.392545 + Penalty 580.784083 = -534176.608463 nChanged 58 SP:Iteration 9Q (28.611350 sec): 3 clusters Score: Raw -534788.854313 + Penalty 572.778791 = -534216.075522 nChanged 47 SP:Iteration 10F (28.622687 sec): 3 clusters Score: Raw -534813.889844 + Penalty 566.466936 = -534247.422908 nChanged 30 SP:Iteration 11Q (28.631943 sec): 3 clusters Score: Raw -534823.099581 + Penalty 562.282368 = -534260.817213 nChanged 28 SP:Iteration 12Q (28.641068 sec): 3 clusters Score: Raw -534834.243547 + Penalty 556.703683 = -534277.539864 nChanged 24 SP:Iteration 13Q (28.650148 sec): 3 clusters Score: Raw -534843.904083 + Penalty 551.973144 = -534291.930939 nChanged 24 SP:Iteration 14Q (28.659147 sec): 3 clusters Score: Raw -534853.559585 + Penalty 548.460440 = -534305.099145 nChanged 22 SP:Iteration 15Q (28.668118 sec): 3 clusters Score: Raw -534863.097002 + Penalty 547.244071 = -534315.852932 nChanged 19 SP:Iteration 16Q (28.677240 sec): 3 clusters Score: Raw -534869.253903 + Penalty 543.920619 = -534325.333284 nChanged 15 SP:Iteration 17Q (28.686240 sec): 3 clusters Score: Raw -534873.940899 + Penalty 541.217162 = -534332.723737 nChanged 9 SP:Iteration 18Q (28.695120 sec): 3 clusters Score: Raw -534875.805429 + Penalty 538.090052 = -534337.715377 nChanged 12 SP:Iteration 19Q (28.704058 sec): 3 clusters Score: Raw -534878.816165 + Penalty 539.342927 = -534339.473239 nChanged 4 SP:Iteration 20F (28.715190 sec): 3 clusters Score: Raw -534879.117499 + Penalty 540.102750 = -534339.014749 nChanged 2 SP:Iteration 21F (28.726317 sec): 3 clusters Score: Raw -534879.190266 + Penalty 540.102750 = -534339.087516 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 20 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.732889 sec): 2 clusters Score: Raw -54935.351927 + Penalty 660.620400 = -54274.731528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.734107 sec): 3 clusters Score: Raw -54668.769532 + Penalty 1321.170023 = -53347.599509 nChanged 177 SP:Iteration 1F (28.735330 sec): 3 clusters Score: Raw -54812.415666 + Penalty 1320.756799 = -53491.658867 nChanged 55 SP:Iteration 2F (28.736516 sec): 3 clusters Score: Raw -54852.376318 + Penalty 1320.442835 = -53531.933483 nChanged 26 SP:Iteration 3Q (28.737720 sec): 3 clusters Score: Raw -54871.608022 + Penalty 1319.665124 = -53551.942898 nChanged 19 SP:Iteration 4Q (28.738912 sec): 3 clusters Score: Raw -54881.311475 + Penalty 1319.321635 = -53561.989840 nChanged 9 SP:Iteration 5Q (28.740094 sec): 3 clusters Score: Raw -54889.222669 + Penalty 1319.299423 = -53569.923246 nChanged 6 SP:Iteration 6Q (28.741277 sec): 3 clusters Score: Raw -54893.002416 + Penalty 1319.443874 = -53573.558542 nChanged 6 SP:Iteration 7Q (28.742532 sec): 3 clusters Score: Raw -54897.262118 + Penalty 1319.399339 = -53577.862779 nChanged 3 SP:Iteration 8Q (28.743780 sec): 3 clusters Score: Raw -54897.921498 + Penalty 1319.557045 = -53578.364453 nChanged 2 SP:Iteration 9Q (28.745018 sec): 3 clusters Score: Raw -54898.313238 + Penalty 1319.612197 = -53578.701042 nChanged 2 SP:Iteration 10F (28.746260 sec): 3 clusters Score: Raw -54899.539903 + Penalty 1319.777781 = -53579.762122 nChanged 2 SP:Iteration 11Q (28.747496 sec): 3 clusters Score: Raw -54900.483756 + Penalty 1319.777781 = -53580.705975 nChanged 0 SP:Iteration 12F (28.748707 sec): 3 clusters Score: Raw -54900.483756 + Penalty 1319.777781 = -53580.705975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.750044 sec): 2 clusters Score: Raw -12388.378365 + Penalty 661.816884 = -11726.561481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.750492 sec): 3 clusters Score: Raw -12459.470551 + Penalty 1326.592460 = -11132.878091 nChanged 14 SP:Iteration 1F (28.750951 sec): 3 clusters Score: Raw -12506.608708 + Penalty 1327.989011 = -11178.619698 nChanged 2 SP:Iteration 2Q (28.751374 sec): 3 clusters Score: Raw -12510.806978 + Penalty 1327.989011 = -11182.817967 nChanged 0 SP:Iteration 3F (28.751812 sec): 3 clusters Score: Raw -12510.806978 + Penalty 1327.989011 = -11182.817967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.753809 sec): 2 clusters Score: Raw -32637.741759 + Penalty 345.395805 = -32292.345953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.754670 sec): 3 clusters Score: Raw -32479.981792 + Penalty 688.770102 = -31791.211690 nChanged 104 SP:Iteration 1F (28.755515 sec): 3 clusters Score: Raw -32560.095355 + Penalty 687.310989 = -31872.784366 nChanged 39 SP:Iteration 2F (28.756348 sec): 3 clusters Score: Raw -32598.491890 + Penalty 691.950961 = -31906.540929 nChanged 19 SP:Iteration 3F (28.757184 sec): 3 clusters Score: Raw -32615.885877 + Penalty 694.699500 = -31921.186377 nChanged 13 SP:Iteration 4Q (28.757986 sec): 3 clusters Score: Raw -32624.332654 + Penalty 695.141989 = -31929.190664 nChanged 8 SP:Iteration 5Q (28.758790 sec): 3 clusters Score: Raw -32628.224500 + Penalty 694.663947 = -31933.560554 nChanged 6 SP:Iteration 6Q (28.759591 sec): 3 clusters Score: Raw -32630.459744 + Penalty 694.035360 = -31936.424384 nChanged 8 SP:Iteration 7Q (28.760394 sec): 3 clusters Score: Raw -32638.585775 + Penalty 693.420712 = -31945.165063 nChanged 10 SP:Iteration 8Q (28.761213 sec): 3 clusters Score: Raw -32647.269984 + Penalty 698.442806 = -31948.827179 nChanged 7 SP:Iteration 9Q (28.762015 sec): 3 clusters Score: Raw -32653.822675 + Penalty 701.337429 = -31952.485246 nChanged 4 SP:Iteration 10F (28.762823 sec): 3 clusters Score: Raw -32659.877943 + Penalty 709.172387 = -31950.705556 nChanged 4 SP:Iteration 11F (28.763631 sec): 3 clusters Score: Raw -32668.732102 + Penalty 714.501819 = -31954.230283 nChanged 2 SP:Iteration 12Q (28.764419 sec): 3 clusters Score: Raw -32671.612450 + Penalty 717.188492 = -31954.423959 nChanged 1 SP:Iteration 13Q (28.765232 sec): 3 clusters Score: Raw -32672.096958 + Penalty 717.188492 = -31954.908466 nChanged 0 SP:Iteration 14F (28.766060 sec): 3 clusters Score: Raw -32672.096958 + Penalty 717.188492 = -31954.908466 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 23 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.770149 sec): 2 clusters Score: Raw -94306.860615 + Penalty 501.491395 = -93805.369220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.772192 sec): 3 clusters Score: Raw -93747.629981 + Penalty 1002.692662 = -92744.937318 nChanged 388 SP:Iteration 1F (28.774184 sec): 3 clusters Score: Raw -93982.468380 + Penalty 1002.888344 = -92979.580036 nChanged 94 SP:Iteration 2F (28.776214 sec): 3 clusters Score: Raw -94050.840899 + Penalty 1003.119016 = -93047.721883 nChanged 60 SP:Iteration 3F (28.778199 sec): 3 clusters Score: Raw -94099.604499 + Penalty 1003.200306 = -93096.404193 nChanged 54 SP:Iteration 4F (28.780157 sec): 3 clusters Score: Raw -94132.066011 + Penalty 1003.073339 = -93128.992673 nChanged 43 SP:Iteration 5Q (28.782117 sec): 3 clusters Score: Raw -94158.767332 + Penalty 1002.832681 = -93155.934651 nChanged 44 SP:Iteration 6Q (28.784047 sec): 3 clusters Score: Raw -94189.139475 + Penalty 1003.270371 = -93185.869104 nChanged 33 SP:Iteration 7Q (28.786076 sec): 3 clusters Score: Raw -94208.668799 + Penalty 1003.395323 = -93205.273476 nChanged 22 SP:Iteration 8Q (28.788145 sec): 3 clusters Score: Raw -94220.969579 + Penalty 1003.647835 = -93217.321743 nChanged 18 SP:Iteration 9Q (28.790163 sec): 3 clusters Score: Raw -94231.778592 + Penalty 1003.424257 = -93228.354335 nChanged 19 SP:Iteration 10F (28.792152 sec): 3 clusters Score: Raw -94243.266376 + Penalty 1003.105009 = -93240.161367 nChanged 21 SP:Iteration 11Q (28.794071 sec): 3 clusters Score: Raw -94253.378971 + Penalty 1003.340341 = -93250.038630 nChanged 14 SP:Iteration 12Q (28.795988 sec): 3 clusters Score: Raw -94258.552105 + Penalty 1002.873995 = -93255.678110 nChanged 9 SP:Iteration 13Q (28.797920 sec): 3 clusters Score: Raw -94263.182693 + Penalty 1002.508619 = -93260.674073 nChanged 7 SP:Iteration 14Q (28.799860 sec): 3 clusters Score: Raw -94265.557179 + Penalty 1001.943794 = -93263.613385 nChanged 5 SP:Iteration 15Q (28.801787 sec): 3 clusters Score: Raw -94267.238078 + Penalty 1001.730777 = -93265.507301 nChanged 3 SP:Iteration 16Q (28.803696 sec): 3 clusters Score: Raw -94268.058039 + Penalty 1001.660704 = -93266.397336 nChanged 1 SP:Iteration 17Q (28.805617 sec): 3 clusters Score: Raw -94268.466325 + Penalty 1001.782488 = -93266.683837 nChanged 1 SP:Iteration 18Q (28.807554 sec): 3 clusters Score: Raw -94269.000428 + Penalty 1001.782488 = -93267.217940 nChanged 0 SP:Iteration 19F (28.809558 sec): 3 clusters Score: Raw -94269.000428 + Penalty 1001.782488 = -93267.217940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.811985 sec): 2 clusters Score: Raw -11473.710248 + Penalty 284.457302 = -11189.252947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.812425 sec): 3 clusters Score: Raw -11425.155739 + Penalty 568.661498 = -10856.494241 nChanged 30 SP:Iteration 1F (28.812857 sec): 3 clusters Score: Raw -11453.563180 + Penalty 569.635884 = -10883.927296 nChanged 6 SP:Iteration 2Q (28.813286 sec): 3 clusters Score: Raw -11461.099167 + Penalty 569.293339 = -10891.805827 nChanged 8 SP:Iteration 3F (28.813737 sec): 3 clusters Score: Raw -11470.491026 + Penalty 569.741389 = -10900.749636 nChanged 5 SP:Iteration 4Q (28.814188 sec): 3 clusters Score: Raw -11473.233838 + Penalty 570.758469 = -10902.475369 nChanged 3 SP:Iteration 5Q (28.814621 sec): 3 clusters Score: Raw -11475.942026 + Penalty 568.914876 = -10907.027150 nChanged 2 SP:Iteration 6Q (28.815051 sec): 3 clusters Score: Raw -11478.102745 + Penalty 568.914876 = -10909.187869 nChanged 0 SP:Iteration 7F (28.815519 sec): 3 clusters Score: Raw -11478.102745 + Penalty 568.914876 = -10909.187869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.816853 sec): 2 clusters Score: Raw -30757.771236 + Penalty 498.458859 = -30259.312377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.817649 sec): 3 clusters Score: Raw -30630.484596 + Penalty 997.214205 = -29633.270391 nChanged 89 SP:Iteration 1F (28.818434 sec): 3 clusters Score: Raw -30734.844487 + Penalty 1002.859926 = -29731.984561 nChanged 33 SP:Iteration 2F (28.819207 sec): 3 clusters Score: Raw -30786.840530 + Penalty 1010.620421 = -29776.220109 nChanged 22 SP:Iteration 3F (28.819971 sec): 3 clusters Score: Raw -30814.321881 + Penalty 1019.838800 = -29794.483081 nChanged 17 SP:Iteration 4F (28.820731 sec): 3 clusters Score: Raw -30834.059579 + Penalty 1024.104709 = -29809.954869 nChanged 9 SP:Iteration 5Q (28.821482 sec): 3 clusters Score: Raw -30844.595401 + Penalty 1026.312494 = -29818.282907 nChanged 3 SP:Iteration 6Q (28.822248 sec): 3 clusters Score: Raw -30846.158118 + Penalty 1026.312494 = -29819.845624 nChanged 0 SP:Iteration 7F (28.823007 sec): 3 clusters Score: Raw -30846.158118 + Penalty 1026.312494 = -29819.845624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.824497 sec): 2 clusters Score: Raw -34179.022145 + Penalty 370.749764 = -33808.272381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.825366 sec): 3 clusters Score: Raw -34003.046057 + Penalty 743.004902 = -33260.041155 nChanged 113 SP:Iteration 1F (28.826219 sec): 3 clusters Score: Raw -34087.362900 + Penalty 743.739940 = -33343.622960 nChanged 29 SP:Iteration 2F (28.827071 sec): 3 clusters Score: Raw -34109.790819 + Penalty 743.733890 = -33366.056929 nChanged 14 SP:Iteration 3Q (28.827895 sec): 3 clusters Score: Raw -34123.191000 + Penalty 743.454787 = -33379.736214 nChanged 6 SP:Iteration 4Q (28.828734 sec): 3 clusters Score: Raw -34126.509714 + Penalty 743.061073 = -33383.448641 nChanged 4 SP:Iteration 5Q (28.829551 sec): 3 clusters Score: Raw -34128.934006 + Penalty 742.883545 = -33386.050461 nChanged 6 SP:Iteration 6Q (28.830362 sec): 3 clusters Score: Raw -34130.836913 + Penalty 742.731380 = -33388.105533 nChanged 4 SP:Iteration 7Q (28.831176 sec): 3 clusters Score: Raw -34133.740218 + Penalty 742.987123 = -33390.753095 nChanged 6 SP:Iteration 8Q (28.831989 sec): 3 clusters Score: Raw -34136.055916 + Penalty 742.891272 = -33393.164644 nChanged 3 SP:Iteration 9Q (28.832798 sec): 3 clusters Score: Raw -34137.023015 + Penalty 742.473734 = -33394.549281 nChanged 3 SP:Iteration 10F (28.833637 sec): 3 clusters Score: Raw -34139.893871 + Penalty 741.896391 = -33397.997480 nChanged 5 SP:Iteration 11Q (28.834450 sec): 3 clusters Score: Raw -34142.187963 + Penalty 741.774118 = -33400.413845 nChanged 3 SP:Iteration 12Q (28.835260 sec): 3 clusters Score: Raw -34142.925099 + Penalty 741.689813 = -33401.235285 nChanged 3 SP:Iteration 13Q (28.836069 sec): 3 clusters Score: Raw -34143.631964 + Penalty 741.594563 = -33402.037401 nChanged 3 SP:Iteration 14Q (28.836877 sec): 3 clusters Score: Raw -34144.483216 + Penalty 741.499529 = -33402.983688 nChanged 5 SP:Iteration 15Q (28.837686 sec): 3 clusters Score: Raw -34145.797199 + Penalty 741.499529 = -33404.297671 nChanged 0 SP:Iteration 16F (28.838525 sec): 3 clusters Score: Raw -34145.797199 + Penalty 741.499529 = -33404.297671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.839056 sec): 2 clusters Score: Raw -1330.506291 + Penalty 231.040617 = -1099.465674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.839326 sec): 3 clusters Score: Raw -1339.758292 + Penalty 462.081235 = -877.677057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.840356 sec): 2 clusters Score: Raw -19722.462744 + Penalty 466.450512 = -19256.012232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.840946 sec): 3 clusters Score: Raw -19666.741821 + Penalty 931.340625 = -18735.401196 nChanged 47 SP:Iteration 1F (28.841517 sec): 3 clusters Score: Raw -19728.453394 + Penalty 932.323572 = -18796.129822 nChanged 11 SP:Iteration 2F (28.842080 sec): 3 clusters Score: Raw -19738.799154 + Penalty 932.901024 = -18805.898129 nChanged 5 SP:Iteration 3Q (28.842670 sec): 3 clusters Score: Raw -19744.888015 + Penalty 932.199108 = -18812.688907 nChanged 2 SP:Iteration 4Q (28.843247 sec): 3 clusters Score: Raw -19752.616706 + Penalty 932.583482 = -18820.033223 nChanged 1 SP:Iteration 5Q (28.843798 sec): 3 clusters Score: Raw -19757.164751 + Penalty 933.234874 = -18823.929877 nChanged 2 SP:Iteration 6Q (28.844347 sec): 3 clusters Score: Raw -19759.833883 + Penalty 933.234874 = -18826.599008 nChanged 0 SP:Iteration 7F (28.844908 sec): 3 clusters Score: Raw -19759.833883 + Penalty 933.234874 = -18826.599008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.845476 sec): 2 clusters Score: Raw -2658.262653 + Penalty 269.866652 = -2388.396001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.845739 sec): 3 clusters Score: Raw -2677.420521 + Penalty 544.280479 = -2133.140043 nChanged 1 SP:Iteration 1Q (28.845993 sec): 3 clusters Score: Raw -2683.153965 + Penalty 544.280479 = -2138.873487 nChanged 0 SP:Iteration 2F (28.846251 sec): 3 clusters Score: Raw -2683.153965 + Penalty 544.280479 = -2138.873487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.847183 sec): 2 clusters Score: Raw -15216.830269 + Penalty 580.875516 = -14635.954753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.847708 sec): 3 clusters Score: Raw -15221.770890 + Penalty 1157.386534 = -14064.384356 nChanged 20 SP:Iteration 1F (28.848224 sec): 3 clusters Score: Raw -15264.475038 + Penalty 1157.344116 = -14107.130922 nChanged 6 SP:Iteration 2Q (28.848726 sec): 3 clusters Score: Raw -15282.650629 + Penalty 1156.378782 = -14126.271847 nChanged 3 SP:Iteration 3Q (28.849221 sec): 3 clusters Score: Raw -15288.446725 + Penalty 1156.378782 = -14132.067943 nChanged 0 SP:Iteration 4F (28.849733 sec): 3 clusters Score: Raw -15288.446725 + Penalty 1156.378782 = -14132.067943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.851597 sec): 2 clusters Score: Raw -50017.895403 + Penalty 492.422182 = -49525.473222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.852737 sec): 3 clusters Score: Raw -49779.059916 + Penalty 983.280369 = -48795.779547 nChanged 173 SP:Iteration 1F (28.853827 sec): 3 clusters Score: Raw -49921.916313 + Penalty 984.200775 = -48937.715538 nChanged 43 SP:Iteration 2F (28.854917 sec): 3 clusters Score: Raw -49960.809201 + Penalty 984.014692 = -48976.794509 nChanged 20 SP:Iteration 3Q (28.855991 sec): 3 clusters Score: Raw -49977.293039 + Penalty 984.151598 = -48993.141441 nChanged 10 SP:Iteration 4Q (28.857111 sec): 3 clusters Score: Raw -49983.342327 + Penalty 983.662808 = -48999.679519 nChanged 5 SP:Iteration 5Q (28.858204 sec): 3 clusters Score: Raw -49985.433915 + Penalty 983.347464 = -49002.086451 nChanged 4 SP:Iteration 6Q (28.859287 sec): 3 clusters Score: Raw -49987.179568 + Penalty 982.979226 = -49004.200342 nChanged 4 SP:Iteration 7Q (28.860367 sec): 3 clusters Score: Raw -49987.937352 + Penalty 983.129100 = -49004.808252 nChanged 1 SP:Iteration 8Q (28.861499 sec): 3 clusters Score: Raw -49988.215575 + Penalty 983.023294 = -49005.192281 nChanged 2 SP:Iteration 9Q (28.862583 sec): 3 clusters Score: Raw -49988.717901 + Penalty 983.134041 = -49005.583860 nChanged 3 SP:Iteration 10F (28.863670 sec): 3 clusters Score: Raw -49990.023002 + Penalty 983.099552 = -49006.923450 nChanged 4 SP:Iteration 11Q (28.864750 sec): 3 clusters Score: Raw -49993.165317 + Penalty 983.712082 = -49009.453235 nChanged 5 SP:Iteration 12Q (28.865848 sec): 3 clusters Score: Raw -49998.330606 + Penalty 983.968687 = -49014.361919 nChanged 8 SP:Iteration 13Q (28.866930 sec): 3 clusters Score: Raw -50003.733209 + Penalty 983.852913 = -49019.880297 nChanged 10 SP:Iteration 14Q (28.868007 sec): 3 clusters Score: Raw -50010.168915 + Penalty 984.434723 = -49025.734192 nChanged 8 SP:Iteration 15Q (28.869085 sec): 3 clusters Score: Raw -50016.693474 + Penalty 984.695385 = -49031.998089 nChanged 9 SP:Iteration 16Q (28.870188 sec): 3 clusters Score: Raw -50024.638891 + Penalty 984.560948 = -49040.077943 nChanged 10 SP:Iteration 17Q (28.871262 sec): 3 clusters Score: Raw -50031.547378 + Penalty 984.614954 = -49046.932424 nChanged 4 SP:Iteration 18Q (28.872326 sec): 3 clusters Score: Raw -50036.680254 + Penalty 984.663773 = -49052.016482 nChanged 6 SP:Iteration 19Q (28.873386 sec): 3 clusters Score: Raw -50038.399875 + Penalty 984.741690 = -49053.658186 nChanged 3 SP:Iteration 20F (28.874490 sec): 3 clusters Score: Raw -50039.409165 + Penalty 984.741690 = -49054.667475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.875324 sec): 2 clusters Score: Raw -12057.122380 + Penalty 555.523205 = -11501.599175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.875766 sec): 3 clusters Score: Raw -12077.211467 + Penalty 1107.460006 = -10969.751461 nChanged 14 SP:Iteration 1F (28.876217 sec): 3 clusters Score: Raw -12111.679959 + Penalty 1108.145091 = -11003.534869 nChanged 5 SP:Iteration 2Q (28.876646 sec): 3 clusters Score: Raw -12129.100158 + Penalty 1107.294113 = -11021.806045 nChanged 3 SP:Iteration 3Q (28.877067 sec): 3 clusters Score: Raw -12136.451993 + Penalty 1107.111424 = -11029.340569 nChanged 2 SP:Iteration 4Q (28.877486 sec): 3 clusters Score: Raw -12141.692744 + Penalty 1106.164123 = -11035.528621 nChanged 1 SP:Iteration 5Q (28.877905 sec): 3 clusters Score: Raw -12150.735767 + Penalty 1105.413170 = -11045.322596 nChanged 1 SP:Iteration 6Q (28.878325 sec): 3 clusters Score: Raw -12151.659074 + Penalty 1105.413170 = -11046.245903 nChanged 0 SP:Iteration 7F (28.878776 sec): 3 clusters Score: Raw -12151.659074 + Penalty 1105.413170 = -11046.245903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.879319 sec): 2 clusters Score: Raw -2693.592106 + Penalty 420.432342 = -2273.159764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.879580 sec): 3 clusters Score: Raw -2767.758415 + Penalty 841.123624 = -1926.634792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.882556 sec): 2 clusters Score: Raw -68318.224827 + Penalty 342.923319 = -67975.301507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.884101 sec): 3 clusters Score: Raw -67912.140711 + Penalty 696.229992 = -67215.910719 nChanged 283 SP:Iteration 1F (28.885586 sec): 3 clusters Score: Raw -68114.617653 + Penalty 701.514032 = -67413.103622 nChanged 88 SP:Iteration 2F (28.887119 sec): 3 clusters Score: Raw -68185.979793 + Penalty 710.567870 = -67475.411924 nChanged 44 SP:Iteration 3F (28.888636 sec): 3 clusters Score: Raw -68222.527891 + Penalty 723.663612 = -67498.864279 nChanged 33 SP:Iteration 4Q (28.890163 sec): 3 clusters Score: Raw -68249.948072 + Penalty 738.420294 = -67511.527778 nChanged 31 SP:Iteration 5Q (28.891607 sec): 3 clusters Score: Raw -68276.508598 + Penalty 749.958796 = -67526.549802 nChanged 25 SP:Iteration 6Q (28.893074 sec): 3 clusters Score: Raw -68301.538425 + Penalty 752.073899 = -67549.464526 nChanged 12 SP:Iteration 7Q (28.894489 sec): 3 clusters Score: Raw -68321.086517 + Penalty 762.388346 = -67558.698172 nChanged 11 SP:Iteration 8Q (28.895862 sec): 3 clusters Score: Raw -68336.373249 + Penalty 768.247378 = -67568.125871 nChanged 7 SP:Iteration 9Q (28.897226 sec): 3 clusters Score: Raw -68344.034998 + Penalty 768.245669 = -67575.789329 nChanged 5 SP:Iteration 10F (28.898729 sec): 3 clusters Score: Raw -68348.348471 + Penalty 768.245669 = -67580.102802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.900455 sec): 2 clusters Score: Raw -29132.772208 + Penalty 418.217919 = -28714.554289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.901240 sec): 3 clusters Score: Raw -28993.706956 + Penalty 837.507114 = -28156.199842 nChanged 90 SP:Iteration 1F (28.902031 sec): 3 clusters Score: Raw -29066.599244 + Penalty 837.439776 = -28229.159468 nChanged 27 SP:Iteration 2F (28.902807 sec): 3 clusters Score: Raw -29095.919758 + Penalty 836.795987 = -28259.123772 nChanged 17 SP:Iteration 3F (28.903576 sec): 3 clusters Score: Raw -29112.738205 + Penalty 836.606112 = -28276.132094 nChanged 15 SP:Iteration 4Q (28.904333 sec): 3 clusters Score: Raw -29128.593101 + Penalty 835.712331 = -28292.880769 nChanged 15 SP:Iteration 5Q (28.905088 sec): 3 clusters Score: Raw -29148.983530 + Penalty 835.097473 = -28313.886057 nChanged 13 SP:Iteration 6Q (28.905840 sec): 3 clusters Score: Raw -29175.126534 + Penalty 834.996202 = -28340.130332 nChanged 10 SP:Iteration 7Q (28.906603 sec): 3 clusters Score: Raw -29185.841512 + Penalty 835.293021 = -28350.548491 nChanged 4 SP:Iteration 8Q (28.907349 sec): 3 clusters Score: Raw -29190.557577 + Penalty 835.363753 = -28355.193824 nChanged 1 SP:Iteration 9Q (28.908081 sec): 3 clusters Score: Raw -29191.170193 + Penalty 835.363753 = -28355.806440 nChanged 0 SP:Iteration 10F (28.908851 sec): 3 clusters Score: Raw -29191.170193 + Penalty 835.363753 = -28355.806440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.909349 sec): 2 clusters Score: Raw -407.047790 + Penalty 183.725064 = -223.322726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.909569 sec): 3 clusters Score: Raw -395.331539 + Penalty 367.450128 = -27.881411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.911249 sec): 2 clusters Score: Raw -39671.354071 + Penalty 266.843595 = -39404.510476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.912234 sec): 3 clusters Score: Raw -39438.277937 + Penalty 533.287201 = -38904.990736 nChanged 162 SP:Iteration 1F (28.913194 sec): 3 clusters Score: Raw -39544.661107 + Penalty 529.111431 = -39015.549676 nChanged 56 SP:Iteration 2F (28.914152 sec): 3 clusters Score: Raw -39590.023339 + Penalty 523.010643 = -39067.012696 nChanged 35 SP:Iteration 3F (28.915110 sec): 3 clusters Score: Raw -39631.669738 + Penalty 516.957368 = -39114.712371 nChanged 27 SP:Iteration 4F (28.916086 sec): 3 clusters Score: Raw -39654.385548 + Penalty 506.910229 = -39147.475319 nChanged 18 SP:Iteration 5Q (28.917041 sec): 3 clusters Score: Raw -39674.802595 + Penalty 496.235161 = -39178.567434 nChanged 13 SP:Iteration 6Q (28.917989 sec): 3 clusters Score: Raw -39687.564082 + Penalty 490.750537 = -39196.813545 nChanged 6 SP:Iteration 7Q (28.918942 sec): 3 clusters Score: Raw -39693.926265 + Penalty 487.953799 = -39205.972466 nChanged 5 SP:Iteration 8Q (28.919919 sec): 3 clusters Score: Raw -39700.652072 + Penalty 484.444181 = -39216.207891 nChanged 6 SP:Iteration 9Q (28.920886 sec): 3 clusters Score: Raw -39709.434593 + Penalty 483.226416 = -39226.208177 nChanged 3 SP:Iteration 10F (28.921848 sec): 3 clusters Score: Raw -39712.588291 + Penalty 479.963439 = -39232.624852 nChanged 3 SP:Iteration 11Q (28.922788 sec): 3 clusters Score: Raw -39714.711167 + Penalty 479.963439 = -39234.747728 nChanged 0 SP:Iteration 12F (28.923744 sec): 3 clusters Score: Raw -39714.711167 + Penalty 479.963439 = -39234.747728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.924349 sec): 2 clusters Score: Raw -4303.066735 + Penalty 368.597639 = -3934.469096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.924668 sec): 3 clusters Score: Raw -4328.243583 + Penalty 744.338833 = -3583.904751 nChanged 1 SP:Iteration 1Q (28.924957 sec): 3 clusters Score: Raw -4331.068368 + Penalty 746.944451 = -3584.123917 nChanged 1 SP:Iteration 2Q (28.925240 sec): 3 clusters Score: Raw -4334.496436 + Penalty 755.186262 = -3579.310174 nChanged 1 SP:Iteration 3F (28.925529 sec): 3 clusters Score: Raw -4337.060091 + Penalty 755.186262 = -3581.873829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.926692 sec): 2 clusters Score: Raw -22776.365807 + Penalty 288.638952 = -22487.726855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.927368 sec): 3 clusters Score: Raw -22653.134624 + Penalty 576.155786 = -22076.978838 nChanged 80 SP:Iteration 1F (28.928035 sec): 3 clusters Score: Raw -22717.041730 + Penalty 575.965550 = -22141.076181 nChanged 28 SP:Iteration 2F (28.928703 sec): 3 clusters Score: Raw -22742.699305 + Penalty 581.067535 = -22161.631770 nChanged 18 SP:Iteration 3F (28.929370 sec): 3 clusters Score: Raw -22763.655432 + Penalty 587.337602 = -22176.317830 nChanged 13 SP:Iteration 4F (28.930028 sec): 3 clusters Score: Raw -22778.303086 + Penalty 592.324521 = -22185.978565 nChanged 7 SP:Iteration 5Q (28.930652 sec): 3 clusters Score: Raw -22787.041793 + Penalty 596.195315 = -22190.846477 nChanged 4 SP:Iteration 6Q (28.931271 sec): 3 clusters Score: Raw -22791.118921 + Penalty 597.948676 = -22193.170245 nChanged 2 SP:Iteration 7Q (28.931884 sec): 3 clusters Score: Raw -22792.835560 + Penalty 600.032743 = -22192.802817 nChanged 2 SP:Iteration 8F (28.932526 sec): 3 clusters Score: Raw -22793.297876 + Penalty 600.831977 = -22192.465898 nChanged 1 SP:Iteration 9F (28.933168 sec): 3 clusters Score: Raw -22793.489545 + Penalty 600.831977 = -22192.657568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.934044 sec): 2 clusters Score: Raw -13107.912818 + Penalty 694.758241 = -12413.154577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.934503 sec): 3 clusters Score: Raw -13177.945952 + Penalty 1389.992855 = -11787.953097 nChanged 18 SP:Iteration 1F (28.934956 sec): 3 clusters Score: Raw -13227.461143 + Penalty 1389.789028 = -11837.672114 nChanged 4 SP:Iteration 2Q (28.935386 sec): 3 clusters Score: Raw -13236.096961 + Penalty 1389.789028 = -11846.307932 nChanged 0 SP:Iteration 3F (28.935838 sec): 3 clusters Score: Raw -13236.096961 + Penalty 1389.789028 = -11846.307932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.936362 sec): 2 clusters Score: Raw -1692.502045 + Penalty 301.762064 = -1390.739981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.936611 sec): 3 clusters Score: Raw -1729.929380 + Penalty 603.524128 = -1126.405252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.937288 sec): 2 clusters Score: Raw -3101.450419 + Penalty 463.007812 = -2638.442608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.937641 sec): 3 clusters Score: Raw -3394.282255 + Penalty 917.687016 = -2476.595240 nChanged 5 SP:Iteration 1F (28.937989 sec): 3 clusters Score: Raw -3423.763721 + Penalty 918.856585 = -2504.907136 nChanged 2 SP:Iteration 2Q (28.938312 sec): 3 clusters Score: Raw -3434.588426 + Penalty 923.994081 = -2510.594345 nChanged 2 SP:Iteration 3Q (28.938629 sec): 3 clusters Score: Raw -3437.207021 + Penalty 923.994081 = -2513.212940 nChanged 0 SP:Iteration 4F (28.938974 sec): 3 clusters Score: Raw -3437.207021 + Penalty 923.994081 = -2513.212940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.939488 sec): 2 clusters Score: Raw -1490.591404 + Penalty 280.199467 = -1210.391936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.939728 sec): 3 clusters Score: Raw -1519.280519 + Penalty 558.590929 = -960.689591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.940221 sec): 2 clusters Score: Raw -1036.805723 + Penalty 210.325317 = -826.480406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.940450 sec): 3 clusters Score: Raw -1036.597096 + Penalty 421.126301 = -615.470796 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.943177 sec): 2 clusters Score: Raw -70536.526893 + Penalty 437.998162 = -70098.528731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.944766 sec): 3 clusters Score: Raw -70130.758363 + Penalty 876.822819 = -69253.935544 nChanged 287 SP:Iteration 1F (28.946321 sec): 3 clusters Score: Raw -70270.006061 + Penalty 878.612871 = -69391.393190 nChanged 67 SP:Iteration 2F (28.947877 sec): 3 clusters Score: Raw -70321.201463 + Penalty 881.777768 = -69439.423695 nChanged 60 SP:Iteration 3F (28.949437 sec): 3 clusters Score: Raw -70370.510387 + Penalty 886.818216 = -69483.692172 nChanged 45 SP:Iteration 4F (28.950982 sec): 3 clusters Score: Raw -70409.794904 + Penalty 893.535789 = -69516.259114 nChanged 45 SP:Iteration 5F (28.952544 sec): 3 clusters Score: Raw -70445.584730 + Penalty 899.102786 = -69546.481944 nChanged 32 SP:Iteration 6Q (28.954060 sec): 3 clusters Score: Raw -70469.015703 + Penalty 902.125642 = -69566.890061 nChanged 25 SP:Iteration 7Q (28.955560 sec): 3 clusters Score: Raw -70493.494246 + Penalty 905.872024 = -69587.622222 nChanged 21 SP:Iteration 8Q (28.957068 sec): 3 clusters Score: Raw -70512.303908 + Penalty 907.738721 = -69604.565186 nChanged 14 SP:Iteration 9Q (28.958535 sec): 3 clusters Score: Raw -70522.342702 + Penalty 909.327026 = -69613.015676 nChanged 9 SP:Iteration 10F (28.960056 sec): 3 clusters Score: Raw -70526.849669 + Penalty 908.402490 = -69618.447179 nChanged 6 SP:Iteration 11Q (28.961493 sec): 3 clusters Score: Raw -70530.518848 + Penalty 908.054718 = -69622.464130 nChanged 10 SP:Iteration 12Q (28.962937 sec): 3 clusters Score: Raw -70538.886481 + Penalty 905.914500 = -69632.971981 nChanged 6 SP:Iteration 13Q (28.964343 sec): 3 clusters Score: Raw -70544.651244 + Penalty 905.937875 = -69638.713369 nChanged 6 SP:Iteration 14Q (28.965754 sec): 3 clusters Score: Raw -70550.076345 + Penalty 905.019385 = -69645.056960 nChanged 3 SP:Iteration 15Q (28.967152 sec): 3 clusters Score: Raw -70554.812611 + Penalty 905.250956 = -69649.561655 nChanged 4 SP:Iteration 16Q (28.968531 sec): 3 clusters Score: Raw -70555.997379 + Penalty 906.637879 = -69649.359500 nChanged 3 SP:Iteration 17F (28.970138 sec): 3 clusters Score: Raw -70556.906809 + Penalty 907.400527 = -69649.506282 nChanged 3 SP:Iteration 18Q (28.971512 sec): 3 clusters Score: Raw -70558.820831 + Penalty 909.022821 = -69649.798010 nChanged 3 SP:Iteration 19Q (28.972879 sec): 3 clusters Score: Raw -70560.613426 + Penalty 908.753132 = -69651.860294 nChanged 1 SP:Iteration 20F (28.974409 sec): 3 clusters Score: Raw -70561.092494 + Penalty 907.979828 = -69653.112665 nChanged 2 SP:Iteration 21Q (28.975784 sec): 3 clusters Score: Raw -70561.992565 + Penalty 906.994412 = -69654.998153 nChanged 1 SP:Iteration 22Q (28.977153 sec): 3 clusters Score: Raw -70562.111717 + Penalty 906.994412 = -69655.117305 nChanged 0 SP:Iteration 23F (28.978688 sec): 3 clusters Score: Raw -70562.111717 + Penalty 906.994412 = -69655.117305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.981267 sec): 2 clusters Score: Raw -264.616544 + Penalty 40.615176 = -224.001368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.981482 sec): 3 clusters Score: Raw -260.810693 + Penalty 93.329085 = -167.481607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.982324 sec): 2 clusters Score: Raw -13211.186826 + Penalty 674.358103 = -12536.828723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.982791 sec): 3 clusters Score: Raw -13250.115385 + Penalty 1346.111162 = -11904.004223 nChanged 15 SP:Iteration 1F (28.983248 sec): 3 clusters Score: Raw -13291.452820 + Penalty 1346.072750 = -11945.380070 nChanged 2 SP:Iteration 2Q (28.983688 sec): 3 clusters Score: Raw -13295.587534 + Penalty 1346.072750 = -11949.514783 nChanged 0 SP:Iteration 3F (28.984151 sec): 3 clusters Score: Raw -13295.587534 + Penalty 1346.072750 = -11949.514783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.984951 sec): 2 clusters Score: Raw -11192.139031 + Penalty 325.547011 = -10866.592019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.985386 sec): 3 clusters Score: Raw -11149.708683 + Penalty 647.396566 = -10502.312118 nChanged 23 SP:Iteration 1F (28.985813 sec): 3 clusters Score: Raw -11170.074081 + Penalty 645.439372 = -10524.634709 nChanged 8 SP:Iteration 2F (28.986240 sec): 3 clusters Score: Raw -11176.152295 + Penalty 645.735423 = -10530.416872 nChanged 2 SP:Iteration 3Q (28.986666 sec): 3 clusters Score: Raw -11179.090676 + Penalty 644.606801 = -10534.483876 nChanged 3 SP:Iteration 4Q (28.987089 sec): 3 clusters Score: Raw -11181.933687 + Penalty 644.551831 = -10537.381856 nChanged 1 SP:Iteration 5Q (28.987513 sec): 3 clusters Score: Raw -11182.865031 + Penalty 644.494591 = -10538.370439 nChanged 3 SP:Iteration 6Q (28.987937 sec): 3 clusters Score: Raw -11187.558925 + Penalty 643.786479 = -10543.772446 nChanged 4 SP:Iteration 7Q (28.988366 sec): 3 clusters Score: Raw -11190.436733 + Penalty 643.134918 = -10547.301815 nChanged 1 SP:Iteration 8Q (28.988794 sec): 3 clusters Score: Raw -11190.710052 + Penalty 641.885909 = -10548.824143 nChanged 1 SP:Iteration 9Q (28.989216 sec): 3 clusters Score: Raw -11191.273736 + Penalty 641.885909 = -10549.387827 nChanged 0 SP:Iteration 10F (28.989643 sec): 3 clusters Score: Raw -11191.273736 + Penalty 641.885909 = -10549.387827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.990443 sec): 2 clusters Score: Raw -11082.051843 + Penalty 426.987857 = -10655.063986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.990872 sec): 3 clusters Score: Raw -11062.214110 + Penalty 853.629747 = -10208.584363 nChanged 21 SP:Iteration 1F (28.991323 sec): 3 clusters Score: Raw -11095.424094 + Penalty 854.027369 = -10241.396725 nChanged 6 SP:Iteration 2F (28.991747 sec): 3 clusters Score: Raw -11109.771249 + Penalty 854.373703 = -10255.397545 nChanged 2 SP:Iteration 3Q (28.992160 sec): 3 clusters Score: Raw -11113.590769 + Penalty 854.324296 = -10259.266473 nChanged 1 SP:Iteration 4Q (28.992571 sec): 3 clusters Score: Raw -11114.783198 + Penalty 854.324296 = -10260.458903 nChanged 0 SP:Iteration 5F (28.992994 sec): 3 clusters Score: Raw -11114.783198 + Penalty 854.324296 = -10260.458903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.993617 sec): 2 clusters Score: Raw -5521.712182 + Penalty 450.020632 = -5071.691550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.993931 sec): 3 clusters Score: Raw -5554.574257 + Penalty 897.982984 = -4656.591273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.994417 sec): 2 clusters Score: Raw -567.026129 + Penalty 145.750167 = -421.275962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.994636 sec): 3 clusters Score: Raw -562.547202 + Penalty 274.794408 = -287.752793 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 (28.995133 sec): 2 clusters Score: Raw -1270.600847 + Penalty 303.384617 = -967.216230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.995366 sec): 3 clusters Score: Raw -1265.177569 + Penalty 600.276876 = -664.900693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.996182 sec): 2 clusters Score: Raw -11475.331489 + Penalty 345.498686 = -11129.832803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.996630 sec): 3 clusters Score: Raw -11457.782174 + Penalty 688.373035 = -10769.409139 nChanged 23 SP:Iteration 1F (28.997069 sec): 3 clusters Score: Raw -11482.209866 + Penalty 689.632742 = -10792.577124 nChanged 5 SP:Iteration 2Q (28.997507 sec): 3 clusters Score: Raw -11489.911803 + Penalty 688.370343 = -10801.541460 nChanged 3 SP:Iteration 3Q (28.997944 sec): 3 clusters Score: Raw -11492.688704 + Penalty 689.702371 = -10802.986333 nChanged 1 SP:Iteration 4Q (28.998382 sec): 3 clusters Score: Raw -11497.947846 + Penalty 690.997371 = -10806.950474 nChanged 1 SP:Iteration 5Q (28.998816 sec): 3 clusters Score: Raw -11501.642732 + Penalty 689.654313 = -10811.988418 nChanged 1 SP:Iteration 6Q (28.999247 sec): 3 clusters Score: Raw -11502.164791 + Penalty 689.654313 = -10812.510478 nChanged 0 SP:Iteration 7F (28.999685 sec): 3 clusters Score: Raw -11502.164791 + Penalty 689.654313 = -10812.510478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.000576 sec): 2 clusters Score: Raw -15535.438911 + Penalty 452.029804 = -15083.409107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.001084 sec): 3 clusters Score: Raw -15488.035668 + Penalty 905.413682 = -14582.621986 nChanged 26 SP:Iteration 1F (29.001584 sec): 3 clusters Score: Raw -15527.609277 + Penalty 905.341873 = -14622.267405 nChanged 7 SP:Iteration 2Q (29.002082 sec): 3 clusters Score: Raw -15535.110537 + Penalty 906.090523 = -14629.020014 nChanged 4 SP:Iteration 3Q (29.002579 sec): 3 clusters Score: Raw -15539.933298 + Penalty 906.090523 = -14633.842775 nChanged 0 SP:Iteration 4F (29.003076 sec): 3 clusters Score: Raw -15539.933298 + Penalty 906.090523 = -14633.842775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.003578 sec): 2 clusters Score: Raw -390.002017 + Penalty 167.012471 = -222.989546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.003793 sec): 3 clusters Score: Raw -386.228898 + Penalty 321.519617 = -64.709281 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 (29.004284 sec): 2 clusters Score: Raw -908.964425 + Penalty 178.664211 = -730.300214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.004512 sec): 3 clusters Score: Raw -923.657558 + Penalty 357.328422 = -566.329136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.006360 sec): 2 clusters Score: Raw -38749.537147 + Penalty 293.375876 = -38456.161271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.007315 sec): 3 clusters Score: Raw -38529.810710 + Penalty 587.147648 = -37942.663062 nChanged 131 SP:Iteration 1F (29.008243 sec): 3 clusters Score: Raw -38599.232505 + Penalty 588.607479 = -38010.625026 nChanged 38 SP:Iteration 2F (29.009166 sec): 3 clusters Score: Raw -38631.523979 + Penalty 589.874456 = -38041.649523 nChanged 30 SP:Iteration 3F (29.010086 sec): 3 clusters Score: Raw -38657.989436 + Penalty 591.391349 = -38066.598087 nChanged 25 SP:Iteration 4F (29.011006 sec): 3 clusters Score: Raw -38676.394411 + Penalty 593.774969 = -38082.619442 nChanged 17 SP:Iteration 5Q (29.011933 sec): 3 clusters Score: Raw -38687.271988 + Penalty 596.612110 = -38090.659877 nChanged 12 SP:Iteration 6Q (29.012840 sec): 3 clusters Score: Raw -38698.786855 + Penalty 597.621332 = -38101.165522 nChanged 12 SP:Iteration 7Q (29.013740 sec): 3 clusters Score: Raw -38705.121919 + Penalty 598.866536 = -38106.255383 nChanged 6 SP:Iteration 8Q (29.014638 sec): 3 clusters Score: Raw -38708.222739 + Penalty 601.158387 = -38107.064352 nChanged 7 SP:Iteration 9Q (29.015533 sec): 3 clusters Score: Raw -38711.787470 + Penalty 603.461516 = -38108.325954 nChanged 6 SP:Iteration 10F (29.016472 sec): 3 clusters Score: Raw -38713.637361 + Penalty 604.481261 = -38109.156100 nChanged 4 SP:Iteration 11Q (29.017365 sec): 3 clusters Score: Raw -38714.819807 + Penalty 606.636311 = -38108.183496 nChanged 5 SP:Iteration 12F (29.018284 sec): 3 clusters Score: Raw -38718.060605 + Penalty 608.594814 = -38109.465791 nChanged 5 SP:Iteration 13Q (29.019176 sec): 3 clusters Score: Raw -38720.519797 + Penalty 611.563301 = -38108.956495 nChanged 5 SP:Iteration 14F (29.020094 sec): 3 clusters Score: Raw -38722.821765 + Penalty 612.357597 = -38110.464167 nChanged 3 SP:Iteration 15Q (29.020995 sec): 3 clusters Score: Raw -38723.531543 + Penalty 612.357597 = -38111.173945 nChanged 0 SP:Iteration 16F (29.021920 sec): 3 clusters Score: Raw -38723.531543 + Penalty 612.357597 = -38111.173945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.022439 sec): 2 clusters Score: Raw -866.984100 + Penalty 200.521065 = -666.463036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.022670 sec): 3 clusters Score: Raw -866.804780 + Penalty 396.516945 = -470.287835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.023144 sec): 2 clusters Score: Raw -367.267654 + Penalty 85.867932 = -281.399722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.023356 sec): 3 clusters Score: Raw -365.543769 + Penalty 171.735863 = -193.807905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.023833 sec): 2 clusters Score: Raw -464.987752 + Penalty 95.794715 = -369.193037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.024059 sec): 2 clusters Score: Raw -464.987752 + Penalty 95.794715 = -369.193037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.024599 sec): 2 clusters Score: Raw -2839.592855 + Penalty 328.956385 = -2510.636470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.024863 sec): 3 clusters Score: Raw -2848.870973 + Penalty 657.124134 = -2191.746839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.025948 sec): 2 clusters Score: Raw -22857.118289 + Penalty 573.319790 = -22283.798499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.026585 sec): 3 clusters Score: Raw -22818.669231 + Penalty 1146.036818 = -21672.632412 nChanged 45 SP:Iteration 1F (29.027214 sec): 3 clusters Score: Raw -22873.426974 + Penalty 1146.393567 = -21727.033407 nChanged 7 SP:Iteration 2Q (29.027809 sec): 3 clusters Score: Raw -22882.366625 + Penalty 1147.130896 = -21735.235729 nChanged 4 SP:Iteration 3Q (29.028419 sec): 3 clusters Score: Raw -22891.932566 + Penalty 1147.166120 = -21744.766446 nChanged 2 SP:Iteration 4Q (29.029016 sec): 3 clusters Score: Raw -22893.670466 + Penalty 1146.927750 = -21746.742716 nChanged 1 SP:Iteration 5Q (29.029634 sec): 3 clusters Score: Raw -22894.975178 + Penalty 1147.162940 = -21747.812238 nChanged 1 SP:Iteration 6Q (29.030235 sec): 3 clusters Score: Raw -22897.112125 + Penalty 1146.968107 = -21750.144018 nChanged 1 SP:Iteration 7Q (29.030830 sec): 3 clusters Score: Raw -22897.849200 + Penalty 1146.907498 = -21750.941702 nChanged 1 SP:Iteration 8Q (29.031426 sec): 3 clusters Score: Raw -22898.468848 + Penalty 1146.907498 = -21751.561350 nChanged 0 SP:Iteration 9F (29.032032 sec): 3 clusters Score: Raw -22898.468848 + Penalty 1146.907498 = -21751.561350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.032597 sec): 2 clusters Score: Raw -2917.224491 + Penalty 335.477686 = -2581.746805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.032866 sec): 3 clusters Score: Raw -2937.198418 + Penalty 669.868358 = -2267.330061 nChanged 1 SP:Iteration 1Q (29.033132 sec): 3 clusters Score: Raw -2939.413687 + Penalty 669.868358 = -2269.545329 nChanged 0 SP:Iteration 2F (29.033394 sec): 3 clusters Score: Raw -2939.413687 + Penalty 669.868358 = -2269.545329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.033907 sec): 2 clusters Score: Raw -1568.887132 + Penalty 385.019562 = -1183.867570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.034146 sec): 3 clusters Score: Raw -1625.571979 + Penalty 777.650781 = -847.921198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.034627 sec): 2 clusters Score: Raw -597.198945 + Penalty 204.210444 = -392.988500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.034846 sec): 3 clusters Score: Raw -587.163258 + Penalty 434.026489 = -153.136769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.035366 sec): 2 clusters Score: Raw -1946.901512 + Penalty 163.935944 = -1782.965568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.035617 sec): 3 clusters Score: Raw -1961.611768 + Penalty 327.475925 = -1634.135843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.036504 sec): 2 clusters Score: Raw -13686.050979 + Penalty 766.985399 = -12919.065580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.036993 sec): 3 clusters Score: Raw -13771.741806 + Penalty 1534.238653 = -12237.503153 nChanged 18 SP:Iteration 1F (29.037475 sec): 3 clusters Score: Raw -13826.568154 + Penalty 1534.362496 = -12292.205658 nChanged 4 SP:Iteration 2Q (29.037926 sec): 3 clusters Score: Raw -13839.934072 + Penalty 1534.322626 = -12305.611445 nChanged 1 SP:Iteration 3Q (29.038379 sec): 3 clusters Score: Raw -13847.302149 + Penalty 1533.979805 = -12313.322343 nChanged 1 SP:Iteration 4Q (29.038829 sec): 3 clusters Score: Raw -13848.727796 + Penalty 1533.979805 = -12314.747991 nChanged 0 SP:Iteration 5F (29.039308 sec): 3 clusters Score: Raw -13848.727796 + Penalty 1533.979805 = -12314.747991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.039915 sec): 2 clusters Score: Raw -4347.735408 + Penalty 349.836837 = -3997.898570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.040226 sec): 3 clusters Score: Raw -4391.174654 + Penalty 724.285169 = -3666.889485 nChanged 4 SP:Iteration 1F (29.040524 sec): 3 clusters Score: Raw -4406.600315 + Penalty 728.703877 = -3677.896438 nChanged 1 SP:Iteration 2Q (29.040807 sec): 3 clusters Score: Raw -4409.654411 + Penalty 728.703877 = -3680.950534 nChanged 0 SP:Iteration 3F (29.041103 sec): 3 clusters Score: Raw -4409.654411 + Penalty 728.703877 = -3680.950534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.041606 sec): 2 clusters Score: Raw -1281.810297 + Penalty 273.772774 = -1008.037523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.041842 sec): 3 clusters Score: Raw -1329.957952 + Penalty 538.268806 = -791.689146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.042648 sec): 2 clusters Score: Raw -12618.044543 + Penalty 421.558903 = -12196.485640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.043107 sec): 3 clusters Score: Raw -12579.101813 + Penalty 837.019290 = -11742.082522 nChanged 18 SP:Iteration 1F (29.043558 sec): 3 clusters Score: Raw -12603.028725 + Penalty 834.807133 = -11768.221591 nChanged 7 SP:Iteration 2F (29.044007 sec): 3 clusters Score: Raw -12612.172497 + Penalty 839.028871 = -11773.143625 nChanged 6 SP:Iteration 3Q (29.044455 sec): 3 clusters Score: Raw -12619.318596 + Penalty 845.871672 = -11773.446923 nChanged 4 SP:Iteration 4Q (29.044902 sec): 3 clusters Score: Raw -12624.491008 + Penalty 853.299957 = -11771.191051 nChanged 2 SP:Iteration 5F (29.045350 sec): 3 clusters Score: Raw -12628.071544 + Penalty 858.515940 = -11769.555604 nChanged 2 SP:Iteration 6F (29.045797 sec): 3 clusters Score: Raw -12632.540170 + Penalty 858.471717 = -11774.068453 nChanged 1 SP:Iteration 7Q (29.046240 sec): 3 clusters Score: Raw -12634.247539 + Penalty 858.471717 = -11775.775822 nChanged 0 SP:Iteration 8F (29.046688 sec): 3 clusters Score: Raw -12634.247539 + Penalty 858.471717 = -11775.775822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.047189 sec): 2 clusters Score: Raw -1043.805077 + Penalty 264.393529 = -779.411548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.047421 sec): 3 clusters Score: Raw -1062.022718 + Penalty 524.888661 = -537.134057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.047947 sec): 2 clusters Score: Raw -1132.451311 + Penalty 370.626580 = -761.824732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.048187 sec): 3 clusters Score: Raw -1347.940648 + Penalty 742.206113 = -605.734535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.048663 sec): 2 clusters Score: Raw -379.050925 + Penalty 109.070820 = -269.980105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.048873 sec): 3 clusters Score: Raw -374.018987 + Penalty 200.629429 = -173.389558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.049365 sec): 2 clusters Score: Raw -959.511807 + Penalty 230.022251 = -729.489556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.049592 sec): 3 clusters Score: Raw -968.951537 + Penalty 454.597368 = -514.354169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.050110 sec): 2 clusters Score: Raw -2075.378116 + Penalty 388.128456 = -1687.249660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.050359 sec): 3 clusters Score: Raw -2101.590268 + Penalty 775.495515 = -1326.094752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.050871 sec): 2 clusters Score: Raw -1721.116153 + Penalty 242.259518 = -1478.856635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.051117 sec): 3 clusters Score: Raw -1741.085727 + Penalty 481.431088 = -1259.654639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.051606 sec): 2 clusters Score: Raw -775.789392 + Penalty 246.264425 = -529.524968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.051835 sec): 3 clusters Score: Raw -781.480412 + Penalty 492.823060 = -288.657352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.052337 sec): 2 clusters Score: Raw -1403.932303 + Penalty 322.206920 = -1081.725383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.052572 sec): 3 clusters Score: Raw -1416.012601 + Penalty 644.413841 = -771.598760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.053072 sec): 2 clusters Score: Raw -1417.153986 + Penalty 272.665458 = -1144.488528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.053308 sec): 3 clusters Score: Raw -1442.374854 + Penalty 544.532304 = -897.842550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.053807 sec): 2 clusters Score: Raw -1312.484919 + Penalty 400.325146 = -912.159772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.054041 sec): 3 clusters Score: Raw -1407.566796 + Penalty 801.154909 = -606.411887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.054528 sec): 2 clusters Score: Raw -865.147215 + Penalty 221.401972 = -643.745244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.054753 sec): 3 clusters Score: Raw -868.839605 + Penalty 442.335543 = -426.504062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.055281 sec): 2 clusters Score: Raw -1661.935123 + Penalty 209.027504 = -1452.907620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.055523 sec): 3 clusters Score: Raw -1667.518441 + Penalty 413.685864 = -1253.832577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.056027 sec): 2 clusters Score: Raw -1444.492404 + Penalty 337.407555 = -1107.084849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.056263 sec): 3 clusters Score: Raw -1480.147085 + Penalty 665.295166 = -814.851919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.057031 sec): 2 clusters Score: Raw -11131.937425 + Penalty 545.956528 = -10585.980897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.057461 sec): 3 clusters Score: Raw -11169.631931 + Penalty 1089.358054 = -10080.273877 nChanged 12 SP:Iteration 1F (29.057883 sec): 3 clusters Score: Raw -11201.658465 + Penalty 1090.255239 = -10111.403225 nChanged 4 SP:Iteration 2Q (29.058291 sec): 3 clusters Score: Raw -11206.615776 + Penalty 1090.852288 = -10115.763488 nChanged 1 SP:Iteration 3Q (29.058701 sec): 3 clusters Score: Raw -11207.460888 + Penalty 1090.852288 = -10116.608600 nChanged 0 SP:Iteration 4F (29.059124 sec): 3 clusters Score: Raw -11207.460888 + Penalty 1090.852288 = -10116.608600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.059644 sec): 2 clusters Score: Raw -2083.720750 + Penalty 422.990551 = -1660.730199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.059892 sec): 3 clusters Score: Raw -2124.500537 + Penalty 841.865255 = -1282.635283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.060464 sec): 2 clusters Score: Raw -3916.578195 + Penalty 322.523230 = -3594.054965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.060749 sec): 3 clusters Score: Raw -3922.350049 + Penalty 645.522221 = -3276.827828 nChanged 2 SP:Iteration 1Q (29.061046 sec): 3 clusters Score: Raw -3926.536781 + Penalty 645.522221 = -3281.014560 nChanged 0 SP:Iteration 2F (29.061327 sec): 3 clusters Score: Raw -3926.536781 + Penalty 645.522221 = -3281.014560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.061811 sec): 2 clusters Score: Raw -566.697620 + Penalty 145.783900 = -420.913721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.062031 sec): 3 clusters Score: Raw -564.476077 + Penalty 291.567799 = -272.908278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.062525 sec): 2 clusters Score: Raw -1135.841154 + Penalty 259.899545 = -875.941609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.062756 sec): 3 clusters Score: Raw -1159.007603 + Penalty 516.112754 = -642.894850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.063238 sec): 2 clusters Score: Raw -714.706192 + Penalty 237.230510 = -477.475682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.063458 sec): 3 clusters Score: Raw -704.144311 + Penalty 498.839249 = -205.305062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.063953 sec): 2 clusters Score: Raw -480.231975 + Penalty 161.258741 = -318.973234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.064171 sec): 3 clusters Score: Raw -478.129080 + Penalty 325.823608 = -152.305472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.064772 sec): 2 clusters Score: Raw -5111.606821 + Penalty 526.467714 = -4585.139107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.065083 sec): 3 clusters Score: Raw -5210.390900 + Penalty 1052.935427 = -4157.455472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.065579 sec): 2 clusters Score: Raw -1158.310031 + Penalty 229.455881 = -928.854150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.065812 sec): 3 clusters Score: Raw -1156.818737 + Penalty 458.911762 = -697.906975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.066321 sec): 2 clusters Score: Raw -1597.966650 + Penalty 368.411150 = -1229.555500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.066561 sec): 3 clusters Score: Raw -1628.571422 + Penalty 738.425323 = -890.146099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.067161 sec): 2 clusters Score: Raw -5215.879251 + Penalty 369.225977 = -4846.653273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.067473 sec): 3 clusters Score: Raw -5218.080647 + Penalty 736.320190 = -4481.760457 nChanged 1 SP:Iteration 1Q (29.067784 sec): 3 clusters Score: Raw -5220.286554 + Penalty 735.117494 = -4485.169060 nChanged 1 SP:Iteration 2Q (29.068086 sec): 3 clusters Score: Raw -5222.004087 + Penalty 735.117494 = -4486.886592 nChanged 0 SP:Iteration 3F (29.068392 sec): 3 clusters Score: Raw -5222.004087 + Penalty 735.117494 = -4486.886592 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 (29.068926 sec): 2 clusters Score: Raw -2666.672617 + Penalty 462.367525 = -2204.305092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.069183 sec): 3 clusters Score: Raw -2716.734705 + Penalty 924.229371 = -1792.505334 nChanged 1 SP:Iteration 1Q (29.069429 sec): 3 clusters Score: Raw -2722.245907 + Penalty 924.229371 = -1798.016536 nChanged 0 SP:Iteration 2F (29.069681 sec): 3 clusters Score: Raw -2722.245907 + Penalty 924.229371 = -1798.016536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.070164 sec): 2 clusters Score: Raw -665.386962 + Penalty 184.165942 = -481.221020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.070387 sec): 3 clusters Score: Raw -668.249492 + Penalty 368.662674 = -299.586818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.070890 sec): 2 clusters Score: Raw -1393.139629 + Penalty 355.347846 = -1037.791783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.071126 sec): 3 clusters Score: Raw -1415.773974 + Penalty 710.695691 = -705.078283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.071608 sec): 2 clusters Score: Raw -668.482633 + Penalty 167.254345 = -501.228288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.071846 sec): 3 clusters Score: Raw -665.502957 + Penalty 341.946630 = -323.556327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.072329 sec): 2 clusters Score: Raw -754.674764 + Penalty 193.383397 = -561.291367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.072552 sec): 3 clusters Score: Raw -762.448833 + Penalty 398.044566 = -364.404268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.073038 sec): 2 clusters Score: Raw -859.356753 + Penalty 212.687794 = -646.668960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.073263 sec): 3 clusters Score: Raw -865.928287 + Penalty 414.476457 = -451.451830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.073793 sec): 2 clusters Score: Raw -2453.936436 + Penalty 439.797268 = -2014.139169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.074050 sec): 3 clusters Score: Raw -2548.534121 + Penalty 880.129297 = -1668.404824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.074531 sec): 2 clusters Score: Raw -671.692219 + Penalty 176.329124 = -495.363095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.074753 sec): 3 clusters Score: Raw -668.651856 + Penalty 353.599689 = -315.052167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.075245 sec): 2 clusters Score: Raw -973.482642 + Penalty 240.430723 = -733.051919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.075471 sec): 3 clusters Score: Raw -979.888933 + Penalty 474.421285 = -505.467648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.075943 sec): 2 clusters Score: Raw -298.725036 + Penalty 143.913687 = -154.811349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.076155 sec): 3 clusters Score: Raw -288.744324 + Penalty 293.840985 = 5.096661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.076663 sec): 2 clusters Score: Raw -1725.989153 + Penalty 354.454762 = -1371.534390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.076905 sec): 3 clusters Score: Raw -1726.266840 + Penalty 699.929009 = -1026.337831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.077386 sec): 2 clusters Score: Raw -670.831551 + Penalty 186.884801 = -483.946750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.077606 sec): 3 clusters Score: Raw -669.049686 + Penalty 375.107032 = -293.942654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.078126 sec): 2 clusters Score: Raw -2170.884066 + Penalty 329.680145 = -1841.203922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.078381 sec): 3 clusters Score: Raw -2190.702798 + Penalty 653.593019 = -1537.109779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.078855 sec): 2 clusters Score: Raw -403.997793 + Penalty 181.793078 = -222.204715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.079085 sec): 3 clusters Score: Raw -394.945508 + Penalty 380.000388 = -14.945120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.079565 sec): 2 clusters Score: Raw -482.055835 + Penalty 172.240738 = -309.815097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.079782 sec): 3 clusters Score: Raw -480.527335 + Penalty 341.522772 = -139.004562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.080261 sec): 2 clusters Score: Raw -609.658107 + Penalty 231.751302 = -377.906805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.080481 sec): 3 clusters Score: Raw -601.035113 + Penalty 463.502603 = -137.532510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.080960 sec): 2 clusters Score: Raw -593.419663 + Penalty 175.375203 = -418.044460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.081181 sec): 3 clusters Score: Raw -587.018136 + Penalty 350.750407 = -236.267730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.081673 sec): 2 clusters Score: Raw -1073.687838 + Penalty 250.231151 = -823.456687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.081902 sec): 3 clusters Score: Raw -1077.178396 + Penalty 506.377789 = -570.800607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.082394 sec): 2 clusters Score: Raw -1032.607850 + Penalty 249.678072 = -782.929778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.082623 sec): 3 clusters Score: Raw -1060.688813 + Penalty 495.033650 = -565.655163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.083098 sec): 2 clusters Score: Raw -494.559597 + Penalty 178.296839 = -316.262757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.083314 sec): 3 clusters Score: Raw -487.685626 + Penalty 353.972263 = -133.713362 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 (29.083795 sec): 2 clusters Score: Raw -576.657378 + Penalty 177.823022 = -398.834356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.084012 sec): 3 clusters Score: Raw -580.119562 + Penalty 330.169851 = -249.949711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.084513 sec): 2 clusters Score: Raw -1422.273127 + Penalty 378.851544 = -1043.421583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.084747 sec): 3 clusters Score: Raw -1439.331575 + Penalty 767.166295 = -672.165280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.085214 sec): 2 clusters Score: Raw -190.412707 + Penalty 65.032744 = -125.379963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.085408 sec): 2 clusters Score: Raw -190.412707 + Penalty 65.032744 = -125.379963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.085983 sec): 2 clusters Score: Raw -3227.518875 + Penalty 364.165051 = -2863.353823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.086261 sec): 3 clusters Score: Raw -3257.497525 + Penalty 729.106433 = -2528.391092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.086741 sec): 2 clusters Score: Raw -562.069507 + Penalty 150.637747 = -411.431760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.086960 sec): 3 clusters Score: Raw -562.475454 + Penalty 315.766125 = -246.709329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.087440 sec): 2 clusters Score: Raw -688.837155 + Penalty 195.316850 = -493.520304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.087661 sec): 3 clusters Score: Raw -682.751127 + Penalty 396.298341 = -286.452786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.088134 sec): 2 clusters Score: Raw -304.314486 + Penalty 139.616804 = -164.697681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.088347 sec): 3 clusters Score: Raw -292.264965 + Penalty 139.616804 = -152.648161 nChanged 1 SP:Iteration 1F (29.088540 sec): 2 clusters Score: Raw -304.314486 + Penalty 139.616804 = -164.697681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.089031 sec): 2 clusters Score: Raw -988.309566 + Penalty 288.714895 = -699.594671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.089259 sec): 3 clusters Score: Raw -997.389236 + Penalty 585.235425 = -412.153812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.089773 sec): 2 clusters Score: Raw -1802.830707 + Penalty 253.537212 = -1549.293495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.090018 sec): 3 clusters Score: Raw -1834.508687 + Penalty 507.074424 = -1327.434263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.090494 sec): 2 clusters Score: Raw -470.237730 + Penalty 188.257573 = -281.980157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.090704 sec): 3 clusters Score: Raw -481.464401 + Penalty 394.195631 = -87.268770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.091177 sec): 2 clusters Score: Raw -385.999971 + Penalty 115.557241 = -270.442730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.091388 sec): 3 clusters Score: Raw -377.057172 + Penalty 232.247263 = -144.809909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.091874 sec): 2 clusters Score: Raw -933.313377 + Penalty 277.106470 = -656.206908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.092104 sec): 3 clusters Score: Raw -927.190528 + Penalty 558.830796 = -368.359733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.092579 sec): 2 clusters Score: Raw -405.291566 + Penalty 183.042132 = -222.249434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.092775 sec): 2 clusters Score: Raw -405.291566 + Penalty 183.042132 = -222.249434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.093264 sec): 2 clusters Score: Raw -408.287508 + Penalty 187.695840 = -220.591668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.093477 sec): 3 clusters Score: Raw -397.995665 + Penalty 365.631413 = -32.364251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.093966 sec): 2 clusters Score: Raw -942.129831 + Penalty 295.970551 = -646.159280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.094193 sec): 3 clusters Score: Raw -983.475422 + Penalty 584.210326 = -399.265097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.094693 sec): 2 clusters Score: Raw -1391.892884 + Penalty 340.722001 = -1051.170884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.094927 sec): 3 clusters Score: Raw -1413.336610 + Penalty 681.444001 = -731.892609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.095402 sec): 2 clusters Score: Raw -480.037074 + Penalty 150.114088 = -329.922986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.095616 sec): 3 clusters Score: Raw -473.474404 + Penalty 299.819194 = -173.655210 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 (29.096095 sec): 2 clusters Score: Raw -673.580919 + Penalty 191.358080 = -482.222839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.096314 sec): 3 clusters Score: Raw -667.445042 + Penalty 343.665024 = -323.780017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.096788 sec): 2 clusters Score: Raw -392.364835 + Penalty 145.374329 = -246.990506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.096984 sec): 2 clusters Score: Raw -392.364835 + Penalty 145.374329 = -246.990506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.097451 sec): 2 clusters Score: Raw -195.995173 + Penalty 78.706282 = -117.288891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.097659 sec): 3 clusters Score: Raw -186.271733 + Penalty 157.412564 = -28.859168 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 (29.098142 sec): 2 clusters Score: Raw -747.325054 + Penalty 215.650061 = -531.674992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.098368 sec): 3 clusters Score: Raw -760.136899 + Penalty 435.148771 = -324.988127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.098856 sec): 2 clusters Score: Raw -987.579752 + Penalty 272.161341 = -715.418411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.099082 sec): 3 clusters Score: Raw -994.677514 + Penalty 542.235883 = -452.441631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.099576 sec): 2 clusters Score: Raw -1147.456169 + Penalty 274.274028 = -873.182141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.099824 sec): 3 clusters Score: Raw -1168.869800 + Penalty 543.487437 = -625.382363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.100315 sec): 2 clusters Score: Raw -1010.387178 + Penalty 288.440551 = -721.946628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.100542 sec): 3 clusters Score: Raw -1006.754440 + Penalty 585.227737 = -421.526703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.101041 sec): 2 clusters Score: Raw -1193.661472 + Penalty 219.870201 = -973.791271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.101275 sec): 3 clusters Score: Raw -1214.769114 + Penalty 435.824489 = -778.944625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.101780 sec): 2 clusters Score: Raw -1561.928209 + Penalty 260.038399 = -1301.889810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.102018 sec): 3 clusters Score: Raw -1563.384906 + Penalty 507.678333 = -1055.706573 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 (29.102483 sec): 2 clusters Score: Raw -189.449817 + Penalty 54.886640 = -134.563176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.102674 sec): 2 clusters Score: Raw -189.449817 + Penalty 54.886640 = -134.563176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.103163 sec): 2 clusters Score: Raw -962.423226 + Penalty 242.566606 = -719.856620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.103391 sec): 3 clusters Score: Raw -973.763092 + Penalty 457.856085 = -515.907008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.103876 sec): 2 clusters Score: Raw -890.258016 + Penalty 258.410185 = -631.847831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.104101 sec): 3 clusters Score: Raw -891.845350 + Penalty 538.028218 = -353.817132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.104579 sec): 2 clusters Score: Raw -564.409621 + Penalty 159.430920 = -404.978702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.104798 sec): 3 clusters Score: Raw -563.635939 + Penalty 315.775547 = -247.860392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.105264 sec): 2 clusters Score: Raw -92.742621 + Penalty 0.000000 = -92.742621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.105455 sec): 2 clusters Score: Raw -92.742621 + Penalty 0.000000 = -92.742621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.105927 sec): 2 clusters Score: Raw -386.246304 + Penalty 131.102956 = -255.143348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.106139 sec): 3 clusters Score: Raw -378.617028 + Penalty 276.902245 = -101.714783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.106642 sec): 2 clusters Score: Raw -1591.591408 + Penalty 291.805116 = -1299.786292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.106897 sec): 3 clusters Score: Raw -1585.998841 + Penalty 581.341050 = -1004.657791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.107402 sec): 2 clusters Score: Raw -1560.747163 + Penalty 344.434144 = -1216.313020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.107640 sec): 3 clusters Score: Raw -1589.233623 + Penalty 673.590476 = -915.643147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.108108 sec): 2 clusters Score: Raw -194.563290 + Penalty 81.073885 = -113.489405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.108301 sec): 2 clusters Score: Raw -194.563290 + Penalty 81.073885 = -113.489405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.108815 sec): 2 clusters Score: Raw -1711.411314 + Penalty 345.108684 = -1366.302631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.109057 sec): 3 clusters Score: Raw -1764.734743 + Penalty 689.915912 = -1074.818831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.109537 sec): 2 clusters Score: Raw -495.075927 + Penalty 172.128805 = -322.947122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.109754 sec): 3 clusters Score: Raw -486.949308 + Penalty 333.055629 = -153.893679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.110233 sec): 2 clusters Score: Raw -605.333557 + Penalty 234.204751 = -371.128805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.110451 sec): 3 clusters Score: Raw -601.903885 + Penalty 478.429908 = -123.473977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.110948 sec): 2 clusters Score: Raw -1260.458637 + Penalty 213.299801 = -1047.158836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.111180 sec): 3 clusters Score: Raw -1259.178943 + Penalty 421.829015 = -837.349928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.111679 sec): 2 clusters Score: Raw -1433.916448 + Penalty 370.959978 = -1062.956470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.111913 sec): 3 clusters Score: Raw -1450.661265 + Penalty 743.520147 = -707.141118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.112399 sec): 2 clusters Score: Raw -911.351140 + Penalty 271.282616 = -640.068524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.112625 sec): 3 clusters Score: Raw -905.424695 + Penalty 520.310701 = -385.113994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.113137 sec): 2 clusters Score: Raw -1849.428763 + Penalty 386.356206 = -1463.072558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.113380 sec): 3 clusters Score: Raw -1901.977913 + Penalty 774.939513 = -1127.038400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.113853 sec): 2 clusters Score: Raw -296.645824 + Penalty 131.131516 = -165.514308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.114084 sec): 3 clusters Score: Raw -287.997934 + Penalty 256.551570 = -31.446364 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 (29.114556 sec): 2 clusters Score: Raw -282.279572 + Penalty 103.970560 = -178.309012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.114764 sec): 3 clusters Score: Raw -282.144191 + Penalty 206.103193 = -76.040998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.115277 sec): 2 clusters Score: Raw -2055.575084 + Penalty 412.584143 = -1642.990940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.115523 sec): 3 clusters Score: Raw -2073.555159 + Penalty 833.189344 = -1240.365815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.116011 sec): 2 clusters Score: Raw -916.328206 + Penalty 267.424719 = -648.903488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.116235 sec): 3 clusters Score: Raw -911.421207 + Penalty 538.293993 = -373.127214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.116715 sec): 2 clusters Score: Raw -670.021298 + Penalty 198.673623 = -471.347675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.116936 sec): 3 clusters Score: Raw -674.792859 + Penalty 393.035387 = -281.757472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.117492 sec): 2 clusters Score: Raw -3077.779827 + Penalty 57.371157 = -3020.408670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.117768 sec): 3 clusters Score: Raw -3082.534850 + Penalty 121.847166 = -2960.687684 nChanged 9 SP:Iteration 1F (29.118038 sec): 3 clusters Score: Raw -3104.299717 + Penalty 122.229299 = -2982.070418 nChanged 3 SP:Iteration 2F (29.118310 sec): 3 clusters Score: Raw -3112.863006 + Penalty 121.172796 = -2991.690210 nChanged 1 SP:Iteration 3Q (29.118574 sec): 3 clusters Score: Raw -3113.941202 + Penalty 121.172796 = -2992.768406 nChanged 0 SP:Iteration 4F (29.118844 sec): 3 clusters Score: Raw -3113.941202 + Penalty 121.172796 = -2992.768406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.119319 sec): 2 clusters Score: Raw -290.194147 + Penalty 112.051348 = -178.142798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.119530 sec): 3 clusters Score: Raw -281.586814 + Penalty 226.046020 = -55.540794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.120003 sec): 2 clusters Score: Raw -400.252407 + Penalty 162.267527 = -237.984879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.120216 sec): 3 clusters Score: Raw -388.506030 + Penalty 347.345687 = -41.160344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.120699 sec): 2 clusters Score: Raw -687.799253 + Penalty 232.033911 = -455.765342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.120918 sec): 3 clusters Score: Raw -683.954394 + Penalty 429.037235 = -254.917159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.121403 sec): 2 clusters Score: Raw -308.248930 + Penalty 145.369531 = -162.879399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.121612 sec): 3 clusters Score: Raw -296.028287 + Penalty 145.369531 = -150.658755 nChanged 1 SP:Iteration 1F (29.121804 sec): 2 clusters Score: Raw -308.248930 + Penalty 145.369531 = -162.879399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 177 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.122293 sec): 2 clusters Score: Raw -876.841399 + Penalty 246.919566 = -629.921833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.122524 sec): 3 clusters Score: Raw -880.074602 + Penalty 485.119425 = -394.955177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.123019 sec): 2 clusters Score: Raw -1117.544717 + Penalty 315.620669 = -801.924049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.123247 sec): 3 clusters Score: Raw -1115.907196 + Penalty 628.927569 = -486.979627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.123739 sec): 2 clusters Score: Raw -1076.453327 + Penalty 267.230361 = -809.222967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.123970 sec): 3 clusters Score: Raw -1086.603897 + Penalty 531.176173 = -555.427723 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 (29.124445 sec): 2 clusters Score: Raw -486.632474 + Penalty 166.103472 = -320.529003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.124659 sec): 3 clusters Score: Raw -479.910299 + Penalty 318.652876 = -161.257423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.125169 sec): 2 clusters Score: Raw -1846.441149 + Penalty 409.281014 = -1437.160135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.125410 sec): 3 clusters Score: Raw -1874.782815 + Penalty 810.114506 = -1064.668309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.125882 sec): 2 clusters Score: Raw -390.326749 + Penalty 139.056022 = -251.270727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.126096 sec): 3 clusters Score: Raw -382.153311 + Penalty 278.112043 = -104.041268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.126571 sec): 2 clusters Score: Raw -477.370589 + Penalty 164.957373 = -312.413215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.126782 sec): 3 clusters Score: Raw -477.782531 + Penalty 301.139667 = -176.642864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 187 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.127254 sec): 2 clusters Score: Raw -405.513072 + Penalty 175.886652 = -229.626421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.127469 sec): 3 clusters Score: Raw -394.435018 + Penalty 355.642773 = -38.792245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 188 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.127942 sec): 2 clusters Score: Raw -399.352913 + Penalty 166.004282 = -233.348631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.128170 sec): 3 clusters Score: Raw -389.692671 + Penalty 344.045883 = -45.646788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 191 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.128671 sec): 2 clusters Score: Raw -1140.372320 + Penalty 271.931397 = -868.440923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.128902 sec): 3 clusters Score: Raw -1144.246827 + Penalty 510.424335 = -633.822491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.129377 sec): 2 clusters Score: Raw -498.854478 + Penalty 189.078705 = -309.775773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.129593 sec): 3 clusters Score: Raw -492.010007 + Penalty 370.352651 = -121.657356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.130063 sec): 2 clusters Score: Raw -294.922257 + Penalty 119.978312 = -174.943945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.130274 sec): 3 clusters Score: Raw -285.482265 + Penalty 236.831279 = -48.650986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.130745 sec): 2 clusters Score: Raw -399.984218 + Penalty 158.891147 = -241.093071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.130960 sec): 3 clusters Score: Raw -389.745051 + Penalty 307.397713 = -82.347339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.131449 sec): 2 clusters Score: Raw -962.809216 + Penalty 189.217077 = -773.592140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.131673 sec): 3 clusters Score: Raw -956.713147 + Penalty 360.159167 = -596.553980 nChanged 1 SP:Iteration 1F (29.131899 sec): 3 clusters Score: Raw -957.764923 + Penalty 189.217077 = -768.547847 nChanged 1 SP:Iteration 2F (29.132101 sec): 2 clusters Score: Raw -962.809216 + Penalty 189.217077 = -773.592140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.132589 sec): 2 clusters Score: Raw -988.871943 + Penalty 308.203930 = -680.668013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.132820 sec): 3 clusters Score: Raw -998.714259 + Penalty 615.728223 = -382.986037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.133292 sec): 2 clusters Score: Raw -298.965612 + Penalty 124.721522 = -174.244091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.133489 sec): 2 clusters Score: Raw -298.965612 + Penalty 124.721522 = -174.244091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.133948 sec): 2 clusters Score: Raw -257.689808 + Penalty 14.600732 = -243.089076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.134139 sec): 3 clusters Score: Raw -256.289060 + Penalty 24.647629 = -231.641431 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 (29.134611 sec): 2 clusters Score: Raw -387.697405 + Penalty 118.172643 = -269.524762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.134823 sec): 3 clusters Score: Raw -378.671315 + Penalty 250.526941 = -128.144374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.135322 sec): 2 clusters Score: Raw -781.621654 + Penalty 210.728189 = -570.893465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.135544 sec): 3 clusters Score: Raw -778.009819 + Penalty 391.354319 = -386.655500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.136022 sec): 2 clusters Score: Raw -598.417430 + Penalty 211.219017 = -387.198413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.136242 sec): 3 clusters Score: Raw -591.939101 + Penalty 422.438035 = -169.501067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.136714 sec): 2 clusters Score: Raw -408.608522 + Penalty 169.526747 = -239.081775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.136929 sec): 3 clusters Score: Raw -398.298249 + Penalty 169.526747 = -228.771502 nChanged 1 SP:Iteration 1F (29.137125 sec): 2 clusters Score: Raw -408.608522 + Penalty 169.526747 = -239.081775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.137593 sec): 2 clusters Score: Raw -197.804593 + Penalty 90.969955 = -106.834638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.137800 sec): 3 clusters Score: Raw -187.939864 + Penalty 181.939910 = -5.999954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.138276 sec): 2 clusters Score: Raw -505.026093 + Penalty 161.883753 = -343.142340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.138493 sec): 3 clusters Score: Raw -494.155829 + Penalty 161.883753 = -332.272076 nChanged 1 SP:Iteration 1F (29.138689 sec): 2 clusters Score: Raw -505.026093 + Penalty 161.883753 = -343.142340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 207 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.139163 sec): 2 clusters Score: Raw -482.331371 + Penalty 191.431664 = -290.899708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.139379 sec): 3 clusters Score: Raw -481.328777 + Penalty 382.182281 = -99.146497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.139850 sec): 2 clusters Score: Raw -289.732280 + Penalty 99.792068 = -189.940212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.140046 sec): 2 clusters Score: Raw -289.732280 + Penalty 99.792068 = -189.940212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.140515 sec): 2 clusters Score: Raw -291.036980 + Penalty 112.910083 = -178.126897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.140725 sec): 3 clusters Score: Raw -283.448420 + Penalty 217.570189 = -65.878232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.141197 sec): 2 clusters Score: Raw -301.206105 + Penalty 142.363573 = -158.842532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.141394 sec): 2 clusters Score: Raw -301.206105 + Penalty 142.363573 = -158.842532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 213 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.141878 sec): 2 clusters Score: Raw -296.543279 + Penalty 113.740919 = -182.802360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.142088 sec): 3 clusters Score: Raw -286.188222 + Penalty 210.009673 = -76.178549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 214 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.142567 sec): 2 clusters Score: Raw -617.834437 + Penalty 230.064130 = -387.770306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.142785 sec): 3 clusters Score: Raw -604.227310 + Penalty 456.182768 = -148.044542 nChanged 1 SP:Iteration 1F (29.143000 sec): 3 clusters Score: Raw -606.481436 + Penalty 456.182768 = -150.298668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 216 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.143475 sec): 2 clusters Score: Raw -512.451314 + Penalty 218.830027 = -293.621287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.143689 sec): 3 clusters Score: Raw -501.430354 + Penalty 425.463272 = -75.967082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.144156 sec): 2 clusters Score: Raw -197.626360 + Penalty 94.406962 = -103.219398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.144350 sec): 2 clusters Score: Raw -197.626360 + Penalty 94.406962 = -103.219398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.144816 sec): 2 clusters Score: Raw -195.168712 + Penalty 84.627205 = -110.541507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.145024 sec): 3 clusters Score: Raw -186.560061 + Penalty 169.254410 = -17.305651 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 (29.145490 sec): 2 clusters Score: Raw -196.597709 + Penalty 86.129910 = -110.467799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.145700 sec): 3 clusters Score: Raw -186.364035 + Penalty 172.259820 = -14.104216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 222 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.146181 sec): 2 clusters Score: Raw -699.647115 + Penalty 234.267300 = -465.379815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.146402 sec): 3 clusters Score: Raw -690.687257 + Penalty 471.520306 = -219.166951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.146874 sec): 2 clusters Score: Raw -394.813004 + Penalty 151.746685 = -243.066318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.147087 sec): 3 clusters Score: Raw -385.026079 + Penalty 306.494351 = -78.531728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 225 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.147559 sec): 2 clusters Score: Raw -404.458017 + Penalty 167.343639 = -237.114378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.147772 sec): 3 clusters Score: Raw -393.784889 + Penalty 329.069476 = -64.715413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.148237 sec): 2 clusters Score: Raw -196.504655 + Penalty 84.617883 = -111.886772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.148433 sec): 2 clusters Score: Raw -196.504655 + Penalty 84.617883 = -111.886772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 229 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.148915 sec): 2 clusters Score: Raw -195.435606 + Penalty 77.588856 = -117.846750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.149123 sec): 3 clusters Score: Raw -185.533498 + Penalty 155.177713 = -30.355785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.149585 sec): 2 clusters Score: Raw -92.389733 + Penalty 0.000000 = -92.389733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.149776 sec): 2 clusters Score: Raw -92.389733 + Penalty 0.000000 = -92.389733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.150392 sec): 2 clusters Score: Raw -4530.087571 + Penalty 134.729261 = -4395.358309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.150707 sec): 3 clusters Score: Raw -4538.688918 + Penalty 247.547368 = -4291.141550 nChanged 16 SP:Iteration 1F (29.151014 sec): 3 clusters Score: Raw -4585.628982 + Penalty 230.164493 = -4355.464489 nChanged 6 SP:Iteration 2F (29.151318 sec): 3 clusters Score: Raw -4603.372018 + Penalty 230.164493 = -4373.207525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.151792 sec): 2 clusters Score: Raw -272.125751 + Penalty 75.547428 = -196.578323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.152000 sec): 3 clusters Score: Raw -270.145639 + Penalty 151.648337 = -118.497302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.152468 sec): 2 clusters Score: Raw -198.855722 + Penalty 89.322070 = -109.533652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.152677 sec): 3 clusters Score: Raw -187.873078 + Penalty 178.644140 = -9.228938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.153144 sec): 2 clusters Score: Raw -194.221519 + Penalty 83.962567 = -110.258953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.153349 sec): 3 clusters Score: Raw -188.020502 + Penalty 167.925133 = -20.095368 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 (29.153814 sec): 2 clusters Score: Raw -197.583566 + Penalty 87.818013 = -109.765553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.154023 sec): 3 clusters Score: Raw -188.360965 + Penalty 175.636026 = -12.724939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.154483 sec): 2 clusters Score: Raw -85.897407 + Penalty 0.000000 = -85.897407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.154670 sec): 2 clusters Score: Raw -85.897407 + Penalty 0.000000 = -85.897407 nChanged 0 Deleting Class 216 (5 points): Lose 50.477047 but Gain 1434.173042 Iteration 20F (32.893804 sec): 211 clusters Score: Raw -3295233.974962 + Penalty 225678.878479 = -3069555.096484 nChanged 292 Deleting Class 217 (2 points): Lose 54.428432 but Gain 1436.638265 Iteration 21Q (33.208292 sec): 210 clusters Score: Raw -3295281.869870 + Penalty 224294.342720 = -3070987.527150 nChanged 215 Deleting Class 176 (3 points): Lose 18.233228 but Gain 1395.718406 Iteration 22Q (33.513624 sec): 209 clusters Score: Raw -3295346.752880 + Penalty 222956.496501 = -3072390.256380 nChanged 167 Deleting Class 36 (4 points): Lose 32.367217 but Gain 1397.918391 Iteration 23Q (33.809333 sec): 208 clusters Score: Raw -3295374.660898 + Penalty 221613.328855 = -3073761.332043 nChanged 147 Deleting Class 135 (4 points): Lose 63.452783 but Gain 1428.131038 Iteration 24Q (34.103102 sec): 207 clusters Score: Raw -3295374.316105 + Penalty 220196.794580 = -3075177.521525 nChanged 138 Deleting Class 205 (2 points): Lose 23.458230 but Gain 1384.335597 Iteration 25Q (34.411451 sec): 206 clusters Score: Raw -3295405.653308 + Penalty 218891.724802 = -3076513.928506 nChanged 134 Deleting Class 134 (4 points): Lose 33.831522 but Gain 1392.722133 Iteration 26Q (34.709935 sec): 205 clusters Score: Raw -3295418.579455 + Penalty 217570.509560 = -3077848.069895 nChanged 130 Deleting Class 182 (18 points): Lose 135.833185 but Gain 1493.608449 Iteration 27Q (35.007302 sec): 204 clusters Score: Raw -3295324.698740 + Penalty 216136.498694 = -3079188.200046 nChanged 128 Deleting Class 162 (15 points): Lose 137.574558 but Gain 1490.828364 Iteration 28Q (35.302177 sec): 203 clusters Score: Raw -3295261.013512 + Penalty 214718.605517 = -3080542.407996 nChanged 118 Deleting Class 64 (16 points): Lose 115.040628 but Gain 1464.759123 Iteration 29Q (35.594801 sec): 202 clusters Score: Raw -3295216.951080 + Penalty 213292.260788 = -3081924.690292 nChanged 127 Deleting Class 81 (14 points): Lose 250.070556 but Gain 1600.047643 Iteration 30F (39.123955 sec): 201 clusters Score: Raw -3295049.261036 + Penalty 212014.105261 = -3083035.155775 nChanged 145 Deleting Class 235 (3 points): Lose 42.440929 but Gain 1437.971552 Iteration 31Q (39.413648 sec): 200 clusters Score: Raw -3295204.194194 + Penalty 210592.384983 = -3084611.809211 nChanged 144 Deleting Class 108 (3 points): Lose 33.442328 but Gain 1381.740585 Iteration 32Q (39.699899 sec): 199 clusters Score: Raw -3295242.655180 + Penalty 209284.604089 = -3085958.051092 nChanged 133 Deleting Class 112 (5 points): Lose 62.449249 but Gain 1410.461683 Iteration 33Q (39.981650 sec): 198 clusters Score: Raw -3295233.355034 + Penalty 207935.879587 = -3087297.475447 nChanged 123 Deleting Class 120 (14 points): Lose 170.889209 but Gain 1514.220442 Iteration 34Q (40.262772 sec): 197 clusters Score: Raw -3295124.744779 + Penalty 206510.591287 = -3088614.153493 nChanged 129 Deleting Class 196 (10 points): Lose 71.249054 but Gain 1411.859082 Iteration 35Q (40.542512 sec): 196 clusters Score: Raw -3295172.922684 + Penalty 205142.608609 = -3090030.314075 nChanged 137 Deleting Class 99 (26 points): Lose 169.795886 but Gain 1496.898119 Iteration 36Q (40.822123 sec): 195 clusters Score: Raw -3295115.466185 + Penalty 203722.384963 = -3091393.081222 nChanged 132 Deleting Class 212 (3 points): Lose 49.569554 but Gain 1366.857668 Iteration 37Q (41.099006 sec): 194 clusters Score: Raw -3295164.697985 + Penalty 202346.880834 = -3092817.817151 nChanged 117 Deleting Class 126 (3 points): Lose 25.559289 but Gain 1340.485462 Iteration 38Q (41.376639 sec): 193 clusters Score: Raw -3295193.449454 + Penalty 201020.742810 = -3094172.706644 nChanged 121 Deleting Class 160 (6 points): Lose 64.158987 but Gain 1378.747891 Iteration 39Q (41.651521 sec): 192 clusters Score: Raw -3295171.143845 + Penalty 199662.333667 = -3095508.810179 nChanged 111 Deleting Class 86 (21 points): Lose 151.436869 but Gain 1465.481548 Iteration 40F (45.096298 sec): 191 clusters Score: Raw -3295078.982728 + Penalty 198262.801613 = -3096816.181115 nChanged 116 Deleting Class 97 (16 points): Lose 88.015849 but Gain 1401.574481 Iteration 41Q (45.368569 sec): 190 clusters Score: Raw -3295076.293939 + Penalty 196923.518664 = -3098152.775275 nChanged 121 Deleting Class 178 (14 points): Lose 114.207754 but Gain 1428.840353 Iteration 42Q (45.638764 sec): 189 clusters Score: Raw -3295033.001326 + Penalty 195691.890981 = -3099341.110345 nChanged 105 Deleting Class 214 (6 points): Lose 42.366335 but Gain 1354.372329 Iteration 43Q (45.906538 sec): 188 clusters Score: Raw -3295081.470760 + Penalty 194380.524132 = -3100700.946628 nChanged 102 Deleting Class 168 (21 points): Lose 156.637099 but Gain 1465.152859 Iteration 44Q (46.174515 sec): 187 clusters Score: Raw -3294979.738138 + Penalty 192982.241812 = -3101997.496326 nChanged 124 Deleting Class 221 (2 points): Lose 5.424443 but Gain 1310.682194 Iteration 45Q (46.443598 sec): 186 clusters Score: Raw -3295054.391091 + Penalty 191665.437503 = -3103388.953588 nChanged 94 Deleting Class 187 (4 points): Lose 36.351264 but Gain 1338.277857 Iteration 46Q (46.709253 sec): 185 clusters Score: Raw -3295056.415120 + Penalty 190358.071007 = -3104698.344113 nChanged 113 Deleting Class 114 (7 points): Lose 91.997649 but Gain 1386.680362 Iteration 47Q (46.973231 sec): 184 clusters Score: Raw -3295014.430847 + Penalty 189032.425069 = -3105982.005778 nChanged 93 Deleting Class 237 (2 points): Lose 51.560088 but Gain 1336.370906 Iteration 48Q (47.242825 sec): 183 clusters Score: Raw -3295003.879814 + Penalty 186633.967565 = -3108369.912249 nChanged 85 Deleting Class 228 (2 points): Lose 10.632907 but Gain 1287.672917 Iteration 49Q (47.504306 sec): 181 clusters Score: Raw -3295079.268575 + Penalty 185414.745124 = -3109664.523451 nChanged 88 Deleting Class 137 (15 points): Lose 98.477519 but Gain 1374.355589 Iteration 50F (50.710222 sec): 180 clusters Score: Raw -3295028.151470 + Penalty 184090.168923 = -3110937.982547 nChanged 92 Deleting Class 219 (2 points): Lose 18.035796 but Gain 1287.814779 Iteration 51Q (50.968435 sec): 179 clusters Score: Raw -3295062.152085 + Penalty 182820.669807 = -3112241.482278 nChanged 69 Deleting Class 204 (4 points): Lose 30.886364 but Gain 1289.886922 Iteration 52Q (51.225500 sec): 178 clusters Score: Raw -3295066.352300 + Penalty 181537.260708 = -3113529.091592 nChanged 69 Deleting Class 146 (10 points): Lose 63.170902 but Gain 1321.324522 Iteration 53Q (51.480066 sec): 177 clusters Score: Raw -3295041.965553 + Penalty 180259.740920 = -3114782.224634 nChanged 65 Deleting Class 101 (16 points): Lose 165.970490 but Gain 1423.981168 Iteration 54Q (51.734217 sec): 176 clusters Score: Raw -3294914.573107 + Penalty 178955.620995 = -3115958.952111 nChanged 83 Deleting Class 109 (18 points): Lose 80.818778 but Gain 1338.409971 Iteration 55Q (51.987229 sec): 175 clusters Score: Raw -3294935.564376 + Penalty 177684.988272 = -3117250.576104 nChanged 67 Deleting Class 156 (20 points): Lose 104.663943 but Gain 1359.959032 Iteration 56Q (52.241247 sec): 174 clusters Score: Raw -3294883.549980 + Penalty 176343.632730 = -3118539.917251 nChanged 69 Deleting Class 133 (9 points): Lose 79.020228 but Gain 1330.273945 Iteration 57Q (52.492092 sec): 173 clusters Score: Raw -3294861.281250 + Penalty 175116.450269 = -3119744.830980 nChanged 65 Deleting Class 163 (10 points): Lose 76.188244 but Gain 1324.869618 Iteration 58Q (52.742842 sec): 172 clusters Score: Raw -3294836.521528 + Penalty 173897.730720 = -3120938.790809 nChanged 72 Deleting Class 198 (1 points): Lose 5.689825 but Gain 1415.427250 Iteration 59Q (52.992381 sec): 171 clusters Score: Raw -3294884.702401 + Penalty 172724.127365 = -3122160.575036 nChanged 67 Deleting Class 188 (5 points): Lose 62.843581 but Gain 1316.440159 Iteration 60F (56.002281 sec): 170 clusters Score: Raw -3294852.802204 + Penalty 171470.504624 = -3123382.297581 nChanged 67 Deleting Class 225 (4 points): Lose 25.234758 but Gain 1273.276196 Iteration 61Q (56.260466 sec): 169 clusters Score: Raw -3294869.454484 + Penalty 170234.331710 = -3124635.122774 nChanged 60 Deleting Class 128 (10 points): Lose 80.068672 but Gain 1322.581273 Iteration 62Q (56.521583 sec): 168 clusters Score: Raw -3294820.076980 + Penalty 168981.264932 = -3125838.812048 nChanged 63 Deleting Class 92 (7 points): Lose 49.396088 but Gain 1285.927924 Iteration 63Q (56.776313 sec): 167 clusters Score: Raw -3294818.781500 + Penalty 167752.475576 = -3127066.305924 nChanged 54 Deleting Class 165 (3 points): Lose 25.765588 but Gain 1259.016721 Iteration 64Q (57.028446 sec): 166 clusters Score: Raw -3294833.213752 + Penalty 166520.712400 = -3128312.501351 nChanged 52 Deleting Class 55 (4 points): Lose 46.364850 but Gain 1270.756420 Iteration 65Q (57.281228 sec): 165 clusters Score: Raw -3294813.456325 + Penalty 165301.406019 = -3129512.050306 nChanged 49 Deleting Class 78 (11 points): Lose 86.162899 but Gain 1308.816079 Iteration 66Q (57.532787 sec): 164 clusters Score: Raw -3294756.822545 + Penalty 164152.904036 = -3130603.918508 nChanged 55 Deleting Class 169 (9 points): Lose 68.480364 but Gain 1283.795850 Iteration 67Q (57.783643 sec): 163 clusters Score: Raw -3294751.729271 + Penalty 162988.647102 = -3131763.082169 nChanged 60 Deleting Class 153 (1 points): Lose 5.121948 but Gain 1213.109177 Iteration 68Q (58.033188 sec): 162 clusters Score: Raw -3294824.473637 + Penalty 161806.252891 = -3133018.220746 nChanged 45 Deleting Class 33 (27 points): Lose 122.637423 but Gain 1330.207761 Iteration 69Q (58.281570 sec): 161 clusters Score: Raw -3294727.034689 + Penalty 160615.326058 = -3134111.708631 nChanged 57 Deleting Class 95 (52 points): Lose 201.159789 but Gain 1408.698976 Iteration 70F (61.168482 sec): 160 clusters Score: Raw -3294608.493457 + Penalty 159333.620459 = -3135274.872999 nChanged 77 Deleting Class 222 (8 points): Lose 58.178553 but Gain 1265.253061 Iteration 71Q (61.416780 sec): 159 clusters Score: Raw -3294668.798949 + Penalty 158109.932983 = -3136558.865967 nChanged 45 Deleting Class 207 (5 points): Lose 50.889245 but Gain 1254.609045 Iteration 72Q (61.660253 sec): 158 clusters Score: Raw -3294664.000479 + Penalty 156904.165452 = -3137759.835027 nChanged 35 Deleting Class 84 (16 points): Lose 112.865742 but Gain 1315.628129 Iteration 73Q (61.902785 sec): 157 clusters Score: Raw -3294580.556492 + Penalty 155630.851186 = -3138949.705306 nChanged 37 Deleting Class 203 (6 points): Lose 42.525569 but Gain 1243.432393 Iteration 74Q (62.143208 sec): 156 clusters Score: Raw -3294597.379208 + Penalty 154403.977751 = -3140193.401457 nChanged 23 Deleting Class 157 (2 points): Lose 32.994069 but Gain 1233.742114 Iteration 75Q (62.376479 sec): 155 clusters Score: Raw -3294598.383875 + Penalty 153186.867122 = -3141411.516754 nChanged 22 Deleting Class 192 (5 points): Lose 40.887492 but Gain 1239.188169 Iteration 76Q (62.615766 sec): 154 clusters Score: Raw -3294577.119235 + Penalty 151979.565620 = -3142597.553615 nChanged 17 Deleting Class 52 (15 points): Lose 67.885032 but Gain 1264.442019 Iteration 77Q (62.847200 sec): 153 clusters Score: Raw -3294523.470945 + Penalty 150796.273776 = -3143727.197168 nChanged 32 Deleting Class 173 (4 points): Lose 39.873226 but Gain 1234.653323 Iteration 78Q (63.077051 sec): 152 clusters Score: Raw -3294527.970187 + Penalty 149530.599127 = -3144997.371060 nChanged 24 Deleting Class 194 (4 points): Lose 14.480661 but Gain 1208.963284 Iteration 79Q (63.305873 sec): 151 clusters Score: Raw -3294534.728940 + Penalty 148329.730036 = -3146204.998905 nChanged 29 Deleting Class 79 (14 points): Lose 93.965152 but Gain 1287.819234 Iteration 80F (65.948968 sec): 150 clusters Score: Raw -3294454.235815 + Penalty 147077.939412 = -3147376.296403 nChanged 35 Deleting Class 141 (2 points): Lose 6.419551 but Gain 1197.713115 Iteration 81Q (66.178649 sec): 149 clusters Score: Raw -3294485.516012 + Penalty 145871.851947 = -3148613.664065 nChanged 18 Deleting Class 164 (21 points): Lose 188.120155 but Gain 1373.952399 Iteration 82Q (66.405773 sec): 148 clusters Score: Raw -3294311.354023 + Penalty 144621.309283 = -3149690.044740 nChanged 30 Deleting Class 143 (10 points): Lose 62.237394 but Gain 1246.750685 Iteration 83Q (66.631680 sec): 147 clusters Score: Raw -3294322.072587 + Penalty 143389.273282 = -3150932.799305 nChanged 18 Deleting Class 236 (2 points): Lose 93.744353 but Gain 1277.700641 Iteration 84Q (66.855157 sec): 146 clusters Score: Raw -3294250.854337 + Penalty 142127.712045 = -3152123.142292 nChanged 11 Deleting Class 105 (29 points): Lose 231.425634 but Gain 1415.738600 Iteration 85Q (67.080103 sec): 145 clusters Score: Raw -3294044.934652 + Penalty 140780.849384 = -3153264.085267 nChanged 37 Deleting Class 151 (9 points): Lose 57.075839 but Gain 1240.520789 Iteration 86Q (67.304747 sec): 144 clusters Score: Raw -3294103.359865 + Penalty 139651.018439 = -3154452.341426 nChanged 32 Deleting Class 175 (7 points): Lose 81.210163 but Gain 1257.759324 Iteration 87Q (67.527037 sec): 143 clusters Score: Raw -3294079.668446 + Penalty 138413.196296 = -3155666.472150 nChanged 26 Deleting Class 229 (2 points): Lose 8.755523 but Gain 1180.708682 Iteration 88Q (67.749502 sec): 142 clusters Score: Raw -3294103.965545 + Penalty 137238.800300 = -3156865.165245 nChanged 28 Deleting Class 76 (29 points): Lose 196.930608 but Gain 1363.985410 Iteration 89Q (67.970194 sec): 141 clusters Score: Raw -3293931.011253 + Penalty 136156.690946 = -3157774.320306 nChanged 52 Deleting Class 65 (6 points): Lose 36.303615 but Gain 1202.173386 Iteration 90F (70.463038 sec): 140 clusters Score: Raw -3294027.466073 + Penalty 135010.304218 = -3159017.161854 nChanged 31 Deleting Class 144 (13 points): Lose 116.157238 but Gain 1281.155275 Iteration 91Q (70.682438 sec): 139 clusters Score: Raw -3293961.791778 + Penalty 133783.009729 = -3160178.782049 nChanged 30 Deleting Class 118 (6 points): Lose 18.360467 but Gain 1168.017219 Iteration 92Q (70.900774 sec): 138 clusters Score: Raw -3293978.559864 + Penalty 132626.814331 = -3161351.745533 nChanged 19 Deleting Class 193 (3 points): Lose 6.464633 but Gain 1151.932851 Iteration 93Q (71.118288 sec): 137 clusters Score: Raw -3293988.272071 + Penalty 131466.622434 = -3162521.649637 nChanged 12 Deleting Class 172 (5 points): Lose 31.119365 but Gain 1170.753806 Iteration 94Q (71.335265 sec): 136 clusters Score: Raw -3293966.206378 + Penalty 130298.762847 = -3163667.443531 nChanged 12 Deleting Class 158 (20 points): Lose 97.633108 but Gain 1236.105271 Iteration 95Q (71.550162 sec): 135 clusters Score: Raw -3293885.966565 + Penalty 129141.048571 = -3164744.917994 nChanged 27 Deleting Class 159 (6 points): Lose 33.934126 but Gain 1171.104477 Iteration 96Q (71.765657 sec): 134 clusters Score: Raw -3293900.088534 + Penalty 127987.558230 = -3165912.530305 nChanged 14 Deleting Class 136 (10 points): Lose 226.417596 but Gain 1355.818890 Iteration 97Q (71.979111 sec): 133 clusters Score: Raw -3293692.685853 + Penalty 126656.965435 = -3167035.720418 nChanged 16 Deleting Class 179 (12 points): Lose 111.434596 but Gain 1239.016249 Iteration 98Q (72.191541 sec): 132 clusters Score: Raw -3293632.921208 + Penalty 125430.288701 = -3168202.632507 nChanged 19 Deleting Class 191 (11 points): Lose 70.717978 but Gain 1177.702586 Iteration 99Q (72.418169 sec): 131 clusters Score: Raw -3293603.591579 + Penalty 124295.869061 = -3169307.722518 nChanged 17 Deleting Class 113 (6 points): Lose 38.385243 but Gain 1156.286453 Iteration 100F (74.749148 sec): 130 clusters Score: Raw -3293601.324787 + Penalty 123170.616442 = -3170430.708345 nChanged 13 Deleting Class 177 (8 points): Lose 66.710402 but Gain 1172.360712 Iteration 101Q (74.960085 sec): 129 clusters Score: Raw -3293572.253562 + Penalty 122052.216460 = -3171520.037102 nChanged 18 Deleting Class 116 (15 points): Lose 68.738252 but Gain 1160.036349 Iteration 102Q (75.171517 sec): 128 clusters Score: Raw -3293531.472605 + Penalty 120913.864633 = -3172617.607973 nChanged 25 Deleting Class 224 (7 points): Lose 68.772742 but Gain 1157.564749 Iteration 103Q (75.382452 sec): 127 clusters Score: Raw -3293500.348484 + Penalty 119798.157883 = -3173702.190601 nChanged 16 Deleting Class 213 (3 points): Lose 8.098276 but Gain 1092.046538 Iteration 104Q (75.599860 sec): 126 clusters Score: Raw -3293521.703823 + Penalty 118737.196973 = -3174784.506850 nChanged 8 Deleting Class 140 (4 points): Lose 28.514045 but Gain 1106.117171 Iteration 105Q (75.808594 sec): 125 clusters Score: Raw -3293501.727004 + Penalty 117650.905150 = -3175850.821854 nChanged 8 Deleting Class 41 (18 points): Lose 89.703907 but Gain 1164.660872 Iteration 106Q (76.016613 sec): 124 clusters Score: Raw -3293418.491255 + Penalty 116505.623542 = -3176912.867714 nChanged 24 Deleting Class 71 (12 points): Lose 62.971191 but Gain 1135.912095 Iteration 107Q (76.231857 sec): 123 clusters Score: Raw -3293399.184488 + Penalty 115413.963925 = -3177985.220563 nChanged 19 Deleting Class 210 (4 points): Lose 31.737018 but Gain 1104.513305 Iteration 108Q (76.440144 sec): 122 clusters Score: Raw -3293390.974178 + Penalty 114340.507673 = -3179050.466505 nChanged 14 Deleting Class 91 (14 points): Lose 78.569175 but Gain 1148.389049 Iteration 109Q (76.649917 sec): 121 clusters Score: Raw -3293326.324538 + Penalty 113208.687728 = -3180117.636810 nChanged 20 Deleting Class 115 (6 points): Lose 53.818778 but Gain 1121.305186 Iteration 110F (78.771179 sec): 120 clusters Score: Raw -3293297.668778 + Penalty 112089.111102 = -3181208.557676 nChanged 11 Deleting Class 110 (9 points): Lose 37.864876 but Gain 1103.136950 Iteration 111Q (78.975129 sec): 119 clusters Score: Raw -3293277.479761 + Penalty 110999.769399 = -3182277.710362 nChanged 16 Deleting Class 180 (5 points): Lose 24.970198 but Gain 1088.612582 Iteration 112Q (79.177745 sec): 118 clusters Score: Raw -3293268.131034 + Penalty 109916.022350 = -3183352.108684 nChanged 11 Deleting Class 74 (13 points): Lose 58.193874 but Gain 1117.640532 Iteration 113Q (79.378513 sec): 117 clusters Score: Raw -3293222.176642 + Penalty 108849.696530 = -3184372.480112 nChanged 17 Deleting Class 94 (6 points): Lose 42.704357 but Gain 1098.134543 Iteration 114Q (79.583748 sec): 116 clusters Score: Raw -3293205.594298 + Penalty 107761.721117 = -3185443.873180 nChanged 7 Deleting Class 150 (10 points): Lose 57.642046 but Gain 1111.179423 Iteration 115Q (79.790504 sec): 115 clusters Score: Raw -3293158.901987 + Penalty 106662.467548 = -3186496.434439 nChanged 10 Deleting Class 155 (16 points): Lose 60.872287 but Gain 1110.136333 Iteration 116Q (79.998410 sec): 114 clusters Score: Raw -3293117.703493 + Penalty 105567.668383 = -3187550.035110 nChanged 18 Deleting Class 183 (4 points): Lose 17.664431 but Gain 1058.042739 Iteration 117Q (80.203651 sec): 113 clusters Score: Raw -3293125.289725 + Penalty 104468.053698 = -3188657.236027 nChanged 15 Deleting Class 51 (8 points): Lose 48.372553 but Gain 1115.374580 Iteration 118Q (80.408107 sec): 112 clusters Score: Raw -3293088.375212 + Penalty 103472.392174 = -3189615.983038 nChanged 19 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 -3293088.375212 + Penalty 103472.392174 = -3189615.983038Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.530592 sec): 2 clusters Score: Raw -1717.141372 + Penalty 279.935956 = -1437.205416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.530847 sec): 3 clusters Score: Raw -1738.340148 + Penalty 556.792472 = -1181.547677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.533672 sec): 2 clusters Score: Raw -42791.513945 + Penalty 440.941032 = -42350.572913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.534706 sec): 3 clusters Score: Raw -42567.983516 + Penalty 891.408188 = -41676.575328 nChanged 142 SP:Iteration 1F (80.535740 sec): 3 clusters Score: Raw -42708.874555 + Penalty 897.372457 = -41811.502098 nChanged 45 SP:Iteration 2F (80.536748 sec): 3 clusters Score: Raw -42763.455854 + Penalty 901.055886 = -41862.399968 nChanged 18 SP:Iteration 3Q (80.537732 sec): 3 clusters Score: Raw -42787.401819 + Penalty 903.015258 = -41884.386561 nChanged 12 SP:Iteration 4Q (80.538712 sec): 3 clusters Score: Raw -42806.933417 + Penalty 905.129390 = -41901.804027 nChanged 17 SP:Iteration 5Q (80.539684 sec): 3 clusters Score: Raw -42823.260141 + Penalty 908.881843 = -41914.378298 nChanged 9 SP:Iteration 6Q (80.540675 sec): 3 clusters Score: Raw -42830.279688 + Penalty 914.634109 = -41915.645579 nChanged 9 SP:Iteration 7Q (80.541644 sec): 3 clusters Score: Raw -42836.989576 + Penalty 919.758486 = -41917.231090 nChanged 9 SP:Iteration 8Q (80.542611 sec): 3 clusters Score: Raw -42844.510125 + Penalty 925.762495 = -41918.747630 nChanged 6 SP:Iteration 9Q (80.543617 sec): 3 clusters Score: Raw -42848.197081 + Penalty 930.648714 = -41917.548367 nChanged 6 SP:Iteration 10F (80.544614 sec): 3 clusters Score: Raw -42851.688580 + Penalty 932.336956 = -41919.351624 nChanged 3 SP:Iteration 11Q (80.545582 sec): 3 clusters Score: Raw -42853.085971 + Penalty 933.036854 = -41920.049117 nChanged 3 SP:Iteration 12Q (80.546532 sec): 3 clusters Score: Raw -42854.384674 + Penalty 932.081443 = -41922.303231 nChanged 1 SP:Iteration 13Q (80.547476 sec): 3 clusters Score: Raw -42855.498236 + Penalty 936.244868 = -41919.253368 nChanged 3 SP:Iteration 14F (80.548472 sec): 3 clusters Score: Raw -42858.274098 + Penalty 939.941800 = -41918.332298 nChanged 2 SP:Iteration 15F (80.549469 sec): 3 clusters Score: Raw -42861.527242 + Penalty 942.035291 = -41919.491952 nChanged 2 SP:Iteration 16Q (80.550426 sec): 3 clusters Score: Raw -42862.250001 + Penalty 942.035291 = -41920.214711 nChanged 0 SP:Iteration 17F (80.551428 sec): 3 clusters Score: Raw -42862.250001 + Penalty 942.035291 = -41920.214711 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 3 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.556673 sec): 2 clusters Score: Raw -95635.000735 + Penalty 358.537946 = -95276.462788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.558735 sec): 3 clusters Score: Raw -95021.363271 + Penalty 708.581129 = -94312.782141 nChanged 417 SP:Iteration 1F (80.560770 sec): 3 clusters Score: Raw -95260.932836 + Penalty 713.190225 = -94547.742611 nChanged 130 SP:Iteration 2F (80.562742 sec): 3 clusters Score: Raw -95378.938688 + Penalty 731.042880 = -94647.895808 nChanged 114 SP:Iteration 3F (80.564745 sec): 3 clusters Score: Raw -95500.681759 + Penalty 757.146848 = -94743.534911 nChanged 66 SP:Iteration 4F (80.566734 sec): 3 clusters Score: Raw -95584.790311 + Penalty 801.966956 = -94782.823354 nChanged 30 SP:Iteration 5Q (80.568667 sec): 3 clusters Score: Raw -95629.422419 + Penalty 839.711703 = -94789.710716 nChanged 9 SP:Iteration 6Q (80.570417 sec): 3 clusters Score: Raw -95641.580493 + Penalty 847.967136 = -94793.613358 nChanged 2 SP:Iteration 7Q (80.572130 sec): 3 clusters Score: Raw -95642.888230 + Penalty 847.967136 = -94794.921095 nChanged 0 SP:Iteration 8F (80.574229 sec): 3 clusters Score: Raw -95642.888230 + Penalty 847.967136 = -94794.921095 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 4 (7947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.608554 sec): 2 clusters Score: Raw -701348.756010 + Penalty 252.817804 = -701095.938206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.623395 sec): 3 clusters Score: Raw -696146.268850 + Penalty 549.658020 = -695596.610830 nChanged 3763 SP:Iteration 1F (80.637856 sec): 3 clusters Score: Raw -699577.122224 + Penalty 572.310096 = -699004.812128 nChanged 822 SP:Iteration 2F (80.652307 sec): 3 clusters Score: Raw -700319.783278 + Penalty 579.326711 = -699740.456567 nChanged 375 SP:Iteration 3Q (80.667026 sec): 3 clusters Score: Raw -700607.719701 + Penalty 581.651146 = -700026.068554 nChanged 213 SP:Iteration 4Q (80.680716 sec): 3 clusters Score: Raw -700742.239982 + Penalty 584.495859 = -700157.744122 nChanged 166 SP:Iteration 5Q (80.694055 sec): 3 clusters Score: Raw -700826.200953 + Penalty 586.839000 = -700239.361953 nChanged 142 SP:Iteration 6Q (80.707166 sec): 3 clusters Score: Raw -700894.867364 + Penalty 594.231035 = -700300.636328 nChanged 157 SP:Iteration 7Q (80.719899 sec): 3 clusters Score: Raw -700983.122838 + Penalty 599.273111 = -700383.849727 nChanged 137 SP:Iteration 8Q (80.732515 sec): 3 clusters Score: Raw -701058.372568 + Penalty 604.374612 = -700453.997955 nChanged 113 SP:Iteration 9Q (80.745145 sec): 3 clusters Score: Raw -701108.855074 + Penalty 608.207124 = -700500.647950 nChanged 94 SP:Iteration 10F (80.759509 sec): 3 clusters Score: Raw -701153.548412 + Penalty 613.910523 = -700539.637888 nChanged 91 SP:Iteration 11Q (80.771676 sec): 3 clusters Score: Raw -701194.963485 + Penalty 612.830466 = -700582.133019 nChanged 70 SP:Iteration 12Q (80.783790 sec): 3 clusters Score: Raw -701222.053452 + Penalty 612.513003 = -700609.540449 nChanged 53 SP:Iteration 13Q (80.795641 sec): 3 clusters Score: Raw -701241.989979 + Penalty 609.437576 = -700632.552403 nChanged 49 SP:Iteration 14Q (80.807338 sec): 3 clusters Score: Raw -701262.312531 + Penalty 603.027468 = -700659.285063 nChanged 46 SP:Iteration 15Q (80.819035 sec): 3 clusters Score: Raw -701281.622391 + Penalty 597.426159 = -700684.196233 nChanged 37 SP:Iteration 16Q (80.830641 sec): 3 clusters Score: Raw -701299.333232 + Penalty 596.511747 = -700702.821484 nChanged 33 SP:Iteration 17Q (80.842128 sec): 3 clusters Score: Raw -701311.156211 + Penalty 594.151399 = -700717.004812 nChanged 23 SP:Iteration 18Q (80.853735 sec): 3 clusters Score: Raw -701319.875042 + Penalty 598.212762 = -700721.662280 nChanged 24 SP:Iteration 19Q (80.865535 sec): 3 clusters Score: Raw -701328.718266 + Penalty 595.985217 = -700732.733049 nChanged 22 SP:Iteration 20F (80.880107 sec): 3 clusters Score: Raw -701336.745586 + Penalty 593.527107 = -700743.218479 nChanged 16 SP:Iteration 21Q (80.891515 sec): 3 clusters Score: Raw -701343.692911 + Penalty 590.730946 = -700752.961965 nChanged 15 SP:Iteration 22Q (80.902965 sec): 3 clusters Score: Raw -701350.481596 + Penalty 586.311648 = -700764.169948 nChanged 13 SP:Iteration 23Q (80.914201 sec): 3 clusters Score: Raw -701355.193728 + Penalty 575.120000 = -700780.073729 nChanged 12 SP:Iteration 24Q (80.925517 sec): 3 clusters Score: Raw -701358.387439 + Penalty 577.365251 = -700781.022188 nChanged 7 SP:Iteration 25Q (80.936982 sec): 3 clusters Score: Raw -701360.826472 + Penalty 577.543266 = -700783.283205 nChanged 11 SP:Iteration 26Q (80.948187 sec): 3 clusters Score: Raw -701363.573238 + Penalty 585.763773 = -700777.809465 nChanged 12 SP:Iteration 27F (80.962412 sec): 3 clusters Score: Raw -701367.514857 + Penalty 581.019989 = -700786.494867 nChanged 10 SP:Iteration 28Q (80.974079 sec): 3 clusters Score: Raw -701370.260103 + Penalty 580.176916 = -700790.083186 nChanged 7 SP:Iteration 29Q (80.985284 sec): 3 clusters Score: Raw -701372.286485 + Penalty 582.344385 = -700789.942100 nChanged 4 SP:Iteration 30F (80.999450 sec): 3 clusters Score: Raw -701373.377977 + Penalty 580.023147 = -700793.354830 nChanged 3 SP:Iteration 31Q (81.010631 sec): 3 clusters Score: Raw -701373.718243 + Penalty 579.744619 = -700793.973623 nChanged 3 SP:Iteration 32Q (81.021804 sec): 3 clusters Score: Raw -701374.503655 + Penalty 579.987881 = -700794.515774 nChanged 2 SP:Iteration 33Q (81.033039 sec): 3 clusters Score: Raw -701375.492476 + Penalty 579.987881 = -700795.504595 nChanged 0 SP:Iteration 34F (81.047844 sec): 3 clusters Score: Raw -701375.492476 + Penalty 579.987881 = -700795.504595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.052582 sec): 2 clusters Score: Raw -13551.140502 + Penalty 469.222399 = -13081.918103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.053079 sec): 3 clusters Score: Raw -13501.597342 + Penalty 939.015866 = -12562.581476 nChanged 19 SP:Iteration 1F (81.053556 sec): 3 clusters Score: Raw -13526.977302 + Penalty 938.690381 = -12588.286921 nChanged 11 SP:Iteration 2F (81.054031 sec): 3 clusters Score: Raw -13538.539265 + Penalty 935.217546 = -12603.321718 nChanged 7 SP:Iteration 3Q (81.054505 sec): 3 clusters Score: Raw -13548.606836 + Penalty 933.938594 = -12614.668241 nChanged 3 SP:Iteration 4Q (81.054987 sec): 3 clusters Score: Raw -13553.331538 + Penalty 932.935390 = -12620.396148 nChanged 1 SP:Iteration 5Q (81.055457 sec): 3 clusters Score: Raw -13553.996515 + Penalty 932.935390 = -12621.061125 nChanged 0 SP:Iteration 6F (81.055930 sec): 3 clusters Score: Raw -13553.996515 + Penalty 932.935390 = -12621.061125 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 6 (5531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.073755 sec): 2 clusters Score: Raw -490364.764762 + Penalty 219.105924 = -490145.658838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.084261 sec): 3 clusters Score: Raw -486748.288680 + Penalty 440.133202 = -486308.155477 nChanged 2590 SP:Iteration 1F (81.094761 sec): 3 clusters Score: Raw -488599.967663 + Penalty 439.917887 = -488160.049776 nChanged 475 SP:Iteration 2F (81.104984 sec): 3 clusters Score: Raw -488780.172328 + Penalty 438.900389 = -488341.271939 nChanged 221 SP:Iteration 3Q (81.115541 sec): 3 clusters Score: Raw -488878.478071 + Penalty 437.754808 = -488440.723262 nChanged 184 SP:Iteration 4Q (81.125776 sec): 3 clusters Score: Raw -488975.925047 + Penalty 436.715924 = -488539.209123 nChanged 166 SP:Iteration 5Q (81.136180 sec): 3 clusters Score: Raw -489063.545046 + Penalty 435.778960 = -488627.766086 nChanged 143 SP:Iteration 6Q (81.146336 sec): 3 clusters Score: Raw -489133.140943 + Penalty 435.291190 = -488697.849753 nChanged 121 SP:Iteration 7Q (81.156565 sec): 3 clusters Score: Raw -489179.407197 + Penalty 434.561805 = -488744.845393 nChanged 107 SP:Iteration 8Q (81.166481 sec): 3 clusters Score: Raw -489213.184929 + Penalty 434.482068 = -488778.702861 nChanged 111 SP:Iteration 9Q (81.176870 sec): 3 clusters Score: Raw -489247.975569 + Penalty 435.137082 = -488812.838487 nChanged 128 SP:Iteration 10F (81.187036 sec): 3 clusters Score: Raw -489293.770599 + Penalty 436.447059 = -488857.323540 nChanged 138 SP:Iteration 11Q (81.196961 sec): 3 clusters Score: Raw -489345.820792 + Penalty 437.321511 = -488908.499282 nChanged 130 SP:Iteration 12Q (81.207026 sec): 3 clusters Score: Raw -489399.723316 + Penalty 438.660907 = -488961.062409 nChanged 152 SP:Iteration 13Q (81.216777 sec): 3 clusters Score: Raw -489467.174629 + Penalty 440.356470 = -489026.818159 nChanged 173 SP:Iteration 14Q (81.226565 sec): 3 clusters Score: Raw -489546.269329 + Penalty 442.006786 = -489104.262543 nChanged 164 SP:Iteration 15Q (81.236399 sec): 3 clusters Score: Raw -489634.133035 + Penalty 446.216112 = -489187.916923 nChanged 186 SP:Iteration 16Q (81.245972 sec): 3 clusters Score: Raw -489729.704983 + Penalty 450.732049 = -489278.972934 nChanged 168 SP:Iteration 17Q (81.255548 sec): 3 clusters Score: Raw -489822.954600 + Penalty 454.791754 = -489368.162846 nChanged 162 SP:Iteration 18Q (81.264915 sec): 3 clusters Score: Raw -489903.784327 + Penalty 457.357143 = -489446.427185 nChanged 132 SP:Iteration 19Q (81.274533 sec): 3 clusters Score: Raw -489976.204930 + Penalty 461.371006 = -489514.833924 nChanged 132 SP:Iteration 20F (81.284837 sec): 3 clusters Score: Raw -490045.023788 + Penalty 466.397870 = -489578.625918 nChanged 111 SP:Iteration 21Q (81.294142 sec): 3 clusters Score: Raw -490099.242577 + Penalty 468.614711 = -489630.627866 nChanged 103 SP:Iteration 22Q (81.303606 sec): 3 clusters Score: Raw -490159.186702 + Penalty 470.528304 = -489688.658398 nChanged 85 SP:Iteration 23Q (81.312574 sec): 3 clusters Score: Raw -490204.718706 + Penalty 468.673123 = -489736.045583 nChanged 58 SP:Iteration 24Q (81.321427 sec): 3 clusters Score: Raw -490232.928118 + Penalty 465.253052 = -489767.675067 nChanged 42 SP:Iteration 25Q (81.330128 sec): 3 clusters Score: Raw -490247.185582 + Penalty 465.703448 = -489781.482134 nChanged 31 SP:Iteration 26Q (81.338956 sec): 3 clusters Score: Raw -490254.020568 + Penalty 463.461404 = -489790.559164 nChanged 27 SP:Iteration 27Q (81.347556 sec): 3 clusters Score: Raw -490261.116183 + Penalty 460.875310 = -489800.240873 nChanged 26 SP:Iteration 28Q (81.356230 sec): 3 clusters Score: Raw -490267.826260 + Penalty 455.375181 = -489812.451078 nChanged 29 SP:Iteration 29Q (81.364935 sec): 3 clusters Score: Raw -490278.300078 + Penalty 448.510399 = -489829.789679 nChanged 33 SP:Iteration 30F (81.375174 sec): 3 clusters Score: Raw -490292.839577 + Penalty 442.672580 = -489850.166997 nChanged 42 SP:Iteration 31Q (81.384297 sec): 3 clusters Score: Raw -490313.389555 + Penalty 435.752350 = -489877.637205 nChanged 38 SP:Iteration 32Q (81.392966 sec): 3 clusters Score: Raw -490328.715090 + Penalty 431.317389 = -489897.397701 nChanged 29 SP:Iteration 33Q (81.401345 sec): 3 clusters Score: Raw -490338.361892 + Penalty 426.664965 = -489911.696928 nChanged 22 SP:Iteration 34Q (81.409873 sec): 3 clusters Score: Raw -490344.176296 + Penalty 422.244544 = -489921.931752 nChanged 21 SP:Iteration 35Q (81.418150 sec): 3 clusters Score: Raw -490349.016305 + Penalty 421.807183 = -489927.209123 nChanged 13 SP:Iteration 36Q (81.426470 sec): 3 clusters Score: Raw -490350.782110 + Penalty 421.011775 = -489929.770335 nChanged 12 SP:Iteration 37Q (81.434819 sec): 3 clusters Score: Raw -490352.776900 + Penalty 420.549027 = -489932.227873 nChanged 14 SP:Iteration 38Q (81.443029 sec): 3 clusters Score: Raw -490355.553173 + Penalty 418.115635 = -489937.437538 nChanged 8 SP:Iteration 39Q (81.451334 sec): 3 clusters Score: Raw -490356.752191 + Penalty 420.397698 = -489936.354493 nChanged 14 SP:Iteration 40F (81.461527 sec): 3 clusters Score: Raw -490359.372422 + Penalty 420.304678 = -489939.067745 nChanged 13 SP:Iteration 41Q (81.469783 sec): 3 clusters Score: Raw -490361.295648 + Penalty 420.132006 = -489941.163642 nChanged 12 SP:Iteration 42Q (81.478265 sec): 3 clusters Score: Raw -490364.400797 + Penalty 421.121302 = -489943.279496 nChanged 19 SP:Iteration 43Q (81.486579 sec): 3 clusters Score: Raw -490372.692120 + Penalty 416.685795 = -489956.006325 nChanged 23 SP:Iteration 44Q (81.494677 sec): 3 clusters Score: Raw -490389.890349 + Penalty 414.304606 = -489975.585743 nChanged 17 SP:Iteration 45Q (81.502888 sec): 3 clusters Score: Raw -490396.206537 + Penalty 414.586941 = -489981.619596 nChanged 12 SP:Iteration 46Q (81.510849 sec): 3 clusters Score: Raw -490400.536695 + Penalty 420.105597 = -489980.431098 nChanged 12 SP:Iteration 47F (81.520774 sec): 3 clusters Score: Raw -490404.037644 + Penalty 415.272950 = -489988.764694 nChanged 7 SP:Iteration 48Q (81.528858 sec): 3 clusters Score: Raw -490406.249421 + Penalty 415.909526 = -489990.339895 nChanged 6 SP:Iteration 49Q (81.536851 sec): 3 clusters Score: Raw -490406.853721 + Penalty 417.386896 = -489989.466825 nChanged 4 SP:Iteration 50F (81.547070 sec): 3 clusters Score: Raw -490407.183419 + Penalty 420.058493 = -489987.124926 nChanged 3 SP:Iteration 51F (81.557326 sec): 3 clusters Score: Raw -490408.009566 + Penalty 420.709317 = -489987.300249 nChanged 7 SP:Iteration 52Q (81.565506 sec): 3 clusters Score: Raw -490411.022622 + Penalty 423.515592 = -489987.507030 nChanged 8 SP:Iteration 53Q (81.573715 sec): 3 clusters Score: Raw -490413.365494 + Penalty 427.861674 = -489985.503820 nChanged 6 SP:Iteration 54F (81.584014 sec): 3 clusters Score: Raw -490415.210766 + Penalty 432.165137 = -489983.045629 nChanged 5 SP:Iteration 55F (81.594135 sec): 3 clusters Score: Raw -490416.367505 + Penalty 430.569406 = -489985.798099 nChanged 4 SP:Iteration 56Q (81.602119 sec): 3 clusters Score: Raw -490417.037351 + Penalty 432.742038 = -489984.295314 nChanged 2 SP:Iteration 57F (81.612181 sec): 3 clusters Score: Raw -490417.407077 + Penalty 435.198838 = -489982.208238 nChanged 2 SP:Iteration 58F (81.622067 sec): 3 clusters Score: Raw -490417.757722 + Penalty 436.730734 = -489981.026988 nChanged 1 SP:Iteration 59F (81.631951 sec): 3 clusters Score: Raw -490418.178608 + Penalty 438.474198 = -489979.704410 nChanged 1 SP:Iteration 60F (81.641835 sec): 3 clusters Score: Raw -490418.364410 + Penalty 438.474198 = -489979.890211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.647202 sec): 2 clusters Score: Raw -29515.561229 + Penalty 270.073395 = -29245.487834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.648020 sec): 3 clusters Score: Raw -29329.730869 + Penalty 548.041035 = -28781.689833 nChanged 97 SP:Iteration 1F (81.648859 sec): 3 clusters Score: Raw -29398.995940 + Penalty 554.425242 = -28844.570698 nChanged 38 SP:Iteration 2F (81.649662 sec): 3 clusters Score: Raw -29430.816567 + Penalty 560.700129 = -28870.116438 nChanged 24 SP:Iteration 3F (81.650457 sec): 3 clusters Score: Raw -29451.527749 + Penalty 566.655391 = -28884.872358 nChanged 17 SP:Iteration 4F (81.651257 sec): 3 clusters Score: Raw -29469.629707 + Penalty 575.528441 = -28894.101266 nChanged 13 SP:Iteration 5Q (81.652029 sec): 3 clusters Score: Raw -29485.585546 + Penalty 579.207724 = -28906.377822 nChanged 6 SP:Iteration 6Q (81.652781 sec): 3 clusters Score: Raw -29489.643628 + Penalty 593.528719 = -28896.114909 nChanged 7 SP:Iteration 7F (81.653558 sec): 3 clusters Score: Raw -29496.512362 + Penalty 608.570102 = -28887.942260 nChanged 5 SP:Iteration 8F (81.654335 sec): 3 clusters Score: Raw -29499.741240 + Penalty 625.661800 = -28874.079440 nChanged 5 SP:Iteration 9F (81.655112 sec): 3 clusters Score: Raw -29505.816364 + Penalty 643.209360 = -28862.607004 nChanged 6 SP:Iteration 10F (81.655910 sec): 3 clusters Score: Raw -29514.323486 + Penalty 677.645742 = -28836.677744 nChanged 6 SP:Iteration 11F (81.656694 sec): 3 clusters Score: Raw -29525.166128 + Penalty 705.480388 = -28819.685740 nChanged 3 SP:Iteration 12F (81.657472 sec): 3 clusters Score: Raw -29530.749083 + Penalty 749.951094 = -28780.797989 nChanged 4 SP:Iteration 13F (81.658256 sec): 3 clusters Score: Raw -29537.247487 + Penalty 749.028268 = -28788.219219 nChanged 1 SP:Iteration 14Q (81.658937 sec): 3 clusters Score: Raw -29539.588852 + Penalty 749.028268 = -28790.560584 nChanged 0 SP:Iteration 15F (81.659717 sec): 3 clusters Score: Raw -29539.588852 + Penalty 749.028268 = -28790.560584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.660834 sec): 2 clusters Score: Raw -4793.352744 + Penalty 243.230242 = -4550.122502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.661140 sec): 3 clusters Score: Raw -4778.480225 + Penalty 495.993105 = -4282.487120 nChanged 7 SP:Iteration 1F (81.661441 sec): 3 clusters Score: Raw -4788.278467 + Penalty 505.657702 = -4282.620765 nChanged 2 SP:Iteration 2Q (81.661737 sec): 3 clusters Score: Raw -4790.803835 + Penalty 510.950300 = -4279.853534 nChanged 1 SP:Iteration 3F (81.662044 sec): 3 clusters Score: Raw -4792.245604 + Penalty 534.767633 = -4257.477971 nChanged 3 SP:Iteration 4F (81.662342 sec): 3 clusters Score: Raw -4794.909494 + Penalty 534.767633 = -4260.141861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.663604 sec): 2 clusters Score: Raw -17059.538219 + Penalty 550.907221 = -16508.630998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.664131 sec): 3 clusters Score: Raw -17042.498878 + Penalty 1097.787428 = -15944.711450 nChanged 20 SP:Iteration 1F (81.664669 sec): 3 clusters Score: Raw -17080.906366 + Penalty 1098.322923 = -15982.583443 nChanged 12 SP:Iteration 2F (81.665189 sec): 3 clusters Score: Raw -17101.323278 + Penalty 1098.910275 = -16002.413003 nChanged 3 SP:Iteration 3Q (81.665696 sec): 3 clusters Score: Raw -17107.171314 + Penalty 1099.719558 = -16007.451756 nChanged 2 SP:Iteration 4Q (81.666199 sec): 3 clusters Score: Raw -17110.519655 + Penalty 1099.719558 = -16010.800098 nChanged 0 SP:Iteration 5F (81.666715 sec): 3 clusters Score: Raw -17110.519655 + Penalty 1099.719558 = -16010.800098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.668292 sec): 2 clusters Score: Raw -25181.557824 + Penalty 439.028472 = -24742.529352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.669048 sec): 3 clusters Score: Raw -25082.063516 + Penalty 882.542586 = -24199.520931 nChanged 72 SP:Iteration 1F (81.669758 sec): 3 clusters Score: Raw -25157.712924 + Penalty 884.186788 = -24273.526135 nChanged 25 SP:Iteration 2F (81.670455 sec): 3 clusters Score: Raw -25182.342013 + Penalty 884.233846 = -24298.108168 nChanged 13 SP:Iteration 3Q (81.671171 sec): 3 clusters Score: Raw -25192.094445 + Penalty 884.094350 = -24308.000095 nChanged 10 SP:Iteration 4Q (81.671880 sec): 3 clusters Score: Raw -25201.309268 + Penalty 886.015495 = -24315.293773 nChanged 7 SP:Iteration 5Q (81.672586 sec): 3 clusters Score: Raw -25208.364826 + Penalty 887.888646 = -24320.476181 nChanged 4 SP:Iteration 6Q (81.673290 sec): 3 clusters Score: Raw -25210.848081 + Penalty 890.228870 = -24320.619211 nChanged 1 SP:Iteration 7Q (81.673994 sec): 3 clusters Score: Raw -25211.306852 + Penalty 890.228870 = -24321.077982 nChanged 0 SP:Iteration 8F (81.674687 sec): 3 clusters Score: Raw -25211.306852 + Penalty 890.228870 = -24321.077982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.675858 sec): 2 clusters Score: Raw -8456.112306 + Penalty 328.959651 = -8127.152655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.676234 sec): 3 clusters Score: Raw -8431.345990 + Penalty 671.196117 = -7760.149873 nChanged 19 SP:Iteration 1F (81.676603 sec): 3 clusters Score: Raw -8454.870902 + Penalty 710.743151 = -7744.127751 nChanged 12 SP:Iteration 2F (81.676995 sec): 3 clusters Score: Raw -8481.342174 + Penalty 727.059291 = -7754.282883 nChanged 3 SP:Iteration 3Q (81.677357 sec): 3 clusters Score: Raw -8490.809341 + Penalty 732.975765 = -7757.833576 nChanged 1 SP:Iteration 4Q (81.677705 sec): 3 clusters Score: Raw -8492.284936 + Penalty 735.313194 = -7756.971742 nChanged 1 SP:Iteration 5F (81.678075 sec): 3 clusters Score: Raw -8493.978097 + Penalty 741.172072 = -7752.806025 nChanged 2 SP:Iteration 6F (81.678447 sec): 3 clusters Score: Raw -8502.198008 + Penalty 741.172072 = -7761.025936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.679386 sec): 2 clusters Score: Raw -3979.399557 + Penalty 258.921279 = -3720.478279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.679685 sec): 3 clusters Score: Raw -4030.229136 + Penalty 533.323606 = -3496.905530 nChanged 4 SP:Iteration 1F (81.679977 sec): 3 clusters Score: Raw -4045.261826 + Penalty 533.323606 = -3511.938220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.686356 sec): 2 clusters Score: Raw -120345.721663 + Penalty 320.871330 = -120024.850333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.688854 sec): 3 clusters Score: Raw -119611.137198 + Penalty 642.132238 = -118969.004961 nChanged 557 SP:Iteration 1F (81.691269 sec): 3 clusters Score: Raw -119947.512377 + Penalty 642.737718 = -119304.774659 nChanged 105 SP:Iteration 2F (81.693690 sec): 3 clusters Score: Raw -120007.040300 + Penalty 643.591072 = -119363.449228 nChanged 77 SP:Iteration 3F (81.696125 sec): 3 clusters Score: Raw -120048.479571 + Penalty 645.095739 = -119403.383832 nChanged 60 SP:Iteration 4Q (81.698565 sec): 3 clusters Score: Raw -120072.235623 + Penalty 646.366490 = -119425.869133 nChanged 49 SP:Iteration 5Q (81.700935 sec): 3 clusters Score: Raw -120094.921203 + Penalty 647.982373 = -119446.938830 nChanged 40 SP:Iteration 6Q (81.703345 sec): 3 clusters Score: Raw -120116.264885 + Penalty 649.904922 = -119466.359963 nChanged 35 SP:Iteration 7Q (81.705724 sec): 3 clusters Score: Raw -120133.803367 + Penalty 652.394608 = -119481.408759 nChanged 36 SP:Iteration 8Q (81.708098 sec): 3 clusters Score: Raw -120148.677356 + Penalty 655.271247 = -119493.406109 nChanged 32 SP:Iteration 9Q (81.710528 sec): 3 clusters Score: Raw -120161.350255 + Penalty 657.655254 = -119503.695001 nChanged 30 SP:Iteration 10F (81.712991 sec): 3 clusters Score: Raw -120174.642063 + Penalty 659.500737 = -119515.141326 nChanged 22 SP:Iteration 11Q (81.715301 sec): 3 clusters Score: Raw -120185.643163 + Penalty 663.321321 = -119522.321841 nChanged 28 SP:Iteration 12Q (81.717576 sec): 3 clusters Score: Raw -120201.158194 + Penalty 665.665911 = -119535.492283 nChanged 27 SP:Iteration 13Q (81.719851 sec): 3 clusters Score: Raw -120217.533425 + Penalty 667.668800 = -119549.864625 nChanged 17 SP:Iteration 14Q (81.722081 sec): 3 clusters Score: Raw -120230.177149 + Penalty 669.093894 = -119561.083255 nChanged 17 SP:Iteration 15Q (81.724316 sec): 3 clusters Score: Raw -120246.244958 + Penalty 670.201856 = -119576.043102 nChanged 22 SP:Iteration 16Q (81.726520 sec): 3 clusters Score: Raw -120263.053225 + Penalty 671.247524 = -119591.805701 nChanged 20 SP:Iteration 17Q (81.728705 sec): 3 clusters Score: Raw -120280.241030 + Penalty 673.362809 = -119606.878221 nChanged 22 SP:Iteration 18Q (81.730846 sec): 3 clusters Score: Raw -120303.349770 + Penalty 671.916880 = -119631.432890 nChanged 14 SP:Iteration 19Q (81.732979 sec): 3 clusters Score: Raw -120312.827775 + Penalty 671.802288 = -119641.025487 nChanged 11 SP:Iteration 20F (81.735343 sec): 3 clusters Score: Raw -120322.679779 + Penalty 670.093775 = -119652.586004 nChanged 16 SP:Iteration 21Q (81.737482 sec): 3 clusters Score: Raw -120335.127925 + Penalty 670.927800 = -119664.200125 nChanged 17 SP:Iteration 22Q (81.739588 sec): 3 clusters Score: Raw -120349.790248 + Penalty 670.779304 = -119679.010943 nChanged 14 SP:Iteration 23Q (81.741664 sec): 3 clusters Score: Raw -120358.793989 + Penalty 672.253177 = -119686.540812 nChanged 13 SP:Iteration 24Q (81.743761 sec): 3 clusters Score: Raw -120366.443192 + Penalty 673.890929 = -119692.552263 nChanged 9 SP:Iteration 25Q (81.745884 sec): 3 clusters Score: Raw -120371.819157 + Penalty 674.491162 = -119697.327995 nChanged 11 SP:Iteration 26Q (81.747953 sec): 3 clusters Score: Raw -120377.470776 + Penalty 673.872414 = -119703.598362 nChanged 3 SP:Iteration 27Q (81.750004 sec): 3 clusters Score: Raw -120378.234058 + Penalty 674.410892 = -119703.823166 nChanged 2 SP:Iteration 28Q (81.752058 sec): 3 clusters Score: Raw -120379.478286 + Penalty 673.886027 = -119705.592259 nChanged 2 SP:Iteration 29Q (81.754107 sec): 3 clusters Score: Raw -120380.208363 + Penalty 673.777914 = -119706.430449 nChanged 3 SP:Iteration 30F (81.756619 sec): 3 clusters Score: Raw -120381.636310 + Penalty 672.572013 = -119709.064297 nChanged 6 SP:Iteration 31Q (81.758667 sec): 3 clusters Score: Raw -120385.469734 + Penalty 671.995631 = -119713.474103 nChanged 5 SP:Iteration 32Q (81.760730 sec): 3 clusters Score: Raw -120388.820763 + Penalty 670.660733 = -119718.160031 nChanged 6 SP:Iteration 33Q (81.762790 sec): 3 clusters Score: Raw -120391.920817 + Penalty 670.232026 = -119721.688791 nChanged 4 SP:Iteration 34Q (81.764812 sec): 3 clusters Score: Raw -120393.576688 + Penalty 668.592927 = -119724.983761 nChanged 1 SP:Iteration 35Q (81.766851 sec): 3 clusters Score: Raw -120394.440964 + Penalty 668.592927 = -119725.848037 nChanged 0 SP:Iteration 36F (81.769240 sec): 3 clusters Score: Raw -120394.440964 + Penalty 668.592927 = -119725.848037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.772424 sec): 2 clusters Score: Raw -41244.830772 + Penalty 469.431148 = -40775.399623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.773433 sec): 3 clusters Score: Raw -41078.668357 + Penalty 940.492488 = -40138.175869 nChanged 140 SP:Iteration 1F (81.774405 sec): 3 clusters Score: Raw -41188.580345 + Penalty 943.804091 = -40244.776254 nChanged 29 SP:Iteration 2F (81.775401 sec): 3 clusters Score: Raw -41216.074267 + Penalty 945.473909 = -40270.600357 nChanged 22 SP:Iteration 3F (81.776413 sec): 3 clusters Score: Raw -41249.371042 + Penalty 945.597431 = -40303.773611 nChanged 20 SP:Iteration 4Q (81.777375 sec): 3 clusters Score: Raw -41271.986831 + Penalty 945.011584 = -40326.975247 nChanged 17 SP:Iteration 5Q (81.778332 sec): 3 clusters Score: Raw -41295.492954 + Penalty 946.216669 = -40349.276284 nChanged 11 SP:Iteration 6Q (81.779288 sec): 3 clusters Score: Raw -41306.261896 + Penalty 946.236120 = -40360.025776 nChanged 7 SP:Iteration 7Q (81.780286 sec): 3 clusters Score: Raw -41312.943507 + Penalty 946.389582 = -40366.553925 nChanged 4 SP:Iteration 8Q (81.781254 sec): 3 clusters Score: Raw -41315.719973 + Penalty 948.543175 = -40367.176799 nChanged 2 SP:Iteration 9Q (81.782209 sec): 3 clusters Score: Raw -41317.085577 + Penalty 948.537114 = -40368.548463 nChanged 2 SP:Iteration 10F (81.783185 sec): 3 clusters Score: Raw -41318.453582 + Penalty 947.996635 = -40370.456947 nChanged 1 SP:Iteration 11Q (81.784137 sec): 3 clusters Score: Raw -41318.771071 + Penalty 947.996635 = -40370.774436 nChanged 0 SP:Iteration 12F (81.785120 sec): 3 clusters Score: Raw -41318.771071 + Penalty 947.996635 = -40370.774436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.786119 sec): 2 clusters Score: Raw -12096.614617 + Penalty 636.264238 = -11460.350380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.786553 sec): 3 clusters Score: Raw -12114.045375 + Penalty 1272.511563 = -10841.533812 nChanged 5 SP:Iteration 1Q (81.786988 sec): 3 clusters Score: Raw -12128.957285 + Penalty 1272.511563 = -10856.445722 nChanged 0 SP:Iteration 2F (81.787421 sec): 3 clusters Score: Raw -12128.957285 + Penalty 1272.511563 = -10856.445722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.787962 sec): 2 clusters Score: Raw -2610.999060 + Penalty 295.511936 = -2315.487124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.788222 sec): 3 clusters Score: Raw -2623.245408 + Penalty 582.360624 = -2040.884784 nChanged 1 SP:Iteration 1Q (81.788473 sec): 3 clusters Score: Raw -2624.830955 + Penalty 580.975943 = -2043.855012 nChanged 1 SP:Iteration 2Q (81.788725 sec): 3 clusters Score: Raw -2627.241851 + Penalty 580.975943 = -2046.265908 nChanged 0 SP:Iteration 3F (81.788982 sec): 3 clusters Score: Raw -2627.241851 + Penalty 580.975943 = -2046.265908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (1185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.793280 sec): 2 clusters Score: Raw -109233.347714 + Penalty 507.415652 = -108725.932062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.795625 sec): 3 clusters Score: Raw -108565.824281 + Penalty 1015.634676 = -107550.189605 nChanged 453 SP:Iteration 1F (81.797935 sec): 3 clusters Score: Raw -108820.847097 + Penalty 1022.216559 = -107798.630538 nChanged 154 SP:Iteration 2F (81.800269 sec): 3 clusters Score: Raw -108948.733831 + Penalty 1029.101100 = -107919.632731 nChanged 124 SP:Iteration 3F (81.802601 sec): 3 clusters Score: Raw -109074.827060 + Penalty 1053.769512 = -108021.057548 nChanged 93 SP:Iteration 4F (81.804929 sec): 3 clusters Score: Raw -109179.587291 + Penalty 1081.146915 = -108098.440376 nChanged 52 SP:Iteration 5Q (81.807241 sec): 3 clusters Score: Raw -109233.232348 + Penalty 1118.392483 = -108114.839864 nChanged 28 SP:Iteration 6Q (81.809517 sec): 3 clusters Score: Raw -109268.100899 + Penalty 1126.544235 = -108141.556664 nChanged 14 SP:Iteration 7Q (81.811705 sec): 3 clusters Score: Raw -109289.660498 + Penalty 1140.257134 = -108149.403364 nChanged 5 SP:Iteration 8Q (81.813763 sec): 3 clusters Score: Raw -109299.620765 + Penalty 1139.668373 = -108159.952392 nChanged 2 SP:Iteration 9Q (81.815807 sec): 3 clusters Score: Raw -109304.253282 + Penalty 1139.668373 = -108164.584909 nChanged 0 SP:Iteration 10F (81.818149 sec): 3 clusters Score: Raw -109304.253282 + Penalty 1139.668373 = -108164.584909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.819548 sec): 2 clusters Score: Raw -14190.242750 + Penalty 718.959282 = -13471.283468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.820030 sec): 3 clusters Score: Raw -14241.129701 + Penalty 1438.456703 = -12802.672998 nChanged 12 SP:Iteration 1F (81.820505 sec): 3 clusters Score: Raw -14272.605504 + Penalty 1437.531054 = -12835.074450 nChanged 2 SP:Iteration 2Q (81.820965 sec): 3 clusters Score: Raw -14279.389251 + Penalty 1437.289110 = -12842.100141 nChanged 1 SP:Iteration 3Q (81.821419 sec): 3 clusters Score: Raw -14280.864502 + Penalty 1437.538877 = -12843.325625 nChanged 1 SP:Iteration 4Q (81.821873 sec): 3 clusters Score: Raw -14284.927914 + Penalty 1437.538877 = -12847.389036 nChanged 0 SP:Iteration 5F (81.822345 sec): 3 clusters Score: Raw -14284.927914 + Penalty 1437.538877 = -12847.389036 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 19 (8826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.863377 sec): 2 clusters Score: Raw -766549.917415 + Penalty 275.974175 = -766273.943240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.880410 sec): 3 clusters Score: Raw -760605.752456 + Penalty 577.243828 = -760028.508629 nChanged 4084 SP:Iteration 1F (81.897253 sec): 3 clusters Score: Raw -762586.279500 + Penalty 629.864268 = -761956.415232 nChanged 1650 SP:Iteration 2F (81.913932 sec): 3 clusters Score: Raw -764196.917923 + Penalty 654.175668 = -763542.742255 nChanged 976 SP:Iteration 3F (81.930627 sec): 3 clusters Score: Raw -765177.121754 + Penalty 669.272296 = -764507.849458 nChanged 570 SP:Iteration 4F (81.947210 sec): 3 clusters Score: Raw -765670.087901 + Penalty 684.750013 = -764985.337887 nChanged 375 SP:Iteration 5Q (81.962781 sec): 3 clusters Score: Raw -765991.711277 + Penalty 690.017035 = -765301.694242 nChanged 269 SP:Iteration 6Q (81.977539 sec): 3 clusters Score: Raw -766242.475505 + Penalty 695.998472 = -765546.477033 nChanged 163 SP:Iteration 7Q (81.991978 sec): 3 clusters Score: Raw -766385.755840 + Penalty 713.181622 = -765672.574218 nChanged 103 SP:Iteration 8Q (82.006235 sec): 3 clusters Score: Raw -766461.171845 + Penalty 738.803282 = -765722.368563 nChanged 60 SP:Iteration 9Q (82.020037 sec): 3 clusters Score: Raw -766502.152126 + Penalty 759.057118 = -765743.095008 nChanged 38 SP:Iteration 10F (82.036885 sec): 3 clusters Score: Raw -766527.298893 + Penalty 779.995301 = -765747.303592 nChanged 25 SP:Iteration 11Q (82.050418 sec): 3 clusters Score: Raw -766543.207789 + Penalty 804.281994 = -765738.925795 nChanged 19 SP:Iteration 12F (82.067142 sec): 3 clusters Score: Raw -766557.162146 + Penalty 825.909526 = -765731.252620 nChanged 11 SP:Iteration 13F (82.083951 sec): 3 clusters Score: Raw -766562.730368 + Penalty 832.677832 = -765730.052537 nChanged 5 SP:Iteration 14F (82.100838 sec): 3 clusters Score: Raw -766565.003953 + Penalty 827.402616 = -765737.601337 nChanged 1 SP:Iteration 15Q (82.113867 sec): 3 clusters Score: Raw -766566.388504 + Penalty 832.354618 = -765734.033886 nChanged 1 SP:Iteration 16F (82.130607 sec): 3 clusters Score: Raw -766566.566067 + Penalty 832.612083 = -765733.953985 nChanged 1 SP:Iteration 17F (82.147266 sec): 3 clusters Score: Raw -766566.758550 + Penalty 835.646213 = -765731.112337 nChanged 1 SP:Iteration 18F (82.163939 sec): 3 clusters Score: Raw -766566.962484 + Penalty 833.872929 = -765733.089554 nChanged 1 SP:Iteration 19Q (82.177104 sec): 3 clusters Score: Raw -766567.325545 + Penalty 832.518583 = -765734.806962 nChanged 1 SP:Iteration 20F (82.193991 sec): 3 clusters Score: Raw -766567.380746 + Penalty 832.368943 = -765735.011803 nChanged 2 SP:Iteration 21Q (82.207778 sec): 3 clusters Score: Raw -766568.028097 + Penalty 821.987510 = -765746.040586 nChanged 3 SP:Iteration 22Q (82.221042 sec): 3 clusters Score: Raw -766571.099688 + Penalty 823.958642 = -765747.141046 nChanged 4 SP:Iteration 23Q (82.234351 sec): 3 clusters Score: Raw -766573.613925 + Penalty 823.344307 = -765750.269619 nChanged 1 SP:Iteration 24Q (82.247851 sec): 3 clusters Score: Raw -766574.003829 + Penalty 817.136066 = -765756.867763 nChanged 1 SP:Iteration 25Q (82.261429 sec): 3 clusters Score: Raw -766573.992326 + Penalty 828.177233 = -765745.815093 nChanged 2 SP:Iteration 26F (82.278046 sec): 3 clusters Score: Raw -766576.489512 + Penalty 834.559456 = -765741.930056 nChanged 1 SP:Iteration 27F (82.294916 sec): 3 clusters Score: Raw -766577.579672 + Penalty 835.547128 = -765742.032543 nChanged 2 SP:Iteration 28Q (82.308046 sec): 3 clusters Score: Raw -766580.039957 + Penalty 838.806722 = -765741.233235 nChanged 1 SP:Iteration 29F (82.324712 sec): 3 clusters Score: Raw -766580.326688 + Penalty 838.806722 = -765741.519966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.334436 sec): 2 clusters Score: Raw -50593.815551 + Penalty 690.629923 = -49903.185627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.335616 sec): 3 clusters Score: Raw -50384.711312 + Penalty 1380.214274 = -49004.497038 nChanged 161 SP:Iteration 1F (82.336752 sec): 3 clusters Score: Raw -50507.498894 + Penalty 1380.718503 = -49126.780391 nChanged 36 SP:Iteration 2F (82.337867 sec): 3 clusters Score: Raw -50537.223866 + Penalty 1381.062114 = -49156.161752 nChanged 19 SP:Iteration 3Q (82.338998 sec): 3 clusters Score: Raw -50552.752927 + Penalty 1381.536996 = -49171.215931 nChanged 10 SP:Iteration 4Q (82.340109 sec): 3 clusters Score: Raw -50561.862066 + Penalty 1381.264813 = -49180.597253 nChanged 4 SP:Iteration 5Q (82.341220 sec): 3 clusters Score: Raw -50565.731819 + Penalty 1381.004367 = -49184.727452 nChanged 2 SP:Iteration 6Q (82.342324 sec): 3 clusters Score: Raw -50567.707955 + Penalty 1381.004367 = -49186.703588 nChanged 0 SP:Iteration 7F (82.343458 sec): 3 clusters Score: Raw -50567.707955 + Penalty 1381.004367 = -49186.703588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.344809 sec): 2 clusters Score: Raw -11811.681261 + Penalty 656.549626 = -11155.131634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.345253 sec): 3 clusters Score: Raw -11889.880942 + Penalty 1312.535639 = -10577.345303 nChanged 7 SP:Iteration 1F (82.345689 sec): 3 clusters Score: Raw -11909.680195 + Penalty 1312.519707 = -10597.160488 nChanged 2 SP:Iteration 2Q (82.346101 sec): 3 clusters Score: Raw -11914.787203 + Penalty 1312.519707 = -10602.267495 nChanged 0 SP:Iteration 3F (82.346535 sec): 3 clusters Score: Raw -11914.787203 + Penalty 1312.519707 = -10602.267495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.348677 sec): 2 clusters Score: Raw -37018.981122 + Penalty 379.277875 = -36639.703246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.349591 sec): 3 clusters Score: Raw -36816.815286 + Penalty 753.198814 = -36063.616471 nChanged 123 SP:Iteration 1F (82.350490 sec): 3 clusters Score: Raw -36915.729827 + Penalty 747.608124 = -36168.121703 nChanged 49 SP:Iteration 2F (82.351388 sec): 3 clusters Score: Raw -36955.861488 + Penalty 745.266702 = -36210.594786 nChanged 23 SP:Iteration 3F (82.352303 sec): 3 clusters Score: Raw -36977.192357 + Penalty 742.785644 = -36234.406714 nChanged 23 SP:Iteration 4F (82.353200 sec): 3 clusters Score: Raw -36993.489137 + Penalty 744.981652 = -36248.507485 nChanged 8 SP:Iteration 5Q (82.354116 sec): 3 clusters Score: Raw -37000.086313 + Penalty 745.628382 = -36254.457930 nChanged 4 SP:Iteration 6Q (82.354994 sec): 3 clusters Score: Raw -37003.290180 + Penalty 745.022976 = -36258.267204 nChanged 4 SP:Iteration 7Q (82.355870 sec): 3 clusters Score: Raw -37006.718289 + Penalty 745.280000 = -36261.438288 nChanged 2 SP:Iteration 8Q (82.356766 sec): 3 clusters Score: Raw -37007.135857 + Penalty 745.280000 = -36261.855857 nChanged 0 SP:Iteration 9F (82.357661 sec): 3 clusters Score: Raw -37007.135857 + Penalty 745.280000 = -36261.855857 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 23 (1060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.361744 sec): 2 clusters Score: Raw -98247.280458 + Penalty 529.375474 = -97717.904985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.363873 sec): 3 clusters Score: Raw -97698.599024 + Penalty 1063.214004 = -96635.385020 nChanged 383 SP:Iteration 1F (82.365952 sec): 3 clusters Score: Raw -97911.944596 + Penalty 1071.518826 = -96840.425770 nChanged 97 SP:Iteration 2F (82.368030 sec): 3 clusters Score: Raw -97982.538685 + Penalty 1082.903939 = -96899.634745 nChanged 71 SP:Iteration 3F (82.370100 sec): 3 clusters Score: Raw -98028.801099 + Penalty 1091.193012 = -96937.608087 nChanged 45 SP:Iteration 4Q (82.372150 sec): 3 clusters Score: Raw -98062.136328 + Penalty 1095.315995 = -96966.820333 nChanged 46 SP:Iteration 5Q (82.374177 sec): 3 clusters Score: Raw -98109.265839 + Penalty 1099.196708 = -97010.069130 nChanged 42 SP:Iteration 6Q (82.376238 sec): 3 clusters Score: Raw -98162.713161 + Penalty 1099.847935 = -97062.865226 nChanged 43 SP:Iteration 7Q (82.378297 sec): 3 clusters Score: Raw -98215.404793 + Penalty 1102.647815 = -97112.756977 nChanged 25 SP:Iteration 8Q (82.380284 sec): 3 clusters Score: Raw -98238.241149 + Penalty 1107.992614 = -97130.248535 nChanged 14 SP:Iteration 9Q (82.382230 sec): 3 clusters Score: Raw -98249.479597 + Penalty 1108.093105 = -97141.386492 nChanged 9 SP:Iteration 10F (82.384337 sec): 3 clusters Score: Raw -98255.090071 + Penalty 1106.650015 = -97148.440056 nChanged 5 SP:Iteration 11Q (82.386277 sec): 3 clusters Score: Raw -98260.473277 + Penalty 1106.288553 = -97154.184724 nChanged 4 SP:Iteration 12Q (82.388215 sec): 3 clusters Score: Raw -98264.051691 + Penalty 1106.607445 = -97157.444246 nChanged 6 SP:Iteration 13Q (82.390119 sec): 3 clusters Score: Raw -98270.292489 + Penalty 1105.549231 = -97164.743258 nChanged 6 SP:Iteration 14Q (82.391995 sec): 3 clusters Score: Raw -98273.405387 + Penalty 1103.751489 = -97169.653897 nChanged 4 SP:Iteration 15Q (82.393843 sec): 3 clusters Score: Raw -98276.535911 + Penalty 1104.008020 = -97172.527891 nChanged 2 SP:Iteration 16Q (82.395714 sec): 3 clusters Score: Raw -98277.174548 + Penalty 1104.008020 = -97173.166528 nChanged 0 SP:Iteration 17F (82.397764 sec): 3 clusters Score: Raw -98277.174548 + Penalty 1104.008020 = -97173.166528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.399063 sec): 2 clusters Score: Raw -10556.434214 + Penalty 311.002185 = -10245.432029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.399488 sec): 3 clusters Score: Raw -10527.555981 + Penalty 620.758214 = -9906.797768 nChanged 24 SP:Iteration 1F (82.399904 sec): 3 clusters Score: Raw -10554.308658 + Penalty 621.635326 = -9932.673333 nChanged 9 SP:Iteration 2F (82.400357 sec): 3 clusters Score: Raw -10566.239466 + Penalty 624.281988 = -9941.957478 nChanged 5 SP:Iteration 3Q (82.400811 sec): 3 clusters Score: Raw -10572.968811 + Penalty 627.408488 = -9945.560322 nChanged 4 SP:Iteration 4Q (82.401265 sec): 3 clusters Score: Raw -10578.519544 + Penalty 632.628094 = -9945.891450 nChanged 4 SP:Iteration 5Q (82.401705 sec): 3 clusters Score: Raw -10583.350639 + Penalty 635.489675 = -9947.860964 nChanged 4 SP:Iteration 6Q (82.402146 sec): 3 clusters Score: Raw -10590.654626 + Penalty 646.300374 = -9944.354252 nChanged 7 SP:Iteration 7F (82.402569 sec): 3 clusters Score: Raw -10602.961210 + Penalty 674.892579 = -9928.068632 nChanged 6 SP:Iteration 8F (82.402992 sec): 3 clusters Score: Raw -10620.672406 + Penalty 677.117145 = -9943.555261 nChanged 2 SP:Iteration 9Q (82.403388 sec): 3 clusters Score: Raw -10627.169584 + Penalty 677.117145 = -9950.052440 nChanged 0 SP:Iteration 10F (82.403808 sec): 3 clusters Score: Raw -10627.169584 + Penalty 677.117145 = -9950.052440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.405789 sec): 2 clusters Score: Raw -34612.895723 + Penalty 514.770567 = -34098.125156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.406631 sec): 3 clusters Score: Raw -34470.241169 + Penalty 1030.127503 = -33440.113666 nChanged 98 SP:Iteration 1F (82.407464 sec): 3 clusters Score: Raw -34551.349158 + Penalty 1030.244571 = -33521.104588 nChanged 22 SP:Iteration 2F (82.408286 sec): 3 clusters Score: Raw -34574.774570 + Penalty 1029.923145 = -33544.851424 nChanged 17 SP:Iteration 3Q (82.409102 sec): 3 clusters Score: Raw -34588.584640 + Penalty 1030.393588 = -33558.191052 nChanged 11 SP:Iteration 4Q (82.409922 sec): 3 clusters Score: Raw -34598.390223 + Penalty 1030.495634 = -33567.894588 nChanged 6 SP:Iteration 5Q (82.410736 sec): 3 clusters Score: Raw -34600.549401 + Penalty 1030.483436 = -33570.065965 nChanged 4 SP:Iteration 6Q (82.411551 sec): 3 clusters Score: Raw -34602.066348 + Penalty 1030.243930 = -33571.822418 nChanged 1 SP:Iteration 7Q (82.412361 sec): 3 clusters Score: Raw -34602.142454 + Penalty 1030.243930 = -33571.898523 nChanged 0 SP:Iteration 8F (82.413180 sec): 3 clusters Score: Raw -34602.142454 + Penalty 1030.243930 = -33571.898523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.414606 sec): 2 clusters Score: Raw -11172.708050 + Penalty 352.647795 = -10820.060255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.415020 sec): 3 clusters Score: Raw -11131.332311 + Penalty 717.701050 = -10413.631262 nChanged 18 SP:Iteration 1F (82.415429 sec): 3 clusters Score: Raw -11152.858594 + Penalty 730.402965 = -10422.455629 nChanged 10 SP:Iteration 2F (82.415834 sec): 3 clusters Score: Raw -11165.639827 + Penalty 752.844413 = -10412.795414 nChanged 6 SP:Iteration 3F (82.416243 sec): 3 clusters Score: Raw -11171.556716 + Penalty 770.516413 = -10401.040303 nChanged 2 SP:Iteration 4F (82.416650 sec): 3 clusters Score: Raw -11172.717290 + Penalty 774.233966 = -10398.483325 nChanged 1 SP:Iteration 5F (82.417056 sec): 3 clusters Score: Raw -11172.348253 + Penalty 774.233966 = -10398.114287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.417921 sec): 2 clusters Score: Raw -1330.506291 + Penalty 231.040617 = -1099.465674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.418156 sec): 3 clusters Score: Raw -1334.441986 + Penalty 460.266107 = -874.175879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.419444 sec): 2 clusters Score: Raw -18306.588137 + Penalty 476.239543 = -17830.348594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.420013 sec): 3 clusters Score: Raw -18263.625755 + Penalty 952.344513 = -17311.281242 nChanged 32 SP:Iteration 1F (82.420575 sec): 3 clusters Score: Raw -18306.863900 + Penalty 953.784233 = -17353.079668 nChanged 9 SP:Iteration 2Q (82.421135 sec): 3 clusters Score: Raw -18322.555278 + Penalty 954.299406 = -17368.255872 nChanged 3 SP:Iteration 3Q (82.421719 sec): 3 clusters Score: Raw -18325.981484 + Penalty 954.490285 = -17371.491198 nChanged 2 SP:Iteration 4Q (82.422276 sec): 3 clusters Score: Raw -18329.598428 + Penalty 955.078666 = -17374.519762 nChanged 1 SP:Iteration 5Q (82.422834 sec): 3 clusters Score: Raw -18330.564570 + Penalty 955.687817 = -17374.876753 nChanged 1 SP:Iteration 6Q (82.423374 sec): 3 clusters Score: Raw -18331.292942 + Penalty 955.687817 = -17375.605125 nChanged 0 SP:Iteration 7F (82.423920 sec): 3 clusters Score: Raw -18331.292942 + Penalty 955.687817 = -17375.605125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.424852 sec): 2 clusters Score: Raw -2944.227120 + Penalty 286.104806 = -2658.122314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.425124 sec): 3 clusters Score: Raw -2953.719612 + Penalty 573.276635 = -2380.442977 nChanged 1 SP:Iteration 1Q (82.425385 sec): 3 clusters Score: Raw -2954.392928 + Penalty 581.192512 = -2373.200416 nChanged 1 SP:Iteration 2F (82.425652 sec): 3 clusters Score: Raw -2956.087369 + Penalty 581.192512 = -2374.894857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.426924 sec): 2 clusters Score: Raw -17276.182964 + Penalty 617.170303 = -16659.012661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.427496 sec): 3 clusters Score: Raw -17263.591113 + Penalty 1243.218113 = -16020.373000 nChanged 30 SP:Iteration 1F (82.428047 sec): 3 clusters Score: Raw -17330.661760 + Penalty 1248.084932 = -16082.576828 nChanged 9 SP:Iteration 2Q (82.428577 sec): 3 clusters Score: Raw -17346.709706 + Penalty 1254.350004 = -16092.359702 nChanged 5 SP:Iteration 3Q (82.429101 sec): 3 clusters Score: Raw -17356.870379 + Penalty 1252.764322 = -16104.106058 nChanged 1 SP:Iteration 4Q (82.429620 sec): 3 clusters Score: Raw -17357.550866 + Penalty 1252.437550 = -16105.113316 nChanged 1 SP:Iteration 5Q (82.430140 sec): 3 clusters Score: Raw -17360.159827 + Penalty 1252.161956 = -16107.997871 nChanged 1 SP:Iteration 6Q (82.430662 sec): 3 clusters Score: Raw -17361.967868 + Penalty 1252.161956 = -16109.805912 nChanged 0 SP:Iteration 7F (82.431210 sec): 3 clusters Score: Raw -17361.967868 + Penalty 1252.161956 = -16109.805912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.433492 sec): 2 clusters Score: Raw -49867.804336 + Penalty 493.303335 = -49374.501001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.434666 sec): 3 clusters Score: Raw -49615.061753 + Penalty 982.694698 = -48632.367055 nChanged 179 SP:Iteration 1F (82.435825 sec): 3 clusters Score: Raw -49754.512452 + Penalty 977.818828 = -48776.693624 nChanged 45 SP:Iteration 2F (82.436948 sec): 3 clusters Score: Raw -49797.519029 + Penalty 971.285671 = -48826.233358 nChanged 32 SP:Iteration 3F (82.438064 sec): 3 clusters Score: Raw -49826.316642 + Penalty 971.299522 = -48855.017120 nChanged 22 SP:Iteration 4Q (82.439170 sec): 3 clusters Score: Raw -49845.104148 + Penalty 974.051568 = -48871.052580 nChanged 12 SP:Iteration 5Q (82.440268 sec): 3 clusters Score: Raw -49852.630506 + Penalty 972.070039 = -48880.560467 nChanged 9 SP:Iteration 6Q (82.441387 sec): 3 clusters Score: Raw -49859.719007 + Penalty 977.411634 = -48882.307373 nChanged 11 SP:Iteration 7Q (82.442488 sec): 3 clusters Score: Raw -49867.105838 + Penalty 975.501353 = -48891.604485 nChanged 7 SP:Iteration 8Q (82.443578 sec): 3 clusters Score: Raw -49871.882159 + Penalty 976.510494 = -48895.371664 nChanged 3 SP:Iteration 9Q (82.444667 sec): 3 clusters Score: Raw -49873.295669 + Penalty 975.298101 = -48897.997568 nChanged 2 SP:Iteration 10F (82.445790 sec): 3 clusters Score: Raw -49875.312167 + Penalty 976.289883 = -48899.022284 nChanged 4 SP:Iteration 11Q (82.446936 sec): 3 clusters Score: Raw -49879.310103 + Penalty 975.518448 = -48903.791654 nChanged 1 SP:Iteration 12Q (82.448082 sec): 3 clusters Score: Raw -49880.295149 + Penalty 975.518448 = -48904.776701 nChanged 0 SP:Iteration 13F (82.449251 sec): 3 clusters Score: Raw -49880.295149 + Penalty 975.518448 = -48904.776701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.450547 sec): 2 clusters Score: Raw -12594.454234 + Penalty 570.169944 = -12024.284290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.451005 sec): 3 clusters Score: Raw -12603.895456 + Penalty 1141.206215 = -11462.689241 nChanged 17 SP:Iteration 1F (82.451452 sec): 3 clusters Score: Raw -12651.793460 + Penalty 1142.248673 = -11509.544787 nChanged 6 SP:Iteration 2Q (82.451883 sec): 3 clusters Score: Raw -12663.814096 + Penalty 1142.578671 = -11521.235425 nChanged 1 SP:Iteration 3Q (82.452320 sec): 3 clusters Score: Raw -12664.231602 + Penalty 1142.841895 = -11521.389707 nChanged 1 SP:Iteration 4Q (82.452747 sec): 3 clusters Score: Raw -12665.313772 + Penalty 1142.841895 = -11522.471877 nChanged 0 SP:Iteration 5F (82.453210 sec): 3 clusters Score: Raw -12665.313772 + Penalty 1142.841895 = -11522.471877 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.456375 sec): 2 clusters Score: Raw -76812.560710 + Penalty 343.702498 = -76468.858212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.458094 sec): 3 clusters Score: Raw -76375.984126 + Penalty 704.825698 = -75671.158428 nChanged 301 SP:Iteration 1F (82.459797 sec): 3 clusters Score: Raw -76592.361837 + Penalty 716.945954 = -75875.415883 nChanged 85 SP:Iteration 2F (82.461520 sec): 3 clusters Score: Raw -76681.169498 + Penalty 719.137854 = -75962.031644 nChanged 55 SP:Iteration 3F (82.463209 sec): 3 clusters Score: Raw -76727.683031 + Penalty 716.211179 = -76011.471851 nChanged 37 SP:Iteration 4Q (82.464864 sec): 3 clusters Score: Raw -76750.663672 + Penalty 713.448773 = -76037.214900 nChanged 25 SP:Iteration 5Q (82.466489 sec): 3 clusters Score: Raw -76764.495306 + Penalty 712.042125 = -76052.453181 nChanged 14 SP:Iteration 6Q (82.468245 sec): 3 clusters Score: Raw -76772.002343 + Penalty 707.719284 = -76064.283058 nChanged 20 SP:Iteration 7Q (82.469966 sec): 3 clusters Score: Raw -76781.617670 + Penalty 703.023238 = -76078.594433 nChanged 21 SP:Iteration 8Q (82.471616 sec): 3 clusters Score: Raw -76792.429649 + Penalty 699.122151 = -76093.307498 nChanged 21 SP:Iteration 9Q (82.473253 sec): 3 clusters Score: Raw -76802.772848 + Penalty 694.918053 = -76107.854795 nChanged 14 SP:Iteration 10F (82.474940 sec): 3 clusters Score: Raw -76811.506580 + Penalty 691.247152 = -76120.259428 nChanged 13 SP:Iteration 11Q (82.476553 sec): 3 clusters Score: Raw -76818.731924 + Penalty 686.973556 = -76131.758368 nChanged 15 SP:Iteration 12Q (82.478205 sec): 3 clusters Score: Raw -76827.727001 + Penalty 683.583203 = -76144.143798 nChanged 14 SP:Iteration 13Q (82.479844 sec): 3 clusters Score: Raw -76832.612533 + Penalty 681.494167 = -76151.118366 nChanged 10 SP:Iteration 14Q (82.481476 sec): 3 clusters Score: Raw -76834.899091 + Penalty 679.891274 = -76155.007817 nChanged 6 SP:Iteration 15Q (82.483088 sec): 3 clusters Score: Raw -76836.211181 + Penalty 677.961186 = -76158.249996 nChanged 7 SP:Iteration 16Q (82.484694 sec): 3 clusters Score: Raw -76837.793853 + Penalty 676.299290 = -76161.494564 nChanged 7 SP:Iteration 17Q (82.486345 sec): 3 clusters Score: Raw -76839.590841 + Penalty 674.275334 = -76165.315506 nChanged 9 SP:Iteration 18Q (82.488003 sec): 3 clusters Score: Raw -76841.755911 + Penalty 673.039241 = -76168.716669 nChanged 6 SP:Iteration 19Q (82.489636 sec): 3 clusters Score: Raw -76843.093917 + Penalty 671.786638 = -76171.307280 nChanged 6 SP:Iteration 20F (82.491355 sec): 3 clusters Score: Raw -76844.005922 + Penalty 670.475390 = -76173.530532 nChanged 4 SP:Iteration 21Q (82.492978 sec): 3 clusters Score: Raw -76845.345545 + Penalty 669.293776 = -76176.051769 nChanged 4 SP:Iteration 22Q (82.494648 sec): 3 clusters Score: Raw -76846.008842 + Penalty 669.026932 = -76176.981910 nChanged 1 SP:Iteration 23Q (82.496304 sec): 3 clusters Score: Raw -76846.113616 + Penalty 669.026932 = -76177.086684 nChanged 0 SP:Iteration 24F (82.497993 sec): 3 clusters Score: Raw -76846.113616 + Penalty 669.026932 = -76177.086684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.499840 sec): 2 clusters Score: Raw -23761.296176 + Penalty 455.536639 = -23305.759538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.500529 sec): 3 clusters Score: Raw -23667.250275 + Penalty 909.930056 = -22757.320218 nChanged 63 SP:Iteration 1F (82.501211 sec): 3 clusters Score: Raw -23715.163122 + Penalty 912.196923 = -22802.966199 nChanged 17 SP:Iteration 2F (82.501887 sec): 3 clusters Score: Raw -23731.353865 + Penalty 915.475225 = -22815.878640 nChanged 11 SP:Iteration 3Q (82.502561 sec): 3 clusters Score: Raw -23742.593928 + Penalty 915.557910 = -22827.036018 nChanged 9 SP:Iteration 4Q (82.503241 sec): 3 clusters Score: Raw -23750.708758 + Penalty 915.025843 = -22835.682915 nChanged 2 SP:Iteration 5Q (82.503938 sec): 3 clusters Score: Raw -23753.075683 + Penalty 915.460974 = -22837.614709 nChanged 4 SP:Iteration 6Q (82.504625 sec): 3 clusters Score: Raw -23757.467984 + Penalty 917.307852 = -22840.160132 nChanged 3 SP:Iteration 7Q (82.505327 sec): 3 clusters Score: Raw -23759.135040 + Penalty 918.081027 = -22841.054013 nChanged 4 SP:Iteration 8Q (82.506018 sec): 3 clusters Score: Raw -23762.318054 + Penalty 918.081027 = -22844.237027 nChanged 0 SP:Iteration 9F (82.506716 sec): 3 clusters Score: Raw -23762.318054 + Penalty 918.081027 = -22844.237027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.509221 sec): 2 clusters Score: Raw -45893.234327 + Penalty 291.953309 = -45601.281018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.510343 sec): 3 clusters Score: Raw -45625.529860 + Penalty 590.490124 = -45035.039737 nChanged 198 SP:Iteration 1F (82.511513 sec): 3 clusters Score: Raw -45750.407942 + Penalty 595.430148 = -45154.977795 nChanged 47 SP:Iteration 2F (82.512622 sec): 3 clusters Score: Raw -45787.316932 + Penalty 598.308620 = -45189.008312 nChanged 32 SP:Iteration 3F (82.513712 sec): 3 clusters Score: Raw -45809.209555 + Penalty 604.115415 = -45205.094139 nChanged 28 SP:Iteration 4F (82.514810 sec): 3 clusters Score: Raw -45838.908559 + Penalty 616.756113 = -45222.152446 nChanged 28 SP:Iteration 5F (82.515901 sec): 3 clusters Score: Raw -45876.631381 + Penalty 623.449390 = -45253.181990 nChanged 19 SP:Iteration 6Q (82.516950 sec): 3 clusters Score: Raw -45892.973090 + Penalty 623.891804 = -45269.081286 nChanged 13 SP:Iteration 7Q (82.517987 sec): 3 clusters Score: Raw -45900.675978 + Penalty 625.989012 = -45274.686966 nChanged 7 SP:Iteration 8Q (82.519037 sec): 3 clusters Score: Raw -45904.816105 + Penalty 625.967494 = -45278.848611 nChanged 6 SP:Iteration 9Q (82.520065 sec): 3 clusters Score: Raw -45906.787642 + Penalty 622.649334 = -45284.138308 nChanged 7 SP:Iteration 10F (82.521152 sec): 3 clusters Score: Raw -45909.729914 + Penalty 622.644807 = -45287.085107 nChanged 5 SP:Iteration 11Q (82.522235 sec): 3 clusters Score: Raw -45912.619936 + Penalty 624.576344 = -45288.043592 nChanged 4 SP:Iteration 12Q (82.523280 sec): 3 clusters Score: Raw -45913.872917 + Penalty 625.350472 = -45288.522446 nChanged 1 SP:Iteration 13Q (82.524303 sec): 3 clusters Score: Raw -45914.375056 + Penalty 625.350472 = -45289.024585 nChanged 0 SP:Iteration 14F (82.525416 sec): 3 clusters Score: Raw -45914.375056 + Penalty 625.350472 = -45289.024585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.526471 sec): 2 clusters Score: Raw -4588.112908 + Penalty 380.400261 = -4207.712647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.526789 sec): 3 clusters Score: Raw -4623.848943 + Penalty 760.699394 = -3863.149548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.528740 sec): 2 clusters Score: Raw -31782.597075 + Penalty 295.460034 = -31487.137042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.529620 sec): 3 clusters Score: Raw -31596.752846 + Penalty 603.105197 = -30993.647649 nChanged 118 SP:Iteration 1F (82.530481 sec): 3 clusters Score: Raw -31678.548871 + Penalty 633.118757 = -31045.430114 nChanged 48 SP:Iteration 2F (82.531340 sec): 3 clusters Score: Raw -31732.658137 + Penalty 680.133429 = -31052.524707 nChanged 33 SP:Iteration 3F (82.532202 sec): 3 clusters Score: Raw -31780.119843 + Penalty 699.676944 = -31080.442899 nChanged 9 SP:Iteration 4Q (82.533007 sec): 3 clusters Score: Raw -31791.436837 + Penalty 725.061201 = -31066.375636 nChanged 8 SP:Iteration 5F (82.533825 sec): 3 clusters Score: Raw -31802.359388 + Penalty 738.184677 = -31064.174711 nChanged 4 SP:Iteration 6F (82.534644 sec): 3 clusters Score: Raw -31809.382151 + Penalty 748.712740 = -31060.669411 nChanged 3 SP:Iteration 7F (82.535461 sec): 3 clusters Score: Raw -31818.352076 + Penalty 757.549067 = -31060.803009 nChanged 2 SP:Iteration 8Q (82.536207 sec): 3 clusters Score: Raw -31820.912270 + Penalty 757.549067 = -31063.363203 nChanged 0 SP:Iteration 9F (82.537065 sec): 3 clusters Score: Raw -31820.912270 + Penalty 757.549067 = -31063.363203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.538620 sec): 2 clusters Score: Raw -15814.044964 + Penalty 723.414271 = -15090.630693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.539139 sec): 3 clusters Score: Raw -15851.181035 + Penalty 1446.765292 = -14404.415742 nChanged 22 SP:Iteration 1F (82.539650 sec): 3 clusters Score: Raw -15898.831657 + Penalty 1446.780789 = -14452.050868 nChanged 2 SP:Iteration 2Q (82.540139 sec): 3 clusters Score: Raw -15901.749704 + Penalty 1446.780789 = -14454.968914 nChanged 0 SP:Iteration 3F (82.540648 sec): 3 clusters Score: Raw -15901.749704 + Penalty 1446.780789 = -14454.968914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.541663 sec): 2 clusters Score: Raw -3140.372425 + Penalty 481.118807 = -2659.253619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.542027 sec): 3 clusters Score: Raw -3451.267292 + Penalty 971.540120 = -2479.727172 nChanged 6 SP:Iteration 1F (82.542384 sec): 3 clusters Score: Raw -3481.401298 + Penalty 977.251548 = -2504.149750 nChanged 1 SP:Iteration 2Q (82.542724 sec): 3 clusters Score: Raw -3507.646792 + Penalty 977.251548 = -2530.395244 nChanged 0 SP:Iteration 3F (82.543082 sec): 3 clusters Score: Raw -3507.646792 + Penalty 977.251548 = -2530.395244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.543905 sec): 2 clusters Score: Raw -1210.004360 + Penalty 258.247932 = -951.756428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.544138 sec): 3 clusters Score: Raw -1239.548332 + Penalty 516.060320 = -723.488013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.544956 sec): 2 clusters Score: Raw -1319.385573 + Penalty 239.307642 = -1080.077931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.545191 sec): 3 clusters Score: Raw -1323.391496 + Penalty 478.615285 = -844.776211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.548149 sec): 2 clusters Score: Raw -73099.067444 + Penalty 453.093897 = -72645.973548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.549773 sec): 3 clusters Score: Raw -72676.599683 + Penalty 911.862877 = -71764.736806 nChanged 281 SP:Iteration 1F (82.551385 sec): 3 clusters Score: Raw -72856.527343 + Penalty 914.062402 = -71942.464941 nChanged 84 SP:Iteration 2F (82.552961 sec): 3 clusters Score: Raw -72918.829210 + Penalty 915.894423 = -72002.934787 nChanged 48 SP:Iteration 3F (82.554514 sec): 3 clusters Score: Raw -72953.884190 + Penalty 914.906855 = -72038.977334 nChanged 42 SP:Iteration 4F (82.556116 sec): 3 clusters Score: Raw -72995.307530 + Penalty 910.809334 = -72084.498196 nChanged 35 SP:Iteration 5Q (82.557697 sec): 3 clusters Score: Raw -73026.347547 + Penalty 905.139413 = -72121.208134 nChanged 27 SP:Iteration 6Q (82.559239 sec): 3 clusters Score: Raw -73054.148634 + Penalty 899.463438 = -72154.685196 nChanged 20 SP:Iteration 7Q (82.560786 sec): 3 clusters Score: Raw -73073.532645 + Penalty 893.840610 = -72179.692035 nChanged 14 SP:Iteration 8Q (82.562302 sec): 3 clusters Score: Raw -73084.805578 + Penalty 892.670182 = -72192.135396 nChanged 14 SP:Iteration 9Q (82.563904 sec): 3 clusters Score: Raw -73094.822479 + Penalty 891.167818 = -72203.654662 nChanged 5 SP:Iteration 10F (82.565492 sec): 3 clusters Score: Raw -73100.674692 + Penalty 889.455836 = -72211.218856 nChanged 6 SP:Iteration 11Q (82.566966 sec): 3 clusters Score: Raw -73111.796508 + Penalty 887.765499 = -72224.031009 nChanged 7 SP:Iteration 12Q (82.568406 sec): 3 clusters Score: Raw -73119.538687 + Penalty 883.565085 = -72235.973602 nChanged 3 SP:Iteration 13Q (82.569902 sec): 3 clusters Score: Raw -73128.182551 + Penalty 874.125436 = -72254.057115 nChanged 4 SP:Iteration 14Q (82.571356 sec): 3 clusters Score: Raw -73138.143542 + Penalty 864.818871 = -72273.324671 nChanged 4 SP:Iteration 15Q (82.572761 sec): 3 clusters Score: Raw -73148.874347 + Penalty 860.117007 = -72288.757340 nChanged 2 SP:Iteration 16Q (82.574152 sec): 3 clusters Score: Raw -73151.888406 + Penalty 858.960464 = -72292.927942 nChanged 2 SP:Iteration 17Q (82.575545 sec): 3 clusters Score: Raw -73152.909215 + Penalty 859.366206 = -72293.543009 nChanged 1 SP:Iteration 18Q (82.576923 sec): 3 clusters Score: Raw -73153.112533 + Penalty 859.366206 = -72293.746327 nChanged 0 SP:Iteration 19F (82.578506 sec): 3 clusters Score: Raw -73153.112533 + Penalty 859.366206 = -72293.746327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.579491 sec): 2 clusters Score: Raw -264.616544 + Penalty 40.615176 = -224.001368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.579703 sec): 3 clusters Score: Raw -261.239060 + Penalty 81.748919 = -179.490141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.580839 sec): 2 clusters Score: Raw -11692.732084 + Penalty 660.547438 = -11032.184647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.581283 sec): 3 clusters Score: Raw -11745.899261 + Penalty 1312.516229 = -10433.383031 nChanged 11 SP:Iteration 1F (82.581716 sec): 3 clusters Score: Raw -11775.492795 + Penalty 1311.800640 = -10463.692155 nChanged 1 SP:Iteration 2Q (82.582128 sec): 3 clusters Score: Raw -11777.030601 + Penalty 1311.800640 = -10465.229961 nChanged 0 SP:Iteration 3F (82.582591 sec): 3 clusters Score: Raw -11777.030601 + Penalty 1311.800640 = -10465.229961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.583784 sec): 2 clusters Score: Raw -13208.541063 + Penalty 351.170410 = -12857.370653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.584256 sec): 3 clusters Score: Raw -13163.397324 + Penalty 695.989967 = -12467.407357 nChanged 38 SP:Iteration 1F (82.584720 sec): 3 clusters Score: Raw -13214.174005 + Penalty 697.898014 = -12516.275991 nChanged 6 SP:Iteration 2Q (82.585180 sec): 3 clusters Score: Raw -13220.171618 + Penalty 698.237286 = -12521.934332 nChanged 1 SP:Iteration 3Q (82.585659 sec): 3 clusters Score: Raw -13220.847109 + Penalty 698.237286 = -12522.609823 nChanged 0 SP:Iteration 4F (82.586138 sec): 3 clusters Score: Raw -13220.847109 + Penalty 698.237286 = -12522.609823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.587342 sec): 2 clusters Score: Raw -13771.591325 + Penalty 491.901740 = -13279.689585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.587816 sec): 3 clusters Score: Raw -13758.671630 + Penalty 983.842185 = -12774.829445 nChanged 23 SP:Iteration 1F (82.588282 sec): 3 clusters Score: Raw -13789.963036 + Penalty 983.517094 = -12806.445941 nChanged 4 SP:Iteration 2Q (82.588741 sec): 3 clusters Score: Raw -13797.007072 + Penalty 982.721386 = -12814.285686 nChanged 2 SP:Iteration 3Q (82.589201 sec): 3 clusters Score: Raw -13800.175630 + Penalty 982.492750 = -12817.682880 nChanged 1 SP:Iteration 4Q (82.589658 sec): 3 clusters Score: Raw -13801.553112 + Penalty 982.492750 = -12819.060361 nChanged 0 SP:Iteration 5F (82.590122 sec): 3 clusters Score: Raw -13801.553112 + Penalty 982.492750 = -12819.060361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.591118 sec): 2 clusters Score: Raw -5606.100217 + Penalty 470.376232 = -5135.723985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.591442 sec): 3 clusters Score: Raw -5639.916822 + Penalty 940.623739 = -4699.293084 nChanged 2 SP:Iteration 1Q (82.591748 sec): 3 clusters Score: Raw -5646.024948 + Penalty 940.623739 = -4705.401209 nChanged 0 SP:Iteration 2F (82.592060 sec): 3 clusters Score: Raw -5646.024948 + Penalty 940.623739 = -4705.401209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.593202 sec): 2 clusters Score: Raw -11923.215138 + Penalty 355.755239 = -11567.459899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.593655 sec): 3 clusters Score: Raw -11903.540959 + Penalty 698.880525 = -11204.660434 nChanged 36 SP:Iteration 1F (82.594102 sec): 3 clusters Score: Raw -11953.043456 + Penalty 684.185937 = -11268.857519 nChanged 10 SP:Iteration 2F (82.594548 sec): 3 clusters Score: Raw -11974.435899 + Penalty 681.031599 = -11293.404300 nChanged 2 SP:Iteration 3Q (82.594982 sec): 3 clusters Score: Raw -11975.898350 + Penalty 679.417082 = -11296.481268 nChanged 1 SP:Iteration 4Q (82.595414 sec): 3 clusters Score: Raw -11977.950716 + Penalty 679.417082 = -11298.533634 nChanged 0 SP:Iteration 5F (82.595861 sec): 3 clusters Score: Raw -11977.950716 + Penalty 679.417082 = -11298.533634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.597154 sec): 2 clusters Score: Raw -17047.574693 + Penalty 497.551836 = -16550.022857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.597686 sec): 3 clusters Score: Raw -17000.924482 + Penalty 994.954229 = -16005.970253 nChanged 27 SP:Iteration 1F (82.598240 sec): 3 clusters Score: Raw -17028.294079 + Penalty 995.026674 = -16033.267405 nChanged 11 SP:Iteration 2F (82.598774 sec): 3 clusters Score: Raw -17041.956595 + Penalty 995.049586 = -16046.907009 nChanged 4 SP:Iteration 3Q (82.599289 sec): 3 clusters Score: Raw -17045.098183 + Penalty 995.049586 = -16050.048598 nChanged 0 SP:Iteration 4F (82.599808 sec): 3 clusters Score: Raw -17045.098183 + Penalty 995.049586 = -16050.048598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.600687 sec): 2 clusters Score: Raw -1004.269171 + Penalty 197.640238 = -806.628934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.600926 sec): 3 clusters Score: Raw -1013.030220 + Penalty 398.083438 = -614.946781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 57 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.603982 sec): 2 clusters Score: Raw -72958.225438 + Penalty 276.143884 = -72682.081554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.605637 sec): 3 clusters Score: Raw -72493.775215 + Penalty 550.654675 = -71943.120540 nChanged 316 SP:Iteration 1F (82.607243 sec): 3 clusters Score: Raw -72639.268721 + Penalty 545.704401 = -72093.564319 nChanged 87 SP:Iteration 2F (82.608833 sec): 3 clusters Score: Raw -72688.307056 + Penalty 540.158736 = -72148.148320 nChanged 56 SP:Iteration 3F (82.610444 sec): 3 clusters Score: Raw -72722.749540 + Penalty 535.490585 = -72187.258955 nChanged 45 SP:Iteration 4F (82.612047 sec): 3 clusters Score: Raw -72761.174748 + Penalty 526.421892 = -72234.752856 nChanged 53 SP:Iteration 5F (82.613628 sec): 3 clusters Score: Raw -72826.856274 + Penalty 524.722318 = -72302.133957 nChanged 40 SP:Iteration 6Q (82.615183 sec): 3 clusters Score: Raw -72866.165271 + Penalty 524.770839 = -72341.394432 nChanged 24 SP:Iteration 7Q (82.616738 sec): 3 clusters Score: Raw -72875.904638 + Penalty 525.219363 = -72350.685275 nChanged 10 SP:Iteration 8Q (82.618262 sec): 3 clusters Score: Raw -72880.373493 + Penalty 525.984325 = -72354.389169 nChanged 12 SP:Iteration 9Q (82.619815 sec): 3 clusters Score: Raw -72886.860492 + Penalty 526.897273 = -72359.963219 nChanged 16 SP:Iteration 10F (82.621413 sec): 3 clusters Score: Raw -72892.662743 + Penalty 528.158567 = -72364.504176 nChanged 16 SP:Iteration 11Q (82.622948 sec): 3 clusters Score: Raw -72900.827033 + Penalty 526.928227 = -72373.898806 nChanged 14 SP:Iteration 12Q (82.624471 sec): 3 clusters Score: Raw -72907.642909 + Penalty 525.968862 = -72381.674047 nChanged 10 SP:Iteration 13Q (82.626012 sec): 3 clusters Score: Raw -72910.047255 + Penalty 524.611500 = -72385.435755 nChanged 5 SP:Iteration 14Q (82.627526 sec): 3 clusters Score: Raw -72911.479653 + Penalty 523.204219 = -72388.275435 nChanged 6 SP:Iteration 15Q (82.629015 sec): 3 clusters Score: Raw -72913.330731 + Penalty 521.281654 = -72392.049077 nChanged 11 SP:Iteration 16Q (82.630523 sec): 3 clusters Score: Raw -72917.437112 + Penalty 520.366651 = -72397.070461 nChanged 9 SP:Iteration 17Q (82.632037 sec): 3 clusters Score: Raw -72920.554370 + Penalty 517.829791 = -72402.724578 nChanged 10 SP:Iteration 18Q (82.633533 sec): 3 clusters Score: Raw -72926.179036 + Penalty 514.990689 = -72411.188346 nChanged 14 SP:Iteration 19Q (82.635025 sec): 3 clusters Score: Raw -72933.655030 + Penalty 512.721739 = -72420.933291 nChanged 17 SP:Iteration 20F (82.636596 sec): 3 clusters Score: Raw -72941.263725 + Penalty 511.917463 = -72429.346262 nChanged 9 SP:Iteration 21Q (82.638074 sec): 3 clusters Score: Raw -72944.644768 + Penalty 509.749395 = -72434.895373 nChanged 10 SP:Iteration 22Q (82.639557 sec): 3 clusters Score: Raw -72947.965742 + Penalty 507.283965 = -72440.681778 nChanged 11 SP:Iteration 23Q (82.641022 sec): 3 clusters Score: Raw -72951.542392 + Penalty 506.451904 = -72445.090488 nChanged 11 SP:Iteration 24Q (82.642500 sec): 3 clusters Score: Raw -72956.005285 + Penalty 505.844101 = -72450.161184 nChanged 13 SP:Iteration 25Q (82.643965 sec): 3 clusters Score: Raw -72961.799278 + Penalty 505.902730 = -72455.896549 nChanged 5 SP:Iteration 26Q (82.645389 sec): 3 clusters Score: Raw -72963.683990 + Penalty 505.007764 = -72458.676226 nChanged 5 SP:Iteration 27Q (82.646800 sec): 3 clusters Score: Raw -72965.325232 + Penalty 503.387577 = -72461.937655 nChanged 5 SP:Iteration 28Q (82.648233 sec): 3 clusters Score: Raw -72966.506022 + Penalty 503.144444 = -72463.361578 nChanged 5 SP:Iteration 29Q (82.649682 sec): 3 clusters Score: Raw -72968.031537 + Penalty 502.607411 = -72465.424126 nChanged 2 SP:Iteration 30F (82.651320 sec): 3 clusters Score: Raw -72968.775399 + Penalty 503.044593 = -72465.730806 nChanged 5 SP:Iteration 31Q (82.652751 sec): 3 clusters Score: Raw -72970.168644 + Penalty 504.120591 = -72466.048053 nChanged 4 SP:Iteration 32Q (82.654147 sec): 3 clusters Score: Raw -72971.537641 + Penalty 503.500685 = -72468.036956 nChanged 3 SP:Iteration 33Q (82.655554 sec): 3 clusters Score: Raw -72971.987374 + Penalty 502.777114 = -72469.210260 nChanged 3 SP:Iteration 34Q (82.656966 sec): 3 clusters Score: Raw -72972.334116 + Penalty 501.784587 = -72470.549529 nChanged 4 SP:Iteration 35Q (82.658357 sec): 3 clusters Score: Raw -72973.209163 + Penalty 502.477917 = -72470.731246 nChanged 2 SP:Iteration 36Q (82.659755 sec): 3 clusters Score: Raw -72973.346573 + Penalty 502.960489 = -72470.386084 nChanged 2 SP:Iteration 37F (82.661354 sec): 3 clusters Score: Raw -72973.518800 + Penalty 501.950523 = -72471.568277 nChanged 2 SP:Iteration 38Q (82.662738 sec): 3 clusters Score: Raw -72974.365551 + Penalty 502.357200 = -72472.008351 nChanged 3 SP:Iteration 39Q (82.664113 sec): 3 clusters Score: Raw -72975.829008 + Penalty 503.114067 = -72472.714941 nChanged 6 SP:Iteration 40F (82.665688 sec): 3 clusters Score: Raw -72980.038629 + Penalty 503.555538 = -72476.483091 nChanged 5 SP:Iteration 41Q (82.667066 sec): 3 clusters Score: Raw -72981.645943 + Penalty 503.230412 = -72478.415531 nChanged 1 SP:Iteration 42Q (82.668421 sec): 3 clusters Score: Raw -72981.840538 + Penalty 503.230412 = -72478.610127 nChanged 0 SP:Iteration 43F (82.670019 sec): 3 clusters Score: Raw -72981.840538 + Penalty 503.230412 = -72478.610127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.671048 sec): 2 clusters Score: Raw -1068.076842 + Penalty 229.629689 = -838.447153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.671283 sec): 3 clusters Score: Raw -1068.592281 + Penalty 466.569540 = -602.022741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.672080 sec): 2 clusters Score: Raw -367.267654 + Penalty 85.867932 = -281.399722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.672291 sec): 3 clusters Score: Raw -365.325434 + Penalty 175.919379 = -189.406055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.673055 sec): 2 clusters Score: Raw -464.987752 + Penalty 95.794715 = -369.193037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.673266 sec): 3 clusters Score: Raw -461.283135 + Penalty 195.885840 = -265.397295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.674097 sec): 2 clusters Score: Raw -3041.935554 + Penalty 341.889250 = -2700.046304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.674365 sec): 3 clusters Score: Raw -3052.509607 + Penalty 684.902187 = -2367.607421 nChanged 1 SP:Iteration 1Q (82.674649 sec): 3 clusters Score: Raw -3054.615520 + Penalty 684.902187 = -2369.713333 nChanged 0 SP:Iteration 2F (82.674915 sec): 3 clusters Score: Raw -3054.615520 + Penalty 684.902187 = -2369.713333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.676363 sec): 2 clusters Score: Raw -24290.349615 + Penalty 591.694871 = -23698.654744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.677046 sec): 3 clusters Score: Raw -24237.390002 + Penalty 1185.850062 = -23051.539940 nChanged 60 SP:Iteration 1F (82.677702 sec): 3 clusters Score: Raw -24321.798502 + Penalty 1187.131885 = -23134.666616 nChanged 15 SP:Iteration 2F (82.678356 sec): 3 clusters Score: Raw -24349.514531 + Penalty 1189.396447 = -23160.118084 nChanged 7 SP:Iteration 3Q (82.678997 sec): 3 clusters Score: Raw -24360.355406 + Penalty 1190.207070 = -23170.148336 nChanged 4 SP:Iteration 4Q (82.679633 sec): 3 clusters Score: Raw -24362.417911 + Penalty 1190.551954 = -23171.865957 nChanged 1 SP:Iteration 5Q (82.680272 sec): 3 clusters Score: Raw -24363.331616 + Penalty 1190.844383 = -23172.487233 nChanged 1 SP:Iteration 6Q (82.680887 sec): 3 clusters Score: Raw -24363.975284 + Penalty 1190.844383 = -23173.130901 nChanged 0 SP:Iteration 7F (82.681521 sec): 3 clusters Score: Raw -24363.975284 + Penalty 1190.844383 = -23173.130901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.682457 sec): 2 clusters Score: Raw -2643.007607 + Penalty 331.864235 = -2311.143372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.682722 sec): 3 clusters Score: Raw -2664.694636 + Penalty 666.348101 = -1998.346535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.683548 sec): 2 clusters Score: Raw -1860.659846 + Penalty 166.206682 = -1694.453164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.683798 sec): 3 clusters Score: Raw -1865.245274 + Penalty 335.109628 = -1530.135646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.685011 sec): 2 clusters Score: Raw -15201.075788 + Penalty 776.538815 = -14424.536973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.685524 sec): 3 clusters Score: Raw -15279.987267 + Penalty 1551.419222 = -13728.568045 nChanged 19 SP:Iteration 1F (82.686030 sec): 3 clusters Score: Raw -15343.822797 + Penalty 1551.506992 = -13792.315805 nChanged 5 SP:Iteration 2Q (82.686505 sec): 3 clusters Score: Raw -15356.622787 + Penalty 1551.413075 = -13805.209712 nChanged 1 SP:Iteration 3Q (82.686975 sec): 3 clusters Score: Raw -15358.186972 + Penalty 1551.413075 = -13806.773898 nChanged 0 SP:Iteration 4F (82.687477 sec): 3 clusters Score: Raw -15358.186972 + Penalty 1551.413075 = -13806.773898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.688503 sec): 2 clusters Score: Raw -6202.966123 + Penalty 466.410247 = -5736.555875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.688851 sec): 3 clusters Score: Raw -6262.265556 + Penalty 931.496689 = -5330.768868 nChanged 6 SP:Iteration 1F (82.689189 sec): 3 clusters Score: Raw -6281.087823 + Penalty 931.936101 = -5349.151722 nChanged 2 SP:Iteration 2Q (82.689508 sec): 3 clusters Score: Raw -6290.566237 + Penalty 931.936101 = -5358.630136 nChanged 0 SP:Iteration 3F (82.689843 sec): 3 clusters Score: Raw -6290.566237 + Penalty 931.936101 = -5358.630136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.690710 sec): 2 clusters Score: Raw -1381.622896 + Penalty 290.055560 = -1091.567336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.690952 sec): 3 clusters Score: Raw -1427.272420 + Penalty 580.398700 = -846.873720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.692074 sec): 2 clusters Score: Raw -13471.531946 + Penalty 440.167222 = -13031.364724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.692551 sec): 3 clusters Score: Raw -13436.496192 + Penalty 900.385969 = -12536.110223 nChanged 18 SP:Iteration 1F (82.693021 sec): 3 clusters Score: Raw -13472.614156 + Penalty 905.081207 = -12567.532949 nChanged 8 SP:Iteration 2F (82.693487 sec): 3 clusters Score: Raw -13487.035909 + Penalty 903.526307 = -12583.509602 nChanged 4 SP:Iteration 3Q (82.693941 sec): 3 clusters Score: Raw -13491.986931 + Penalty 903.449351 = -12588.537580 nChanged 1 SP:Iteration 4Q (82.694392 sec): 3 clusters Score: Raw -13494.418708 + Penalty 903.449351 = -12590.969357 nChanged 0 SP:Iteration 5F (82.694857 sec): 3 clusters Score: Raw -13494.418708 + Penalty 903.449351 = -12590.969357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.695714 sec): 2 clusters Score: Raw -1132.451311 + Penalty 370.626580 = -761.824732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.695951 sec): 3 clusters Score: Raw -1236.142581 + Penalty 741.362998 = -494.779583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.696716 sec): 2 clusters Score: Raw -379.050925 + Penalty 109.070820 = -269.980105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.696932 sec): 3 clusters Score: Raw -371.336239 + Penalty 226.169086 = -145.167152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.697752 sec): 2 clusters Score: Raw -1736.612030 + Penalty 268.716390 = -1467.895639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.697996 sec): 3 clusters Score: Raw -1761.220616 + Penalty 537.803099 = -1223.417517 nChanged 1 SP:Iteration 1F (82.698238 sec): 3 clusters Score: Raw -1765.045114 + Penalty 537.803099 = -1227.242015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.699048 sec): 2 clusters Score: Raw -1703.565794 + Penalty 300.761481 = -1402.804313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.699295 sec): 3 clusters Score: Raw -1729.344107 + Penalty 587.309704 = -1142.034403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.700069 sec): 2 clusters Score: Raw -865.147215 + Penalty 221.401972 = -643.745244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.700293 sec): 3 clusters Score: Raw -860.895717 + Penalty 456.635879 = -404.259839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.701083 sec): 2 clusters Score: Raw -1383.688586 + Penalty 188.819921 = -1194.868665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.701320 sec): 3 clusters Score: Raw -1391.718740 + Penalty 394.650195 = -997.068545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.702530 sec): 2 clusters Score: Raw -13368.424612 + Penalty 559.327657 = -12809.096955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.703025 sec): 3 clusters Score: Raw -13387.774038 + Penalty 1114.060268 = -12273.713770 nChanged 22 SP:Iteration 1F (82.703495 sec): 3 clusters Score: Raw -13426.595873 + Penalty 1112.869576 = -12313.726297 nChanged 4 SP:Iteration 2Q (82.703949 sec): 3 clusters Score: Raw -13435.664365 + Penalty 1113.257138 = -12322.407227 nChanged 1 SP:Iteration 3Q (82.704397 sec): 3 clusters Score: Raw -13439.426190 + Penalty 1113.257138 = -12326.169052 nChanged 0 SP:Iteration 4F (82.704861 sec): 3 clusters Score: Raw -13439.426190 + Penalty 1113.257138 = -12326.169052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.705969 sec): 2 clusters Score: Raw -7075.424495 + Penalty 427.021157 = -6648.403338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.706323 sec): 3 clusters Score: Raw -7076.427159 + Penalty 860.990815 = -6215.436344 nChanged 6 SP:Iteration 1F (82.706672 sec): 3 clusters Score: Raw -7087.779325 + Penalty 862.709475 = -6225.069850 nChanged 1 SP:Iteration 2Q (82.707015 sec): 3 clusters Score: Raw -7089.878198 + Penalty 862.709475 = -6227.168723 nChanged 0 SP:Iteration 3F (82.707361 sec): 3 clusters Score: Raw -7089.878198 + Penalty 862.709475 = -6227.168723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.708180 sec): 2 clusters Score: Raw -566.697620 + Penalty 145.783900 = -420.913721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.708399 sec): 3 clusters Score: Raw -563.962510 + Penalty 292.045041 = -271.917469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.709191 sec): 2 clusters Score: Raw -1159.984367 + Penalty 234.068428 = -925.915939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.709422 sec): 3 clusters Score: Raw -1160.533340 + Penalty 452.305751 = -708.227589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.710316 sec): 2 clusters Score: Raw -5126.636356 + Penalty 389.526391 = -4737.109964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.710624 sec): 3 clusters Score: Raw -5135.515252 + Penalty 777.314829 = -4358.200424 nChanged 4 SP:Iteration 1F (82.710929 sec): 3 clusters Score: Raw -5145.384502 + Penalty 777.314829 = -4368.069673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.711748 sec): 2 clusters Score: Raw -854.491285 + Penalty 205.469598 = -649.021687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.711976 sec): 3 clusters Score: Raw -858.746798 + Penalty 415.492232 = -443.254566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.712741 sec): 2 clusters Score: Raw -479.794760 + Penalty 147.369231 = -332.425528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.712956 sec): 3 clusters Score: Raw -472.686992 + Penalty 306.662674 = -166.024318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.713720 sec): 2 clusters Score: Raw -754.674764 + Penalty 193.383397 = -561.291367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.713969 sec): 3 clusters Score: Raw -759.780267 + Penalty 391.919372 = -367.860896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.714744 sec): 2 clusters Score: Raw -859.356753 + Penalty 212.687794 = -646.668960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.714969 sec): 3 clusters Score: Raw -868.951253 + Penalty 426.128700 = -442.822553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.715737 sec): 2 clusters Score: Raw -866.987126 + Penalty 217.598811 = -649.388315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.715961 sec): 3 clusters Score: Raw -862.680460 + Penalty 418.593746 = -444.086714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.716757 sec): 2 clusters Score: Raw -973.482642 + Penalty 240.430723 = -733.051919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.716984 sec): 3 clusters Score: Raw -978.461126 + Penalty 489.731397 = -488.729729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.717794 sec): 2 clusters Score: Raw -2169.199764 + Penalty 330.685740 = -1838.514024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.718050 sec): 3 clusters Score: Raw -2210.399270 + Penalty 659.034813 = -1551.364457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.718830 sec): 2 clusters Score: Raw -1032.607850 + Penalty 249.678072 = -782.929778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.719058 sec): 3 clusters Score: Raw -1062.896239 + Penalty 501.578219 = -561.318020 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 (82.719828 sec): 2 clusters Score: Raw -674.463761 + Penalty 200.873120 = -473.590640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.720047 sec): 3 clusters Score: Raw -673.086755 + Penalty 370.417690 = -302.669065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.720815 sec): 2 clusters Score: Raw -190.412707 + Penalty 65.032744 = -125.379963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.721010 sec): 2 clusters Score: Raw -190.412707 + Penalty 65.032744 = -125.379963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.721860 sec): 2 clusters Score: Raw -3524.691944 + Penalty 379.676485 = -3145.015459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.722136 sec): 3 clusters Score: Raw -3566.706717 + Penalty 755.791367 = -2810.915350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.722911 sec): 2 clusters Score: Raw -562.069507 + Penalty 150.637747 = -411.431760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.723126 sec): 3 clusters Score: Raw -559.367323 + Penalty 294.301656 = -265.065668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.723895 sec): 2 clusters Score: Raw -785.377656 + Penalty 213.086444 = -572.291212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.724136 sec): 3 clusters Score: Raw -782.634341 + Penalty 426.172888 = -356.461453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.724992 sec): 2 clusters Score: Raw -3388.099026 + Penalty 367.501553 = -3020.597473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.725273 sec): 3 clusters Score: Raw -3436.156051 + Penalty 735.003105 = -2701.152946 nChanged 2 SP:Iteration 1F (82.725547 sec): 3 clusters Score: Raw -3439.710566 + Penalty 735.003105 = -2704.707461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.726332 sec): 2 clusters Score: Raw -470.237730 + Penalty 188.257573 = -281.980157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.726543 sec): 3 clusters Score: Raw -483.825442 + Penalty 364.728155 = -119.097287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.727299 sec): 2 clusters Score: Raw -385.999971 + Penalty 115.557241 = -270.442730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.727511 sec): 3 clusters Score: Raw -379.368699 + Penalty 231.114481 = -148.254218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.728270 sec): 2 clusters Score: Raw -480.037074 + Penalty 150.114088 = -329.922986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.728485 sec): 3 clusters Score: Raw -473.474404 + Penalty 299.819194 = -173.655210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.729254 sec): 2 clusters Score: Raw -770.582426 + Penalty 206.391981 = -564.190446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.729475 sec): 3 clusters Score: Raw -770.846616 + Penalty 412.783961 = -358.062655 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 (82.730256 sec): 2 clusters Score: Raw -747.325054 + Penalty 215.650061 = -531.674992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.730479 sec): 3 clusters Score: Raw -764.339740 + Penalty 429.630434 = -334.709306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.731263 sec): 2 clusters Score: Raw -1209.429515 + Penalty 247.374838 = -962.054677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.731495 sec): 3 clusters Score: Raw -1222.494110 + Penalty 499.416189 = -723.077921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.732290 sec): 2 clusters Score: Raw -1768.231917 + Penalty 301.450183 = -1466.781734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.732531 sec): 3 clusters Score: Raw -1772.014683 + Penalty 602.900366 = -1169.114318 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 (82.733284 sec): 2 clusters Score: Raw -189.449817 + Penalty 54.886640 = -134.563176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.733477 sec): 2 clusters Score: Raw -189.449817 + Penalty 54.886640 = -134.563176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.734273 sec): 2 clusters Score: Raw -473.331148 + Penalty 147.431565 = -325.899583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.734490 sec): 3 clusters Score: Raw -472.089329 + Penalty 292.500319 = -179.589011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.735249 sec): 2 clusters Score: Raw -386.246304 + Penalty 131.102956 = -255.143348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.735462 sec): 3 clusters Score: Raw -378.219540 + Penalty 260.119794 = -118.099746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.736251 sec): 2 clusters Score: Raw -1070.509715 + Penalty 206.032834 = -864.476881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.736487 sec): 3 clusters Score: Raw -1065.867726 + Penalty 429.299600 = -636.568126 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 (82.737246 sec): 2 clusters Score: Raw -282.279572 + Penalty 103.970560 = -178.309012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.737443 sec): 2 clusters Score: Raw -282.279572 + Penalty 103.970560 = -178.309012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.738225 sec): 2 clusters Score: Raw -670.021298 + Penalty 198.673623 = -471.347675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.738444 sec): 3 clusters Score: Raw -668.562235 + Penalty 432.699373 = -235.862862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.739301 sec): 2 clusters Score: Raw -3109.947477 + Penalty 71.321472 = -3038.626005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.739585 sec): 3 clusters Score: Raw -3134.331908 + Penalty 159.576563 = -2974.755345 nChanged 9 SP:Iteration 1F (82.739862 sec): 3 clusters Score: Raw -3149.739517 + Penalty 181.330701 = -2968.408816 nChanged 3 SP:Iteration 2F (82.740140 sec): 3 clusters Score: Raw -3156.649728 + Penalty 192.572175 = -2964.077553 nChanged 1 SP:Iteration 3F (82.740416 sec): 3 clusters Score: Raw -3157.463906 + Penalty 192.572175 = -2964.891731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.741196 sec): 2 clusters Score: Raw -477.370589 + Penalty 164.957373 = -312.413215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.741413 sec): 3 clusters Score: Raw -479.387328 + Penalty 332.003458 = -147.383870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.742191 sec): 2 clusters Score: Raw -1064.750684 + Penalty 207.988770 = -856.761914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.742420 sec): 3 clusters Score: Raw -1064.192744 + Penalty 417.400886 = -646.791858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.743172 sec): 2 clusters Score: Raw -257.689808 + Penalty 14.600732 = -243.089076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.743359 sec): 2 clusters Score: Raw -257.689808 + Penalty 14.600732 = -243.089076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.744143 sec): 2 clusters Score: Raw -287.495257 + Penalty 88.030256 = -199.465001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.744353 sec): 3 clusters Score: Raw -279.505877 + Penalty 177.962875 = -101.543003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.745118 sec): 2 clusters Score: Raw -683.310484 + Penalty 186.220861 = -497.089624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.745339 sec): 3 clusters Score: Raw -674.568382 + Penalty 374.001510 = -300.566872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.746100 sec): 2 clusters Score: Raw -608.857998 + Penalty 181.136146 = -427.721852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.746319 sec): 3 clusters Score: Raw -595.140399 + Penalty 362.272292 = -232.868107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.747072 sec): 2 clusters Score: Raw -289.732280 + Penalty 99.792068 = -189.940212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.747283 sec): 3 clusters Score: Raw -281.950143 + Penalty 199.871610 = -82.078533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.748299 sec): 2 clusters Score: Raw -7718.454355 + Penalty 176.556709 = -7541.897646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.748681 sec): 3 clusters Score: Raw -7741.503493 + Penalty 370.971896 = -7370.531597 nChanged 28 SP:Iteration 1F (82.749056 sec): 3 clusters Score: Raw -7811.996035 + Penalty 382.376165 = -7429.619870 nChanged 9 SP:Iteration 2F (82.749430 sec): 3 clusters Score: Raw -7834.511255 + Penalty 374.714906 = -7459.796349 nChanged 2 SP:Iteration 3Q (82.749772 sec): 3 clusters Score: Raw -7840.942094 + Penalty 370.939097 = -7470.002997 nChanged 1 SP:Iteration 4Q (82.750111 sec): 3 clusters Score: Raw -7843.041967 + Penalty 370.939097 = -7472.102870 nChanged 0 SP:Iteration 5F (82.750485 sec): 3 clusters Score: Raw -7843.041967 + Penalty 370.939097 = -7472.102870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.751298 sec): 2 clusters Score: Raw -272.125751 + Penalty 75.547428 = -196.578323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.751503 sec): 3 clusters Score: Raw -270.979051 + Penalty 128.494463 = -142.484588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.752248 sec): 2 clusters Score: Raw -85.897407 + Penalty 0.000000 = -85.897407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.752435 sec): 2 clusters Score: Raw -85.897407 + Penalty 0.000000 = -85.897407 nChanged 0 Deleting Class 125 (8 points): Lose 40.572124 but Gain 1080.881227 Iteration 119Q (82.969092 sec): 111 clusters Score: Raw -3293078.125811 + Penalty 102483.993552 = -3190594.132260 nChanged 19 Deleting Class 119 (7 points): Lose 48.130368 but Gain 1088.849637 Iteration 120F (84.931028 sec): 110 clusters Score: Raw -3293055.466909 + Penalty 101418.413312 = -3191637.053597 nChanged 14 Deleting Class 170 (7 points): Lose 38.083534 but Gain 1076.927078 Iteration 121Q (85.126295 sec): 109 clusters Score: Raw -3293032.822479 + Penalty 100340.774006 = -3192692.048474 nChanged 11 Deleting Class 206 (6 points): Lose 31.592107 but Gain 1066.336518 Iteration 122Q (85.335867 sec): 108 clusters Score: Raw -3293014.082396 + Penalty 99278.351053 = -3193735.731343 nChanged 12 Deleting Class 82 (9 points): Lose 39.258680 but Gain 1062.859610 Iteration 123Q (85.534804 sec): 107 clusters Score: Raw -3293001.417199 + Penalty 98228.775747 = -3194772.641452 nChanged 14 Deleting Class 148 (18 points): Lose 77.624838 but Gain 1100.096327 Iteration 124Q (85.733401 sec): 106 clusters Score: Raw -3292945.532810 + Penalty 97169.547184 = -3195775.985626 nChanged 24 Deleting Class 131 (5 points): Lose 217.904454 but Gain 1233.806617 Iteration 125Q (85.932676 sec): 105 clusters Score: Raw -3292766.872147 + Penalty 95974.063859 = -3196792.808288 nChanged 18 Deleting Class 139 (8 points): Lose 36.125926 but Gain 1046.923554 Iteration 126Q (86.131282 sec): 104 clusters Score: Raw -3292780.241046 + Penalty 94954.440646 = -3197825.800401 nChanged 14 Deleting Class 107 (10 points): Lose 94.122371 but Gain 1101.395104 Iteration 127Q (86.328161 sec): 103 clusters Score: Raw -3292699.854233 + Penalty 93863.336971 = -3198836.517262 nChanged 17 Deleting Class 117 (11 points): Lose 94.066891 but Gain 1098.295133 Iteration 128Q (86.523353 sec): 102 clusters Score: Raw -3292623.580808 + Penalty 92803.477114 = -3199820.103695 nChanged 15 Deleting Class 58 (12 points): Lose 36.259603 but Gain 1037.507078 Iteration 129Q (86.720205 sec): 101 clusters Score: Raw -3292619.427525 + Penalty 91811.618244 = -3200807.809281 nChanged 20 Deleting Class 80 (18 points): Lose 97.294691 but Gain 1097.583016 Iteration 130F (88.516914 sec): 100 clusters Score: Raw -3292545.142411 + Penalty 90735.020293 = -3201810.122118 nChanged 28 Deleting Class 69 (15 points): Lose 133.235562 but Gain 1129.778620 Iteration 131Q (88.713314 sec): 99 clusters Score: Raw -3292447.206403 + Penalty 89521.247818 = -3202925.958585 nChanged 27 Deleting Class 106 (9 points): Lose 51.087293 but Gain 1044.602203 Iteration 132Q (88.909390 sec): 98 clusters Score: Raw -3292435.591532 + Penalty 88498.210545 = -3203937.380986 nChanged 21 Deleting Class 43 (13 points): Lose 70.686734 but Gain 1062.005890 Iteration 133Q (89.095321 sec): 97 clusters Score: Raw -3292386.221103 + Penalty 87448.577012 = -3204937.644091 nChanged 19 Deleting Class 111 (23 points): Lose 122.809068 but Gain 1112.444444 Iteration 134Q (89.280809 sec): 96 clusters Score: Raw -3292302.178254 + Penalty 86535.124037 = -3205767.054217 nChanged 31 Deleting Class 154 (4 points): Lose 13.327920 but Gain 997.529836 Iteration 135Q (89.465954 sec): 95 clusters Score: Raw -3292364.210510 + Penalty 85558.264009 = -3206805.946501 nChanged 11 Deleting Class 122 (2 points): Lose 6.967570 but Gain 989.636009 Iteration 136Q (89.649607 sec): 94 clusters Score: Raw -3292371.810057 + Penalty 84572.618585 = -3207799.191472 nChanged 7 Deleting Class 50 (57 points): Lose 237.536418 but Gain 1219.980218 Iteration 137Q (89.831781 sec): 93 clusters Score: Raw -3292142.075420 + Penalty 83380.305852 = -3208761.769567 nChanged 60 Deleting Class 104 (9 points): Lose 46.756855 but Gain 1021.026433 Iteration 138Q (90.016711 sec): 92 clusters Score: Raw -3292215.087930 + Penalty 82415.707393 = -3209799.380537 nChanged 28 Deleting Class 15 (127 points): Lose 410.715827 but Gain 1388.480320 Iteration 139Q (90.198000 sec): 91 clusters Score: Raw -3291843.855014 + Penalty 81253.854604 = -3210590.000409 nChanged 140 Deleting Class 47 (124 points): Lose 471.142704 but Gain 1444.291531 Iteration 140F (91.799768 sec): 90 clusters Score: Raw -3291635.721052 + Penalty 79921.323818 = -3211714.397234 nChanged 151 Deleting Class 96 (12 points): Lose 24.020704 but Gain 993.577226 Iteration 141Q (91.988082 sec): 89 clusters Score: Raw -3291896.640996 + Penalty 78956.467492 = -3212940.173504 nChanged 51 Deleting Class 123 (39 points): Lose 147.828370 but Gain 1115.424568 Iteration 142Q (92.171678 sec): 88 clusters Score: Raw -3291793.241580 + Penalty 77869.566822 = -3213923.674758 nChanged 69 Deleting Class 147 (14 points): Lose 73.256953 but Gain 1040.406379 Iteration 143Q (92.355270 sec): 87 clusters Score: Raw -3291811.761636 + Penalty 76877.475889 = -3214934.285747 nChanged 42 Deleting Class 202 (7 points): Lose 43.709059 but Gain 1009.425831 Iteration 144Q (92.533879 sec): 86 clusters Score: Raw -3291819.343086 + Penalty 75847.293778 = -3215972.049307 nChanged 26 Deleting Class 63 (27 points): Lose 86.592305 but Gain 1050.091151 Iteration 145Q (92.710260 sec): 85 clusters Score: Raw -3291768.165626 + Penalty 74788.410963 = -3216979.754663 nChanged 44 Deleting Class 77 (21 points): Lose 79.991430 but Gain 1042.662771 Iteration 146Q (92.898982 sec): 84 clusters Score: Raw -3291741.287860 + Penalty 73779.986611 = -3217961.301249 nChanged 36 Deleting Class 102 (5 points): Lose 7.508772 but Gain 965.831708 Iteration 147Q (93.083257 sec): 83 clusters Score: Raw -3291772.924950 + Penalty 72827.091929 = -3218945.833021 nChanged 23 Deleting Class 61 (33 points): Lose 120.697261 but Gain 1074.767550 Iteration 148Q (93.263647 sec): 82 clusters Score: Raw -3291669.460674 + Penalty 71757.229813 = -3219912.230861 nChanged 55 Deleting Class 209 (3 points): Lose 4.582618 but Gain 958.121178 Iteration 149Q (93.444162 sec): 81 clusters Score: Raw -3291724.095958 + Penalty 70797.031325 = -3220927.064633 nChanged 23 Deleting Class 138 (5 points): Lose 34.477914 but Gain 983.821008 Iteration 150F (94.891187 sec): 80 clusters Score: Raw -3291702.416252 + Penalty 69823.705936 = -3221878.710315 nChanged 12 Deleting Class 1 (21 points): Lose 77.453878 but Gain 1026.047241 Iteration 151Q (95.070099 sec): 79 clusters Score: Raw -3291635.021057 + Penalty 68852.274105 = -3222782.746952 nChanged 32 Deleting Class 103 (8 points): Lose 33.519314 but Gain 980.937498 Iteration 152Q (95.248923 sec): 78 clusters Score: Raw -3291646.023347 + Penalty 67886.451570 = -3223759.571777 nChanged 23 Deleting Class 100 (9 points): Lose 43.485258 but Gain 986.374850 Iteration 153Q (95.424327 sec): 77 clusters Score: Raw -3291617.955259 + Penalty 66918.384235 = -3224699.571024 nChanged 19 Deleting Class 152 (5 points): Lose 31.558840 but Gain 966.240229 Iteration 154Q (95.599341 sec): 76 clusters Score: Raw -3291604.003287 + Penalty 65964.092557 = -3225639.910730 nChanged 14 Deleting Class 142 (7 points): Lose 175.218898 but Gain 1078.277910 Iteration 155Q (95.781023 sec): 75 clusters Score: Raw -3291438.062519 + Penalty 64893.980959 = -3226544.081560 nChanged 13 Deleting Class 44 (15 points): Lose 53.978542 but Gain 955.685458 Iteration 156Q (95.947685 sec): 74 clusters Score: Raw -3291401.567453 + Penalty 63947.260917 = -3227454.306536 nChanged 20 Deleting Class 98 (56 points): Lose 144.164392 but Gain 1048.879363 Iteration 157Q (96.114569 sec): 73 clusters Score: Raw -3291277.386815 + Penalty 62927.304099 = -3228350.082717 nChanged 60 Deleting Class 184 (5 points): Lose 181.692462 but Gain 1081.101260 Iteration 158Q (96.284060 sec): 72 clusters Score: Raw -3291167.739310 + Penalty 61839.497747 = -3229328.241563 nChanged 21 Deleting Class 27 (17 points): Lose 82.197841 but Gain 980.783815 Iteration 159Q (96.450255 sec): 71 clusters Score: Raw -3291112.478208 + Penalty 60861.484709 = -3230250.993499 nChanged 30 Deleting Class 166 (3 points): Lose 101.651537 but Gain 998.239608 Iteration 160F (97.705431 sec): 70 clusters Score: Raw -3291039.142144 + Penalty 59808.547285 = -3231230.594859 nChanged 16 Deleting Class 195 (11 points): Lose 29.192704 but Gain 914.910355 Iteration 161Q (97.872027 sec): 69 clusters Score: Raw -3291018.159863 + Penalty 58898.504785 = -3232119.655079 nChanged 20 Deleting Class 161 (11 points): Lose 21.913273 but Gain 906.306494 Iteration 162Q (98.034848 sec): 68 clusters Score: Raw -3291014.652952 + Penalty 58000.794733 = -3233013.858219 nChanged 21 Deleting Class 124 (6 points): Lose 25.408885 but Gain 886.794461 Iteration 163Q (98.198563 sec): 67 clusters Score: Raw -3291006.910893 + Penalty 57116.214742 = -3233890.696151 nChanged 11 Deleting Class 132 (7 points): Lose 56.555640 but Gain 907.491820 Iteration 164Q (98.360433 sec): 66 clusters Score: Raw -3290959.650544 + Penalty 56209.434861 = -3234750.215684 nChanged 9 Deleting Class 200 (3 points): Lose 5.291506 but Gain 845.193951 Iteration 165Q (98.526226 sec): 65 clusters Score: Raw -3290965.628579 + Penalty 55367.492587 = -3235598.135992 nChanged 7 Deleting Class 56 (10 points): Lose 31.917720 but Gain 867.235435 Iteration 166Q (98.685698 sec): 64 clusters Score: Raw -3290938.263927 + Penalty 54494.376071 = -3236443.887856 nChanged 17 Deleting Class 90 (6 points): Lose 30.518534 but Gain 858.220181 Iteration 167Q (98.844096 sec): 63 clusters Score: Raw -3290925.639472 + Penalty 53638.225138 = -3237287.414334 nChanged 11 Deleting Class 16 (27 points): Lose 125.635252 but Gain 945.754000 Iteration 168Q (99.007686 sec): 62 clusters Score: Raw -3290808.033201 + Penalty 52721.554256 = -3238086.478945 nChanged 32 Deleting Class 73 (4 points): Lose 16.620366 but Gain 829.892786 Iteration 169Q (99.165516 sec): 61 clusters Score: Raw -3290841.719539 + Penalty 51891.682472 = -3238950.037067 nChanged 10 Deleting Class 130 (52 points): Lose 306.786468 but Gain 1116.389271 Iteration 170F (100.256771 sec): 60 clusters Score: Raw -3290542.251905 + Penalty 50804.603135 = -3239737.648770 nChanged 52 Deleting Class 29 (31 points): Lose 107.556825 but Gain 878.810725 Iteration 171Q (100.413959 sec): 59 clusters Score: Raw -3290584.665212 + Penalty 49960.927352 = -3240623.737861 nChanged 57 Deleting Class 149 (2 points): Lose 97.039832 but Gain 835.237635 Iteration 172Q (100.572220 sec): 58 clusters Score: Raw -3290561.623352 + Penalty 49127.719490 = -3241433.903862 nChanged 22 Deleting Class 38 (60 points): Lose 351.326837 but Gain 1087.732436 Iteration 173Q (100.725637 sec): 57 clusters Score: Raw -3290224.916422 + Penalty 48121.779619 = -3242103.136803 nChanged 69 Deleting Class 72 (15 points): Lose 715.821954 but Gain 1443.606134 Iteration 174Q (100.883577 sec): 56 clusters Score: Raw -3289645.744818 + Penalty 46644.831683 = -3243000.913135 nChanged 40 Deleting Class 83 (17 points): Lose 73.105863 but Gain 760.235472 Iteration 175Q (101.038261 sec): 55 clusters Score: Raw -3289706.147915 + Penalty 45926.121033 = -3243780.026882 nChanged 39 Deleting Class 67 (184 points): Lose 913.600424 but Gain 1596.669001 Iteration 176Q (101.193233 sec): 54 clusters Score: Raw -3288858.386169 + Penalty 44781.198894 = -3244077.187275 nChanged 211 Deleting Class 60 (6 points): Lose 46.735106 but Gain 747.377111 Iteration 177Q (101.349289 sec): 53 clusters Score: Raw -3289455.279388 + Penalty 44093.066436 = -3245362.212952 nChanged 71 Deleting Class 233 (3 points): Lose 49.497421 but Gain 725.344129 Iteration 178Q (101.500429 sec): 52 clusters Score: Raw -3289475.144474 + Penalty 43377.791351 = -3246097.353123 nChanged 51 Deleting Class 32 (142 points): Lose 556.877134 but Gain 1228.541611 Iteration 179Q (101.649990 sec): 51 clusters Score: Raw -3288973.151868 + Penalty 42273.979763 = -3246699.172105 nChanged 171 Deleting Class 88 (90 points): Lose 410.929237 but Gain 1087.861383 Iteration 180F (102.567791 sec): 50 clusters Score: Raw -3288928.240929 + Penalty 41336.404172 = -3247591.836757 nChanged 146 Deleting Class 49 (189 points): Lose 440.674079 but Gain 1098.398300 Iteration 181Q (102.718875 sec): 49 clusters Score: Raw -3288707.207493 + Penalty 40365.518441 = -3248341.689052 nChanged 239 Deleting Class 8 (42 points): Lose 112.572753 but Gain 805.673497 Iteration 182Q (102.870421 sec): 48 clusters Score: Raw -3288884.850072 + Penalty 39644.928144 = -3249239.921927 nChanged 115 Deleting Class 26 (114 points): Lose 159.162242 but Gain 792.425042 Iteration 183Q (103.017029 sec): 47 clusters Score: Raw -3288811.732175 + Penalty 38860.375431 = -3249951.356744 nChanged 152 Deleting Class 18 (146 points): Lose 910.859932 but Gain 1543.209883 Iteration 184Q (103.164042 sec): 46 clusters Score: Raw -3288053.390396 + Penalty 37519.292122 = -3250534.098275 nChanged 194 Deleting Class 59 (3 points): Lose 21.655907 but Gain 611.063910 Iteration 185Q (103.320781 sec): 45 clusters Score: Raw -3288599.683372 + Penalty 36940.170392 = -3251659.512980 nChanged 93 Deleting Class 238 (1 points): Lose 79.812146 but Gain 669.079039 Iteration 186Q (103.465421 sec): 44 clusters Score: Raw -3288600.007698 + Penalty 36232.969873 = -3252367.037825 nChanged 57 Deleting Class 12 (83 points): Lose 395.074344 but Gain 954.630985 Iteration 187Q (103.608497 sec): 43 clusters Score: Raw -3288257.145566 + Penalty 35376.495523 = -3252880.650043 nChanged 120 Deleting Class 85 (181 points): Lose 659.769900 but Gain 1203.089339 Iteration 188Q (103.750044 sec): 42 clusters Score: Raw -3287793.493924 + Penalty 34264.294426 = -3253529.199499 nChanged 248 Deleting Class 66 (22 points): Lose 62.745213 but Gain 593.059958 Iteration 189Q (103.896653 sec): 41 clusters Score: Raw -3288179.987631 + Penalty 33702.330049 = -3254477.657582 nChanged 128 Deleting Class 28 (195 points): Lose 546.206095 but Gain 995.328366 Iteration 190F (104.664276 sec): 40 clusters Score: Raw -3287716.840132 + Penalty 32733.216767 = -3254983.623365 nChanged 271 Deleting Class 21 (203 points): Lose 995.040870 but Gain 1446.193160 Iteration 191Q (104.811976 sec): 39 clusters Score: Raw -3287120.141800 + Penalty 31559.350662 = -3255560.791139 nChanged 276 Deleting Class 11 (99 points): Lose 383.087172 but Gain 803.400816 Iteration 192Q (104.956052 sec): 38 clusters Score: Raw -3287364.462643 + Penalty 30821.199714 = -3256543.262929 nChanged 209 Deleting Class 5 (317 points): Lose 781.513299 but Gain 1183.661413 Iteration 193Q (105.100067 sec): 37 clusters Score: Raw -3286898.986853 + Penalty 29730.668539 = -3257168.318314 nChanged 420 Deleting Class 24 (126 points): Lose 352.935336 but Gain 739.933302 Iteration 194Q (105.246410 sec): 36 clusters Score: Raw -3287072.975339 + Penalty 29047.395675 = -3258025.579664 nChanged 262 Deleting Class 70 (162 points): Lose 576.753623 but Gain 955.589314 Iteration 195Q (105.384779 sec): 35 clusters Score: Raw -3286762.879044 + Penalty 28157.446584 = -3258605.432460 nChanged 282 Deleting Class 46 (3 points): Lose 59.346624 but Gain 389.953435 Iteration 196Q (105.522770 sec): 34 clusters Score: Raw -3287004.678940 + Penalty 27789.953192 = -3259214.725748 nChanged 130 Deleting Class 68 (144 points): Lose 922.174519 but Gain 1264.954101 Iteration 197Q (105.658679 sec): 33 clusters Score: Raw -3286144.781762 + Penalty 26668.933667 = -3259475.848095 nChanged 224 Deleting Class 54 (417 points): Lose 894.860126 but Gain 1177.462390 Iteration 198Q (105.794408 sec): 32 clusters Score: Raw -3285792.662306 + Penalty 25581.765896 = -3260210.896410 nChanged 518 Deleting Class 199 (4 points): Lose 118.854792 but Gain 335.764961 Iteration 199Q (105.933812 sec): 31 clusters Score: Raw -3286405.100305 + Penalty 25230.778895 = -3261174.321410 nChanged 160 Deleting Class 62 (218 points): Lose 1104.450897 but Gain 1301.726563 Iteration 200F (106.506508 sec): 30 clusters Score: Raw -3285391.688324 + Penalty 24078.629949 = -3261313.058375 nChanged 318 Deleting Class 9 (172 points): Lose 1176.190488 but Gain 1202.398796 Iteration 201Q (106.641799 sec): 29 clusters Score: Raw -3284971.988764 + Penalty 23066.710647 = -3261905.278117 nChanged 264 Iteration 202Q (106.773198 sec): 29 clusters Score: Raw -3285819.109000 + Penalty 23032.262506 = -3262786.846494 nChanged 99 Iteration 203Q (106.902067 sec): 29 clusters Score: Raw -3285883.386868 + Penalty 23036.320622 = -3262847.066246 nChanged 56 Iteration 204Q (107.032741 sec): 29 clusters Score: Raw -3285904.383811 + Penalty 23042.258742 = -3262862.125069 nChanged 40 Iteration 205Q (107.157848 sec): 29 clusters Score: Raw -3285921.463135 + Penalty 23038.284332 = -3262883.178803 nChanged 36 Iteration 206Q (107.289216 sec): 29 clusters Score: Raw -3285939.760883 + Penalty 23049.672763 = -3262890.088120 nChanged 37 Iteration 207Q (107.414557 sec): 29 clusters Score: Raw -3285958.137667 + Penalty 23062.787098 = -3262895.350569 nChanged 28 Iteration 208Q (107.541253 sec): 29 clusters Score: Raw -3285971.567792 + Penalty 23066.577824 = -3262904.989968 nChanged 23 Iteration 209Q (107.667110 sec): 29 clusters Score: Raw -3285978.361443 + Penalty 23069.091018 = -3262909.270425 nChanged 18 Iteration 210F (108.203035 sec): 29 clusters Score: Raw -3285988.726031 + Penalty 23079.007306 = -3262909.718725 nChanged 14 Iteration 211Q (108.329327 sec): 29 clusters Score: Raw -3286006.184116 + Penalty 23081.646391 = -3262924.537725 nChanged 16 Iteration 212Q (108.457117 sec): 29 clusters Score: Raw -3286013.773920 + Penalty 23074.999239 = -3262938.774681 nChanged 14 Iteration 213Q (108.583111 sec): 29 clusters Score: Raw -3286020.145887 + Penalty 23082.553832 = -3262937.592055 nChanged 11 Iteration 214F (109.123852 sec): 29 clusters Score: Raw -3286026.516591 + Penalty 23062.588309 = -3262963.928281 nChanged 18 Iteration 215Q (109.250182 sec): 29 clusters Score: Raw -3286039.394954 + Penalty 23027.403560 = -3263011.991394 nChanged 23 Iteration 216Q (109.377184 sec): 29 clusters Score: Raw -3286053.671274 + Penalty 23014.831640 = -3263038.839634 nChanged 20 Iteration 217Q (109.504184 sec): 29 clusters Score: Raw -3286061.970425 + Penalty 23016.759758 = -3263045.210668 nChanged 13 Iteration 218Q (109.631596 sec): 29 clusters Score: Raw -3286066.443678 + Penalty 23019.335097 = -3263047.108581 nChanged 7 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 -3286066.443678 + Penalty 23019.335097 = -3263047.108581Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.754502 sec): 2 clusters Score: Raw -38862.749086 + Penalty 551.534321 = -38311.214765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.755448 sec): 3 clusters Score: Raw -38706.558965 + Penalty 1095.609448 = -37610.949517 nChanged 120 SP:Iteration 1F (109.756380 sec): 3 clusters Score: Raw -38807.351371 + Penalty 1085.783461 = -37721.567910 nChanged 33 SP:Iteration 2F (109.757309 sec): 3 clusters Score: Raw -38849.034987 + Penalty 1080.148055 = -37768.886932 nChanged 15 SP:Iteration 3Q (109.758242 sec): 3 clusters Score: Raw -38866.446469 + Penalty 1072.835268 = -37793.611201 nChanged 15 SP:Iteration 4Q (109.759156 sec): 3 clusters Score: Raw -38879.437735 + Penalty 1065.857736 = -37813.579998 nChanged 9 SP:Iteration 5Q (109.760063 sec): 3 clusters Score: Raw -38887.272929 + Penalty 1059.466980 = -37827.805949 nChanged 7 SP:Iteration 6Q (109.760965 sec): 3 clusters Score: Raw -38895.460452 + Penalty 1058.278096 = -37837.182356 nChanged 4 SP:Iteration 7Q (109.761868 sec): 3 clusters Score: Raw -38898.453391 + Penalty 1057.373100 = -37841.080291 nChanged 3 SP:Iteration 8Q (109.762786 sec): 3 clusters Score: Raw -38900.862618 + Penalty 1055.859961 = -37845.002657 nChanged 3 SP:Iteration 9Q (109.763692 sec): 3 clusters Score: Raw -38904.131493 + Penalty 1055.179578 = -37848.951915 nChanged 2 SP:Iteration 10F (109.764613 sec): 3 clusters Score: Raw -38905.099659 + Penalty 1055.996929 = -37849.102730 nChanged 1 SP:Iteration 11Q (109.765509 sec): 3 clusters Score: Raw -38905.430925 + Penalty 1056.523320 = -37848.907605 nChanged 1 SP:Iteration 12F (109.766431 sec): 3 clusters Score: Raw -38906.662481 + Penalty 1054.630479 = -37852.032002 nChanged 1 SP:Iteration 13Q (109.767343 sec): 3 clusters Score: Raw -38908.496999 + Penalty 1054.861641 = -37853.635358 nChanged 2 SP:Iteration 14Q (109.768238 sec): 3 clusters Score: Raw -38909.206323 + Penalty 1054.799897 = -37854.406426 nChanged 2 SP:Iteration 15Q (109.769130 sec): 3 clusters Score: Raw -38910.341915 + Penalty 1054.013435 = -37856.328481 nChanged 1 SP:Iteration 16Q (109.770022 sec): 3 clusters Score: Raw -38910.847981 + Penalty 1054.643540 = -37856.204441 nChanged 1 SP:Iteration 17F (109.770942 sec): 3 clusters Score: Raw -38911.378959 + Penalty 1054.643540 = -37856.735419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 3 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.777325 sec): 2 clusters Score: Raw -120012.811930 + Penalty 423.433794 = -119589.378136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.779824 sec): 3 clusters Score: Raw -119226.627641 + Penalty 848.761439 = -118377.866203 nChanged 523 SP:Iteration 1F (109.782329 sec): 3 clusters Score: Raw -119539.172545 + Penalty 852.145678 = -118687.026867 nChanged 167 SP:Iteration 2F (109.784793 sec): 3 clusters Score: Raw -119668.863785 + Penalty 856.212805 = -118812.650980 nChanged 104 SP:Iteration 3F (109.787213 sec): 3 clusters Score: Raw -119763.798772 + Penalty 860.950287 = -118902.848485 nChanged 86 SP:Iteration 4F (109.789748 sec): 3 clusters Score: Raw -119832.161827 + Penalty 868.445268 = -118963.716559 nChanged 66 SP:Iteration 5F (109.792197 sec): 3 clusters Score: Raw -119872.650854 + Penalty 875.506511 = -118997.144343 nChanged 46 SP:Iteration 6Q (109.794566 sec): 3 clusters Score: Raw -119895.872418 + Penalty 882.347212 = -119013.525206 nChanged 45 SP:Iteration 7Q (109.796895 sec): 3 clusters Score: Raw -119914.520007 + Penalty 892.176325 = -119022.343682 nChanged 37 SP:Iteration 8Q (109.799197 sec): 3 clusters Score: Raw -119932.673466 + Penalty 902.732418 = -119029.941047 nChanged 37 SP:Iteration 9Q (109.801513 sec): 3 clusters Score: Raw -119950.294713 + Penalty 914.129922 = -119036.164792 nChanged 40 SP:Iteration 10F (109.803915 sec): 3 clusters Score: Raw -119974.210319 + Penalty 927.663473 = -119046.546845 nChanged 40 SP:Iteration 11Q (109.806252 sec): 3 clusters Score: Raw -119995.986615 + Penalty 938.678275 = -119057.308340 nChanged 33 SP:Iteration 12Q (109.808569 sec): 3 clusters Score: Raw -120016.496572 + Penalty 955.357235 = -119061.139338 nChanged 35 SP:Iteration 13Q (109.810887 sec): 3 clusters Score: Raw -120035.821350 + Penalty 965.925345 = -119069.896005 nChanged 26 SP:Iteration 14Q (109.813172 sec): 3 clusters Score: Raw -120047.915565 + Penalty 970.967018 = -119076.948547 nChanged 19 SP:Iteration 15Q (109.815404 sec): 3 clusters Score: Raw -120058.299142 + Penalty 974.144103 = -119084.155039 nChanged 12 SP:Iteration 16Q (109.817602 sec): 3 clusters Score: Raw -120063.500891 + Penalty 979.057329 = -119084.443562 nChanged 10 SP:Iteration 17Q (109.819808 sec): 3 clusters Score: Raw -120071.230434 + Penalty 980.647349 = -119090.583085 nChanged 6 SP:Iteration 18Q (109.821982 sec): 3 clusters Score: Raw -120074.607836 + Penalty 981.215509 = -119093.392326 nChanged 2 SP:Iteration 19Q (109.824313 sec): 3 clusters Score: Raw -120075.224902 + Penalty 981.215509 = -119094.009393 nChanged 0 SP:Iteration 20F (109.826768 sec): 3 clusters Score: Raw -120075.224902 + Penalty 981.215509 = -119094.009393 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 4 (8066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.864445 sec): 2 clusters Score: Raw -711347.337028 + Penalty 255.667422 = -711091.669606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.879479 sec): 3 clusters Score: Raw -705978.896708 + Penalty 517.846997 = -705461.049711 nChanged 3844 SP:Iteration 1F (109.894417 sec): 3 clusters Score: Raw -708555.564839 + Penalty 529.155331 = -708026.409508 nChanged 1001 SP:Iteration 2F (109.909203 sec): 3 clusters Score: Raw -709079.570330 + Penalty 536.304359 = -708543.265972 nChanged 558 SP:Iteration 3F (109.925334 sec): 3 clusters Score: Raw -709441.900440 + Penalty 542.184239 = -708899.716201 nChanged 477 SP:Iteration 4F (109.940471 sec): 3 clusters Score: Raw -709767.176658 + Penalty 548.240433 = -709218.936225 nChanged 396 SP:Iteration 5Q (109.956075 sec): 3 clusters Score: Raw -710014.719054 + Penalty 553.714780 = -709461.004274 nChanged 296 SP:Iteration 6Q (109.971082 sec): 3 clusters Score: Raw -710188.056129 + Penalty 560.018911 = -709628.037218 nChanged 228 SP:Iteration 7Q (109.985701 sec): 3 clusters Score: Raw -710296.562118 + Penalty 565.026162 = -709731.535956 nChanged 199 SP:Iteration 8Q (110.000200 sec): 3 clusters Score: Raw -710398.862758 + Penalty 572.239006 = -709826.623751 nChanged 204 SP:Iteration 9Q (110.014608 sec): 3 clusters Score: Raw -710488.318478 + Penalty 579.145641 = -709909.172837 nChanged 189 SP:Iteration 10F (110.029545 sec): 3 clusters Score: Raw -710572.390539 + Penalty 585.769799 = -709986.620740 nChanged 167 SP:Iteration 11Q (110.044004 sec): 3 clusters Score: Raw -710643.776543 + Penalty 592.212088 = -710051.564454 nChanged 177 SP:Iteration 12Q (110.058728 sec): 3 clusters Score: Raw -710722.271590 + Penalty 600.311253 = -710121.960337 nChanged 183 SP:Iteration 13Q (110.072584 sec): 3 clusters Score: Raw -710805.016666 + Penalty 605.827228 = -710199.189438 nChanged 165 SP:Iteration 14Q (110.086249 sec): 3 clusters Score: Raw -710880.922752 + Penalty 611.759454 = -710269.163298 nChanged 142 SP:Iteration 15Q (110.100587 sec): 3 clusters Score: Raw -710938.076936 + Penalty 616.915914 = -710321.161022 nChanged 122 SP:Iteration 16Q (110.114017 sec): 3 clusters Score: Raw -710985.434376 + Penalty 619.486372 = -710365.948003 nChanged 105 SP:Iteration 17Q (110.127470 sec): 3 clusters Score: Raw -711030.623087 + Penalty 622.442151 = -710408.180935 nChanged 105 SP:Iteration 18Q (110.140338 sec): 3 clusters Score: Raw -711076.084452 + Penalty 625.813820 = -710450.270632 nChanged 95 SP:Iteration 19Q (110.153440 sec): 3 clusters Score: Raw -711116.387176 + Penalty 633.064736 = -710483.322439 nChanged 86 SP:Iteration 20F (110.168476 sec): 3 clusters Score: Raw -711152.362041 + Penalty 635.095089 = -710517.266952 nChanged 77 SP:Iteration 21Q (110.181177 sec): 3 clusters Score: Raw -711181.627480 + Penalty 635.383686 = -710546.243794 nChanged 62 SP:Iteration 22Q (110.193706 sec): 3 clusters Score: Raw -711204.761219 + Penalty 634.405863 = -710570.355356 nChanged 70 SP:Iteration 23Q (110.205948 sec): 3 clusters Score: Raw -711232.731356 + Penalty 634.102756 = -710598.628600 nChanged 61 SP:Iteration 24Q (110.218386 sec): 3 clusters Score: Raw -711257.245417 + Penalty 632.291195 = -710624.954222 nChanged 47 SP:Iteration 25Q (110.230791 sec): 3 clusters Score: Raw -711276.829627 + Penalty 625.341167 = -710651.488460 nChanged 48 SP:Iteration 26Q (110.242796 sec): 3 clusters Score: Raw -711298.529322 + Penalty 624.286511 = -710674.242811 nChanged 38 SP:Iteration 27Q (110.255253 sec): 3 clusters Score: Raw -711310.340975 + Penalty 624.462892 = -710685.878083 nChanged 27 SP:Iteration 28Q (110.267205 sec): 3 clusters Score: Raw -711317.615515 + Penalty 622.852851 = -710694.762663 nChanged 24 SP:Iteration 29Q (110.279157 sec): 3 clusters Score: Raw -711325.794894 + Penalty 622.985489 = -710702.809405 nChanged 17 SP:Iteration 30F (110.294548 sec): 3 clusters Score: Raw -711330.212366 + Penalty 624.338135 = -710705.874230 nChanged 19 SP:Iteration 31Q (110.306841 sec): 3 clusters Score: Raw -711339.083007 + Penalty 621.770611 = -710717.312396 nChanged 19 SP:Iteration 32Q (110.318845 sec): 3 clusters Score: Raw -711345.249973 + Penalty 621.167269 = -710724.082704 nChanged 22 SP:Iteration 33Q (110.330986 sec): 3 clusters Score: Raw -711353.792324 + Penalty 619.526043 = -710734.266281 nChanged 24 SP:Iteration 34Q (110.342764 sec): 3 clusters Score: Raw -711363.255463 + Penalty 626.238731 = -710737.016732 nChanged 19 SP:Iteration 35Q (110.354698 sec): 3 clusters Score: Raw -711369.439258 + Penalty 627.733639 = -710741.705618 nChanged 12 SP:Iteration 36Q (110.366713 sec): 3 clusters Score: Raw -711373.418783 + Penalty 623.737104 = -710749.681679 nChanged 14 SP:Iteration 37Q (110.378565 sec): 3 clusters Score: Raw -711377.296158 + Penalty 621.590755 = -710755.705404 nChanged 7 SP:Iteration 38Q (110.390205 sec): 3 clusters Score: Raw -711379.018861 + Penalty 627.462171 = -710751.556690 nChanged 7 SP:Iteration 39F (110.404956 sec): 3 clusters Score: Raw -711380.506375 + Penalty 630.493854 = -710750.012520 nChanged 8 SP:Iteration 40F (110.419806 sec): 3 clusters Score: Raw -711382.296172 + Penalty 634.611984 = -710747.684187 nChanged 6 SP:Iteration 41F (110.434750 sec): 3 clusters Score: Raw -711383.123561 + Penalty 639.660353 = -710743.463209 nChanged 4 SP:Iteration 42F (110.449417 sec): 3 clusters Score: Raw -711384.077634 + Penalty 651.295270 = -710732.782364 nChanged 8 SP:Iteration 43F (110.464506 sec): 3 clusters Score: Raw -711386.575959 + Penalty 670.175669 = -710716.400290 nChanged 10 SP:Iteration 44F (110.479334 sec): 3 clusters Score: Raw -711389.348750 + Penalty 673.669079 = -710715.679671 nChanged 8 SP:Iteration 45F (110.494052 sec): 3 clusters Score: Raw -711391.756338 + Penalty 672.549827 = -710719.206511 nChanged 8 SP:Iteration 46Q (110.505751 sec): 3 clusters Score: Raw -711394.527768 + Penalty 681.169299 = -710713.358470 nChanged 7 SP:Iteration 47F (110.520342 sec): 3 clusters Score: Raw -711396.442864 + Penalty 689.289581 = -710707.153282 nChanged 4 SP:Iteration 48F (110.534936 sec): 3 clusters Score: Raw -711397.270128 + Penalty 697.814337 = -710699.455792 nChanged 5 SP:Iteration 49F (110.549610 sec): 3 clusters Score: Raw -711400.832776 + Penalty 702.154657 = -710698.678119 nChanged 3 SP:Iteration 50F (110.564992 sec): 3 clusters Score: Raw -711402.363588 + Penalty 706.024429 = -710696.339159 nChanged 3 SP:Iteration 51F (110.579724 sec): 3 clusters Score: Raw -711403.490346 + Penalty 706.024429 = -710697.465917 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 6 (5524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.601326 sec): 2 clusters Score: Raw -489790.903481 + Penalty 221.329642 = -489569.573839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.611650 sec): 3 clusters Score: Raw -486118.201262 + Penalty 467.021613 = -485651.179649 nChanged 2634 SP:Iteration 1F (110.621660 sec): 3 clusters Score: Raw -488060.328576 + Penalty 487.848297 = -487572.480279 nChanged 790 SP:Iteration 2F (110.631723 sec): 3 clusters Score: Raw -488506.129900 + Penalty 494.571960 = -488011.557940 nChanged 434 SP:Iteration 3F (110.641875 sec): 3 clusters Score: Raw -488774.204731 + Penalty 498.701462 = -488275.503269 nChanged 321 SP:Iteration 4F (110.651827 sec): 3 clusters Score: Raw -488973.793337 + Penalty 501.469312 = -488472.324025 nChanged 250 SP:Iteration 5Q (110.662251 sec): 3 clusters Score: Raw -489149.262952 + Penalty 501.577968 = -488647.684983 nChanged 184 SP:Iteration 6Q (110.672369 sec): 3 clusters Score: Raw -489306.571200 + Penalty 496.818269 = -488809.752931 nChanged 162 SP:Iteration 7Q (110.682489 sec): 3 clusters Score: Raw -489447.553342 + Penalty 492.473391 = -488955.079950 nChanged 113 SP:Iteration 8Q (110.692164 sec): 3 clusters Score: Raw -489556.168338 + Penalty 485.989093 = -489070.179245 nChanged 79 SP:Iteration 9Q (110.701526 sec): 3 clusters Score: Raw -489604.020322 + Penalty 481.742996 = -489122.277327 nChanged 44 SP:Iteration 10F (110.711666 sec): 3 clusters Score: Raw -489624.695656 + Penalty 480.507840 = -489144.187816 nChanged 35 SP:Iteration 11Q (110.720599 sec): 3 clusters Score: Raw -489639.260048 + Penalty 480.831199 = -489158.428849 nChanged 26 SP:Iteration 12Q (110.729496 sec): 3 clusters Score: Raw -489647.179819 + Penalty 481.453821 = -489165.725998 nChanged 18 SP:Iteration 13Q (110.738298 sec): 3 clusters Score: Raw -489651.441403 + Penalty 481.489954 = -489169.951449 nChanged 22 SP:Iteration 14Q (110.747052 sec): 3 clusters Score: Raw -489655.274751 + Penalty 483.083492 = -489172.191259 nChanged 22 SP:Iteration 15Q (110.755688 sec): 3 clusters Score: Raw -489660.352571 + Penalty 484.476939 = -489175.875632 nChanged 29 SP:Iteration 16Q (110.764730 sec): 3 clusters Score: Raw -489667.411646 + Penalty 486.744821 = -489180.666824 nChanged 21 SP:Iteration 17Q (110.773377 sec): 3 clusters Score: Raw -489672.334441 + Penalty 489.252438 = -489183.082003 nChanged 23 SP:Iteration 18Q (110.781906 sec): 3 clusters Score: Raw -489677.716999 + Penalty 489.295917 = -489188.421083 nChanged 22 SP:Iteration 19Q (110.790898 sec): 3 clusters Score: Raw -489682.746813 + Penalty 488.703100 = -489194.043713 nChanged 29 SP:Iteration 20F (110.801006 sec): 3 clusters Score: Raw -489689.487297 + Penalty 491.224107 = -489198.263190 nChanged 26 SP:Iteration 21Q (110.809551 sec): 3 clusters Score: Raw -489694.757947 + Penalty 489.997453 = -489204.760493 nChanged 20 SP:Iteration 22Q (110.818021 sec): 3 clusters Score: Raw -489700.985608 + Penalty 490.362148 = -489210.623460 nChanged 21 SP:Iteration 23Q (110.826560 sec): 3 clusters Score: Raw -489707.839051 + Penalty 491.079313 = -489216.759738 nChanged 25 SP:Iteration 24Q (110.834955 sec): 3 clusters Score: Raw -489715.861087 + Penalty 491.502517 = -489224.358570 nChanged 16 SP:Iteration 25Q (110.843673 sec): 3 clusters Score: Raw -489721.802936 + Penalty 493.642623 = -489228.160314 nChanged 17 SP:Iteration 26Q (110.852053 sec): 3 clusters Score: Raw -489726.079876 + Penalty 495.667208 = -489230.412669 nChanged 14 SP:Iteration 27Q (110.860588 sec): 3 clusters Score: Raw -489728.809218 + Penalty 496.091336 = -489232.717882 nChanged 19 SP:Iteration 28Q (110.869213 sec): 3 clusters Score: Raw -489733.016620 + Penalty 496.034862 = -489236.981758 nChanged 20 SP:Iteration 29Q (110.877554 sec): 3 clusters Score: Raw -489736.358898 + Penalty 496.801813 = -489239.557085 nChanged 10 SP:Iteration 30F (110.887730 sec): 3 clusters Score: Raw -489738.328148 + Penalty 496.732177 = -489241.595972 nChanged 11 SP:Iteration 31Q (110.895968 sec): 3 clusters Score: Raw -489739.869081 + Penalty 497.158455 = -489242.710626 nChanged 10 SP:Iteration 32Q (110.904208 sec): 3 clusters Score: Raw -489741.141775 + Penalty 497.990832 = -489243.150943 nChanged 9 SP:Iteration 33Q (110.912367 sec): 3 clusters Score: Raw -489742.082789 + Penalty 499.000920 = -489243.081869 nChanged 9 SP:Iteration 34F (110.922517 sec): 3 clusters Score: Raw -489743.027520 + Penalty 497.159518 = -489245.868002 nChanged 4 SP:Iteration 35Q (110.930699 sec): 3 clusters Score: Raw -489743.421696 + Penalty 496.814896 = -489246.606800 nChanged 6 SP:Iteration 36Q (110.938796 sec): 3 clusters Score: Raw -489744.085212 + Penalty 496.856249 = -489247.228962 nChanged 10 SP:Iteration 37Q (110.946972 sec): 3 clusters Score: Raw -489745.387831 + Penalty 488.431169 = -489256.956662 nChanged 13 SP:Iteration 38Q (110.955037 sec): 3 clusters Score: Raw -489749.235948 + Penalty 482.893340 = -489266.342608 nChanged 12 SP:Iteration 39Q (110.963267 sec): 3 clusters Score: Raw -489752.418352 + Penalty 480.898808 = -489271.519544 nChanged 11 SP:Iteration 40F (110.973378 sec): 3 clusters Score: Raw -489755.482295 + Penalty 478.618942 = -489276.863353 nChanged 9 SP:Iteration 41Q (110.981441 sec): 3 clusters Score: Raw -489756.703973 + Penalty 477.003454 = -489279.700519 nChanged 9 SP:Iteration 42Q (110.989632 sec): 3 clusters Score: Raw -489757.969917 + Penalty 476.599591 = -489281.370326 nChanged 6 SP:Iteration 43Q (110.997793 sec): 3 clusters Score: Raw -489758.518862 + Penalty 475.573771 = -489282.945091 nChanged 4 SP:Iteration 44Q (111.005766 sec): 3 clusters Score: Raw -489758.935067 + Penalty 474.808218 = -489284.126850 nChanged 6 SP:Iteration 45Q (111.013892 sec): 3 clusters Score: Raw -489759.498478 + Penalty 473.364249 = -489286.134229 nChanged 10 SP:Iteration 46Q (111.021892 sec): 3 clusters Score: Raw -489761.668116 + Penalty 469.154803 = -489292.513313 nChanged 15 SP:Iteration 47Q (111.029968 sec): 3 clusters Score: Raw -489766.093188 + Penalty 463.251993 = -489302.841195 nChanged 16 SP:Iteration 48Q (111.038141 sec): 3 clusters Score: Raw -489771.470778 + Penalty 460.043506 = -489311.427272 nChanged 17 SP:Iteration 49Q (111.046247 sec): 3 clusters Score: Raw -489776.962987 + Penalty 457.535740 = -489319.427247 nChanged 12 SP:Iteration 50F (111.056221 sec): 3 clusters Score: Raw -489780.829366 + Penalty 451.471423 = -489329.357944 nChanged 10 SP:Iteration 51Q (111.064190 sec): 3 clusters Score: Raw -489784.573035 + Penalty 451.978271 = -489332.594764 nChanged 10 SP:Iteration 52Q (111.072399 sec): 3 clusters Score: Raw -489789.966647 + Penalty 451.960649 = -489338.005999 nChanged 5 SP:Iteration 53Q (111.080521 sec): 3 clusters Score: Raw -489793.410611 + Penalty 452.035324 = -489341.375286 nChanged 5 SP:Iteration 54Q (111.088353 sec): 3 clusters Score: Raw -489797.377598 + Penalty 448.047130 = -489349.330468 nChanged 4 SP:Iteration 55Q (111.096500 sec): 3 clusters Score: Raw -489799.255466 + Penalty 444.491473 = -489354.763993 nChanged 6 SP:Iteration 56Q (111.104295 sec): 3 clusters Score: Raw -489800.836807 + Penalty 444.586802 = -489356.250005 nChanged 5 SP:Iteration 57Q (111.112285 sec): 3 clusters Score: Raw -489802.395323 + Penalty 447.356521 = -489355.038802 nChanged 4 SP:Iteration 58F (111.122279 sec): 3 clusters Score: Raw -489803.632559 + Penalty 449.311222 = -489354.321337 nChanged 2 SP:Iteration 59F (111.132296 sec): 3 clusters Score: Raw -489803.857797 + Penalty 452.327079 = -489351.530718 nChanged 4 SP:Iteration 60F (111.142358 sec): 3 clusters Score: Raw -489805.628507 + Penalty 444.901698 = -489360.726809 nChanged 5 SP:Iteration 61Q (111.150169 sec): 3 clusters Score: Raw -489806.552205 + Penalty 445.212140 = -489361.340065 nChanged 3 SP:Iteration 62Q (111.158134 sec): 3 clusters Score: Raw -489806.574670 + Penalty 444.449041 = -489362.125628 nChanged 1 SP:Iteration 63Q (111.166142 sec): 3 clusters Score: Raw -489806.521903 + Penalty 444.541810 = -489361.980093 nChanged 1 SP:Iteration 64F (111.176328 sec): 3 clusters Score: Raw -489806.397094 + Penalty 444.541810 = -489361.855284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.182252 sec): 2 clusters Score: Raw -32406.879252 + Penalty 302.881685 = -32103.997567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.183080 sec): 3 clusters Score: Raw -32222.905658 + Penalty 609.367215 = -31613.538443 nChanged 115 SP:Iteration 1F (111.183898 sec): 3 clusters Score: Raw -32300.578174 + Penalty 630.990184 = -31669.587990 nChanged 39 SP:Iteration 2F (111.184711 sec): 3 clusters Score: Raw -32349.283666 + Penalty 674.523396 = -31674.760270 nChanged 29 SP:Iteration 3F (111.185520 sec): 3 clusters Score: Raw -32391.498030 + Penalty 736.320420 = -31655.177610 nChanged 18 SP:Iteration 4F (111.186351 sec): 3 clusters Score: Raw -32431.001674 + Penalty 787.197959 = -31643.803715 nChanged 12 SP:Iteration 5F (111.187166 sec): 3 clusters Score: Raw -32465.520178 + Penalty 791.627377 = -31673.892801 nChanged 2 SP:Iteration 6Q (111.187867 sec): 3 clusters Score: Raw -32468.285836 + Penalty 792.826011 = -31675.459825 nChanged 2 SP:Iteration 7Q (111.188562 sec): 3 clusters Score: Raw -32471.671426 + Penalty 797.496566 = -31674.174860 nChanged 3 SP:Iteration 8F (111.189373 sec): 3 clusters Score: Raw -32475.818254 + Penalty 801.537404 = -31674.280850 nChanged 1 SP:Iteration 9Q (111.190068 sec): 3 clusters Score: Raw -32477.954569 + Penalty 810.880762 = -31667.073807 nChanged 1 SP:Iteration 10F (111.190900 sec): 3 clusters Score: Raw -32481.012078 + Penalty 810.880762 = -31670.131316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.192365 sec): 2 clusters Score: Raw -31739.870229 + Penalty 486.805578 = -31253.064651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.193206 sec): 3 clusters Score: Raw -31623.600940 + Penalty 972.442911 = -30651.158029 nChanged 102 SP:Iteration 1F (111.194037 sec): 3 clusters Score: Raw -31723.208698 + Penalty 968.692808 = -30754.515890 nChanged 37 SP:Iteration 2F (111.194863 sec): 3 clusters Score: Raw -31765.428873 + Penalty 965.125491 = -30800.303381 nChanged 24 SP:Iteration 3F (111.195708 sec): 3 clusters Score: Raw -31786.225360 + Penalty 962.679875 = -30823.545485 nChanged 11 SP:Iteration 4Q (111.196522 sec): 3 clusters Score: Raw -31796.213730 + Penalty 959.987185 = -30836.226544 nChanged 6 SP:Iteration 5Q (111.197326 sec): 3 clusters Score: Raw -31800.695807 + Penalty 958.919828 = -30841.775979 nChanged 9 SP:Iteration 6Q (111.198130 sec): 3 clusters Score: Raw -31809.144228 + Penalty 959.060207 = -30850.084021 nChanged 3 SP:Iteration 7Q (111.198932 sec): 3 clusters Score: Raw -31810.307793 + Penalty 958.063121 = -30852.244671 nChanged 3 SP:Iteration 8Q (111.199765 sec): 3 clusters Score: Raw -31811.886141 + Penalty 956.759067 = -30855.127074 nChanged 3 SP:Iteration 9Q (111.200587 sec): 3 clusters Score: Raw -31815.443046 + Penalty 957.604673 = -30857.838374 nChanged 4 SP:Iteration 10F (111.201414 sec): 3 clusters Score: Raw -31823.513106 + Penalty 957.737939 = -30865.775167 nChanged 7 SP:Iteration 11Q (111.202214 sec): 3 clusters Score: Raw -31829.239034 + Penalty 958.696234 = -30870.542801 nChanged 4 SP:Iteration 12Q (111.203013 sec): 3 clusters Score: Raw -31831.921549 + Penalty 960.357991 = -30871.563558 nChanged 3 SP:Iteration 13Q (111.203813 sec): 3 clusters Score: Raw -31834.460576 + Penalty 961.886591 = -30872.573986 nChanged 4 SP:Iteration 14Q (111.204608 sec): 3 clusters Score: Raw -31839.336148 + Penalty 963.613545 = -30875.722603 nChanged 4 SP:Iteration 15Q (111.205423 sec): 3 clusters Score: Raw -31844.187463 + Penalty 965.578478 = -30878.608984 nChanged 4 SP:Iteration 16Q (111.206226 sec): 3 clusters Score: Raw -31847.591154 + Penalty 967.671919 = -30879.919235 nChanged 4 SP:Iteration 17Q (111.207019 sec): 3 clusters Score: Raw -31851.065613 + Penalty 969.172704 = -30881.892909 nChanged 3 SP:Iteration 18Q (111.207811 sec): 3 clusters Score: Raw -31852.374361 + Penalty 969.172704 = -30883.201657 nChanged 0 SP:Iteration 19F (111.208633 sec): 3 clusters Score: Raw -31852.374361 + Penalty 969.172704 = -30883.201657 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.214991 sec): 2 clusters Score: Raw -123511.472331 + Penalty 323.452411 = -123188.019920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.217517 sec): 3 clusters Score: Raw -122763.920910 + Penalty 648.638884 = -122115.282025 nChanged 554 SP:Iteration 1F (111.219974 sec): 3 clusters Score: Raw -123129.801334 + Penalty 651.576033 = -122478.225301 nChanged 130 SP:Iteration 2F (111.222460 sec): 3 clusters Score: Raw -123195.580346 + Penalty 654.284354 = -122541.295992 nChanged 82 SP:Iteration 3F (111.225054 sec): 3 clusters Score: Raw -123241.103223 + Penalty 656.292699 = -122584.810524 nChanged 68 SP:Iteration 4F (111.227508 sec): 3 clusters Score: Raw -123294.024896 + Penalty 660.889034 = -122633.135862 nChanged 60 SP:Iteration 5Q (111.229966 sec): 3 clusters Score: Raw -123346.491699 + Penalty 665.372519 = -122681.119179 nChanged 48 SP:Iteration 6Q (111.232401 sec): 3 clusters Score: Raw -123380.590667 + Penalty 675.676467 = -122704.914200 nChanged 36 SP:Iteration 7Q (111.234813 sec): 3 clusters Score: Raw -123410.253920 + Penalty 686.466228 = -122723.787693 nChanged 39 SP:Iteration 8Q (111.237120 sec): 3 clusters Score: Raw -123442.437978 + Penalty 699.975789 = -122742.462189 nChanged 28 SP:Iteration 9Q (111.239461 sec): 3 clusters Score: Raw -123463.418002 + Penalty 712.162293 = -122751.255709 nChanged 23 SP:Iteration 10F (111.241949 sec): 3 clusters Score: Raw -123482.127002 + Penalty 711.780160 = -122770.346842 nChanged 15 SP:Iteration 11Q (111.244067 sec): 3 clusters Score: Raw -123489.406464 + Penalty 705.918970 = -122783.487495 nChanged 8 SP:Iteration 12Q (111.246163 sec): 3 clusters Score: Raw -123493.926764 + Penalty 718.930381 = -122774.996384 nChanged 7 SP:Iteration 13F (111.248561 sec): 3 clusters Score: Raw -123499.502675 + Penalty 734.417029 = -122765.085645 nChanged 7 SP:Iteration 14F (111.251026 sec): 3 clusters Score: Raw -123505.748172 + Penalty 741.763816 = -122763.984356 nChanged 2 SP:Iteration 15F (111.253476 sec): 3 clusters Score: Raw -123506.345371 + Penalty 743.836358 = -122762.509013 nChanged 2 SP:Iteration 16F (111.255898 sec): 3 clusters Score: Raw -123508.707326 + Penalty 738.380814 = -122770.326513 nChanged 1 SP:Iteration 17Q (111.257923 sec): 3 clusters Score: Raw -123509.119462 + Penalty 738.380814 = -122770.738648 nChanged 0 SP:Iteration 18F (111.260389 sec): 3 clusters Score: Raw -123509.119462 + Penalty 738.380814 = -122770.738648 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 14 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.264452 sec): 2 clusters Score: Raw -71723.083154 + Penalty 606.819710 = -71116.263444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.266008 sec): 3 clusters Score: Raw -71402.443202 + Penalty 1218.980760 = -70183.462442 nChanged 256 SP:Iteration 1F (111.267523 sec): 3 clusters Score: Raw -71622.259036 + Penalty 1221.831026 = -70400.428011 nChanged 77 SP:Iteration 2F (111.269063 sec): 3 clusters Score: Raw -71701.946430 + Penalty 1228.506751 = -70473.439679 nChanged 42 SP:Iteration 3F (111.270582 sec): 3 clusters Score: Raw -71767.571842 + Penalty 1238.729522 = -70528.842320 nChanged 42 SP:Iteration 4F (111.272096 sec): 3 clusters Score: Raw -71834.186468 + Penalty 1254.367546 = -70579.818922 nChanged 46 SP:Iteration 5F (111.273606 sec): 3 clusters Score: Raw -71916.575311 + Penalty 1271.669929 = -70644.905382 nChanged 38 SP:Iteration 6F (111.275146 sec): 3 clusters Score: Raw -71961.212193 + Penalty 1286.623503 = -70674.588690 nChanged 24 SP:Iteration 7Q (111.276583 sec): 3 clusters Score: Raw -71986.372916 + Penalty 1298.310882 = -70688.062033 nChanged 17 SP:Iteration 8Q (111.278001 sec): 3 clusters Score: Raw -72002.397906 + Penalty 1307.613212 = -70694.784693 nChanged 16 SP:Iteration 9Q (111.279463 sec): 3 clusters Score: Raw -72017.054886 + Penalty 1313.367198 = -70703.687688 nChanged 10 SP:Iteration 10F (111.281004 sec): 3 clusters Score: Raw -72025.774687 + Penalty 1319.412121 = -70706.362566 nChanged 7 SP:Iteration 11Q (111.282394 sec): 3 clusters Score: Raw -72028.881384 + Penalty 1322.716176 = -70706.165208 nChanged 4 SP:Iteration 12F (111.283952 sec): 3 clusters Score: Raw -72030.608410 + Penalty 1324.256007 = -70706.352403 nChanged 2 SP:Iteration 13Q (111.285345 sec): 3 clusters Score: Raw -72031.358847 + Penalty 1324.931256 = -70706.427591 nChanged 1 SP:Iteration 14Q (111.286729 sec): 3 clusters Score: Raw -72031.707823 + Penalty 1325.887846 = -70705.819977 nChanged 1 SP:Iteration 15F (111.288238 sec): 3 clusters Score: Raw -72032.832304 + Penalty 1327.681802 = -70705.150502 nChanged 2 SP:Iteration 16F (111.289760 sec): 3 clusters Score: Raw -72033.980634 + Penalty 1331.241875 = -70702.738759 nChanged 3 SP:Iteration 17F (111.291251 sec): 3 clusters Score: Raw -72035.711374 + Penalty 1334.656465 = -70701.054909 nChanged 4 SP:Iteration 18F (111.292815 sec): 3 clusters Score: Raw -72040.666905 + Penalty 1336.947578 = -70703.719327 nChanged 2 SP:Iteration 19Q (111.294217 sec): 3 clusters Score: Raw -72044.462250 + Penalty 1339.391942 = -70705.070308 nChanged 3 SP:Iteration 20F (111.295735 sec): 3 clusters Score: Raw -72048.447888 + Penalty 1340.967243 = -70707.480645 nChanged 2 SP:Iteration 21Q (111.297110 sec): 3 clusters Score: Raw -72049.677233 + Penalty 1342.930792 = -70706.746441 nChanged 2 SP:Iteration 22F (111.298641 sec): 3 clusters Score: Raw -72050.060605 + Penalty 1342.930792 = -70707.129813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.305419 sec): 2 clusters Score: Raw -125122.421172 + Penalty 542.851693 = -124579.569479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.308041 sec): 3 clusters Score: Raw -124376.214987 + Penalty 1108.568846 = -123267.646141 nChanged 536 SP:Iteration 1F (111.310663 sec): 3 clusters Score: Raw -124826.496541 + Penalty 1142.171959 = -123684.324582 nChanged 199 SP:Iteration 2F (111.313380 sec): 3 clusters Score: Raw -125042.768217 + Penalty 1164.785966 = -123877.982251 nChanged 88 SP:Iteration 3F (111.315967 sec): 3 clusters Score: Raw -125118.078853 + Penalty 1169.620545 = -123948.458308 nChanged 40 SP:Iteration 4Q (111.318530 sec): 3 clusters Score: Raw -125147.515701 + Penalty 1174.892142 = -123972.623558 nChanged 26 SP:Iteration 5Q (111.321078 sec): 3 clusters Score: Raw -125163.419175 + Penalty 1179.018970 = -123984.400205 nChanged 13 SP:Iteration 6Q (111.323692 sec): 3 clusters Score: Raw -125168.992804 + Penalty 1180.880476 = -123988.112328 nChanged 3 SP:Iteration 7Q (111.326198 sec): 3 clusters Score: Raw -125170.492842 + Penalty 1181.569078 = -123988.923764 nChanged 2 SP:Iteration 8Q (111.328694 sec): 3 clusters Score: Raw -125171.310065 + Penalty 1182.413403 = -123988.896662 nChanged 1 SP:Iteration 9F (111.331251 sec): 3 clusters Score: Raw -125171.420730 + Penalty 1182.360683 = -123989.060047 nChanged 1 SP:Iteration 10F (111.333831 sec): 3 clusters Score: Raw -125171.624119 + Penalty 1182.360683 = -123989.263436 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 19 (9409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.380075 sec): 2 clusters Score: Raw -815993.669495 + Penalty 297.895908 = -815695.773587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.398029 sec): 3 clusters Score: Raw -809724.247455 + Penalty 604.465490 = -809119.781965 nChanged 4361 SP:Iteration 1F (111.415354 sec): 3 clusters Score: Raw -812628.283493 + Penalty 617.596977 = -812010.686516 nChanged 1436 SP:Iteration 2F (111.432808 sec): 3 clusters Score: Raw -813541.211929 + Penalty 633.655630 = -812907.556299 nChanged 621 SP:Iteration 3F (111.450222 sec): 3 clusters Score: Raw -814014.939433 + Penalty 655.116895 = -813359.822538 nChanged 509 SP:Iteration 4F (111.467584 sec): 3 clusters Score: Raw -814476.290139 + Penalty 672.816175 = -813803.473963 nChanged 408 SP:Iteration 5Q (111.484750 sec): 3 clusters Score: Raw -814799.579441 + Penalty 685.175996 = -814114.403444 nChanged 309 SP:Iteration 6Q (111.501285 sec): 3 clusters Score: Raw -815008.601607 + Penalty 694.193609 = -814314.407997 nChanged 264 SP:Iteration 7Q (111.516893 sec): 3 clusters Score: Raw -815185.113036 + Penalty 697.131333 = -814487.981703 nChanged 200 SP:Iteration 8Q (111.532416 sec): 3 clusters Score: Raw -815320.209112 + Penalty 694.317771 = -814625.891341 nChanged 156 SP:Iteration 9Q (111.547459 sec): 3 clusters Score: Raw -815415.871601 + Penalty 691.073568 = -814724.798033 nChanged 118 SP:Iteration 10F (111.564929 sec): 3 clusters Score: Raw -815471.677259 + Penalty 687.823927 = -814783.853333 nChanged 101 SP:Iteration 11Q (111.579982 sec): 3 clusters Score: Raw -815515.539810 + Penalty 684.816145 = -814830.723665 nChanged 100 SP:Iteration 12Q (111.595615 sec): 3 clusters Score: Raw -815559.924359 + Penalty 676.285517 = -814883.638842 nChanged 100 SP:Iteration 13Q (111.610159 sec): 3 clusters Score: Raw -815607.131738 + Penalty 674.218211 = -814932.913527 nChanged 89 SP:Iteration 14Q (111.624581 sec): 3 clusters Score: Raw -815655.478867 + Penalty 656.696435 = -814998.782432 nChanged 109 SP:Iteration 15Q (111.638791 sec): 3 clusters Score: Raw -815733.678817 + Penalty 649.171356 = -815084.507461 nChanged 109 SP:Iteration 16Q (111.652949 sec): 3 clusters Score: Raw -815805.804336 + Penalty 645.423064 = -815160.381272 nChanged 74 SP:Iteration 17Q (111.667038 sec): 3 clusters Score: Raw -815849.718498 + Penalty 641.422110 = -815208.296388 nChanged 67 SP:Iteration 18Q (111.681208 sec): 3 clusters Score: Raw -815889.484379 + Penalty 628.986040 = -815260.498339 nChanged 66 SP:Iteration 19Q (111.695383 sec): 3 clusters Score: Raw -815937.896796 + Penalty 615.463600 = -815322.433196 nChanged 53 SP:Iteration 20F (111.712595 sec): 3 clusters Score: Raw -815982.844020 + Penalty 598.620672 = -815384.223348 nChanged 39 SP:Iteration 21Q (111.726236 sec): 3 clusters Score: Raw -816017.645681 + Penalty 578.425037 = -815439.220644 nChanged 19 SP:Iteration 22Q (111.739971 sec): 3 clusters Score: Raw -816033.192792 + Penalty 576.414068 = -815456.778724 nChanged 13 SP:Iteration 23Q (111.753628 sec): 3 clusters Score: Raw -816041.650418 + Penalty 601.716499 = -815439.933919 nChanged 11 SP:Iteration 24F (111.770685 sec): 3 clusters Score: Raw -816046.511126 + Penalty 602.132682 = -815444.378444 nChanged 2 SP:Iteration 25Q (111.784164 sec): 3 clusters Score: Raw -816051.024068 + Penalty 596.410316 = -815454.613752 nChanged 1 SP:Iteration 26Q (111.797763 sec): 3 clusters Score: Raw -816051.773126 + Penalty 596.410316 = -815455.362810 nChanged 0 SP:Iteration 27F (111.815036 sec): 3 clusters Score: Raw -816051.773126 + Penalty 596.410316 = -815455.362810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.822078 sec): 2 clusters Score: Raw -46635.112860 + Penalty 775.453834 = -45859.659025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.823174 sec): 3 clusters Score: Raw -46482.510421 + Penalty 1551.324733 = -44931.185688 nChanged 121 SP:Iteration 1F (111.824209 sec): 3 clusters Score: Raw -46583.019993 + Penalty 1551.523252 = -45031.496741 nChanged 26 SP:Iteration 2F (111.825236 sec): 3 clusters Score: Raw -46614.220641 + Penalty 1551.497727 = -45062.722914 nChanged 16 SP:Iteration 3Q (111.826254 sec): 3 clusters Score: Raw -46631.471110 + Penalty 1551.459435 = -45080.011675 nChanged 11 SP:Iteration 4Q (111.827317 sec): 3 clusters Score: Raw -46641.699448 + Penalty 1551.362504 = -45090.336945 nChanged 5 SP:Iteration 5Q (111.828338 sec): 3 clusters Score: Raw -46646.509355 + Penalty 1551.364031 = -45095.145324 nChanged 4 SP:Iteration 6Q (111.829352 sec): 3 clusters Score: Raw -46650.392267 + Penalty 1551.371497 = -45099.020770 nChanged 1 SP:Iteration 7Q (111.830364 sec): 3 clusters Score: Raw -46650.884412 + Penalty 1551.371497 = -45099.512916 nChanged 0 SP:Iteration 8F (111.831390 sec): 3 clusters Score: Raw -46650.884412 + Penalty 1551.371497 = -45099.512916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.833218 sec): 2 clusters Score: Raw -43147.027870 + Penalty 418.186337 = -42728.841532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.834243 sec): 3 clusters Score: Raw -42947.489187 + Penalty 844.065938 = -42103.423249 nChanged 143 SP:Iteration 1F (111.835247 sec): 3 clusters Score: Raw -43045.899215 + Penalty 860.949382 = -42184.949833 nChanged 46 SP:Iteration 2F (111.836249 sec): 3 clusters Score: Raw -43093.961120 + Penalty 888.458569 = -42205.502551 nChanged 33 SP:Iteration 3F (111.837270 sec): 3 clusters Score: Raw -43132.536690 + Penalty 908.396375 = -42224.140315 nChanged 22 SP:Iteration 4Q (111.838272 sec): 3 clusters Score: Raw -43155.891029 + Penalty 921.305691 = -42234.585338 nChanged 14 SP:Iteration 5Q (111.839254 sec): 3 clusters Score: Raw -43166.656252 + Penalty 926.135509 = -42240.520744 nChanged 5 SP:Iteration 6Q (111.840224 sec): 3 clusters Score: Raw -43168.638196 + Penalty 928.483871 = -42240.154325 nChanged 4 SP:Iteration 7F (111.841225 sec): 3 clusters Score: Raw -43173.937017 + Penalty 935.409145 = -42238.527872 nChanged 6 SP:Iteration 8F (111.842246 sec): 3 clusters Score: Raw -43177.996335 + Penalty 937.959000 = -42240.037335 nChanged 2 SP:Iteration 9Q (111.843234 sec): 3 clusters Score: Raw -43179.089478 + Penalty 936.076726 = -42243.012752 nChanged 3 SP:Iteration 10F (111.844316 sec): 3 clusters Score: Raw -43181.834567 + Penalty 936.076724 = -42245.757843 nChanged 2 SP:Iteration 11Q (111.845282 sec): 3 clusters Score: Raw -43184.923392 + Penalty 939.450734 = -42245.472658 nChanged 3 SP:Iteration 12F (111.846282 sec): 3 clusters Score: Raw -43189.586402 + Penalty 941.469832 = -42248.116570 nChanged 3 SP:Iteration 13Q (111.847240 sec): 3 clusters Score: Raw -43193.738612 + Penalty 941.420543 = -42252.318069 nChanged 2 SP:Iteration 14Q (111.848180 sec): 3 clusters Score: Raw -43195.465884 + Penalty 940.643757 = -42254.822126 nChanged 2 SP:Iteration 15Q (111.849132 sec): 3 clusters Score: Raw -43196.988276 + Penalty 940.643757 = -42256.344519 nChanged 0 SP:Iteration 16F (111.850133 sec): 3 clusters Score: Raw -43196.988276 + Penalty 940.643757 = -42256.344519 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 23 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.854860 sec): 2 clusters Score: Raw -117551.003726 + Penalty 588.699960 = -116962.303766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.857507 sec): 3 clusters Score: Raw -116871.848649 + Penalty 1177.399920 = -115694.448729 nChanged 472 SP:Iteration 1F (111.859959 sec): 3 clusters Score: Raw -117196.969468 + Penalty 1177.147337 = -116019.822131 nChanged 133 SP:Iteration 2F (111.862419 sec): 3 clusters Score: Raw -117315.414389 + Penalty 1177.508964 = -116137.905425 nChanged 97 SP:Iteration 3F (111.864856 sec): 3 clusters Score: Raw -117439.799428 + Penalty 1177.507239 = -116262.292189 nChanged 82 SP:Iteration 4F (111.867275 sec): 3 clusters Score: Raw -117553.463786 + Penalty 1177.644533 = -116375.819253 nChanged 67 SP:Iteration 5F (111.869727 sec): 3 clusters Score: Raw -117609.741851 + Penalty 1177.717202 = -116432.024649 nChanged 40 SP:Iteration 6Q (111.872085 sec): 3 clusters Score: Raw -117632.899835 + Penalty 1177.399920 = -116455.499916 nChanged 21 SP:Iteration 7Q (111.874404 sec): 3 clusters Score: Raw -117642.889143 + Penalty 1177.127986 = -116465.761157 nChanged 17 SP:Iteration 8Q (111.876745 sec): 3 clusters Score: Raw -117650.329484 + Penalty 1176.983334 = -116473.346151 nChanged 9 SP:Iteration 9Q (111.879077 sec): 3 clusters Score: Raw -117657.643419 + Penalty 1176.597476 = -116481.045943 nChanged 11 SP:Iteration 10F (111.881506 sec): 3 clusters Score: Raw -117664.337073 + Penalty 1175.969695 = -116488.367378 nChanged 12 SP:Iteration 11Q (111.883831 sec): 3 clusters Score: Raw -117674.773588 + Penalty 1175.545895 = -116499.227693 nChanged 12 SP:Iteration 12Q (111.886114 sec): 3 clusters Score: Raw -117685.486215 + Penalty 1175.184753 = -116510.301462 nChanged 9 SP:Iteration 13Q (111.888405 sec): 3 clusters Score: Raw -117690.235178 + Penalty 1175.122551 = -116515.112627 nChanged 3 SP:Iteration 14Q (111.890871 sec): 3 clusters Score: Raw -117691.211056 + Penalty 1174.818176 = -116516.392880 nChanged 4 SP:Iteration 15Q (111.893270 sec): 3 clusters Score: Raw -117692.128370 + Penalty 1174.808197 = -116517.320173 nChanged 2 SP:Iteration 16Q (111.895578 sec): 3 clusters Score: Raw -117692.260923 + Penalty 1174.808197 = -116517.452726 nChanged 0 SP:Iteration 17F (111.898003 sec): 3 clusters Score: Raw -117692.260923 + Penalty 1174.808197 = -116517.452726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.900461 sec): 2 clusters Score: Raw -43604.436753 + Penalty 562.834290 = -43041.602463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.901474 sec): 3 clusters Score: Raw -43419.368020 + Penalty 1124.013747 = -42295.354272 nChanged 130 SP:Iteration 1F (111.902457 sec): 3 clusters Score: Raw -43499.805104 + Penalty 1123.503844 = -42376.301260 nChanged 36 SP:Iteration 2F (111.903433 sec): 3 clusters Score: Raw -43540.512530 + Penalty 1123.776345 = -42416.736185 nChanged 26 SP:Iteration 3F (111.904409 sec): 3 clusters Score: Raw -43562.914482 + Penalty 1124.965676 = -42437.948806 nChanged 25 SP:Iteration 4F (111.905382 sec): 3 clusters Score: Raw -43592.672255 + Penalty 1130.571332 = -42462.100923 nChanged 26 SP:Iteration 5F (111.906375 sec): 3 clusters Score: Raw -43621.520813 + Penalty 1135.456795 = -42486.064018 nChanged 20 SP:Iteration 6Q (111.907343 sec): 3 clusters Score: Raw -43641.277684 + Penalty 1142.348899 = -42498.928785 nChanged 17 SP:Iteration 7Q (111.908310 sec): 3 clusters Score: Raw -43659.857443 + Penalty 1154.367831 = -42505.489612 nChanged 14 SP:Iteration 8Q (111.909271 sec): 3 clusters Score: Raw -43680.547252 + Penalty 1163.690898 = -42516.856354 nChanged 8 SP:Iteration 9Q (111.910247 sec): 3 clusters Score: Raw -43691.875103 + Penalty 1176.017553 = -42515.857549 nChanged 11 SP:Iteration 10F (111.911263 sec): 3 clusters Score: Raw -43708.854523 + Penalty 1179.915985 = -42528.938538 nChanged 6 SP:Iteration 11Q (111.912215 sec): 3 clusters Score: Raw -43719.790452 + Penalty 1185.050275 = -42534.740177 nChanged 4 SP:Iteration 12Q (111.913163 sec): 3 clusters Score: Raw -43726.811392 + Penalty 1189.214238 = -42537.597154 nChanged 3 SP:Iteration 13Q (111.914112 sec): 3 clusters Score: Raw -43731.708881 + Penalty 1190.978588 = -42540.730293 nChanged 2 SP:Iteration 14Q (111.915115 sec): 3 clusters Score: Raw -43733.802641 + Penalty 1190.978588 = -42542.824053 nChanged 0 SP:Iteration 15F (111.916145 sec): 3 clusters Score: Raw -43733.802641 + Penalty 1190.978588 = -42542.824053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.917455 sec): 2 clusters Score: Raw -27174.654092 + Penalty 776.117067 = -26398.537025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.918222 sec): 3 clusters Score: Raw -27147.443523 + Penalty 1552.006885 = -25595.436638 nChanged 55 SP:Iteration 1F (111.918976 sec): 3 clusters Score: Raw -27240.455292 + Penalty 1553.258381 = -25687.196911 nChanged 19 SP:Iteration 2F (111.919726 sec): 3 clusters Score: Raw -27277.782752 + Penalty 1553.136134 = -25724.646618 nChanged 11 SP:Iteration 3Q (111.920438 sec): 3 clusters Score: Raw -27301.516773 + Penalty 1553.368737 = -25748.148036 nChanged 9 SP:Iteration 4Q (111.921136 sec): 3 clusters Score: Raw -27316.593245 + Penalty 1553.226868 = -25763.366377 nChanged 5 SP:Iteration 5Q (111.921838 sec): 3 clusters Score: Raw -27329.754313 + Penalty 1553.626353 = -25776.127960 nChanged 4 SP:Iteration 6Q (111.922525 sec): 3 clusters Score: Raw -27339.217608 + Penalty 1553.684600 = -25785.533008 nChanged 3 SP:Iteration 7Q (111.923204 sec): 3 clusters Score: Raw -27345.098427 + Penalty 1553.684600 = -25791.413827 nChanged 0 SP:Iteration 8F (111.923932 sec): 3 clusters Score: Raw -27345.098427 + Penalty 1553.684600 = -25791.413827 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 31 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.927161 sec): 2 clusters Score: Raw -62199.231892 + Penalty 512.769342 = -61686.462550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.928504 sec): 3 clusters Score: Raw -61877.792714 + Penalty 1025.475535 = -60852.317179 nChanged 236 SP:Iteration 1F (111.929827 sec): 3 clusters Score: Raw -62084.255241 + Penalty 1026.006419 = -61058.248821 nChanged 68 SP:Iteration 2F (111.931152 sec): 3 clusters Score: Raw -62163.268942 + Penalty 1026.439452 = -61136.829490 nChanged 34 SP:Iteration 3F (111.932466 sec): 3 clusters Score: Raw -62204.221395 + Penalty 1027.317046 = -61176.904349 nChanged 28 SP:Iteration 4Q (111.933744 sec): 3 clusters Score: Raw -62236.105394 + Penalty 1027.406134 = -61208.699260 nChanged 21 SP:Iteration 5Q (111.935038 sec): 3 clusters Score: Raw -62252.672817 + Penalty 1026.807760 = -61225.865057 nChanged 12 SP:Iteration 6Q (111.936339 sec): 3 clusters Score: Raw -62257.959583 + Penalty 1026.541771 = -61231.417812 nChanged 8 SP:Iteration 7Q (111.937638 sec): 3 clusters Score: Raw -62261.123532 + Penalty 1026.448645 = -61234.674886 nChanged 3 SP:Iteration 8Q (111.938931 sec): 3 clusters Score: Raw -62262.649742 + Penalty 1026.270372 = -61236.379370 nChanged 2 SP:Iteration 9Q (111.940181 sec): 3 clusters Score: Raw -62263.787507 + Penalty 1026.213506 = -61237.574001 nChanged 3 SP:Iteration 10F (111.941498 sec): 3 clusters Score: Raw -62265.173361 + Penalty 1026.234389 = -61238.938972 nChanged 2 SP:Iteration 11Q (111.942732 sec): 3 clusters Score: Raw -62265.734326 + Penalty 1026.164004 = -61239.570322 nChanged 1 SP:Iteration 12Q (111.943989 sec): 3 clusters Score: Raw -62265.888394 + Penalty 1026.164004 = -61239.724391 nChanged 0 SP:Iteration 13F (111.945306 sec): 3 clusters Score: Raw -62265.888394 + Penalty 1026.164004 = -61239.724391 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 34 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.949174 sec): 2 clusters Score: Raw -80286.540986 + Penalty 364.210979 = -79922.330007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.951045 sec): 3 clusters Score: Raw -79795.155825 + Penalty 727.077352 = -79068.078473 nChanged 342 SP:Iteration 1F (111.952871 sec): 3 clusters Score: Raw -79951.436828 + Penalty 731.074315 = -79220.362513 nChanged 102 SP:Iteration 2F (111.954624 sec): 3 clusters Score: Raw -80027.719110 + Penalty 741.849788 = -79285.869322 nChanged 99 SP:Iteration 3F (111.956366 sec): 3 clusters Score: Raw -80107.284667 + Penalty 757.168383 = -79350.116285 nChanged 69 SP:Iteration 4F (111.958090 sec): 3 clusters Score: Raw -80164.373009 + Penalty 768.640145 = -79395.732864 nChanged 47 SP:Iteration 5F (111.959850 sec): 3 clusters Score: Raw -80204.609447 + Penalty 775.719179 = -79428.890268 nChanged 33 SP:Iteration 6Q (111.961579 sec): 3 clusters Score: Raw -80230.964277 + Penalty 799.502812 = -79431.461465 nChanged 30 SP:Iteration 7Q (111.963304 sec): 3 clusters Score: Raw -80256.902440 + Penalty 818.617701 = -79438.284739 nChanged 23 SP:Iteration 8Q (111.965042 sec): 3 clusters Score: Raw -80280.296881 + Penalty 849.260046 = -79431.036835 nChanged 18 SP:Iteration 9F (111.966788 sec): 3 clusters Score: Raw -80301.163016 + Penalty 893.159205 = -79408.003811 nChanged 14 SP:Iteration 10F (111.968489 sec): 3 clusters Score: Raw -80319.162021 + Penalty 966.637739 = -79352.524282 nChanged 9 SP:Iteration 11F (111.970219 sec): 3 clusters Score: Raw -80336.438315 + Penalty 1012.444751 = -79323.993564 nChanged 3 SP:Iteration 12F (111.971928 sec): 3 clusters Score: Raw -80352.197790 + Penalty 1060.640488 = -79291.557302 nChanged 3 SP:Iteration 13F (111.973632 sec): 3 clusters Score: Raw -80369.816353 + Penalty 1088.049988 = -79281.766365 nChanged 2 SP:Iteration 14F (111.975356 sec): 3 clusters Score: Raw -80380.620051 + Penalty 1088.049988 = -79292.570062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.977531 sec): 2 clusters Score: Raw -30144.289340 + Penalty 572.373177 = -29571.916164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.978377 sec): 3 clusters Score: Raw -30068.532083 + Penalty 1145.310548 = -28923.221535 nChanged 92 SP:Iteration 1F (111.979205 sec): 3 clusters Score: Raw -30183.275879 + Penalty 1151.512513 = -29031.763365 nChanged 21 SP:Iteration 2F (111.980022 sec): 3 clusters Score: Raw -30219.050680 + Penalty 1165.413999 = -29053.636681 nChanged 21 SP:Iteration 3F (111.980891 sec): 3 clusters Score: Raw -30244.084290 + Penalty 1173.037610 = -29071.046680 nChanged 11 SP:Iteration 4Q (111.981677 sec): 3 clusters Score: Raw -30255.548056 + Penalty 1185.092945 = -29070.455111 nChanged 10 SP:Iteration 5F (111.982537 sec): 3 clusters Score: Raw -30277.851716 + Penalty 1200.031630 = -29077.820085 nChanged 12 SP:Iteration 6Q (111.983344 sec): 3 clusters Score: Raw -30302.996233 + Penalty 1221.599519 = -29081.396714 nChanged 13 SP:Iteration 7Q (111.984149 sec): 3 clusters Score: Raw -30323.842472 + Penalty 1245.066148 = -29078.776325 nChanged 12 SP:Iteration 8F (111.984993 sec): 3 clusters Score: Raw -30341.816063 + Penalty 1260.489186 = -29081.326876 nChanged 8 SP:Iteration 9Q (111.985739 sec): 3 clusters Score: Raw -30351.678828 + Penalty 1270.436390 = -29081.242438 nChanged 5 SP:Iteration 10F (111.986554 sec): 3 clusters Score: Raw -30357.152399 + Penalty 1272.778177 = -29084.374222 nChanged 1 SP:Iteration 11Q (111.987290 sec): 3 clusters Score: Raw -30357.993543 + Penalty 1274.443956 = -29083.549587 nChanged 1 SP:Iteration 12F (111.988107 sec): 3 clusters Score: Raw -30359.260448 + Penalty 1280.748803 = -29078.511645 nChanged 2 SP:Iteration 13F (111.988951 sec): 3 clusters Score: Raw -30360.334300 + Penalty 1280.748803 = -29079.585497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 37 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.990987 sec): 2 clusters Score: Raw -52808.765712 + Penalty 313.256988 = -52495.508724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.992227 sec): 3 clusters Score: Raw -52495.240253 + Penalty 622.701967 = -51872.538286 nChanged 217 SP:Iteration 1F (111.993502 sec): 3 clusters Score: Raw -52673.151593 + Penalty 614.012640 = -52059.138953 nChanged 82 SP:Iteration 2F (111.994802 sec): 3 clusters Score: Raw -52748.001635 + Penalty 601.607412 = -52146.394223 nChanged 51 SP:Iteration 3F (111.996091 sec): 3 clusters Score: Raw -52793.580551 + Penalty 596.393466 = -52197.187085 nChanged 24 SP:Iteration 4Q (111.997365 sec): 3 clusters Score: Raw -52815.344640 + Penalty 593.551446 = -52221.793194 nChanged 14 SP:Iteration 5Q (111.998583 sec): 3 clusters Score: Raw -52828.275225 + Penalty 594.638246 = -52233.636980 nChanged 12 SP:Iteration 6Q (111.999785 sec): 3 clusters Score: Raw -52836.281144 + Penalty 592.646817 = -52243.634327 nChanged 7 SP:Iteration 7Q (112.000976 sec): 3 clusters Score: Raw -52841.974096 + Penalty 591.884414 = -52250.089682 nChanged 5 SP:Iteration 8Q (112.002165 sec): 3 clusters Score: Raw -52845.134363 + Penalty 591.935440 = -52253.198923 nChanged 5 SP:Iteration 9Q (112.003355 sec): 3 clusters Score: Raw -52847.196737 + Penalty 592.945606 = -52254.251131 nChanged 2 SP:Iteration 10F (112.004585 sec): 3 clusters Score: Raw -52847.671056 + Penalty 592.945606 = -52254.725450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.006086 sec): 2 clusters Score: Raw -33023.826938 + Penalty 328.755322 = -32695.071615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.006941 sec): 3 clusters Score: Raw -32860.295126 + Penalty 702.257473 = -32158.037653 nChanged 111 SP:Iteration 1F (112.007788 sec): 3 clusters Score: Raw -32993.476247 + Penalty 793.251146 = -32200.225102 nChanged 55 SP:Iteration 2F (112.008634 sec): 3 clusters Score: Raw -33082.653644 + Penalty 859.850489 = -32222.803155 nChanged 20 SP:Iteration 3F (112.009476 sec): 3 clusters Score: Raw -33120.159262 + Penalty 913.679684 = -32206.479578 nChanged 10 SP:Iteration 4F (112.010317 sec): 3 clusters Score: Raw -33144.928331 + Penalty 916.303105 = -32228.625226 nChanged 1 SP:Iteration 5Q (112.011049 sec): 3 clusters Score: Raw -33146.951063 + Penalty 918.678491 = -32228.272572 nChanged 2 SP:Iteration 6F (112.011909 sec): 3 clusters Score: Raw -33151.482471 + Penalty 922.151905 = -32229.330566 nChanged 3 SP:Iteration 7Q (112.012641 sec): 3 clusters Score: Raw -33162.188539 + Penalty 929.230195 = -32232.958344 nChanged 4 SP:Iteration 8Q (112.013367 sec): 3 clusters Score: Raw -33173.950970 + Penalty 938.326743 = -32235.624227 nChanged 3 SP:Iteration 9Q (112.014093 sec): 3 clusters Score: Raw -33185.447217 + Penalty 933.903348 = -32251.543868 nChanged 2 SP:Iteration 10F (112.014935 sec): 3 clusters Score: Raw -33189.536954 + Penalty 934.403570 = -32255.133384 nChanged 1 SP:Iteration 11Q (112.015656 sec): 3 clusters Score: Raw -33192.638307 + Penalty 934.403570 = -32258.234737 nChanged 0 SP:Iteration 12F (112.016517 sec): 3 clusters Score: Raw -33192.638307 + Penalty 934.403570 = -32258.234737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 40 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.019554 sec): 2 clusters Score: Raw -68978.829347 + Penalty 877.665538 = -68101.163809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.021116 sec): 3 clusters Score: Raw -68692.878434 + Penalty 1751.132921 = -66941.745513 nChanged 236 SP:Iteration 1F (112.022646 sec): 3 clusters Score: Raw -68876.251362 + Penalty 1747.042955 = -67129.208406 nChanged 70 SP:Iteration 2F (112.024200 sec): 3 clusters Score: Raw -68954.195857 + Penalty 1748.133830 = -67206.062027 nChanged 46 SP:Iteration 3F (112.025702 sec): 3 clusters Score: Raw -69006.893231 + Penalty 1752.400616 = -67254.492615 nChanged 37 SP:Iteration 4Q (112.027203 sec): 3 clusters Score: Raw -69057.622209 + Penalty 1754.640455 = -67302.981754 nChanged 18 SP:Iteration 5Q (112.028737 sec): 3 clusters Score: Raw -69074.513487 + Penalty 1756.676486 = -67317.837001 nChanged 12 SP:Iteration 6Q (112.030267 sec): 3 clusters Score: Raw -69085.169235 + Penalty 1759.082259 = -67326.086976 nChanged 9 SP:Iteration 7Q (112.031867 sec): 3 clusters Score: Raw -69098.406390 + Penalty 1760.697199 = -67337.709191 nChanged 10 SP:Iteration 8Q (112.033635 sec): 3 clusters Score: Raw -69112.281277 + Penalty 1765.514568 = -67346.766710 nChanged 11 SP:Iteration 9Q (112.035337 sec): 3 clusters Score: Raw -69129.266887 + Penalty 1769.792418 = -67359.474469 nChanged 12 SP:Iteration 10F (112.036994 sec): 3 clusters Score: Raw -69145.845654 + Penalty 1772.724641 = -67373.121013 nChanged 6 SP:Iteration 11Q (112.038560 sec): 3 clusters Score: Raw -69173.316052 + Penalty 1776.439766 = -67396.876286 nChanged 13 SP:Iteration 12Q (112.040119 sec): 3 clusters Score: Raw -69192.648772 + Penalty 1777.913923 = -67414.734850 nChanged 11 SP:Iteration 13Q (112.041654 sec): 3 clusters Score: Raw -69201.144878 + Penalty 1778.291533 = -67422.853345 nChanged 6 SP:Iteration 14Q (112.043193 sec): 3 clusters Score: Raw -69206.393796 + Penalty 1778.287752 = -67428.106044 nChanged 5 SP:Iteration 15Q (112.044721 sec): 3 clusters Score: Raw -69211.287383 + Penalty 1778.109181 = -67433.178202 nChanged 3 SP:Iteration 16Q (112.046263 sec): 3 clusters Score: Raw -69212.824502 + Penalty 1778.085155 = -67434.739347 nChanged 1 SP:Iteration 17Q (112.047841 sec): 3 clusters Score: Raw -69214.099467 + Penalty 1778.379875 = -67435.719592 nChanged 1 SP:Iteration 18Q (112.049472 sec): 3 clusters Score: Raw -69215.578111 + Penalty 1778.379875 = -67437.198236 nChanged 0 SP:Iteration 19F (112.051169 sec): 3 clusters Score: Raw -69215.578111 + Penalty 1778.379875 = -67437.198236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.052880 sec): 2 clusters Score: Raw -3781.854213 + Penalty 498.283448 = -3283.570766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.053282 sec): 3 clusters Score: Raw -4049.063205 + Penalty 997.141558 = -3051.921647 nChanged 10 SP:Iteration 1F (112.053688 sec): 3 clusters Score: Raw -4086.550576 + Penalty 995.890836 = -3090.659739 nChanged 1 SP:Iteration 2Q (112.054046 sec): 3 clusters Score: Raw -4094.084799 + Penalty 995.890836 = -3098.193962 nChanged 0 SP:Iteration 3F (112.054431 sec): 3 clusters Score: Raw -4094.084799 + Penalty 995.890836 = -3098.193962 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 45 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.058386 sec): 2 clusters Score: Raw -93821.857599 + Penalty 500.926177 = -93320.931422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.060601 sec): 3 clusters Score: Raw -93288.295531 + Penalty 1000.853761 = -92287.441770 nChanged 385 SP:Iteration 1F (112.062769 sec): 3 clusters Score: Raw -93553.571522 + Penalty 997.005986 = -92556.565536 nChanged 126 SP:Iteration 2F (112.064905 sec): 3 clusters Score: Raw -93680.445549 + Penalty 994.381675 = -92686.063874 nChanged 77 SP:Iteration 3F (112.066966 sec): 3 clusters Score: Raw -93747.263456 + Penalty 992.049090 = -92755.214366 nChanged 57 SP:Iteration 4F (112.069089 sec): 3 clusters Score: Raw -93793.390341 + Penalty 991.065244 = -92802.325097 nChanged 39 SP:Iteration 5Q (112.071156 sec): 3 clusters Score: Raw -93822.460498 + Penalty 991.974135 = -92830.486363 nChanged 30 SP:Iteration 6Q (112.073146 sec): 3 clusters Score: Raw -93840.939665 + Penalty 992.447540 = -92848.492125 nChanged 17 SP:Iteration 7Q (112.075066 sec): 3 clusters Score: Raw -93846.653424 + Penalty 992.859171 = -92853.794253 nChanged 11 SP:Iteration 8Q (112.076993 sec): 3 clusters Score: Raw -93850.385269 + Penalty 992.513722 = -92857.871547 nChanged 10 SP:Iteration 9Q (112.078871 sec): 3 clusters Score: Raw -93854.434271 + Penalty 992.460576 = -92861.973695 nChanged 10 SP:Iteration 10F (112.080844 sec): 3 clusters Score: Raw -93861.194971 + Penalty 992.334796 = -92868.860175 nChanged 7 SP:Iteration 11Q (112.082758 sec): 3 clusters Score: Raw -93865.435934 + Penalty 991.832262 = -92873.603672 nChanged 4 SP:Iteration 12Q (112.084666 sec): 3 clusters Score: Raw -93867.887568 + Penalty 991.401640 = -92876.485928 nChanged 2 SP:Iteration 13Q (112.086554 sec): 3 clusters Score: Raw -93868.081572 + Penalty 991.401640 = -92876.679932 nChanged 0 SP:Iteration 14F (112.088478 sec): 3 clusters Score: Raw -93868.081572 + Penalty 991.401640 = -92876.679932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.090316 sec): 2 clusters Score: Raw -26806.469255 + Penalty 536.157950 = -26270.311305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.091068 sec): 3 clusters Score: Raw -26691.673097 + Penalty 1075.405743 = -25616.267354 nChanged 87 SP:Iteration 1F (112.091803 sec): 3 clusters Score: Raw -26785.047562 + Penalty 1078.440759 = -25706.606804 nChanged 30 SP:Iteration 2F (112.092532 sec): 3 clusters Score: Raw -26824.261358 + Penalty 1077.973485 = -25746.287873 nChanged 14 SP:Iteration 3Q (112.093249 sec): 3 clusters Score: Raw -26853.572939 + Penalty 1075.149001 = -25778.423938 nChanged 11 SP:Iteration 4Q (112.093965 sec): 3 clusters Score: Raw -26868.936468 + Penalty 1072.989303 = -25795.947165 nChanged 11 SP:Iteration 5Q (112.094707 sec): 3 clusters Score: Raw -26892.964016 + Penalty 1070.550930 = -25822.413085 nChanged 10 SP:Iteration 6Q (112.095486 sec): 3 clusters Score: Raw -26910.660500 + Penalty 1067.851959 = -25842.808541 nChanged 14 SP:Iteration 7Q (112.096230 sec): 3 clusters Score: Raw -26935.602224 + Penalty 1065.736386 = -25869.865839 nChanged 9 SP:Iteration 8Q (112.096952 sec): 3 clusters Score: Raw -26949.240780 + Penalty 1063.828930 = -25885.411850 nChanged 4 SP:Iteration 9Q (112.097663 sec): 3 clusters Score: Raw -26955.979203 + Penalty 1062.185735 = -25893.793468 nChanged 3 SP:Iteration 10F (112.098420 sec): 3 clusters Score: Raw -26963.907333 + Penalty 1060.382654 = -25903.524679 nChanged 3 SP:Iteration 11Q (112.099127 sec): 3 clusters Score: Raw -26969.273641 + Penalty 1060.382654 = -25908.890987 nChanged 0 SP:Iteration 12F (112.099882 sec): 3 clusters Score: Raw -26969.273641 + Penalty 1060.382654 = -25908.890987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.101521 sec): 2 clusters Score: Raw -14885.753803 + Penalty 417.811850 = -14467.941954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.102017 sec): 3 clusters Score: Raw -14870.088249 + Penalty 838.027026 = -14032.061222 nChanged 39 SP:Iteration 1F (112.102503 sec): 3 clusters Score: Raw -14930.416818 + Penalty 850.700001 = -14079.716817 nChanged 17 SP:Iteration 2F (112.102989 sec): 3 clusters Score: Raw -14953.662525 + Penalty 858.249388 = -14095.413136 nChanged 3 SP:Iteration 3Q (112.103463 sec): 3 clusters Score: Raw -14957.681164 + Penalty 855.982454 = -14101.698709 nChanged 1 SP:Iteration 4Q (112.103958 sec): 3 clusters Score: Raw -14958.281052 + Penalty 855.982454 = -14102.298598 nChanged 0 SP:Iteration 5F (112.104448 sec): 3 clusters Score: Raw -14958.281052 + Penalty 855.982454 = -14102.298598 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 57 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.111223 sec): 2 clusters Score: Raw -88948.634190 + Penalty 318.564706 = -88630.069485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.113154 sec): 3 clusters Score: Raw -88375.391391 + Penalty 635.126766 = -87740.264625 nChanged 392 SP:Iteration 1F (112.115061 sec): 3 clusters Score: Raw -88659.292809 + Penalty 631.499659 = -88027.793150 nChanged 145 SP:Iteration 2F (112.116910 sec): 3 clusters Score: Raw -88795.340678 + Penalty 629.107907 = -88166.232771 nChanged 82 SP:Iteration 3F (112.118790 sec): 3 clusters Score: Raw -88875.829335 + Penalty 627.982994 = -88247.846342 nChanged 49 SP:Iteration 4F (112.120671 sec): 3 clusters Score: Raw -88909.446332 + Penalty 627.198482 = -88282.247851 nChanged 33 SP:Iteration 5Q (112.122498 sec): 3 clusters Score: Raw -88936.513325 + Penalty 627.340512 = -88309.172813 nChanged 32 SP:Iteration 6Q (112.124347 sec): 3 clusters Score: Raw -88957.849703 + Penalty 625.592038 = -88332.257665 nChanged 18 SP:Iteration 7Q (112.126157 sec): 3 clusters Score: Raw -88967.841707 + Penalty 625.328885 = -88342.512822 nChanged 7 SP:Iteration 8Q (112.127970 sec): 3 clusters Score: Raw -88969.908216 + Penalty 624.454962 = -88345.453254 nChanged 7 SP:Iteration 9Q (112.129789 sec): 3 clusters Score: Raw -88971.519199 + Penalty 624.596098 = -88346.923101 nChanged 5 SP:Iteration 10F (112.131647 sec): 3 clusters Score: Raw -88971.940102 + Penalty 624.984754 = -88346.955348 nChanged 3 SP:Iteration 11Q (112.133458 sec): 3 clusters Score: Raw -88973.682992 + Penalty 625.144164 = -88348.538828 nChanged 3 SP:Iteration 12Q (112.135296 sec): 3 clusters Score: Raw -88974.943336 + Penalty 624.397013 = -88350.546323 nChanged 5 SP:Iteration 13Q (112.137165 sec): 3 clusters Score: Raw -88976.025393 + Penalty 624.418301 = -88351.607092 nChanged 4 SP:Iteration 14Q (112.139002 sec): 3 clusters Score: Raw -88976.655196 + Penalty 625.397271 = -88351.257925 nChanged 4 SP:Iteration 15F (112.140895 sec): 3 clusters Score: Raw -88977.816308 + Penalty 627.029488 = -88350.786820 nChanged 9 SP:Iteration 16F (112.142774 sec): 3 clusters Score: Raw -88980.648232 + Penalty 628.497679 = -88352.150554 nChanged 8 SP:Iteration 17Q (112.144628 sec): 3 clusters Score: Raw -88982.617276 + Penalty 629.432584 = -88353.184692 nChanged 4 SP:Iteration 18Q (112.146448 sec): 3 clusters Score: Raw -88983.077063 + Penalty 629.916389 = -88353.160675 nChanged 2 SP:Iteration 19F (112.148336 sec): 3 clusters Score: Raw -88983.228254 + Penalty 629.916389 = -88353.311865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.149443 sec): 2 clusters Score: Raw -3238.718722 + Penalty 94.239079 = -3144.479644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.149746 sec): 3 clusters Score: Raw -3266.767205 + Penalty 187.524756 = -3079.242449 nChanged 13 SP:Iteration 1F (112.150037 sec): 3 clusters Score: Raw -3286.587786 + Penalty 188.765398 = -3097.822387 nChanged 3 SP:Iteration 2F (112.150318 sec): 3 clusters Score: Raw -3290.562093 + Penalty 188.765398 = -3101.796694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.151506 sec): 2 clusters Score: Raw -9734.639557 + Penalty 261.611149 = -9473.028408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.151946 sec): 3 clusters Score: Raw -9751.329287 + Penalty 524.726472 = -9226.602815 nChanged 20 SP:Iteration 1F (112.152379 sec): 3 clusters Score: Raw -9805.785106 + Penalty 543.675111 = -9262.109994 nChanged 17 SP:Iteration 2F (112.152813 sec): 3 clusters Score: Raw -9850.168123 + Penalty 549.351667 = -9300.816456 nChanged 6 SP:Iteration 3Q (112.153228 sec): 3 clusters Score: Raw -9869.203472 + Penalty 553.071572 = -9316.131900 nChanged 2 SP:Iteration 4Q (112.153627 sec): 3 clusters Score: Raw -9871.429037 + Penalty 553.688100 = -9317.740937 nChanged 1 SP:Iteration 5Q (112.154047 sec): 3 clusters Score: Raw -9872.557833 + Penalty 558.080551 = -9314.477283 nChanged 1 SP:Iteration 6F (112.154480 sec): 3 clusters Score: Raw -9873.835743 + Penalty 558.080551 = -9315.755192 nChanged 0 Iteration 219Q (112.296068 sec): 29 clusters Score: Raw -3286067.199587 + Penalty 23020.805908 = -3263046.393679 nChanged 4 Iteration 220F (112.833089 sec): 29 clusters Score: Raw -3286067.820514 + Penalty 23021.580014 = -3263046.240501 nChanged 2 Iteration 221F (113.371074 sec): 29 clusters Score: Raw -3286068.246160 + Penalty 23021.580014 = -3263046.666147 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 -3286068.246160 + Penalty 23021.580014 = -3263046.666147Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.495078 sec): 2 clusters Score: Raw -38862.749086 + Penalty 551.534321 = -38311.214765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.496047 sec): 3 clusters Score: Raw -38684.745164 + Penalty 1099.828699 = -37584.916465 nChanged 112 SP:Iteration 1F (113.496980 sec): 3 clusters Score: Raw -38768.238844 + Penalty 1098.092266 = -37670.146579 nChanged 34 SP:Iteration 2F (113.497910 sec): 3 clusters Score: Raw -38814.681718 + Penalty 1098.253943 = -37716.427774 nChanged 25 SP:Iteration 3F (113.498835 sec): 3 clusters Score: Raw -38837.096917 + Penalty 1098.609202 = -37738.487715 nChanged 17 SP:Iteration 4Q (113.499749 sec): 3 clusters Score: Raw -38852.191960 + Penalty 1098.159636 = -37754.032324 nChanged 11 SP:Iteration 5Q (113.500668 sec): 3 clusters Score: Raw -38863.429715 + Penalty 1097.623003 = -37765.806712 nChanged 8 SP:Iteration 6Q (113.501581 sec): 3 clusters Score: Raw -38871.772077 + Penalty 1097.944019 = -37773.828058 nChanged 3 SP:Iteration 7Q (113.502488 sec): 3 clusters Score: Raw -38873.315102 + Penalty 1098.528816 = -37774.786286 nChanged 2 SP:Iteration 8Q (113.503392 sec): 3 clusters Score: Raw -38874.330508 + Penalty 1098.783770 = -37775.546738 nChanged 3 SP:Iteration 9Q (113.504299 sec): 3 clusters Score: Raw -38875.428133 + Penalty 1098.783770 = -37776.644363 nChanged 0 SP:Iteration 10F (113.505227 sec): 3 clusters Score: Raw -38875.428133 + Penalty 1098.783770 = -37776.644363 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 3 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.511903 sec): 2 clusters Score: Raw -120012.811930 + Penalty 423.433794 = -119589.378136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.514350 sec): 3 clusters Score: Raw -119252.254775 + Penalty 844.266833 = -118407.987942 nChanged 532 SP:Iteration 1F (113.516777 sec): 3 clusters Score: Raw -119637.745329 + Penalty 837.082465 = -118800.662864 nChanged 138 SP:Iteration 2F (113.519183 sec): 3 clusters Score: Raw -119742.335874 + Penalty 833.338898 = -118908.996976 nChanged 73 SP:Iteration 3F (113.521605 sec): 3 clusters Score: Raw -119782.265714 + Penalty 833.690588 = -118948.575125 nChanged 44 SP:Iteration 4Q (113.523980 sec): 3 clusters Score: Raw -119799.254472 + Penalty 835.328476 = -118963.925997 nChanged 36 SP:Iteration 5Q (113.526389 sec): 3 clusters Score: Raw -119818.547131 + Penalty 839.433016 = -118979.114115 nChanged 42 SP:Iteration 6Q (113.528831 sec): 3 clusters Score: Raw -119837.423894 + Penalty 844.481967 = -118992.941927 nChanged 33 SP:Iteration 7Q (113.531268 sec): 3 clusters Score: Raw -119851.299886 + Penalty 850.210034 = -119001.089851 nChanged 34 SP:Iteration 8Q (113.533689 sec): 3 clusters Score: Raw -119868.848532 + Penalty 858.166880 = -119010.681653 nChanged 40 SP:Iteration 9Q (113.536112 sec): 3 clusters Score: Raw -119886.092141 + Penalty 865.824743 = -119020.267398 nChanged 32 SP:Iteration 10F (113.538567 sec): 3 clusters Score: Raw -119899.859923 + Penalty 873.379907 = -119026.480017 nChanged 30 SP:Iteration 11Q (113.540980 sec): 3 clusters Score: Raw -119909.812614 + Penalty 880.273853 = -119029.538761 nChanged 24 SP:Iteration 12Q (113.543325 sec): 3 clusters Score: Raw -119919.134835 + Penalty 888.949678 = -119030.185157 nChanged 31 SP:Iteration 13Q (113.545723 sec): 3 clusters Score: Raw -119932.611206 + Penalty 900.976560 = -119031.634646 nChanged 40 SP:Iteration 14Q (113.548049 sec): 3 clusters Score: Raw -119953.218615 + Penalty 918.376179 = -119034.842436 nChanged 47 SP:Iteration 15Q (113.550378 sec): 3 clusters Score: Raw -119983.214316 + Penalty 932.317790 = -119050.896526 nChanged 38 SP:Iteration 16Q (113.552762 sec): 3 clusters Score: Raw -120005.828031 + Penalty 947.101020 = -119058.727011 nChanged 32 SP:Iteration 17Q (113.555112 sec): 3 clusters Score: Raw -120023.566113 + Penalty 958.347946 = -119065.218167 nChanged 26 SP:Iteration 18Q (113.557353 sec): 3 clusters Score: Raw -120038.083349 + Penalty 967.917471 = -119070.165878 nChanged 25 SP:Iteration 19Q (113.559600 sec): 3 clusters Score: Raw -120048.747133 + Penalty 976.358285 = -119072.388849 nChanged 19 SP:Iteration 20F (113.562140 sec): 3 clusters Score: Raw -120058.390141 + Penalty 981.330505 = -119077.059636 nChanged 13 SP:Iteration 21Q (113.564454 sec): 3 clusters Score: Raw -120065.099463 + Penalty 984.683144 = -119080.416319 nChanged 10 SP:Iteration 22Q (113.566700 sec): 3 clusters Score: Raw -120072.508156 + Penalty 986.711219 = -119085.796936 nChanged 6 SP:Iteration 23Q (113.568919 sec): 3 clusters Score: Raw -120074.202438 + Penalty 989.054802 = -119085.147636 nChanged 3 SP:Iteration 24F (113.571404 sec): 3 clusters Score: Raw -120074.961186 + Penalty 988.172759 = -119086.788427 nChanged 2 SP:Iteration 25Q (113.573635 sec): 3 clusters Score: Raw -120076.987998 + Penalty 989.360834 = -119087.627164 nChanged 3 SP:Iteration 26Q (113.575801 sec): 3 clusters Score: Raw -120078.073145 + Penalty 991.762819 = -119086.310326 nChanged 2 SP:Iteration 27F (113.578243 sec): 3 clusters Score: Raw -120078.736103 + Penalty 992.562187 = -119086.173917 nChanged 2 SP:Iteration 28F (113.580679 sec): 3 clusters Score: Raw -120078.859597 + Penalty 992.578572 = -119086.281026 nChanged 2 SP:Iteration 29Q (113.582848 sec): 3 clusters Score: Raw -120079.586453 + Penalty 992.503124 = -119087.083329 nChanged 1 SP:Iteration 30F (113.585251 sec): 3 clusters Score: Raw -120079.794650 + Penalty 992.924853 = -119086.869797 nChanged 1 SP:Iteration 31F (113.587674 sec): 3 clusters Score: Raw -120080.075183 + Penalty 992.924853 = -119087.150330 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 4 (8066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.623108 sec): 2 clusters Score: Raw -711347.337028 + Penalty 255.667422 = -711091.669606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.638622 sec): 3 clusters Score: Raw -705992.673446 + Penalty 512.922977 = -705479.750469 nChanged 3861 SP:Iteration 1F (113.653315 sec): 3 clusters Score: Raw -708764.531009 + Penalty 510.982509 = -708253.548499 nChanged 1014 SP:Iteration 2F (113.668067 sec): 3 clusters Score: Raw -709241.754998 + Penalty 510.630058 = -708731.124940 nChanged 470 SP:Iteration 3F (113.682897 sec): 3 clusters Score: Raw -709502.980170 + Penalty 511.570272 = -708991.409898 nChanged 362 SP:Iteration 4Q (113.697682 sec): 3 clusters Score: Raw -709765.932406 + Penalty 513.434426 = -709252.497980 nChanged 311 SP:Iteration 5Q (113.712483 sec): 3 clusters Score: Raw -709931.893205 + Penalty 514.712804 = -709417.180401 nChanged 235 SP:Iteration 6Q (113.727325 sec): 3 clusters Score: Raw -710030.438636 + Penalty 515.873375 = -709514.565261 nChanged 181 SP:Iteration 7Q (113.742355 sec): 3 clusters Score: Raw -710092.549903 + Penalty 516.155786 = -709576.394117 nChanged 149 SP:Iteration 8Q (113.756967 sec): 3 clusters Score: Raw -710128.757024 + Penalty 516.073167 = -709612.683857 nChanged 100 SP:Iteration 9Q (113.771722 sec): 3 clusters Score: Raw -710146.695538 + Penalty 515.839877 = -709630.855662 nChanged 90 SP:Iteration 10F (113.786539 sec): 3 clusters Score: Raw -710168.206241 + Penalty 514.825262 = -709653.380979 nChanged 93 SP:Iteration 11Q (113.801076 sec): 3 clusters Score: Raw -710190.215008 + Penalty 513.844260 = -709676.370749 nChanged 89 SP:Iteration 12Q (113.815848 sec): 3 clusters Score: Raw -710210.104663 + Penalty 513.313411 = -709696.791252 nChanged 89 SP:Iteration 13Q (113.830335 sec): 3 clusters Score: Raw -710225.597754 + Penalty 513.200370 = -709712.397384 nChanged 72 SP:Iteration 14Q (113.845051 sec): 3 clusters Score: Raw -710237.256588 + Penalty 513.308102 = -709723.948486 nChanged 68 SP:Iteration 15Q (113.859624 sec): 3 clusters Score: Raw -710247.924996 + Penalty 513.759257 = -709734.165739 nChanged 67 SP:Iteration 16Q (113.874170 sec): 3 clusters Score: Raw -710258.397515 + Penalty 514.816694 = -709743.580821 nChanged 73 SP:Iteration 17Q (113.888658 sec): 3 clusters Score: Raw -710267.241726 + Penalty 516.079912 = -709751.161814 nChanged 58 SP:Iteration 18Q (113.903481 sec): 3 clusters Score: Raw -710273.361312 + Penalty 517.262061 = -709756.099251 nChanged 52 SP:Iteration 19Q (113.917977 sec): 3 clusters Score: Raw -710278.153715 + Penalty 517.969389 = -709760.184327 nChanged 47 SP:Iteration 20F (113.932750 sec): 3 clusters Score: Raw -710281.260261 + Penalty 518.853965 = -709762.406296 nChanged 34 SP:Iteration 21Q (113.947676 sec): 3 clusters Score: Raw -710283.458989 + Penalty 519.807732 = -709763.651257 nChanged 29 SP:Iteration 22Q (113.962492 sec): 3 clusters Score: Raw -710285.086478 + Penalty 520.731594 = -709764.354884 nChanged 26 SP:Iteration 23Q (113.977088 sec): 3 clusters Score: Raw -710286.678792 + Penalty 521.889689 = -709764.789103 nChanged 36 SP:Iteration 24Q (113.992001 sec): 3 clusters Score: Raw -710289.878025 + Penalty 523.518625 = -709766.359400 nChanged 48 SP:Iteration 25Q (114.006472 sec): 3 clusters Score: Raw -710294.565100 + Penalty 525.116092 = -709769.449008 nChanged 49 SP:Iteration 26Q (114.021035 sec): 3 clusters Score: Raw -710299.811252 + Penalty 526.869094 = -709772.942158 nChanged 56 SP:Iteration 27Q (114.035907 sec): 3 clusters Score: Raw -710305.615766 + Penalty 528.472648 = -709777.143118 nChanged 58 SP:Iteration 28Q (114.050906 sec): 3 clusters Score: Raw -710311.634326 + Penalty 530.263703 = -709781.370623 nChanged 58 SP:Iteration 29Q (114.065528 sec): 3 clusters Score: Raw -710317.171999 + Penalty 532.130524 = -709785.041476 nChanged 54 SP:Iteration 30F (114.080279 sec): 3 clusters Score: Raw -710322.362082 + Penalty 534.199277 = -709788.162804 nChanged 63 SP:Iteration 31Q (114.094802 sec): 3 clusters Score: Raw -710329.242328 + Penalty 536.397578 = -709792.844750 nChanged 74 SP:Iteration 32Q (114.109360 sec): 3 clusters Score: Raw -710338.679409 + Penalty 538.579537 = -709800.099872 nChanged 80 SP:Iteration 33Q (114.123872 sec): 3 clusters Score: Raw -710349.907722 + Penalty 540.874432 = -709809.033289 nChanged 79 SP:Iteration 34Q (114.138293 sec): 3 clusters Score: Raw -710362.500634 + Penalty 543.211133 = -709819.289501 nChanged 89 SP:Iteration 35Q (114.153286 sec): 3 clusters Score: Raw -710377.584192 + Penalty 545.831176 = -709831.753016 nChanged 81 SP:Iteration 36Q (114.167685 sec): 3 clusters Score: Raw -710390.300597 + Penalty 549.236583 = -709841.064014 nChanged 88 SP:Iteration 37Q (114.182114 sec): 3 clusters Score: Raw -710407.278803 + Penalty 552.272959 = -709855.005844 nChanged 94 SP:Iteration 38Q (114.196572 sec): 3 clusters Score: Raw -710422.938845 + Penalty 555.171840 = -709867.767005 nChanged 91 SP:Iteration 39Q (114.211030 sec): 3 clusters Score: Raw -710438.462528 + Penalty 558.838433 = -709879.624095 nChanged 103 SP:Iteration 40F (114.225745 sec): 3 clusters Score: Raw -710458.218205 + Penalty 562.206125 = -709896.012080 nChanged 111 SP:Iteration 41Q (114.240034 sec): 3 clusters Score: Raw -710479.646644 + Penalty 565.725442 = -709913.921202 nChanged 113 SP:Iteration 42Q (114.254603 sec): 3 clusters Score: Raw -710505.765263 + Penalty 570.365070 = -709935.400192 nChanged 134 SP:Iteration 43Q (114.268831 sec): 3 clusters Score: Raw -710540.859013 + Penalty 576.161826 = -709964.697186 nChanged 142 SP:Iteration 44Q (114.283074 sec): 3 clusters Score: Raw -710583.670478 + Penalty 581.356382 = -710002.314096 nChanged 145 SP:Iteration 45Q (114.297335 sec): 3 clusters Score: Raw -710625.866763 + Penalty 588.294378 = -710037.572385 nChanged 129 SP:Iteration 46Q (114.311490 sec): 3 clusters Score: Raw -710667.865796 + Penalty 594.964913 = -710072.900884 nChanged 158 SP:Iteration 47Q (114.325560 sec): 3 clusters Score: Raw -710722.389579 + Penalty 598.754355 = -710123.635224 nChanged 155 SP:Iteration 48Q (114.339347 sec): 3 clusters Score: Raw -710775.399967 + Penalty 604.526218 = -710170.873750 nChanged 150 SP:Iteration 49Q (114.353336 sec): 3 clusters Score: Raw -710832.713349 + Penalty 610.207477 = -710222.505871 nChanged 149 SP:Iteration 50F (114.368138 sec): 3 clusters Score: Raw -710892.089361 + Penalty 616.400071 = -710275.689291 nChanged 145 SP:Iteration 51Q (114.381843 sec): 3 clusters Score: Raw -710949.855430 + Penalty 619.778921 = -710330.076509 nChanged 109 SP:Iteration 52Q (114.395087 sec): 3 clusters Score: Raw -710991.700964 + Penalty 623.743597 = -710367.957367 nChanged 106 SP:Iteration 53Q (114.408570 sec): 3 clusters Score: Raw -711036.146419 + Penalty 623.470981 = -710412.675438 nChanged 102 SP:Iteration 54Q (114.421683 sec): 3 clusters Score: Raw -711076.810391 + Penalty 622.021183 = -710454.789208 nChanged 99 SP:Iteration 55Q (114.434440 sec): 3 clusters Score: Raw -711120.389709 + Penalty 617.219834 = -710503.169875 nChanged 98 SP:Iteration 56Q (114.447135 sec): 3 clusters Score: Raw -711160.547720 + Penalty 613.799598 = -710546.748122 nChanged 65 SP:Iteration 57Q (114.460279 sec): 3 clusters Score: Raw -711185.317390 + Penalty 611.948274 = -710573.369116 nChanged 63 SP:Iteration 58Q (114.472840 sec): 3 clusters Score: Raw -711213.861572 + Penalty 610.836586 = -710603.024986 nChanged 64 SP:Iteration 59Q (114.485307 sec): 3 clusters Score: Raw -711244.915761 + Penalty 610.252467 = -710634.663294 nChanged 62 SP:Iteration 60F (114.500119 sec): 3 clusters Score: Raw -711274.012501 + Penalty 622.870420 = -710651.142080 nChanged 51 SP:Iteration 61Q (114.512442 sec): 3 clusters Score: Raw -711303.570331 + Penalty 642.318578 = -710661.251753 nChanged 41 SP:Iteration 62Q (114.524522 sec): 3 clusters Score: Raw -711326.094959 + Penalty 654.286905 = -710671.808053 nChanged 39 SP:Iteration 63Q (114.536735 sec): 3 clusters Score: Raw -711346.046625 + Penalty 671.407251 = -710674.639374 nChanged 28 SP:Iteration 64Q (114.548638 sec): 3 clusters Score: Raw -711359.527662 + Penalty 688.079635 = -710671.448027 nChanged 23 SP:Iteration 65F (114.563642 sec): 3 clusters Score: Raw -711370.434856 + Penalty 720.749750 = -710649.685106 nChanged 19 SP:Iteration 66F (114.578427 sec): 3 clusters Score: Raw -711383.705201 + Penalty 727.281640 = -710656.423561 nChanged 6 SP:Iteration 67Q (114.590350 sec): 3 clusters Score: Raw -711387.003816 + Penalty 721.900324 = -710665.103492 nChanged 5 SP:Iteration 68Q (114.602249 sec): 3 clusters Score: Raw -711391.664962 + Penalty 728.786149 = -710662.878813 nChanged 3 SP:Iteration 69F (114.617017 sec): 3 clusters Score: Raw -711392.713722 + Penalty 728.786149 = -710663.927573 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 6 (5525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.638952 sec): 2 clusters Score: Raw -489877.255081 + Penalty 221.344394 = -489655.910686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.649393 sec): 3 clusters Score: Raw -486236.954511 + Penalty 455.247553 = -485781.706958 nChanged 2647 SP:Iteration 1F (114.659865 sec): 3 clusters Score: Raw -488194.293671 + Penalty 466.969662 = -487727.324009 nChanged 574 SP:Iteration 2F (114.670139 sec): 3 clusters Score: Raw -488398.349999 + Penalty 474.239854 = -487924.110145 nChanged 268 SP:Iteration 3Q (114.680263 sec): 3 clusters Score: Raw -488537.257458 + Penalty 485.469265 = -488051.788193 nChanged 260 SP:Iteration 4Q (114.690408 sec): 3 clusters Score: Raw -488705.099455 + Penalty 495.828348 = -488209.271108 nChanged 277 SP:Iteration 5F (114.700563 sec): 3 clusters Score: Raw -488914.923755 + Penalty 508.204881 = -488406.718874 nChanged 297 SP:Iteration 6F (114.710594 sec): 3 clusters Score: Raw -489171.342945 + Penalty 508.305283 = -488663.037662 nChanged 253 SP:Iteration 7Q (114.720702 sec): 3 clusters Score: Raw -489392.910421 + Penalty 503.661231 = -488889.249190 nChanged 216 SP:Iteration 8Q (114.730848 sec): 3 clusters Score: Raw -489597.846900 + Penalty 480.965718 = -489116.881181 nChanged 163 SP:Iteration 9Q (114.741026 sec): 3 clusters Score: Raw -489751.811777 + Penalty 442.314000 = -489309.497777 nChanged 100 SP:Iteration 10F (114.751167 sec): 3 clusters Score: Raw -489837.521716 + Penalty 434.416403 = -489403.105312 nChanged 58 SP:Iteration 11Q (114.761109 sec): 3 clusters Score: Raw -489887.554539 + Penalty 435.182820 = -489452.371719 nChanged 23 SP:Iteration 12Q (114.770245 sec): 3 clusters Score: Raw -489904.848931 + Penalty 440.503343 = -489464.345588 nChanged 14 SP:Iteration 13Q (114.778963 sec): 3 clusters Score: Raw -489911.972881 + Penalty 439.699677 = -489472.273204 nChanged 3 SP:Iteration 14Q (114.787359 sec): 3 clusters Score: Raw -489913.724307 + Penalty 448.586352 = -489465.137955 nChanged 4 SP:Iteration 15F (114.797615 sec): 3 clusters Score: Raw -489924.051133 + Penalty 448.876185 = -489475.174948 nChanged 4 SP:Iteration 16Q (114.805686 sec): 3 clusters Score: Raw -489936.661686 + Penalty 449.377094 = -489487.284592 nChanged 4 SP:Iteration 17Q (114.813858 sec): 3 clusters Score: Raw -489939.092998 + Penalty 447.592379 = -489491.500619 nChanged 3 SP:Iteration 18Q (114.821661 sec): 3 clusters Score: Raw -489940.531914 + Penalty 441.789479 = -489498.742436 nChanged 4 SP:Iteration 19Q (114.829534 sec): 3 clusters Score: Raw -489941.572128 + Penalty 438.629603 = -489502.942524 nChanged 1 SP:Iteration 20F (114.839481 sec): 3 clusters Score: Raw -489941.638535 + Penalty 438.629603 = -489503.008932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.845387 sec): 2 clusters Score: Raw -32406.879252 + Penalty 302.881685 = -32103.997567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.846214 sec): 3 clusters Score: Raw -32226.011057 + Penalty 624.404380 = -31601.606676 nChanged 127 SP:Iteration 1F (114.847025 sec): 3 clusters Score: Raw -32369.070513 + Penalty 651.266625 = -31717.803888 nChanged 51 SP:Iteration 2F (114.847894 sec): 3 clusters Score: Raw -32434.097116 + Penalty 682.495168 = -31751.601949 nChanged 25 SP:Iteration 3F (114.848752 sec): 3 clusters Score: Raw -32464.734958 + Penalty 705.227958 = -31759.507000 nChanged 14 SP:Iteration 4Q (114.849570 sec): 3 clusters Score: Raw -32481.405885 + Penalty 714.277870 = -31767.128015 nChanged 5 SP:Iteration 5Q (114.850355 sec): 3 clusters Score: Raw -32484.873283 + Penalty 717.361715 = -31767.511568 nChanged 1 SP:Iteration 6Q (114.851129 sec): 3 clusters Score: Raw -32485.437089 + Penalty 719.276865 = -31766.160224 nChanged 1 SP:Iteration 7F (114.851933 sec): 3 clusters Score: Raw -32486.930213 + Penalty 719.780057 = -31767.150156 nChanged 1 SP:Iteration 8Q (114.852693 sec): 3 clusters Score: Raw -32487.667801 + Penalty 721.321422 = -31766.346378 nChanged 1 SP:Iteration 9F (114.853503 sec): 3 clusters Score: Raw -32488.121398 + Penalty 721.321422 = -31766.799976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.854963 sec): 2 clusters Score: Raw -31645.196853 + Penalty 486.092793 = -31159.104060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.855839 sec): 3 clusters Score: Raw -31498.727702 + Penalty 972.390516 = -30526.337186 nChanged 112 SP:Iteration 1F (114.856670 sec): 3 clusters Score: Raw -31591.583939 + Penalty 973.464544 = -30618.119395 nChanged 40 SP:Iteration 2F (114.857519 sec): 3 clusters Score: Raw -31634.410148 + Penalty 972.462239 = -30661.947910 nChanged 19 SP:Iteration 3F (114.858376 sec): 3 clusters Score: Raw -31653.564241 + Penalty 970.510603 = -30683.053638 nChanged 14 SP:Iteration 4Q (114.859197 sec): 3 clusters Score: Raw -31668.745716 + Penalty 968.929572 = -30699.816144 nChanged 14 SP:Iteration 5Q (114.860009 sec): 3 clusters Score: Raw -31685.359063 + Penalty 967.461118 = -30717.897945 nChanged 9 SP:Iteration 6Q (114.860819 sec): 3 clusters Score: Raw -31694.702306 + Penalty 965.363563 = -30729.338743 nChanged 7 SP:Iteration 7Q (114.861672 sec): 3 clusters Score: Raw -31702.335481 + Penalty 965.632249 = -30736.703232 nChanged 5 SP:Iteration 8Q (114.862525 sec): 3 clusters Score: Raw -31708.548031 + Penalty 966.331228 = -30742.216803 nChanged 3 SP:Iteration 9Q (114.863361 sec): 3 clusters Score: Raw -31709.856195 + Penalty 966.331228 = -30743.524967 nChanged 0 SP:Iteration 10F (114.864224 sec): 3 clusters Score: Raw -31709.856195 + Penalty 966.331228 = -30743.524967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.870545 sec): 2 clusters Score: Raw -123511.472331 + Penalty 323.452411 = -123188.019920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.873026 sec): 3 clusters Score: Raw -122733.047510 + Penalty 650.828387 = -122082.219124 nChanged 573 SP:Iteration 1F (114.875443 sec): 3 clusters Score: Raw -123056.059273 + Penalty 656.795456 = -122399.263817 nChanged 132 SP:Iteration 2F (114.877860 sec): 3 clusters Score: Raw -123146.944120 + Penalty 663.397174 = -122483.546947 nChanged 102 SP:Iteration 3F (114.880268 sec): 3 clusters Score: Raw -123235.895330 + Penalty 670.970778 = -122564.924552 nChanged 80 SP:Iteration 4F (114.882732 sec): 3 clusters Score: Raw -123309.793098 + Penalty 676.520000 = -122633.273098 nChanged 64 SP:Iteration 5Q (114.885135 sec): 3 clusters Score: Raw -123356.675191 + Penalty 680.490786 = -122676.184405 nChanged 54 SP:Iteration 6Q (114.887453 sec): 3 clusters Score: Raw -123400.229039 + Penalty 689.404722 = -122710.824317 nChanged 45 SP:Iteration 7Q (114.889720 sec): 3 clusters Score: Raw -123440.276987 + Penalty 698.483768 = -122741.793220 nChanged 38 SP:Iteration 8Q (114.891934 sec): 3 clusters Score: Raw -123474.580195 + Penalty 706.643105 = -122767.937091 nChanged 22 SP:Iteration 9Q (114.894040 sec): 3 clusters Score: Raw -123493.903955 + Penalty 704.939197 = -122788.964758 nChanged 7 SP:Iteration 10F (114.900072 sec): 3 clusters Score: Raw -123500.569744 + Penalty 698.837910 = -122801.731834 nChanged 5 SP:Iteration 11Q (114.903793 sec): 3 clusters Score: Raw -123502.785907 + Penalty 680.161545 = -122822.624362 nChanged 5 SP:Iteration 12Q (114.907879 sec): 3 clusters Score: Raw -123509.934239 + Penalty 680.600218 = -122829.334022 nChanged 1 SP:Iteration 13Q (114.911271 sec): 3 clusters Score: Raw -123509.742022 + Penalty 680.130858 = -122829.611164 nChanged 1 SP:Iteration 14Q (114.913946 sec): 3 clusters Score: Raw -123509.829301 + Penalty 678.337549 = -122831.491752 nChanged 2 SP:Iteration 15Q (114.916021 sec): 3 clusters Score: Raw -123510.817861 + Penalty 698.481076 = -122812.336785 nChanged 3 SP:Iteration 16F (114.918508 sec): 3 clusters Score: Raw -123512.811268 + Penalty 697.578431 = -122815.232837 nChanged 1 SP:Iteration 17Q (114.920544 sec): 3 clusters Score: Raw -123515.737536 + Penalty 697.578431 = -122818.159105 nChanged 0 SP:Iteration 18F (114.923029 sec): 3 clusters Score: Raw -123515.737536 + Penalty 697.578431 = -122818.159105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 14 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.927176 sec): 2 clusters Score: Raw -71723.083154 + Penalty 606.819710 = -71116.263444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.928816 sec): 3 clusters Score: Raw -71408.730590 + Penalty 1222.096864 = -70186.633727 nChanged 257 SP:Iteration 1F (114.930403 sec): 3 clusters Score: Raw -71638.398360 + Penalty 1237.181135 = -70401.217225 nChanged 96 SP:Iteration 2F (114.932007 sec): 3 clusters Score: Raw -71761.458408 + Penalty 1253.040146 = -70508.418262 nChanged 60 SP:Iteration 3F (114.933596 sec): 3 clusters Score: Raw -71823.235141 + Penalty 1269.386751 = -70553.848390 nChanged 39 SP:Iteration 4F (114.935185 sec): 3 clusters Score: Raw -71862.409430 + Penalty 1280.809626 = -70581.599804 nChanged 26 SP:Iteration 5Q (114.936779 sec): 3 clusters Score: Raw -71908.509319 + Penalty 1292.708002 = -70615.801317 nChanged 25 SP:Iteration 6Q (114.938320 sec): 3 clusters Score: Raw -71948.822008 + Penalty 1300.540802 = -70648.281205 nChanged 13 SP:Iteration 7Q (114.939837 sec): 3 clusters Score: Raw -71961.517770 + Penalty 1307.416557 = -70654.101213 nChanged 8 SP:Iteration 8Q (114.941360 sec): 3 clusters Score: Raw -71967.304206 + Penalty 1312.502700 = -70654.801506 nChanged 7 SP:Iteration 9Q (114.942896 sec): 3 clusters Score: Raw -71974.148180 + Penalty 1317.583447 = -70656.564732 nChanged 6 SP:Iteration 10F (114.944487 sec): 3 clusters Score: Raw -71979.780505 + Penalty 1322.537114 = -70657.243391 nChanged 8 SP:Iteration 11Q (114.946019 sec): 3 clusters Score: Raw -71990.949137 + Penalty 1329.160249 = -70661.788888 nChanged 7 SP:Iteration 12Q (114.947527 sec): 3 clusters Score: Raw -72002.998612 + Penalty 1331.799883 = -70671.198728 nChanged 4 SP:Iteration 13Q (114.949010 sec): 3 clusters Score: Raw -72011.156195 + Penalty 1334.133236 = -70677.022959 nChanged 3 SP:Iteration 14Q (114.950504 sec): 3 clusters Score: Raw -72017.631964 + Penalty 1340.196813 = -70677.435151 nChanged 5 SP:Iteration 15Q (114.951961 sec): 3 clusters Score: Raw -72025.591404 + Penalty 1344.853241 = -70680.738163 nChanged 3 SP:Iteration 16Q (114.953400 sec): 3 clusters Score: Raw -72029.943931 + Penalty 1346.602028 = -70683.341902 nChanged 3 SP:Iteration 17Q (114.954887 sec): 3 clusters Score: Raw -72032.353983 + Penalty 1347.995891 = -70684.358092 nChanged 1 SP:Iteration 18Q (114.956340 sec): 3 clusters Score: Raw -72033.152798 + Penalty 1348.833940 = -70684.318857 nChanged 1 SP:Iteration 19F (114.957913 sec): 3 clusters Score: Raw -72034.115260 + Penalty 1351.104568 = -70683.010692 nChanged 2 SP:Iteration 20F (114.959502 sec): 3 clusters Score: Raw -72035.320425 + Penalty 1352.439019 = -70682.881405 nChanged 1 SP:Iteration 21F (114.961104 sec): 3 clusters Score: Raw -72036.619477 + Penalty 1350.177927 = -70686.441550 nChanged 3 SP:Iteration 22Q (114.962550 sec): 3 clusters Score: Raw -72038.244321 + Penalty 1351.928942 = -70686.315379 nChanged 2 SP:Iteration 23F (114.964160 sec): 3 clusters Score: Raw -72040.718983 + Penalty 1351.928942 = -70688.790041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.971392 sec): 2 clusters Score: Raw -125122.421172 + Penalty 542.851693 = -124579.569479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.974123 sec): 3 clusters Score: Raw -124323.662469 + Penalty 1085.216389 = -123238.446080 nChanged 520 SP:Iteration 1F (114.976746 sec): 3 clusters Score: Raw -124559.043643 + Penalty 1083.786079 = -123475.257564 nChanged 183 SP:Iteration 2F (114.979416 sec): 3 clusters Score: Raw -124719.245489 + Penalty 1085.312313 = -123633.933176 nChanged 174 SP:Iteration 3F (114.982115 sec): 3 clusters Score: Raw -124867.457979 + Penalty 1086.064477 = -123781.393502 nChanged 99 SP:Iteration 4F (114.984819 sec): 3 clusters Score: Raw -124927.813358 + Penalty 1086.616725 = -123841.196633 nChanged 58 SP:Iteration 5Q (114.987459 sec): 3 clusters Score: Raw -124953.682835 + Penalty 1086.951367 = -123866.731468 nChanged 34 SP:Iteration 6Q (114.990097 sec): 3 clusters Score: Raw -124963.621494 + Penalty 1086.931068 = -123876.690427 nChanged 22 SP:Iteration 7Q (114.992677 sec): 3 clusters Score: Raw -124968.963630 + Penalty 1087.189794 = -123881.773836 nChanged 15 SP:Iteration 8Q (114.995338 sec): 3 clusters Score: Raw -124972.132674 + Penalty 1087.530662 = -123884.602012 nChanged 9 SP:Iteration 9Q (114.997997 sec): 3 clusters Score: Raw -124974.525470 + Penalty 1088.139682 = -123886.385789 nChanged 7 SP:Iteration 10F (115.000659 sec): 3 clusters Score: Raw -124975.963289 + Penalty 1088.456297 = -123887.506992 nChanged 3 SP:Iteration 11Q (115.003316 sec): 3 clusters Score: Raw -124976.759956 + Penalty 1088.953092 = -123887.806864 nChanged 5 SP:Iteration 12Q (115.005981 sec): 3 clusters Score: Raw -124977.866686 + Penalty 1089.161648 = -123888.705038 nChanged 6 SP:Iteration 13Q (115.008625 sec): 3 clusters Score: Raw -124979.064302 + Penalty 1089.298987 = -123889.765316 nChanged 9 SP:Iteration 14Q (115.011262 sec): 3 clusters Score: Raw -124981.226438 + Penalty 1090.124372 = -123891.102066 nChanged 9 SP:Iteration 15Q (115.013926 sec): 3 clusters Score: Raw -124984.292012 + Penalty 1091.826277 = -123892.465735 nChanged 15 SP:Iteration 16Q (115.016581 sec): 3 clusters Score: Raw -124989.002703 + Penalty 1093.253111 = -123895.749592 nChanged 17 SP:Iteration 17Q (115.019212 sec): 3 clusters Score: Raw -124995.300729 + Penalty 1095.166473 = -123900.134256 nChanged 23 SP:Iteration 18Q (115.021874 sec): 3 clusters Score: Raw -125004.560100 + Penalty 1098.487081 = -123906.073019 nChanged 23 SP:Iteration 19Q (115.024566 sec): 3 clusters Score: Raw -125010.408759 + Penalty 1100.010061 = -123910.398698 nChanged 12 SP:Iteration 20F (115.027259 sec): 3 clusters Score: Raw -125012.343504 + Penalty 1100.978851 = -123911.364654 nChanged 9 SP:Iteration 21Q (115.029935 sec): 3 clusters Score: Raw -125014.170069 + Penalty 1102.288498 = -123911.881570 nChanged 12 SP:Iteration 22Q (115.032561 sec): 3 clusters Score: Raw -125016.724764 + Penalty 1104.181101 = -123912.543663 nChanged 14 SP:Iteration 23Q (115.035200 sec): 3 clusters Score: Raw -125020.347582 + Penalty 1107.932425 = -123912.415157 nChanged 20 SP:Iteration 24F (115.037834 sec): 3 clusters Score: Raw -125026.302113 + Penalty 1111.273965 = -123915.028149 nChanged 24 SP:Iteration 25Q (115.040515 sec): 3 clusters Score: Raw -125035.679889 + Penalty 1116.311953 = -123919.367937 nChanged 30 SP:Iteration 26Q (115.043223 sec): 3 clusters Score: Raw -125052.600893 + Penalty 1127.228931 = -123925.371961 nChanged 37 SP:Iteration 27Q (115.045936 sec): 3 clusters Score: Raw -125072.994141 + Penalty 1140.242814 = -123932.751326 nChanged 38 SP:Iteration 28Q (115.048658 sec): 3 clusters Score: Raw -125094.849769 + Penalty 1149.228722 = -123945.621047 nChanged 35 SP:Iteration 29Q (115.051362 sec): 3 clusters Score: Raw -125111.464946 + Penalty 1155.320212 = -123956.144734 nChanged 16 SP:Iteration 30F (115.054068 sec): 3 clusters Score: Raw -125119.557133 + Penalty 1159.650980 = -123959.906153 nChanged 17 SP:Iteration 31Q (115.056725 sec): 3 clusters Score: Raw -125130.379196 + Penalty 1164.975242 = -123965.403955 nChanged 16 SP:Iteration 32Q (115.059417 sec): 3 clusters Score: Raw -125143.266558 + Penalty 1165.945687 = -123977.320871 nChanged 12 SP:Iteration 33Q (115.062136 sec): 3 clusters Score: Raw -125149.015524 + Penalty 1168.136459 = -123980.879065 nChanged 6 SP:Iteration 34Q (115.064864 sec): 3 clusters Score: Raw -125153.126534 + Penalty 1171.860350 = -123981.266184 nChanged 5 SP:Iteration 35Q (115.067609 sec): 3 clusters Score: Raw -125155.383098 + Penalty 1175.029447 = -123980.353652 nChanged 7 SP:Iteration 36F (115.070423 sec): 3 clusters Score: Raw -125158.954627 + Penalty 1175.971494 = -123982.983133 nChanged 3 SP:Iteration 37Q (115.073266 sec): 3 clusters Score: Raw -125160.580141 + Penalty 1178.217604 = -123982.362537 nChanged 3 SP:Iteration 38F (115.076033 sec): 3 clusters Score: Raw -125161.938093 + Penalty 1178.359617 = -123983.578476 nChanged 3 SP:Iteration 39Q (115.078692 sec): 3 clusters Score: Raw -125163.560995 + Penalty 1178.009198 = -123985.551797 nChanged 3 SP:Iteration 40F (115.081401 sec): 3 clusters Score: Raw -125165.553378 + Penalty 1177.269844 = -123988.283534 nChanged 4 SP:Iteration 41Q (115.084103 sec): 3 clusters Score: Raw -125167.957354 + Penalty 1176.081226 = -123991.876128 nChanged 2 SP:Iteration 42Q (115.086787 sec): 3 clusters Score: Raw -125168.734741 + Penalty 1178.098424 = -123990.636317 nChanged 3 SP:Iteration 43F (115.089509 sec): 3 clusters Score: Raw -125170.157993 + Penalty 1177.805867 = -123992.352126 nChanged 2 SP:Iteration 44Q (115.092234 sec): 3 clusters Score: Raw -125171.566997 + Penalty 1177.805867 = -123993.761131 nChanged 0 SP:Iteration 45F (115.094966 sec): 3 clusters Score: Raw -125171.566997 + Penalty 1177.805867 = -123993.761131 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 19 (9409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.145008 sec): 2 clusters Score: Raw -815993.669495 + Penalty 297.895908 = -815695.773587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.162502 sec): 3 clusters Score: Raw -809830.327290 + Penalty 645.312974 = -809185.014315 nChanged 4349 SP:Iteration 1F (115.180289 sec): 3 clusters Score: Raw -812855.215045 + Penalty 726.742940 = -812128.472105 nChanged 1456 SP:Iteration 2F (115.197703 sec): 3 clusters Score: Raw -814104.818724 + Penalty 807.518300 = -813297.300423 nChanged 855 SP:Iteration 3F (115.214992 sec): 3 clusters Score: Raw -814884.583974 + Penalty 874.444828 = -814010.139145 nChanged 565 SP:Iteration 4F (115.232524 sec): 3 clusters Score: Raw -815348.232652 + Penalty 920.241594 = -814427.991058 nChanged 343 SP:Iteration 5Q (115.248854 sec): 3 clusters Score: Raw -815610.442866 + Penalty 947.569351 = -814662.873515 nChanged 229 SP:Iteration 6Q (115.264590 sec): 3 clusters Score: Raw -815776.064301 + Penalty 969.987817 = -814806.076484 nChanged 156 SP:Iteration 7Q (115.279710 sec): 3 clusters Score: Raw -815877.162498 + Penalty 986.168010 = -814890.994488 nChanged 92 SP:Iteration 8Q (115.294103 sec): 3 clusters Score: Raw -815926.235070 + Penalty 994.232996 = -814932.002074 nChanged 72 SP:Iteration 9Q (115.308106 sec): 3 clusters Score: Raw -815971.782713 + Penalty 998.463875 = -814973.318839 nChanged 45 SP:Iteration 10F (115.325239 sec): 3 clusters Score: Raw -815996.893982 + Penalty 1027.450484 = -814969.443498 nChanged 36 SP:Iteration 11F (115.342334 sec): 3 clusters Score: Raw -816015.869448 + Penalty 1034.400244 = -814981.469203 nChanged 15 SP:Iteration 12Q (115.356227 sec): 3 clusters Score: Raw -816026.407449 + Penalty 1045.193087 = -814981.214362 nChanged 17 SP:Iteration 13F (115.373712 sec): 3 clusters Score: Raw -816036.476532 + Penalty 1052.457555 = -814984.018976 nChanged 10 SP:Iteration 14Q (115.387422 sec): 3 clusters Score: Raw -816043.389438 + Penalty 1059.047861 = -814984.341576 nChanged 12 SP:Iteration 15Q (115.400902 sec): 3 clusters Score: Raw -816051.125320 + Penalty 1073.256593 = -814977.868727 nChanged 7 SP:Iteration 16F (115.418103 sec): 3 clusters Score: Raw -816055.397247 + Penalty 1064.755102 = -814990.642145 nChanged 6 SP:Iteration 17Q (115.431601 sec): 3 clusters Score: Raw -816058.829685 + Penalty 1066.175947 = -814992.653738 nChanged 3 SP:Iteration 18Q (115.445168 sec): 3 clusters Score: Raw -816061.713637 + Penalty 1073.504423 = -814988.209214 nChanged 4 SP:Iteration 19F (115.462288 sec): 3 clusters Score: Raw -816069.416011 + Penalty 1079.618500 = -814989.797510 nChanged 5 SP:Iteration 20F (115.479601 sec): 3 clusters Score: Raw -816080.468982 + Penalty 1079.185944 = -815001.283038 nChanged 3 SP:Iteration 21Q (115.492968 sec): 3 clusters Score: Raw -816083.354232 + Penalty 1079.185944 = -815004.168287 nChanged 0 SP:Iteration 22F (115.509979 sec): 3 clusters Score: Raw -816083.354232 + Penalty 1079.185944 = -815004.168287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.517045 sec): 2 clusters Score: Raw -46635.112860 + Penalty 775.453834 = -45859.659025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.518121 sec): 3 clusters Score: Raw -46460.806045 + Penalty 1561.453637 = -44899.352408 nChanged 111 SP:Iteration 1F (115.519181 sec): 3 clusters Score: Raw -46569.165204 + Penalty 1564.730633 = -45004.434571 nChanged 28 SP:Iteration 2F (115.520213 sec): 3 clusters Score: Raw -46603.968884 + Penalty 1567.016408 = -45036.952476 nChanged 20 SP:Iteration 3Q (115.521242 sec): 3 clusters Score: Raw -46631.752068 + Penalty 1573.482726 = -45058.269342 nChanged 13 SP:Iteration 4Q (115.522283 sec): 3 clusters Score: Raw -46645.251239 + Penalty 1574.267978 = -45070.983261 nChanged 8 SP:Iteration 5Q (115.523308 sec): 3 clusters Score: Raw -46654.626636 + Penalty 1577.235311 = -45077.391325 nChanged 8 SP:Iteration 6Q (115.524331 sec): 3 clusters Score: Raw -46663.746733 + Penalty 1578.826575 = -45084.920158 nChanged 8 SP:Iteration 7Q (115.525345 sec): 3 clusters Score: Raw -46673.953217 + Penalty 1580.918474 = -45093.034743 nChanged 5 SP:Iteration 8Q (115.526356 sec): 3 clusters Score: Raw -46682.170654 + Penalty 1581.828191 = -45100.342463 nChanged 2 SP:Iteration 9Q (115.527426 sec): 3 clusters Score: Raw -46684.966120 + Penalty 1583.451529 = -45101.514591 nChanged 1 SP:Iteration 10F (115.528532 sec): 3 clusters Score: Raw -46686.024341 + Penalty 1584.489679 = -45101.534662 nChanged 1 SP:Iteration 11Q (115.529588 sec): 3 clusters Score: Raw -46686.504359 + Penalty 1585.358249 = -45101.146111 nChanged 1 SP:Iteration 12F (115.530661 sec): 3 clusters Score: Raw -46688.497979 + Penalty 1585.163025 = -45103.334954 nChanged 1 SP:Iteration 13Q (115.531692 sec): 3 clusters Score: Raw -46690.065028 + Penalty 1587.067863 = -45102.997165 nChanged 1 SP:Iteration 14F (115.532725 sec): 3 clusters Score: Raw -46690.917257 + Penalty 1587.067863 = -45103.849394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.534536 sec): 2 clusters Score: Raw -43147.027870 + Penalty 418.186337 = -42728.841532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.535558 sec): 3 clusters Score: Raw -42918.148217 + Penalty 835.756279 = -42082.391938 nChanged 153 SP:Iteration 1F (115.536568 sec): 3 clusters Score: Raw -43000.358680 + Penalty 841.018676 = -42159.340005 nChanged 43 SP:Iteration 2F (115.537602 sec): 3 clusters Score: Raw -43030.254185 + Penalty 854.710676 = -42175.543510 nChanged 40 SP:Iteration 3F (115.538615 sec): 3 clusters Score: Raw -43074.735219 + Penalty 871.365022 = -42203.370197 nChanged 29 SP:Iteration 4F (115.539616 sec): 3 clusters Score: Raw -43099.822548 + Penalty 889.972547 = -42209.850001 nChanged 21 SP:Iteration 5Q (115.540612 sec): 3 clusters Score: Raw -43123.107767 + Penalty 907.456130 = -42215.651637 nChanged 20 SP:Iteration 6Q (115.541623 sec): 3 clusters Score: Raw -43152.758527 + Penalty 922.099613 = -42230.658913 nChanged 13 SP:Iteration 7Q (115.542622 sec): 3 clusters Score: Raw -43172.195729 + Penalty 926.489395 = -42245.706334 nChanged 6 SP:Iteration 8Q (115.543595 sec): 3 clusters Score: Raw -43176.576096 + Penalty 926.489395 = -42250.086701 nChanged 0 SP:Iteration 9F (115.544592 sec): 3 clusters Score: Raw -43176.576096 + Penalty 926.489395 = -42250.086701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 23 (1277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.549285 sec): 2 clusters Score: Raw -117459.640846 + Penalty 588.555886 = -116871.084960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.551797 sec): 3 clusters Score: Raw -116764.221734 + Penalty 1188.592573 = -115575.629161 nChanged 479 SP:Iteration 1F (115.554248 sec): 3 clusters Score: Raw -117150.159233 + Penalty 1207.279586 = -115942.879646 nChanged 154 SP:Iteration 2F (115.556727 sec): 3 clusters Score: Raw -117291.041602 + Penalty 1221.992366 = -116069.049236 nChanged 85 SP:Iteration 3F (115.559278 sec): 3 clusters Score: Raw -117389.145274 + Penalty 1235.138893 = -116154.006381 nChanged 81 SP:Iteration 4F (115.561828 sec): 3 clusters Score: Raw -117471.029971 + Penalty 1242.435075 = -116228.594896 nChanged 58 SP:Iteration 5Q (115.564235 sec): 3 clusters Score: Raw -117519.346004 + Penalty 1245.150916 = -116274.195088 nChanged 28 SP:Iteration 6Q (115.566660 sec): 3 clusters Score: Raw -117536.543211 + Penalty 1247.060660 = -116289.482551 nChanged 16 SP:Iteration 7Q (115.569046 sec): 3 clusters Score: Raw -117544.905179 + Penalty 1248.947884 = -116295.957294 nChanged 11 SP:Iteration 8Q (115.571416 sec): 3 clusters Score: Raw -117553.521642 + Penalty 1250.000664 = -116303.520979 nChanged 14 SP:Iteration 9Q (115.573853 sec): 3 clusters Score: Raw -117564.249398 + Penalty 1249.098244 = -116315.151154 nChanged 11 SP:Iteration 10F (115.576453 sec): 3 clusters Score: Raw -117571.086386 + Penalty 1248.540053 = -116322.546333 nChanged 10 SP:Iteration 11Q (115.578901 sec): 3 clusters Score: Raw -117576.352076 + Penalty 1248.646301 = -116327.705776 nChanged 5 SP:Iteration 12Q (115.581238 sec): 3 clusters Score: Raw -117578.130590 + Penalty 1250.326972 = -116327.803618 nChanged 6 SP:Iteration 13Q (115.583522 sec): 3 clusters Score: Raw -117581.845176 + Penalty 1249.920370 = -116331.924806 nChanged 6 SP:Iteration 14Q (115.585813 sec): 3 clusters Score: Raw -117584.701220 + Penalty 1248.350014 = -116336.351206 nChanged 8 SP:Iteration 15Q (115.588040 sec): 3 clusters Score: Raw -117587.405600 + Penalty 1247.198948 = -116340.206651 nChanged 1 SP:Iteration 16Q (115.590241 sec): 3 clusters Score: Raw -117589.530184 + Penalty 1246.357919 = -116343.172266 nChanged 2 SP:Iteration 17Q (115.592475 sec): 3 clusters Score: Raw -117590.160927 + Penalty 1245.416819 = -116344.744108 nChanged 1 SP:Iteration 18Q (115.594757 sec): 3 clusters Score: Raw -117590.834643 + Penalty 1245.172404 = -116345.662239 nChanged 1 SP:Iteration 19Q (115.597143 sec): 3 clusters Score: Raw -117590.888537 + Penalty 1245.172404 = -116345.716133 nChanged 0 SP:Iteration 20F (115.599672 sec): 3 clusters Score: Raw -117590.888537 + Penalty 1245.172404 = -116345.716133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.602137 sec): 2 clusters Score: Raw -43512.429581 + Penalty 563.047483 = -42949.382098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.603127 sec): 3 clusters Score: Raw -43336.348848 + Penalty 1125.091165 = -42211.257684 nChanged 127 SP:Iteration 1F (115.604102 sec): 3 clusters Score: Raw -43429.551484 + Penalty 1124.077551 = -42305.473932 nChanged 34 SP:Iteration 2F (115.605094 sec): 3 clusters Score: Raw -43457.491710 + Penalty 1123.091793 = -42334.399916 nChanged 21 SP:Iteration 3Q (115.606065 sec): 3 clusters Score: Raw -43477.720480 + Penalty 1122.711813 = -42355.008667 nChanged 15 SP:Iteration 4Q (115.607030 sec): 3 clusters Score: Raw -43491.040082 + Penalty 1122.479143 = -42368.560939 nChanged 8 SP:Iteration 5Q (115.607994 sec): 3 clusters Score: Raw -43497.148853 + Penalty 1122.399037 = -42374.749816 nChanged 7 SP:Iteration 6Q (115.608953 sec): 3 clusters Score: Raw -43502.449990 + Penalty 1123.352237 = -42379.097753 nChanged 5 SP:Iteration 7Q (115.609932 sec): 3 clusters Score: Raw -43506.173672 + Penalty 1124.308913 = -42381.864759 nChanged 5 SP:Iteration 8Q (115.610895 sec): 3 clusters Score: Raw -43509.141681 + Penalty 1124.897561 = -42384.244120 nChanged 5 SP:Iteration 9Q (115.611857 sec): 3 clusters Score: Raw -43510.624860 + Penalty 1125.592784 = -42385.032076 nChanged 3 SP:Iteration 10F (115.612831 sec): 3 clusters Score: Raw -43512.792643 + Penalty 1127.466970 = -42385.325673 nChanged 7 SP:Iteration 11Q (115.613892 sec): 3 clusters Score: Raw -43519.603028 + Penalty 1130.250925 = -42389.352102 nChanged 12 SP:Iteration 12Q (115.614905 sec): 3 clusters Score: Raw -43536.754164 + Penalty 1133.531567 = -42403.222596 nChanged 12 SP:Iteration 13Q (115.615904 sec): 3 clusters Score: Raw -43548.791885 + Penalty 1136.149554 = -42412.642331 nChanged 8 SP:Iteration 14Q (115.616901 sec): 3 clusters Score: Raw -43552.073538 + Penalty 1137.533897 = -42414.539640 nChanged 3 SP:Iteration 15Q (115.617858 sec): 3 clusters Score: Raw -43553.560620 + Penalty 1138.818572 = -42414.742048 nChanged 3 SP:Iteration 16Q (115.618826 sec): 3 clusters Score: Raw -43555.370546 + Penalty 1140.136564 = -42415.233981 nChanged 4 SP:Iteration 17Q (115.619783 sec): 3 clusters Score: Raw -43559.781812 + Penalty 1140.136564 = -42419.645248 nChanged 0 SP:Iteration 18F (115.620754 sec): 3 clusters Score: Raw -43559.781812 + Penalty 1140.136564 = -42419.645248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.622043 sec): 2 clusters Score: Raw -27174.654092 + Penalty 776.117067 = -26398.537025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.622803 sec): 3 clusters Score: Raw -27138.797530 + Penalty 1548.522391 = -25590.275139 nChanged 59 SP:Iteration 1F (115.623544 sec): 3 clusters Score: Raw -27216.343249 + Penalty 1547.596901 = -25668.746349 nChanged 12 SP:Iteration 2Q (115.624294 sec): 3 clusters Score: Raw -27237.261788 + Penalty 1548.466485 = -25688.795302 nChanged 6 SP:Iteration 3Q (115.625028 sec): 3 clusters Score: Raw -27249.472996 + Penalty 1548.692927 = -25700.780069 nChanged 2 SP:Iteration 4Q (115.625754 sec): 3 clusters Score: Raw -27251.116460 + Penalty 1548.355186 = -25702.761274 nChanged 1 SP:Iteration 5Q (115.626503 sec): 3 clusters Score: Raw -27252.855000 + Penalty 1548.250563 = -25704.604437 nChanged 1 SP:Iteration 6Q (115.627235 sec): 3 clusters Score: Raw -27253.761259 + Penalty 1548.250563 = -25705.510696 nChanged 0 SP:Iteration 7F (115.627966 sec): 3 clusters Score: Raw -27253.761259 + Penalty 1548.250563 = -25705.510696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 31 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.631266 sec): 2 clusters Score: Raw -62381.485987 + Penalty 512.913382 = -61868.572605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.632673 sec): 3 clusters Score: Raw -62027.019523 + Penalty 1022.795211 = -61004.224311 nChanged 229 SP:Iteration 1F (115.634045 sec): 3 clusters Score: Raw -62219.274716 + Penalty 1024.596082 = -61194.678634 nChanged 73 SP:Iteration 2F (115.635438 sec): 3 clusters Score: Raw -62276.412705 + Penalty 1024.433850 = -61251.978854 nChanged 31 SP:Iteration 3Q (115.636821 sec): 3 clusters Score: Raw -62303.019324 + Penalty 1026.153076 = -61276.866248 nChanged 28 SP:Iteration 4Q (115.638158 sec): 3 clusters Score: Raw -62324.156113 + Penalty 1029.803113 = -61294.352999 nChanged 27 SP:Iteration 5Q (115.639469 sec): 3 clusters Score: Raw -62344.474779 + Penalty 1029.988059 = -61314.486720 nChanged 18 SP:Iteration 6Q (115.640772 sec): 3 clusters Score: Raw -62354.521241 + Penalty 1030.047568 = -61324.473673 nChanged 12 SP:Iteration 7Q (115.642075 sec): 3 clusters Score: Raw -62360.942403 + Penalty 1036.525986 = -61324.416417 nChanged 9 SP:Iteration 8F (115.643419 sec): 3 clusters Score: Raw -62371.411851 + Penalty 1042.572936 = -61328.838915 nChanged 9 SP:Iteration 9Q (115.644751 sec): 3 clusters Score: Raw -62380.410940 + Penalty 1047.764630 = -61332.646310 nChanged 4 SP:Iteration 10F (115.646071 sec): 3 clusters Score: Raw -62382.958598 + Penalty 1048.745777 = -61334.212821 nChanged 4 SP:Iteration 11Q (115.647395 sec): 3 clusters Score: Raw -62387.854160 + Penalty 1048.768962 = -61339.085198 nChanged 5 SP:Iteration 12Q (115.648757 sec): 3 clusters Score: Raw -62400.381101 + Penalty 1052.648659 = -61347.732442 nChanged 7 SP:Iteration 13Q (115.650046 sec): 3 clusters Score: Raw -62417.538622 + Penalty 1053.045465 = -61364.493157 nChanged 3 SP:Iteration 14Q (115.651304 sec): 3 clusters Score: Raw -62420.880360 + Penalty 1054.014254 = -61366.866106 nChanged 2 SP:Iteration 15Q (115.652620 sec): 3 clusters Score: Raw -62424.799766 + Penalty 1059.510833 = -61365.288933 nChanged 3 SP:Iteration 16F (115.654024 sec): 3 clusters Score: Raw -62429.156460 + Penalty 1064.099568 = -61365.056892 nChanged 3 SP:Iteration 17F (115.655405 sec): 3 clusters Score: Raw -62432.276897 + Penalty 1064.190628 = -61368.086269 nChanged 1 SP:Iteration 18Q (115.656665 sec): 3 clusters Score: Raw -62434.170699 + Penalty 1063.029935 = -61371.140765 nChanged 1 SP:Iteration 19Q (115.657900 sec): 3 clusters Score: Raw -62434.654139 + Penalty 1063.029935 = -61371.624204 nChanged 0 SP:Iteration 20F (115.659240 sec): 3 clusters Score: Raw -62434.654139 + Penalty 1063.029935 = -61371.624204 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 34 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.663078 sec): 2 clusters Score: Raw -80384.672762 + Penalty 365.223340 = -80019.449422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.664866 sec): 3 clusters Score: Raw -79916.247696 + Penalty 754.438518 = -79161.809177 nChanged 341 SP:Iteration 1F (115.666602 sec): 3 clusters Score: Raw -80213.758584 + Penalty 791.780936 = -79421.977648 nChanged 98 SP:Iteration 2F (115.668347 sec): 3 clusters Score: Raw -80313.721195 + Penalty 821.690310 = -79492.030885 nChanged 51 SP:Iteration 3F (115.670092 sec): 3 clusters Score: Raw -80360.063066 + Penalty 850.995029 = -79509.068037 nChanged 38 SP:Iteration 4Q (115.671870 sec): 3 clusters Score: Raw -80392.790986 + Penalty 887.893481 = -79504.897505 nChanged 33 SP:Iteration 5F (115.673719 sec): 3 clusters Score: Raw -80427.478456 + Penalty 915.011443 = -79512.467013 nChanged 23 SP:Iteration 6Q (115.675435 sec): 3 clusters Score: Raw -80451.542194 + Penalty 940.029197 = -79511.512997 nChanged 17 SP:Iteration 7F (115.677200 sec): 3 clusters Score: Raw -80474.194841 + Penalty 960.450005 = -79513.744836 nChanged 12 SP:Iteration 8Q (115.678772 sec): 3 clusters Score: Raw -80485.869205 + Penalty 963.958735 = -79521.910470 nChanged 4 SP:Iteration 9Q (115.680305 sec): 3 clusters Score: Raw -80488.925525 + Penalty 963.958735 = -79524.966790 nChanged 0 SP:Iteration 10F (115.682118 sec): 3 clusters Score: Raw -80488.925525 + Penalty 963.958735 = -79524.966790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.684303 sec): 2 clusters Score: Raw -30144.289340 + Penalty 572.373177 = -29571.916164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.685129 sec): 3 clusters Score: Raw -30081.418234 + Penalty 1145.776994 = -28935.641241 nChanged 81 SP:Iteration 1F (115.685961 sec): 3 clusters Score: Raw -30180.549647 + Penalty 1148.808122 = -29031.741525 nChanged 22 SP:Iteration 2F (115.686785 sec): 3 clusters Score: Raw -30209.552351 + Penalty 1148.969937 = -29060.582414 nChanged 5 SP:Iteration 3Q (115.687573 sec): 3 clusters Score: Raw -30224.828916 + Penalty 1149.768084 = -29075.060832 nChanged 5 SP:Iteration 4Q (115.688359 sec): 3 clusters Score: Raw -30229.313940 + Penalty 1150.509397 = -29078.804543 nChanged 3 SP:Iteration 5Q (115.689145 sec): 3 clusters Score: Raw -30231.434138 + Penalty 1151.099773 = -29080.334365 nChanged 1 SP:Iteration 6Q (115.689947 sec): 3 clusters Score: Raw -30232.447751 + Penalty 1151.790442 = -29080.657309 nChanged 3 SP:Iteration 7Q (115.690759 sec): 3 clusters Score: Raw -30239.928512 + Penalty 1153.429137 = -29086.499375 nChanged 4 SP:Iteration 8Q (115.691552 sec): 3 clusters Score: Raw -30248.273625 + Penalty 1154.170433 = -29094.103193 nChanged 5 SP:Iteration 9Q (115.692363 sec): 3 clusters Score: Raw -30257.611750 + Penalty 1154.138124 = -29103.473626 nChanged 1 SP:Iteration 10F (115.693173 sec): 3 clusters Score: Raw -30260.653939 + Penalty 1154.138124 = -29106.515815 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 37 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.695234 sec): 2 clusters Score: Raw -52808.765712 + Penalty 313.256988 = -52495.508724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.696491 sec): 3 clusters Score: Raw -52488.556478 + Penalty 626.376086 = -51862.180392 nChanged 214 SP:Iteration 1F (115.697718 sec): 3 clusters Score: Raw -52646.102165 + Penalty 624.823218 = -52021.278947 nChanged 73 SP:Iteration 2F (115.698950 sec): 3 clusters Score: Raw -52725.678126 + Penalty 626.923378 = -52098.754748 nChanged 38 SP:Iteration 3F (115.700182 sec): 3 clusters Score: Raw -52769.239043 + Penalty 628.971094 = -52140.267949 nChanged 32 SP:Iteration 4F (115.701409 sec): 3 clusters Score: Raw -52800.105770 + Penalty 631.640101 = -52168.465670 nChanged 27 SP:Iteration 5Q (115.702600 sec): 3 clusters Score: Raw -52822.973398 + Penalty 631.091603 = -52191.881795 nChanged 18 SP:Iteration 6Q (115.703780 sec): 3 clusters Score: Raw -52842.458327 + Penalty 631.976585 = -52210.481742 nChanged 10 SP:Iteration 7Q (115.704963 sec): 3 clusters Score: Raw -52849.635135 + Penalty 634.179321 = -52215.455813 nChanged 13 SP:Iteration 8Q (115.706140 sec): 3 clusters Score: Raw -52856.480818 + Penalty 636.438755 = -52220.042063 nChanged 7 SP:Iteration 9Q (115.707305 sec): 3 clusters Score: Raw -52858.794118 + Penalty 637.857232 = -52220.936885 nChanged 3 SP:Iteration 10F (115.708626 sec): 3 clusters Score: Raw -52859.356658 + Penalty 639.272433 = -52220.084225 nChanged 3 SP:Iteration 11F (115.709854 sec): 3 clusters Score: Raw -52859.757157 + Penalty 640.316662 = -52219.440495 nChanged 2 SP:Iteration 12F (115.711075 sec): 3 clusters Score: Raw -52859.933611 + Penalty 640.832944 = -52219.100667 nChanged 1 SP:Iteration 13F (115.712293 sec): 3 clusters Score: Raw -52860.113309 + Penalty 641.373801 = -52218.739508 nChanged 1 SP:Iteration 14F (115.713508 sec): 3 clusters Score: Raw -52860.365951 + Penalty 641.373801 = -52218.992150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.715062 sec): 2 clusters Score: Raw -33023.826938 + Penalty 328.755322 = -32695.071615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.715956 sec): 3 clusters Score: Raw -32839.356686 + Penalty 658.327204 = -32181.029482 nChanged 121 SP:Iteration 1F (115.716831 sec): 3 clusters Score: Raw -32930.651691 + Penalty 664.271770 = -32266.379922 nChanged 40 SP:Iteration 2F (115.717678 sec): 3 clusters Score: Raw -32958.272969 + Penalty 692.009105 = -32266.263864 nChanged 30 SP:Iteration 3F (115.718515 sec): 3 clusters Score: Raw -33000.029511 + Penalty 737.361676 = -32262.667835 nChanged 25 SP:Iteration 4F (115.719370 sec): 3 clusters Score: Raw -33044.751332 + Penalty 822.406678 = -32222.344654 nChanged 21 SP:Iteration 5F (115.720213 sec): 3 clusters Score: Raw -33094.426262 + Penalty 873.630995 = -32220.795267 nChanged 10 SP:Iteration 6F (115.721048 sec): 3 clusters Score: Raw -33118.882100 + Penalty 899.052007 = -32219.830092 nChanged 5 SP:Iteration 7F (115.721886 sec): 3 clusters Score: Raw -33139.919362 + Penalty 928.836452 = -32211.082910 nChanged 4 SP:Iteration 8F (115.722721 sec): 3 clusters Score: Raw -33156.726956 + Penalty 928.836452 = -32227.890504 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 40 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.725766 sec): 2 clusters Score: Raw -68893.271631 + Penalty 877.660826 = -68015.610806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.727343 sec): 3 clusters Score: Raw -68586.568156 + Penalty 1753.636110 = -66832.932045 nChanged 226 SP:Iteration 1F (115.728862 sec): 3 clusters Score: Raw -68771.030957 + Penalty 1754.028755 = -67017.002201 nChanged 61 SP:Iteration 2F (115.730381 sec): 3 clusters Score: Raw -68835.614262 + Penalty 1755.236475 = -67080.377787 nChanged 44 SP:Iteration 3F (115.731901 sec): 3 clusters Score: Raw -68875.576021 + Penalty 1759.337541 = -67116.238480 nChanged 30 SP:Iteration 4Q (115.733392 sec): 3 clusters Score: Raw -68916.581618 + Penalty 1762.830551 = -67153.751068 nChanged 31 SP:Iteration 5Q (115.734898 sec): 3 clusters Score: Raw -68952.747862 + Penalty 1765.541336 = -67187.206527 nChanged 19 SP:Iteration 6Q (115.736375 sec): 3 clusters Score: Raw -68968.832190 + Penalty 1767.883723 = -67200.948467 nChanged 15 SP:Iteration 7Q (115.737829 sec): 3 clusters Score: Raw -68978.329523 + Penalty 1772.085846 = -67206.243677 nChanged 22 SP:Iteration 8Q (115.739298 sec): 3 clusters Score: Raw -69001.765273 + Penalty 1776.099541 = -67225.665732 nChanged 23 SP:Iteration 9Q (115.740778 sec): 3 clusters Score: Raw -69034.457824 + Penalty 1779.337068 = -67255.120756 nChanged 16 SP:Iteration 10F (115.742289 sec): 3 clusters Score: Raw -69054.022314 + Penalty 1781.630225 = -67272.392090 nChanged 11 SP:Iteration 11Q (115.743746 sec): 3 clusters Score: Raw -69066.643342 + Penalty 1783.832305 = -67282.811037 nChanged 14 SP:Iteration 12Q (115.745202 sec): 3 clusters Score: Raw -69081.441476 + Penalty 1784.672655 = -67296.768821 nChanged 9 SP:Iteration 13Q (115.746638 sec): 3 clusters Score: Raw -69093.292262 + Penalty 1785.611078 = -67307.681184 nChanged 5 SP:Iteration 14Q (115.748071 sec): 3 clusters Score: Raw -69096.704336 + Penalty 1786.060995 = -67310.643341 nChanged 1 SP:Iteration 15Q (115.749501 sec): 3 clusters Score: Raw -69097.564475 + Penalty 1786.060995 = -67311.503481 nChanged 0 SP:Iteration 16F (115.751013 sec): 3 clusters Score: Raw -69097.564475 + Penalty 1786.060995 = -67311.503481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.752655 sec): 2 clusters Score: Raw -3781.854213 + Penalty 498.283448 = -3283.570766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.753044 sec): 3 clusters Score: Raw -4064.795644 + Penalty 956.389968 = -3108.405677 nChanged 10 SP:Iteration 1F (115.753428 sec): 3 clusters Score: Raw -4164.868396 + Penalty 940.851394 = -3224.017002 nChanged 4 SP:Iteration 2Q (115.753774 sec): 3 clusters Score: Raw -4195.620764 + Penalty 938.725860 = -3256.894903 nChanged 1 SP:Iteration 3Q (115.754118 sec): 3 clusters Score: Raw -4197.646574 + Penalty 938.725860 = -3258.920713 nChanged 0 SP:Iteration 4F (115.754498 sec): 3 clusters Score: Raw -4197.646574 + Penalty 938.725860 = -3258.920713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 45 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.758222 sec): 2 clusters Score: Raw -93821.857599 + Penalty 500.926177 = -93320.931422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.760231 sec): 3 clusters Score: Raw -93275.691582 + Penalty 1012.325545 = -92263.366037 nChanged 375 SP:Iteration 1F (115.762225 sec): 3 clusters Score: Raw -93549.103607 + Penalty 1025.641931 = -92523.461677 nChanged 116 SP:Iteration 2F (115.764196 sec): 3 clusters Score: Raw -93689.649562 + Penalty 1038.057032 = -92651.592530 nChanged 83 SP:Iteration 3F (115.766153 sec): 3 clusters Score: Raw -93793.834644 + Penalty 1046.695981 = -92747.138663 nChanged 63 SP:Iteration 4F (115.768108 sec): 3 clusters Score: Raw -93849.787471 + Penalty 1054.828736 = -92794.958735 nChanged 36 SP:Iteration 5Q (115.769964 sec): 3 clusters Score: Raw -93884.759712 + Penalty 1061.542172 = -92823.217540 nChanged 29 SP:Iteration 6Q (115.771833 sec): 3 clusters Score: Raw -93902.457781 + Penalty 1064.506872 = -92837.950909 nChanged 15 SP:Iteration 7Q (115.773725 sec): 3 clusters Score: Raw -93911.217693 + Penalty 1070.997190 = -92840.220503 nChanged 14 SP:Iteration 8Q (115.775564 sec): 3 clusters Score: Raw -93916.325443 + Penalty 1073.021170 = -92843.304274 nChanged 4 SP:Iteration 9Q (115.777391 sec): 3 clusters Score: Raw -93919.296368 + Penalty 1074.566090 = -92844.730278 nChanged 5 SP:Iteration 10F (115.779370 sec): 3 clusters Score: Raw -93921.088705 + Penalty 1074.713826 = -92846.374879 nChanged 3 SP:Iteration 11Q (115.781236 sec): 3 clusters Score: Raw -93922.458826 + Penalty 1074.987581 = -92847.471245 nChanged 1 SP:Iteration 12Q (115.783112 sec): 3 clusters Score: Raw -93922.611207 + Penalty 1074.987581 = -92847.623626 nChanged 0 SP:Iteration 13F (115.785178 sec): 3 clusters Score: Raw -93922.611207 + Penalty 1074.987581 = -92847.623626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.787027 sec): 2 clusters Score: Raw -26802.646754 + Penalty 536.648062 = -26265.998692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.787798 sec): 3 clusters Score: Raw -26711.621198 + Penalty 1078.911975 = -25632.709224 nChanged 85 SP:Iteration 1F (115.788556 sec): 3 clusters Score: Raw -26833.006315 + Penalty 1105.341850 = -25727.664465 nChanged 40 SP:Iteration 2F (115.789312 sec): 3 clusters Score: Raw -26940.126743 + Penalty 1134.250217 = -25805.876526 nChanged 28 SP:Iteration 3F (115.790068 sec): 3 clusters Score: Raw -27004.485630 + Penalty 1148.794106 = -25855.691524 nChanged 13 SP:Iteration 4Q (115.790742 sec): 3 clusters Score: Raw -27027.731166 + Penalty 1150.626986 = -25877.104181 nChanged 4 SP:Iteration 5Q (115.791400 sec): 3 clusters Score: Raw -27034.352984 + Penalty 1149.369770 = -25884.983213 nChanged 2 SP:Iteration 6Q (115.792051 sec): 3 clusters Score: Raw -27036.578414 + Penalty 1149.369770 = -25887.208644 nChanged 0 SP:Iteration 7F (115.792778 sec): 3 clusters Score: Raw -27036.578414 + Penalty 1149.369770 = -25887.208644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.794370 sec): 2 clusters Score: Raw -14885.753803 + Penalty 417.811850 = -14467.941954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.794902 sec): 3 clusters Score: Raw -14847.757454 + Penalty 850.551582 = -13997.205872 nChanged 39 SP:Iteration 1F (115.795394 sec): 3 clusters Score: Raw -14906.984400 + Penalty 863.481560 = -14043.502840 nChanged 11 SP:Iteration 2F (115.795898 sec): 3 clusters Score: Raw -14928.431565 + Penalty 877.634052 = -14050.797512 nChanged 7 SP:Iteration 3Q (115.796379 sec): 3 clusters Score: Raw -14945.297223 + Penalty 892.703621 = -14052.593602 nChanged 5 SP:Iteration 4Q (115.796856 sec): 3 clusters Score: Raw -14957.984270 + Penalty 896.800355 = -14061.183915 nChanged 3 SP:Iteration 5Q (115.797326 sec): 3 clusters Score: Raw -14972.460075 + Penalty 896.800355 = -14075.659720 nChanged 0 SP:Iteration 6F (115.797819 sec): 3 clusters Score: Raw -14972.460075 + Penalty 896.800355 = -14075.659720 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 57 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.808685 sec): 2 clusters Score: Raw -88948.634190 + Penalty 318.564706 = -88630.069485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.811945 sec): 3 clusters Score: Raw -88380.247597 + Penalty 643.776385 = -87736.471212 nChanged 406 SP:Iteration 1F (115.815317 sec): 3 clusters Score: Raw -88668.507160 + Penalty 645.362749 = -88023.144412 nChanged 139 SP:Iteration 2F (115.818022 sec): 3 clusters Score: Raw -88816.023881 + Penalty 646.644879 = -88169.379002 nChanged 89 SP:Iteration 3F (115.820013 sec): 3 clusters Score: Raw -88908.184044 + Penalty 646.854817 = -88261.329227 nChanged 47 SP:Iteration 4Q (115.821918 sec): 3 clusters Score: Raw -88949.124878 + Penalty 646.936444 = -88302.188434 nChanged 32 SP:Iteration 5Q (115.823780 sec): 3 clusters Score: Raw -88963.597444 + Penalty 648.026554 = -88315.570891 nChanged 14 SP:Iteration 6Q (115.825620 sec): 3 clusters Score: Raw -88974.265988 + Penalty 648.524891 = -88325.741097 nChanged 15 SP:Iteration 7Q (115.827445 sec): 3 clusters Score: Raw -88980.670378 + Penalty 647.902663 = -88332.767715 nChanged 10 SP:Iteration 8Q (115.829292 sec): 3 clusters Score: Raw -88982.345479 + Penalty 648.234494 = -88334.110985 nChanged 6 SP:Iteration 9Q (115.831148 sec): 3 clusters Score: Raw -88983.119882 + Penalty 648.312401 = -88334.807481 nChanged 1 SP:Iteration 10F (115.833115 sec): 3 clusters Score: Raw -88983.209055 + Penalty 648.332380 = -88334.876674 nChanged 1 SP:Iteration 11Q (115.834949 sec): 3 clusters Score: Raw -88983.261605 + Penalty 648.332380 = -88334.929225 nChanged 0 SP:Iteration 12F (115.836922 sec): 3 clusters Score: Raw -88983.261605 + Penalty 648.332380 = -88334.929225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.838004 sec): 2 clusters Score: Raw -3238.718722 + Penalty 94.239079 = -3144.479644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.838306 sec): 3 clusters Score: Raw -3277.824805 + Penalty 188.478157 = -3089.346648 nChanged 10 SP:Iteration 1F (115.838598 sec): 3 clusters Score: Raw -3300.686293 + Penalty 202.287041 = -3098.399252 nChanged 2 SP:Iteration 2Q (115.838877 sec): 3 clusters Score: Raw -3307.012453 + Penalty 210.480536 = -3096.531918 nChanged 1 SP:Iteration 3F (115.839157 sec): 3 clusters Score: Raw -3307.801462 + Penalty 210.480536 = -3097.320927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.840394 sec): 2 clusters Score: Raw -9734.639557 + Penalty 261.611149 = -9473.028408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.840830 sec): 3 clusters Score: Raw -9771.429518 + Penalty 541.581391 = -9229.848127 nChanged 35 SP:Iteration 1F (115.841258 sec): 3 clusters Score: Raw -9829.180861 + Penalty 554.490327 = -9274.690534 nChanged 6 SP:Iteration 2Q (115.841676 sec): 3 clusters Score: Raw -9837.890454 + Penalty 559.300624 = -9278.589829 nChanged 2 SP:Iteration 3Q (115.842085 sec): 3 clusters Score: Raw -9841.744766 + Penalty 563.877498 = -9277.867268 nChanged 1 SP:Iteration 4F (115.842511 sec): 3 clusters Score: Raw -9842.342045 + Penalty 563.877498 = -9278.464547 nChanged 0 Time taken for this iteration:114.789192 seconds. 300->29 Clusters: Score -3263046.666147, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 222 (time per iteration =522.028023 ms) Total iterations: 2977 (time per iteration =38.928526 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 8159719375.000000 (time per metric unit =14.202721ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 203992984375.000000 (time per metric unit=568.108856ps) That took 115.890221 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 3 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.42 and 0.63 GB of RAM. Memory request: 0.21 GB would take us to total of 0.21 GB. ---------------------------------------------------------- Loaded 46047 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 46047 points ------ Starting initial clusters from distinct float masks Not enough masks (242) to generate starting clusters (300), so starting with (243) clusters instead. Assigned 243 initial classes from 242 unique masks. Deleting Class 238 (2 points): Lose 4.825944 but Gain 1676.589518 Iteration 0F (6.542319 sec): 242 clusters Score: Raw -3805240.498973 + Penalty 266013.959896 = -3539226.539078 nChanged 12485 Deleting Class 198 (3 points): Lose 27.472269 but Gain 1674.010183 Iteration 1F (11.622579 sec): 239 clusters Score: Raw -3833683.848985 + Penalty 264435.515645 = -3569248.333340 nChanged 4174 Deleting Class 57 (2 points): Lose 12.120408 but Gain 1603.235963 Iteration 2F (16.710115 sec): 237 clusters Score: Raw -3841355.912160 + Penalty 263482.555279 = -3577873.356881 nChanged 2629 Deleting Class 222 (3 points): Lose 47.697792 but Gain 1600.154132 Iteration 3F (21.762088 sec): 236 clusters Score: Raw -3845042.140503 + Penalty 261710.282028 = -3583331.858475 nChanged 2007 Deleting Class 140 (7 points): Lose 114.513319 but Gain 1663.365005 Iteration 4Q (22.481089 sec): 234 clusters Score: Raw -3847150.903206 + Penalty 260461.869991 = -3586689.033214 nChanged 1736 Deleting Class 184 (6 points): Lose 89.460566 but Gain 1601.781749 Iteration 5Q (23.149955 sec): 233 clusters Score: Raw -3848776.138554 + Penalty 259101.024978 = -3589675.113577 nChanged 1448 Deleting Class 185 (7 points): Lose 82.669717 but Gain 1596.824629 Iteration 6Q (23.774202 sec): 232 clusters Score: Raw -3849892.763602 + Penalty 257784.357085 = -3592108.406517 nChanged 1168 Deleting Class 164 (5 points): Lose 80.003497 but Gain 1562.827038 Iteration 7Q (24.334755 sec): 231 clusters Score: Raw -3850685.998886 + Penalty 256484.893761 = -3594201.105125 nChanged 944 Deleting Class 190 (4 points): Lose 34.863262 but Gain 1512.368680 Iteration 8Q (24.859667 sec): 230 clusters Score: Raw -3851261.411234 + Penalty 255112.835211 = -3596148.576023 nChanged 828 Deleting Class 226 (1 points): Lose 12.510435 but Gain 1487.829425 Iteration 9Q (25.365195 sec): 229 clusters Score: Raw -3851782.323423 + Penalty 253759.616024 = -3598022.707399 nChanged 688 Deleting Class 129 (7 points): Lose 114.484543 but Gain 1589.996949 Iteration 10F (30.199363 sec): 228 clusters Score: Raw -3852266.058786 + Penalty 252328.101109 = -3599937.957677 nChanged 649 Deleting Class 215 (3 points): Lose 38.900113 but Gain 1556.909049 Iteration 11Q (30.679603 sec): 227 clusters Score: Raw -3852939.167903 + Penalty 250903.195426 = -3602035.972477 nChanged 601 Deleting Class 96 (16 points): Lose 205.594292 but Gain 1670.733179 Iteration 12Q (31.153686 sec): 226 clusters Score: Raw -3853184.191386 + Penalty 249199.486154 = -3603984.705232 nChanged 538 Deleting Class 206 (6 points): Lose 100.755840 but Gain 1564.158212 Iteration 13Q (31.614159 sec): 225 clusters Score: Raw -3853394.617910 + Penalty 247815.535317 = -3605579.082593 nChanged 505 Deleting Class 208 (1 points): Lose 17.609185 but Gain 1475.781068 Iteration 14Q (32.066497 sec): 224 clusters Score: Raw -3853696.806880 + Penalty 245346.038333 = -3608350.768546 nChanged 456 Deleting Class 83 (2 points): Lose 44.866217 but Gain 1494.115527 Iteration 15Q (32.507140 sec): 222 clusters Score: Raw -3853887.821395 + Penalty 244041.156901 = -3609846.664494 nChanged 462 Deleting Class 193 (10 points): Lose 113.236541 but Gain 1559.044350 Iteration 16Q (32.952833 sec): 221 clusters Score: Raw -3853992.154118 + Penalty 242538.108677 = -3611454.045442 nChanged 466 Deleting Class 241 (1 points): Lose 5.633230 but Gain 1447.155926 Iteration 17Q (33.394966 sec): 220 clusters Score: Raw -3854163.036414 + Penalty 241130.577453 = -3613032.458961 nChanged 424 Deleting Class 242 (3 points): Lose 43.866710 but Gain 1481.732306 Iteration 18Q (33.827581 sec): 219 clusters Score: Raw -3854257.714484 + Penalty 239730.306263 = -3614527.408221 nChanged 473 Deleting Class 187 (10 points): Lose 120.899024 but Gain 1555.705914 Iteration 19Q (34.274127 sec): 218 clusters Score: Raw -3854315.286905 + Penalty 238278.389019 = -3616036.897886 nChanged 464 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3854315.286905 + Penalty 238278.389019 = -3616036.897886Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 1 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.443570 sec): 2 clusters Score: Raw -40891.319014 + Penalty 332.651994 = -40558.667020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.444585 sec): 3 clusters Score: Raw -40671.173416 + Penalty 666.910539 = -40004.262877 nChanged 160 SP:Iteration 1F (34.445649 sec): 3 clusters Score: Raw -40790.818014 + Penalty 675.993712 = -40114.824301 nChanged 55 SP:Iteration 2F (34.446686 sec): 3 clusters Score: Raw -40848.579297 + Penalty 691.349595 = -40157.229702 nChanged 41 SP:Iteration 3F (34.447725 sec): 3 clusters Score: Raw -40895.264443 + Penalty 703.401157 = -40191.863286 nChanged 19 SP:Iteration 4Q (34.448713 sec): 3 clusters Score: Raw -40911.652264 + Penalty 708.397501 = -40203.254763 nChanged 13 SP:Iteration 5Q (34.449707 sec): 3 clusters Score: Raw -40927.449436 + Penalty 717.920465 = -40209.528972 nChanged 13 SP:Iteration 6Q (34.450686 sec): 3 clusters Score: Raw -40945.519250 + Penalty 727.117087 = -40218.402163 nChanged 11 SP:Iteration 7Q (34.451653 sec): 3 clusters Score: Raw -40964.412617 + Penalty 733.774950 = -40230.637667 nChanged 6 SP:Iteration 8Q (34.452619 sec): 3 clusters Score: Raw -40976.021510 + Penalty 736.879638 = -40239.141872 nChanged 7 SP:Iteration 9Q (34.453554 sec): 3 clusters Score: Raw -40986.099475 + Penalty 742.615825 = -40243.483650 nChanged 4 SP:Iteration 10F (34.454541 sec): 3 clusters Score: Raw -40992.375877 + Penalty 746.776055 = -40245.599822 nChanged 3 SP:Iteration 11Q (34.455461 sec): 3 clusters Score: Raw -40995.104502 + Penalty 750.831563 = -40244.272939 nChanged 4 SP:Iteration 12F (34.456448 sec): 3 clusters Score: Raw -40996.729751 + Penalty 757.033956 = -40239.695794 nChanged 4 SP:Iteration 13F (34.457458 sec): 3 clusters Score: Raw -40998.991795 + Penalty 759.068091 = -40239.923705 nChanged 1 SP:Iteration 14Q (34.458371 sec): 3 clusters Score: Raw -40999.145616 + Penalty 759.068091 = -40240.077525 nChanged 0 SP:Iteration 15F (34.459359 sec): 3 clusters Score: Raw -40999.145616 + Penalty 759.068091 = -40240.077525 nChanged 0 Memory request: 0.06 GB would take us to total of 0.48 GB. Trying to split cluster 2 (13190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.519402 sec): 2 clusters Score: Raw -1110271.670233 + Penalty 235.799707 = -1110035.870526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.544383 sec): 3 clusters Score: Raw -1101423.852529 + Penalty 530.064194 = -1100893.788335 nChanged 6238 SP:Iteration 1F (34.568369 sec): 3 clusters Score: Raw -1106696.836828 + Penalty 603.790535 = -1106093.046293 nChanged 2033 SP:Iteration 2F (34.592313 sec): 3 clusters Score: Raw -1108869.284025 + Penalty 626.954084 = -1108242.329941 nChanged 871 SP:Iteration 3F (34.616145 sec): 3 clusters Score: Raw -1109840.703246 + Penalty 571.008683 = -1109269.694563 nChanged 341 SP:Iteration 4Q (34.638628 sec): 3 clusters Score: Raw -1110193.145433 + Penalty 540.654087 = -1109652.491346 nChanged 77 SP:Iteration 5Q (34.658260 sec): 3 clusters Score: Raw -1110259.723193 + Penalty 560.390709 = -1109699.332485 nChanged 29 SP:Iteration 6Q (34.677406 sec): 3 clusters Score: Raw -1110284.544716 + Penalty 587.371610 = -1109697.173107 nChanged 9 SP:Iteration 7F (34.701337 sec): 3 clusters Score: Raw -1110292.256685 + Penalty 613.355130 = -1109678.901555 nChanged 5 SP:Iteration 8F (34.725259 sec): 3 clusters Score: Raw -1110296.459356 + Penalty 624.023808 = -1109672.435549 nChanged 2 SP:Iteration 9F (34.749425 sec): 3 clusters Score: Raw -1110297.552301 + Penalty 632.317773 = -1109665.234528 nChanged 1 SP:Iteration 10F (34.773267 sec): 3 clusters Score: Raw -1110297.738411 + Penalty 655.748034 = -1109641.990377 nChanged 2 SP:Iteration 11F (34.797240 sec): 3 clusters Score: Raw -1110300.352715 + Penalty 669.935061 = -1109630.417654 nChanged 1 SP:Iteration 12F (34.821302 sec): 3 clusters Score: Raw -1110303.140081 + Penalty 679.200769 = -1109623.939312 nChanged 1 SP:Iteration 13F (34.845326 sec): 3 clusters Score: Raw -1110304.461222 + Penalty 676.441830 = -1109628.019393 nChanged 1 SP:Iteration 14Q (34.864293 sec): 3 clusters Score: Raw -1110306.311897 + Penalty 676.441830 = -1109629.870067 nChanged 0 SP:Iteration 15F (34.890433 sec): 3 clusters Score: Raw -1110306.311897 + Penalty 676.441830 = -1109629.870067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 3 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.898033 sec): 2 clusters Score: Raw -12662.866097 + Penalty 711.712874 = -11951.153223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.898517 sec): 3 clusters Score: Raw -12711.341812 + Penalty 1424.577264 = -11286.764548 nChanged 10 SP:Iteration 1F (34.898979 sec): 3 clusters Score: Raw -12743.154346 + Penalty 1424.876259 = -11318.278087 nChanged 3 SP:Iteration 2Q (34.899419 sec): 3 clusters Score: Raw -12746.833825 + Penalty 1424.876259 = -11321.957566 nChanged 0 SP:Iteration 3F (34.899893 sec): 3 clusters Score: Raw -12746.833825 + Penalty 1424.876259 = -11321.957566 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 4 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.905907 sec): 2 clusters Score: Raw -104859.479197 + Penalty 231.409660 = -104628.069537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.908377 sec): 3 clusters Score: Raw -104133.435821 + Penalty 448.646754 = -103684.789067 nChanged 508 SP:Iteration 1F (34.910819 sec): 3 clusters Score: Raw -104466.825170 + Penalty 451.121107 = -104015.704063 nChanged 151 SP:Iteration 2F (34.913248 sec): 3 clusters Score: Raw -104619.752825 + Penalty 457.941431 = -104161.811394 nChanged 95 SP:Iteration 3F (34.915683 sec): 3 clusters Score: Raw -104677.549323 + Penalty 462.697580 = -104214.851743 nChanged 43 SP:Iteration 4Q (34.918089 sec): 3 clusters Score: Raw -104692.376675 + Penalty 463.986327 = -104228.390348 nChanged 13 SP:Iteration 5Q (34.920475 sec): 3 clusters Score: Raw -104695.450248 + Penalty 465.376861 = -104230.073387 nChanged 14 SP:Iteration 6Q (34.922829 sec): 3 clusters Score: Raw -104699.181299 + Penalty 467.261584 = -104231.919715 nChanged 18 SP:Iteration 7Q (34.925192 sec): 3 clusters Score: Raw -104705.832606 + Penalty 468.795063 = -104237.037543 nChanged 23 SP:Iteration 8Q (34.927600 sec): 3 clusters Score: Raw -104716.488108 + Penalty 471.121586 = -104245.366522 nChanged 22 SP:Iteration 9Q (34.930037 sec): 3 clusters Score: Raw -104725.288474 + Penalty 470.322107 = -104254.966367 nChanged 19 SP:Iteration 10F (34.932547 sec): 3 clusters Score: Raw -104732.139063 + Penalty 470.593327 = -104261.545736 nChanged 16 SP:Iteration 11Q (34.934900 sec): 3 clusters Score: Raw -104740.211045 + Penalty 468.648258 = -104271.562788 nChanged 22 SP:Iteration 12Q (34.937210 sec): 3 clusters Score: Raw -104751.184221 + Penalty 471.715929 = -104279.468292 nChanged 20 SP:Iteration 13Q (34.939517 sec): 3 clusters Score: Raw -104759.996922 + Penalty 472.736169 = -104287.260753 nChanged 17 SP:Iteration 14Q (34.941790 sec): 3 clusters Score: Raw -104768.131235 + Penalty 474.067604 = -104294.063631 nChanged 17 SP:Iteration 15Q (34.944058 sec): 3 clusters Score: Raw -104775.698720 + Penalty 478.498896 = -104297.199824 nChanged 21 SP:Iteration 16Q (34.946306 sec): 3 clusters Score: Raw -104781.779964 + Penalty 479.977372 = -104301.802592 nChanged 11 SP:Iteration 17Q (34.948553 sec): 3 clusters Score: Raw -104785.959598 + Penalty 481.217295 = -104304.742302 nChanged 13 SP:Iteration 18Q (34.950786 sec): 3 clusters Score: Raw -104789.481812 + Penalty 482.298105 = -104307.183708 nChanged 4 SP:Iteration 19Q (34.953029 sec): 3 clusters Score: Raw -104790.091075 + Penalty 483.335652 = -104306.755423 nChanged 3 SP:Iteration 20F (34.955486 sec): 3 clusters Score: Raw -104790.467630 + Penalty 483.437059 = -104307.030571 nChanged 5 SP:Iteration 21Q (34.957740 sec): 3 clusters Score: Raw -104791.992755 + Penalty 484.777900 = -104307.214855 nChanged 10 SP:Iteration 22Q (34.959979 sec): 3 clusters Score: Raw -104795.935767 + Penalty 486.650434 = -104309.285333 nChanged 13 SP:Iteration 23Q (34.962195 sec): 3 clusters Score: Raw -104799.920792 + Penalty 489.208849 = -104310.711943 nChanged 12 SP:Iteration 24Q (34.964306 sec): 3 clusters Score: Raw -104804.395302 + Penalty 489.237003 = -104315.158300 nChanged 10 SP:Iteration 25Q (34.966475 sec): 3 clusters Score: Raw -104807.523294 + Penalty 493.948626 = -104313.574669 nChanged 10 SP:Iteration 26F (34.968953 sec): 3 clusters Score: Raw -104810.292039 + Penalty 495.612504 = -104314.679536 nChanged 8 SP:Iteration 27Q (34.971063 sec): 3 clusters Score: Raw -104812.720413 + Penalty 497.477952 = -104315.242460 nChanged 11 SP:Iteration 28Q (34.973188 sec): 3 clusters Score: Raw -104815.697744 + Penalty 497.032078 = -104318.665666 nChanged 4 SP:Iteration 29Q (34.975321 sec): 3 clusters Score: Raw -104816.714527 + Penalty 497.113239 = -104319.601288 nChanged 6 SP:Iteration 30F (34.977777 sec): 3 clusters Score: Raw -104817.658560 + Penalty 501.727555 = -104315.931004 nChanged 8 SP:Iteration 31F (34.980216 sec): 3 clusters Score: Raw -104819.614011 + Penalty 512.020767 = -104307.593244 nChanged 11 SP:Iteration 32F (34.982572 sec): 3 clusters Score: Raw -104823.641124 + Penalty 521.425946 = -104302.215178 nChanged 11 SP:Iteration 33F (34.984868 sec): 3 clusters Score: Raw -104826.918971 + Penalty 524.351170 = -104302.567801 nChanged 12 SP:Iteration 34Q (34.986842 sec): 3 clusters Score: Raw -104832.415156 + Penalty 535.880817 = -104296.534339 nChanged 12 SP:Iteration 35F (34.989093 sec): 3 clusters Score: Raw -104839.526835 + Penalty 564.667907 = -104274.858928 nChanged 15 SP:Iteration 36F (34.991308 sec): 3 clusters Score: Raw -104847.276447 + Penalty 592.911814 = -104254.364632 nChanged 13 SP:Iteration 37F (34.993512 sec): 3 clusters Score: Raw -104853.604448 + Penalty 607.571527 = -104246.032921 nChanged 8 SP:Iteration 38F (34.995706 sec): 3 clusters Score: Raw -104856.555274 + Penalty 632.342610 = -104224.212664 nChanged 10 SP:Iteration 39F (34.997926 sec): 3 clusters Score: Raw -104862.507158 + Penalty 644.597785 = -104217.909373 nChanged 5 SP:Iteration 40F (35.000151 sec): 3 clusters Score: Raw -104865.036300 + Penalty 681.448609 = -104183.587691 nChanged 6 SP:Iteration 41F (35.002393 sec): 3 clusters Score: Raw -104868.056804 + Penalty 716.887826 = -104151.168979 nChanged 6 SP:Iteration 42F (35.004686 sec): 3 clusters Score: Raw -104872.108051 + Penalty 752.005653 = -104120.102398 nChanged 4 SP:Iteration 43F (35.006974 sec): 3 clusters Score: Raw -104875.177257 + Penalty 774.329194 = -104100.848063 nChanged 2 SP:Iteration 44F (35.009367 sec): 3 clusters Score: Raw -104876.784017 + Penalty 793.823278 = -104082.960739 nChanged 2 SP:Iteration 45F (35.011812 sec): 3 clusters Score: Raw -104879.453816 + Penalty 804.819122 = -104074.634694 nChanged 2 SP:Iteration 46F (35.014144 sec): 3 clusters Score: Raw -104881.018092 + Penalty 812.524847 = -104068.493245 nChanged 1 SP:Iteration 47F (35.016391 sec): 3 clusters Score: Raw -104881.641072 + Penalty 812.524847 = -104069.116225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 5 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.019385 sec): 2 clusters Score: Raw -36173.899208 + Penalty 306.103533 = -35867.795675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.020326 sec): 3 clusters Score: Raw -35950.892408 + Penalty 607.516346 = -35343.376062 nChanged 149 SP:Iteration 1F (35.021255 sec): 3 clusters Score: Raw -36085.846511 + Penalty 597.142207 = -35488.704304 nChanged 54 SP:Iteration 2F (35.022201 sec): 3 clusters Score: Raw -36138.391477 + Penalty 591.730375 = -35546.661102 nChanged 28 SP:Iteration 3F (35.023130 sec): 3 clusters Score: Raw -36162.057230 + Penalty 586.851104 = -35575.206126 nChanged 9 SP:Iteration 4Q (35.024047 sec): 3 clusters Score: Raw -36166.384114 + Penalty 585.975904 = -35580.408211 nChanged 5 SP:Iteration 5Q (35.024962 sec): 3 clusters Score: Raw -36168.874336 + Penalty 585.274567 = -35583.599769 nChanged 3 SP:Iteration 6Q (35.025875 sec): 3 clusters Score: Raw -36170.130496 + Penalty 583.664398 = -35586.466099 nChanged 3 SP:Iteration 7Q (35.026787 sec): 3 clusters Score: Raw -36171.093615 + Penalty 583.664398 = -35587.429218 nChanged 0 SP:Iteration 8F (35.027731 sec): 3 clusters Score: Raw -36171.093615 + Penalty 583.664398 = -35587.429218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 6 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.028300 sec): 2 clusters Score: Raw -2093.858995 + Penalty 260.671365 = -1833.187631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.028561 sec): 3 clusters Score: Raw -2118.010766 + Penalty 521.799046 = -1596.211720 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.031635 sec): 2 clusters Score: Raw -77008.392583 + Penalty 971.367574 = -76037.025009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.033240 sec): 3 clusters Score: Raw -76735.959028 + Penalty 1943.641665 = -74792.317363 nChanged 220 SP:Iteration 1F (35.034858 sec): 3 clusters Score: Raw -76992.863836 + Penalty 1943.869643 = -75048.994193 nChanged 64 SP:Iteration 2F (35.036442 sec): 3 clusters Score: Raw -77069.733640 + Penalty 1943.641712 = -75126.091928 nChanged 39 SP:Iteration 3F (35.038022 sec): 3 clusters Score: Raw -77111.429909 + Penalty 1943.575036 = -75167.854873 nChanged 23 SP:Iteration 4Q (35.039572 sec): 3 clusters Score: Raw -77133.152111 + Penalty 1943.632728 = -75189.519383 nChanged 11 SP:Iteration 5Q (35.041116 sec): 3 clusters Score: Raw -77147.880899 + Penalty 1943.398220 = -75204.482679 nChanged 12 SP:Iteration 6Q (35.042637 sec): 3 clusters Score: Raw -77157.206075 + Penalty 1942.970040 = -75214.236035 nChanged 14 SP:Iteration 7Q (35.044120 sec): 3 clusters Score: Raw -77166.599327 + Penalty 1942.679400 = -75223.919927 nChanged 8 SP:Iteration 8Q (35.045588 sec): 3 clusters Score: Raw -77169.265016 + Penalty 1942.542752 = -75226.722264 nChanged 4 SP:Iteration 9Q (35.047085 sec): 3 clusters Score: Raw -77171.318167 + Penalty 1942.278585 = -75229.039582 nChanged 7 SP:Iteration 10F (35.048605 sec): 3 clusters Score: Raw -77174.360461 + Penalty 1942.024168 = -75232.336293 nChanged 7 SP:Iteration 11Q (35.050080 sec): 3 clusters Score: Raw -77177.935892 + Penalty 1941.858158 = -75236.077734 nChanged 7 SP:Iteration 12Q (35.051581 sec): 3 clusters Score: Raw -77181.864097 + Penalty 1941.552882 = -75240.311215 nChanged 10 SP:Iteration 13Q (35.053050 sec): 3 clusters Score: Raw -77186.536213 + Penalty 1941.349077 = -75245.187136 nChanged 8 SP:Iteration 14Q (35.054516 sec): 3 clusters Score: Raw -77191.723384 + Penalty 1941.109173 = -75250.614211 nChanged 13 SP:Iteration 15Q (35.055980 sec): 3 clusters Score: Raw -77203.225894 + Penalty 1940.834672 = -75262.391222 nChanged 12 SP:Iteration 16Q (35.057468 sec): 3 clusters Score: Raw -77209.243677 + Penalty 1940.034761 = -75269.208916 nChanged 13 SP:Iteration 17Q (35.058925 sec): 3 clusters Score: Raw -77220.283964 + Penalty 1939.640441 = -75280.643524 nChanged 8 SP:Iteration 18Q (35.060368 sec): 3 clusters Score: Raw -77230.648572 + Penalty 1940.085794 = -75290.562778 nChanged 9 SP:Iteration 19Q (35.061871 sec): 3 clusters Score: Raw -77245.274837 + Penalty 1940.308772 = -75304.966066 nChanged 7 SP:Iteration 20F (35.063380 sec): 3 clusters Score: Raw -77257.439669 + Penalty 1940.157962 = -75317.281707 nChanged 8 SP:Iteration 21Q (35.064848 sec): 3 clusters Score: Raw -77274.726723 + Penalty 1940.268880 = -75334.457843 nChanged 6 SP:Iteration 22Q (35.066315 sec): 3 clusters Score: Raw -77283.773234 + Penalty 1940.202571 = -75343.570663 nChanged 5 SP:Iteration 23Q (35.067817 sec): 3 clusters Score: Raw -77287.885416 + Penalty 1940.089064 = -75347.796352 nChanged 7 SP:Iteration 24Q (35.069288 sec): 3 clusters Score: Raw -77291.622381 + Penalty 1940.298440 = -75351.323941 nChanged 6 SP:Iteration 25Q (35.070745 sec): 3 clusters Score: Raw -77295.913012 + Penalty 1940.630708 = -75355.282304 nChanged 10 SP:Iteration 26Q (35.072231 sec): 3 clusters Score: Raw -77306.105616 + Penalty 1940.173007 = -75365.932609 nChanged 11 SP:Iteration 27Q (35.073709 sec): 3 clusters Score: Raw -77317.009200 + Penalty 1939.977907 = -75377.031293 nChanged 8 SP:Iteration 28Q (35.075168 sec): 3 clusters Score: Raw -77327.399835 + Penalty 1939.915316 = -75387.484520 nChanged 5 SP:Iteration 29Q (35.076622 sec): 3 clusters Score: Raw -77330.695022 + Penalty 1940.152082 = -75390.542940 nChanged 2 SP:Iteration 30F (35.078158 sec): 3 clusters Score: Raw -77331.993373 + Penalty 1940.152082 = -75391.841291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 8 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.080976 sec): 2 clusters Score: Raw -50907.307074 + Penalty 340.360997 = -50566.946077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.082240 sec): 3 clusters Score: Raw -50629.344273 + Penalty 692.387376 = -49936.956897 nChanged 216 SP:Iteration 1F (35.083501 sec): 3 clusters Score: Raw -50847.343314 + Penalty 686.844249 = -50160.499065 nChanged 77 SP:Iteration 2F (35.084759 sec): 3 clusters Score: Raw -50949.071335 + Penalty 677.188057 = -50271.883277 nChanged 36 SP:Iteration 3F (35.085993 sec): 3 clusters Score: Raw -50988.509961 + Penalty 670.577366 = -50317.932595 nChanged 14 SP:Iteration 4Q (35.087216 sec): 3 clusters Score: Raw -50997.942240 + Penalty 673.425755 = -50324.516485 nChanged 8 SP:Iteration 5Q (35.088463 sec): 3 clusters Score: Raw -51003.359748 + Penalty 671.266635 = -50332.093113 nChanged 4 SP:Iteration 6Q (35.089687 sec): 3 clusters Score: Raw -51004.455602 + Penalty 671.266635 = -50333.188966 nChanged 0 SP:Iteration 7F (35.090918 sec): 3 clusters Score: Raw -51004.455602 + Penalty 671.266635 = -50333.188966 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 9 (4471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.111234 sec): 2 clusters Score: Raw -393676.139058 + Penalty 262.792597 = -393413.346461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.119632 sec): 3 clusters Score: Raw -390694.773301 + Penalty 526.531871 = -390168.241430 nChanged 2055 SP:Iteration 1F (35.127843 sec): 3 clusters Score: Raw -392112.206923 + Penalty 526.604252 = -391585.602671 nChanged 624 SP:Iteration 2F (35.136413 sec): 3 clusters Score: Raw -392578.149337 + Penalty 526.134903 = -392052.014433 nChanged 288 SP:Iteration 3F (35.144739 sec): 3 clusters Score: Raw -392691.661504 + Penalty 525.763997 = -392165.897507 nChanged 168 SP:Iteration 4Q (35.152774 sec): 3 clusters Score: Raw -392748.126152 + Penalty 525.376535 = -392222.749617 nChanged 135 SP:Iteration 5Q (35.160898 sec): 3 clusters Score: Raw -392796.765141 + Penalty 525.500525 = -392271.264616 nChanged 119 SP:Iteration 6Q (35.168966 sec): 3 clusters Score: Raw -392847.932962 + Penalty 526.876375 = -392321.056586 nChanged 147 SP:Iteration 7Q (35.177004 sec): 3 clusters Score: Raw -392929.944419 + Penalty 530.740935 = -392399.203484 nChanged 195 SP:Iteration 8Q (35.185104 sec): 3 clusters Score: Raw -393053.225791 + Penalty 537.435759 = -392515.790032 nChanged 209 SP:Iteration 9Q (35.193026 sec): 3 clusters Score: Raw -393220.647953 + Penalty 548.407592 = -392672.240361 nChanged 227 SP:Iteration 10F (35.201060 sec): 3 clusters Score: Raw -393430.954424 + Penalty 559.929217 = -392871.025208 nChanged 197 SP:Iteration 11Q (35.208983 sec): 3 clusters Score: Raw -393594.225871 + Penalty 570.174727 = -393024.051143 nChanged 159 SP:Iteration 12Q (35.216756 sec): 3 clusters Score: Raw -393721.610358 + Penalty 577.862590 = -393143.747768 nChanged 129 SP:Iteration 13Q (35.224614 sec): 3 clusters Score: Raw -393825.777351 + Penalty 584.299331 = -393241.478019 nChanged 115 SP:Iteration 14Q (35.232169 sec): 3 clusters Score: Raw -393923.365841 + Penalty 588.030012 = -393335.335828 nChanged 89 SP:Iteration 15Q (35.239838 sec): 3 clusters Score: Raw -393989.486366 + Penalty 590.736140 = -393398.750226 nChanged 89 SP:Iteration 16Q (35.247486 sec): 3 clusters Score: Raw -394041.828162 + Penalty 591.771315 = -393450.056847 nChanged 77 SP:Iteration 17Q (35.255006 sec): 3 clusters Score: Raw -394081.200504 + Penalty 590.411448 = -393490.789056 nChanged 62 SP:Iteration 18Q (35.262341 sec): 3 clusters Score: Raw -394108.980642 + Penalty 588.811217 = -393520.169425 nChanged 51 SP:Iteration 19Q (35.269787 sec): 3 clusters Score: Raw -394129.101839 + Penalty 587.502231 = -393541.599608 nChanged 33 SP:Iteration 20F (35.277941 sec): 3 clusters Score: Raw -394141.204574 + Penalty 586.708969 = -393554.495605 nChanged 33 SP:Iteration 21Q (35.285485 sec): 3 clusters Score: Raw -394149.802420 + Penalty 586.610847 = -393563.191572 nChanged 24 SP:Iteration 22Q (35.292924 sec): 3 clusters Score: Raw -394155.272526 + Penalty 586.429481 = -393568.843045 nChanged 15 SP:Iteration 23Q (35.300392 sec): 3 clusters Score: Raw -394160.105719 + Penalty 585.946982 = -393574.158737 nChanged 20 SP:Iteration 24Q (35.307952 sec): 3 clusters Score: Raw -394164.214810 + Penalty 585.688832 = -393578.525978 nChanged 13 SP:Iteration 25Q (35.315436 sec): 3 clusters Score: Raw -394166.137210 + Penalty 585.524523 = -393580.612687 nChanged 10 SP:Iteration 26Q (35.322873 sec): 3 clusters Score: Raw -394167.323718 + Penalty 585.252794 = -393582.070925 nChanged 4 SP:Iteration 27Q (35.330342 sec): 3 clusters Score: Raw -394167.624668 + Penalty 585.114427 = -393582.510241 nChanged 2 SP:Iteration 28Q (35.337770 sec): 3 clusters Score: Raw -394167.684858 + Penalty 584.936236 = -393582.748622 nChanged 2 SP:Iteration 29Q (35.345474 sec): 3 clusters Score: Raw -394167.742054 + Penalty 584.809662 = -393582.932391 nChanged 1 SP:Iteration 30F (35.353881 sec): 3 clusters Score: Raw -394167.756655 + Penalty 584.809662 = -393582.946993 nChanged 0 Score: Raw -3886337.737131 + Penalty 238689.749004 = -3647647.988127 Splitting cluster 9 changes total score from -3616036.897886 to -3647647.988127 So it's getting split into cluster 57. Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (1922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.972813 sec): 2 clusters Score: Raw -176793.915527 + Penalty 385.192113 = -176408.723414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.976550 sec): 3 clusters Score: Raw -175627.445330 + Penalty 811.611092 = -174815.834238 nChanged 840 SP:Iteration 1F (39.980191 sec): 3 clusters Score: Raw -176640.184997 + Penalty 854.208352 = -175785.976645 nChanged 267 SP:Iteration 2F (39.983696 sec): 3 clusters Score: Raw -176972.482492 + Penalty 860.839516 = -176111.642976 nChanged 109 SP:Iteration 3F (39.987235 sec): 3 clusters Score: Raw -177081.202639 + Penalty 860.263491 = -176220.939147 nChanged 55 SP:Iteration 4Q (39.990674 sec): 3 clusters Score: Raw -177114.256154 + Penalty 858.524684 = -176255.731470 nChanged 31 SP:Iteration 5Q (39.993999 sec): 3 clusters Score: Raw -177130.238506 + Penalty 856.739020 = -176273.499485 nChanged 21 SP:Iteration 6Q (39.997321 sec): 3 clusters Score: Raw -177140.361888 + Penalty 856.175711 = -176284.186177 nChanged 8 SP:Iteration 7Q (40.000563 sec): 3 clusters Score: Raw -177143.074559 + Penalty 856.714009 = -176286.360549 nChanged 6 SP:Iteration 8Q (40.003885 sec): 3 clusters Score: Raw -177144.787516 + Penalty 856.495345 = -176288.292171 nChanged 5 SP:Iteration 9Q (40.007156 sec): 3 clusters Score: Raw -177146.660517 + Penalty 857.661000 = -176288.999517 nChanged 4 SP:Iteration 10F (40.010692 sec): 3 clusters Score: Raw -177147.297032 + Penalty 857.467515 = -176289.829516 nChanged 1 SP:Iteration 11Q (40.013931 sec): 3 clusters Score: Raw -177147.416357 + Penalty 857.467515 = -176289.948841 nChanged 0 SP:Iteration 12F (40.017582 sec): 3 clusters Score: Raw -177147.416357 + Penalty 857.467515 = -176289.948841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 11 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.019734 sec): 2 clusters Score: Raw -1944.739571 + Penalty 281.714414 = -1663.025157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.020023 sec): 3 clusters Score: Raw -2287.592537 + Penalty 564.185353 = -1723.407184 nChanged 1 SP:Iteration 1Q (40.020291 sec): 3 clusters Score: Raw -2290.790296 + Penalty 564.185353 = -1726.604943 nChanged 0 SP:Iteration 2F (40.020569 sec): 3 clusters Score: Raw -2290.790296 + Penalty 564.185353 = -1726.604943 nChanged 0 Score: Raw -3886683.732407 + Penalty 239517.634216 = -3647166.098191 Splitting cluster 11 changes total score from -3616036.897886 to -3647166.098191 So it's getting split into cluster 83. Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.676353 sec): 2 clusters Score: Raw -345346.985947 + Penalty 249.467640 = -345097.518306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.688784 sec): 3 clusters Score: Raw -342815.636779 + Penalty 509.807036 = -342305.829743 nChanged 1769 SP:Iteration 1F (44.701195 sec): 3 clusters Score: Raw -344097.545459 + Penalty 523.797080 = -343573.748379 nChanged 481 SP:Iteration 2F (44.709131 sec): 3 clusters Score: Raw -344472.823406 + Penalty 526.534370 = -343946.289036 nChanged 373 SP:Iteration 3F (44.717288 sec): 3 clusters Score: Raw -344795.580207 + Penalty 521.169376 = -344274.410831 nChanged 248 SP:Iteration 4F (44.725007 sec): 3 clusters Score: Raw -344986.073013 + Penalty 513.260063 = -344472.812950 nChanged 182 SP:Iteration 5Q (44.732704 sec): 3 clusters Score: Raw -345085.448555 + Penalty 505.942693 = -344579.505862 nChanged 122 SP:Iteration 6Q (44.740228 sec): 3 clusters Score: Raw -345140.661678 + Penalty 500.137240 = -344640.524438 nChanged 82 SP:Iteration 7Q (44.747659 sec): 3 clusters Score: Raw -345173.227405 + Penalty 499.718758 = -344673.508647 nChanged 68 SP:Iteration 8Q (44.754944 sec): 3 clusters Score: Raw -345195.900502 + Penalty 497.118765 = -344698.781737 nChanged 58 SP:Iteration 9Q (44.762314 sec): 3 clusters Score: Raw -345214.085910 + Penalty 497.309027 = -344716.776883 nChanged 55 SP:Iteration 10F (44.770378 sec): 3 clusters Score: Raw -345231.387254 + Penalty 497.380431 = -344734.006823 nChanged 54 SP:Iteration 11Q (44.777422 sec): 3 clusters Score: Raw -345249.579744 + Penalty 496.542583 = -344753.037161 nChanged 52 SP:Iteration 12Q (44.784401 sec): 3 clusters Score: Raw -345269.510102 + Penalty 499.212965 = -344770.297136 nChanged 55 SP:Iteration 13Q (44.791284 sec): 3 clusters Score: Raw -345290.188222 + Penalty 497.964462 = -344792.223760 nChanged 53 SP:Iteration 14Q (44.798105 sec): 3 clusters Score: Raw -345311.391732 + Penalty 497.683465 = -344813.708267 nChanged 45 SP:Iteration 15Q (44.804862 sec): 3 clusters Score: Raw -345328.520731 + Penalty 501.334153 = -344827.186577 nChanged 45 SP:Iteration 16Q (44.811561 sec): 3 clusters Score: Raw -345344.303551 + Penalty 501.539356 = -344842.764194 nChanged 31 SP:Iteration 17Q (44.818171 sec): 3 clusters Score: Raw -345355.983636 + Penalty 501.656872 = -344854.326764 nChanged 26 SP:Iteration 18Q (44.824698 sec): 3 clusters Score: Raw -345365.031342 + Penalty 505.244862 = -344859.786479 nChanged 26 SP:Iteration 19Q (44.831235 sec): 3 clusters Score: Raw -345373.339221 + Penalty 506.269093 = -344867.070128 nChanged 11 SP:Iteration 20F (44.838710 sec): 3 clusters Score: Raw -345374.497051 + Penalty 505.040191 = -344869.456859 nChanged 7 SP:Iteration 21Q (44.845226 sec): 3 clusters Score: Raw -345375.558546 + Penalty 502.618155 = -344872.940391 nChanged 11 SP:Iteration 22Q (44.851677 sec): 3 clusters Score: Raw -345376.992937 + Penalty 500.244628 = -344876.748310 nChanged 7 SP:Iteration 23Q (44.858106 sec): 3 clusters Score: Raw -345378.749358 + Penalty 497.281869 = -344881.467489 nChanged 9 SP:Iteration 24Q (44.864649 sec): 3 clusters Score: Raw -345380.747518 + Penalty 497.779905 = -344882.967613 nChanged 7 SP:Iteration 25Q (44.871516 sec): 3 clusters Score: Raw -345382.481181 + Penalty 497.372213 = -344885.108968 nChanged 9 SP:Iteration 26Q (44.877912 sec): 3 clusters Score: Raw -345385.546950 + Penalty 502.001892 = -344883.545057 nChanged 13 SP:Iteration 27F (44.885373 sec): 3 clusters Score: Raw -345390.040127 + Penalty 501.310382 = -344888.729746 nChanged 9 SP:Iteration 28Q (44.891637 sec): 3 clusters Score: Raw -345393.017536 + Penalty 496.404469 = -344896.613067 nChanged 10 SP:Iteration 29Q (44.897887 sec): 3 clusters Score: Raw -345396.652483 + Penalty 493.790974 = -344902.861509 nChanged 12 SP:Iteration 30F (44.905453 sec): 3 clusters Score: Raw -345400.139876 + Penalty 488.667893 = -344911.471983 nChanged 8 SP:Iteration 31Q (44.911663 sec): 3 clusters Score: Raw -345401.907279 + Penalty 487.132194 = -344914.775085 nChanged 5 SP:Iteration 32Q (44.918120 sec): 3 clusters Score: Raw -345402.744731 + Penalty 487.535478 = -344915.209252 nChanged 2 SP:Iteration 33Q (44.924349 sec): 3 clusters Score: Raw -345402.822530 + Penalty 488.014718 = -344914.807811 nChanged 4 SP:Iteration 34F (44.932014 sec): 3 clusters Score: Raw -345403.097689 + Penalty 485.736183 = -344917.361506 nChanged 4 SP:Iteration 35Q (44.938421 sec): 3 clusters Score: Raw -345403.946363 + Penalty 486.859078 = -344917.087285 nChanged 6 SP:Iteration 36F (44.945965 sec): 3 clusters Score: Raw -345405.490794 + Penalty 485.061054 = -344920.429740 nChanged 6 SP:Iteration 37Q (44.952090 sec): 3 clusters Score: Raw -345406.593007 + Penalty 485.319000 = -344921.274007 nChanged 1 SP:Iteration 38Q (44.958355 sec): 3 clusters Score: Raw -345406.711780 + Penalty 487.274874 = -344919.436907 nChanged 2 SP:Iteration 39F (44.965940 sec): 3 clusters Score: Raw -345406.938455 + Penalty 485.639490 = -344921.298966 nChanged 2 SP:Iteration 40F (44.973635 sec): 3 clusters Score: Raw -345407.291955 + Penalty 484.628481 = -344922.663474 nChanged 1 SP:Iteration 41Q (44.979902 sec): 3 clusters Score: Raw -345407.456466 + Penalty 482.714762 = -344924.741704 nChanged 2 SP:Iteration 42Q (44.986026 sec): 3 clusters Score: Raw -345407.720149 + Penalty 481.510688 = -344926.209462 nChanged 2 SP:Iteration 43Q (44.992287 sec): 3 clusters Score: Raw -345408.309046 + Penalty 479.605808 = -344928.703239 nChanged 3 SP:Iteration 44Q (44.998372 sec): 3 clusters Score: Raw -345408.764690 + Penalty 476.265380 = -344932.499310 nChanged 3 SP:Iteration 45Q (45.004637 sec): 3 clusters Score: Raw -345408.939563 + Penalty 476.265380 = -344932.674183 nChanged 0 SP:Iteration 46F (45.012187 sec): 3 clusters Score: Raw -345408.939563 + Penalty 476.265380 = -344932.674183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.014922 sec): 2 clusters Score: Raw -708.517685 + Penalty 166.489386 = -542.028299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.015154 sec): 3 clusters Score: Raw -718.937925 + Penalty 332.978772 = -385.959154 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 14 (2364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.022958 sec): 2 clusters Score: Raw -209729.453739 + Penalty 252.501166 = -209476.952573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.027958 sec): 3 clusters Score: Raw -208276.519322 + Penalty 506.005663 = -207770.513659 nChanged 1044 SP:Iteration 1F (45.032612 sec): 3 clusters Score: Raw -208900.386026 + Penalty 511.267493 = -208389.118533 nChanged 225 SP:Iteration 2F (45.037339 sec): 3 clusters Score: Raw -209075.494392 + Penalty 521.762319 = -208553.732073 nChanged 207 SP:Iteration 3F (45.042065 sec): 3 clusters Score: Raw -209243.617892 + Penalty 536.797235 = -208706.820657 nChanged 179 SP:Iteration 4F (45.046828 sec): 3 clusters Score: Raw -209394.573526 + Penalty 555.477591 = -208839.095935 nChanged 178 SP:Iteration 5F (45.051621 sec): 3 clusters Score: Raw -209556.304788 + Penalty 570.849816 = -208985.454972 nChanged 148 SP:Iteration 6F (45.056432 sec): 3 clusters Score: Raw -209695.961473 + Penalty 581.006196 = -209114.955277 nChanged 90 SP:Iteration 7Q (45.060994 sec): 3 clusters Score: Raw -209788.871762 + Penalty 585.436122 = -209203.435640 nChanged 58 SP:Iteration 8Q (45.065331 sec): 3 clusters Score: Raw -209835.561620 + Penalty 592.860252 = -209242.701368 nChanged 43 SP:Iteration 9Q (45.069792 sec): 3 clusters Score: Raw -209857.878327 + Penalty 593.426689 = -209264.451638 nChanged 21 SP:Iteration 10F (45.074819 sec): 3 clusters Score: Raw -209862.311784 + Penalty 594.119993 = -209268.191791 nChanged 5 SP:Iteration 11Q (45.079077 sec): 3 clusters Score: Raw -209863.213765 + Penalty 595.477466 = -209267.736299 nChanged 7 SP:Iteration 12F (45.083873 sec): 3 clusters Score: Raw -209864.586579 + Penalty 596.768792 = -209267.817787 nChanged 4 SP:Iteration 13Q (45.088118 sec): 3 clusters Score: Raw -209864.990070 + Penalty 597.869204 = -209267.120866 nChanged 2 SP:Iteration 14F (45.092999 sec): 3 clusters Score: Raw -209865.280328 + Penalty 598.825122 = -209266.455206 nChanged 4 SP:Iteration 15F (45.097845 sec): 3 clusters Score: Raw -209865.641194 + Penalty 599.903190 = -209265.738003 nChanged 2 SP:Iteration 16F (45.102594 sec): 3 clusters Score: Raw -209865.749696 + Penalty 600.238002 = -209265.511694 nChanged 1 SP:Iteration 17F (45.107489 sec): 3 clusters Score: Raw -209865.768955 + Penalty 601.119390 = -209264.649566 nChanged 2 SP:Iteration 18F (45.112221 sec): 3 clusters Score: Raw -209865.849471 + Penalty 601.522642 = -209264.326829 nChanged 2 SP:Iteration 19F (45.117096 sec): 3 clusters Score: Raw -209866.126949 + Penalty 601.860171 = -209264.266778 nChanged 3 SP:Iteration 20F (45.121928 sec): 3 clusters Score: Raw -209866.639041 + Penalty 603.411644 = -209263.227397 nChanged 4 SP:Iteration 21F (45.126675 sec): 3 clusters Score: Raw -209867.089986 + Penalty 603.091189 = -209263.998797 nChanged 2 SP:Iteration 22Q (45.130875 sec): 3 clusters Score: Raw -209867.497915 + Penalty 603.154354 = -209264.343561 nChanged 2 SP:Iteration 23Q (45.135419 sec): 3 clusters Score: Raw -209867.948788 + Penalty 603.154354 = -209264.794435 nChanged 0 SP:Iteration 24F (45.140456 sec): 3 clusters Score: Raw -209867.948788 + Penalty 603.154354 = -209264.794435 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 15 (1927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.152587 sec): 2 clusters Score: Raw -165594.494560 + Penalty 193.554297 = -165400.940262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.156410 sec): 3 clusters Score: Raw -164398.612951 + Penalty 389.228022 = -164009.384929 nChanged 837 SP:Iteration 1F (45.160287 sec): 3 clusters Score: Raw -164833.834102 + Penalty 396.642116 = -164437.191986 nChanged 260 SP:Iteration 2F (45.164088 sec): 3 clusters Score: Raw -165016.602609 + Penalty 405.536980 = -164611.065630 nChanged 170 SP:Iteration 3F (45.167756 sec): 3 clusters Score: Raw -165195.136838 + Penalty 410.142633 = -164784.994205 nChanged 96 SP:Iteration 4Q (45.171473 sec): 3 clusters Score: Raw -165310.792853 + Penalty 413.078237 = -164897.714615 nChanged 60 SP:Iteration 5Q (45.175193 sec): 3 clusters Score: Raw -165344.185669 + Penalty 414.945567 = -164929.240102 nChanged 41 SP:Iteration 6Q (45.178834 sec): 3 clusters Score: Raw -165373.483898 + Penalty 418.896881 = -164954.587016 nChanged 46 SP:Iteration 7Q (45.182407 sec): 3 clusters Score: Raw -165424.474315 + Penalty 422.454502 = -165002.019812 nChanged 53 SP:Iteration 8Q (45.185911 sec): 3 clusters Score: Raw -165468.365653 + Penalty 423.514835 = -165044.850818 nChanged 46 SP:Iteration 9Q (45.189312 sec): 3 clusters Score: Raw -165502.779093 + Penalty 425.499874 = -165077.279219 nChanged 33 SP:Iteration 10F (45.193021 sec): 3 clusters Score: Raw -165523.027341 + Penalty 424.544840 = -165098.482501 nChanged 30 SP:Iteration 11Q (45.196347 sec): 3 clusters Score: Raw -165540.136019 + Penalty 425.373978 = -165114.762041 nChanged 29 SP:Iteration 12Q (45.199605 sec): 3 clusters Score: Raw -165559.179845 + Penalty 423.036283 = -165136.143562 nChanged 26 SP:Iteration 13Q (45.202850 sec): 3 clusters Score: Raw -165576.965442 + Penalty 419.794312 = -165157.171129 nChanged 31 SP:Iteration 14Q (45.206096 sec): 3 clusters Score: Raw -165596.764858 + Penalty 419.644211 = -165177.120647 nChanged 19 SP:Iteration 15Q (45.209276 sec): 3 clusters Score: Raw -165604.467754 + Penalty 418.609562 = -165185.858192 nChanged 10 SP:Iteration 16Q (45.212531 sec): 3 clusters Score: Raw -165608.941067 + Penalty 420.251045 = -165188.690022 nChanged 11 SP:Iteration 17Q (45.215648 sec): 3 clusters Score: Raw -165615.574985 + Penalty 419.985097 = -165195.589888 nChanged 11 SP:Iteration 18Q (45.218754 sec): 3 clusters Score: Raw -165622.125625 + Penalty 419.641814 = -165202.483811 nChanged 4 SP:Iteration 19Q (45.221875 sec): 3 clusters Score: Raw -165623.315966 + Penalty 419.282445 = -165204.033521 nChanged 5 SP:Iteration 20F (45.225404 sec): 3 clusters Score: Raw -165624.169102 + Penalty 415.820272 = -165208.348830 nChanged 4 SP:Iteration 21Q (45.228555 sec): 3 clusters Score: Raw -165626.018876 + Penalty 415.956701 = -165210.062175 nChanged 2 SP:Iteration 22Q (45.231664 sec): 3 clusters Score: Raw -165626.381630 + Penalty 414.912484 = -165211.469146 nChanged 3 SP:Iteration 23Q (45.234732 sec): 3 clusters Score: Raw -165628.511689 + Penalty 412.773309 = -165215.738380 nChanged 4 SP:Iteration 24Q (45.237827 sec): 3 clusters Score: Raw -165629.369674 + Penalty 413.107786 = -165216.261888 nChanged 3 SP:Iteration 25Q (45.240878 sec): 3 clusters Score: Raw -165630.052852 + Penalty 413.794296 = -165216.258557 nChanged 3 SP:Iteration 26F (45.244441 sec): 3 clusters Score: Raw -165631.230412 + Penalty 414.627747 = -165216.602665 nChanged 3 SP:Iteration 27Q (45.247531 sec): 3 clusters Score: Raw -165632.136178 + Penalty 414.922997 = -165217.213181 nChanged 3 SP:Iteration 28Q (45.250595 sec): 3 clusters Score: Raw -165633.149304 + Penalty 414.658459 = -165218.490845 nChanged 5 SP:Iteration 29Q (45.253730 sec): 3 clusters Score: Raw -165634.966458 + Penalty 413.635584 = -165221.330874 nChanged 8 SP:Iteration 30F (45.257361 sec): 3 clusters Score: Raw -165640.443705 + Penalty 414.204118 = -165226.239588 nChanged 11 SP:Iteration 31Q (45.260490 sec): 3 clusters Score: Raw -165649.433530 + Penalty 413.878683 = -165235.554847 nChanged 11 SP:Iteration 32Q (45.263533 sec): 3 clusters Score: Raw -165654.167570 + Penalty 415.271389 = -165238.896181 nChanged 8 SP:Iteration 33Q (45.266583 sec): 3 clusters Score: Raw -165657.006289 + Penalty 416.297257 = -165240.709032 nChanged 6 SP:Iteration 34Q (45.269648 sec): 3 clusters Score: Raw -165658.649493 + Penalty 415.249389 = -165243.400105 nChanged 2 SP:Iteration 35Q (45.272732 sec): 3 clusters Score: Raw -165658.987198 + Penalty 416.336297 = -165242.650902 nChanged 3 SP:Iteration 36F (45.276459 sec): 3 clusters Score: Raw -165659.793815 + Penalty 417.459816 = -165242.334000 nChanged 4 SP:Iteration 37F (45.280110 sec): 3 clusters Score: Raw -165660.939805 + Penalty 417.004957 = -165243.934848 nChanged 1 SP:Iteration 38Q (45.283201 sec): 3 clusters Score: Raw -165661.144122 + Penalty 417.546925 = -165243.597197 nChanged 1 SP:Iteration 39F (45.286818 sec): 3 clusters Score: Raw -165661.208583 + Penalty 417.468181 = -165243.740401 nChanged 1 SP:Iteration 40F (45.290368 sec): 3 clusters Score: Raw -165661.273812 + Penalty 417.869107 = -165243.404705 nChanged 1 SP:Iteration 41F (45.293958 sec): 3 clusters Score: Raw -165661.436334 + Penalty 417.977521 = -165243.458813 nChanged 1 SP:Iteration 42Q (45.297026 sec): 3 clusters Score: Raw -165661.639096 + Penalty 418.126226 = -165243.512870 nChanged 3 SP:Iteration 43Q (45.300097 sec): 3 clusters Score: Raw -165662.770526 + Penalty 417.080156 = -165245.690370 nChanged 3 SP:Iteration 44Q (45.303106 sec): 3 clusters Score: Raw -165663.693280 + Penalty 417.080156 = -165246.613124 nChanged 0 SP:Iteration 45F (45.306724 sec): 3 clusters Score: Raw -165663.693280 + Penalty 417.080156 = -165246.613124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 16 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.309046 sec): 2 clusters Score: Raw -17536.036712 + Penalty 590.103193 = -16945.933520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.309644 sec): 3 clusters Score: Raw -17521.299294 + Penalty 1184.744295 = -16336.554999 nChanged 29 SP:Iteration 1F (45.310202 sec): 3 clusters Score: Raw -17563.658299 + Penalty 1187.966970 = -16375.691328 nChanged 6 SP:Iteration 2Q (45.310749 sec): 3 clusters Score: Raw -17575.853413 + Penalty 1188.643752 = -16387.209661 nChanged 4 SP:Iteration 3Q (45.311289 sec): 3 clusters Score: Raw -17578.167099 + Penalty 1188.643752 = -16389.523347 nChanged 0 SP:Iteration 4F (45.311840 sec): 3 clusters Score: Raw -17578.167099 + Penalty 1188.643752 = -16389.523347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (1382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.316681 sec): 2 clusters Score: Raw -129322.335043 + Penalty 629.287510 = -128693.047533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.319497 sec): 3 clusters Score: Raw -128552.637209 + Penalty 1260.345876 = -127292.291333 nChanged 549 SP:Iteration 1F (45.322223 sec): 3 clusters Score: Raw -128821.940868 + Penalty 1259.357006 = -127562.583862 nChanged 150 SP:Iteration 2F (45.324917 sec): 3 clusters Score: Raw -128915.767652 + Penalty 1255.954010 = -127659.813641 nChanged 102 SP:Iteration 3F (45.327759 sec): 3 clusters Score: Raw -128994.315126 + Penalty 1247.950314 = -127746.364812 nChanged 105 SP:Iteration 4F (45.330529 sec): 3 clusters Score: Raw -129070.021088 + Penalty 1237.234632 = -127832.786455 nChanged 74 SP:Iteration 5F (45.333196 sec): 3 clusters Score: Raw -129120.478252 + Penalty 1225.811594 = -127894.666658 nChanged 64 SP:Iteration 6Q (45.335909 sec): 3 clusters Score: Raw -129167.533397 + Penalty 1216.519554 = -127951.013843 nChanged 50 SP:Iteration 7Q (45.338581 sec): 3 clusters Score: Raw -129211.098610 + Penalty 1208.449924 = -128002.648686 nChanged 33 SP:Iteration 8Q (45.341216 sec): 3 clusters Score: Raw -129240.783040 + Penalty 1204.980715 = -128035.802325 nChanged 41 SP:Iteration 9Q (45.343935 sec): 3 clusters Score: Raw -129276.592331 + Penalty 1201.505121 = -128075.087211 nChanged 25 SP:Iteration 10F (45.346575 sec): 3 clusters Score: Raw -129299.117268 + Penalty 1201.528623 = -128097.588645 nChanged 19 SP:Iteration 11Q (45.349139 sec): 3 clusters Score: Raw -129313.959697 + Penalty 1199.603814 = -128114.355883 nChanged 11 SP:Iteration 12Q (45.351681 sec): 3 clusters Score: Raw -129323.346393 + Penalty 1197.924560 = -128125.421833 nChanged 8 SP:Iteration 13Q (45.354158 sec): 3 clusters Score: Raw -129333.914296 + Penalty 1198.209157 = -128135.705139 nChanged 7 SP:Iteration 14Q (45.356792 sec): 3 clusters Score: Raw -129341.055110 + Penalty 1200.254617 = -128140.800492 nChanged 1 SP:Iteration 15Q (45.359321 sec): 3 clusters Score: Raw -129342.059205 + Penalty 1202.591917 = -128139.467288 nChanged 3 SP:Iteration 16F (45.362126 sec): 3 clusters Score: Raw -129344.496943 + Penalty 1202.591917 = -128141.905026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.365500 sec): 2 clusters Score: Raw -84694.994882 + Penalty 230.552284 = -84464.442597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.367500 sec): 3 clusters Score: Raw -84110.206341 + Penalty 460.042904 = -83650.163437 nChanged 412 SP:Iteration 1F (45.369449 sec): 3 clusters Score: Raw -84443.587768 + Penalty 448.554906 = -83995.032861 nChanged 154 SP:Iteration 2F (45.371393 sec): 3 clusters Score: Raw -84599.136440 + Penalty 439.097957 = -84160.038483 nChanged 66 SP:Iteration 3F (45.373320 sec): 3 clusters Score: Raw -84651.308974 + Penalty 432.470977 = -84218.837997 nChanged 46 SP:Iteration 4Q (45.375234 sec): 3 clusters Score: Raw -84699.258383 + Penalty 425.441516 = -84273.816868 nChanged 30 SP:Iteration 5Q (45.377290 sec): 3 clusters Score: Raw -84731.474508 + Penalty 423.433010 = -84308.041498 nChanged 14 SP:Iteration 6Q (45.379167 sec): 3 clusters Score: Raw -84738.005925 + Penalty 423.014899 = -84314.991026 nChanged 12 SP:Iteration 7Q (45.381002 sec): 3 clusters Score: Raw -84745.630344 + Penalty 418.772207 = -84326.858137 nChanged 10 SP:Iteration 8Q (45.382776 sec): 3 clusters Score: Raw -84751.859325 + Penalty 418.651418 = -84333.207907 nChanged 11 SP:Iteration 9Q (45.384551 sec): 3 clusters Score: Raw -84757.208845 + Penalty 416.895840 = -84340.313006 nChanged 7 SP:Iteration 10F (45.386456 sec): 3 clusters Score: Raw -84759.311210 + Penalty 416.001644 = -84343.309567 nChanged 8 SP:Iteration 11Q (45.388167 sec): 3 clusters Score: Raw -84761.005947 + Penalty 416.181332 = -84344.824615 nChanged 9 SP:Iteration 12Q (45.389911 sec): 3 clusters Score: Raw -84763.369644 + Penalty 415.236783 = -84348.132861 nChanged 6 SP:Iteration 13Q (45.391636 sec): 3 clusters Score: Raw -84764.824568 + Penalty 415.585279 = -84349.239289 nChanged 4 SP:Iteration 14Q (45.393340 sec): 3 clusters Score: Raw -84765.601918 + Penalty 416.232702 = -84349.369216 nChanged 4 SP:Iteration 15Q (45.395070 sec): 3 clusters Score: Raw -84766.217598 + Penalty 416.968802 = -84349.248796 nChanged 3 SP:Iteration 16F (45.396975 sec): 3 clusters Score: Raw -84766.758318 + Penalty 417.677092 = -84349.081226 nChanged 3 SP:Iteration 17F (45.398866 sec): 3 clusters Score: Raw -84767.151674 + Penalty 417.665529 = -84349.486144 nChanged 1 SP:Iteration 18Q (45.400563 sec): 3 clusters Score: Raw -84767.201721 + Penalty 415.598145 = -84351.603576 nChanged 2 SP:Iteration 19Q (45.402251 sec): 3 clusters Score: Raw -84767.907257 + Penalty 414.596902 = -84353.310355 nChanged 1 SP:Iteration 20F (45.404170 sec): 3 clusters Score: Raw -84768.460363 + Penalty 414.849977 = -84353.610386 nChanged 1 SP:Iteration 21Q (45.405910 sec): 3 clusters Score: Raw -84768.516826 + Penalty 415.058532 = -84353.458294 nChanged 2 SP:Iteration 22F (45.407847 sec): 3 clusters Score: Raw -84768.616227 + Penalty 415.144901 = -84353.471326 nChanged 2 SP:Iteration 23Q (45.409539 sec): 3 clusters Score: Raw -84768.811762 + Penalty 414.817435 = -84353.994326 nChanged 5 SP:Iteration 24Q (45.411242 sec): 3 clusters Score: Raw -84769.794699 + Penalty 415.757156 = -84354.037543 nChanged 2 SP:Iteration 25Q (45.412912 sec): 3 clusters Score: Raw -84770.262016 + Penalty 416.424315 = -84353.837700 nChanged 3 SP:Iteration 26F (45.414793 sec): 3 clusters Score: Raw -84770.890033 + Penalty 418.129990 = -84352.760043 nChanged 5 SP:Iteration 27F (45.416672 sec): 3 clusters Score: Raw -84771.746946 + Penalty 417.545014 = -84354.201932 nChanged 3 SP:Iteration 28Q (45.418335 sec): 3 clusters Score: Raw -84771.887604 + Penalty 417.545014 = -84354.342590 nChanged 0 SP:Iteration 29F (45.420229 sec): 3 clusters Score: Raw -84771.887604 + Penalty 417.545014 = -84354.342590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 19 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.421513 sec): 2 clusters Score: Raw -19956.739944 + Penalty 323.594649 = -19633.145295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.422143 sec): 3 clusters Score: Raw -19867.217262 + Penalty 647.019905 = -19220.197357 nChanged 55 SP:Iteration 1F (45.422764 sec): 3 clusters Score: Raw -19913.002092 + Penalty 647.358359 = -19265.643732 nChanged 17 SP:Iteration 2F (45.423388 sec): 3 clusters Score: Raw -19927.631345 + Penalty 647.287672 = -19280.343673 nChanged 7 SP:Iteration 3Q (45.424006 sec): 3 clusters Score: Raw -19935.564658 + Penalty 647.135631 = -19288.429027 nChanged 7 SP:Iteration 4Q (45.424619 sec): 3 clusters Score: Raw -19939.638413 + Penalty 647.158619 = -19292.479794 nChanged 2 SP:Iteration 5Q (45.425230 sec): 3 clusters Score: Raw -19941.244586 + Penalty 647.054996 = -19294.189590 nChanged 1 SP:Iteration 6Q (45.425842 sec): 3 clusters Score: Raw -19942.401984 + Penalty 646.995117 = -19295.406867 nChanged 1 SP:Iteration 7Q (45.426453 sec): 3 clusters Score: Raw -19943.146779 + Penalty 646.995117 = -19296.151662 nChanged 0 SP:Iteration 8F (45.427069 sec): 3 clusters Score: Raw -19943.146779 + Penalty 646.995117 = -19296.151662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 20 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.427985 sec): 2 clusters Score: Raw -13732.194766 + Penalty 285.632732 = -13446.562034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.428505 sec): 3 clusters Score: Raw -13707.744172 + Penalty 570.670923 = -13137.073250 nChanged 40 SP:Iteration 1F (45.429014 sec): 3 clusters Score: Raw -13773.174297 + Penalty 571.915871 = -13201.258426 nChanged 9 SP:Iteration 2F (45.429523 sec): 3 clusters Score: Raw -13798.937293 + Penalty 569.389446 = -13229.547847 nChanged 10 SP:Iteration 3F (45.430031 sec): 3 clusters Score: Raw -13860.528266 + Penalty 564.337725 = -13296.190541 nChanged 5 SP:Iteration 4Q (45.430505 sec): 3 clusters Score: Raw -13870.398873 + Penalty 562.510767 = -13307.888105 nChanged 2 SP:Iteration 5Q (45.430977 sec): 3 clusters Score: Raw -13873.411489 + Penalty 561.325452 = -13312.086038 nChanged 1 SP:Iteration 6Q (45.431437 sec): 3 clusters Score: Raw -13873.662837 + Penalty 561.325452 = -13312.337385 nChanged 0 SP:Iteration 7F (45.431951 sec): 3 clusters Score: Raw -13873.662837 + Penalty 561.325452 = -13312.337385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 21 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.432767 sec): 2 clusters Score: Raw -12061.690425 + Penalty 448.260378 = -11613.430047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.433233 sec): 3 clusters Score: Raw -12046.451191 + Penalty 893.666466 = -11152.784725 nChanged 15 SP:Iteration 1F (45.433717 sec): 3 clusters Score: Raw -12071.339645 + Penalty 893.555768 = -11177.783877 nChanged 7 SP:Iteration 2F (45.434172 sec): 3 clusters Score: Raw -12079.161629 + Penalty 893.555768 = -11185.605861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 22 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.434683 sec): 2 clusters Score: Raw -1149.069455 + Penalty 293.690133 = -855.379322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.434915 sec): 3 clusters Score: Raw -1217.181965 + Penalty 590.343862 = -626.838103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 23 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.435624 sec): 2 clusters Score: Raw -6902.201085 + Penalty 376.064182 = -6526.136903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.435988 sec): 3 clusters Score: Raw -6922.468674 + Penalty 754.463720 = -6168.004954 nChanged 8 SP:Iteration 1F (45.436347 sec): 3 clusters Score: Raw -6945.845868 + Penalty 754.861012 = -6190.984856 nChanged 3 SP:Iteration 2Q (45.436697 sec): 3 clusters Score: Raw -6951.679162 + Penalty 754.861012 = -6196.818150 nChanged 0 SP:Iteration 3F (45.437053 sec): 3 clusters Score: Raw -6951.679162 + Penalty 754.861012 = -6196.818150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.438018 sec): 2 clusters Score: Raw -556.241070 + Penalty 141.877499 = -414.363571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.438235 sec): 3 clusters Score: Raw -553.820779 + Penalty 274.818434 = -279.002345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 25 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.439017 sec): 2 clusters Score: Raw -884.944273 + Penalty 276.810635 = -608.133638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.439238 sec): 3 clusters Score: Raw -878.100758 + Penalty 558.457499 = -319.643259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 26 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.440544 sec): 2 clusters Score: Raw -15619.978829 + Penalty 559.700054 = -15060.278775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.441145 sec): 3 clusters Score: Raw -15601.480908 + Penalty 1110.798618 = -14490.682289 nChanged 37 SP:Iteration 1F (45.441736 sec): 3 clusters Score: Raw -15672.124155 + Penalty 1096.154758 = -14575.969397 nChanged 17 SP:Iteration 2F (45.442318 sec): 3 clusters Score: Raw -15701.853685 + Penalty 1091.611332 = -14610.242353 nChanged 6 SP:Iteration 3Q (45.442878 sec): 3 clusters Score: Raw -15714.270574 + Penalty 1080.497535 = -14633.773039 nChanged 6 SP:Iteration 4Q (45.443438 sec): 3 clusters Score: Raw -15738.545220 + Penalty 1073.897908 = -14664.647312 nChanged 4 SP:Iteration 5Q (45.443993 sec): 3 clusters Score: Raw -15745.045430 + Penalty 1064.819824 = -14680.225606 nChanged 3 SP:Iteration 6Q (45.444546 sec): 3 clusters Score: Raw -15749.376956 + Penalty 1062.141494 = -14687.235462 nChanged 1 SP:Iteration 7Q (45.445099 sec): 3 clusters Score: Raw -15750.714342 + Penalty 1062.141494 = -14688.572848 nChanged 0 SP:Iteration 8F (45.445698 sec): 3 clusters Score: Raw -15750.714342 + Penalty 1062.141494 = -14688.572848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 27 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.446625 sec): 2 clusters Score: Raw -1975.070738 + Penalty 262.339434 = -1712.731304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.446883 sec): 3 clusters Score: Raw -2004.190328 + Penalty 515.437736 = -1488.752592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 28 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.447713 sec): 2 clusters Score: Raw -1184.298843 + Penalty 250.045372 = -934.253471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.447945 sec): 3 clusters Score: Raw -1205.209206 + Penalty 500.466037 = -704.743169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 29 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.448864 sec): 2 clusters Score: Raw -4641.031902 + Penalty 398.656361 = -4242.375541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.449171 sec): 3 clusters Score: Raw -4700.924870 + Penalty 797.457963 = -3903.466907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (1804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.454799 sec): 2 clusters Score: Raw -154594.314225 + Penalty 132.569607 = -154461.744618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.458473 sec): 3 clusters Score: Raw -153429.794638 + Penalty 258.252336 = -153171.542302 nChanged 808 SP:Iteration 1F (45.462460 sec): 3 clusters Score: Raw -154100.014908 + Penalty 235.885787 = -153864.129121 nChanged 158 SP:Iteration 2F (45.466182 sec): 3 clusters Score: Raw -154310.865440 + Penalty 223.956027 = -154086.909413 nChanged 100 SP:Iteration 3F (45.469890 sec): 3 clusters Score: Raw -154452.347403 + Penalty 218.892171 = -154233.455232 nChanged 51 SP:Iteration 4Q (45.473240 sec): 3 clusters Score: Raw -154503.433380 + Penalty 219.285522 = -154284.147858 nChanged 40 SP:Iteration 5Q (45.476529 sec): 3 clusters Score: Raw -154541.439581 + Penalty 220.205670 = -154321.233911 nChanged 22 SP:Iteration 6Q (45.479982 sec): 3 clusters Score: Raw -154557.500307 + Penalty 224.629968 = -154332.870338 nChanged 18 SP:Iteration 7Q (45.483399 sec): 3 clusters Score: Raw -154567.999959 + Penalty 223.841786 = -154344.158173 nChanged 13 SP:Iteration 8Q (45.486690 sec): 3 clusters Score: Raw -154574.254663 + Penalty 223.878096 = -154350.376566 nChanged 5 SP:Iteration 9Q (45.489779 sec): 3 clusters Score: Raw -154575.845601 + Penalty 215.624724 = -154360.220877 nChanged 5 SP:Iteration 10F (45.493501 sec): 3 clusters Score: Raw -154577.356101 + Penalty 216.912336 = -154360.443765 nChanged 3 SP:Iteration 11Q (45.496622 sec): 3 clusters Score: Raw -154578.210328 + Penalty 218.128403 = -154360.081925 nChanged 4 SP:Iteration 12F (45.500386 sec): 3 clusters Score: Raw -154579.621999 + Penalty 218.359407 = -154361.262592 nChanged 4 SP:Iteration 13Q (45.503519 sec): 3 clusters Score: Raw -154580.585823 + Penalty 216.493805 = -154364.092017 nChanged 3 SP:Iteration 14Q (45.506640 sec): 3 clusters Score: Raw -154583.403053 + Penalty 216.761340 = -154366.641713 nChanged 4 SP:Iteration 15Q (45.509718 sec): 3 clusters Score: Raw -154585.263320 + Penalty 213.451728 = -154371.811592 nChanged 3 SP:Iteration 16Q (45.512928 sec): 3 clusters Score: Raw -154586.951957 + Penalty 213.241449 = -154373.710508 nChanged 5 SP:Iteration 17Q (45.516147 sec): 3 clusters Score: Raw -154588.344571 + Penalty 213.806824 = -154374.537747 nChanged 4 SP:Iteration 18Q (45.519188 sec): 3 clusters Score: Raw -154590.121324 + Penalty 215.168944 = -154374.952380 nChanged 5 SP:Iteration 19Q (45.522306 sec): 3 clusters Score: Raw -154591.255550 + Penalty 215.268295 = -154375.987255 nChanged 1 SP:Iteration 20F (45.525959 sec): 3 clusters Score: Raw -154591.339255 + Penalty 215.588394 = -154375.750861 nChanged 2 SP:Iteration 21F (45.529539 sec): 3 clusters Score: Raw -154591.765647 + Penalty 215.135533 = -154376.630114 nChanged 2 SP:Iteration 22Q (45.532575 sec): 3 clusters Score: Raw -154591.900611 + Penalty 215.135533 = -154376.765078 nChanged 0 SP:Iteration 23F (45.536221 sec): 3 clusters Score: Raw -154591.900611 + Penalty 215.135533 = -154376.765078 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 31 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.541374 sec): 2 clusters Score: Raw -136191.630591 + Penalty 342.934479 = -135848.696112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.544313 sec): 3 clusters Score: Raw -135299.608783 + Penalty 695.023847 = -134604.584936 nChanged 645 SP:Iteration 1F (45.547343 sec): 3 clusters Score: Raw -135726.762345 + Penalty 703.737549 = -135023.024795 nChanged 204 SP:Iteration 2F (45.550314 sec): 3 clusters Score: Raw -135930.411583 + Penalty 705.427650 = -135224.983933 nChanged 147 SP:Iteration 3F (45.553187 sec): 3 clusters Score: Raw -136094.382143 + Penalty 703.827674 = -135390.554469 nChanged 117 SP:Iteration 4F (45.556178 sec): 3 clusters Score: Raw -136183.507825 + Penalty 702.262200 = -135481.245625 nChanged 69 SP:Iteration 5Q (45.558924 sec): 3 clusters Score: Raw -136245.831050 + Penalty 701.394320 = -135544.436730 nChanged 67 SP:Iteration 6Q (45.561763 sec): 3 clusters Score: Raw -136303.718249 + Penalty 700.239777 = -135603.478471 nChanged 45 SP:Iteration 7Q (45.564531 sec): 3 clusters Score: Raw -136323.817895 + Penalty 699.212097 = -135624.605797 nChanged 21 SP:Iteration 8Q (45.567285 sec): 3 clusters Score: Raw -136331.663157 + Penalty 698.378754 = -135633.284403 nChanged 16 SP:Iteration 9Q (45.570055 sec): 3 clusters Score: Raw -136337.919107 + Penalty 698.591090 = -135639.328017 nChanged 12 SP:Iteration 10F (45.572919 sec): 3 clusters Score: Raw -136340.960569 + Penalty 698.679233 = -135642.281337 nChanged 9 SP:Iteration 11Q (45.575649 sec): 3 clusters Score: Raw -136342.883024 + Penalty 698.609590 = -135644.273433 nChanged 9 SP:Iteration 12Q (45.578350 sec): 3 clusters Score: Raw -136346.750357 + Penalty 698.189016 = -135648.561341 nChanged 8 SP:Iteration 13Q (45.581093 sec): 3 clusters Score: Raw -136348.577139 + Penalty 698.237649 = -135650.339490 nChanged 4 SP:Iteration 14Q (45.584002 sec): 3 clusters Score: Raw -136348.918198 + Penalty 698.057286 = -135650.860911 nChanged 2 SP:Iteration 15Q (45.586929 sec): 3 clusters Score: Raw -136349.115963 + Penalty 698.168196 = -135650.947766 nChanged 2 SP:Iteration 16Q (45.589879 sec): 3 clusters Score: Raw -136349.674091 + Penalty 698.237033 = -135651.437058 nChanged 1 SP:Iteration 17Q (45.592606 sec): 3 clusters Score: Raw -136349.752852 + Penalty 698.237033 = -135651.515819 nChanged 0 SP:Iteration 18F (45.595614 sec): 3 clusters Score: Raw -136349.752852 + Penalty 698.237033 = -135651.515819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 32 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.596429 sec): 2 clusters Score: Raw -2964.688507 + Penalty 341.574959 = -2623.113548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.596712 sec): 3 clusters Score: Raw -3006.402173 + Penalty 672.213113 = -2334.189060 nChanged 1 SP:Iteration 1Q (45.596971 sec): 3 clusters Score: Raw -3015.224698 + Penalty 672.213113 = -2343.011586 nChanged 0 SP:Iteration 2F (45.597239 sec): 3 clusters Score: Raw -3015.224698 + Penalty 672.213113 = -2343.011586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 33 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.601359 sec): 2 clusters Score: Raw -60941.704282 + Penalty 271.731410 = -60669.972873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.602924 sec): 3 clusters Score: Raw -60550.620589 + Penalty 551.215415 = -59999.405174 nChanged 285 SP:Iteration 1F (45.604494 sec): 3 clusters Score: Raw -60793.815915 + Penalty 545.494309 = -60248.321606 nChanged 77 SP:Iteration 2F (45.606141 sec): 3 clusters Score: Raw -60860.650432 + Penalty 535.647689 = -60325.002742 nChanged 43 SP:Iteration 3F (45.607704 sec): 3 clusters Score: Raw -60900.414897 + Penalty 532.276204 = -60368.138693 nChanged 25 SP:Iteration 4Q (45.609272 sec): 3 clusters Score: Raw -60924.055258 + Penalty 524.701309 = -60399.353949 nChanged 19 SP:Iteration 5Q (45.610905 sec): 3 clusters Score: Raw -60947.097542 + Penalty 516.173625 = -60430.923917 nChanged 18 SP:Iteration 6Q (45.612470 sec): 3 clusters Score: Raw -60972.048475 + Penalty 509.916756 = -60462.131719 nChanged 11 SP:Iteration 7Q (45.614002 sec): 3 clusters Score: Raw -60978.880885 + Penalty 509.056537 = -60469.824348 nChanged 4 SP:Iteration 8Q (45.615542 sec): 3 clusters Score: Raw -60980.041047 + Penalty 509.056537 = -60470.984511 nChanged 0 SP:Iteration 9F (45.617117 sec): 3 clusters Score: Raw -60980.041047 + Penalty 509.056537 = -60470.984511 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 34 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.621878 sec): 2 clusters Score: Raw -57149.161769 + Penalty 239.473304 = -56909.688464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.623292 sec): 3 clusters Score: Raw -56801.762092 + Penalty 477.861285 = -56323.900807 nChanged 259 SP:Iteration 1F (45.624714 sec): 3 clusters Score: Raw -56999.021845 + Penalty 481.517885 = -56517.503960 nChanged 82 SP:Iteration 2F (45.626108 sec): 3 clusters Score: Raw -57059.206022 + Penalty 490.182141 = -56569.023881 nChanged 47 SP:Iteration 3F (45.627487 sec): 3 clusters Score: Raw -57085.475295 + Penalty 497.400846 = -56588.074449 nChanged 33 SP:Iteration 4Q (45.628850 sec): 3 clusters Score: Raw -57119.499528 + Penalty 507.462569 = -56612.036959 nChanged 32 SP:Iteration 5Q (45.630233 sec): 3 clusters Score: Raw -57165.609909 + Penalty 516.593338 = -56649.016571 nChanged 25 SP:Iteration 6Q (45.631597 sec): 3 clusters Score: Raw -57200.986607 + Penalty 526.128408 = -56674.858199 nChanged 25 SP:Iteration 7Q (45.632931 sec): 3 clusters Score: Raw -57223.287601 + Penalty 532.442993 = -56690.844608 nChanged 18 SP:Iteration 8Q (45.634325 sec): 3 clusters Score: Raw -57236.588116 + Penalty 538.750971 = -56697.837145 nChanged 14 SP:Iteration 9Q (45.635689 sec): 3 clusters Score: Raw -57247.966025 + Penalty 545.253013 = -56702.713012 nChanged 17 SP:Iteration 10F (45.637056 sec): 3 clusters Score: Raw -57262.096768 + Penalty 551.650696 = -56710.446072 nChanged 8 SP:Iteration 11Q (45.638435 sec): 3 clusters Score: Raw -57267.058100 + Penalty 555.971306 = -56711.086794 nChanged 5 SP:Iteration 12Q (45.639819 sec): 3 clusters Score: Raw -57270.408841 + Penalty 558.940410 = -56711.468431 nChanged 2 SP:Iteration 13Q (45.641189 sec): 3 clusters Score: Raw -57271.162540 + Penalty 562.766049 = -56708.396491 nChanged 2 SP:Iteration 14F (45.642612 sec): 3 clusters Score: Raw -57272.862416 + Penalty 564.771658 = -56708.090758 nChanged 1 SP:Iteration 15F (45.644108 sec): 3 clusters Score: Raw -57273.194113 + Penalty 564.495155 = -56708.698957 nChanged 1 SP:Iteration 16Q (45.645469 sec): 3 clusters Score: Raw -57274.116707 + Penalty 564.495155 = -56709.621552 nChanged 0 SP:Iteration 17F (45.646839 sec): 3 clusters Score: Raw -57274.116707 + Penalty 564.495155 = -56709.621552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.648942 sec): 2 clusters Score: Raw -29271.165499 + Penalty 453.939062 = -28817.226437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.649815 sec): 3 clusters Score: Raw -29158.761374 + Penalty 904.307957 = -28254.453417 nChanged 101 SP:Iteration 1F (45.650679 sec): 3 clusters Score: Raw -29280.811881 + Penalty 899.991340 = -28380.820541 nChanged 36 SP:Iteration 2F (45.651540 sec): 3 clusters Score: Raw -29345.630517 + Penalty 911.498585 = -28434.131933 nChanged 20 SP:Iteration 3F (45.652407 sec): 3 clusters Score: Raw -29376.703563 + Penalty 928.411301 = -28448.292262 nChanged 14 SP:Iteration 4Q (45.653258 sec): 3 clusters Score: Raw -29396.047796 + Penalty 937.007262 = -28459.040535 nChanged 4 SP:Iteration 5Q (45.654125 sec): 3 clusters Score: Raw -29403.749477 + Penalty 945.335554 = -28458.413923 nChanged 2 SP:Iteration 6F (45.655028 sec): 3 clusters Score: Raw -29407.428084 + Penalty 947.912302 = -28459.515781 nChanged 1 SP:Iteration 7Q (45.655864 sec): 3 clusters Score: Raw -29408.968191 + Penalty 947.912302 = -28461.055889 nChanged 0 SP:Iteration 8F (45.656733 sec): 3 clusters Score: Raw -29408.968191 + Penalty 947.912302 = -28461.055889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 36 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.658281 sec): 2 clusters Score: Raw -18174.862649 + Penalty 556.964429 = -17617.898221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.658862 sec): 3 clusters Score: Raw -18148.564050 + Penalty 1114.272769 = -17034.291281 nChanged 32 SP:Iteration 1F (45.659423 sec): 3 clusters Score: Raw -18192.167289 + Penalty 1117.067041 = -17075.100248 nChanged 9 SP:Iteration 2Q (45.660018 sec): 3 clusters Score: Raw -18218.172550 + Penalty 1118.496304 = -17099.676246 nChanged 6 SP:Iteration 3Q (45.660584 sec): 3 clusters Score: Raw -18229.094630 + Penalty 1119.229580 = -17109.865050 nChanged 6 SP:Iteration 4Q (45.661144 sec): 3 clusters Score: Raw -18237.691917 + Penalty 1122.185665 = -17115.506251 nChanged 3 SP:Iteration 5Q (45.661701 sec): 3 clusters Score: Raw -18242.583683 + Penalty 1124.123779 = -17118.459904 nChanged 3 SP:Iteration 6Q (45.662255 sec): 3 clusters Score: Raw -18249.210767 + Penalty 1125.530907 = -17123.679861 nChanged 1 SP:Iteration 7Q (45.662807 sec): 3 clusters Score: Raw -18251.821888 + Penalty 1125.530907 = -17126.290981 nChanged 0 SP:Iteration 8F (45.663377 sec): 3 clusters Score: Raw -18251.821888 + Penalty 1125.530907 = -17126.290981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 37 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.664623 sec): 2 clusters Score: Raw -12762.960227 + Penalty 520.465372 = -12242.494855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.665100 sec): 3 clusters Score: Raw -12753.209841 + Penalty 1039.907617 = -11713.302225 nChanged 16 SP:Iteration 1F (45.665569 sec): 3 clusters Score: Raw -12777.676323 + Penalty 1038.600511 = -11739.075812 nChanged 4 SP:Iteration 2Q (45.666033 sec): 3 clusters Score: Raw -12786.149447 + Penalty 1038.178445 = -11747.971002 nChanged 1 SP:Iteration 3Q (45.666498 sec): 3 clusters Score: Raw -12786.622042 + Penalty 1038.178445 = -11748.443597 nChanged 0 SP:Iteration 4F (45.666968 sec): 3 clusters Score: Raw -12786.622042 + Penalty 1038.178445 = -11748.443597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 38 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.669058 sec): 2 clusters Score: Raw -38810.267756 + Penalty 398.600096 = -38411.667660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.670141 sec): 3 clusters Score: Raw -38635.794215 + Penalty 794.927179 = -37840.867036 nChanged 145 SP:Iteration 1F (45.671205 sec): 3 clusters Score: Raw -38747.903305 + Penalty 795.226464 = -37952.676842 nChanged 28 SP:Iteration 2F (45.672224 sec): 3 clusters Score: Raw -38782.941789 + Penalty 796.163567 = -37986.778222 nChanged 25 SP:Iteration 3F (45.673241 sec): 3 clusters Score: Raw -38804.541275 + Penalty 797.458989 = -38007.082287 nChanged 20 SP:Iteration 4Q (45.674234 sec): 3 clusters Score: Raw -38821.484410 + Penalty 797.995738 = -38023.488672 nChanged 10 SP:Iteration 5Q (45.675222 sec): 3 clusters Score: Raw -38826.785230 + Penalty 798.095112 = -38028.690118 nChanged 4 SP:Iteration 6Q (45.676227 sec): 3 clusters Score: Raw -38831.114004 + Penalty 798.092915 = -38033.021089 nChanged 3 SP:Iteration 7Q (45.677220 sec): 3 clusters Score: Raw -38832.504596 + Penalty 797.880784 = -38034.623812 nChanged 2 SP:Iteration 8Q (45.678203 sec): 3 clusters Score: Raw -38834.254415 + Penalty 798.021399 = -38036.233016 nChanged 1 SP:Iteration 9Q (45.679216 sec): 3 clusters Score: Raw -38834.347952 + Penalty 798.189120 = -38036.158832 nChanged 1 SP:Iteration 10F (45.680229 sec): 3 clusters Score: Raw -38834.451687 + Penalty 798.189120 = -38036.262567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 39 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.681524 sec): 2 clusters Score: Raw -13052.918616 + Penalty 449.300762 = -12603.617855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.682021 sec): 3 clusters Score: Raw -13059.930689 + Penalty 899.692350 = -12160.238339 nChanged 29 SP:Iteration 1F (45.682490 sec): 3 clusters Score: Raw -13095.389385 + Penalty 899.804230 = -12195.585156 nChanged 4 SP:Iteration 2Q (45.682947 sec): 3 clusters Score: Raw -13102.174525 + Penalty 899.796022 = -12202.378503 nChanged 1 SP:Iteration 3Q (45.683413 sec): 3 clusters Score: Raw -13103.671605 + Penalty 899.796022 = -12203.875583 nChanged 0 SP:Iteration 4F (45.683933 sec): 3 clusters Score: Raw -13103.671605 + Penalty 899.796022 = -12203.875583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.684849 sec): 2 clusters Score: Raw -1083.355858 + Penalty 199.331642 = -884.024216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.685081 sec): 3 clusters Score: Raw -1092.745664 + Penalty 395.325877 = -697.419787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.685915 sec): 2 clusters Score: Raw -1679.712348 + Penalty 296.346363 = -1383.365985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.686158 sec): 3 clusters Score: Raw -1704.565205 + Penalty 583.493769 = -1121.071436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.687154 sec): 2 clusters Score: Raw -5262.444561 + Penalty 96.964045 = -5165.480516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.687492 sec): 3 clusters Score: Raw -5290.994264 + Penalty 190.698086 = -5100.296178 nChanged 17 SP:Iteration 1F (45.687825 sec): 3 clusters Score: Raw -5321.610452 + Penalty 194.067395 = -5127.543057 nChanged 10 SP:Iteration 2F (45.688150 sec): 3 clusters Score: Raw -5347.752138 + Penalty 197.983289 = -5149.768849 nChanged 1 SP:Iteration 3Q (45.688455 sec): 3 clusters Score: Raw -5353.291062 + Penalty 197.983289 = -5155.307773 nChanged 0 SP:Iteration 4F (45.688780 sec): 3 clusters Score: Raw -5353.291062 + Penalty 197.983289 = -5155.307773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 43 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.690745 sec): 2 clusters Score: Raw -36608.772056 + Penalty 437.640519 = -36171.131537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.691734 sec): 3 clusters Score: Raw -36417.653183 + Penalty 879.283107 = -35538.370076 nChanged 120 SP:Iteration 1F (45.692699 sec): 3 clusters Score: Raw -36489.702086 + Penalty 881.801978 = -35607.900108 nChanged 31 SP:Iteration 2F (45.693664 sec): 3 clusters Score: Raw -36508.411846 + Penalty 887.462245 = -35620.949601 nChanged 22 SP:Iteration 3F (45.694627 sec): 3 clusters Score: Raw -36525.428009 + Penalty 889.706461 = -35635.721548 nChanged 13 SP:Iteration 4Q (45.695582 sec): 3 clusters Score: Raw -36535.444300 + Penalty 897.349235 = -35638.095065 nChanged 18 SP:Iteration 5Q (45.696524 sec): 3 clusters Score: Raw -36553.703180 + Penalty 902.441818 = -35651.261362 nChanged 20 SP:Iteration 6Q (45.697455 sec): 3 clusters Score: Raw -36569.143840 + Penalty 904.723021 = -35664.420819 nChanged 6 SP:Iteration 7Q (45.698375 sec): 3 clusters Score: Raw -36575.578758 + Penalty 905.279234 = -35670.299524 nChanged 7 SP:Iteration 8Q (45.699337 sec): 3 clusters Score: Raw -36580.623673 + Penalty 906.905783 = -35673.717891 nChanged 7 SP:Iteration 9Q (45.700245 sec): 3 clusters Score: Raw -36589.985506 + Penalty 907.853861 = -35682.131645 nChanged 3 SP:Iteration 10F (45.701190 sec): 3 clusters Score: Raw -36593.378224 + Penalty 909.408442 = -35683.969782 nChanged 2 SP:Iteration 11Q (45.702076 sec): 3 clusters Score: Raw -36597.249194 + Penalty 910.347555 = -35686.901639 nChanged 3 SP:Iteration 12Q (45.702955 sec): 3 clusters Score: Raw -36604.550758 + Penalty 910.212430 = -35694.338328 nChanged 4 SP:Iteration 13Q (45.703850 sec): 3 clusters Score: Raw -36608.605508 + Penalty 909.636605 = -35698.968903 nChanged 2 SP:Iteration 14Q (45.704723 sec): 3 clusters Score: Raw -36611.933908 + Penalty 907.886048 = -35704.047860 nChanged 3 SP:Iteration 15Q (45.705591 sec): 3 clusters Score: Raw -36614.244802 + Penalty 905.041978 = -35709.202824 nChanged 3 SP:Iteration 16Q (45.706455 sec): 3 clusters Score: Raw -36616.594718 + Penalty 901.218693 = -35715.376025 nChanged 6 SP:Iteration 17Q (45.707317 sec): 3 clusters Score: Raw -36621.664021 + Penalty 897.753527 = -35723.910494 nChanged 3 SP:Iteration 18Q (45.708195 sec): 3 clusters Score: Raw -36623.533535 + Penalty 895.068510 = -35728.465025 nChanged 3 SP:Iteration 19Q (45.709057 sec): 3 clusters Score: Raw -36625.026960 + Penalty 892.051784 = -35732.975176 nChanged 3 SP:Iteration 20F (45.709996 sec): 3 clusters Score: Raw -36628.838380 + Penalty 891.537311 = -35737.301069 nChanged 2 SP:Iteration 21Q (45.710861 sec): 3 clusters Score: Raw -36631.088570 + Penalty 891.997615 = -35739.090955 nChanged 1 SP:Iteration 22Q (45.711724 sec): 3 clusters Score: Raw -36631.355811 + Penalty 891.997615 = -35739.358196 nChanged 0 SP:Iteration 23F (45.712682 sec): 3 clusters Score: Raw -36631.355811 + Penalty 891.997615 = -35739.358196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 44 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.713793 sec): 2 clusters Score: Raw -5915.976736 + Penalty 331.918118 = -5584.058617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.714123 sec): 3 clusters Score: Raw -5932.501676 + Penalty 667.282999 = -5265.218678 nChanged 6 SP:Iteration 1F (45.714449 sec): 3 clusters Score: Raw -5955.814371 + Penalty 669.338204 = -5286.476167 nChanged 1 SP:Iteration 2Q (45.714761 sec): 3 clusters Score: Raw -5958.165618 + Penalty 672.393637 = -5285.771981 nChanged 1 SP:Iteration 3F (45.715083 sec): 3 clusters Score: Raw -5960.505994 + Penalty 672.393637 = -5288.112357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 45 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.716323 sec): 2 clusters Score: Raw -15428.675792 + Penalty 460.398338 = -14968.277455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.716871 sec): 3 clusters Score: Raw -15396.069829 + Penalty 923.948044 = -14472.121785 nChanged 30 SP:Iteration 1F (45.717411 sec): 3 clusters Score: Raw -15440.152243 + Penalty 921.264513 = -14518.887730 nChanged 10 SP:Iteration 2F (45.717947 sec): 3 clusters Score: Raw -15457.363340 + Penalty 920.354420 = -14537.008919 nChanged 4 SP:Iteration 3Q (45.718470 sec): 3 clusters Score: Raw -15462.707842 + Penalty 920.796675 = -14541.911167 nChanged 1 SP:Iteration 4Q (45.718991 sec): 3 clusters Score: Raw -15464.125756 + Penalty 920.796675 = -14543.329080 nChanged 2 SP:Iteration 5Q (45.719500 sec): 3 clusters Score: Raw -15466.897717 + Penalty 920.796675 = -14546.101042 nChanged 0 SP:Iteration 6F (45.720019 sec): 3 clusters Score: Raw -15466.897717 + Penalty 920.796675 = -14546.101042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 46 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.720940 sec): 2 clusters Score: Raw -1739.230372 + Penalty 288.541304 = -1450.689068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.721220 sec): 3 clusters Score: Raw -1767.862417 + Penalty 576.130087 = -1191.732331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 47 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.723847 sec): 2 clusters Score: Raw -60389.550704 + Penalty 495.001183 = -59894.549520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.725344 sec): 3 clusters Score: Raw -60036.129857 + Penalty 985.133259 = -59050.996598 nChanged 227 SP:Iteration 1F (45.726779 sec): 3 clusters Score: Raw -60197.183302 + Penalty 983.967519 = -59213.215783 nChanged 64 SP:Iteration 2F (45.728209 sec): 3 clusters Score: Raw -60237.025497 + Penalty 982.320106 = -59254.705391 nChanged 35 SP:Iteration 3F (45.729627 sec): 3 clusters Score: Raw -60257.985020 + Penalty 981.757225 = -59276.227795 nChanged 26 SP:Iteration 4Q (45.731054 sec): 3 clusters Score: Raw -60273.519407 + Penalty 980.909734 = -59292.609673 nChanged 22 SP:Iteration 5Q (45.732481 sec): 3 clusters Score: Raw -60286.197641 + Penalty 981.568915 = -59304.628726 nChanged 16 SP:Iteration 6Q (45.733893 sec): 3 clusters Score: Raw -60293.523955 + Penalty 982.126170 = -59311.397784 nChanged 15 SP:Iteration 7Q (45.735327 sec): 3 clusters Score: Raw -60301.787383 + Penalty 981.099846 = -59320.687537 nChanged 22 SP:Iteration 8Q (45.736826 sec): 3 clusters Score: Raw -60315.463142 + Penalty 983.220555 = -59332.242587 nChanged 19 SP:Iteration 9Q (45.738238 sec): 3 clusters Score: Raw -60326.804423 + Penalty 985.504792 = -59341.299632 nChanged 14 SP:Iteration 10F (45.739705 sec): 3 clusters Score: Raw -60336.501310 + Penalty 987.159664 = -59349.341646 nChanged 16 SP:Iteration 11Q (45.741119 sec): 3 clusters Score: Raw -60350.929780 + Penalty 984.699415 = -59366.230364 nChanged 18 SP:Iteration 12Q (45.742516 sec): 3 clusters Score: Raw -60365.859077 + Penalty 987.594020 = -59378.265058 nChanged 11 SP:Iteration 13Q (45.743915 sec): 3 clusters Score: Raw -60375.175181 + Penalty 989.992083 = -59385.183098 nChanged 6 SP:Iteration 14Q (45.745287 sec): 3 clusters Score: Raw -60379.443144 + Penalty 994.726608 = -59384.716536 nChanged 7 SP:Iteration 15F (45.746766 sec): 3 clusters Score: Raw -60384.038278 + Penalty 991.649226 = -59392.389052 nChanged 5 SP:Iteration 16Q (45.748133 sec): 3 clusters Score: Raw -60387.692749 + Penalty 993.759450 = -59393.933299 nChanged 2 SP:Iteration 17Q (45.749473 sec): 3 clusters Score: Raw -60389.151546 + Penalty 994.539388 = -59394.612158 nChanged 2 SP:Iteration 18Q (45.750817 sec): 3 clusters Score: Raw -60389.399577 + Penalty 993.299612 = -59396.099965 nChanged 1 SP:Iteration 19Q (45.752160 sec): 3 clusters Score: Raw -60389.805974 + Penalty 993.299612 = -59396.506362 nChanged 0 SP:Iteration 20F (45.753641 sec): 3 clusters Score: Raw -60389.805974 + Penalty 993.299612 = -59396.506362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 48 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.754988 sec): 2 clusters Score: Raw -12954.194069 + Penalty 391.756821 = -12562.437248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.755465 sec): 3 clusters Score: Raw -12914.215223 + Penalty 787.415778 = -12126.799445 nChanged 24 SP:Iteration 1F (45.755938 sec): 3 clusters Score: Raw -12955.916617 + Penalty 797.789913 = -12158.126703 nChanged 11 SP:Iteration 2F (45.756410 sec): 3 clusters Score: Raw -12981.503971 + Penalty 799.553747 = -12181.950224 nChanged 1 SP:Iteration 3Q (45.756880 sec): 3 clusters Score: Raw -12983.217069 + Penalty 799.553747 = -12183.663322 nChanged 0 SP:Iteration 4F (45.757356 sec): 3 clusters Score: Raw -12983.217069 + Penalty 799.553747 = -12183.663322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.758219 sec): 2 clusters Score: Raw -467.446942 + Penalty 146.701155 = -320.745787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.758463 sec): 3 clusters Score: Raw -463.051348 + Penalty 328.945094 = -134.106254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 50 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.759299 sec): 2 clusters Score: Raw -2580.826241 + Penalty 386.963925 = -2193.862317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.759558 sec): 3 clusters Score: Raw -2617.991876 + Penalty 766.745378 = -1851.246497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 51 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.760357 sec): 2 clusters Score: Raw -1512.133049 + Penalty 313.141571 = -1198.991478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.760597 sec): 3 clusters Score: Raw -1549.830998 + Penalty 626.283142 = -923.547857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 52 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.761879 sec): 2 clusters Score: Raw -15692.216795 + Penalty 818.833515 = -14873.383281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.762466 sec): 3 clusters Score: Raw -15790.449169 + Penalty 1636.925163 = -14153.524006 nChanged 32 SP:Iteration 1F (45.763040 sec): 3 clusters Score: Raw -15903.198507 + Penalty 1634.515840 = -14268.682667 nChanged 10 SP:Iteration 2F (45.763602 sec): 3 clusters Score: Raw -15931.196479 + Penalty 1634.836953 = -14296.359526 nChanged 1 SP:Iteration 3Q (45.764133 sec): 3 clusters Score: Raw -15937.275030 + Penalty 1634.341958 = -14302.933072 nChanged 1 SP:Iteration 4Q (45.764657 sec): 3 clusters Score: Raw -15949.484807 + Penalty 1634.979642 = -14314.505165 nChanged 2 SP:Iteration 5Q (45.765177 sec): 3 clusters Score: Raw -15961.143784 + Penalty 1635.166225 = -14325.977559 nChanged 1 SP:Iteration 6Q (45.765717 sec): 3 clusters Score: Raw -15967.515033 + Penalty 1635.166225 = -14332.348808 nChanged 0 SP:Iteration 7F (45.766283 sec): 3 clusters Score: Raw -15967.515033 + Penalty 1635.166225 = -14332.348808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 53 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.768022 sec): 2 clusters Score: Raw -24221.205339 + Penalty 727.661903 = -23493.543436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.768779 sec): 3 clusters Score: Raw -24194.083307 + Penalty 1455.057961 = -22739.025346 nChanged 55 SP:Iteration 1F (45.769518 sec): 3 clusters Score: Raw -24297.269968 + Penalty 1455.621889 = -22841.648079 nChanged 15 SP:Iteration 2F (45.770258 sec): 3 clusters Score: Raw -24333.071857 + Penalty 1455.872084 = -22877.199773 nChanged 8 SP:Iteration 3Q (45.770978 sec): 3 clusters Score: Raw -24349.505619 + Penalty 1455.459431 = -22894.046188 nChanged 7 SP:Iteration 4Q (45.771670 sec): 3 clusters Score: Raw -24361.104092 + Penalty 1456.078989 = -22905.025102 nChanged 3 SP:Iteration 5Q (45.772357 sec): 3 clusters Score: Raw -24366.295520 + Penalty 1456.550762 = -22909.744757 nChanged 2 SP:Iteration 6Q (45.773043 sec): 3 clusters Score: Raw -24369.388468 + Penalty 1455.924017 = -22913.464451 nChanged 2 SP:Iteration 7Q (45.773728 sec): 3 clusters Score: Raw -24372.165091 + Penalty 1455.638274 = -22916.526817 nChanged 1 SP:Iteration 8Q (45.774412 sec): 3 clusters Score: Raw -24373.917133 + Penalty 1455.684994 = -22918.232140 nChanged 2 SP:Iteration 9Q (45.775093 sec): 3 clusters Score: Raw -24376.990991 + Penalty 1455.684994 = -22921.305997 nChanged 0 SP:Iteration 10F (45.775828 sec): 3 clusters Score: Raw -24376.990991 + Penalty 1455.684994 = -22921.305997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 54 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.776990 sec): 2 clusters Score: Raw -6485.369001 + Penalty 367.802299 = -6117.566703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.777331 sec): 3 clusters Score: Raw -6493.817869 + Penalty 735.966858 = -5757.851011 nChanged 7 SP:Iteration 1F (45.777665 sec): 3 clusters Score: Raw -6509.098662 + Penalty 736.700567 = -5772.398095 nChanged 4 SP:Iteration 2F (45.777999 sec): 3 clusters Score: Raw -6519.596792 + Penalty 736.324257 = -5783.272536 nChanged 1 SP:Iteration 3Q (45.778323 sec): 3 clusters Score: Raw -6522.890484 + Penalty 736.324257 = -5786.566228 nChanged 0 SP:Iteration 4F (45.778655 sec): 3 clusters Score: Raw -6522.890484 + Penalty 736.324257 = -5786.566228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 55 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.779493 sec): 2 clusters Score: Raw -1499.437619 + Penalty 277.433124 = -1222.004495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.779741 sec): 3 clusters Score: Raw -1515.258202 + Penalty 544.870894 = -970.387308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.780539 sec): 2 clusters Score: Raw -748.520419 + Penalty 98.630885 = -649.889534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.780766 sec): 3 clusters Score: Raw -766.168777 + Penalty 195.104812 = -571.063965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.781553 sec): 2 clusters Score: Raw -621.287030 + Penalty 163.844091 = -457.442939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.781773 sec): 3 clusters Score: Raw -634.183786 + Penalty 290.615991 = -343.567795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 59 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.782770 sec): 2 clusters Score: Raw -7832.778567 + Penalty 411.770909 = -7421.007659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.783147 sec): 3 clusters Score: Raw -7862.612998 + Penalty 815.257711 = -7047.355287 nChanged 12 SP:Iteration 1F (45.783516 sec): 3 clusters Score: Raw -7892.657138 + Penalty 815.257711 = -7077.399427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 60 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.784356 sec): 2 clusters Score: Raw -2217.909559 + Penalty 444.086944 = -1773.822616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.784611 sec): 3 clusters Score: Raw -2300.918232 + Penalty 885.362717 = -1415.555514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.785432 sec): 2 clusters Score: Raw -1425.613860 + Penalty 193.750060 = -1231.863799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.785670 sec): 3 clusters Score: Raw -1441.408823 + Penalty 388.259010 = -1053.149813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 62 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.786439 sec): 2 clusters Score: Raw -454.583612 + Penalty 145.334097 = -309.249515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.786653 sec): 3 clusters Score: Raw -455.789471 + Penalty 296.160467 = -159.629004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.787874 sec): 2 clusters Score: Raw -15104.875411 + Penalty 665.724426 = -14439.150985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.788451 sec): 3 clusters Score: Raw -15146.667109 + Penalty 1331.849679 = -13814.817430 nChanged 27 SP:Iteration 1F (45.789000 sec): 3 clusters Score: Raw -15212.707705 + Penalty 1331.818623 = -13880.889082 nChanged 6 SP:Iteration 2Q (45.789519 sec): 3 clusters Score: Raw -15229.493830 + Penalty 1333.385578 = -13896.108252 nChanged 4 SP:Iteration 3Q (45.790053 sec): 3 clusters Score: Raw -15233.839995 + Penalty 1333.500271 = -13900.339724 nChanged 4 SP:Iteration 4Q (45.790579 sec): 3 clusters Score: Raw -15239.965260 + Penalty 1333.569929 = -13906.395332 nChanged 2 SP:Iteration 5Q (45.791105 sec): 3 clusters Score: Raw -15242.915069 + Penalty 1333.512573 = -13909.402495 nChanged 1 SP:Iteration 6Q (45.791626 sec): 3 clusters Score: Raw -15245.842132 + Penalty 1333.512573 = -13912.329558 nChanged 0 SP:Iteration 7F (45.792174 sec): 3 clusters Score: Raw -15245.842132 + Penalty 1333.512573 = -13912.329558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 64 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.793105 sec): 2 clusters Score: Raw -1759.192397 + Penalty 235.660541 = -1523.531856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.793359 sec): 3 clusters Score: Raw -1778.627972 + Penalty 473.584447 = -1305.043525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 65 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.794254 sec): 2 clusters Score: Raw -3761.712336 + Penalty 388.052400 = -3373.659936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.794538 sec): 3 clusters Score: Raw -3800.902322 + Penalty 773.705179 = -3027.197143 nChanged 1 SP:Iteration 1Q (45.794809 sec): 3 clusters Score: Raw -3804.678816 + Penalty 773.705179 = -3030.973637 nChanged 0 SP:Iteration 2F (45.795086 sec): 3 clusters Score: Raw -3804.678816 + Penalty 773.705179 = -3030.973637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 66 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.796541 sec): 2 clusters Score: Raw -22632.117698 + Penalty 584.172866 = -22047.944832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.797251 sec): 3 clusters Score: Raw -22584.276191 + Penalty 1163.998901 = -21420.277290 nChanged 48 SP:Iteration 1F (45.797934 sec): 3 clusters Score: Raw -22662.649076 + Penalty 1159.944944 = -21502.704132 nChanged 22 SP:Iteration 2F (45.798601 sec): 3 clusters Score: Raw -22702.230155 + Penalty 1159.019626 = -21543.210529 nChanged 18 SP:Iteration 3F (45.799262 sec): 3 clusters Score: Raw -22733.239912 + Penalty 1154.601904 = -21578.638008 nChanged 13 SP:Iteration 4F (45.799920 sec): 3 clusters Score: Raw -22750.707806 + Penalty 1155.544951 = -21595.162855 nChanged 8 SP:Iteration 5Q (45.800576 sec): 3 clusters Score: Raw -22774.137719 + Penalty 1161.106042 = -21613.031677 nChanged 9 SP:Iteration 6Q (45.801210 sec): 3 clusters Score: Raw -22811.919628 + Penalty 1161.076663 = -21650.842965 nChanged 2 SP:Iteration 7Q (45.801831 sec): 3 clusters Score: Raw -22816.324353 + Penalty 1163.166650 = -21653.157703 nChanged 1 SP:Iteration 8Q (45.802460 sec): 3 clusters Score: Raw -22817.729177 + Penalty 1163.166650 = -21654.562527 nChanged 0 SP:Iteration 9F (45.803117 sec): 3 clusters Score: Raw -22817.729177 + Penalty 1163.166650 = -21654.562527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.804024 sec): 2 clusters Score: Raw -189.834533 + Penalty 68.678465 = -121.156068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.804231 sec): 3 clusters Score: Raw -181.049058 + Penalty 137.356931 = -43.692128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 68 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.805668 sec): 2 clusters Score: Raw -22807.903163 + Penalty 695.709854 = -22112.193309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.806365 sec): 3 clusters Score: Raw -22790.834391 + Penalty 1397.025802 = -21393.808589 nChanged 44 SP:Iteration 1F (45.807058 sec): 3 clusters Score: Raw -22874.375641 + Penalty 1399.344207 = -21475.031434 nChanged 16 SP:Iteration 2F (45.807728 sec): 3 clusters Score: Raw -22912.592177 + Penalty 1400.717109 = -21511.875068 nChanged 2 SP:Iteration 3Q (45.808373 sec): 3 clusters Score: Raw -22915.381747 + Penalty 1400.289337 = -21515.092410 nChanged 1 SP:Iteration 4Q (45.809015 sec): 3 clusters Score: Raw -22916.449292 + Penalty 1400.289337 = -21516.159955 nChanged 0 SP:Iteration 5F (45.809683 sec): 3 clusters Score: Raw -22916.449292 + Penalty 1400.289337 = -21516.159955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 69 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.810598 sec): 2 clusters Score: Raw -1669.866568 + Penalty 258.647331 = -1411.219238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.810846 sec): 3 clusters Score: Raw -1688.566139 + Penalty 514.155896 = -1174.410244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 70 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.811648 sec): 2 clusters Score: Raw -881.728687 + Penalty 271.799334 = -609.929353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.811874 sec): 3 clusters Score: Raw -887.037166 + Penalty 544.055546 = -342.981621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.812661 sec): 2 clusters Score: Raw -506.806831 + Penalty 221.652641 = -285.154190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.812879 sec): 3 clusters Score: Raw -495.522321 + Penalty 436.434066 = -59.088256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 72 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.813699 sec): 2 clusters Score: Raw -2442.947764 + Penalty 383.526510 = -2059.421254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.813955 sec): 3 clusters Score: Raw -2496.535769 + Penalty 766.949008 = -1729.586761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 73 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.814800 sec): 2 clusters Score: Raw -3155.448085 + Penalty 544.355259 = -2611.092826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.815074 sec): 3 clusters Score: Raw -3321.529090 + Penalty 1086.428842 = -2235.100249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.815868 sec): 2 clusters Score: Raw -1137.094426 + Penalty 354.157312 = -782.937115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.816099 sec): 3 clusters Score: Raw -1193.213737 + Penalty 704.388945 = -488.824791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 75 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.816918 sec): 2 clusters Score: Raw -1532.740202 + Penalty 234.101164 = -1298.639038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.817157 sec): 3 clusters Score: Raw -1538.349672 + Penalty 503.930479 = -1034.419194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.817936 sec): 2 clusters Score: Raw -902.591328 + Penalty 230.735124 = -671.856204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.818183 sec): 3 clusters Score: Raw -929.767298 + Penalty 464.833768 = -464.933530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 77 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.818982 sec): 2 clusters Score: Raw -1609.154355 + Penalty 288.413601 = -1320.740755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.819224 sec): 3 clusters Score: Raw -1660.415824 + Penalty 554.565844 = -1105.849980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 78 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.820038 sec): 2 clusters Score: Raw -2061.499462 + Penalty 414.475319 = -1647.024143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.820290 sec): 3 clusters Score: Raw -2122.521105 + Penalty 828.950637 = -1293.570468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.821110 sec): 2 clusters Score: Raw -1355.655312 + Penalty 260.280508 = -1095.374804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.821347 sec): 3 clusters Score: Raw -1383.597361 + Penalty 518.668267 = -864.929094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.822129 sec): 2 clusters Score: Raw -476.411977 + Penalty 161.524615 = -314.887362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.822345 sec): 3 clusters Score: Raw -472.759540 + Penalty 318.891353 = -153.868187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 81 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.823575 sec): 2 clusters Score: Raw -16409.477708 + Penalty 648.337182 = -15761.140526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.824128 sec): 3 clusters Score: Raw -16404.638403 + Penalty 1296.674365 = -15107.964038 nChanged 31 SP:Iteration 1F (45.824716 sec): 3 clusters Score: Raw -16463.948637 + Penalty 1296.022749 = -15167.925888 nChanged 9 SP:Iteration 2Q (45.825248 sec): 3 clusters Score: Raw -16484.688589 + Penalty 1296.022749 = -15188.665840 nChanged 0 SP:Iteration 3F (45.825805 sec): 3 clusters Score: Raw -16484.688589 + Penalty 1296.022749 = -15188.665840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 82 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.826707 sec): 2 clusters Score: Raw -1421.349233 + Penalty 273.332248 = -1148.016985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.826943 sec): 3 clusters Score: Raw -1451.707481 + Penalty 547.199946 = -904.507535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.827714 sec): 2 clusters Score: Raw -501.219875 + Penalty 208.326194 = -292.893681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.827929 sec): 3 clusters Score: Raw -492.650266 + Penalty 387.841849 = -104.808418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 85 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.828705 sec): 2 clusters Score: Raw -853.770494 + Penalty 271.350324 = -582.420170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.828930 sec): 3 clusters Score: Raw -867.031500 + Penalty 549.170281 = -317.861219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.829721 sec): 2 clusters Score: Raw -1073.554626 + Penalty 219.581668 = -853.972957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.829978 sec): 3 clusters Score: Raw -1096.884537 + Penalty 438.858222 = -658.026315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 87 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.830836 sec): 2 clusters Score: Raw -2437.842021 + Penalty 408.566533 = -2029.275488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.831094 sec): 3 clusters Score: Raw -2507.019814 + Penalty 823.385928 = -1683.633886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 88 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.831872 sec): 2 clusters Score: Raw -546.760937 + Penalty 148.392790 = -398.368148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.832089 sec): 3 clusters Score: Raw -548.372820 + Penalty 286.181474 = -262.191346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 89 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.832871 sec): 2 clusters Score: Raw -989.461314 + Penalty 186.544079 = -802.917234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.833101 sec): 3 clusters Score: Raw -999.164772 + Penalty 369.524751 = -629.640021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 90 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.833891 sec): 2 clusters Score: Raw -1273.465271 + Penalty 286.695530 = -986.769741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.834129 sec): 3 clusters Score: Raw -1324.930798 + Penalty 561.154181 = -763.776617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.834915 sec): 2 clusters Score: Raw -452.524329 + Penalty 107.844930 = -344.679398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.835133 sec): 3 clusters Score: Raw -453.614964 + Penalty 241.148236 = -212.466729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.835940 sec): 2 clusters Score: Raw -982.625678 + Penalty 373.046716 = -609.578962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.836169 sec): 3 clusters Score: Raw -1072.272215 + Penalty 750.879801 = -321.392414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.836952 sec): 2 clusters Score: Raw -816.892266 + Penalty 235.500461 = -581.391805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.837177 sec): 3 clusters Score: Raw -829.701549 + Penalty 472.720304 = -356.981245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.837948 sec): 2 clusters Score: Raw -576.500602 + Penalty 193.331755 = -383.168847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.838163 sec): 3 clusters Score: Raw -572.611205 + Penalty 346.735412 = -225.875793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 95 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.838938 sec): 2 clusters Score: Raw -858.253181 + Penalty 268.618741 = -589.634440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.839163 sec): 3 clusters Score: Raw -876.564109 + Penalty 534.193218 = -342.370891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 97 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.840087 sec): 2 clusters Score: Raw -5418.901269 + Penalty 413.457168 = -5005.444100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.840431 sec): 3 clusters Score: Raw -5458.148854 + Penalty 825.745129 = -4632.403725 nChanged 4 SP:Iteration 1F (45.840748 sec): 3 clusters Score: Raw -5467.210165 + Penalty 825.745129 = -4641.465036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 98 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.841560 sec): 2 clusters Score: Raw -489.223305 + Penalty 214.098260 = -275.125045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.841776 sec): 3 clusters Score: Raw -481.425383 + Penalty 438.139504 = -43.285879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 99 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.842695 sec): 2 clusters Score: Raw -5451.666650 + Penalty 404.146060 = -5047.520590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.843018 sec): 3 clusters Score: Raw -5517.112176 + Penalty 810.378192 = -4706.733984 nChanged 3 SP:Iteration 1Q (45.843324 sec): 3 clusters Score: Raw -5537.356956 + Penalty 811.473579 = -4725.883377 nChanged 1 SP:Iteration 2Q (45.843626 sec): 3 clusters Score: Raw -5538.628952 + Penalty 811.473579 = -4727.155372 nChanged 0 SP:Iteration 3F (45.843946 sec): 3 clusters Score: Raw -5538.628952 + Penalty 811.473579 = -4727.155372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 100 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.844831 sec): 2 clusters Score: Raw -4139.660306 + Penalty 528.317523 = -3611.342783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.845126 sec): 3 clusters Score: Raw -4257.642969 + Penalty 1055.143664 = -3202.499305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.845942 sec): 2 clusters Score: Raw -1012.751054 + Penalty 251.561517 = -761.189537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.846176 sec): 3 clusters Score: Raw -1039.532400 + Penalty 503.197697 = -536.334702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 102 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.846986 sec): 2 clusters Score: Raw -1518.855787 + Penalty 334.971570 = -1183.884217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.847226 sec): 3 clusters Score: Raw -1562.455090 + Penalty 671.780228 = -890.674862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 103 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.848009 sec): 2 clusters Score: Raw -949.778317 + Penalty 177.965127 = -771.813190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.848237 sec): 3 clusters Score: Raw -968.248290 + Penalty 362.783751 = -605.464539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 104 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.849110 sec): 2 clusters Score: Raw -4260.050278 + Penalty 527.871622 = -3732.178656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.849407 sec): 3 clusters Score: Raw -4354.966147 + Penalty 1058.168161 = -3296.797986 nChanged 1 SP:Iteration 1Q (45.849684 sec): 3 clusters Score: Raw -4362.977436 + Penalty 1058.168161 = -3304.809275 nChanged 0 SP:Iteration 2F (45.849973 sec): 3 clusters Score: Raw -4362.977436 + Penalty 1058.168161 = -3304.809275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 105 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.850807 sec): 2 clusters Score: Raw -1090.738725 + Penalty 216.565605 = -874.173120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.851060 sec): 3 clusters Score: Raw -1103.766851 + Penalty 410.785307 = -692.981544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 106 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.851841 sec): 2 clusters Score: Raw -565.619009 + Penalty 157.677253 = -407.941757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.852060 sec): 3 clusters Score: Raw -560.857416 + Penalty 315.916563 = -244.940853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 107 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.852846 sec): 2 clusters Score: Raw -1140.692947 + Penalty 316.653676 = -824.039272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.853079 sec): 3 clusters Score: Raw -1152.054467 + Penalty 651.398189 = -500.656278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.853849 sec): 2 clusters Score: Raw -286.507247 + Penalty 124.423258 = -162.083989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.854062 sec): 3 clusters Score: Raw -278.578772 + Penalty 250.244930 = -28.333842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.854853 sec): 2 clusters Score: Raw -796.713093 + Penalty 183.136574 = -613.576519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.855081 sec): 3 clusters Score: Raw -819.783128 + Penalty 373.569266 = -446.213862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 110 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.855899 sec): 2 clusters Score: Raw -2039.924061 + Penalty 355.021236 = -1684.902824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.856147 sec): 3 clusters Score: Raw -2064.704991 + Penalty 712.798019 = -1351.906972 nChanged 1 SP:Iteration 1Q (45.856387 sec): 3 clusters Score: Raw -2070.997108 + Penalty 712.798019 = -1358.199090 nChanged 0 SP:Iteration 2F (45.856631 sec): 3 clusters Score: Raw -2070.997108 + Penalty 712.798019 = -1358.199090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.857420 sec): 2 clusters Score: Raw -1107.947090 + Penalty 248.401755 = -859.545335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.857654 sec): 3 clusters Score: Raw -1123.870445 + Penalty 491.576015 = -632.294430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 112 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.858454 sec): 2 clusters Score: Raw -933.678170 + Penalty 266.824047 = -666.854122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.858683 sec): 3 clusters Score: Raw -954.602817 + Penalty 530.129595 = -424.473221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.859458 sec): 2 clusters Score: Raw -291.070802 + Penalty 119.521097 = -171.549705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.859671 sec): 3 clusters Score: Raw -280.445348 + Penalty 237.928288 = -42.517060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.860441 sec): 2 clusters Score: Raw -570.451484 + Penalty 183.091537 = -387.359947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.860664 sec): 3 clusters Score: Raw -566.305659 + Penalty 366.183074 = -200.122585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.861462 sec): 2 clusters Score: Raw -588.082524 + Penalty 197.072072 = -391.010452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.861682 sec): 3 clusters Score: Raw -576.847356 + Penalty 391.053828 = -185.793528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 116 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.862486 sec): 2 clusters Score: Raw -1380.254338 + Penalty 234.549749 = -1145.704589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.862724 sec): 3 clusters Score: Raw -1396.280642 + Penalty 461.448746 = -934.831896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 117 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.863542 sec): 2 clusters Score: Raw -1665.204726 + Penalty 343.124395 = -1322.080331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.863783 sec): 3 clusters Score: Raw -1682.190217 + Penalty 670.929102 = -1011.261115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.864547 sec): 2 clusters Score: Raw -298.576970 + Penalty 143.821636 = -154.755335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.864759 sec): 3 clusters Score: Raw -287.120273 + Penalty 291.516017 = 4.395745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.865514 sec): 2 clusters Score: Raw -188.742402 + Penalty 74.651869 = -114.090532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.865708 sec): 2 clusters Score: Raw -188.742402 + Penalty 74.651869 = -114.090532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.866465 sec): 2 clusters Score: Raw -292.621064 + Penalty 138.656169 = -153.964895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.866665 sec): 2 clusters Score: Raw -292.621064 + Penalty 138.656169 = -153.964895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 121 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.867548 sec): 2 clusters Score: Raw -3590.726572 + Penalty 351.510005 = -3239.216567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.867832 sec): 3 clusters Score: Raw -3608.445484 + Penalty 701.406565 = -2907.038920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.868630 sec): 2 clusters Score: Raw -1137.440837 + Penalty 258.418958 = -879.021880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.868862 sec): 3 clusters Score: Raw -1150.446437 + Penalty 513.154450 = -637.291987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.869639 sec): 2 clusters Score: Raw -660.530656 + Penalty 200.975332 = -459.555324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.869861 sec): 3 clusters Score: Raw -668.000752 + Penalty 394.637060 = -273.363692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.870650 sec): 2 clusters Score: Raw -1043.006645 + Penalty 243.582115 = -799.424530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.870903 sec): 3 clusters Score: Raw -1055.125013 + Penalty 497.554901 = -557.570112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.871706 sec): 2 clusters Score: Raw -672.647920 + Penalty 226.969527 = -445.678393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.871927 sec): 3 clusters Score: Raw -676.187864 + Penalty 452.211193 = -223.976671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.872701 sec): 2 clusters Score: Raw -709.685604 + Penalty 279.204045 = -430.481559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.872923 sec): 3 clusters Score: Raw -705.149281 + Penalty 561.294916 = -143.854366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.873706 sec): 2 clusters Score: Raw -1026.407090 + Penalty 265.264790 = -761.142300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.873936 sec): 3 clusters Score: Raw -1039.193797 + Penalty 555.796973 = -483.396823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.874709 sec): 2 clusters Score: Raw -658.498929 + Penalty 174.087265 = -484.411664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.874930 sec): 3 clusters Score: Raw -654.997533 + Penalty 345.488735 = -309.508798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 130 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.875731 sec): 2 clusters Score: Raw -1360.763143 + Penalty 350.144333 = -1010.618810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.875968 sec): 3 clusters Score: Raw -1438.056855 + Penalty 693.898191 = -744.158664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 131 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.876745 sec): 2 clusters Score: Raw -367.924954 + Penalty 124.083964 = -243.840989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.876958 sec): 3 clusters Score: Raw -363.684147 + Penalty 238.200464 = -125.483683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 132 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.877738 sec): 2 clusters Score: Raw -906.632649 + Penalty 361.028406 = -545.604243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.877970 sec): 3 clusters Score: Raw -1100.781858 + Penalty 722.056812 = -378.725046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.878748 sec): 2 clusters Score: Raw -816.131831 + Penalty 160.387604 = -655.744227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.878974 sec): 3 clusters Score: Raw -820.075522 + Penalty 308.838072 = -511.237449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 134 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.879777 sec): 2 clusters Score: Raw -1443.389179 + Penalty 282.093816 = -1161.295362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.880021 sec): 3 clusters Score: Raw -1453.322992 + Penalty 566.791954 = -886.531038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.880866 sec): 2 clusters Score: Raw -463.250795 + Penalty 150.136565 = -313.114231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.881103 sec): 3 clusters Score: Raw -467.334615 + Penalty 286.942554 = -180.392061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.881887 sec): 2 clusters Score: Raw -827.254262 + Penalty 178.000643 = -649.253618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.882109 sec): 3 clusters Score: Raw -835.953711 + Penalty 355.385618 = -480.568093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 137 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.883373 sec): 2 clusters Score: Raw -17313.607640 + Penalty 729.479504 = -16584.128136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.883959 sec): 3 clusters Score: Raw -17332.632682 + Penalty 1459.532624 = -15873.100058 nChanged 24 SP:Iteration 1F (45.884533 sec): 3 clusters Score: Raw -17384.229197 + Penalty 1459.679390 = -15924.549807 nChanged 4 SP:Iteration 2Q (45.885083 sec): 3 clusters Score: Raw -17391.663459 + Penalty 1459.365611 = -15932.297848 nChanged 2 SP:Iteration 3Q (45.885622 sec): 3 clusters Score: Raw -17393.813313 + Penalty 1459.151667 = -15934.661646 nChanged 2 SP:Iteration 4Q (45.886156 sec): 3 clusters Score: Raw -17395.449358 + Penalty 1459.151667 = -15936.297691 nChanged 0 SP:Iteration 5F (45.886709 sec): 3 clusters Score: Raw -17395.449358 + Penalty 1459.151667 = -15936.297691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 138 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.887603 sec): 2 clusters Score: Raw -958.581714 + Penalty 188.654262 = -769.927453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.887840 sec): 3 clusters Score: Raw -990.238237 + Penalty 375.877408 = -614.360829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.888608 sec): 2 clusters Score: Raw -397.883173 + Penalty 182.568129 = -215.315044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.888821 sec): 3 clusters Score: Raw -386.981885 + Penalty 367.743710 = -19.238175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.889609 sec): 2 clusters Score: Raw -937.959078 + Penalty 254.609019 = -683.350059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.889838 sec): 3 clusters Score: Raw -951.331964 + Penalty 494.615239 = -456.716725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 142 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.890642 sec): 2 clusters Score: Raw -950.860984 + Penalty 266.499238 = -684.361747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.890870 sec): 3 clusters Score: Raw -958.232730 + Penalty 526.846876 = -431.385854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.891662 sec): 2 clusters Score: Raw -1067.771101 + Penalty 294.526513 = -773.244588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.891892 sec): 3 clusters Score: Raw -1082.653769 + Penalty 592.821662 = -489.832107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.893495 sec): 2 clusters Score: Raw -24763.103629 + Penalty 230.879214 = -24532.224415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.894328 sec): 3 clusters Score: Raw -24637.543978 + Penalty 473.425488 = -24164.118490 nChanged 94 SP:Iteration 1F (45.895170 sec): 3 clusters Score: Raw -24749.661543 + Penalty 480.929741 = -24268.731802 nChanged 31 SP:Iteration 2F (45.895976 sec): 3 clusters Score: Raw -24793.712444 + Penalty 491.485823 = -24302.226622 nChanged 20 SP:Iteration 3F (45.896776 sec): 3 clusters Score: Raw -24818.024312 + Penalty 502.221126 = -24315.803186 nChanged 11 SP:Iteration 4Q (45.897528 sec): 3 clusters Score: Raw -24831.199073 + Penalty 510.583049 = -24320.616024 nChanged 8 SP:Iteration 5Q (45.898263 sec): 3 clusters Score: Raw -24846.256354 + Penalty 517.081306 = -24329.175047 nChanged 4 SP:Iteration 6Q (45.899011 sec): 3 clusters Score: Raw -24854.496461 + Penalty 523.636792 = -24330.859669 nChanged 3 SP:Iteration 7Q (45.899734 sec): 3 clusters Score: Raw -24859.288462 + Penalty 525.006467 = -24334.281995 nChanged 3 SP:Iteration 8Q (45.900448 sec): 3 clusters Score: Raw -24861.409263 + Penalty 527.690157 = -24333.719107 nChanged 1 SP:Iteration 9F (45.901212 sec): 3 clusters Score: Raw -24861.680005 + Penalty 527.690157 = -24333.989848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.902133 sec): 2 clusters Score: Raw -573.311994 + Penalty 187.747598 = -385.564396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.902359 sec): 3 clusters Score: Raw -568.927042 + Penalty 350.958502 = -217.968540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 146 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.903154 sec): 2 clusters Score: Raw -720.364708 + Penalty 155.076931 = -565.287776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.903381 sec): 3 clusters Score: Raw -732.343290 + Penalty 306.827908 = -425.515382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 147 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.904181 sec): 2 clusters Score: Raw -779.863448 + Penalty 272.913173 = -506.950275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.904404 sec): 3 clusters Score: Raw -787.913230 + Penalty 545.826346 = -242.086884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 148 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.905176 sec): 2 clusters Score: Raw -591.326945 + Penalty 217.043056 = -374.283889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.905398 sec): 3 clusters Score: Raw -586.498416 + Penalty 434.086112 = -152.412304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 149 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.906177 sec): 2 clusters Score: Raw -985.528919 + Penalty 326.656159 = -658.872760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.906404 sec): 3 clusters Score: Raw -1004.015814 + Penalty 653.312318 = -350.703496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.907188 sec): 2 clusters Score: Raw -1032.390032 + Penalty 254.103326 = -778.286707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.907419 sec): 3 clusters Score: Raw -1043.358239 + Penalty 503.731263 = -539.626976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 151 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.908229 sec): 2 clusters Score: Raw -1343.443174 + Penalty 325.070528 = -1018.372646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.908468 sec): 3 clusters Score: Raw -1365.541880 + Penalty 643.110883 = -722.430997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 152 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.909283 sec): 2 clusters Score: Raw -1202.680600 + Penalty 274.123800 = -928.556800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.909518 sec): 3 clusters Score: Raw -1231.732790 + Penalty 548.950086 = -682.782703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 153 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.910306 sec): 2 clusters Score: Raw -1097.883198 + Penalty 277.541459 = -820.341739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.910535 sec): 3 clusters Score: Raw -1128.120156 + Penalty 553.335862 = -574.784293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.911313 sec): 2 clusters Score: Raw -688.728589 + Penalty 167.567764 = -521.160824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.911536 sec): 3 clusters Score: Raw -714.147063 + Penalty 308.071544 = -406.075518 nChanged 1 SP:Iteration 1F (45.911760 sec): 3 clusters Score: Raw -723.330338 + Penalty 308.071544 = -415.258793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.912556 sec): 2 clusters Score: Raw -780.731765 + Penalty 193.734385 = -586.997380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.912782 sec): 3 clusters Score: Raw -767.326937 + Penalty 385.415759 = -381.911178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.913553 sec): 2 clusters Score: Raw -375.059425 + Penalty 111.123013 = -263.936412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.913767 sec): 3 clusters Score: Raw -368.317477 + Penalty 216.052481 = -152.264996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.914536 sec): 2 clusters Score: Raw -695.710674 + Penalty 266.713968 = -428.996706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.914759 sec): 3 clusters Score: Raw -695.872041 + Penalty 536.655630 = -159.216411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 159 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.915569 sec): 2 clusters Score: Raw -1985.460605 + Penalty 177.253909 = -1808.206695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.915817 sec): 3 clusters Score: Raw -2007.363208 + Penalty 348.712597 = -1658.650611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.916609 sec): 2 clusters Score: Raw -1020.605529 + Penalty 249.781700 = -770.823829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.916838 sec): 3 clusters Score: Raw -1048.892567 + Penalty 485.384431 = -563.508136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.917633 sec): 2 clusters Score: Raw -860.405937 + Penalty 225.018276 = -635.387661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.917855 sec): 3 clusters Score: Raw -855.093102 + Penalty 446.361850 = -408.731252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.918613 sec): 2 clusters Score: Raw -188.060385 + Penalty 74.605859 = -113.454527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.918822 sec): 3 clusters Score: Raw -180.415246 + Penalty 149.211717 = -31.203529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.919619 sec): 2 clusters Score: Raw -959.943427 + Penalty 289.043168 = -670.900259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.919845 sec): 3 clusters Score: Raw -967.949581 + Penalty 602.820018 = -365.129562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.920609 sec): 2 clusters Score: Raw -297.834703 + Penalty 144.161803 = -153.672900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.920812 sec): 2 clusters Score: Raw -297.834703 + Penalty 144.161803 = -153.672900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.921648 sec): 2 clusters Score: Raw -760.384827 + Penalty 250.823637 = -509.561189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.921871 sec): 3 clusters Score: Raw -763.327273 + Penalty 510.565940 = -252.761333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 167 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.922658 sec): 2 clusters Score: Raw -821.855111 + Penalty 188.630688 = -633.224424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.922885 sec): 3 clusters Score: Raw -830.935975 + Penalty 388.736782 = -442.199193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.923649 sec): 2 clusters Score: Raw -298.116744 + Penalty 129.746634 = -168.370110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.923861 sec): 3 clusters Score: Raw -286.463980 + Penalty 268.156829 = -18.307151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 169 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.924631 sec): 2 clusters Score: Raw -598.064862 + Penalty 220.535933 = -377.528929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.924852 sec): 3 clusters Score: Raw -591.860146 + Penalty 441.071865 = -150.788281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.925625 sec): 2 clusters Score: Raw -463.935061 + Penalty 151.520933 = -312.414129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.925840 sec): 3 clusters Score: Raw -462.071756 + Penalty 358.223167 = -103.848589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 171 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.926688 sec): 2 clusters Score: Raw -2587.161949 + Penalty 359.111354 = -2228.050594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.926954 sec): 3 clusters Score: Raw -2610.081295 + Penalty 727.051778 = -1883.029516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 172 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.927754 sec): 2 clusters Score: Raw -1408.264385 + Penalty 263.691529 = -1144.572857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.927990 sec): 3 clusters Score: Raw -1422.573309 + Penalty 525.092984 = -897.480325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 173 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.928773 sec): 2 clusters Score: Raw -1061.181624 + Penalty 334.508831 = -726.672793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.929023 sec): 3 clusters Score: Raw -1091.739317 + Penalty 673.018070 = -418.721247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 174 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.929801 sec): 2 clusters Score: Raw -682.491719 + Penalty 208.136485 = -474.355234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.930024 sec): 3 clusters Score: Raw -674.575389 + Penalty 409.675948 = -264.899442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.930807 sec): 2 clusters Score: Raw -293.341127 + Penalty 142.732641 = -150.608485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.931005 sec): 2 clusters Score: Raw -293.341127 + Penalty 142.732641 = -150.608485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.931764 sec): 2 clusters Score: Raw -299.262912 + Penalty 147.465785 = -151.797127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.931975 sec): 3 clusters Score: Raw -285.982277 + Penalty 305.152196 = 19.169919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.932735 sec): 2 clusters Score: Raw -385.435160 + Penalty 150.880218 = -234.554942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.932947 sec): 3 clusters Score: Raw -377.782028 + Penalty 314.360134 = -63.421895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.933713 sec): 2 clusters Score: Raw -484.102981 + Penalty 190.128000 = -293.974981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.933933 sec): 3 clusters Score: Raw -479.663259 + Penalty 386.406272 = -93.256987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.934709 sec): 2 clusters Score: Raw -192.994896 + Penalty 90.211791 = -102.783105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.934902 sec): 2 clusters Score: Raw -192.994896 + Penalty 90.211791 = -102.783105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.935665 sec): 2 clusters Score: Raw -294.438169 + Penalty 138.320088 = -156.118081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.935877 sec): 3 clusters Score: Raw -284.422493 + Penalty 279.858993 = -4.563500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 181 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.936679 sec): 2 clusters Score: Raw -1916.775825 + Penalty 390.613067 = -1526.162759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.936922 sec): 3 clusters Score: Raw -1925.289599 + Penalty 782.782391 = -1142.507208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.937686 sec): 2 clusters Score: Raw -294.993053 + Penalty 138.200862 = -156.792191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.937897 sec): 3 clusters Score: Raw -283.924020 + Penalty 281.622099 = -2.301920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 183 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.938668 sec): 2 clusters Score: Raw -294.356336 + Penalty 152.219823 = -142.136514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.938884 sec): 2 clusters Score: Raw -294.356336 + Penalty 152.219823 = -142.136514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.939681 sec): 2 clusters Score: Raw -669.475973 + Penalty 208.326103 = -461.149870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.939903 sec): 3 clusters Score: Raw -669.697015 + Penalty 412.355939 = -257.341076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.940670 sec): 2 clusters Score: Raw -285.230682 + Penalty 121.872660 = -163.358022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.940880 sec): 3 clusters Score: Raw -276.417115 + Penalty 235.791996 = -40.625119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 189 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.941655 sec): 2 clusters Score: Raw -775.746184 + Penalty 210.014573 = -565.731611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.941881 sec): 3 clusters Score: Raw -775.115596 + Penalty 425.212478 = -349.903119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.942633 sec): 2 clusters Score: Raw -91.092462 + Penalty 0.000000 = -91.092462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.942825 sec): 2 clusters Score: Raw -91.092462 + Penalty 0.000000 = -91.092462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.943623 sec): 2 clusters Score: Raw -737.811192 + Penalty 236.405634 = -501.405557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.943847 sec): 3 clusters Score: Raw -753.838445 + Penalty 482.489510 = -271.348935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 194 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.944623 sec): 2 clusters Score: Raw -560.486277 + Penalty 161.958838 = -398.527439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.944842 sec): 3 clusters Score: Raw -553.903561 + Penalty 327.878606 = -226.024955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 195 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.945623 sec): 2 clusters Score: Raw -1066.838879 + Penalty 271.362309 = -795.476570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.945851 sec): 3 clusters Score: Raw -1075.241025 + Penalty 538.953933 = -536.287092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 196 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.946623 sec): 2 clusters Score: Raw -610.785456 + Penalty 239.429706 = -371.355750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.946843 sec): 3 clusters Score: Raw -598.977227 + Penalty 474.102643 = -124.874584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 197 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.947623 sec): 2 clusters Score: Raw -382.744618 + Penalty 155.442763 = -227.301855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.947838 sec): 3 clusters Score: Raw -375.991367 + Penalty 277.530889 = -98.460478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.948597 sec): 2 clusters Score: Raw -89.730315 + Penalty 0.000000 = -89.730315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.948805 sec): 2 clusters Score: Raw -89.730315 + Penalty 0.000000 = -89.730315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.949562 sec): 2 clusters Score: Raw -179.132367 + Penalty 37.342843 = -141.789525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.949756 sec): 2 clusters Score: Raw -179.132367 + Penalty 37.342843 = -141.789525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 201 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.950540 sec): 2 clusters Score: Raw -1360.741169 + Penalty 334.851761 = -1025.889408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.950778 sec): 3 clusters Score: Raw -1394.534451 + Penalty 669.703522 = -724.830929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.951553 sec): 2 clusters Score: Raw -499.971973 + Penalty 209.979318 = -289.992655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.951771 sec): 3 clusters Score: Raw -489.697080 + Penalty 425.773511 = -63.923569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.952549 sec): 2 clusters Score: Raw -195.762766 + Penalty 93.517854 = -102.244913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.952743 sec): 2 clusters Score: Raw -195.762766 + Penalty 93.517854 = -102.244913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 204 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.953514 sec): 2 clusters Score: Raw -706.408161 + Penalty 293.682960 = -412.725200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.953737 sec): 3 clusters Score: Raw -706.458694 + Penalty 589.834716 = -116.623978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.954494 sec): 2 clusters Score: Raw -187.427346 + Penalty 70.933673 = -116.493673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.954688 sec): 2 clusters Score: Raw -187.427346 + Penalty 70.933673 = -116.493673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 209 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.955446 sec): 2 clusters Score: Raw -392.335383 + Penalty 160.346451 = -231.988931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.955661 sec): 3 clusters Score: Raw -383.047600 + Penalty 320.692902 = -62.354697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 210 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.956470 sec): 2 clusters Score: Raw -1005.059703 + Penalty 248.748118 = -756.311585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.956702 sec): 3 clusters Score: Raw -1016.441897 + Penalty 457.820460 = -558.621437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 211 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.957504 sec): 2 clusters Score: Raw -377.505422 + Penalty 143.025104 = -234.480319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.957703 sec): 2 clusters Score: Raw -377.505422 + Penalty 143.025104 = -234.480319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 212 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.958494 sec): 2 clusters Score: Raw -388.332887 + Penalty 154.242555 = -234.090332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.958709 sec): 3 clusters Score: Raw -378.235930 + Penalty 308.485109 = -69.750821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.959473 sec): 2 clusters Score: Raw -187.719673 + Penalty 69.012572 = -118.707101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.959678 sec): 3 clusters Score: Raw -181.515158 + Penalty 138.025145 = -43.490013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.960439 sec): 2 clusters Score: Raw -183.539944 + Penalty 52.201982 = -131.337962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.960636 sec): 2 clusters Score: Raw -183.539944 + Penalty 52.201982 = -131.337962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.961409 sec): 2 clusters Score: Raw -189.844736 + Penalty 78.471147 = -111.373589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.961602 sec): 2 clusters Score: Raw -189.844736 + Penalty 78.471147 = -111.373589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.962356 sec): 2 clusters Score: Raw -196.399073 + Penalty 93.034157 = -103.364917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.962550 sec): 2 clusters Score: Raw -196.399073 + Penalty 93.034157 = -103.364917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.963306 sec): 2 clusters Score: Raw -189.010175 + Penalty 87.522637 = -101.487538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.963512 sec): 3 clusters Score: Raw -183.231265 + Penalty 175.045274 = -8.185990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.964272 sec): 2 clusters Score: Raw -292.632411 + Penalty 131.889933 = -160.742478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.964485 sec): 3 clusters Score: Raw -282.530449 + Penalty 266.754050 = -15.776400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.965256 sec): 2 clusters Score: Raw -92.483733 + Penalty 0.000000 = -92.483733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.965448 sec): 2 clusters Score: Raw -92.483733 + Penalty 0.000000 = -92.483733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 221 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.966221 sec): 2 clusters Score: Raw -688.489302 + Penalty 232.203664 = -456.285638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.966441 sec): 3 clusters Score: Raw -680.841437 + Penalty 486.403325 = -194.438112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 223 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.967209 sec): 2 clusters Score: Raw -600.302819 + Penalty 239.816836 = -360.485983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.967429 sec): 3 clusters Score: Raw -592.210835 + Penalty 495.216497 = -96.994337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 224 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.968211 sec): 2 clusters Score: Raw -485.374359 + Penalty 198.454569 = -286.919789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.968426 sec): 3 clusters Score: Raw -478.956317 + Penalty 387.321439 = -91.634878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 228 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.969206 sec): 2 clusters Score: Raw -496.082287 + Penalty 204.334632 = -291.747655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.969423 sec): 3 clusters Score: Raw -487.010270 + Penalty 414.534967 = -72.475302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.970193 sec): 2 clusters Score: Raw -188.029779 + Penalty 80.796160 = -107.233619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.970388 sec): 2 clusters Score: Raw -188.029779 + Penalty 80.796160 = -107.233619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 231 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.971150 sec): 2 clusters Score: Raw -273.157476 + Penalty 82.332427 = -190.825049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.971359 sec): 3 clusters Score: Raw -268.423011 + Penalty 161.907391 = -106.515619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.972113 sec): 2 clusters Score: Raw -194.256803 + Penalty 95.638477 = -98.618326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.972306 sec): 2 clusters Score: Raw -194.256803 + Penalty 95.638477 = -98.618326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 233 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.973068 sec): 2 clusters Score: Raw -292.930000 + Penalty 140.614491 = -152.315510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.973283 sec): 3 clusters Score: Raw -282.939973 + Penalty 299.224902 = 16.284929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.974055 sec): 2 clusters Score: Raw -187.312276 + Penalty 67.683037 = -119.629239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.974261 sec): 3 clusters Score: Raw -179.333888 + Penalty 135.366075 = -43.967814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 235 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.975025 sec): 2 clusters Score: Raw -385.651431 + Penalty 150.650101 = -235.001330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.975240 sec): 3 clusters Score: Raw -378.343504 + Penalty 301.300202 = -77.043302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 236 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.975992 sec): 2 clusters Score: Raw -190.992109 + Penalty 75.496857 = -115.495252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.976200 sec): 3 clusters Score: Raw -181.795521 + Penalty 150.993715 = -30.801806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.976955 sec): 2 clusters Score: Raw -188.279714 + Penalty 76.734814 = -111.544900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.977161 sec): 3 clusters Score: Raw -180.451897 + Penalty 153.469627 = -26.982270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.977927 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.978109 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.978875 sec): 2 clusters Score: Raw -91.958703 + Penalty 0.000000 = -91.958703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.979067 sec): 2 clusters Score: Raw -91.958703 + Penalty 0.000000 = -91.958703 nChanged 0 Deleting Class 232 (2 points): Lose 42.269287 but Gain 1481.518382 Iteration 20F (50.671835 sec): 219 clusters Score: Raw -3855367.276599 + Penalty 238163.324846 = -3617203.951753 nChanged 670 Deleting Class 183 (3 points): Lose 49.409016 but Gain 1487.738544 Iteration 21Q (51.139214 sec): 218 clusters Score: Raw -3855639.857365 + Penalty 236724.467292 = -3618915.390073 nChanged 454 Deleting Class 203 (2 points): Lose 17.691141 but Gain 1448.668193 Iteration 22Q (51.570691 sec): 217 clusters Score: Raw -3855807.004915 + Penalty 235299.873051 = -3620507.131864 nChanged 370 Deleting Class 126 (7 points): Lose 113.145463 but Gain 1540.631517 Iteration 23Q (51.991740 sec): 216 clusters Score: Raw -3855817.557310 + Penalty 233858.017976 = -3621959.539334 nChanged 313 Deleting Class 204 (7 points): Lose 201.025138 but Gain 1620.525324 Iteration 24Q (52.402851 sec): 215 clusters Score: Raw -3855731.881282 + Penalty 232311.137478 = -3623420.743804 nChanged 263 Deleting Class 176 (3 points): Lose 22.189528 but Gain 1441.274389 Iteration 25Q (52.803145 sec): 214 clusters Score: Raw -3855812.532353 + Penalty 230994.859531 = -3624817.672823 nChanged 228 Deleting Class 217 (2 points): Lose 25.826807 but Gain 1441.175332 Iteration 26Q (53.200236 sec): 213 clusters Score: Raw -3855872.460362 + Penalty 229606.545031 = -3626265.915332 nChanged 223 Deleting Class 149 (10 points): Lose 118.818913 but Gain 1523.263438 Iteration 27Q (53.595898 sec): 212 clusters Score: Raw -3855821.992875 + Penalty 228156.411961 = -3627665.580915 nChanged 189 Deleting Class 71 (5 points): Lose 79.646860 but Gain 1478.762876 Iteration 28Q (53.983620 sec): 211 clusters Score: Raw -3855810.605137 + Penalty 226708.942843 = -3629101.662294 nChanged 139 Deleting Class 196 (6 points): Lose 48.592753 but Gain 1434.822503 Iteration 29Q (54.363126 sec): 210 clusters Score: Raw -3855795.966732 + Penalty 225305.478137 = -3630490.488595 nChanged 116 Deleting Class 223 (6 points): Lose 51.923133 but Gain 1437.142444 Iteration 30F (58.858244 sec): 209 clusters Score: Raw -3855779.408720 + Penalty 223911.110427 = -3631868.298293 nChanged 104 Deleting Class 165 (3 points): Lose 23.941101 but Gain 1408.982532 Iteration 31Q (59.231238 sec): 208 clusters Score: Raw -3855795.247636 + Penalty 222509.579486 = -3633285.668150 nChanged 82 Deleting Class 179 (2 points): Lose 21.789218 but Gain 1397.454578 Iteration 32Q (59.601040 sec): 207 clusters Score: Raw -3855801.814100 + Penalty 221123.311776 = -3634678.502324 nChanged 60 Deleting Class 118 (3 points): Lose 31.488377 but Gain 1405.657865 Iteration 33Q (59.964690 sec): 206 clusters Score: Raw -3855784.974411 + Penalty 219801.473486 = -3635983.500925 nChanged 57 Deleting Class 139 (4 points): Lose 41.109663 but Gain 1414.064971 Iteration 34Q (60.325618 sec): 205 clusters Score: Raw -3855767.042420 + Penalty 218393.635666 = -3637373.406753 nChanged 51 Deleting Class 98 (5 points): Lose 55.724799 but Gain 1428.363575 Iteration 35Q (60.694834 sec): 204 clusters Score: Raw -3855732.104716 + Penalty 217009.584442 = -3638722.520274 nChanged 51 Deleting Class 60 (23 points): Lose 154.358330 but Gain 1520.764117 Iteration 36Q (61.056232 sec): 203 clusters Score: Raw -3855599.354952 + Penalty 215560.154108 = -3640039.200845 nChanged 63 Deleting Class 175 (3 points): Lose 31.849784 but Gain 1395.014449 Iteration 37Q (61.419032 sec): 202 clusters Score: Raw -3855636.733349 + Penalty 214184.494737 = -3641452.238612 nChanged 48 Deleting Class 173 (11 points): Lose 137.435821 but Gain 1497.880725 Iteration 38Q (61.775994 sec): 201 clusters Score: Raw -3855524.726092 + Penalty 212768.446876 = -3642756.279216 nChanged 54 Deleting Class 202 (5 points): Lose 41.039918 but Gain 1400.883915 Iteration 39Q (62.141695 sec): 200 clusters Score: Raw -3855548.790197 + Penalty 211398.306878 = -3644150.483319 nChanged 46 Deleting Class 73 (32 points): Lose 310.785781 but Gain 1656.233864 Iteration 40F (66.474505 sec): 199 clusters Score: Raw -3855256.501674 + Penalty 209953.501645 = -3645303.000029 nChanged 71 Deleting Class 220 (1 points): Lose 6.023009 but Gain 1347.516482 Iteration 41Q (66.830592 sec): 198 clusters Score: Raw -3855414.227567 + Penalty 208626.132834 = -3646788.094733 nChanged 38 Deleting Class 74 (12 points): Lose 192.058639 but Gain 1530.333165 Iteration 42Q (67.182086 sec): 197 clusters Score: Raw -3855263.599245 + Penalty 207224.261549 = -3648039.337697 nChanged 38 Deleting Class 120 (3 points): Lose 25.880697 but Gain 1355.172564 Iteration 43Q (67.530590 sec): 196 clusters Score: Raw -3855333.755822 + Penalty 205863.352761 = -3649470.403061 nChanged 34 Deleting Class 180 (3 points): Lose 23.656401 but Gain 1351.887833 Iteration 44Q (67.876817 sec): 195 clusters Score: Raw -3855338.176158 + Penalty 204694.408169 = -3650643.767988 nChanged 32 Deleting Class 84 (5 points): Lose 62.005889 but Gain 1389.855049 Iteration 45Q (68.225144 sec): 194 clusters Score: Raw -3855313.765427 + Penalty 203458.989814 = -3651854.775613 nChanged 32 Deleting Class 181 (19 points): Lose 104.344095 but Gain 1424.439685 Iteration 46Q (68.569798 sec): 193 clusters Score: Raw -3855268.011540 + Penalty 202112.489094 = -3653155.522446 nChanged 42 Deleting Class 233 (3 points): Lose 59.341484 but Gain 1374.312452 Iteration 47Q (68.914151 sec): 192 clusters Score: Raw -3855258.960648 + Penalty 200790.523188 = -3654468.437461 nChanged 28 Deleting Class 147 (8 points): Lose 98.930471 but Gain 1409.216238 Iteration 48Q (69.257848 sec): 191 clusters Score: Raw -3855190.477900 + Penalty 199493.083741 = -3655697.394159 nChanged 32 Deleting Class 182 (3 points): Lose 48.442963 but Gain 1350.722568 Iteration 49Q (69.598174 sec): 190 clusters Score: Raw -3855198.071052 + Penalty 198191.435886 = -3657006.635167 nChanged 20 Deleting Class 228 (5 points): Lose 65.804777 but Gain 1363.225210 Iteration 50F (73.615534 sec): 189 clusters Score: Raw -3855174.850646 + Penalty 196921.422940 = -3658253.427706 nChanged 25 Deleting Class 158 (7 points): Lose 179.338253 but Gain 1471.712009 Iteration 51Q (73.958863 sec): 188 clusters Score: Raw -3855071.802457 + Penalty 195637.597994 = -3659434.204463 nChanged 30 Deleting Class 240 (2 points): Lose 20.929550 but Gain 1331.091884 Iteration 52Q (74.296389 sec): 187 clusters Score: Raw -3855126.091025 + Penalty 194397.243992 = -3660728.847034 nChanged 29 Deleting Class 201 (13 points): Lose 81.931536 but Gain 1373.522973 Iteration 53Q (74.631973 sec): 186 clusters Score: Raw -3855088.179247 + Penalty 193059.603778 = -3662028.575469 nChanged 40 Deleting Class 107 (12 points): Lose 82.407036 but Gain 1368.277896 Iteration 54Q (74.971479 sec): 185 clusters Score: Raw -3855072.824703 + Penalty 191764.387650 = -3663308.437052 nChanged 36 Deleting Class 25 (9 points): Lose 68.649785 but Gain 1352.720833 Iteration 55Q (75.309041 sec): 184 clusters Score: Raw -3855054.622191 + Penalty 190432.841187 = -3664621.781003 nChanged 30 Deleting Class 130 (15 points): Lose 112.168569 but Gain 1388.322133 Iteration 56Q (75.643008 sec): 183 clusters Score: Raw -3854980.983778 + Penalty 189079.460143 = -3665901.523635 nChanged 31 Deleting Class 224 (5 points): Lose 51.701281 but Gain 1323.996178 Iteration 57Q (75.976624 sec): 182 clusters Score: Raw -3854976.699605 + Penalty 187820.684300 = -3667156.015306 nChanged 15 Deleting Class 85 (10 points): Lose 79.967072 but Gain 1351.565043 Iteration 58Q (76.308914 sec): 181 clusters Score: Raw -3854923.109809 + Penalty 186515.059269 = -3668408.050540 nChanged 20 Deleting Class 219 (3 points): Lose 20.135078 but Gain 1289.041947 Iteration 59Q (76.640647 sec): 180 clusters Score: Raw -3854946.765706 + Penalty 185231.098833 = -3669715.666873 nChanged 9 Deleting Class 218 (2 points): Lose 96.427020 but Gain 1355.797379 Iteration 60F (80.485569 sec): 179 clusters Score: Raw -3854857.010739 + Penalty 183863.307431 = -3670993.703308 nChanged 12 Deleting Class 169 (6 points): Lose 67.118366 but Gain 1321.598412 Iteration 61Q (80.828609 sec): 178 clusters Score: Raw -3854799.721176 + Penalty 182563.703938 = -3672236.017237 nChanged 10 Deleting Class 163 (11 points): Lose 126.085173 but Gain 1364.464152 Iteration 62Q (81.167602 sec): 177 clusters Score: Raw -3854697.125858 + Penalty 181248.163607 = -3673448.962252 nChanged 18 Deleting Class 104 (45 points): Lose 250.495197 but Gain 1488.962632 Iteration 63Q (81.492402 sec): 176 clusters Score: Raw -3854485.369823 + Penalty 179793.251859 = -3674692.117964 nChanged 52 Deleting Class 148 (6 points): Lose 68.646678 but Gain 1300.666766 Iteration 64Q (81.837240 sec): 175 clusters Score: Raw -3854518.847659 + Penalty 178502.936492 = -3676015.911168 nChanged 14 Deleting Class 230 (2 points): Lose 22.559206 but Gain 1251.598738 Iteration 65Q (82.161010 sec): 174 clusters Score: Raw -3854519.451398 + Penalty 177257.288484 = -3677262.162914 nChanged 10 Deleting Class 221 (7 points): Lose 52.263085 but Gain 1281.286179 Iteration 66Q (82.482725 sec): 173 clusters Score: Raw -3854483.013243 + Penalty 176049.296046 = -3678433.717198 nChanged 19 Deleting Class 188 (4 points): Lose 21.903588 but Gain 1249.940088 Iteration 67Q (82.802797 sec): 172 clusters Score: Raw -3854496.635544 + Penalty 174854.506305 = -3679642.129240 nChanged 15 Deleting Class 178 (6 points): Lose 75.972375 but Gain 1300.652289 Iteration 68Q (83.123107 sec): 171 clusters Score: Raw -3854444.377903 + Penalty 173629.506241 = -3680814.871662 nChanged 19 Deleting Class 143 (10 points): Lose 98.814784 but Gain 1320.434817 Iteration 69Q (83.441332 sec): 170 clusters Score: Raw -3854409.032803 + Penalty 172357.031402 = -3682052.001400 nChanged 20 Deleting Class 168 (3 points): Lose 47.982184 but Gain 1268.094158 Iteration 70F (87.077663 sec): 169 clusters Score: Raw -3854423.568774 + Penalty 171101.682051 = -3683321.886723 nChanged 19 Deleting Class 87 (28 points): Lose 151.253345 but Gain 1358.401805 Iteration 71Q (87.396266 sec): 168 clusters Score: Raw -3854321.997326 + Penalty 169929.908812 = -3684392.088514 nChanged 45 Deleting Class 209 (4 points): Lose 34.836466 but Gain 1241.948970 Iteration 72Q (87.715818 sec): 167 clusters Score: Raw -3854408.778438 + Penalty 168693.477049 = -3685715.301389 nChanged 13 Deleting Class 117 (17 points): Lose 95.087208 but Gain 1300.385663 Iteration 73Q (88.030692 sec): 166 clusters Score: Raw -3854328.567191 + Penalty 167436.602506 = -3686891.964685 nChanged 23 Deleting Class 70 (9 points): Lose 123.182570 but Gain 1328.231563 Iteration 74Q (88.345756 sec): 165 clusters Score: Raw -3854248.387539 + Penalty 166156.666682 = -3688091.720857 nChanged 17 Deleting Class 166 (8 points): Lose 91.961338 but Gain 1295.154569 Iteration 75Q (88.658672 sec): 164 clusters Score: Raw -3854198.663080 + Penalty 164891.622338 = -3689307.040742 nChanged 15 Deleting Class 211 (7 points): Lose 56.050532 but Gain 1256.727419 Iteration 76Q (88.969970 sec): 163 clusters Score: Raw -3854170.083953 + Penalty 163652.519035 = -3690517.564918 nChanged 15 Deleting Class 95 (10 points): Lose 129.749238 but Gain 1328.911746 Iteration 77Q (89.280107 sec): 162 clusters Score: Raw -3854056.566305 + Penalty 162380.873018 = -3691675.693288 nChanged 13 Deleting Class 151 (14 points): Lose 124.140872 but Gain 1322.600334 Iteration 78Q (89.587564 sec): 161 clusters Score: Raw -3853975.346346 + Penalty 161183.454511 = -3692791.891835 nChanged 21 Deleting Class 216 (2 points): Lose 19.294052 but Gain 1215.582371 Iteration 79Q (89.905999 sec): 160 clusters Score: Raw -3854006.524990 + Penalty 159971.216049 = -3694035.308942 nChanged 7 Deleting Class 78 (24 points): Lose 241.670627 but Gain 1439.923865 Iteration 80F (93.312699 sec): 159 clusters Score: Raw -3853773.418090 + Penalty 158632.149975 = -3695141.268114 nChanged 26 Deleting Class 108 (5 points): Lose 67.454368 but Gain 1261.881804 Iteration 81Q (93.629579 sec): 158 clusters Score: Raw -3853796.022122 + Penalty 157393.345065 = -3696402.677058 nChanged 10 Deleting Class 127 (12 points): Lose 88.586214 but Gain 1279.219217 Iteration 82Q (93.941867 sec): 157 clusters Score: Raw -3853723.538511 + Penalty 156259.235028 = -3697464.303483 nChanged 16 Deleting Class 102 (17 points): Lose 167.091871 but Gain 1351.847757 Iteration 83Q (94.254429 sec): 156 clusters Score: Raw -3853604.978473 + Penalty 155034.221724 = -3698570.756749 nChanged 21 Deleting Class 237 (2 points): Lose 20.624159 but Gain 1188.685152 Iteration 84Q (94.567598 sec): 155 clusters Score: Raw -3853654.733004 + Penalty 153859.597387 = -3699795.135617 nChanged 9 Deleting Class 125 (7 points): Lose 86.444108 but Gain 1252.404519 Iteration 85Q (94.876660 sec): 154 clusters Score: Raw -3853576.893408 + Penalty 152700.405035 = -3700876.488373 nChanged 10 Deleting Class 112 (11 points): Lose 72.880608 but Gain 1237.449536 Iteration 86Q (95.186224 sec): 153 clusters Score: Raw -3853534.225401 + Penalty 151550.670912 = -3701983.554489 nChanged 13 Deleting Class 236 (2 points): Lose 7.326576 but Gain 1169.508193 Iteration 87Q (95.495851 sec): 152 clusters Score: Raw -3853558.965283 + Penalty 150391.415300 = -3703167.549983 nChanged 6 Deleting Class 212 (4 points): Lose 32.928830 but Gain 1194.671789 Iteration 88Q (95.800209 sec): 151 clusters Score: Raw -3853535.536241 + Penalty 149238.155956 = -3704297.380285 nChanged 10 Deleting Class 197 (4 points): Lose 43.855522 but Gain 1203.967894 Iteration 89Q (96.105193 sec): 150 clusters Score: Raw -3853509.271554 + Penalty 148051.307208 = -3705457.964347 nChanged 6 Deleting Class 145 (6 points): Lose 49.549092 but Gain 1236.695919 Iteration 90F (99.298065 sec): 149 clusters Score: Raw -3853487.552631 + Penalty 146870.060465 = -3706617.492166 nChanged 9 Deleting Class 92 (11 points): Lose 510.171815 but Gain 1670.447631 Iteration 91Q (99.590852 sec): 148 clusters Score: Raw -3852989.799834 + Penalty 145329.312859 = -3707660.486975 nChanged 13 Deleting Class 195 (13 points): Lose 84.861435 but Gain 1240.514534 Iteration 92Q (99.885267 sec): 147 clusters Score: Raw -3853011.990096 + Penalty 144148.971373 = -3708863.018723 nChanged 15 Deleting Class 141 (9 points): Lose 61.403894 but Gain 1215.588178 Iteration 93Q (100.178350 sec): 146 clusters Score: Raw -3852977.823128 + Penalty 142972.385358 = -3710005.437771 nChanged 14 Deleting Class 119 (2 points): Lose 2.395362 but Gain 1156.418637 Iteration 94Q (100.468384 sec): 145 clusters Score: Raw -3853001.280426 + Penalty 141814.578846 = -3711186.701580 nChanged 6 Deleting Class 51 (17 points): Lose 80.925741 but Gain 1235.755760 Iteration 95Q (100.763537 sec): 144 clusters Score: Raw -3852928.503037 + Penalty 140641.743496 = -3712286.759541 nChanged 19 Deleting Class 113 (3 points): Lose 18.309195 but Gain 1168.153659 Iteration 96Q (101.055751 sec): 143 clusters Score: Raw -3852943.104501 + Penalty 139525.477198 = -3713417.627303 nChanged 11 Deleting Class 191 (1 points): Lose 2.981762 but Gain 1152.250390 Iteration 97Q (101.362728 sec): 142 clusters Score: Raw -3852952.147074 + Penalty 138374.858111 = -3714577.288963 nChanged 7 Deleting Class 93 (11 points): Lose 66.186861 but Gain 1205.089899 Iteration 98Q (101.663667 sec): 141 clusters Score: Raw -3852890.791859 + Penalty 137187.682734 = -3715703.109125 nChanged 17 Deleting Class 100 (49 points): Lose 347.473884 but Gain 1485.614465 Iteration 99Q (101.960423 sec): 140 clusters Score: Raw -3852570.435110 + Penalty 135771.800600 = -3716798.634510 nChanged 55 Deleting Class 115 (6 points): Lose 45.440787 but Gain 1180.987306 Iteration 100F (104.934712 sec): 139 clusters Score: Raw -3852664.099700 + Penalty 134681.269025 = -3717982.830675 nChanged 28 Deleting Class 110 (21 points): Lose 118.725919 but Gain 1252.088449 Iteration 101Q (105.232148 sec): 138 clusters Score: Raw -3852591.542222 + Penalty 133476.000431 = -3719115.541791 nChanged 37 Deleting Class 72 (26 points): Lose 131.251046 but Gain 1259.472380 Iteration 102Q (105.516283 sec): 137 clusters Score: Raw -3852518.598461 + Penalty 132281.309382 = -3720237.289079 nChanged 41 Deleting Class 153 (12 points): Lose 73.376027 but Gain 1199.271865 Iteration 103Q (105.803793 sec): 136 clusters Score: Raw -3852516.964079 + Penalty 131186.553824 = -3721330.410255 nChanged 28 Deleting Class 50 (30 points): Lose 164.719179 but Gain 1288.125028 Iteration 104Q (106.090114 sec): 135 clusters Score: Raw -3852416.772073 + Penalty 129955.580478 = -3722461.191595 nChanged 40 Deleting Class 235 (4 points): Lose 44.037248 but Gain 1166.846765 Iteration 105Q (106.383984 sec): 134 clusters Score: Raw -3852440.613756 + Penalty 128819.063896 = -3723621.549860 nChanged 32 Deleting Class 94 (6 points): Lose 40.286862 but Gain 1158.572834 Iteration 106Q (106.678792 sec): 133 clusters Score: Raw -3852435.872183 + Penalty 127657.512812 = -3724778.359371 nChanged 30 Deleting Class 177 (4 points): Lose 52.164051 but Gain 1168.629113 Iteration 107Q (106.966004 sec): 132 clusters Score: Raw -3852417.280324 + Penalty 126508.677938 = -3725908.602386 nChanged 22 Deleting Class 142 (15 points): Lose 158.866702 but Gain 1272.194208 Iteration 108Q (107.253323 sec): 131 clusters Score: Raw -3852284.085757 + Penalty 125267.848504 = -3727016.237253 nChanged 29 Deleting Class 101 (13 points): Lose 94.351269 but Gain 1201.631959 Iteration 109Q (107.540496 sec): 130 clusters Score: Raw -3852238.338401 + Penalty 124091.598826 = -3728146.739575 nChanged 36 Deleting Class 186 (7 points): Lose 46.092268 but Gain 1149.531200 Iteration 110F (110.317659 sec): 129 clusters Score: Raw -3852229.966258 + Penalty 122996.129188 = -3729233.837070 nChanged 30 Deleting Class 174 (8 points): Lose 45.944913 but Gain 1148.809089 Iteration 111Q (110.590520 sec): 128 clusters Score: Raw -3852220.888502 + Penalty 121907.101171 = -3730313.787331 nChanged 25 Deleting Class 231 (8 points): Lose 106.175310 but Gain 1193.456116 Iteration 112Q (110.863858 sec): 127 clusters Score: Raw -3852147.260197 + Penalty 120783.487734 = -3731363.772463 nChanged 26 Deleting Class 207 (2 points): Lose 13.800359 but Gain 1098.820726 Iteration 113Q (111.135792 sec): 126 clusters Score: Raw -3852184.405149 + Penalty 119717.231589 = -3732467.173560 nChanged 22 Deleting Class 162 (2 points): Lose 70.809859 but Gain 1155.705893 Iteration 114Q (111.406068 sec): 125 clusters Score: Raw -3852139.849627 + Penalty 118582.392114 = -3733557.457513 nChanged 9 Deleting Class 210 (13 points): Lose 95.130229 but Gain 1178.203740 Iteration 115Q (111.681463 sec): 124 clusters Score: Raw -3852074.493138 + Penalty 117423.606696 = -3734650.886442 nChanged 14 Deleting Class 134 (17 points): Lose 73.101558 but Gain 1153.845111 Iteration 116Q (111.948558 sec): 123 clusters Score: Raw -3852022.702029 + Penalty 116334.324695 = -3735688.377335 nChanged 20 Deleting Class 160 (11 points): Lose 81.339781 but Gain 1157.772810 Iteration 117Q (112.222745 sec): 122 clusters Score: Raw -3851973.932145 + Penalty 115199.881015 = -3736774.051130 nChanged 22 Deleting Class 111 (16 points): Lose 96.040838 but Gain 1170.215402 Iteration 118Q (112.486667 sec): 121 clusters Score: Raw -3851903.971176 + Penalty 114146.835110 = -3737757.136066 nChanged 22 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3851903.971176 + Penalty 114146.835110 = -3737757.136066Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 1 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.639828 sec): 2 clusters Score: Raw -35969.639405 + Penalty 314.620876 = -35655.018529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.640737 sec): 3 clusters Score: Raw -35795.573259 + Penalty 632.547184 = -35163.026075 nChanged 134 SP:Iteration 1F (112.641662 sec): 3 clusters Score: Raw -35903.564242 + Penalty 636.016666 = -35267.547576 nChanged 29 SP:Iteration 2F (112.642552 sec): 3 clusters Score: Raw -35926.692389 + Penalty 638.375409 = -35288.316979 nChanged 13 SP:Iteration 3Q (112.643452 sec): 3 clusters Score: Raw -35938.117389 + Penalty 642.116832 = -35296.000557 nChanged 16 SP:Iteration 4Q (112.644335 sec): 3 clusters Score: Raw -35946.893254 + Penalty 644.800604 = -35302.092650 nChanged 8 SP:Iteration 5Q (112.645211 sec): 3 clusters Score: Raw -35950.233069 + Penalty 646.976691 = -35303.256378 nChanged 5 SP:Iteration 6Q (112.646090 sec): 3 clusters Score: Raw -35953.527240 + Penalty 652.255456 = -35301.271784 nChanged 8 SP:Iteration 7F (112.646978 sec): 3 clusters Score: Raw -35959.497071 + Penalty 655.662862 = -35303.834209 nChanged 6 SP:Iteration 8Q (112.647874 sec): 3 clusters Score: Raw -35965.365335 + Penalty 659.061296 = -35306.304040 nChanged 5 SP:Iteration 9Q (112.648751 sec): 3 clusters Score: Raw -35971.282738 + Penalty 667.670929 = -35303.611809 nChanged 13 SP:Iteration 10F (112.649638 sec): 3 clusters Score: Raw -35982.768884 + Penalty 674.248200 = -35308.520684 nChanged 7 SP:Iteration 11Q (112.650512 sec): 3 clusters Score: Raw -35986.847479 + Penalty 679.422694 = -35307.424785 nChanged 5 SP:Iteration 12F (112.651399 sec): 3 clusters Score: Raw -35989.854951 + Penalty 684.372294 = -35305.482657 nChanged 5 SP:Iteration 13F (112.652289 sec): 3 clusters Score: Raw -35991.502164 + Penalty 684.994696 = -35306.507468 nChanged 1 SP:Iteration 14Q (112.653163 sec): 3 clusters Score: Raw -35991.776166 + Penalty 684.994696 = -35306.781470 nChanged 0 SP:Iteration 15F (112.654078 sec): 3 clusters Score: Raw -35991.776166 + Penalty 684.994696 = -35306.781470 nChanged 0 Memory request: 0.07 GB would take us to total of 0.49 GB. Trying to split cluster 2 (15948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.726772 sec): 2 clusters Score: Raw -1344099.510334 + Penalty 254.117795 = -1343845.392539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.758210 sec): 3 clusters Score: Raw -1333427.772374 + Penalty 534.693039 = -1332893.079335 nChanged 7682 SP:Iteration 1F (112.793480 sec): 3 clusters Score: Raw -1338344.567345 + Penalty 561.000432 = -1337783.566913 nChanged 2110 SP:Iteration 2F (112.823301 sec): 3 clusters Score: Raw -1340183.918475 + Penalty 565.698166 = -1339618.220310 nChanged 1457 SP:Iteration 3F (112.853856 sec): 3 clusters Score: Raw -1341791.706645 + Penalty 551.231733 = -1341240.474912 nChanged 970 SP:Iteration 4F (112.883832 sec): 3 clusters Score: Raw -1342963.724148 + Penalty 541.102070 = -1342422.622078 nChanged 519 SP:Iteration 5Q (112.912625 sec): 3 clusters Score: Raw -1343379.990300 + Penalty 536.067483 = -1342843.922817 nChanged 366 SP:Iteration 6Q (112.940080 sec): 3 clusters Score: Raw -1343699.061874 + Penalty 532.161119 = -1343166.900754 nChanged 282 SP:Iteration 7Q (112.967822 sec): 3 clusters Score: Raw -1344002.841644 + Penalty 515.001133 = -1343487.840511 nChanged 213 SP:Iteration 8Q (112.993865 sec): 3 clusters Score: Raw -1344254.748330 + Penalty 502.598661 = -1343752.149669 nChanged 164 SP:Iteration 9Q (113.019665 sec): 3 clusters Score: Raw -1344350.293688 + Penalty 496.107413 = -1343854.186274 nChanged 112 SP:Iteration 10F (113.049425 sec): 3 clusters Score: Raw -1344394.493415 + Penalty 491.092217 = -1343903.401197 nChanged 81 SP:Iteration 11Q (113.075262 sec): 3 clusters Score: Raw -1344415.482588 + Penalty 487.721480 = -1343927.761107 nChanged 62 SP:Iteration 12Q (113.100292 sec): 3 clusters Score: Raw -1344424.627851 + Penalty 485.469544 = -1343939.158307 nChanged 49 SP:Iteration 13Q (113.126110 sec): 3 clusters Score: Raw -1344430.909497 + Penalty 483.864724 = -1343947.044773 nChanged 37 SP:Iteration 14Q (113.151758 sec): 3 clusters Score: Raw -1344435.438969 + Penalty 483.709697 = -1343951.729272 nChanged 38 SP:Iteration 15Q (113.177482 sec): 3 clusters Score: Raw -1344440.007655 + Penalty 482.952816 = -1343957.054839 nChanged 43 SP:Iteration 16Q (113.202633 sec): 3 clusters Score: Raw -1344446.674249 + Penalty 482.020028 = -1343964.654222 nChanged 51 SP:Iteration 17Q (113.228183 sec): 3 clusters Score: Raw -1344454.768144 + Penalty 482.095507 = -1343972.672637 nChanged 50 SP:Iteration 18Q (113.253533 sec): 3 clusters Score: Raw -1344461.263580 + Penalty 481.754456 = -1343979.509124 nChanged 41 SP:Iteration 19Q (113.279168 sec): 3 clusters Score: Raw -1344465.725050 + Penalty 481.303579 = -1343984.421471 nChanged 39 SP:Iteration 20F (113.308954 sec): 3 clusters Score: Raw -1344470.273331 + Penalty 480.937069 = -1343989.336262 nChanged 39 SP:Iteration 21Q (113.334812 sec): 3 clusters Score: Raw -1344474.693299 + Penalty 481.565800 = -1343993.127499 nChanged 42 SP:Iteration 22Q (113.360231 sec): 3 clusters Score: Raw -1344479.765525 + Penalty 481.359995 = -1343998.405530 nChanged 42 SP:Iteration 23Q (113.386302 sec): 3 clusters Score: Raw -1344485.198065 + Penalty 481.387209 = -1344003.810855 nChanged 49 SP:Iteration 24Q (113.411630 sec): 3 clusters Score: Raw -1344492.109869 + Penalty 481.015460 = -1344011.094409 nChanged 49 SP:Iteration 25Q (113.437513 sec): 3 clusters Score: Raw -1344498.570123 + Penalty 481.152170 = -1344017.417953 nChanged 50 SP:Iteration 26Q (113.462818 sec): 3 clusters Score: Raw -1344504.832051 + Penalty 481.456367 = -1344023.375684 nChanged 47 SP:Iteration 27Q (113.488920 sec): 3 clusters Score: Raw -1344510.173930 + Penalty 481.977231 = -1344028.196699 nChanged 43 SP:Iteration 28Q (113.514353 sec): 3 clusters Score: Raw -1344514.669165 + Penalty 482.232942 = -1344032.436223 nChanged 39 SP:Iteration 29Q (113.540194 sec): 3 clusters Score: Raw -1344518.406183 + Penalty 482.018946 = -1344036.387236 nChanged 39 SP:Iteration 30F (113.569954 sec): 3 clusters Score: Raw -1344521.901577 + Penalty 481.323613 = -1344040.577964 nChanged 43 SP:Iteration 31Q (113.596456 sec): 3 clusters Score: Raw -1344526.558580 + Penalty 481.496926 = -1344045.061653 nChanged 49 SP:Iteration 32Q (113.622148 sec): 3 clusters Score: Raw -1344532.882657 + Penalty 482.096928 = -1344050.785728 nChanged 47 SP:Iteration 33Q (113.648483 sec): 3 clusters Score: Raw -1344538.063834 + Penalty 482.470840 = -1344055.592994 nChanged 39 SP:Iteration 34Q (113.674221 sec): 3 clusters Score: Raw -1344541.609153 + Penalty 483.507556 = -1344058.101597 nChanged 33 SP:Iteration 35Q (113.700666 sec): 3 clusters Score: Raw -1344545.019373 + Penalty 483.581967 = -1344061.437406 nChanged 29 SP:Iteration 36Q (113.726528 sec): 3 clusters Score: Raw -1344546.895278 + Penalty 483.538035 = -1344063.357242 nChanged 23 SP:Iteration 37Q (113.753174 sec): 3 clusters Score: Raw -1344548.277811 + Penalty 483.530576 = -1344064.747235 nChanged 21 SP:Iteration 38Q (113.778990 sec): 3 clusters Score: Raw -1344549.430314 + Penalty 483.681148 = -1344065.749167 nChanged 22 SP:Iteration 39Q (113.806514 sec): 3 clusters Score: Raw -1344550.710905 + Penalty 483.921344 = -1344066.789561 nChanged 17 SP:Iteration 40F (113.838533 sec): 3 clusters Score: Raw -1344551.659424 + Penalty 483.969822 = -1344067.689602 nChanged 16 SP:Iteration 41Q (113.865555 sec): 3 clusters Score: Raw -1344552.646499 + Penalty 483.821997 = -1344068.824502 nChanged 21 SP:Iteration 42Q (113.891978 sec): 3 clusters Score: Raw -1344553.746357 + Penalty 483.792392 = -1344069.953965 nChanged 17 SP:Iteration 43Q (113.918642 sec): 3 clusters Score: Raw -1344554.552859 + Penalty 484.002965 = -1344070.549894 nChanged 15 SP:Iteration 44Q (113.944634 sec): 3 clusters Score: Raw -1344555.024815 + Penalty 484.107428 = -1344070.917388 nChanged 7 SP:Iteration 45Q (113.971271 sec): 3 clusters Score: Raw -1344555.203330 + Penalty 484.195597 = -1344071.007732 nChanged 7 SP:Iteration 46Q (113.997797 sec): 3 clusters Score: Raw -1344555.293939 + Penalty 484.114137 = -1344071.179802 nChanged 8 SP:Iteration 47Q (114.024731 sec): 3 clusters Score: Raw -1344555.456489 + Penalty 484.066859 = -1344071.389630 nChanged 8 SP:Iteration 48Q (114.050782 sec): 3 clusters Score: Raw -1344555.619766 + Penalty 484.051538 = -1344071.568229 nChanged 6 SP:Iteration 49Q (114.077423 sec): 3 clusters Score: Raw -1344555.726506 + Penalty 484.134576 = -1344071.591930 nChanged 6 SP:Iteration 50F (114.107262 sec): 3 clusters Score: Raw -1344555.866954 + Penalty 484.167740 = -1344071.699213 nChanged 6 SP:Iteration 51Q (114.134164 sec): 3 clusters Score: Raw -1344556.061197 + Penalty 484.218232 = -1344071.842965 nChanged 2 SP:Iteration 52Q (114.160271 sec): 3 clusters Score: Raw -1344556.074686 + Penalty 484.176029 = -1344071.898657 nChanged 2 SP:Iteration 53Q (114.186902 sec): 3 clusters Score: Raw -1344556.110920 + Penalty 484.185568 = -1344071.925353 nChanged 3 SP:Iteration 54Q (114.213341 sec): 3 clusters Score: Raw -1344556.203875 + Penalty 484.169431 = -1344072.034444 nChanged 2 SP:Iteration 55Q (114.240156 sec): 3 clusters Score: Raw -1344556.236476 + Penalty 484.118135 = -1344072.118341 nChanged 2 SP:Iteration 56Q (114.266392 sec): 3 clusters Score: Raw -1344556.227082 + Penalty 484.082129 = -1344072.144953 nChanged 1 SP:Iteration 57Q (114.293031 sec): 3 clusters Score: Raw -1344556.238544 + Penalty 484.044296 = -1344072.194248 nChanged 1 SP:Iteration 58Q (114.319079 sec): 3 clusters Score: Raw -1344556.249683 + Penalty 484.044296 = -1344072.205387 nChanged 0 SP:Iteration 59F (114.349549 sec): 3 clusters Score: Raw -1344556.249683 + Penalty 484.044296 = -1344072.205387 nChanged 0 Score: Raw -3883404.219984 + Penalty 114401.954909 = -3769002.265075 Splitting cluster 2 changes total score from -3737757.136066 to -3769002.265075 So it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 3 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.968948 sec): 2 clusters Score: Raw -13010.257122 + Penalty 715.271220 = -12294.985902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.969439 sec): 3 clusters Score: Raw -13055.304363 + Penalty 1427.840491 = -11627.463871 nChanged 13 SP:Iteration 1F (116.969910 sec): 3 clusters Score: Raw -13106.180700 + Penalty 1428.261636 = -11677.919064 nChanged 3 SP:Iteration 2Q (116.970355 sec): 3 clusters Score: Raw -13120.950574 + Penalty 1428.716838 = -11692.233736 nChanged 1 SP:Iteration 3Q (116.970799 sec): 3 clusters Score: Raw -13124.368024 + Penalty 1428.716838 = -11695.651186 nChanged 0 SP:Iteration 4F (116.971275 sec): 3 clusters Score: Raw -13124.368024 + Penalty 1428.716838 = -11695.651186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 4 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.972391 sec): 2 clusters Score: Raw -22485.129534 + Penalty 255.326476 = -22229.803057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.973052 sec): 3 clusters Score: Raw -22338.102291 + Penalty 510.593562 = -21827.508729 nChanged 85 SP:Iteration 1F (116.973692 sec): 3 clusters Score: Raw -22401.462010 + Penalty 525.249241 = -21876.212769 nChanged 40 SP:Iteration 2F (116.974325 sec): 3 clusters Score: Raw -22449.073050 + Penalty 548.543728 = -21900.529322 nChanged 23 SP:Iteration 3F (116.974965 sec): 3 clusters Score: Raw -22471.946825 + Penalty 574.044771 = -21897.902054 nChanged 11 SP:Iteration 4F (116.975593 sec): 3 clusters Score: Raw -22480.362412 + Penalty 630.772751 = -21849.589661 nChanged 10 SP:Iteration 5F (116.976217 sec): 3 clusters Score: Raw -22490.612670 + Penalty 688.374215 = -21802.238454 nChanged 6 SP:Iteration 6F (116.976833 sec): 3 clusters Score: Raw -22497.932469 + Penalty 729.617360 = -21768.315109 nChanged 3 SP:Iteration 7F (116.977454 sec): 3 clusters Score: Raw -22499.894820 + Penalty 784.827047 = -21715.067774 nChanged 2 SP:Iteration 8F (116.978069 sec): 3 clusters Score: Raw -22501.211552 + Penalty 832.750434 = -21668.461119 nChanged 1 SP:Iteration 9F (116.978683 sec): 3 clusters Score: Raw -22500.700116 + Penalty 832.750434 = -21667.949682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 5 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.980080 sec): 2 clusters Score: Raw -26588.417892 + Penalty 293.798701 = -26294.619191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.980876 sec): 3 clusters Score: Raw -26448.916673 + Penalty 592.584346 = -25856.332327 nChanged 96 SP:Iteration 1F (116.981660 sec): 3 clusters Score: Raw -26515.659357 + Penalty 596.883259 = -25918.776097 nChanged 29 SP:Iteration 2F (116.982443 sec): 3 clusters Score: Raw -26538.406149 + Penalty 600.655809 = -25937.750340 nChanged 19 SP:Iteration 3F (116.983227 sec): 3 clusters Score: Raw -26557.606136 + Penalty 601.936312 = -25955.669825 nChanged 9 SP:Iteration 4Q (116.983997 sec): 3 clusters Score: Raw -26562.187072 + Penalty 602.968616 = -25959.218456 nChanged 2 SP:Iteration 5Q (116.984792 sec): 3 clusters Score: Raw -26563.016193 + Penalty 602.968616 = -25960.047577 nChanged 0 SP:Iteration 6F (116.985580 sec): 3 clusters Score: Raw -26563.016193 + Penalty 602.968616 = -25960.047577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 6 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.986138 sec): 2 clusters Score: Raw -1912.974922 + Penalty 276.693181 = -1636.281741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.986395 sec): 3 clusters Score: Raw -1933.959595 + Penalty 554.012875 = -1379.946720 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.989423 sec): 2 clusters Score: Raw -71974.336452 + Penalty 960.579320 = -71013.757132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.990959 sec): 3 clusters Score: Raw -71765.461132 + Penalty 1921.198072 = -69844.263060 nChanged 181 SP:Iteration 1F (116.992447 sec): 3 clusters Score: Raw -71976.708102 + Penalty 1920.589038 = -70056.119064 nChanged 61 SP:Iteration 2F (116.993919 sec): 3 clusters Score: Raw -72058.436238 + Penalty 1919.969487 = -70138.466751 nChanged 43 SP:Iteration 3F (116.995394 sec): 3 clusters Score: Raw -72113.476910 + Penalty 1918.866442 = -70194.610468 nChanged 36 SP:Iteration 4F (116.996866 sec): 3 clusters Score: Raw -72168.119023 + Penalty 1917.875129 = -70250.243894 nChanged 20 SP:Iteration 5Q (116.998309 sec): 3 clusters Score: Raw -72193.962257 + Penalty 1917.717077 = -70276.245180 nChanged 15 SP:Iteration 6Q (116.999766 sec): 3 clusters Score: Raw -72216.091803 + Penalty 1917.445679 = -70298.646124 nChanged 13 SP:Iteration 7Q (117.001195 sec): 3 clusters Score: Raw -72228.280989 + Penalty 1916.718627 = -70311.562362 nChanged 12 SP:Iteration 8Q (117.002615 sec): 3 clusters Score: Raw -72244.133921 + Penalty 1916.650491 = -70327.483430 nChanged 4 SP:Iteration 9Q (117.004052 sec): 3 clusters Score: Raw -72248.545990 + Penalty 1917.119604 = -70331.426387 nChanged 5 SP:Iteration 10F (117.005516 sec): 3 clusters Score: Raw -72255.559752 + Penalty 1917.397378 = -70338.162373 nChanged 5 SP:Iteration 11Q (117.006935 sec): 3 clusters Score: Raw -72266.463875 + Penalty 1917.542679 = -70348.921195 nChanged 5 SP:Iteration 12Q (117.008376 sec): 3 clusters Score: Raw -72276.812608 + Penalty 1917.622885 = -70359.189723 nChanged 6 SP:Iteration 13Q (117.009812 sec): 3 clusters Score: Raw -72281.090482 + Penalty 1917.573835 = -70363.516646 nChanged 1 SP:Iteration 14Q (117.011225 sec): 3 clusters Score: Raw -72281.184687 + Penalty 1917.573835 = -70363.610851 nChanged 0 SP:Iteration 15F (117.012694 sec): 3 clusters Score: Raw -72281.184687 + Penalty 1917.573835 = -70363.610851 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 8 (601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.015827 sec): 2 clusters Score: Raw -51232.771558 + Penalty 339.987657 = -50892.783901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.017216 sec): 3 clusters Score: Raw -50924.942448 + Penalty 680.958960 = -50243.983488 nChanged 218 SP:Iteration 1F (117.018542 sec): 3 clusters Score: Raw -51104.525689 + Penalty 687.942554 = -50416.583135 nChanged 98 SP:Iteration 2F (117.019871 sec): 3 clusters Score: Raw -51216.635339 + Penalty 689.900510 = -50526.734829 nChanged 49 SP:Iteration 3F (117.021229 sec): 3 clusters Score: Raw -51258.902420 + Penalty 690.686612 = -50568.215808 nChanged 28 SP:Iteration 4Q (117.022560 sec): 3 clusters Score: Raw -51282.519002 + Penalty 688.596110 = -50593.922892 nChanged 16 SP:Iteration 5Q (117.023884 sec): 3 clusters Score: Raw -51294.523749 + Penalty 688.077233 = -50606.446516 nChanged 13 SP:Iteration 6Q (117.025208 sec): 3 clusters Score: Raw -51302.408112 + Penalty 688.712390 = -50613.695721 nChanged 6 SP:Iteration 7Q (117.026551 sec): 3 clusters Score: Raw -51304.063985 + Penalty 691.256552 = -50612.807433 nChanged 3 SP:Iteration 8F (117.027904 sec): 3 clusters Score: Raw -51305.831271 + Penalty 692.126806 = -50613.704464 nChanged 5 SP:Iteration 9Q (117.029235 sec): 3 clusters Score: Raw -51308.138393 + Penalty 691.706898 = -50616.431495 nChanged 2 SP:Iteration 10F (117.030597 sec): 3 clusters Score: Raw -51310.160829 + Penalty 692.134202 = -50618.026628 nChanged 3 SP:Iteration 11Q (117.031946 sec): 3 clusters Score: Raw -51311.594869 + Penalty 690.371778 = -50621.223091 nChanged 3 SP:Iteration 12Q (117.033281 sec): 3 clusters Score: Raw -51313.876052 + Penalty 689.300639 = -50624.575414 nChanged 5 SP:Iteration 13Q (117.034627 sec): 3 clusters Score: Raw -51315.924476 + Penalty 688.707655 = -50627.216820 nChanged 3 SP:Iteration 14Q (117.036031 sec): 3 clusters Score: Raw -51317.819954 + Penalty 686.000861 = -50631.819093 nChanged 1 SP:Iteration 15Q (117.037370 sec): 3 clusters Score: Raw -51318.819755 + Penalty 682.428648 = -50636.391107 nChanged 3 SP:Iteration 16Q (117.038703 sec): 3 clusters Score: Raw -51320.269762 + Penalty 679.082316 = -50641.187446 nChanged 2 SP:Iteration 17Q (117.040052 sec): 3 clusters Score: Raw -51321.314630 + Penalty 676.162945 = -50645.151685 nChanged 2 SP:Iteration 18Q (117.041397 sec): 3 clusters Score: Raw -51322.683673 + Penalty 670.830982 = -50651.852690 nChanged 4 SP:Iteration 19Q (117.042733 sec): 3 clusters Score: Raw -51326.196353 + Penalty 664.082829 = -50662.113524 nChanged 5 SP:Iteration 20F (117.044081 sec): 3 clusters Score: Raw -51330.976357 + Penalty 663.793419 = -50667.182938 nChanged 1 SP:Iteration 21Q (117.045432 sec): 3 clusters Score: Raw -51331.454283 + Penalty 661.360542 = -50670.093741 nChanged 2 SP:Iteration 22Q (117.046931 sec): 3 clusters Score: Raw -51332.957628 + Penalty 660.703210 = -50672.254417 nChanged 2 SP:Iteration 23Q (117.048278 sec): 3 clusters Score: Raw -51333.847205 + Penalty 659.888065 = -50673.959140 nChanged 1 SP:Iteration 24Q (117.049653 sec): 3 clusters Score: Raw -51334.309744 + Penalty 659.376625 = -50674.933119 nChanged 1 SP:Iteration 25Q (117.050997 sec): 3 clusters Score: Raw -51335.697089 + Penalty 658.724705 = -50676.972385 nChanged 4 SP:Iteration 26Q (117.052334 sec): 3 clusters Score: Raw -51340.404895 + Penalty 659.292513 = -50681.112382 nChanged 1 SP:Iteration 27Q (117.053668 sec): 3 clusters Score: Raw -51340.504451 + Penalty 659.292513 = -50681.211938 nChanged 0 SP:Iteration 28F (117.055034 sec): 3 clusters Score: Raw -51340.504451 + Penalty 659.292513 = -50681.211938 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.065200 sec): 2 clusters Score: Raw -190141.294971 + Penalty 158.159904 = -189983.135067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.069661 sec): 3 clusters Score: Raw -188779.213335 + Penalty 319.580189 = -188459.633146 nChanged 959 SP:Iteration 1F (117.074168 sec): 3 clusters Score: Raw -189687.214667 + Penalty 319.198039 = -189368.016628 nChanged 167 SP:Iteration 2F (117.078429 sec): 3 clusters Score: Raw -189846.243204 + Penalty 318.643772 = -189527.599432 nChanged 85 SP:Iteration 3Q (117.082567 sec): 3 clusters Score: Raw -189888.775327 + Penalty 317.829792 = -189570.945535 nChanged 36 SP:Iteration 4Q (117.086617 sec): 3 clusters Score: Raw -189903.610736 + Penalty 317.468899 = -189586.141836 nChanged 25 SP:Iteration 5Q (117.090650 sec): 3 clusters Score: Raw -189911.430266 + Penalty 317.035722 = -189594.394544 nChanged 21 SP:Iteration 6Q (117.094593 sec): 3 clusters Score: Raw -189919.686313 + Penalty 316.828957 = -189602.857356 nChanged 31 SP:Iteration 7Q (117.098584 sec): 3 clusters Score: Raw -189928.852453 + Penalty 316.957554 = -189611.894899 nChanged 23 SP:Iteration 8Q (117.102590 sec): 3 clusters Score: Raw -189933.904657 + Penalty 317.548240 = -189616.356417 nChanged 21 SP:Iteration 9Q (117.106477 sec): 3 clusters Score: Raw -189937.169103 + Penalty 317.682590 = -189619.486513 nChanged 13 SP:Iteration 10F (117.110610 sec): 3 clusters Score: Raw -189938.847882 + Penalty 317.833645 = -189621.014237 nChanged 15 SP:Iteration 11Q (117.114826 sec): 3 clusters Score: Raw -189940.907852 + Penalty 317.854354 = -189623.053498 nChanged 15 SP:Iteration 12Q (117.118716 sec): 3 clusters Score: Raw -189944.282006 + Penalty 318.384470 = -189625.897537 nChanged 15 SP:Iteration 13Q (117.122664 sec): 3 clusters Score: Raw -189946.529477 + Penalty 318.576455 = -189627.953022 nChanged 14 SP:Iteration 14Q (117.126647 sec): 3 clusters Score: Raw -189948.025106 + Penalty 318.440151 = -189629.584956 nChanged 11 SP:Iteration 15Q (117.130490 sec): 3 clusters Score: Raw -189949.085941 + Penalty 318.399161 = -189630.686779 nChanged 11 SP:Iteration 16Q (117.134395 sec): 3 clusters Score: Raw -189951.031284 + Penalty 319.027979 = -189632.003306 nChanged 19 SP:Iteration 17Q (117.138300 sec): 3 clusters Score: Raw -189954.634194 + Penalty 319.353867 = -189635.280327 nChanged 15 SP:Iteration 18Q (117.142193 sec): 3 clusters Score: Raw -189957.065996 + Penalty 319.308201 = -189637.757794 nChanged 13 SP:Iteration 19Q (117.146082 sec): 3 clusters Score: Raw -189959.357939 + Penalty 319.160407 = -189640.197532 nChanged 16 SP:Iteration 20F (117.150204 sec): 3 clusters Score: Raw -189963.013556 + Penalty 320.272996 = -189642.740560 nChanged 21 SP:Iteration 21Q (117.154046 sec): 3 clusters Score: Raw -189967.265133 + Penalty 321.068215 = -189646.196918 nChanged 16 SP:Iteration 22Q (117.157909 sec): 3 clusters Score: Raw -189970.235250 + Penalty 321.764065 = -189648.471185 nChanged 15 SP:Iteration 23Q (117.162026 sec): 3 clusters Score: Raw -189972.412626 + Penalty 321.818889 = -189650.593737 nChanged 11 SP:Iteration 24Q (117.166040 sec): 3 clusters Score: Raw -189973.860633 + Penalty 321.465060 = -189652.395574 nChanged 11 SP:Iteration 25Q (117.169866 sec): 3 clusters Score: Raw -189975.304492 + Penalty 322.000858 = -189653.303634 nChanged 11 SP:Iteration 26Q (117.173672 sec): 3 clusters Score: Raw -189976.960182 + Penalty 322.310990 = -189654.649192 nChanged 12 SP:Iteration 27Q (117.177404 sec): 3 clusters Score: Raw -189979.207519 + Penalty 321.071259 = -189658.136260 nChanged 11 SP:Iteration 28Q (117.181154 sec): 3 clusters Score: Raw -189981.732777 + Penalty 320.712057 = -189661.020720 nChanged 11 SP:Iteration 29Q (117.184795 sec): 3 clusters Score: Raw -189983.722397 + Penalty 320.639490 = -189663.082907 nChanged 9 SP:Iteration 30F (117.188954 sec): 3 clusters Score: Raw -189985.228510 + Penalty 321.226911 = -189664.001599 nChanged 13 SP:Iteration 31Q (117.192675 sec): 3 clusters Score: Raw -189987.494904 + Penalty 321.534928 = -189665.959975 nChanged 13 SP:Iteration 32Q (117.196426 sec): 3 clusters Score: Raw -189989.534759 + Penalty 321.477170 = -189668.057589 nChanged 13 SP:Iteration 33Q (117.200109 sec): 3 clusters Score: Raw -189991.230248 + Penalty 322.254703 = -189668.975545 nChanged 9 SP:Iteration 34Q (117.203858 sec): 3 clusters Score: Raw -189992.463185 + Penalty 322.547408 = -189669.915777 nChanged 8 SP:Iteration 35Q (117.207450 sec): 3 clusters Score: Raw -189993.596725 + Penalty 323.070469 = -189670.526257 nChanged 7 SP:Iteration 36Q (117.211060 sec): 3 clusters Score: Raw -189994.199587 + Penalty 323.120881 = -189671.078706 nChanged 5 SP:Iteration 37Q (117.214587 sec): 3 clusters Score: Raw -189994.903867 + Penalty 323.296571 = -189671.607296 nChanged 7 SP:Iteration 38Q (117.218155 sec): 3 clusters Score: Raw -189996.684058 + Penalty 323.580825 = -189673.103233 nChanged 7 SP:Iteration 39Q (117.221749 sec): 3 clusters Score: Raw -189998.510534 + Penalty 323.684755 = -189674.825779 nChanged 8 SP:Iteration 40F (117.225684 sec): 3 clusters Score: Raw -190000.083091 + Penalty 323.728367 = -189676.354724 nChanged 5 SP:Iteration 41Q (117.229216 sec): 3 clusters Score: Raw -190000.366536 + Penalty 324.186713 = -189676.179823 nChanged 5 SP:Iteration 42F (117.233197 sec): 3 clusters Score: Raw -190000.806166 + Penalty 324.288249 = -189676.517917 nChanged 5 SP:Iteration 43Q (117.236768 sec): 3 clusters Score: Raw -190001.131081 + Penalty 324.399811 = -189676.731270 nChanged 3 SP:Iteration 44Q (117.240366 sec): 3 clusters Score: Raw -190001.240944 + Penalty 324.552522 = -189676.688422 nChanged 1 SP:Iteration 45F (117.244342 sec): 3 clusters Score: Raw -190001.242556 + Penalty 324.230685 = -189677.011871 nChanged 2 SP:Iteration 46Q (117.247877 sec): 3 clusters Score: Raw -190001.448664 + Penalty 323.936557 = -189677.512107 nChanged 2 SP:Iteration 47Q (117.251361 sec): 3 clusters Score: Raw -190001.580320 + Penalty 323.876155 = -189677.704165 nChanged 2 SP:Iteration 48Q (117.254900 sec): 3 clusters Score: Raw -190001.659524 + Penalty 324.150450 = -189677.509074 nChanged 3 SP:Iteration 49F (117.258881 sec): 3 clusters Score: Raw -190001.842530 + Penalty 323.752042 = -189678.090488 nChanged 2 SP:Iteration 50F (117.262875 sec): 3 clusters Score: Raw -190002.261690 + Penalty 323.007730 = -189679.253960 nChanged 3 SP:Iteration 51Q (117.266499 sec): 3 clusters Score: Raw -190002.535367 + Penalty 323.186372 = -189679.348995 nChanged 2 SP:Iteration 52Q (117.270064 sec): 3 clusters Score: Raw -190002.896306 + Penalty 323.736481 = -189679.159825 nChanged 4 SP:Iteration 53F (117.274046 sec): 3 clusters Score: Raw -190003.401761 + Penalty 322.181939 = -189681.219822 nChanged 5 SP:Iteration 54Q (117.277574 sec): 3 clusters Score: Raw -190004.801578 + Penalty 321.519815 = -189683.281763 nChanged 4 SP:Iteration 55Q (117.281040 sec): 3 clusters Score: Raw -190005.359911 + Penalty 321.545143 = -189683.814768 nChanged 4 SP:Iteration 56Q (117.284600 sec): 3 clusters Score: Raw -190005.672753 + Penalty 321.716421 = -189683.956332 nChanged 4 SP:Iteration 57Q (117.288248 sec): 3 clusters Score: Raw -190005.850501 + Penalty 321.551411 = -189684.299090 nChanged 3 SP:Iteration 58Q (117.291780 sec): 3 clusters Score: Raw -190006.109284 + Penalty 321.741377 = -189684.367907 nChanged 8 SP:Iteration 59Q (117.295321 sec): 3 clusters Score: Raw -190007.204738 + Penalty 320.620556 = -189686.584182 nChanged 9 SP:Iteration 60F (117.299299 sec): 3 clusters Score: Raw -190009.277081 + Penalty 320.047957 = -189689.229123 nChanged 13 SP:Iteration 61Q (117.302802 sec): 3 clusters Score: Raw -190011.936353 + Penalty 319.275153 = -189692.661201 nChanged 10 SP:Iteration 62Q (117.306312 sec): 3 clusters Score: Raw -190013.935759 + Penalty 318.605803 = -189695.329956 nChanged 14 SP:Iteration 63Q (117.309824 sec): 3 clusters Score: Raw -190016.605512 + Penalty 317.106429 = -189699.499083 nChanged 13 SP:Iteration 64Q (117.313264 sec): 3 clusters Score: Raw -190018.916709 + Penalty 317.091242 = -189701.825467 nChanged 18 SP:Iteration 65Q (117.316647 sec): 3 clusters Score: Raw -190023.119365 + Penalty 314.751114 = -189708.368251 nChanged 16 SP:Iteration 66Q (117.320057 sec): 3 clusters Score: Raw -190027.280392 + Penalty 314.419610 = -189712.860782 nChanged 12 SP:Iteration 67Q (117.323474 sec): 3 clusters Score: Raw -190030.161347 + Penalty 314.857711 = -189715.303635 nChanged 12 SP:Iteration 68Q (117.326815 sec): 3 clusters Score: Raw -190032.868603 + Penalty 312.526725 = -189720.341877 nChanged 16 SP:Iteration 69Q (117.330202 sec): 3 clusters Score: Raw -190036.441903 + Penalty 314.813526 = -189721.628377 nChanged 11 SP:Iteration 70F (117.334209 sec): 3 clusters Score: Raw -190037.911994 + Penalty 315.554283 = -189722.357711 nChanged 7 SP:Iteration 71Q (117.337641 sec): 3 clusters Score: Raw -190039.344204 + Penalty 318.870725 = -189720.473480 nChanged 15 SP:Iteration 72F (117.341623 sec): 3 clusters Score: Raw -190043.721821 + Penalty 319.861135 = -189723.860686 nChanged 17 SP:Iteration 73Q (117.345041 sec): 3 clusters Score: Raw -190050.395436 + Penalty 321.261127 = -189729.134309 nChanged 21 SP:Iteration 74Q (117.348373 sec): 3 clusters Score: Raw -190059.465718 + Penalty 316.409062 = -189743.056656 nChanged 20 SP:Iteration 75Q (117.351774 sec): 3 clusters Score: Raw -190071.039435 + Penalty 314.769547 = -189756.269889 nChanged 24 SP:Iteration 76Q (117.355043 sec): 3 clusters Score: Raw -190083.381000 + Penalty 316.337910 = -189767.043091 nChanged 15 SP:Iteration 77Q (117.358277 sec): 3 clusters Score: Raw -190088.684637 + Penalty 321.212706 = -189767.471932 nChanged 15 SP:Iteration 78Q (117.361539 sec): 3 clusters Score: Raw -190095.097963 + Penalty 329.261146 = -189765.836817 nChanged 18 SP:Iteration 79F (117.365703 sec): 3 clusters Score: Raw -190104.282606 + Penalty 345.572143 = -189758.710462 nChanged 17 SP:Iteration 80F (117.369713 sec): 3 clusters Score: Raw -190112.319021 + Penalty 348.134368 = -189764.184653 nChanged 13 SP:Iteration 81Q (117.372946 sec): 3 clusters Score: Raw -190116.897004 + Penalty 343.008038 = -189773.888966 nChanged 12 SP:Iteration 82Q (117.376095 sec): 3 clusters Score: Raw -190123.725035 + Penalty 441.624068 = -189682.100967 nChanged 16 SP:Iteration 83F (117.379959 sec): 3 clusters Score: Raw -190142.722091 + Penalty 832.411519 = -189310.310572 nChanged 4 SP:Iteration 84F (117.383809 sec): 3 clusters Score: Raw -190146.519369 + Penalty 832.411519 = -189314.107850 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (1947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.396665 sec): 2 clusters Score: Raw -179104.019937 + Penalty 386.263844 = -178717.756093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.400511 sec): 3 clusters Score: Raw -177930.006192 + Penalty 773.344516 = -177156.661676 nChanged 823 SP:Iteration 1F (117.404256 sec): 3 clusters Score: Raw -178713.301707 + Penalty 797.113039 = -177916.188669 nChanged 313 SP:Iteration 2F (117.407915 sec): 3 clusters Score: Raw -179159.235912 + Penalty 815.228262 = -178344.007651 nChanged 159 SP:Iteration 3F (117.411590 sec): 3 clusters Score: Raw -179346.396834 + Penalty 824.940049 = -178521.456785 nChanged 57 SP:Iteration 4Q (117.415156 sec): 3 clusters Score: Raw -179417.301597 + Penalty 823.817162 = -178593.484435 nChanged 23 SP:Iteration 5Q (117.418507 sec): 3 clusters Score: Raw -179443.657017 + Penalty 823.333839 = -178620.323177 nChanged 11 SP:Iteration 6Q (117.421738 sec): 3 clusters Score: Raw -179449.403696 + Penalty 822.667287 = -178626.736409 nChanged 6 SP:Iteration 7Q (117.424936 sec): 3 clusters Score: Raw -179452.290663 + Penalty 823.002600 = -178629.288063 nChanged 4 SP:Iteration 8Q (117.428092 sec): 3 clusters Score: Raw -179453.498129 + Penalty 823.007915 = -178630.490214 nChanged 3 SP:Iteration 9Q (117.431252 sec): 3 clusters Score: Raw -179454.860765 + Penalty 821.513143 = -178633.347622 nChanged 2 SP:Iteration 10F (117.434876 sec): 3 clusters Score: Raw -179455.634322 + Penalty 821.035121 = -178634.599201 nChanged 1 SP:Iteration 11Q (117.438016 sec): 3 clusters Score: Raw -179455.744702 + Penalty 821.035121 = -178634.709581 nChanged 0 SP:Iteration 12F (117.441676 sec): 3 clusters Score: Raw -179455.744702 + Penalty 821.035121 = -178634.709581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 11 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.442949 sec): 2 clusters Score: Raw -1090.291901 + Penalty 245.621464 = -844.670437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.443201 sec): 3 clusters Score: Raw -1333.469445 + Penalty 489.022949 = -844.446496 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.459846 sec): 2 clusters Score: Raw -318504.976020 + Penalty 248.155350 = -318256.820670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.467124 sec): 3 clusters Score: Raw -316133.414788 + Penalty 541.633102 = -315591.781686 nChanged 1678 SP:Iteration 1F (117.474281 sec): 3 clusters Score: Raw -317283.722438 + Penalty 599.443584 = -316684.278854 nChanged 485 SP:Iteration 2F (117.481156 sec): 3 clusters Score: Raw -317745.006782 + Penalty 679.925318 = -317065.081464 nChanged 376 SP:Iteration 3F (117.487847 sec): 3 clusters Score: Raw -318146.953418 + Penalty 745.007869 = -317401.945548 nChanged 198 SP:Iteration 4F (117.494514 sec): 3 clusters Score: Raw -318354.540766 + Penalty 810.214029 = -317544.326737 nChanged 106 SP:Iteration 5Q (117.500238 sec): 3 clusters Score: Raw -318468.701905 + Penalty 888.842612 = -317579.859293 nChanged 31 SP:Iteration 6Q (117.505675 sec): 3 clusters Score: Raw -318505.654515 + Penalty 924.154990 = -317581.499525 nChanged 9 SP:Iteration 7Q (117.510886 sec): 3 clusters Score: Raw -318519.100509 + Penalty 948.035108 = -317571.065401 nChanged 2 SP:Iteration 8F (117.517446 sec): 3 clusters Score: Raw -318521.025285 + Penalty 982.121735 = -317538.903550 nChanged 2 SP:Iteration 9F (117.524069 sec): 3 clusters Score: Raw -318521.939352 + Penalty 966.711648 = -317555.227704 nChanged 1 SP:Iteration 10F (117.530696 sec): 3 clusters Score: Raw -318522.383512 + Penalty 966.711648 = -317555.671864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.533766 sec): 2 clusters Score: Raw -798.352690 + Penalty 179.106895 = -619.245796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.534010 sec): 3 clusters Score: Raw -804.646725 + Penalty 348.791507 = -455.855218 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 14 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.540640 sec): 2 clusters Score: Raw -189138.728642 + Penalty 250.472619 = -188888.256022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.544893 sec): 3 clusters Score: Raw -187834.552926 + Penalty 501.040152 = -187333.512775 nChanged 938 SP:Iteration 1F (117.549049 sec): 3 clusters Score: Raw -188336.010190 + Penalty 500.634713 = -187835.375477 nChanged 201 SP:Iteration 2F (117.553155 sec): 3 clusters Score: Raw -188440.013240 + Penalty 501.294981 = -187938.718258 nChanged 155 SP:Iteration 3F (117.557381 sec): 3 clusters Score: Raw -188553.153227 + Penalty 503.507928 = -188049.645299 nChanged 165 SP:Iteration 4F (117.561680 sec): 3 clusters Score: Raw -188719.487089 + Penalty 507.472002 = -188212.015086 nChanged 170 SP:Iteration 5F (117.565827 sec): 3 clusters Score: Raw -188874.350601 + Penalty 513.443374 = -188360.907228 nChanged 146 SP:Iteration 6F (117.570219 sec): 3 clusters Score: Raw -188990.315778 + Penalty 520.166045 = -188470.149733 nChanged 94 SP:Iteration 7Q (117.574548 sec): 3 clusters Score: Raw -189049.660074 + Penalty 525.489391 = -188524.170683 nChanged 61 SP:Iteration 8Q (117.578816 sec): 3 clusters Score: Raw -189077.510907 + Penalty 530.645155 = -188546.865752 nChanged 46 SP:Iteration 9Q (117.583056 sec): 3 clusters Score: Raw -189097.253228 + Penalty 535.255600 = -188561.997628 nChanged 43 SP:Iteration 10F (117.587270 sec): 3 clusters Score: Raw -189115.195502 + Penalty 540.597422 = -188574.598080 nChanged 37 SP:Iteration 11Q (117.591521 sec): 3 clusters Score: Raw -189126.611023 + Penalty 543.525832 = -188583.085191 nChanged 24 SP:Iteration 12Q (117.595803 sec): 3 clusters Score: Raw -189132.745471 + Penalty 545.408065 = -188587.337406 nChanged 21 SP:Iteration 13Q (117.599945 sec): 3 clusters Score: Raw -189137.438863 + Penalty 548.173292 = -188589.265571 nChanged 16 SP:Iteration 14Q (117.604113 sec): 3 clusters Score: Raw -189141.342033 + Penalty 552.502443 = -188588.839591 nChanged 24 SP:Iteration 15F (117.608358 sec): 3 clusters Score: Raw -189148.087177 + Penalty 557.375456 = -188590.711721 nChanged 28 SP:Iteration 16Q (117.612524 sec): 3 clusters Score: Raw -189158.673788 + Penalty 562.176386 = -188596.497401 nChanged 25 SP:Iteration 17Q (117.616743 sec): 3 clusters Score: Raw -189167.296525 + Penalty 565.716370 = -188601.580154 nChanged 24 SP:Iteration 18Q (117.620874 sec): 3 clusters Score: Raw -189178.642791 + Penalty 571.030251 = -188607.612540 nChanged 27 SP:Iteration 19Q (117.624987 sec): 3 clusters Score: Raw -189190.174951 + Penalty 574.973130 = -188615.201822 nChanged 26 SP:Iteration 20F (117.629345 sec): 3 clusters Score: Raw -189203.211619 + Penalty 580.142289 = -188623.069330 nChanged 23 SP:Iteration 21Q (117.633458 sec): 3 clusters Score: Raw -189212.592899 + Penalty 585.441557 = -188627.151342 nChanged 23 SP:Iteration 22Q (117.637543 sec): 3 clusters Score: Raw -189220.637753 + Penalty 588.502465 = -188632.135288 nChanged 20 SP:Iteration 23Q (117.641559 sec): 3 clusters Score: Raw -189226.222952 + Penalty 593.795329 = -188632.427623 nChanged 19 SP:Iteration 24Q (117.645660 sec): 3 clusters Score: Raw -189231.646780 + Penalty 597.827357 = -188633.819424 nChanged 19 SP:Iteration 25Q (117.649677 sec): 3 clusters Score: Raw -189236.262016 + Penalty 600.606794 = -188635.655221 nChanged 14 SP:Iteration 26Q (117.653660 sec): 3 clusters Score: Raw -189239.168724 + Penalty 603.575363 = -188635.593361 nChanged 14 SP:Iteration 27F (117.658053 sec): 3 clusters Score: Raw -189242.991022 + Penalty 607.845963 = -188635.145059 nChanged 15 SP:Iteration 28F (117.662418 sec): 3 clusters Score: Raw -189247.450205 + Penalty 607.971265 = -188639.478941 nChanged 6 SP:Iteration 29Q (117.666422 sec): 3 clusters Score: Raw -189249.225801 + Penalty 609.635747 = -188639.590054 nChanged 8 SP:Iteration 30F (117.670799 sec): 3 clusters Score: Raw -189251.192047 + Penalty 610.718048 = -188640.473999 nChanged 7 SP:Iteration 31Q (117.674881 sec): 3 clusters Score: Raw -189252.760745 + Penalty 612.709235 = -188640.051510 nChanged 6 SP:Iteration 32F (117.679463 sec): 3 clusters Score: Raw -189254.160284 + Penalty 614.474308 = -188639.685976 nChanged 5 SP:Iteration 33F (117.683805 sec): 3 clusters Score: Raw -189255.504888 + Penalty 616.131827 = -188639.373061 nChanged 6 SP:Iteration 34F (117.688200 sec): 3 clusters Score: Raw -189256.738978 + Penalty 616.239190 = -188640.499788 nChanged 2 SP:Iteration 35Q (117.692176 sec): 3 clusters Score: Raw -189257.404100 + Penalty 617.370950 = -188640.033150 nChanged 2 SP:Iteration 36F (117.696560 sec): 3 clusters Score: Raw -189257.883839 + Penalty 616.840143 = -188641.043695 nChanged 5 SP:Iteration 37Q (117.700438 sec): 3 clusters Score: Raw -189260.238170 + Penalty 617.313426 = -188642.924744 nChanged 3 SP:Iteration 38Q (117.704440 sec): 3 clusters Score: Raw -189261.102908 + Penalty 618.635912 = -188642.466996 nChanged 2 SP:Iteration 39F (117.708761 sec): 3 clusters Score: Raw -189261.575653 + Penalty 619.024474 = -188642.551178 nChanged 2 SP:Iteration 40F (117.713064 sec): 3 clusters Score: Raw -189261.957916 + Penalty 619.352323 = -188642.605593 nChanged 2 SP:Iteration 41Q (117.716884 sec): 3 clusters Score: Raw -189262.745304 + Penalty 620.013836 = -188642.731469 nChanged 2 SP:Iteration 42Q (117.720739 sec): 3 clusters Score: Raw -189263.249212 + Penalty 619.980717 = -188643.268495 nChanged 3 SP:Iteration 43Q (117.724696 sec): 3 clusters Score: Raw -189263.869859 + Penalty 619.980717 = -188643.889142 nChanged 0 SP:Iteration 44F (117.729038 sec): 3 clusters Score: Raw -189263.869859 + Penalty 619.980717 = -188643.889142 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 15 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.735468 sec): 2 clusters Score: Raw -156589.454536 + Penalty 195.784735 = -156393.669801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.739160 sec): 3 clusters Score: Raw -155474.571350 + Penalty 391.703498 = -155082.867852 nChanged 804 SP:Iteration 1F (117.742740 sec): 3 clusters Score: Raw -156066.182770 + Penalty 393.889988 = -155672.292782 nChanged 214 SP:Iteration 2F (117.746423 sec): 3 clusters Score: Raw -156268.027515 + Penalty 395.908073 = -155872.119442 nChanged 89 SP:Iteration 3Q (117.750073 sec): 3 clusters Score: Raw -156311.224148 + Penalty 399.140422 = -155912.083725 nChanged 70 SP:Iteration 4Q (117.753730 sec): 3 clusters Score: Raw -156353.585678 + Penalty 404.018217 = -155949.567460 nChanged 69 SP:Iteration 5Q (117.757389 sec): 3 clusters Score: Raw -156411.044391 + Penalty 409.574111 = -156001.470280 nChanged 72 SP:Iteration 6Q (117.760984 sec): 3 clusters Score: Raw -156469.545025 + Penalty 412.612875 = -156056.932150 nChanged 68 SP:Iteration 7Q (117.764555 sec): 3 clusters Score: Raw -156513.155454 + Penalty 416.321959 = -156096.833495 nChanged 49 SP:Iteration 8Q (117.768081 sec): 3 clusters Score: Raw -156533.951403 + Penalty 418.353749 = -156115.597655 nChanged 36 SP:Iteration 9Q (117.771828 sec): 3 clusters Score: Raw -156550.454722 + Penalty 420.820785 = -156129.633937 nChanged 40 SP:Iteration 10F (117.775555 sec): 3 clusters Score: Raw -156566.774690 + Penalty 425.741895 = -156141.032795 nChanged 31 SP:Iteration 11Q (117.779172 sec): 3 clusters Score: Raw -156577.393364 + Penalty 432.117418 = -156145.275947 nChanged 18 SP:Iteration 12Q (117.782689 sec): 3 clusters Score: Raw -156581.772763 + Penalty 436.493651 = -156145.279112 nChanged 17 SP:Iteration 13Q (117.786155 sec): 3 clusters Score: Raw -156585.716807 + Penalty 440.570467 = -156145.146340 nChanged 13 SP:Iteration 14F (117.789894 sec): 3 clusters Score: Raw -156588.436349 + Penalty 443.166644 = -156145.269705 nChanged 11 SP:Iteration 15Q (117.793337 sec): 3 clusters Score: Raw -156590.534931 + Penalty 446.765238 = -156143.769693 nChanged 11 SP:Iteration 16F (117.797014 sec): 3 clusters Score: Raw -156592.817424 + Penalty 450.898059 = -156141.919364 nChanged 11 SP:Iteration 17F (117.800787 sec): 3 clusters Score: Raw -156594.852693 + Penalty 452.538438 = -156142.314255 nChanged 10 SP:Iteration 18Q (117.804253 sec): 3 clusters Score: Raw -156596.651443 + Penalty 456.713289 = -156139.938153 nChanged 10 SP:Iteration 19F (117.808070 sec): 3 clusters Score: Raw -156599.208439 + Penalty 459.959187 = -156139.249252 nChanged 13 SP:Iteration 20F (117.811855 sec): 3 clusters Score: Raw -156601.813522 + Penalty 464.847099 = -156136.966423 nChanged 12 SP:Iteration 21F (117.815556 sec): 3 clusters Score: Raw -156605.228329 + Penalty 469.703101 = -156135.525228 nChanged 10 SP:Iteration 22F (117.819290 sec): 3 clusters Score: Raw -156607.376989 + Penalty 472.702153 = -156134.674837 nChanged 6 SP:Iteration 23F (117.823056 sec): 3 clusters Score: Raw -156608.706757 + Penalty 477.292690 = -156131.414067 nChanged 7 SP:Iteration 24F (117.826747 sec): 3 clusters Score: Raw -156610.421409 + Penalty 483.057702 = -156127.363707 nChanged 7 SP:Iteration 25F (117.830465 sec): 3 clusters Score: Raw -156612.573108 + Penalty 489.656662 = -156122.916447 nChanged 10 SP:Iteration 26F (117.834379 sec): 3 clusters Score: Raw -156614.894569 + Penalty 494.313330 = -156120.581239 nChanged 9 SP:Iteration 27F (117.838150 sec): 3 clusters Score: Raw -156616.872719 + Penalty 499.919989 = -156116.952729 nChanged 8 SP:Iteration 28F (117.841997 sec): 3 clusters Score: Raw -156618.607242 + Penalty 504.582518 = -156114.024724 nChanged 5 SP:Iteration 29F (117.845831 sec): 3 clusters Score: Raw -156619.556175 + Penalty 506.931807 = -156112.624368 nChanged 4 SP:Iteration 30F (117.849579 sec): 3 clusters Score: Raw -156620.210753 + Penalty 510.287365 = -156109.923389 nChanged 4 SP:Iteration 31F (117.853359 sec): 3 clusters Score: Raw -156620.631746 + Penalty 512.709263 = -156107.922483 nChanged 5 SP:Iteration 32F (117.857098 sec): 3 clusters Score: Raw -156621.539801 + Penalty 516.310534 = -156105.229267 nChanged 5 SP:Iteration 33F (117.860827 sec): 3 clusters Score: Raw -156622.191280 + Penalty 515.526531 = -156106.664749 nChanged 1 SP:Iteration 34Q (117.864228 sec): 3 clusters Score: Raw -156622.202206 + Penalty 515.526531 = -156106.675675 nChanged 0 SP:Iteration 35F (117.868048 sec): 3 clusters Score: Raw -156622.202206 + Penalty 515.526531 = -156106.675675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 16 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.869645 sec): 2 clusters Score: Raw -16417.483428 + Penalty 614.384667 = -15803.098761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.870179 sec): 3 clusters Score: Raw -16409.667923 + Penalty 1232.595923 = -15177.072001 nChanged 25 SP:Iteration 1F (117.870702 sec): 3 clusters Score: Raw -16446.677390 + Penalty 1233.616503 = -15213.060887 nChanged 6 SP:Iteration 2Q (117.871216 sec): 3 clusters Score: Raw -16455.978950 + Penalty 1233.445985 = -15222.532965 nChanged 1 SP:Iteration 3Q (117.871726 sec): 3 clusters Score: Raw -16456.783399 + Penalty 1233.445985 = -15223.337413 nChanged 0 SP:Iteration 4F (117.872247 sec): 3 clusters Score: Raw -16456.783399 + Penalty 1233.445985 = -15223.337413 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.877620 sec): 2 clusters Score: Raw -135228.060360 + Penalty 641.294544 = -134586.765816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.880717 sec): 3 clusters Score: Raw -134463.926664 + Penalty 1293.410436 = -133170.516228 nChanged 553 SP:Iteration 1F (117.883648 sec): 3 clusters Score: Raw -134805.648473 + Penalty 1309.124138 = -133496.524335 nChanged 144 SP:Iteration 2F (117.886455 sec): 3 clusters Score: Raw -134935.555980 + Penalty 1320.592842 = -133614.963138 nChanged 121 SP:Iteration 3F (117.889218 sec): 3 clusters Score: Raw -135051.262060 + Penalty 1332.357945 = -133718.904114 nChanged 91 SP:Iteration 4F (117.892283 sec): 3 clusters Score: Raw -135149.245193 + Penalty 1339.225561 = -133810.019632 nChanged 48 SP:Iteration 5Q (117.894961 sec): 3 clusters Score: Raw -135203.795961 + Penalty 1340.282865 = -133863.513096 nChanged 32 SP:Iteration 6Q (117.897590 sec): 3 clusters Score: Raw -135238.826154 + Penalty 1344.511391 = -133894.314763 nChanged 14 SP:Iteration 7Q (117.900266 sec): 3 clusters Score: Raw -135255.495067 + Penalty 1343.164179 = -133912.330888 nChanged 7 SP:Iteration 8Q (117.902896 sec): 3 clusters Score: Raw -135267.473611 + Penalty 1345.147021 = -133922.326590 nChanged 7 SP:Iteration 9Q (117.905351 sec): 3 clusters Score: Raw -135277.932470 + Penalty 1336.545725 = -133941.386745 nChanged 5 SP:Iteration 10F (117.908087 sec): 3 clusters Score: Raw -135285.475841 + Penalty 1335.594222 = -133949.881619 nChanged 4 SP:Iteration 11Q (117.910466 sec): 3 clusters Score: Raw -135291.652887 + Penalty 1336.799408 = -133954.853479 nChanged 1 SP:Iteration 12Q (117.912785 sec): 3 clusters Score: Raw -135291.978719 + Penalty 1336.799408 = -133955.179311 nChanged 0 SP:Iteration 13F (117.915462 sec): 3 clusters Score: Raw -135291.978719 + Penalty 1336.799408 = -133955.179311 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.921694 sec): 2 clusters Score: Raw -92267.046671 + Penalty 247.566707 = -92019.479965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.923919 sec): 3 clusters Score: Raw -91609.890253 + Penalty 485.706675 = -91124.183578 nChanged 458 SP:Iteration 1F (117.926047 sec): 3 clusters Score: Raw -92030.265241 + Penalty 470.509102 = -91559.756139 nChanged 151 SP:Iteration 2F (117.928215 sec): 3 clusters Score: Raw -92190.107798 + Penalty 462.873283 = -91727.234515 nChanged 64 SP:Iteration 3F (117.930411 sec): 3 clusters Score: Raw -92265.512729 + Penalty 456.847652 = -91808.665077 nChanged 44 SP:Iteration 4Q (117.932533 sec): 3 clusters Score: Raw -92302.924163 + Penalty 456.190643 = -91846.733521 nChanged 25 SP:Iteration 5Q (117.934583 sec): 3 clusters Score: Raw -92320.446440 + Penalty 456.729009 = -91863.717431 nChanged 21 SP:Iteration 6Q (117.936592 sec): 3 clusters Score: Raw -92329.738744 + Penalty 455.569356 = -91874.169388 nChanged 11 SP:Iteration 7Q (117.938679 sec): 3 clusters Score: Raw -92336.466960 + Penalty 454.982841 = -91881.484119 nChanged 6 SP:Iteration 8Q (117.940730 sec): 3 clusters Score: Raw -92339.840927 + Penalty 454.274489 = -91885.566439 nChanged 7 SP:Iteration 9Q (117.942739 sec): 3 clusters Score: Raw -92342.055598 + Penalty 454.192807 = -91887.862791 nChanged 5 SP:Iteration 10F (117.944860 sec): 3 clusters Score: Raw -92342.799410 + Penalty 453.840010 = -91888.959401 nChanged 3 SP:Iteration 11Q (117.946839 sec): 3 clusters Score: Raw -92345.810992 + Penalty 453.740572 = -91892.070421 nChanged 8 SP:Iteration 12Q (117.948874 sec): 3 clusters Score: Raw -92356.246628 + Penalty 453.737872 = -91902.508756 nChanged 15 SP:Iteration 13Q (117.950886 sec): 3 clusters Score: Raw -92368.803748 + Penalty 453.095425 = -91915.708323 nChanged 15 SP:Iteration 14Q (117.952866 sec): 3 clusters Score: Raw -92372.691960 + Penalty 453.675070 = -91919.016890 nChanged 10 SP:Iteration 15Q (117.954888 sec): 3 clusters Score: Raw -92376.998897 + Penalty 455.417420 = -91921.581477 nChanged 7 SP:Iteration 16Q (117.956882 sec): 3 clusters Score: Raw -92378.811153 + Penalty 457.153529 = -91921.657624 nChanged 9 SP:Iteration 17Q (117.958898 sec): 3 clusters Score: Raw -92382.080569 + Penalty 458.237656 = -91923.842913 nChanged 7 SP:Iteration 18Q (117.960878 sec): 3 clusters Score: Raw -92383.349897 + Penalty 458.704744 = -91924.645153 nChanged 4 SP:Iteration 19Q (117.962834 sec): 3 clusters Score: Raw -92383.909985 + Penalty 459.751619 = -91924.158366 nChanged 4 SP:Iteration 20F (117.964957 sec): 3 clusters Score: Raw -92384.648179 + Penalty 459.889201 = -91924.758978 nChanged 1 SP:Iteration 21Q (117.966894 sec): 3 clusters Score: Raw -92384.762119 + Penalty 459.961829 = -91924.800289 nChanged 1 SP:Iteration 22Q (117.968906 sec): 3 clusters Score: Raw -92384.848322 + Penalty 460.208905 = -91924.639417 nChanged 3 SP:Iteration 23F (117.971048 sec): 3 clusters Score: Raw -92385.171372 + Penalty 460.617444 = -91924.553928 nChanged 4 SP:Iteration 24F (117.973271 sec): 3 clusters Score: Raw -92385.500764 + Penalty 460.729937 = -91924.770828 nChanged 2 SP:Iteration 25Q (117.975660 sec): 3 clusters Score: Raw -92385.673019 + Penalty 461.105127 = -91924.567892 nChanged 4 SP:Iteration 26F (117.977810 sec): 3 clusters Score: Raw -92385.992329 + Penalty 461.298220 = -91924.694109 nChanged 1 SP:Iteration 27Q (117.979898 sec): 3 clusters Score: Raw -92386.041478 + Penalty 461.298220 = -91924.743258 nChanged 0 SP:Iteration 28F (117.982197 sec): 3 clusters Score: Raw -92386.041478 + Penalty 461.298220 = -91924.743258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 19 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.986087 sec): 2 clusters Score: Raw -23477.273153 + Penalty 333.965370 = -23143.307784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.986794 sec): 3 clusters Score: Raw -23373.110313 + Penalty 667.114624 = -22705.995689 nChanged 65 SP:Iteration 1F (117.987511 sec): 3 clusters Score: Raw -23428.522510 + Penalty 667.437415 = -22761.085095 nChanged 17 SP:Iteration 2F (117.988208 sec): 3 clusters Score: Raw -23442.489260 + Penalty 667.793793 = -22774.695467 nChanged 7 SP:Iteration 3Q (117.988898 sec): 3 clusters Score: Raw -23448.821169 + Penalty 667.960832 = -22780.860337 nChanged 7 SP:Iteration 4Q (117.989614 sec): 3 clusters Score: Raw -23454.140272 + Penalty 668.197432 = -22785.942840 nChanged 4 SP:Iteration 5Q (117.990300 sec): 3 clusters Score: Raw -23455.627603 + Penalty 668.684802 = -22786.942801 nChanged 4 SP:Iteration 6Q (117.990983 sec): 3 clusters Score: Raw -23456.907865 + Penalty 669.437472 = -22787.470394 nChanged 4 SP:Iteration 7Q (117.991665 sec): 3 clusters Score: Raw -23458.459721 + Penalty 670.006349 = -22788.453372 nChanged 3 SP:Iteration 8Q (117.992367 sec): 3 clusters Score: Raw -23459.999511 + Penalty 670.472429 = -22789.527082 nChanged 2 SP:Iteration 9Q (117.993051 sec): 3 clusters Score: Raw -23461.406559 + Penalty 670.472429 = -22790.934130 nChanged 0 SP:Iteration 10F (117.993734 sec): 3 clusters Score: Raw -23461.406559 + Penalty 670.472429 = -22790.934130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 20 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.994641 sec): 2 clusters Score: Raw -7941.207635 + Penalty 306.175180 = -7635.032455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.995025 sec): 3 clusters Score: Raw -7939.488774 + Penalty 614.000117 = -7325.488658 nChanged 17 SP:Iteration 1F (117.995401 sec): 3 clusters Score: Raw -7979.209024 + Penalty 627.693721 = -7351.515302 nChanged 7 SP:Iteration 2F (117.995776 sec): 3 clusters Score: Raw -7996.208453 + Penalty 643.673412 = -7352.535042 nChanged 3 SP:Iteration 3Q (117.996141 sec): 3 clusters Score: Raw -8005.674718 + Penalty 649.829499 = -7355.845219 nChanged 1 SP:Iteration 4Q (117.996523 sec): 3 clusters Score: Raw -8008.501323 + Penalty 663.358211 = -7345.143112 nChanged 2 SP:Iteration 5F (117.996907 sec): 3 clusters Score: Raw -8019.274464 + Penalty 671.032948 = -7348.241516 nChanged 1 SP:Iteration 6Q (117.997264 sec): 3 clusters Score: Raw -8026.795609 + Penalty 671.032948 = -7355.762660 nChanged 0 SP:Iteration 7F (117.997645 sec): 3 clusters Score: Raw -8026.795609 + Penalty 671.032948 = -7355.762660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 21 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.998454 sec): 2 clusters Score: Raw -11206.305611 + Penalty 482.526809 = -10723.778803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.998888 sec): 3 clusters Score: Raw -11199.322337 + Penalty 964.273118 = -10235.049218 nChanged 11 SP:Iteration 1F (117.999315 sec): 3 clusters Score: Raw -11218.677809 + Penalty 964.116636 = -10254.561173 nChanged 1 SP:Iteration 2Q (117.999737 sec): 3 clusters Score: Raw -11219.348341 + Penalty 964.116636 = -10255.231706 nChanged 0 SP:Iteration 3F (118.000162 sec): 3 clusters Score: Raw -11219.348341 + Penalty 964.116636 = -10255.231706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.000667 sec): 2 clusters Score: Raw -970.767362 + Penalty 264.462990 = -706.304372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.000897 sec): 3 clusters Score: Raw -994.364579 + Penalty 508.699497 = -485.665082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 23 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.001589 sec): 2 clusters Score: Raw -7267.252402 + Penalty 397.195486 = -6870.056916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.001952 sec): 3 clusters Score: Raw -7277.339874 + Penalty 799.020454 = -6478.319420 nChanged 4 SP:Iteration 1Q (118.002306 sec): 3 clusters Score: Raw -7288.796638 + Penalty 797.249430 = -6491.547208 nChanged 1 SP:Iteration 2Q (118.002656 sec): 3 clusters Score: Raw -7291.787199 + Penalty 795.648070 = -6496.139129 nChanged 1 SP:Iteration 3Q (118.003004 sec): 3 clusters Score: Raw -7293.527301 + Penalty 793.308173 = -6500.219128 nChanged 2 SP:Iteration 4Q (118.003376 sec): 3 clusters Score: Raw -7295.943919 + Penalty 793.308173 = -6502.635746 nChanged 0 SP:Iteration 5F (118.003732 sec): 3 clusters Score: Raw -7295.943919 + Penalty 793.308173 = -6502.635746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.004224 sec): 2 clusters Score: Raw -556.241070 + Penalty 141.877499 = -414.363571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.004443 sec): 3 clusters Score: Raw -553.736089 + Penalty 283.754998 = -269.981091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 26 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.005557 sec): 2 clusters Score: Raw -18202.113779 + Penalty 579.422631 = -17622.691148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.006241 sec): 3 clusters Score: Raw -18187.392450 + Penalty 1161.116075 = -17026.276375 nChanged 37 SP:Iteration 1F (118.006893 sec): 3 clusters Score: Raw -18232.826673 + Penalty 1159.804525 = -17073.022149 nChanged 16 SP:Iteration 2F (118.007530 sec): 3 clusters Score: Raw -18251.358802 + Penalty 1158.611350 = -17092.747451 nChanged 7 SP:Iteration 3Q (118.008149 sec): 3 clusters Score: Raw -18261.851413 + Penalty 1157.205631 = -17104.645782 nChanged 5 SP:Iteration 4Q (118.008764 sec): 3 clusters Score: Raw -18271.014813 + Penalty 1156.552115 = -17114.462698 nChanged 1 SP:Iteration 5Q (118.009376 sec): 3 clusters Score: Raw -18272.814629 + Penalty 1155.205868 = -17117.608761 nChanged 2 SP:Iteration 6Q (118.010007 sec): 3 clusters Score: Raw -18273.580558 + Penalty 1155.205868 = -17118.374689 nChanged 0 SP:Iteration 7F (118.010640 sec): 3 clusters Score: Raw -18273.580558 + Penalty 1155.205868 = -17118.374689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 27 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.011234 sec): 2 clusters Score: Raw -3148.567785 + Penalty 351.716379 = -2796.851406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.011510 sec): 3 clusters Score: Raw -3187.621236 + Penalty 697.322687 = -2490.298549 nChanged 1 SP:Iteration 1Q (118.011774 sec): 3 clusters Score: Raw -3191.709508 + Penalty 697.322687 = -2494.386821 nChanged 0 SP:Iteration 2F (118.012046 sec): 3 clusters Score: Raw -3191.709508 + Penalty 697.322687 = -2494.386821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 28 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.012551 sec): 2 clusters Score: Raw -1184.298843 + Penalty 250.045372 = -934.253471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.012782 sec): 3 clusters Score: Raw -1209.532864 + Penalty 498.278740 = -711.254124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 29 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.013427 sec): 2 clusters Score: Raw -5775.555983 + Penalty 474.841552 = -5300.714431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.013756 sec): 3 clusters Score: Raw -5815.342577 + Penalty 949.683104 = -4865.659472 nChanged 2 SP:Iteration 1Q (118.014072 sec): 3 clusters Score: Raw -5819.854536 + Penalty 948.687204 = -4871.167331 nChanged 1 SP:Iteration 2Q (118.014388 sec): 3 clusters Score: Raw -5824.038278 + Penalty 948.687204 = -4875.351074 nChanged 0 SP:Iteration 3F (118.014714 sec): 3 clusters Score: Raw -5824.038278 + Penalty 948.687204 = -4875.351074 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (1542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.019350 sec): 2 clusters Score: Raw -132170.445982 + Penalty 115.197090 = -132055.248892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.022467 sec): 3 clusters Score: Raw -131214.351188 + Penalty 226.420605 = -130987.930584 nChanged 685 SP:Iteration 1F (118.025465 sec): 3 clusters Score: Raw -131628.336747 + Penalty 225.196626 = -131403.140121 nChanged 113 SP:Iteration 2F (118.028408 sec): 3 clusters Score: Raw -131666.994787 + Penalty 223.495682 = -131443.499105 nChanged 73 SP:Iteration 3Q (118.031384 sec): 3 clusters Score: Raw -131708.621699 + Penalty 219.738164 = -131488.883534 nChanged 60 SP:Iteration 4Q (118.034391 sec): 3 clusters Score: Raw -131762.006287 + Penalty 214.854917 = -131547.151370 nChanged 75 SP:Iteration 5Q (118.037457 sec): 3 clusters Score: Raw -131848.382129 + Penalty 208.814815 = -131639.567314 nChanged 79 SP:Iteration 6F (118.040515 sec): 3 clusters Score: Raw -131948.471970 + Penalty 205.312596 = -131743.159374 nChanged 66 SP:Iteration 7Q (118.043489 sec): 3 clusters Score: Raw -132010.827426 + Penalty 202.510708 = -131808.316718 nChanged 59 SP:Iteration 8Q (118.046361 sec): 3 clusters Score: Raw -132054.388911 + Penalty 201.166642 = -131853.222269 nChanged 45 SP:Iteration 9Q (118.049185 sec): 3 clusters Score: Raw -132089.300488 + Penalty 196.018840 = -131893.281648 nChanged 44 SP:Iteration 10F (118.052176 sec): 3 clusters Score: Raw -132122.901600 + Penalty 196.195459 = -131926.706141 nChanged 22 SP:Iteration 11Q (118.054859 sec): 3 clusters Score: Raw -132137.601788 + Penalty 197.827235 = -131939.774552 nChanged 18 SP:Iteration 12Q (118.057496 sec): 3 clusters Score: Raw -132146.869828 + Penalty 196.756162 = -131950.113666 nChanged 15 SP:Iteration 13Q (118.060164 sec): 3 clusters Score: Raw -132155.821419 + Penalty 195.379174 = -131960.442246 nChanged 11 SP:Iteration 14Q (118.062771 sec): 3 clusters Score: Raw -132159.916894 + Penalty 196.209628 = -131963.707266 nChanged 5 SP:Iteration 15Q (118.065324 sec): 3 clusters Score: Raw -132161.510605 + Penalty 196.615392 = -131964.895213 nChanged 1 SP:Iteration 16Q (118.067827 sec): 3 clusters Score: Raw -132161.552168 + Penalty 196.615392 = -131964.936776 nChanged 0 SP:Iteration 17F (118.071066 sec): 3 clusters Score: Raw -132161.552168 + Penalty 196.615392 = -131964.936776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 31 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.076354 sec): 2 clusters Score: Raw -140980.090950 + Penalty 353.453982 = -140626.636968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.079509 sec): 3 clusters Score: Raw -140044.246155 + Penalty 701.585915 = -139342.660239 nChanged 689 SP:Iteration 1F (118.082822 sec): 3 clusters Score: Raw -140681.113417 + Penalty 699.777923 = -139981.335495 nChanged 188 SP:Iteration 2F (118.085924 sec): 3 clusters Score: Raw -140842.941371 + Penalty 700.689806 = -140142.251565 nChanged 104 SP:Iteration 3F (118.089012 sec): 3 clusters Score: Raw -140933.525858 + Penalty 702.302763 = -140231.223095 nChanged 72 SP:Iteration 4Q (118.092079 sec): 3 clusters Score: Raw -140977.374476 + Penalty 704.069524 = -140273.304952 nChanged 45 SP:Iteration 5Q (118.095194 sec): 3 clusters Score: Raw -141002.539135 + Penalty 705.697222 = -140296.841914 nChanged 41 SP:Iteration 6Q (118.098159 sec): 3 clusters Score: Raw -141025.126551 + Penalty 707.386911 = -140317.739640 nChanged 37 SP:Iteration 7Q (118.101177 sec): 3 clusters Score: Raw -141047.628548 + Penalty 709.376928 = -140338.251620 nChanged 34 SP:Iteration 8Q (118.104196 sec): 3 clusters Score: Raw -141065.680876 + Penalty 711.233747 = -140354.447130 nChanged 29 SP:Iteration 9Q (118.107214 sec): 3 clusters Score: Raw -141080.682816 + Penalty 712.993239 = -140367.689577 nChanged 27 SP:Iteration 10F (118.110346 sec): 3 clusters Score: Raw -141093.624965 + Penalty 714.313381 = -140379.311584 nChanged 20 SP:Iteration 11Q (118.113525 sec): 3 clusters Score: Raw -141099.988806 + Penalty 715.475728 = -140384.513079 nChanged 18 SP:Iteration 12Q (118.116513 sec): 3 clusters Score: Raw -141105.821668 + Penalty 716.624459 = -140389.197208 nChanged 12 SP:Iteration 13Q (118.119530 sec): 3 clusters Score: Raw -141108.470228 + Penalty 717.237394 = -140391.232834 nChanged 7 SP:Iteration 14Q (118.122486 sec): 3 clusters Score: Raw -141109.321235 + Penalty 717.445550 = -140391.875685 nChanged 2 SP:Iteration 15Q (118.125433 sec): 3 clusters Score: Raw -141110.149524 + Penalty 717.601489 = -140392.548036 nChanged 2 SP:Iteration 16Q (118.128486 sec): 3 clusters Score: Raw -141110.301758 + Penalty 717.601489 = -140392.700270 nChanged 0 SP:Iteration 17F (118.131600 sec): 3 clusters Score: Raw -141110.301758 + Penalty 717.601489 = -140392.700270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 32 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.132253 sec): 2 clusters Score: Raw -3071.942853 + Penalty 370.000809 = -2701.942044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.132533 sec): 3 clusters Score: Raw -3121.533886 + Penalty 746.341262 = -2375.192624 nChanged 3 SP:Iteration 1F (118.132814 sec): 3 clusters Score: Raw -3139.245794 + Penalty 746.341262 = -2392.904532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 33 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.135656 sec): 2 clusters Score: Raw -61872.879121 + Penalty 272.502100 = -61600.377021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.137258 sec): 3 clusters Score: Raw -61482.276547 + Penalty 560.746120 = -60921.530427 nChanged 274 SP:Iteration 1F (118.138781 sec): 3 clusters Score: Raw -61713.004558 + Penalty 586.967589 = -61126.036969 nChanged 98 SP:Iteration 2F (118.140295 sec): 3 clusters Score: Raw -61811.929338 + Penalty 604.882905 = -61207.046433 nChanged 50 SP:Iteration 3F (118.141824 sec): 3 clusters Score: Raw -61874.469249 + Penalty 613.112441 = -61261.356808 nChanged 32 SP:Iteration 4Q (118.143258 sec): 3 clusters Score: Raw -61902.689919 + Penalty 619.353300 = -61283.336619 nChanged 19 SP:Iteration 5Q (118.144648 sec): 3 clusters Score: Raw -61916.971150 + Penalty 627.511653 = -61289.459497 nChanged 12 SP:Iteration 6Q (118.146047 sec): 3 clusters Score: Raw -61922.691717 + Penalty 634.025254 = -61288.666463 nChanged 6 SP:Iteration 7F (118.147551 sec): 3 clusters Score: Raw -61925.174526 + Penalty 637.792583 = -61287.381943 nChanged 5 SP:Iteration 8F (118.149039 sec): 3 clusters Score: Raw -61926.906963 + Penalty 640.721147 = -61286.185816 nChanged 5 SP:Iteration 9F (118.150524 sec): 3 clusters Score: Raw -61929.372527 + Penalty 640.763759 = -61288.608768 nChanged 1 SP:Iteration 10F (118.152038 sec): 3 clusters Score: Raw -61929.644540 + Penalty 640.763759 = -61288.880781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 34 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.155248 sec): 2 clusters Score: Raw -60954.371608 + Penalty 249.544197 = -60704.827411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.156766 sec): 3 clusters Score: Raw -60572.274961 + Penalty 504.701393 = -60067.573568 nChanged 289 SP:Iteration 1F (118.158252 sec): 3 clusters Score: Raw -60804.949774 + Penalty 519.702679 = -60285.247095 nChanged 87 SP:Iteration 2F (118.159731 sec): 3 clusters Score: Raw -60887.225691 + Penalty 540.564938 = -60346.660752 nChanged 46 SP:Iteration 3F (118.161230 sec): 3 clusters Score: Raw -60927.501098 + Penalty 549.420189 = -60378.080909 nChanged 33 SP:Iteration 4Q (118.162701 sec): 3 clusters Score: Raw -60960.230508 + Penalty 556.587955 = -60403.642554 nChanged 22 SP:Iteration 5Q (118.164132 sec): 3 clusters Score: Raw -60976.115319 + Penalty 565.945635 = -60410.169683 nChanged 11 SP:Iteration 6Q (118.165597 sec): 3 clusters Score: Raw -60990.591224 + Penalty 581.598069 = -60408.993156 nChanged 15 SP:Iteration 7F (118.167082 sec): 3 clusters Score: Raw -61007.495882 + Penalty 589.913012 = -60417.582870 nChanged 11 SP:Iteration 8Q (118.168547 sec): 3 clusters Score: Raw -61016.386995 + Penalty 599.458084 = -60416.928911 nChanged 11 SP:Iteration 9F (118.170060 sec): 3 clusters Score: Raw -61029.862279 + Penalty 600.633483 = -60429.228796 nChanged 10 SP:Iteration 10F (118.171567 sec): 3 clusters Score: Raw -61041.839320 + Penalty 601.094757 = -60440.744563 nChanged 4 SP:Iteration 11Q (118.172939 sec): 3 clusters Score: Raw -61049.968983 + Penalty 601.094757 = -60448.874225 nChanged 0 SP:Iteration 12F (118.174445 sec): 3 clusters Score: Raw -61049.968983 + Penalty 601.094757 = -60448.874225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.176982 sec): 2 clusters Score: Raw -27237.816006 + Penalty 459.235943 = -26778.580063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.177803 sec): 3 clusters Score: Raw -27143.838802 + Penalty 925.744009 = -26218.094794 nChanged 89 SP:Iteration 1F (118.178629 sec): 3 clusters Score: Raw -27238.306553 + Penalty 935.719129 = -26302.587424 nChanged 24 SP:Iteration 2F (118.179442 sec): 3 clusters Score: Raw -27268.418125 + Penalty 938.665946 = -26329.752179 nChanged 12 SP:Iteration 3Q (118.180237 sec): 3 clusters Score: Raw -27280.197265 + Penalty 940.157804 = -26340.039461 nChanged 7 SP:Iteration 4Q (118.181026 sec): 3 clusters Score: Raw -27285.788089 + Penalty 943.903831 = -26341.884258 nChanged 5 SP:Iteration 5Q (118.181847 sec): 3 clusters Score: Raw -27288.748910 + Penalty 946.350882 = -26342.398028 nChanged 2 SP:Iteration 6Q (118.182688 sec): 3 clusters Score: Raw -27289.651676 + Penalty 947.477025 = -26342.174651 nChanged 2 SP:Iteration 7F (118.183507 sec): 3 clusters Score: Raw -27290.964587 + Penalty 947.477025 = -26343.487562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 36 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.185115 sec): 2 clusters Score: Raw -19175.193412 + Penalty 571.836772 = -18603.356641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.185725 sec): 3 clusters Score: Raw -19135.521416 + Penalty 1147.211988 = -17988.309428 nChanged 40 SP:Iteration 1F (118.186324 sec): 3 clusters Score: Raw -19195.998096 + Penalty 1151.526289 = -18044.471807 nChanged 14 SP:Iteration 2F (118.186924 sec): 3 clusters Score: Raw -19222.036359 + Penalty 1154.066281 = -18067.970077 nChanged 6 SP:Iteration 3Q (118.187505 sec): 3 clusters Score: Raw -19229.018121 + Penalty 1155.256531 = -18073.761590 nChanged 1 SP:Iteration 4Q (118.188087 sec): 3 clusters Score: Raw -19231.070673 + Penalty 1157.394718 = -18073.675955 nChanged 2 SP:Iteration 5F (118.188687 sec): 3 clusters Score: Raw -19240.189519 + Penalty 1160.205084 = -18079.984436 nChanged 3 SP:Iteration 6Q (118.189260 sec): 3 clusters Score: Raw -19244.056195 + Penalty 1163.504902 = -18080.551293 nChanged 2 SP:Iteration 7Q (118.189826 sec): 3 clusters Score: Raw -19247.194076 + Penalty 1165.848856 = -18081.345220 nChanged 2 SP:Iteration 8Q (118.190392 sec): 3 clusters Score: Raw -19249.800988 + Penalty 1165.848856 = -18083.952131 nChanged 0 SP:Iteration 9F (118.190992 sec): 3 clusters Score: Raw -19249.800988 + Penalty 1165.848856 = -18083.952131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 37 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.192325 sec): 2 clusters Score: Raw -15319.842187 + Penalty 555.288421 = -14764.553766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.192843 sec): 3 clusters Score: Raw -15303.924693 + Penalty 1107.352627 = -14196.572066 nChanged 25 SP:Iteration 1F (118.193353 sec): 3 clusters Score: Raw -15341.683561 + Penalty 1106.009243 = -14235.674317 nChanged 7 SP:Iteration 2Q (118.193853 sec): 3 clusters Score: Raw -15355.472781 + Penalty 1104.503761 = -14250.969020 nChanged 2 SP:Iteration 3Q (118.194379 sec): 3 clusters Score: Raw -15358.723253 + Penalty 1104.669344 = -14254.053910 nChanged 2 SP:Iteration 4Q (118.194874 sec): 3 clusters Score: Raw -15361.440825 + Penalty 1104.669344 = -14256.771481 nChanged 0 SP:Iteration 5F (118.195383 sec): 3 clusters Score: Raw -15361.440825 + Penalty 1104.669344 = -14256.771481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 38 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.198297 sec): 2 clusters Score: Raw -40430.825922 + Penalty 413.230872 = -40017.595050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.199369 sec): 3 clusters Score: Raw -40219.816907 + Penalty 849.527706 = -39370.289201 nChanged 146 SP:Iteration 1F (118.200441 sec): 3 clusters Score: Raw -40363.431098 + Penalty 877.942871 = -39485.488227 nChanged 63 SP:Iteration 2F (118.201587 sec): 3 clusters Score: Raw -40447.213589 + Penalty 894.931310 = -39552.282280 nChanged 26 SP:Iteration 3F (118.202675 sec): 3 clusters Score: Raw -40475.963865 + Penalty 908.261234 = -39567.702631 nChanged 17 SP:Iteration 4Q (118.203752 sec): 3 clusters Score: Raw -40501.527643 + Penalty 913.903263 = -39587.624380 nChanged 5 SP:Iteration 5Q (118.204816 sec): 3 clusters Score: Raw -40505.824293 + Penalty 915.362166 = -39590.462127 nChanged 2 SP:Iteration 6Q (118.205894 sec): 3 clusters Score: Raw -40506.851666 + Penalty 917.962321 = -39588.889345 nChanged 1 SP:Iteration 7F (118.206982 sec): 3 clusters Score: Raw -40507.885182 + Penalty 921.442701 = -39586.442481 nChanged 1 SP:Iteration 8F (118.208071 sec): 3 clusters Score: Raw -40508.596998 + Penalty 924.356556 = -39584.240442 nChanged 1 SP:Iteration 9F (118.209158 sec): 3 clusters Score: Raw -40509.068192 + Penalty 929.298595 = -39579.769597 nChanged 2 SP:Iteration 10F (118.210264 sec): 3 clusters Score: Raw -40511.022160 + Penalty 929.298595 = -39581.723565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 39 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.211610 sec): 2 clusters Score: Raw -13331.971907 + Penalty 455.986474 = -12875.985433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.212087 sec): 3 clusters Score: Raw -13348.312468 + Penalty 915.930922 = -12432.381547 nChanged 26 SP:Iteration 1F (118.212554 sec): 3 clusters Score: Raw -13388.765070 + Penalty 915.608289 = -12473.156781 nChanged 3 SP:Iteration 2Q (118.213007 sec): 3 clusters Score: Raw -13394.584904 + Penalty 915.048868 = -12479.536036 nChanged 1 SP:Iteration 3Q (118.213457 sec): 3 clusters Score: Raw -13395.220523 + Penalty 915.048868 = -12480.171655 nChanged 0 SP:Iteration 4F (118.213940 sec): 3 clusters Score: Raw -13395.220523 + Penalty 915.048868 = -12480.171655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 40 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.214837 sec): 2 clusters Score: Raw -1176.457112 + Penalty 216.211595 = -960.245517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.215070 sec): 3 clusters Score: Raw -1186.520006 + Penalty 427.256503 = -759.263503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.215885 sec): 2 clusters Score: Raw -1681.493363 + Penalty 299.420701 = -1382.072662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.216127 sec): 3 clusters Score: Raw -1713.213790 + Penalty 598.841403 = -1114.372387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.217089 sec): 2 clusters Score: Raw -5401.266217 + Penalty 116.429794 = -5284.836422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.217458 sec): 3 clusters Score: Raw -5462.480539 + Penalty 254.452106 = -5208.028433 nChanged 22 SP:Iteration 1F (118.217848 sec): 3 clusters Score: Raw -5511.895303 + Penalty 261.740454 = -5250.154849 nChanged 2 SP:Iteration 2Q (118.218182 sec): 3 clusters Score: Raw -5519.332561 + Penalty 261.740454 = -5257.592107 nChanged 0 SP:Iteration 3F (118.218543 sec): 3 clusters Score: Raw -5519.332561 + Penalty 261.740454 = -5257.592107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 43 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.220526 sec): 2 clusters Score: Raw -37725.930985 + Penalty 457.380164 = -37268.550821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.221554 sec): 3 clusters Score: Raw -37535.080756 + Penalty 918.144534 = -36616.936222 nChanged 133 SP:Iteration 1F (118.222547 sec): 3 clusters Score: Raw -37615.361484 + Penalty 921.670214 = -36693.691270 nChanged 40 SP:Iteration 2F (118.223536 sec): 3 clusters Score: Raw -37643.937369 + Penalty 928.293447 = -36715.643922 nChanged 28 SP:Iteration 3F (118.224518 sec): 3 clusters Score: Raw -37665.091914 + Penalty 932.657747 = -36732.434167 nChanged 22 SP:Iteration 4F (118.225491 sec): 3 clusters Score: Raw -37682.381042 + Penalty 935.982066 = -36746.398975 nChanged 14 SP:Iteration 5Q (118.226451 sec): 3 clusters Score: Raw -37692.365571 + Penalty 938.436368 = -36753.929203 nChanged 9 SP:Iteration 6Q (118.227412 sec): 3 clusters Score: Raw -37699.983896 + Penalty 938.903121 = -36761.080775 nChanged 12 SP:Iteration 7Q (118.228369 sec): 3 clusters Score: Raw -37714.831380 + Penalty 933.123126 = -36781.708254 nChanged 14 SP:Iteration 8Q (118.229318 sec): 3 clusters Score: Raw -37731.765914 + Penalty 938.607774 = -36793.158140 nChanged 11 SP:Iteration 9Q (118.230253 sec): 3 clusters Score: Raw -37743.377607 + Penalty 952.298742 = -36791.078866 nChanged 9 SP:Iteration 10F (118.231210 sec): 3 clusters Score: Raw -37752.961569 + Penalty 959.449141 = -36793.512428 nChanged 4 SP:Iteration 11Q (118.232133 sec): 3 clusters Score: Raw -37755.594450 + Penalty 959.332464 = -36796.261986 nChanged 1 SP:Iteration 12Q (118.233055 sec): 3 clusters Score: Raw -37757.421594 + Penalty 959.332464 = -36798.089129 nChanged 0 SP:Iteration 13F (118.234009 sec): 3 clusters Score: Raw -37757.421594 + Penalty 959.332464 = -36798.089129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 44 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.235145 sec): 2 clusters Score: Raw -6763.995039 + Penalty 384.254645 = -6379.740393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.235491 sec): 3 clusters Score: Raw -6773.944522 + Penalty 766.156719 = -6007.787802 nChanged 7 SP:Iteration 1F (118.235829 sec): 3 clusters Score: Raw -6784.827570 + Penalty 766.404813 = -6018.422757 nChanged 1 SP:Iteration 2Q (118.236162 sec): 3 clusters Score: Raw -6786.058507 + Penalty 768.509290 = -6017.549217 nChanged 2 SP:Iteration 3F (118.236500 sec): 3 clusters Score: Raw -6787.852773 + Penalty 768.509290 = -6019.343482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 45 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.237782 sec): 2 clusters Score: Raw -16161.375242 + Penalty 494.924732 = -15666.450510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.238339 sec): 3 clusters Score: Raw -16120.424602 + Penalty 988.316623 = -15132.107979 nChanged 28 SP:Iteration 1F (118.238885 sec): 3 clusters Score: Raw -16149.073851 + Penalty 988.016084 = -15161.057767 nChanged 10 SP:Iteration 2F (118.239429 sec): 3 clusters Score: Raw -16160.286764 + Penalty 987.203080 = -15173.083684 nChanged 4 SP:Iteration 3Q (118.239967 sec): 3 clusters Score: Raw -16167.383065 + Penalty 988.984200 = -15178.398865 nChanged 2 SP:Iteration 4Q (118.240493 sec): 3 clusters Score: Raw -16169.433545 + Penalty 988.984200 = -15180.449345 nChanged 0 SP:Iteration 5F (118.241050 sec): 3 clusters Score: Raw -16169.433545 + Penalty 988.984200 = -15180.449345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.241984 sec): 2 clusters Score: Raw -1645.232684 + Penalty 284.439388 = -1360.793295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.242225 sec): 3 clusters Score: Raw -1673.354320 + Penalty 568.878777 = -1104.475543 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 47 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.245338 sec): 2 clusters Score: Raw -68757.693410 + Penalty 530.039251 = -68227.654159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.247055 sec): 3 clusters Score: Raw -68377.066143 + Penalty 1060.187583 = -67316.878560 nChanged 246 SP:Iteration 1F (118.248647 sec): 3 clusters Score: Raw -68494.776836 + Penalty 1060.038121 = -67434.738715 nChanged 77 SP:Iteration 2F (118.250226 sec): 3 clusters Score: Raw -68538.556232 + Penalty 1059.517099 = -67479.039134 nChanged 38 SP:Iteration 3F (118.251851 sec): 3 clusters Score: Raw -68557.014781 + Penalty 1059.238184 = -67497.776597 nChanged 31 SP:Iteration 4Q (118.253429 sec): 3 clusters Score: Raw -68572.682557 + Penalty 1059.059902 = -67513.622655 nChanged 28 SP:Iteration 5Q (118.255026 sec): 3 clusters Score: Raw -68585.493980 + Penalty 1059.000643 = -67526.493337 nChanged 14 SP:Iteration 6Q (118.256578 sec): 3 clusters Score: Raw -68589.359044 + Penalty 1059.062689 = -67530.296354 nChanged 9 SP:Iteration 7Q (118.258178 sec): 3 clusters Score: Raw -68591.966096 + Penalty 1059.401424 = -67532.564672 nChanged 9 SP:Iteration 8Q (118.259754 sec): 3 clusters Score: Raw -68595.626141 + Penalty 1060.011329 = -67535.614813 nChanged 7 SP:Iteration 9Q (118.261342 sec): 3 clusters Score: Raw -68598.222889 + Penalty 1061.316662 = -67536.906227 nChanged 9 SP:Iteration 10F (118.262926 sec): 3 clusters Score: Raw -68602.604120 + Penalty 1063.691165 = -67538.912954 nChanged 14 SP:Iteration 11Q (118.264510 sec): 3 clusters Score: Raw -68609.096034 + Penalty 1065.909023 = -67543.187011 nChanged 13 SP:Iteration 12Q (118.266111 sec): 3 clusters Score: Raw -68617.368837 + Penalty 1067.590994 = -67549.777842 nChanged 9 SP:Iteration 13Q (118.267707 sec): 3 clusters Score: Raw -68622.923587 + Penalty 1069.709816 = -67553.213771 nChanged 11 SP:Iteration 14Q (118.269275 sec): 3 clusters Score: Raw -68626.471568 + Penalty 1071.619566 = -67554.852001 nChanged 7 SP:Iteration 15Q (118.270864 sec): 3 clusters Score: Raw -68631.211731 + Penalty 1074.097737 = -67557.113994 nChanged 12 SP:Iteration 16Q (118.272469 sec): 3 clusters Score: Raw -68640.184535 + Penalty 1078.725896 = -67561.458638 nChanged 18 SP:Iteration 17Q (118.274065 sec): 3 clusters Score: Raw -68651.815959 + Penalty 1084.074992 = -67567.740968 nChanged 17 SP:Iteration 18Q (118.275680 sec): 3 clusters Score: Raw -68661.616267 + Penalty 1087.361813 = -67574.254454 nChanged 14 SP:Iteration 19Q (118.277255 sec): 3 clusters Score: Raw -68671.345679 + Penalty 1090.737923 = -67580.607756 nChanged 14 SP:Iteration 20F (118.278836 sec): 3 clusters Score: Raw -68678.973475 + Penalty 1093.101835 = -67585.871640 nChanged 12 SP:Iteration 21Q (118.280433 sec): 3 clusters Score: Raw -68685.818080 + Penalty 1095.955291 = -67589.862789 nChanged 10 SP:Iteration 22Q (118.282105 sec): 3 clusters Score: Raw -68690.521777 + Penalty 1097.319275 = -67593.202502 nChanged 7 SP:Iteration 23Q (118.283738 sec): 3 clusters Score: Raw -68694.487317 + Penalty 1100.288435 = -67594.198882 nChanged 8 SP:Iteration 24Q (118.285389 sec): 3 clusters Score: Raw -68701.764319 + Penalty 1104.121911 = -67597.642408 nChanged 12 SP:Iteration 25Q (118.287058 sec): 3 clusters Score: Raw -68708.326172 + Penalty 1105.007775 = -67603.318397 nChanged 6 SP:Iteration 26Q (118.288734 sec): 3 clusters Score: Raw -68713.592452 + Penalty 1105.567772 = -67608.024680 nChanged 7 SP:Iteration 27Q (118.290360 sec): 3 clusters Score: Raw -68717.344994 + Penalty 1107.222411 = -67610.122583 nChanged 5 SP:Iteration 28Q (118.292030 sec): 3 clusters Score: Raw -68719.875122 + Penalty 1109.429973 = -67610.445149 nChanged 7 SP:Iteration 29Q (118.293683 sec): 3 clusters Score: Raw -68722.078375 + Penalty 1110.011050 = -67612.067325 nChanged 3 SP:Iteration 30F (118.295329 sec): 3 clusters Score: Raw -68723.635108 + Penalty 1110.323489 = -67613.311619 nChanged 1 SP:Iteration 31Q (118.296892 sec): 3 clusters Score: Raw -68724.051796 + Penalty 1111.126623 = -67612.925173 nChanged 2 SP:Iteration 32F (118.298534 sec): 3 clusters Score: Raw -68725.265345 + Penalty 1111.030061 = -67614.235284 nChanged 3 SP:Iteration 33Q (118.300117 sec): 3 clusters Score: Raw -68726.601502 + Penalty 1112.366433 = -67614.235069 nChanged 4 SP:Iteration 34F (118.301745 sec): 3 clusters Score: Raw -68727.890762 + Penalty 1112.114964 = -67615.775798 nChanged 7 SP:Iteration 35Q (118.303276 sec): 3 clusters Score: Raw -68730.375151 + Penalty 1114.043124 = -67616.332027 nChanged 5 SP:Iteration 36Q (118.304827 sec): 3 clusters Score: Raw -68731.873074 + Penalty 1117.165456 = -67614.707618 nChanged 7 SP:Iteration 37F (118.306463 sec): 3 clusters Score: Raw -68735.995443 + Penalty 1118.863449 = -67617.131995 nChanged 3 SP:Iteration 38Q (118.308013 sec): 3 clusters Score: Raw -68736.565654 + Penalty 1119.370547 = -67617.195107 nChanged 3 SP:Iteration 39Q (118.309584 sec): 3 clusters Score: Raw -68738.690490 + Penalty 1119.992353 = -67618.698136 nChanged 1 SP:Iteration 40F (118.311224 sec): 3 clusters Score: Raw -68738.686674 + Penalty 1119.992353 = -67618.694321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 48 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.313383 sec): 2 clusters Score: Raw -22352.766334 + Penalty 460.968784 = -21891.797550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.314055 sec): 3 clusters Score: Raw -22266.839900 + Penalty 923.639673 = -21343.200227 nChanged 50 SP:Iteration 1F (118.314716 sec): 3 clusters Score: Raw -22311.332321 + Penalty 930.822097 = -21380.510225 nChanged 16 SP:Iteration 2F (118.315379 sec): 3 clusters Score: Raw -22329.416832 + Penalty 931.427343 = -21397.989489 nChanged 8 SP:Iteration 3Q (118.316038 sec): 3 clusters Score: Raw -22337.819488 + Penalty 935.862034 = -21401.957455 nChanged 4 SP:Iteration 4Q (118.316695 sec): 3 clusters Score: Raw -22341.728581 + Penalty 938.770658 = -21402.957923 nChanged 2 SP:Iteration 5Q (118.317355 sec): 3 clusters Score: Raw -22343.281672 + Penalty 946.264732 = -21397.016940 nChanged 4 SP:Iteration 6F (118.318041 sec): 3 clusters Score: Raw -22346.696674 + Penalty 954.712933 = -21391.983741 nChanged 4 SP:Iteration 7F (118.318711 sec): 3 clusters Score: Raw -22350.943443 + Penalty 961.308185 = -21389.635259 nChanged 6 SP:Iteration 8F (118.319379 sec): 3 clusters Score: Raw -22357.827334 + Penalty 964.927226 = -21392.900108 nChanged 3 SP:Iteration 9Q (118.320037 sec): 3 clusters Score: Raw -22361.768063 + Penalty 979.351407 = -21382.416656 nChanged 5 SP:Iteration 10F (118.320707 sec): 3 clusters Score: Raw -22370.483196 + Penalty 991.791050 = -21378.692146 nChanged 5 SP:Iteration 11F (118.321380 sec): 3 clusters Score: Raw -22380.496798 + Penalty 1003.145156 = -21377.351642 nChanged 3 SP:Iteration 12F (118.322051 sec): 3 clusters Score: Raw -22386.945257 + Penalty 1010.979494 = -21375.965763 nChanged 2 SP:Iteration 13F (118.322733 sec): 3 clusters Score: Raw -22392.086804 + Penalty 1010.562339 = -21381.524466 nChanged 1 SP:Iteration 14Q (118.323369 sec): 3 clusters Score: Raw -22394.580893 + Penalty 1010.241998 = -21384.338895 nChanged 1 SP:Iteration 15Q (118.323999 sec): 3 clusters Score: Raw -22395.766399 + Penalty 1010.241998 = -21385.524400 nChanged 0 SP:Iteration 16F (118.324672 sec): 3 clusters Score: Raw -22395.766399 + Penalty 1010.241998 = -21385.524400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.325620 sec): 2 clusters Score: Raw -467.446942 + Penalty 146.701155 = -320.745787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.325821 sec): 2 clusters Score: Raw -467.446942 + Penalty 146.701155 = -320.745787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 52 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.327187 sec): 2 clusters Score: Raw -17844.875298 + Penalty 823.742674 = -17021.132624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.327829 sec): 3 clusters Score: Raw -17901.206313 + Penalty 1648.875504 = -16252.330809 nChanged 35 SP:Iteration 1F (118.328459 sec): 3 clusters Score: Raw -17971.037574 + Penalty 1649.690532 = -16321.347042 nChanged 7 SP:Iteration 2Q (118.329059 sec): 3 clusters Score: Raw -17996.765833 + Penalty 1649.619658 = -16347.146176 nChanged 6 SP:Iteration 3Q (118.329656 sec): 3 clusters Score: Raw -18024.432900 + Penalty 1650.082327 = -16374.350573 nChanged 5 SP:Iteration 4Q (118.330248 sec): 3 clusters Score: Raw -18037.704879 + Penalty 1650.797603 = -16386.907276 nChanged 2 SP:Iteration 5Q (118.330829 sec): 3 clusters Score: Raw -18042.203123 + Penalty 1651.053566 = -16391.149557 nChanged 1 SP:Iteration 6Q (118.331403 sec): 3 clusters Score: Raw -18042.592276 + Penalty 1651.053566 = -16391.538710 nChanged 0 SP:Iteration 7F (118.332016 sec): 3 clusters Score: Raw -18042.592276 + Penalty 1651.053566 = -16391.538710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 53 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.333845 sec): 2 clusters Score: Raw -30694.267076 + Penalty 803.256133 = -29891.010943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.334731 sec): 3 clusters Score: Raw -30656.193156 + Penalty 1606.358586 = -29049.834570 nChanged 68 SP:Iteration 1F (118.335601 sec): 3 clusters Score: Raw -30766.925435 + Penalty 1606.933076 = -29159.992358 nChanged 23 SP:Iteration 2F (118.336463 sec): 3 clusters Score: Raw -30806.041644 + Penalty 1607.682641 = -29198.359003 nChanged 12 SP:Iteration 3Q (118.337276 sec): 3 clusters Score: Raw -30824.772930 + Penalty 1607.869843 = -29216.903086 nChanged 3 SP:Iteration 4Q (118.338076 sec): 3 clusters Score: Raw -30829.773612 + Penalty 1608.352293 = -29221.421320 nChanged 2 SP:Iteration 5Q (118.338883 sec): 3 clusters Score: Raw -30833.967621 + Penalty 1608.149072 = -29225.818549 nChanged 1 SP:Iteration 6Q (118.339682 sec): 3 clusters Score: Raw -30834.651068 + Penalty 1608.149072 = -29226.501996 nChanged 0 SP:Iteration 7F (118.340510 sec): 3 clusters Score: Raw -30834.651068 + Penalty 1608.149072 = -29226.501996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 54 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.341641 sec): 2 clusters Score: Raw -6362.742685 + Penalty 382.550553 = -5980.192133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.341979 sec): 3 clusters Score: Raw -6371.970698 + Penalty 757.417704 = -5614.552995 nChanged 7 SP:Iteration 1F (118.342310 sec): 3 clusters Score: Raw -6392.460156 + Penalty 750.572921 = -5641.887235 nChanged 4 SP:Iteration 2F (118.342640 sec): 3 clusters Score: Raw -6398.008079 + Penalty 750.572921 = -5647.435158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 55 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.343500 sec): 2 clusters Score: Raw -1794.762305 + Penalty 303.200166 = -1491.562139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.343742 sec): 3 clusters Score: Raw -1807.110882 + Penalty 592.544395 = -1214.566487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.344556 sec): 2 clusters Score: Raw -748.520419 + Penalty 98.630885 = -649.889534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.344770 sec): 3 clusters Score: Raw -767.084771 + Penalty 187.045212 = -580.039559 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 57 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.350068 sec): 2 clusters Score: Raw -143702.660071 + Penalty 339.649940 = -143363.010131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.353205 sec): 3 clusters Score: Raw -142699.080271 + Penalty 706.436212 = -141992.644059 nChanged 675 SP:Iteration 1F (118.356327 sec): 3 clusters Score: Raw -143142.676514 + Penalty 757.847028 = -142384.829486 nChanged 268 SP:Iteration 2F (118.359385 sec): 3 clusters Score: Raw -143412.574648 + Penalty 794.176732 = -142618.397916 nChanged 155 SP:Iteration 3F (118.362397 sec): 3 clusters Score: Raw -143538.462201 + Penalty 813.022103 = -142725.440099 nChanged 74 SP:Iteration 4Q (118.365321 sec): 3 clusters Score: Raw -143586.872464 + Penalty 818.312754 = -142768.559710 nChanged 42 SP:Iteration 5Q (118.368196 sec): 3 clusters Score: Raw -143611.029751 + Penalty 821.656823 = -142789.372928 nChanged 23 SP:Iteration 6Q (118.371023 sec): 3 clusters Score: Raw -143619.704548 + Penalty 825.986704 = -142793.717844 nChanged 11 SP:Iteration 7Q (118.373854 sec): 3 clusters Score: Raw -143626.820662 + Penalty 828.728805 = -142798.091857 nChanged 12 SP:Iteration 8Q (118.376759 sec): 3 clusters Score: Raw -143630.584282 + Penalty 829.796276 = -142800.788005 nChanged 9 SP:Iteration 9Q (118.379698 sec): 3 clusters Score: Raw -143634.415840 + Penalty 832.176719 = -142802.239121 nChanged 12 SP:Iteration 10F (118.382690 sec): 3 clusters Score: Raw -143639.049459 + Penalty 834.878244 = -142804.171215 nChanged 12 SP:Iteration 11Q (118.385446 sec): 3 clusters Score: Raw -143645.114312 + Penalty 837.057986 = -142808.056326 nChanged 15 SP:Iteration 12Q (118.388203 sec): 3 clusters Score: Raw -143657.464909 + Penalty 838.874822 = -142818.590087 nChanged 14 SP:Iteration 13Q (118.390986 sec): 3 clusters Score: Raw -143673.290923 + Penalty 836.351373 = -142836.939550 nChanged 20 SP:Iteration 14Q (118.393726 sec): 3 clusters Score: Raw -143694.326341 + Penalty 836.571590 = -142857.754751 nChanged 18 SP:Iteration 15Q (118.396409 sec): 3 clusters Score: Raw -143706.857773 + Penalty 833.768085 = -142873.089688 nChanged 14 SP:Iteration 16Q (118.399061 sec): 3 clusters Score: Raw -143713.539780 + Penalty 831.970298 = -142881.569482 nChanged 7 SP:Iteration 17Q (118.401706 sec): 3 clusters Score: Raw -143717.310823 + Penalty 831.204166 = -142886.106658 nChanged 5 SP:Iteration 18Q (118.404327 sec): 3 clusters Score: Raw -143719.832743 + Penalty 832.052204 = -142887.780539 nChanged 3 SP:Iteration 19Q (118.406922 sec): 3 clusters Score: Raw -143720.817452 + Penalty 832.734843 = -142888.082609 nChanged 3 SP:Iteration 20F (118.409880 sec): 3 clusters Score: Raw -143721.552478 + Penalty 833.200177 = -142888.352301 nChanged 2 SP:Iteration 21Q (118.412458 sec): 3 clusters Score: Raw -143722.098664 + Penalty 833.159133 = -142888.939532 nChanged 4 SP:Iteration 22Q (118.415006 sec): 3 clusters Score: Raw -143723.466257 + Penalty 834.041556 = -142889.424702 nChanged 3 SP:Iteration 23Q (118.417579 sec): 3 clusters Score: Raw -143724.420032 + Penalty 835.220390 = -142889.199641 nChanged 2 SP:Iteration 24F (118.420564 sec): 3 clusters Score: Raw -143725.031468 + Penalty 836.448930 = -142888.582538 nChanged 1 SP:Iteration 25F (118.423594 sec): 3 clusters Score: Raw -143725.438379 + Penalty 836.042203 = -142889.396177 nChanged 1 SP:Iteration 26Q (118.426177 sec): 3 clusters Score: Raw -143726.115390 + Penalty 836.042203 = -142890.073188 nChanged 0 SP:Iteration 27F (118.429220 sec): 3 clusters Score: Raw -143726.115390 + Penalty 836.042203 = -142890.073188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 58 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.430330 sec): 2 clusters Score: Raw -888.771771 + Penalty 219.013137 = -669.758634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.430564 sec): 3 clusters Score: Raw -902.876582 + Penalty 399.009562 = -503.867019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 59 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.431750 sec): 2 clusters Score: Raw -10992.981821 + Penalty 501.120638 = -10491.861183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.432212 sec): 3 clusters Score: Raw -11007.615285 + Penalty 1000.583201 = -10007.032084 nChanged 18 SP:Iteration 1F (118.432668 sec): 3 clusters Score: Raw -11037.205810 + Penalty 1001.656708 = -10035.549102 nChanged 2 SP:Iteration 2Q (118.433111 sec): 3 clusters Score: Raw -11048.506775 + Penalty 1002.390690 = -10046.116085 nChanged 3 SP:Iteration 3Q (118.433551 sec): 3 clusters Score: Raw -11055.896116 + Penalty 1003.837787 = -10052.058330 nChanged 1 SP:Iteration 4Q (118.433990 sec): 3 clusters Score: Raw -11057.753770 + Penalty 1003.837787 = -10053.915984 nChanged 0 SP:Iteration 5F (118.434441 sec): 3 clusters Score: Raw -11057.753770 + Penalty 1003.837787 = -10053.915984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 61 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.435328 sec): 2 clusters Score: Raw -1339.343969 + Penalty 185.725984 = -1153.617985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.435564 sec): 3 clusters Score: Raw -1342.037827 + Penalty 347.119654 = -994.918173 nChanged 1 SP:Iteration 1F (118.435794 sec): 3 clusters Score: Raw -1349.912783 + Penalty 347.119654 = -1002.793130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 62 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.436586 sec): 2 clusters Score: Raw -547.186246 + Penalty 170.181265 = -377.004981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.436803 sec): 3 clusters Score: Raw -553.129567 + Penalty 343.385173 = -209.744394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.438014 sec): 2 clusters Score: Raw -14600.891099 + Penalty 664.711016 = -13936.180083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.438547 sec): 3 clusters Score: Raw -14630.217274 + Penalty 1328.557563 = -13301.659711 nChanged 26 SP:Iteration 1F (118.439072 sec): 3 clusters Score: Raw -14685.971431 + Penalty 1328.257370 = -13357.714061 nChanged 8 SP:Iteration 2Q (118.439597 sec): 3 clusters Score: Raw -14705.662890 + Penalty 1329.172208 = -13376.490681 nChanged 5 SP:Iteration 3Q (118.440101 sec): 3 clusters Score: Raw -14714.428597 + Penalty 1331.634504 = -13382.794093 nChanged 4 SP:Iteration 4Q (118.440598 sec): 3 clusters Score: Raw -14725.107876 + Penalty 1334.538546 = -13390.569330 nChanged 3 SP:Iteration 5Q (118.441091 sec): 3 clusters Score: Raw -14731.436529 + Penalty 1336.724548 = -13394.711981 nChanged 2 SP:Iteration 6Q (118.441580 sec): 3 clusters Score: Raw -14736.834121 + Penalty 1336.724548 = -13400.109573 nChanged 0 SP:Iteration 7F (118.442094 sec): 3 clusters Score: Raw -14736.834121 + Penalty 1336.724548 = -13400.109573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 64 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.443012 sec): 2 clusters Score: Raw -1889.640696 + Penalty 283.196282 = -1606.444414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.443283 sec): 3 clusters Score: Raw -1918.120552 + Penalty 566.392565 = -1351.727987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.444231 sec): 2 clusters Score: Raw -3582.854835 + Penalty 388.118338 = -3194.736497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.444515 sec): 3 clusters Score: Raw -3613.478557 + Penalty 775.633827 = -2837.844730 nChanged 2 SP:Iteration 1F (118.444790 sec): 3 clusters Score: Raw -3620.289674 + Penalty 775.633827 = -2844.655847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 66 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.446648 sec): 2 clusters Score: Raw -31063.052417 + Penalty 635.312536 = -30427.739881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.447555 sec): 3 clusters Score: Raw -30967.976351 + Penalty 1273.381440 = -29694.594910 nChanged 80 SP:Iteration 1F (118.448461 sec): 3 clusters Score: Raw -31080.567311 + Penalty 1278.121559 = -29802.445752 nChanged 31 SP:Iteration 2F (118.449369 sec): 3 clusters Score: Raw -31116.939128 + Penalty 1280.485014 = -29836.454114 nChanged 14 SP:Iteration 3Q (118.450270 sec): 3 clusters Score: Raw -31140.089980 + Penalty 1282.351806 = -29857.738174 nChanged 8 SP:Iteration 4Q (118.451166 sec): 3 clusters Score: Raw -31148.511279 + Penalty 1283.019384 = -29865.491896 nChanged 3 SP:Iteration 5Q (118.452049 sec): 3 clusters Score: Raw -31151.716118 + Penalty 1283.019384 = -29868.696735 nChanged 0 SP:Iteration 6F (118.452949 sec): 3 clusters Score: Raw -31151.716118 + Penalty 1283.019384 = -29868.696735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.453922 sec): 2 clusters Score: Raw -189.834533 + Penalty 68.678465 = -121.156068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.454118 sec): 2 clusters Score: Raw -189.834533 + Penalty 68.678465 = -121.156068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 68 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.455680 sec): 2 clusters Score: Raw -23628.361886 + Penalty 716.029916 = -22912.331970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.456404 sec): 3 clusters Score: Raw -23608.551143 + Penalty 1433.582515 = -22174.968628 nChanged 52 SP:Iteration 1F (118.457124 sec): 3 clusters Score: Raw -23696.529792 + Penalty 1432.893618 = -22263.636174 nChanged 12 SP:Iteration 2Q (118.457843 sec): 3 clusters Score: Raw -23735.385953 + Penalty 1432.336542 = -22303.049411 nChanged 5 SP:Iteration 3Q (118.458551 sec): 3 clusters Score: Raw -23743.516460 + Penalty 1432.336542 = -22311.179918 nChanged 0 SP:Iteration 4F (118.459421 sec): 3 clusters Score: Raw -23743.516460 + Penalty 1432.336542 = -22311.179918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 69 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.460481 sec): 2 clusters Score: Raw -1676.870922 + Penalty 270.075452 = -1406.795470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.460723 sec): 3 clusters Score: Raw -1700.860352 + Penalty 532.245039 = -1168.615313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 75 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.461640 sec): 2 clusters Score: Raw -2861.055895 + Penalty 341.907837 = -2519.148058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.461913 sec): 3 clusters Score: Raw -2900.561237 + Penalty 689.252727 = -2211.308509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.462706 sec): 2 clusters Score: Raw -992.637017 + Penalty 246.604733 = -746.032284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.462964 sec): 3 clusters Score: Raw -1019.502008 + Penalty 485.362053 = -534.139956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.463775 sec): 2 clusters Score: Raw -1712.018383 + Penalty 295.968052 = -1416.050331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.464017 sec): 3 clusters Score: Raw -1756.147010 + Penalty 591.232256 = -1164.914754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.464822 sec): 2 clusters Score: Raw -1355.655312 + Penalty 260.280508 = -1095.374804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.465058 sec): 3 clusters Score: Raw -1383.374327 + Penalty 520.324712 = -863.049615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.465842 sec): 2 clusters Score: Raw -476.411977 + Penalty 161.524615 = -314.887362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.466058 sec): 3 clusters Score: Raw -474.006392 + Penalty 322.694356 = -151.312036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 81 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.467231 sec): 2 clusters Score: Raw -14829.644912 + Penalty 671.216817 = -14158.428095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.467750 sec): 3 clusters Score: Raw -14853.333782 + Penalty 1346.778338 = -13506.555444 nChanged 19 SP:Iteration 1F (118.468258 sec): 3 clusters Score: Raw -14898.814876 + Penalty 1344.533168 = -13554.281709 nChanged 8 SP:Iteration 2Q (118.468772 sec): 3 clusters Score: Raw -14922.297329 + Penalty 1344.685631 = -13577.611698 nChanged 4 SP:Iteration 3Q (118.469256 sec): 3 clusters Score: Raw -14941.186102 + Penalty 1344.557336 = -13596.628766 nChanged 4 SP:Iteration 4Q (118.469734 sec): 3 clusters Score: Raw -14952.188053 + Penalty 1344.557336 = -13607.630717 nChanged 0 SP:Iteration 5F (118.470234 sec): 3 clusters Score: Raw -14952.188053 + Penalty 1344.557336 = -13607.630717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 82 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.471127 sec): 2 clusters Score: Raw -1518.313306 + Penalty 286.309456 = -1232.003850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.471370 sec): 3 clusters Score: Raw -1548.001191 + Penalty 572.618912 = -975.382279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.472192 sec): 2 clusters Score: Raw -1496.082309 + Penalty 232.671922 = -1263.410387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.472446 sec): 3 clusters Score: Raw -1709.337505 + Penalty 515.410904 = -1193.926601 nChanged 2 SP:Iteration 1F (118.472694 sec): 3 clusters Score: Raw -1727.327031 + Penalty 515.410904 = -1211.916127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 86 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.473513 sec): 2 clusters Score: Raw -1340.479159 + Penalty 261.997110 = -1078.482049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.473747 sec): 3 clusters Score: Raw -1363.353490 + Penalty 524.599952 = -838.753539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.474554 sec): 2 clusters Score: Raw -828.325241 + Penalty 218.048760 = -610.276481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.474802 sec): 3 clusters Score: Raw -838.998073 + Penalty 443.438360 = -395.559713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 89 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.475587 sec): 2 clusters Score: Raw -989.461314 + Penalty 186.544079 = -802.917234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.475814 sec): 3 clusters Score: Raw -996.158184 + Penalty 372.074930 = -624.083254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 90 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.476605 sec): 2 clusters Score: Raw -1364.179556 + Penalty 293.147171 = -1071.032385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.476840 sec): 3 clusters Score: Raw -1411.131947 + Penalty 594.655419 = -816.476527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.477609 sec): 2 clusters Score: Raw -452.524329 + Penalty 107.844930 = -344.679398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.477823 sec): 3 clusters Score: Raw -452.602710 + Penalty 221.373306 = -231.229403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 97 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.478755 sec): 2 clusters Score: Raw -6066.099549 + Penalty 433.622956 = -5632.476593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.479086 sec): 3 clusters Score: Raw -6083.758797 + Penalty 865.805952 = -5217.952845 nChanged 3 SP:Iteration 1Q (118.479402 sec): 3 clusters Score: Raw -6090.411541 + Penalty 864.047702 = -5226.363839 nChanged 3 SP:Iteration 2Q (118.479718 sec): 3 clusters Score: Raw -6095.442348 + Penalty 860.165048 = -5235.277301 nChanged 3 SP:Iteration 3Q (118.480032 sec): 3 clusters Score: Raw -6101.650624 + Penalty 860.144808 = -5241.505816 nChanged 1 SP:Iteration 4Q (118.480345 sec): 3 clusters Score: Raw -6103.790642 + Penalty 860.144808 = -5243.645833 nChanged 0 SP:Iteration 5F (118.480667 sec): 3 clusters Score: Raw -6103.790642 + Penalty 860.144808 = -5243.645833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 99 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.481730 sec): 2 clusters Score: Raw -8300.765945 + Penalty 473.069276 = -7827.696669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.482113 sec): 3 clusters Score: Raw -8345.613993 + Penalty 947.709505 = -7397.904487 nChanged 9 SP:Iteration 1F (118.482490 sec): 3 clusters Score: Raw -8374.104256 + Penalty 951.770426 = -7422.333831 nChanged 3 SP:Iteration 2Q (118.482848 sec): 3 clusters Score: Raw -8383.335872 + Penalty 954.042487 = -7429.293385 nChanged 1 SP:Iteration 3Q (118.483204 sec): 3 clusters Score: Raw -8386.353557 + Penalty 954.042487 = -7432.311070 nChanged 0 SP:Iteration 4F (118.483581 sec): 3 clusters Score: Raw -8386.353557 + Penalty 954.042487 = -7432.311070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.484427 sec): 2 clusters Score: Raw -1124.684361 + Penalty 210.373402 = -914.310959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.484659 sec): 3 clusters Score: Raw -1142.579274 + Penalty 418.966526 = -723.612748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 105 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.485452 sec): 2 clusters Score: Raw -1100.969231 + Penalty 225.639660 = -875.329571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.485701 sec): 3 clusters Score: Raw -1113.856964 + Penalty 451.279321 = -662.577644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.486481 sec): 2 clusters Score: Raw -848.396939 + Penalty 225.727081 = -622.669859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.486704 sec): 3 clusters Score: Raw -848.660811 + Penalty 451.097532 = -397.563279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.487483 sec): 2 clusters Score: Raw -796.713093 + Penalty 183.136574 = -613.576519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.487699 sec): 3 clusters Score: Raw -812.612822 + Penalty 319.360192 = -493.252630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.488473 sec): 2 clusters Score: Raw -667.847569 + Penalty 202.367754 = -465.479815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.488695 sec): 3 clusters Score: Raw -660.597464 + Penalty 414.108709 = -246.488755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 116 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.489515 sec): 2 clusters Score: Raw -1475.617922 + Penalty 249.103085 = -1226.514837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.489753 sec): 3 clusters Score: Raw -1498.875648 + Penalty 484.051308 = -1014.824340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 121 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.490617 sec): 2 clusters Score: Raw -3588.837722 + Penalty 371.692951 = -3217.144771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.490899 sec): 3 clusters Score: Raw -3599.570474 + Penalty 742.359438 = -2857.211036 nChanged 2 SP:Iteration 1F (118.491174 sec): 3 clusters Score: Raw -3605.744205 + Penalty 742.359438 = -2863.384767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 122 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.491987 sec): 2 clusters Score: Raw -1512.332886 + Penalty 299.736552 = -1212.596334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.492224 sec): 3 clusters Score: Raw -1536.633240 + Penalty 594.271888 = -942.361351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.492999 sec): 2 clusters Score: Raw -660.530656 + Penalty 200.975332 = -459.555324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.493222 sec): 3 clusters Score: Raw -664.262909 + Penalty 404.443708 = -259.819202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.494031 sec): 2 clusters Score: Raw -950.471797 + Penalty 235.478130 = -714.993667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.494257 sec): 3 clusters Score: Raw -955.002267 + Penalty 476.826506 = -478.175760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.495037 sec): 2 clusters Score: Raw -658.498929 + Penalty 174.087265 = -484.411664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.495258 sec): 3 clusters Score: Raw -657.738586 + Penalty 350.515576 = -307.223010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.496044 sec): 2 clusters Score: Raw -276.342426 + Penalty 102.283729 = -174.058697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.496251 sec): 3 clusters Score: Raw -271.252437 + Penalty 226.963540 = -44.288896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 132 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.497038 sec): 2 clusters Score: Raw -906.632649 + Penalty 361.028406 = -545.604243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.497269 sec): 3 clusters Score: Raw -1092.520393 + Penalty 723.973572 = -368.546821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.498058 sec): 2 clusters Score: Raw -816.131831 + Penalty 160.387604 = -655.744227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.498285 sec): 3 clusters Score: Raw -824.852015 + Penalty 315.977287 = -508.874728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 135 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.499064 sec): 2 clusters Score: Raw -560.280882 + Penalty 176.283061 = -383.997821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.499280 sec): 3 clusters Score: Raw -557.198452 + Penalty 312.334986 = -244.863467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.500052 sec): 2 clusters Score: Raw -827.254262 + Penalty 178.000643 = -649.253618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.500272 sec): 3 clusters Score: Raw -836.085485 + Penalty 357.453798 = -478.631686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 137 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.501576 sec): 2 clusters Score: Raw -17963.524047 + Penalty 735.860432 = -17227.663615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.502168 sec): 3 clusters Score: Raw -17949.144145 + Penalty 1471.952855 = -16477.191290 nChanged 26 SP:Iteration 1F (118.502749 sec): 3 clusters Score: Raw -18004.383343 + Penalty 1471.689108 = -16532.694235 nChanged 9 SP:Iteration 2Q (118.503304 sec): 3 clusters Score: Raw -18024.163693 + Penalty 1471.526919 = -16552.636774 nChanged 2 SP:Iteration 3Q (118.503854 sec): 3 clusters Score: Raw -18028.487892 + Penalty 1471.482813 = -16557.005079 nChanged 2 SP:Iteration 4Q (118.504404 sec): 3 clusters Score: Raw -18035.300713 + Penalty 1471.390584 = -16563.910129 nChanged 1 SP:Iteration 5Q (118.504952 sec): 3 clusters Score: Raw -18040.111990 + Penalty 1471.390584 = -16568.721406 nChanged 0 SP:Iteration 6F (118.505518 sec): 3 clusters Score: Raw -18040.111990 + Penalty 1471.390584 = -16568.721406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 138 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.506441 sec): 2 clusters Score: Raw -1134.434104 + Penalty 228.302115 = -906.131988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.506684 sec): 3 clusters Score: Raw -1168.547744 + Penalty 457.461519 = -711.086225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.508315 sec): 2 clusters Score: Raw -24374.642855 + Penalty 252.778353 = -24121.864502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.509137 sec): 3 clusters Score: Raw -24276.675512 + Penalty 505.452843 = -23771.222669 nChanged 101 SP:Iteration 1F (118.509946 sec): 3 clusters Score: Raw -24375.372440 + Penalty 508.388274 = -23866.984166 nChanged 31 SP:Iteration 2F (118.510757 sec): 3 clusters Score: Raw -24422.019503 + Penalty 507.905374 = -23914.114129 nChanged 19 SP:Iteration 3F (118.511549 sec): 3 clusters Score: Raw -24438.620798 + Penalty 507.157884 = -23931.462914 nChanged 7 SP:Iteration 4Q (118.512301 sec): 3 clusters Score: Raw -24441.448909 + Penalty 506.705892 = -23934.743017 nChanged 4 SP:Iteration 5Q (118.513050 sec): 3 clusters Score: Raw -24445.640189 + Penalty 506.233662 = -23939.406527 nChanged 3 SP:Iteration 6Q (118.513798 sec): 3 clusters Score: Raw -24448.480388 + Penalty 506.414092 = -23942.066296 nChanged 1 SP:Iteration 7Q (118.514545 sec): 3 clusters Score: Raw -24452.147221 + Penalty 506.484921 = -23945.662300 nChanged 1 SP:Iteration 8Q (118.515297 sec): 3 clusters Score: Raw -24454.366842 + Penalty 506.427438 = -23947.939404 nChanged 2 SP:Iteration 9Q (118.516065 sec): 3 clusters Score: Raw -24455.902097 + Penalty 506.352887 = -23949.549210 nChanged 1 SP:Iteration 10F (118.516841 sec): 3 clusters Score: Raw -24457.231663 + Penalty 506.421325 = -23950.810339 nChanged 1 SP:Iteration 11Q (118.517592 sec): 3 clusters Score: Raw -24457.682063 + Penalty 506.361273 = -23951.320790 nChanged 1 SP:Iteration 12Q (118.518339 sec): 3 clusters Score: Raw -24457.823275 + Penalty 506.361273 = -23951.462002 nChanged 0 SP:Iteration 13F (118.519116 sec): 3 clusters Score: Raw -24457.823275 + Penalty 506.361273 = -23951.462002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.520055 sec): 2 clusters Score: Raw -813.851646 + Penalty 174.733045 = -639.118601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.520282 sec): 3 clusters Score: Raw -829.400225 + Penalty 352.214954 = -477.185271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.521094 sec): 2 clusters Score: Raw -1032.390032 + Penalty 254.103326 = -778.286707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.521322 sec): 3 clusters Score: Raw -1054.454921 + Penalty 511.015496 = -543.439425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 152 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.522139 sec): 2 clusters Score: Raw -2129.243259 + Penalty 358.869499 = -1770.373761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.522389 sec): 3 clusters Score: Raw -2170.816949 + Penalty 717.256143 = -1453.560806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.523166 sec): 2 clusters Score: Raw -688.728589 + Penalty 167.567764 = -521.160824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.523386 sec): 3 clusters Score: Raw -726.029869 + Penalty 306.131609 = -419.898259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 155 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.524167 sec): 2 clusters Score: Raw -1077.109522 + Penalty 233.996930 = -843.112592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.524395 sec): 3 clusters Score: Raw -1067.315366 + Penalty 467.468359 = -599.847007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.525163 sec): 2 clusters Score: Raw -375.059425 + Penalty 111.123013 = -263.936412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.525376 sec): 3 clusters Score: Raw -369.795339 + Penalty 222.246026 = -147.549314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 159 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.526219 sec): 2 clusters Score: Raw -1814.659281 + Penalty 177.642360 = -1637.016921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.526465 sec): 3 clusters Score: Raw -1825.554000 + Penalty 355.464087 = -1470.089913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.527252 sec): 2 clusters Score: Raw -860.405937 + Penalty 225.018276 = -635.387661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.527477 sec): 3 clusters Score: Raw -866.136560 + Penalty 452.734076 = -413.402485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 167 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.528263 sec): 2 clusters Score: Raw -1100.507055 + Penalty 239.164722 = -861.342333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.528493 sec): 3 clusters Score: Raw -1110.996513 + Penalty 480.064540 = -630.931973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.529261 sec): 2 clusters Score: Raw -463.935061 + Penalty 151.520933 = -312.414129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.529475 sec): 3 clusters Score: Raw -461.840864 + Penalty 279.811682 = -182.029183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 171 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.530310 sec): 2 clusters Score: Raw -2397.291955 + Penalty 366.916739 = -2030.375216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.530567 sec): 3 clusters Score: Raw -2440.754720 + Penalty 736.516721 = -1704.238000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 172 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.531366 sec): 2 clusters Score: Raw -1499.244511 + Penalty 267.858835 = -1231.385676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.531604 sec): 3 clusters Score: Raw -1519.489459 + Penalty 532.474709 = -987.014750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 189 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.532381 sec): 2 clusters Score: Raw -775.746184 + Penalty 210.014573 = -565.731611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.532603 sec): 3 clusters Score: Raw -773.313079 + Penalty 424.049490 = -349.263589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.533374 sec): 2 clusters Score: Raw -737.811192 + Penalty 236.405634 = -501.405557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.533596 sec): 3 clusters Score: Raw -760.469742 + Penalty 472.811269 = -287.658473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 194 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.534385 sec): 2 clusters Score: Raw -657.852537 + Penalty 189.116902 = -468.735636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.534604 sec): 3 clusters Score: Raw -660.984160 + Penalty 371.010538 = -289.973622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.535363 sec): 2 clusters Score: Raw -187.559652 + Penalty 60.868473 = -126.691179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.535571 sec): 3 clusters Score: Raw -178.902351 + Penalty 121.736947 = -57.165404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.536347 sec): 2 clusters Score: Raw -179.132367 + Penalty 37.342843 = -141.789525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.536539 sec): 2 clusters Score: Raw -179.132367 + Penalty 37.342843 = -141.789525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.537294 sec): 2 clusters Score: Raw -187.719673 + Penalty 69.012572 = -118.707101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.537488 sec): 2 clusters Score: Raw -187.719673 + Penalty 69.012572 = -118.707101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.538254 sec): 2 clusters Score: Raw -282.134061 + Penalty 96.856274 = -185.277787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.538464 sec): 3 clusters Score: Raw -273.272214 + Penalty 204.606380 = -68.665834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.539232 sec): 2 clusters Score: Raw -187.312276 + Penalty 67.683037 = -119.629239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.539436 sec): 3 clusters Score: Raw -179.333888 + Penalty 135.366075 = -43.967814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.540176 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.540356 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 Deleting Class 114 (7 points): Lose 52.984955 but Gain 1116.653377 Iteration 119Q (119.010006 sec): 121 clusters Score: Raw -3852233.902305 + Penalty 113342.749271 = -3738891.153034 nChanged 470 Deleting Class 67 (2 points): Lose 2.631978 but Gain 1063.885714 Iteration 120F (121.605309 sec): 120 clusters Score: Raw -3852365.844345 + Penalty 112321.242234 = -3740044.602111 nChanged 299 Deleting Class 123 (7 points): Lose 53.944610 but Gain 1108.970076 Iteration 121Q (121.893708 sec): 119 clusters Score: Raw -3852397.183072 + Penalty 111238.472514 = -3741158.710558 nChanged 185 Deleting Class 150 (10 points): Lose 73.548282 but Gain 1128.511360 Iteration 122Q (122.182577 sec): 118 clusters Score: Raw -3852359.397817 + Penalty 110142.512901 = -3742216.884916 nChanged 138 Deleting Class 122 (16 points): Lose 107.741736 but Gain 1160.791210 Iteration 123Q (122.465940 sec): 117 clusters Score: Raw -3852280.999500 + Penalty 109035.524545 = -3743245.474956 nChanged 137 Deleting Class 106 (9 points): Lose 50.617371 but Gain 1103.085237 Iteration 124Q (122.751557 sec): 116 clusters Score: Raw -3852269.695430 + Penalty 107973.311702 = -3744296.383728 nChanged 115 Deleting Class 124 (10 points): Lose 46.645966 but Gain 1098.081930 Iteration 125Q (123.030139 sec): 115 clusters Score: Raw -3852260.389054 + Penalty 106901.824161 = -3745358.564893 nChanged 95 Deleting Class 161 (9 points): Lose 50.121538 but Gain 1099.621445 Iteration 126Q (123.305498 sec): 114 clusters Score: Raw -3852246.715386 + Penalty 105821.127922 = -3746425.587463 nChanged 81 Deleting Class 152 (23 points): Lose 179.934406 but Gain 1228.939207 Iteration 127Q (123.578961 sec): 113 clusters Score: Raw -3852088.691988 + Penalty 104636.033072 = -3747452.658916 nChanged 84 Deleting Class 234 (2 points): Lose 1.541716 but Gain 1048.465719 Iteration 128Q (123.850504 sec): 112 clusters Score: Raw -3852142.502225 + Penalty 103609.920720 = -3748532.581505 nChanged 60 Deleting Class 171 (26 points): Lose 165.089590 but Gain 1209.214739 Iteration 129Q (124.118749 sec): 111 clusters Score: Raw -3851996.625154 + Penalty 102429.979739 = -3749566.645415 nChanged 89 Deleting Class 189 (8 points): Lose 42.570540 but Gain 1084.432616 Iteration 130F (126.514150 sec): 110 clusters Score: Raw -3852018.153005 + Penalty 101346.039713 = -3750672.113292 nChanged 83 Deleting Class 82 (16 points): Lose 70.875287 but Gain 1108.792030 Iteration 131Q (126.773537 sec): 109 clusters Score: Raw -3851982.046120 + Penalty 100252.176532 = -3751729.869588 nChanged 71 Deleting Class 80 (5 points): Lose 47.678041 but Gain 1077.616775 Iteration 132Q (127.030940 sec): 108 clusters Score: Raw -3851968.443999 + Penalty 99184.912776 = -3752783.531223 nChanged 45 Deleting Class 65 (35 points): Lose 130.269146 but Gain 1158.261522 Iteration 133Q (127.285803 sec): 107 clusters Score: Raw -3851852.500035 + Penalty 98030.101651 = -3753822.398384 nChanged 61 Deleting Class 213 (2 points): Lose 42.192102 but Gain 1069.061303 Iteration 134Q (127.539782 sec): 106 clusters Score: Raw -3851875.276649 + Penalty 96974.891321 = -3754900.385327 nChanged 29 Deleting Class 90 (15 points): Lose 137.973174 but Gain 1162.328407 Iteration 135Q (127.790724 sec): 105 clusters Score: Raw -3851744.608252 + Penalty 95929.571924 = -3755815.036328 nChanged 40 Deleting Class 214 (7 points): Lose 69.388747 but Gain 1107.888163 Iteration 136Q (128.042123 sec): 104 clusters Score: Raw -3851748.269367 + Penalty 94924.980493 = -3756823.288874 nChanged 31 Deleting Class 55 (19 points): Lose 83.677082 but Gain 1105.673071 Iteration 137Q (128.290376 sec): 103 clusters Score: Raw -3851686.373857 + Penalty 93880.223377 = -3757806.150479 nChanged 40 Deleting Class 41 (18 points): Lose 91.919566 but Gain 1112.315461 Iteration 138Q (128.547604 sec): 102 clusters Score: Raw -3851633.542530 + Penalty 92840.692545 = -3758792.849984 nChanged 39 Deleting Class 22 (11 points): Lose 174.133224 but Gain 1184.225880 Iteration 139Q (128.804555 sec): 101 clusters Score: Raw -3851512.162792 + Penalty 91707.857089 = -3759804.305703 nChanged 40 Deleting Class 194 (7 points): Lose 39.057023 but Gain 1043.535954 Iteration 140F (130.969543 sec): 100 clusters Score: Raw -3851519.533141 + Penalty 90690.910444 = -3760828.622697 nChanged 36 Deleting Class 135 (6 points): Lose 55.477460 but Gain 1056.405686 Iteration 141Q (131.222529 sec): 99 clusters Score: Raw -3851488.395405 + Penalty 89641.151589 = -3761847.243816 nChanged 28 Deleting Class 62 (7 points): Lose 75.068666 but Gain 1066.650632 Iteration 142Q (131.468452 sec): 98 clusters Score: Raw -3851428.017188 + Penalty 88589.321283 = -3762838.695905 nChanged 31 Deleting Class 192 (8 points): Lose 232.144136 but Gain 1220.705675 Iteration 143Q (131.724320 sec): 97 clusters Score: Raw -3851224.199264 + Penalty 87335.105898 = -3763889.093365 nChanged 30 Deleting Class 121 (38 points): Lose 113.898721 but Gain 1097.162339 Iteration 144Q (131.980047 sec): 96 clusters Score: Raw -3851144.209512 + Penalty 86266.445344 = -3764877.764167 nChanged 55 Deleting Class 170 (6 points): Lose 44.377761 but Gain 1026.307442 Iteration 145Q (132.223614 sec): 95 clusters Score: Raw -3851155.514634 + Penalty 85250.182278 = -3765905.332356 nChanged 29 Deleting Class 3 (138 points): Lose 579.630240 but Gain 1558.711299 Iteration 146Q (132.463048 sec): 94 clusters Score: Raw -3850599.857826 + Penalty 83761.810787 = -3766838.047039 nChanged 154 Deleting Class 155 (11 points): Lose 69.598753 but Gain 1047.803401 Iteration 147Q (132.709227 sec): 93 clusters Score: Raw -3850839.754461 + Penalty 82773.503066 = -3768066.251395 nChanged 60 Deleting Class 88 (11 points): Lose 95.312491 but Gain 1129.248493 Iteration 148Q (132.947545 sec): 92 clusters Score: Raw -3850808.927280 + Penalty 81685.759794 = -3769123.167485 nChanged 54 Deleting Class 46 (17 points): Lose 81.576237 but Gain 1059.417892 Iteration 149Q (133.185391 sec): 91 clusters Score: Raw -3850779.901592 + Penalty 80634.388038 = -3770145.513554 nChanged 48 Deleting Class 28 (13 points): Lose 73.907649 but Gain 1046.742557 Iteration 150F (135.155624 sec): 90 clusters Score: Raw -3850752.537356 + Penalty 79602.489927 = -3771150.047429 nChanged 42 Deleting Class 167 (12 points): Lose 67.819679 but Gain 1033.443878 Iteration 151Q (135.392439 sec): 89 clusters Score: Raw -3850722.958766 + Penalty 78646.390096 = -3772076.568670 nChanged 41 Deleting Class 172 (16 points): Lose 79.583183 but Gain 1037.338218 Iteration 152Q (135.626170 sec): 88 clusters Score: Raw -3850685.238008 + Penalty 77656.308481 = -3773028.929527 nChanged 49 Deleting Class 86 (16 points): Lose 99.860628 but Gain 1058.842890 Iteration 153Q (135.859435 sec): 87 clusters Score: Raw -3850627.500136 + Penalty 76582.398741 = -3774045.101395 nChanged 41 Deleting Class 49 (5 points): Lose 26.118471 but Gain 978.721577 Iteration 154Q (136.091681 sec): 86 clusters Score: Raw -3850648.897998 + Penalty 75571.650731 = -3775077.247267 nChanged 34 Deleting Class 81 (169 points): Lose 484.935095 but Gain 1426.901809 Iteration 155Q (136.323672 sec): 85 clusters Score: Raw -3850189.429752 + Penalty 74297.194737 = -3775892.235015 nChanged 193 Deleting Class 79 (15 points): Lose 94.426294 but Gain 1032.012102 Iteration 156Q (136.560904 sec): 84 clusters Score: Raw -3850419.332122 + Penalty 73305.710244 = -3777113.621878 nChanged 63 Deleting Class 128 (7 points): Lose 23.124534 but Gain 960.603301 Iteration 157Q (136.789975 sec): 83 clusters Score: Raw -3850449.094145 + Penalty 72343.111072 = -3778105.983073 nChanged 43 Deleting Class 116 (16 points): Lose 69.450806 but Gain 1003.705649 Iteration 158Q (137.016888 sec): 82 clusters Score: Raw -3850404.655229 + Penalty 71424.902282 = -3778979.752948 nChanged 42 Deleting Class 58 (11 points): Lose 122.834086 but Gain 1051.935862 Iteration 159Q (137.244315 sec): 81 clusters Score: Raw -3850318.867867 + Penalty 70423.934451 = -3779894.933415 nChanged 36 Deleting Class 199 (2 points): Lose 16.642959 but Gain 942.902537 Iteration 160F (138.991320 sec): 80 clusters Score: Raw -3850368.591896 + Penalty 69498.378154 = -3780870.213742 nChanged 19 Deleting Class 76 (11 points): Lose 181.402521 but Gain 1104.259266 Iteration 161Q (139.215483 sec): 79 clusters Score: Raw -3850197.536634 + Penalty 68385.012445 = -3781812.524189 nChanged 32 Deleting Class 69 (18 points): Lose 85.969530 but Gain 1003.301040 Iteration 162Q (139.437869 sec): 78 clusters Score: Raw -3850140.603972 + Penalty 67450.299919 = -3782690.304053 nChanged 42 Deleting Class 16 (164 points): Lose 395.730414 but Gain 1316.716362 Iteration 163Q (139.660136 sec): 77 clusters Score: Raw -3849790.612134 + Penalty 66233.655910 = -3783556.956225 nChanged 182 Deleting Class 97 (63 points): Lose 203.718689 but Gain 1119.211994 Iteration 164Q (139.888432 sec): 76 clusters Score: Raw -3849854.732242 + Penalty 65137.986582 = -3784716.745661 nChanged 123 Deleting Class 77 (18 points): Lose 134.598805 but Gain 1050.333819 Iteration 165Q (140.110639 sec): 75 clusters Score: Raw -3849836.760397 + Penalty 64089.642960 = -3785747.117437 nChanged 65 Deleting Class 131 (3 points): Lose 91.152623 but Gain 999.682197 Iteration 166Q (140.334618 sec): 74 clusters Score: Raw -3849813.134077 + Penalty 63078.170360 = -3786734.963716 nChanged 41 Deleting Class 75 (33 points): Lose 160.889693 but Gain 1068.815309 Iteration 167Q (140.549308 sec): 73 clusters Score: Raw -3849680.788877 + Penalty 62114.576535 = -3787566.212342 nChanged 62 Deleting Class 105 (14 points): Lose 90.901428 but Gain 1009.790286 Iteration 168Q (140.765449 sec): 72 clusters Score: Raw -3849677.758108 + Penalty 61144.478311 = -3788533.279797 nChanged 51 Deleting Class 138 (13 points): Lose 106.029336 but Gain 994.354599 Iteration 169Q (140.978579 sec): 71 clusters Score: Raw -3849622.460129 + Penalty 60162.181633 = -3789460.278496 nChanged 47 Deleting Class 61 (16 points): Lose 88.415340 but Gain 974.494493 Iteration 170F (142.517740 sec): 70 clusters Score: Raw -3849592.146052 + Penalty 59188.716524 = -3790403.429528 nChanged 50 Deleting Class 6 (23 points): Lose 114.107697 but Gain 994.836491 Iteration 171Q (142.730996 sec): 69 clusters Score: Raw -3849524.058295 + Penalty 58194.696571 = -3791329.361725 nChanged 45 Deleting Class 32 (50 points): Lose 323.329611 but Gain 1193.803245 Iteration 172Q (142.946795 sec): 68 clusters Score: Raw -3849257.546708 + Penalty 57130.011749 = -3792127.534958 nChanged 76 Deleting Class 103 (23 points): Lose 173.723674 but Gain 1043.260119 Iteration 173Q (143.162413 sec): 67 clusters Score: Raw -3849223.320522 + Penalty 56276.234855 = -3792947.085667 nChanged 60 Deleting Class 157 (4 points): Lose 7.865516 but Gain 860.693269 Iteration 174Q (143.379257 sec): 66 clusters Score: Raw -3849319.093135 + Penalty 55418.475057 = -3793900.618078 nChanged 28 Deleting Class 146 (10 points): Lose 49.128476 but Gain 899.685575 Iteration 175Q (143.598980 sec): 65 clusters Score: Raw -3849296.332689 + Penalty 54521.481598 = -3794774.851091 nChanged 28 Deleting Class 40 (13 points): Lose 65.885551 but Gain 905.107247 Iteration 176Q (143.806609 sec): 64 clusters Score: Raw -3849254.556024 + Penalty 53688.675646 = -3795565.880378 nChanged 25 Deleting Class 24 (6 points): Lose 12.312732 but Gain 850.224611 Iteration 177Q (144.013983 sec): 63 clusters Score: Raw -3849289.129872 + Penalty 52840.846470 = -3796448.283402 nChanged 19 Deleting Class 64 (36 points): Lose 193.692554 but Gain 1020.121813 Iteration 178Q (144.217158 sec): 62 clusters Score: Raw -3849110.233490 + Penalty 51853.719039 = -3797256.514452 nChanged 48 Deleting Class 13 (10 points): Lose 58.290419 but Gain 880.783576 Iteration 179Q (144.419079 sec): 61 clusters Score: Raw -3849127.083899 + Penalty 50972.763769 = -3798154.320130 nChanged 24 Deleting Class 109 (8 points): Lose 90.134056 but Gain 889.509564 Iteration 180F (145.753578 sec): 60 clusters Score: Raw -3849064.617743 + Penalty 50084.622115 = -3798979.995628 nChanged 16 Deleting Class 136 (9 points): Lose 64.630924 but Gain 854.261440 Iteration 181Q (145.957818 sec): 59 clusters Score: Raw -3849023.143142 + Penalty 49249.880914 = -3799773.262228 nChanged 24 Deleting Class 89 (11 points): Lose 48.328403 but Gain 835.316603 Iteration 182Q (146.162158 sec): 58 clusters Score: Raw -3849012.442498 + Penalty 48370.372998 = -3800642.069500 nChanged 28 Deleting Class 54 (63 points): Lose 209.445689 but Gain 982.684609 Iteration 183Q (146.364988 sec): 57 clusters Score: Raw -3848836.229972 + Penalty 47440.505357 = -3801395.724615 nChanged 79 Deleting Class 21 (145 points): Lose 345.234979 but Gain 1108.121541 Iteration 184Q (146.567348 sec): 56 clusters Score: Raw -3848602.016093 + Penalty 46389.137499 = -3802212.878594 nChanged 175 Deleting Class 133 (10 points): Lose 42.049310 but Gain 800.062809 Iteration 185Q (146.765694 sec): 55 clusters Score: Raw -3848796.349288 + Penalty 45605.029262 = -3803191.320027 nChanged 65 Deleting Class 45 (159 points): Lose 390.597731 but Gain 1137.190602 Iteration 186Q (146.965360 sec): 54 clusters Score: Raw -3848450.313891 + Penalty 44543.745567 = -3803906.568324 nChanged 186 Deleting Class 23 (93 points): Lose 255.569197 but Gain 1009.948837 Iteration 187Q (147.165042 sec): 53 clusters Score: Raw -3848459.507415 + Penalty 43559.446542 = -3804900.060874 nChanged 138 Deleting Class 44 (72 points): Lose 236.050139 but Gain 974.395845 Iteration 188Q (147.356996 sec): 52 clusters Score: Raw -3848377.220319 + Penalty 42604.987871 = -3805772.232449 nChanged 115 Deleting Class 91 (5 points): Lose 19.303187 but Gain 719.490995 Iteration 189Q (147.548087 sec): 51 clusters Score: Raw -3848469.068287 + Penalty 41892.038013 = -3806577.030274 nChanged 38 Deleting Class 154 (7 points): Lose 129.320488 but Gain 826.634874 Iteration 190F (148.654435 sec): 50 clusters Score: Raw -3848357.353622 + Penalty 41053.205685 = -3807304.147938 nChanged 33 Deleting Class 29 (89 points): Lose 571.925661 but Gain 1251.077103 Iteration 191Q (148.843825 sec): 49 clusters Score: Raw -3847858.454922 + Penalty 40006.459360 = -3807851.995562 nChanged 102 Deleting Class 132 (12 points): Lose 894.036832 but Gain 1560.023540 Iteration 192Q (149.032604 sec): 48 clusters Score: Raw -3847281.600957 + Penalty 38469.340148 = -3808812.260808 nChanged 44 Deleting Class 37 (197 points): Lose 537.549096 but Gain 1193.403116 Iteration 193Q (149.218472 sec): 47 clusters Score: Raw -3846789.702382 + Penalty 37357.449309 = -3809432.253073 nChanged 221 Deleting Class 56 (10 points): Lose 106.004165 but Gain 759.615220 Iteration 194Q (149.407811 sec): 46 clusters Score: Raw -3846999.106694 + Penalty 36624.013828 = -3810375.092866 nChanged 79 Deleting Class 200 (3 points): Lose 21.096614 but Gain 637.562331 Iteration 195Q (149.591278 sec): 45 clusters Score: Raw -3847041.428592 + Penalty 35987.225842 = -3811054.202750 nChanged 44 Deleting Class 159 (37 points): Lose 141.027982 but Gain 754.145882 Iteration 196Q (149.774014 sec): 44 clusters Score: Raw -3846934.519542 + Penalty 35224.172957 = -3811710.346586 nChanged 61 Deleting Class 59 (176 points): Lose 664.381871 but Gain 1189.311958 Iteration 197Q (149.955150 sec): 43 clusters Score: Raw -3846338.110895 + Penalty 34105.811263 = -3812232.299632 nChanged 199 Deleting Class 99 (135 points): Lose 705.512735 but Gain 1163.351016 Iteration 198Q (150.136979 sec): 42 clusters Score: Raw -3846004.216801 + Penalty 33016.524896 = -3812987.691905 nChanged 195 Deleting Class 52 (228 points): Lose 1238.910848 but Gain 1621.840315 Iteration 199Q (150.321851 sec): 41 clusters Score: Raw -3845168.705613 + Penalty 31647.161040 = -3813521.544572 nChanged 273 Deleting Class 4 (200 points): Lose 231.661279 but Gain 544.929182 Iteration 200F (151.221381 sec): 40 clusters Score: Raw -3845770.384009 + Penalty 31099.683507 = -3814670.700501 nChanged 266 Deleting Class 137 (203 points): Lose 1311.930375 but Gain 1512.656475 Iteration 201Q (151.401984 sec): 39 clusters Score: Raw -3844714.693736 + Penalty 29753.210315 = -3814961.483421 nChanged 256 Deleting Class 48 (333 points): Lose 834.662665 but Gain 1014.895669 Iteration 202Q (151.583072 sec): 38 clusters Score: Raw -3844439.715527 + Penalty 28786.288137 = -3815653.427390 nChanged 405 Deleting Class 19 (281 points): Lose 557.685480 but Gain 666.504025 Iteration 203Q (151.764533 sec): 37 clusters Score: Raw -3844389.530277 + Penalty 28101.231220 = -3816288.299057 nChanged 376 Deleting Class 11 (18 points): Lose 840.131240 but Gain 930.506454 Iteration 204Q (151.945874 sec): 36 clusters Score: Raw -3844036.908788 + Penalty 27024.005478 = -3817012.903310 nChanged 96 Iteration 205Q (152.114008 sec): 36 clusters Score: Raw -3844232.601185 + Penalty 27022.196221 = -3817210.404964 nChanged 48 Iteration 206Q (152.280973 sec): 36 clusters Score: Raw -3844282.345043 + Penalty 27012.193746 = -3817270.151298 nChanged 33 Iteration 207Q (152.448751 sec): 36 clusters Score: Raw -3844289.552805 + Penalty 27004.212265 = -3817285.340540 nChanged 27 Iteration 208Q (152.619889 sec): 36 clusters Score: Raw -3844301.800137 + Penalty 26996.860007 = -3817304.940130 nChanged 28 Iteration 209Q (152.792679 sec): 36 clusters Score: Raw -3844309.237680 + Penalty 26995.857780 = -3817313.379900 nChanged 25 Iteration 210F (153.587609 sec): 36 clusters Score: Raw -3844343.711100 + Penalty 27043.720702 = -3817299.990398 nChanged 26 Iteration 211F (154.372249 sec): 36 clusters Score: Raw -3844448.885967 + Penalty 27088.421904 = -3817360.464063 nChanged 15 Iteration 212Q (154.538792 sec): 36 clusters Score: Raw -3844523.992717 + Penalty 27087.665903 = -3817436.326813 nChanged 9 Iteration 213Q (154.708442 sec): 36 clusters Score: Raw -3844528.871250 + Penalty 27087.333481 = -3817441.537769 nChanged 13 Iteration 214Q (154.875777 sec): 36 clusters Score: Raw -3844532.758473 + Penalty 27086.091089 = -3817446.667384 nChanged 8 Iteration 215Q (155.042677 sec): 36 clusters Score: Raw -3844534.320118 + Penalty 27085.115037 = -3817449.205082 nChanged 9 Iteration 216Q (155.209830 sec): 36 clusters Score: Raw -3844535.657105 + Penalty 27084.987118 = -3817450.669987 nChanged 7 Iteration 217Q (155.377419 sec): 36 clusters Score: Raw -3844536.850262 + Penalty 27083.924379 = -3817452.925883 nChanged 6 Iteration 218Q (155.546595 sec): 36 clusters Score: Raw -3844539.267773 + Penalty 27082.905867 = -3817456.361906 nChanged 9 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3844539.267773 + Penalty 27082.905867 = -3817456.361906Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 1 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.707313 sec): 2 clusters Score: Raw -37858.157590 + Penalty 328.501511 = -37529.656079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.708313 sec): 3 clusters Score: Raw -37646.698040 + Penalty 658.986859 = -36987.711181 nChanged 142 SP:Iteration 1F (155.709289 sec): 3 clusters Score: Raw -37757.002197 + Penalty 663.410863 = -37093.591334 nChanged 40 SP:Iteration 2F (155.710247 sec): 3 clusters Score: Raw -37798.773567 + Penalty 667.700691 = -37131.072876 nChanged 30 SP:Iteration 3F (155.711176 sec): 3 clusters Score: Raw -37829.653804 + Penalty 676.252229 = -37153.401576 nChanged 24 SP:Iteration 4F (155.712100 sec): 3 clusters Score: Raw -37861.170694 + Penalty 686.196274 = -37174.974420 nChanged 16 SP:Iteration 5Q (155.713019 sec): 3 clusters Score: Raw -37883.884253 + Penalty 703.534341 = -37180.349912 nChanged 21 SP:Iteration 6F (155.713942 sec): 3 clusters Score: Raw -37902.180815 + Penalty 709.882622 = -37192.298193 nChanged 8 SP:Iteration 7Q (155.714863 sec): 3 clusters Score: Raw -37910.771042 + Penalty 712.590031 = -37198.181011 nChanged 6 SP:Iteration 8Q (155.715780 sec): 3 clusters Score: Raw -37918.923395 + Penalty 718.023512 = -37200.899883 nChanged 3 SP:Iteration 9Q (155.716692 sec): 3 clusters Score: Raw -37920.396031 + Penalty 721.158000 = -37199.238030 nChanged 1 SP:Iteration 10F (155.717624 sec): 3 clusters Score: Raw -37921.041742 + Penalty 723.447939 = -37197.593803 nChanged 1 SP:Iteration 11F (155.718549 sec): 3 clusters Score: Raw -37922.270992 + Penalty 730.303561 = -37191.967431 nChanged 3 SP:Iteration 12F (155.719496 sec): 3 clusters Score: Raw -37924.416958 + Penalty 730.383305 = -37194.033652 nChanged 2 SP:Iteration 13Q (155.720408 sec): 3 clusters Score: Raw -37927.144359 + Penalty 733.526329 = -37193.618030 nChanged 1 SP:Iteration 14F (155.721345 sec): 3 clusters Score: Raw -37927.737526 + Penalty 738.630963 = -37189.106563 nChanged 2 SP:Iteration 15F (155.722270 sec): 3 clusters Score: Raw -37929.892179 + Penalty 743.745471 = -37186.146708 nChanged 2 SP:Iteration 16F (155.723195 sec): 3 clusters Score: Raw -37931.319081 + Penalty 752.257857 = -37179.061224 nChanged 3 SP:Iteration 17F (155.724117 sec): 3 clusters Score: Raw -37932.758951 + Penalty 757.125372 = -37175.633578 nChanged 1 SP:Iteration 18F (155.725064 sec): 3 clusters Score: Raw -37934.847733 + Penalty 757.125372 = -37177.722360 nChanged 0 Memory request: 0.07 GB would take us to total of 0.49 GB. Trying to split cluster 2 (14825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.793542 sec): 2 clusters Score: Raw -1254148.678469 + Penalty 265.727942 = -1253882.950527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.822118 sec): 3 clusters Score: Raw -1244161.209767 + Penalty 534.592798 = -1243626.616968 nChanged 7050 SP:Iteration 1F (155.849923 sec): 3 clusters Score: Raw -1247988.621714 + Penalty 534.532206 = -1247454.089508 nChanged 2272 SP:Iteration 2F (155.877548 sec): 3 clusters Score: Raw -1250052.151242 + Penalty 535.056871 = -1249517.094372 nChanged 1198 SP:Iteration 3F (155.904735 sec): 3 clusters Score: Raw -1251233.992033 + Penalty 537.151126 = -1250696.840907 nChanged 602 SP:Iteration 4Q (155.932912 sec): 3 clusters Score: Raw -1251509.344853 + Penalty 540.318472 = -1250969.026381 nChanged 409 SP:Iteration 5Q (155.961153 sec): 3 clusters Score: Raw -1251623.354294 + Penalty 543.361949 = -1251079.992345 nChanged 304 SP:Iteration 6Q (155.989053 sec): 3 clusters Score: Raw -1251716.626243 + Penalty 548.490691 = -1251168.135552 nChanged 325 SP:Iteration 7Q (156.016607 sec): 3 clusters Score: Raw -1251830.454229 + Penalty 554.530475 = -1251275.923755 nChanged 383 SP:Iteration 8Q (156.043450 sec): 3 clusters Score: Raw -1251989.266099 + Penalty 563.725788 = -1251425.540312 nChanged 429 SP:Iteration 9Q (156.069747 sec): 3 clusters Score: Raw -1252185.333642 + Penalty 571.409473 = -1251613.924169 nChanged 435 SP:Iteration 10F (156.097408 sec): 3 clusters Score: Raw -1252406.469198 + Penalty 580.147225 = -1251826.321973 nChanged 444 SP:Iteration 11Q (156.122291 sec): 3 clusters Score: Raw -1252650.664779 + Penalty 592.495108 = -1252058.169671 nChanged 466 SP:Iteration 12Q (156.146930 sec): 3 clusters Score: Raw -1252961.051408 + Penalty 607.957697 = -1252353.093711 nChanged 451 SP:Iteration 13Q (156.171488 sec): 3 clusters Score: Raw -1253323.240896 + Penalty 629.808809 = -1252693.432087 nChanged 382 SP:Iteration 14Q (156.201926 sec): 3 clusters Score: Raw -1253682.726799 + Penalty 649.216661 = -1253033.510138 nChanged 259 SP:Iteration 15Q (156.224977 sec): 3 clusters Score: Raw -1253940.582093 + Penalty 658.186578 = -1253282.395515 nChanged 146 SP:Iteration 16Q (156.247638 sec): 3 clusters Score: Raw -1254071.144513 + Penalty 653.331358 = -1253417.813155 nChanged 83 SP:Iteration 17Q (156.269508 sec): 3 clusters Score: Raw -1254122.047857 + Penalty 649.408479 = -1253472.639378 nChanged 53 SP:Iteration 18Q (156.291431 sec): 3 clusters Score: Raw -1254153.495105 + Penalty 648.223865 = -1253505.271240 nChanged 38 SP:Iteration 19Q (156.312991 sec): 3 clusters Score: Raw -1254179.126262 + Penalty 660.879582 = -1253518.246681 nChanged 34 SP:Iteration 20F (156.340048 sec): 3 clusters Score: Raw -1254206.695875 + Penalty 662.193976 = -1253544.501899 nChanged 36 SP:Iteration 21Q (156.361423 sec): 3 clusters Score: Raw -1254232.208170 + Penalty 661.835996 = -1253570.372174 nChanged 24 SP:Iteration 22Q (156.382519 sec): 3 clusters Score: Raw -1254244.719615 + Penalty 667.717810 = -1253577.001805 nChanged 12 SP:Iteration 23Q (156.403752 sec): 3 clusters Score: Raw -1254247.775401 + Penalty 667.232303 = -1253580.543098 nChanged 6 SP:Iteration 24Q (156.424878 sec): 3 clusters Score: Raw -1254248.591109 + Penalty 670.283330 = -1253578.307778 nChanged 2 SP:Iteration 25F (156.451997 sec): 3 clusters Score: Raw -1254248.856642 + Penalty 670.525445 = -1253578.331197 nChanged 3 SP:Iteration 26Q (156.473155 sec): 3 clusters Score: Raw -1254249.201420 + Penalty 670.525445 = -1253578.675975 nChanged 0 SP:Iteration 27F (156.500536 sec): 3 clusters Score: Raw -1254249.201420 + Penalty 670.525445 = -1253578.675975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 5 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.509716 sec): 2 clusters Score: Raw -44048.800776 + Penalty 374.316606 = -43674.484170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.510857 sec): 3 clusters Score: Raw -43810.969215 + Penalty 753.823514 = -43057.145701 nChanged 190 SP:Iteration 1F (156.511992 sec): 3 clusters Score: Raw -43972.509792 + Penalty 764.951841 = -43207.557951 nChanged 73 SP:Iteration 2F (156.513114 sec): 3 clusters Score: Raw -44034.005461 + Penalty 778.279543 = -43255.725919 nChanged 30 SP:Iteration 3F (156.514230 sec): 3 clusters Score: Raw -44063.425106 + Penalty 798.891338 = -43264.533768 nChanged 24 SP:Iteration 4Q (156.515341 sec): 3 clusters Score: Raw -44085.806962 + Penalty 808.533414 = -43277.273549 nChanged 9 SP:Iteration 5Q (156.516472 sec): 3 clusters Score: Raw -44092.543738 + Penalty 819.337181 = -43273.206557 nChanged 5 SP:Iteration 6F (156.517599 sec): 3 clusters Score: Raw -44095.925024 + Penalty 831.117250 = -43264.807775 nChanged 7 SP:Iteration 7F (156.518718 sec): 3 clusters Score: Raw -44104.111754 + Penalty 843.201657 = -43260.910098 nChanged 5 SP:Iteration 8F (156.519841 sec): 3 clusters Score: Raw -44109.722464 + Penalty 859.723814 = -43249.998650 nChanged 5 SP:Iteration 9F (156.520981 sec): 3 clusters Score: Raw -44118.283766 + Penalty 885.323277 = -43232.960489 nChanged 6 SP:Iteration 10F (156.522105 sec): 3 clusters Score: Raw -44130.703819 + Penalty 906.631466 = -43224.072352 nChanged 7 SP:Iteration 11F (156.523264 sec): 3 clusters Score: Raw -44136.658028 + Penalty 926.075881 = -43210.582147 nChanged 6 SP:Iteration 12F (156.524388 sec): 3 clusters Score: Raw -44145.681934 + Penalty 929.111734 = -43216.570200 nChanged 2 SP:Iteration 13Q (156.525478 sec): 3 clusters Score: Raw -44149.731004 + Penalty 931.977010 = -43217.753994 nChanged 1 SP:Iteration 14Q (156.526546 sec): 3 clusters Score: Raw -44150.726938 + Penalty 933.399394 = -43217.327545 nChanged 2 SP:Iteration 15F (156.527669 sec): 3 clusters Score: Raw -44153.321245 + Penalty 937.479153 = -43215.842092 nChanged 3 SP:Iteration 16F (156.528791 sec): 3 clusters Score: Raw -44159.357887 + Penalty 935.602714 = -43223.755173 nChanged 1 SP:Iteration 17Q (156.529857 sec): 3 clusters Score: Raw -44161.269734 + Penalty 935.602714 = -43225.667020 nChanged 0 SP:Iteration 18F (156.530991 sec): 3 clusters Score: Raw -44161.269734 + Penalty 935.602714 = -43225.667020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.533966 sec): 2 clusters Score: Raw -71612.001018 + Penalty 960.067361 = -70651.933657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.535435 sec): 3 clusters Score: Raw -71392.799891 + Penalty 1920.369204 = -69472.430687 nChanged 199 SP:Iteration 1F (156.536867 sec): 3 clusters Score: Raw -71573.570210 + Penalty 1920.816758 = -69652.753451 nChanged 56 SP:Iteration 2F (156.538282 sec): 3 clusters Score: Raw -71644.576372 + Penalty 1920.759690 = -69723.816682 nChanged 37 SP:Iteration 3F (156.539730 sec): 3 clusters Score: Raw -71687.892714 + Penalty 1920.130356 = -69767.762358 nChanged 17 SP:Iteration 4Q (156.541126 sec): 3 clusters Score: Raw -71702.957399 + Penalty 1919.784008 = -69783.173391 nChanged 21 SP:Iteration 5Q (156.542518 sec): 3 clusters Score: Raw -71727.159863 + Penalty 1919.803193 = -69807.356670 nChanged 14 SP:Iteration 6Q (156.543913 sec): 3 clusters Score: Raw -71744.264099 + Penalty 1920.247069 = -69824.017031 nChanged 16 SP:Iteration 7Q (156.545327 sec): 3 clusters Score: Raw -71763.162308 + Penalty 1919.964491 = -69843.197817 nChanged 15 SP:Iteration 8Q (156.546717 sec): 3 clusters Score: Raw -71774.576830 + Penalty 1919.791525 = -69854.785305 nChanged 12 SP:Iteration 9Q (156.548102 sec): 3 clusters Score: Raw -71785.177983 + Penalty 1919.658576 = -69865.519407 nChanged 10 SP:Iteration 10F (156.549560 sec): 3 clusters Score: Raw -71804.766418 + Penalty 1920.373799 = -69884.392620 nChanged 10 SP:Iteration 11Q (156.550953 sec): 3 clusters Score: Raw -71823.427311 + Penalty 1921.071457 = -69902.355854 nChanged 9 SP:Iteration 12Q (156.552338 sec): 3 clusters Score: Raw -71840.785501 + Penalty 1921.346094 = -69919.439407 nChanged 5 SP:Iteration 13Q (156.553727 sec): 3 clusters Score: Raw -71845.646881 + Penalty 1921.617916 = -69924.028966 nChanged 5 SP:Iteration 14Q (156.555132 sec): 3 clusters Score: Raw -71847.500556 + Penalty 1921.546941 = -69925.953615 nChanged 1 SP:Iteration 15Q (156.556512 sec): 3 clusters Score: Raw -71850.256388 + Penalty 1921.207220 = -69929.049168 nChanged 1 SP:Iteration 16Q (156.557889 sec): 3 clusters Score: Raw -71851.353584 + Penalty 1921.164693 = -69930.188891 nChanged 1 SP:Iteration 17Q (156.559310 sec): 3 clusters Score: Raw -71851.848760 + Penalty 1921.164693 = -69930.684067 nChanged 0 SP:Iteration 18F (156.560733 sec): 3 clusters Score: Raw -71851.848760 + Penalty 1921.164693 = -69930.684067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 8 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.564276 sec): 2 clusters Score: Raw -50525.289203 + Penalty 334.081167 = -50191.208036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.565569 sec): 3 clusters Score: Raw -50250.028982 + Penalty 669.115294 = -49580.913688 nChanged 226 SP:Iteration 1F (156.566823 sec): 3 clusters Score: Raw -50428.537365 + Penalty 674.756725 = -49753.780640 nChanged 64 SP:Iteration 2F (156.568104 sec): 3 clusters Score: Raw -50515.247979 + Penalty 684.156033 = -49831.091946 nChanged 48 SP:Iteration 3F (156.569371 sec): 3 clusters Score: Raw -50554.119750 + Penalty 692.027278 = -49862.092472 nChanged 33 SP:Iteration 4F (156.570619 sec): 3 clusters Score: Raw -50575.867814 + Penalty 696.524605 = -49879.343210 nChanged 20 SP:Iteration 5Q (156.571847 sec): 3 clusters Score: Raw -50592.857124 + Penalty 701.322249 = -49891.534876 nChanged 13 SP:Iteration 6Q (156.573092 sec): 3 clusters Score: Raw -50601.602454 + Penalty 702.293826 = -49899.308627 nChanged 7 SP:Iteration 7Q (156.574339 sec): 3 clusters Score: Raw -50605.985777 + Penalty 702.722708 = -49903.263069 nChanged 11 SP:Iteration 8Q (156.575570 sec): 3 clusters Score: Raw -50613.631628 + Penalty 703.476183 = -49910.155445 nChanged 7 SP:Iteration 9Q (156.576794 sec): 3 clusters Score: Raw -50624.755735 + Penalty 700.786104 = -49923.969631 nChanged 6 SP:Iteration 10F (156.578054 sec): 3 clusters Score: Raw -50629.797770 + Penalty 697.685763 = -49932.112007 nChanged 5 SP:Iteration 11Q (156.579313 sec): 3 clusters Score: Raw -50633.586972 + Penalty 696.746071 = -49936.840901 nChanged 5 SP:Iteration 12Q (156.580539 sec): 3 clusters Score: Raw -50635.479582 + Penalty 696.254416 = -49939.225166 nChanged 3 SP:Iteration 13Q (156.581763 sec): 3 clusters Score: Raw -50636.259236 + Penalty 696.254416 = -49940.004820 nChanged 0 SP:Iteration 14F (156.583008 sec): 3 clusters Score: Raw -50636.259236 + Penalty 696.254416 = -49940.004820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (1914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.597146 sec): 2 clusters Score: Raw -171309.342852 + Penalty 146.627202 = -171162.715650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.603935 sec): 3 clusters Score: Raw -170045.679418 + Penalty 299.738905 = -169745.940513 nChanged 893 SP:Iteration 1F (156.608465 sec): 3 clusters Score: Raw -170620.726416 + Penalty 302.094738 = -170318.631679 nChanged 166 SP:Iteration 2F (156.612051 sec): 3 clusters Score: Raw -170803.268173 + Penalty 302.315330 = -170500.952844 nChanged 82 SP:Iteration 3Q (156.615613 sec): 3 clusters Score: Raw -171046.535087 + Penalty 302.842566 = -170743.692521 nChanged 59 SP:Iteration 4Q (156.618960 sec): 3 clusters Score: Raw -171068.434851 + Penalty 301.302580 = -170767.132272 nChanged 32 SP:Iteration 5Q (156.622295 sec): 3 clusters Score: Raw -171081.002530 + Penalty 301.077501 = -170779.925029 nChanged 29 SP:Iteration 6Q (156.625629 sec): 3 clusters Score: Raw -171091.662983 + Penalty 302.147041 = -170789.515943 nChanged 21 SP:Iteration 7Q (156.628859 sec): 3 clusters Score: Raw -171097.419770 + Penalty 303.499795 = -170793.919975 nChanged 17 SP:Iteration 8Q (156.632119 sec): 3 clusters Score: Raw -171100.768871 + Penalty 304.707179 = -170796.061692 nChanged 19 SP:Iteration 9Q (156.635438 sec): 3 clusters Score: Raw -171105.365587 + Penalty 305.490749 = -170799.874838 nChanged 18 SP:Iteration 10F (156.638917 sec): 3 clusters Score: Raw -171110.577040 + Penalty 306.252942 = -170804.324098 nChanged 18 SP:Iteration 11Q (156.642127 sec): 3 clusters Score: Raw -171115.666655 + Penalty 306.762710 = -170808.903945 nChanged 17 SP:Iteration 12Q (156.645330 sec): 3 clusters Score: Raw -171120.531863 + Penalty 307.848287 = -170812.683576 nChanged 17 SP:Iteration 13Q (156.648479 sec): 3 clusters Score: Raw -171125.275699 + Penalty 309.848044 = -170815.427655 nChanged 26 SP:Iteration 14Q (156.651780 sec): 3 clusters Score: Raw -171132.593703 + Penalty 309.495620 = -170823.098083 nChanged 19 SP:Iteration 15Q (156.655114 sec): 3 clusters Score: Raw -171138.099453 + Penalty 310.016950 = -170828.082503 nChanged 25 SP:Iteration 16Q (156.658225 sec): 3 clusters Score: Raw -171144.509021 + Penalty 311.147571 = -170833.361450 nChanged 12 SP:Iteration 17Q (156.661348 sec): 3 clusters Score: Raw -171147.964467 + Penalty 310.896903 = -170837.067564 nChanged 15 SP:Iteration 18Q (156.664510 sec): 3 clusters Score: Raw -171152.289008 + Penalty 311.142365 = -170841.146642 nChanged 16 SP:Iteration 19Q (156.667599 sec): 3 clusters Score: Raw -171156.605859 + Penalty 313.819636 = -170842.786222 nChanged 18 SP:Iteration 20F (156.671109 sec): 3 clusters Score: Raw -171161.654673 + Penalty 314.386404 = -170847.268269 nChanged 17 SP:Iteration 21Q (156.674289 sec): 3 clusters Score: Raw -171166.235822 + Penalty 312.762957 = -170853.472866 nChanged 17 SP:Iteration 22Q (156.677312 sec): 3 clusters Score: Raw -171170.623153 + Penalty 315.621966 = -170855.001187 nChanged 17 SP:Iteration 23Q (156.680382 sec): 3 clusters Score: Raw -171175.234761 + Penalty 319.884834 = -170855.349927 nChanged 19 SP:Iteration 24Q (156.683397 sec): 3 clusters Score: Raw -171181.426551 + Penalty 324.556161 = -170856.870389 nChanged 29 SP:Iteration 25Q (156.686476 sec): 3 clusters Score: Raw -171192.114316 + Penalty 324.803026 = -170867.311290 nChanged 22 SP:Iteration 26Q (156.689591 sec): 3 clusters Score: Raw -171200.249205 + Penalty 327.961994 = -170872.287211 nChanged 18 SP:Iteration 27Q (156.692784 sec): 3 clusters Score: Raw -171209.999631 + Penalty 336.279796 = -170873.719834 nChanged 19 SP:Iteration 28Q (156.695931 sec): 3 clusters Score: Raw -171217.581567 + Penalty 346.128952 = -170871.452615 nChanged 22 SP:Iteration 29F (156.699578 sec): 3 clusters Score: Raw -171226.557018 + Penalty 374.483749 = -170852.073269 nChanged 32 SP:Iteration 30F (156.703042 sec): 3 clusters Score: Raw -171245.400140 + Penalty 484.351057 = -170761.049083 nChanged 41 SP:Iteration 31F (156.706532 sec): 3 clusters Score: Raw -171292.335319 + Penalty 643.762752 = -170648.572567 nChanged 21 SP:Iteration 32F (156.710048 sec): 3 clusters Score: Raw -171318.644968 + Penalty 637.760925 = -170680.884042 nChanged 6 SP:Iteration 33Q (156.712852 sec): 3 clusters Score: Raw -171328.745174 + Penalty 637.760925 = -170690.984249 nChanged 0 SP:Iteration 34F (156.716328 sec): 3 clusters Score: Raw -171328.745174 + Penalty 637.760925 = -170690.984249 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (1989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.731967 sec): 2 clusters Score: Raw -182999.055468 + Penalty 389.749216 = -182609.306252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.735737 sec): 3 clusters Score: Raw -181800.483100 + Penalty 786.340114 = -181014.142987 nChanged 889 SP:Iteration 1F (156.739451 sec): 3 clusters Score: Raw -182652.750750 + Penalty 801.060589 = -181851.690161 nChanged 308 SP:Iteration 2F (156.743094 sec): 3 clusters Score: Raw -182989.381723 + Penalty 804.373005 = -182185.008718 nChanged 157 SP:Iteration 3F (156.746797 sec): 3 clusters Score: Raw -183135.191931 + Penalty 803.190043 = -182332.001889 nChanged 100 SP:Iteration 4F (156.750525 sec): 3 clusters Score: Raw -183194.659241 + Penalty 802.832539 = -182391.826702 nChanged 54 SP:Iteration 5Q (156.754151 sec): 3 clusters Score: Raw -183214.821214 + Penalty 801.285370 = -182413.535844 nChanged 29 SP:Iteration 6Q (156.757784 sec): 3 clusters Score: Raw -183221.034596 + Penalty 800.822979 = -182420.211617 nChanged 15 SP:Iteration 7Q (156.761333 sec): 3 clusters Score: Raw -183223.278173 + Penalty 799.697014 = -182423.581160 nChanged 13 SP:Iteration 8Q (156.764890 sec): 3 clusters Score: Raw -183224.823001 + Penalty 798.874290 = -182425.948711 nChanged 10 SP:Iteration 9Q (156.768408 sec): 3 clusters Score: Raw -183225.772247 + Penalty 798.221992 = -182427.550255 nChanged 7 SP:Iteration 10F (156.772092 sec): 3 clusters Score: Raw -183226.420763 + Penalty 797.562374 = -182428.858389 nChanged 5 SP:Iteration 11Q (156.775656 sec): 3 clusters Score: Raw -183226.733684 + Penalty 797.379488 = -182429.354196 nChanged 3 SP:Iteration 12Q (156.779197 sec): 3 clusters Score: Raw -183226.904926 + Penalty 797.361592 = -182429.543335 nChanged 2 SP:Iteration 13Q (156.782929 sec): 3 clusters Score: Raw -183226.944327 + Penalty 797.361592 = -182429.582735 nChanged 0 SP:Iteration 14F (156.786710 sec): 3 clusters Score: Raw -183226.944327 + Penalty 797.361592 = -182429.582735 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.802980 sec): 2 clusters Score: Raw -284502.519553 + Penalty 245.604552 = -284256.915001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.809214 sec): 3 clusters Score: Raw -282382.253371 + Penalty 485.415589 = -281896.837782 nChanged 1458 SP:Iteration 1F (156.815226 sec): 3 clusters Score: Raw -283537.914541 + Penalty 467.933362 = -283069.981179 nChanged 552 SP:Iteration 2F (156.821225 sec): 3 clusters Score: Raw -284095.195927 + Penalty 452.996430 = -283642.199497 nChanged 270 SP:Iteration 3F (156.827295 sec): 3 clusters Score: Raw -284437.838701 + Penalty 450.994670 = -283986.844032 nChanged 91 SP:Iteration 4Q (156.833103 sec): 3 clusters Score: Raw -284483.817837 + Penalty 449.920392 = -284033.897445 nChanged 42 SP:Iteration 5Q (156.839006 sec): 3 clusters Score: Raw -284494.295846 + Penalty 448.530661 = -284045.765185 nChanged 30 SP:Iteration 6Q (156.844635 sec): 3 clusters Score: Raw -284498.983445 + Penalty 447.702467 = -284051.280978 nChanged 20 SP:Iteration 7Q (156.850312 sec): 3 clusters Score: Raw -284502.157322 + Penalty 446.902686 = -284055.254636 nChanged 24 SP:Iteration 8Q (156.855877 sec): 3 clusters Score: Raw -284505.659854 + Penalty 445.273796 = -284060.386058 nChanged 25 SP:Iteration 9Q (156.861557 sec): 3 clusters Score: Raw -284509.131342 + Penalty 444.473757 = -284064.657585 nChanged 15 SP:Iteration 10F (156.867464 sec): 3 clusters Score: Raw -284510.578833 + Penalty 444.458559 = -284066.120273 nChanged 9 SP:Iteration 11Q (156.873075 sec): 3 clusters Score: Raw -284511.435886 + Penalty 444.854655 = -284066.581231 nChanged 8 SP:Iteration 12Q (156.878575 sec): 3 clusters Score: Raw -284512.105754 + Penalty 444.758174 = -284067.347580 nChanged 5 SP:Iteration 13Q (156.884229 sec): 3 clusters Score: Raw -284512.428967 + Penalty 444.664691 = -284067.764275 nChanged 3 SP:Iteration 14Q (156.890016 sec): 3 clusters Score: Raw -284512.480697 + Penalty 444.601750 = -284067.878947 nChanged 1 SP:Iteration 15Q (156.895866 sec): 3 clusters Score: Raw -284512.488947 + Penalty 444.119313 = -284068.369634 nChanged 2 SP:Iteration 16Q (156.901646 sec): 3 clusters Score: Raw -284512.505815 + Penalty 444.048141 = -284068.457674 nChanged 3 SP:Iteration 17Q (156.907158 sec): 3 clusters Score: Raw -284512.648414 + Penalty 443.886341 = -284068.762073 nChanged 2 SP:Iteration 18Q (156.912716 sec): 3 clusters Score: Raw -284512.710894 + Penalty 443.691333 = -284069.019561 nChanged 4 SP:Iteration 19Q (156.918346 sec): 3 clusters Score: Raw -284512.845288 + Penalty 443.613723 = -284069.231564 nChanged 2 SP:Iteration 20F (156.924652 sec): 3 clusters Score: Raw -284512.938294 + Penalty 442.975208 = -284069.963086 nChanged 1 SP:Iteration 21Q (156.930150 sec): 3 clusters Score: Raw -284513.275895 + Penalty 442.975208 = -284070.300687 nChanged 0 SP:Iteration 22F (156.936126 sec): 3 clusters Score: Raw -284513.275895 + Penalty 442.975208 = -284070.300687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 14 (2388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.946565 sec): 2 clusters Score: Raw -211740.894402 + Penalty 255.579353 = -211485.315049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.950999 sec): 3 clusters Score: Raw -210249.581804 + Penalty 517.631794 = -209731.950010 nChanged 1093 SP:Iteration 1F (156.955466 sec): 3 clusters Score: Raw -210910.182854 + Penalty 528.969671 = -210381.213182 nChanged 260 SP:Iteration 2F (156.959939 sec): 3 clusters Score: Raw -211104.004764 + Penalty 544.687179 = -210559.317585 nChanged 213 SP:Iteration 3F (156.964271 sec): 3 clusters Score: Raw -211320.554018 + Penalty 562.097572 = -210758.456446 nChanged 204 SP:Iteration 4F (156.968636 sec): 3 clusters Score: Raw -211548.393098 + Penalty 572.920663 = -210975.472435 nChanged 154 SP:Iteration 5F (156.973056 sec): 3 clusters Score: Raw -211685.914662 + Penalty 583.291627 = -211102.623035 nChanged 93 SP:Iteration 6Q (156.977467 sec): 3 clusters Score: Raw -211761.238185 + Penalty 594.717002 = -211166.521183 nChanged 59 SP:Iteration 7Q (156.981790 sec): 3 clusters Score: Raw -211810.103617 + Penalty 604.103831 = -211205.999786 nChanged 39 SP:Iteration 8Q (156.986026 sec): 3 clusters Score: Raw -211843.384396 + Penalty 610.586655 = -211232.797741 nChanged 29 SP:Iteration 9Q (156.990044 sec): 3 clusters Score: Raw -211867.624939 + Penalty 611.828334 = -211255.796605 nChanged 14 SP:Iteration 10F (156.994490 sec): 3 clusters Score: Raw -211874.980857 + Penalty 614.228337 = -211260.752520 nChanged 4 SP:Iteration 11Q (156.998533 sec): 3 clusters Score: Raw -211876.736969 + Penalty 614.073939 = -211262.663030 nChanged 2 SP:Iteration 12Q (157.002363 sec): 3 clusters Score: Raw -211877.459766 + Penalty 613.387656 = -211264.072110 nChanged 1 SP:Iteration 13Q (157.006240 sec): 3 clusters Score: Raw -211877.752938 + Penalty 613.387656 = -211264.365282 nChanged 0 SP:Iteration 14F (157.010535 sec): 3 clusters Score: Raw -211877.752938 + Penalty 613.387656 = -211264.365282 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 15 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.017717 sec): 2 clusters Score: Raw -147003.087078 + Penalty 201.970614 = -146801.116464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.021097 sec): 3 clusters Score: Raw -145928.646775 + Penalty 410.536570 = -145518.110205 nChanged 781 SP:Iteration 1F (157.024298 sec): 3 clusters Score: Raw -146421.925215 + Penalty 415.018427 = -146006.906789 nChanged 233 SP:Iteration 2F (157.027461 sec): 3 clusters Score: Raw -146575.688609 + Penalty 416.667763 = -146159.020846 nChanged 127 SP:Iteration 3F (157.030568 sec): 3 clusters Score: Raw -146653.411159 + Penalty 420.070227 = -146233.340932 nChanged 88 SP:Iteration 4F (157.033694 sec): 3 clusters Score: Raw -146717.748581 + Penalty 421.979115 = -146295.769465 nChanged 81 SP:Iteration 5Q (157.036875 sec): 3 clusters Score: Raw -146772.427628 + Penalty 434.690439 = -146337.737189 nChanged 75 SP:Iteration 6Q (157.039964 sec): 3 clusters Score: Raw -146822.787498 + Penalty 454.088786 = -146368.698712 nChanged 71 SP:Iteration 7Q (157.042978 sec): 3 clusters Score: Raw -146879.892241 + Penalty 482.025426 = -146397.866815 nChanged 65 SP:Iteration 8Q (157.046003 sec): 3 clusters Score: Raw -146933.371556 + Penalty 528.471950 = -146404.899606 nChanged 60 SP:Iteration 9Q (157.048911 sec): 3 clusters Score: Raw -146993.690128 + Penalty 601.797849 = -146391.892279 nChanged 47 SP:Iteration 10F (157.052158 sec): 3 clusters Score: Raw -147044.248789 + Penalty 644.666754 = -146399.582035 nChanged 25 SP:Iteration 11Q (157.054916 sec): 3 clusters Score: Raw -147070.634794 + Penalty 683.599196 = -146387.035598 nChanged 12 SP:Iteration 12F (157.058076 sec): 3 clusters Score: Raw -147079.995790 + Penalty 707.503124 = -146372.492667 nChanged 6 SP:Iteration 13F (157.061174 sec): 3 clusters Score: Raw -147084.070680 + Penalty 713.985501 = -146370.085178 nChanged 2 SP:Iteration 14F (157.064290 sec): 3 clusters Score: Raw -147085.807915 + Penalty 713.985501 = -146371.822414 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.069924 sec): 2 clusters Score: Raw -166159.024457 + Penalty 660.317163 = -165498.707294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.073298 sec): 3 clusters Score: Raw -165188.543627 + Penalty 1321.324455 = -163867.219172 nChanged 725 SP:Iteration 1F (157.076562 sec): 3 clusters Score: Raw -165711.302936 + Penalty 1319.964954 = -164391.337982 nChanged 227 SP:Iteration 2F (157.079890 sec): 3 clusters Score: Raw -165917.337007 + Penalty 1319.234356 = -164598.102651 nChanged 132 SP:Iteration 3F (157.083315 sec): 3 clusters Score: Raw -166045.094946 + Penalty 1320.022865 = -164725.072081 nChanged 109 SP:Iteration 4F (157.086714 sec): 3 clusters Score: Raw -166154.241269 + Penalty 1322.665218 = -164831.576051 nChanged 92 SP:Iteration 5F (157.090068 sec): 3 clusters Score: Raw -166247.755701 + Penalty 1328.193179 = -164919.562523 nChanged 77 SP:Iteration 6Q (157.093310 sec): 3 clusters Score: Raw -166300.737689 + Penalty 1331.442858 = -164969.294831 nChanged 42 SP:Iteration 7Q (157.096495 sec): 3 clusters Score: Raw -166323.071871 + Penalty 1334.525510 = -164988.546360 nChanged 24 SP:Iteration 8Q (157.099722 sec): 3 clusters Score: Raw -166332.435939 + Penalty 1337.812346 = -164994.623593 nChanged 19 SP:Iteration 9Q (157.102964 sec): 3 clusters Score: Raw -166338.821782 + Penalty 1339.391403 = -164999.430379 nChanged 11 SP:Iteration 10F (157.106264 sec): 3 clusters Score: Raw -166343.301298 + Penalty 1341.487445 = -165001.813853 nChanged 12 SP:Iteration 11Q (157.109407 sec): 3 clusters Score: Raw -166348.115916 + Penalty 1343.533375 = -165004.582541 nChanged 13 SP:Iteration 12Q (157.112565 sec): 3 clusters Score: Raw -166351.200363 + Penalty 1345.139654 = -165006.060709 nChanged 12 SP:Iteration 13Q (157.115705 sec): 3 clusters Score: Raw -166355.438561 + Penalty 1345.833716 = -165009.604845 nChanged 6 SP:Iteration 14Q (157.118837 sec): 3 clusters Score: Raw -166356.487276 + Penalty 1346.916488 = -165009.570788 nChanged 6 SP:Iteration 15F (157.122186 sec): 3 clusters Score: Raw -166357.759676 + Penalty 1347.736544 = -165010.023132 nChanged 5 SP:Iteration 16Q (157.125381 sec): 3 clusters Score: Raw -166359.625843 + Penalty 1349.119683 = -165010.506160 nChanged 8 SP:Iteration 17Q (157.128496 sec): 3 clusters Score: Raw -166362.940690 + Penalty 1349.486895 = -165013.453795 nChanged 7 SP:Iteration 18Q (157.131685 sec): 3 clusters Score: Raw -166364.700987 + Penalty 1350.334934 = -165014.366053 nChanged 5 SP:Iteration 19Q (157.134874 sec): 3 clusters Score: Raw -166365.773574 + Penalty 1351.049373 = -165014.724202 nChanged 4 SP:Iteration 20F (157.138309 sec): 3 clusters Score: Raw -166366.652878 + Penalty 1351.507102 = -165015.145776 nChanged 2 SP:Iteration 21Q (157.141464 sec): 3 clusters Score: Raw -166367.080956 + Penalty 1351.507102 = -165015.573854 nChanged 0 SP:Iteration 22F (157.144726 sec): 3 clusters Score: Raw -166367.080956 + Penalty 1351.507102 = -165015.573854 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.148261 sec): 2 clusters Score: Raw -92975.996010 + Penalty 250.698726 = -92725.297284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.150380 sec): 3 clusters Score: Raw -92331.105527 + Penalty 568.697512 = -91762.408015 nChanged 470 SP:Iteration 1F (157.152402 sec): 3 clusters Score: Raw -92844.938324 + Penalty 609.565826 = -92235.372498 nChanged 119 SP:Iteration 2F (157.154428 sec): 3 clusters Score: Raw -92959.351910 + Penalty 621.110811 = -92338.241099 nChanged 37 SP:Iteration 3Q (157.156554 sec): 3 clusters Score: Raw -92991.156932 + Penalty 632.280869 = -92358.876063 nChanged 17 SP:Iteration 4Q (157.158606 sec): 3 clusters Score: Raw -93007.194758 + Penalty 615.298989 = -92391.895769 nChanged 14 SP:Iteration 5Q (157.160551 sec): 3 clusters Score: Raw -93022.274710 + Penalty 588.949799 = -92433.324911 nChanged 9 SP:Iteration 6Q (157.162409 sec): 3 clusters Score: Raw -93029.739209 + Penalty 584.510616 = -92445.228594 nChanged 5 SP:Iteration 7Q (157.164238 sec): 3 clusters Score: Raw -93035.699319 + Penalty 577.011616 = -92458.687703 nChanged 4 SP:Iteration 8Q (157.166058 sec): 3 clusters Score: Raw -93039.478676 + Penalty 576.092711 = -92463.385965 nChanged 1 SP:Iteration 9Q (157.167832 sec): 3 clusters Score: Raw -93040.295048 + Penalty 571.854038 = -92468.441011 nChanged 1 SP:Iteration 10F (157.169927 sec): 3 clusters Score: Raw -93040.371251 + Penalty 571.854038 = -92468.517213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.170854 sec): 2 clusters Score: Raw -12912.815693 + Penalty 432.162944 = -12480.652748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.171331 sec): 3 clusters Score: Raw -12923.888235 + Penalty 874.118373 = -12049.769862 nChanged 29 SP:Iteration 1F (157.171800 sec): 3 clusters Score: Raw -12990.702927 + Penalty 893.442971 = -12097.259956 nChanged 15 SP:Iteration 2F (157.172279 sec): 3 clusters Score: Raw -13042.303784 + Penalty 899.162163 = -12143.141621 nChanged 2 SP:Iteration 3Q (157.172720 sec): 3 clusters Score: Raw -13046.190718 + Penalty 899.162163 = -12147.028555 nChanged 0 SP:Iteration 4F (157.173196 sec): 3 clusters Score: Raw -13046.190718 + Penalty 899.162163 = -12147.028555 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 25 (2631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.181364 sec): 2 clusters Score: Raw -224804.042408 + Penalty 177.866662 = -224626.175746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.186288 sec): 3 clusters Score: Raw -223115.467127 + Penalty 364.497267 = -222750.969860 nChanged 1218 SP:Iteration 1F (157.191101 sec): 3 clusters Score: Raw -223989.067295 + Penalty 372.456688 = -223616.610607 nChanged 281 SP:Iteration 2F (157.195868 sec): 3 clusters Score: Raw -224207.775606 + Penalty 375.460312 = -223832.315294 nChanged 160 SP:Iteration 3F (157.200726 sec): 3 clusters Score: Raw -224327.540168 + Penalty 375.388144 = -223952.152024 nChanged 124 SP:Iteration 4Q (157.205611 sec): 3 clusters Score: Raw -224411.350090 + Penalty 377.594497 = -224033.755593 nChanged 89 SP:Iteration 5Q (157.210350 sec): 3 clusters Score: Raw -224464.322749 + Penalty 377.415166 = -224086.907583 nChanged 68 SP:Iteration 6Q (157.214896 sec): 3 clusters Score: Raw -224497.266890 + Penalty 376.952244 = -224120.314646 nChanged 71 SP:Iteration 7Q (157.219677 sec): 3 clusters Score: Raw -224531.552941 + Penalty 376.392999 = -224155.159942 nChanged 60 SP:Iteration 8Q (157.224302 sec): 3 clusters Score: Raw -224559.789007 + Penalty 373.203913 = -224186.585093 nChanged 57 SP:Iteration 9Q (157.228668 sec): 3 clusters Score: Raw -224588.452547 + Penalty 372.199820 = -224216.252727 nChanged 54 SP:Iteration 10F (157.233469 sec): 3 clusters Score: Raw -224612.722180 + Penalty 368.582715 = -224244.139465 nChanged 55 SP:Iteration 11Q (157.237863 sec): 3 clusters Score: Raw -224632.950692 + Penalty 369.907010 = -224263.043682 nChanged 44 SP:Iteration 12Q (157.242256 sec): 3 clusters Score: Raw -224648.702120 + Penalty 372.179121 = -224276.522999 nChanged 44 SP:Iteration 13Q (157.246507 sec): 3 clusters Score: Raw -224668.403970 + Penalty 375.849313 = -224292.554657 nChanged 51 SP:Iteration 14Q (157.250839 sec): 3 clusters Score: Raw -224697.242696 + Penalty 379.002184 = -224318.240512 nChanged 53 SP:Iteration 15Q (157.255040 sec): 3 clusters Score: Raw -224729.249342 + Penalty 374.447363 = -224354.801979 nChanged 48 SP:Iteration 16Q (157.259248 sec): 3 clusters Score: Raw -224761.795646 + Penalty 378.738320 = -224383.057326 nChanged 39 SP:Iteration 17Q (157.263329 sec): 3 clusters Score: Raw -224788.764130 + Penalty 373.949489 = -224414.814641 nChanged 24 SP:Iteration 18Q (157.267331 sec): 3 clusters Score: Raw -224802.020404 + Penalty 371.944453 = -224430.075951 nChanged 12 SP:Iteration 19Q (157.271250 sec): 3 clusters Score: Raw -224806.310875 + Penalty 373.873514 = -224432.437362 nChanged 11 SP:Iteration 20F (157.276104 sec): 3 clusters Score: Raw -224809.944614 + Penalty 375.118391 = -224434.826222 nChanged 10 SP:Iteration 21Q (157.280089 sec): 3 clusters Score: Raw -224812.456052 + Penalty 374.867694 = -224437.588358 nChanged 5 SP:Iteration 22Q (157.284024 sec): 3 clusters Score: Raw -224814.017331 + Penalty 374.421348 = -224439.595983 nChanged 5 SP:Iteration 23Q (157.287938 sec): 3 clusters Score: Raw -224816.630653 + Penalty 373.494689 = -224443.135964 nChanged 7 SP:Iteration 24Q (157.291892 sec): 3 clusters Score: Raw -224820.117613 + Penalty 375.939890 = -224444.177724 nChanged 10 SP:Iteration 25Q (157.295856 sec): 3 clusters Score: Raw -224823.425719 + Penalty 375.557899 = -224447.867820 nChanged 9 SP:Iteration 26Q (157.299714 sec): 3 clusters Score: Raw -224825.680486 + Penalty 381.887710 = -224443.792776 nChanged 6 SP:Iteration 27F (157.304769 sec): 3 clusters Score: Raw -224828.157639 + Penalty 391.257394 = -224436.900245 nChanged 6 SP:Iteration 28F (157.309891 sec): 3 clusters Score: Raw -224830.462209 + Penalty 395.031822 = -224435.430387 nChanged 3 SP:Iteration 29F (157.314628 sec): 3 clusters Score: Raw -224831.280972 + Penalty 397.732025 = -224433.548946 nChanged 4 SP:Iteration 30F (157.319381 sec): 3 clusters Score: Raw -224832.748255 + Penalty 399.012330 = -224433.735925 nChanged 3 SP:Iteration 31Q (157.323202 sec): 3 clusters Score: Raw -224834.515412 + Penalty 404.409428 = -224430.105984 nChanged 3 SP:Iteration 32F (157.328017 sec): 3 clusters Score: Raw -224835.466964 + Penalty 408.882531 = -224426.584433 nChanged 3 SP:Iteration 33F (157.332817 sec): 3 clusters Score: Raw -224838.559163 + Penalty 415.087509 = -224423.471654 nChanged 3 SP:Iteration 34F (157.337637 sec): 3 clusters Score: Raw -224840.217203 + Penalty 404.657289 = -224435.559914 nChanged 2 SP:Iteration 35Q (157.341491 sec): 3 clusters Score: Raw -224842.004004 + Penalty 404.639087 = -224437.364918 nChanged 1 SP:Iteration 36Q (157.345268 sec): 3 clusters Score: Raw -224842.507869 + Penalty 404.639087 = -224437.868782 nChanged 0 SP:Iteration 37F (157.350004 sec): 3 clusters Score: Raw -224842.507869 + Penalty 404.639087 = -224437.868782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 26 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.354227 sec): 2 clusters Score: Raw -35924.118424 + Penalty 733.967271 = -35190.151153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.355251 sec): 3 clusters Score: Raw -35800.420728 + Penalty 1466.540251 = -34333.880477 nChanged 111 SP:Iteration 1F (157.356239 sec): 3 clusters Score: Raw -35916.371159 + Penalty 1457.914709 = -34458.456450 nChanged 50 SP:Iteration 2F (157.357226 sec): 3 clusters Score: Raw -36024.140957 + Penalty 1433.635017 = -34590.505940 nChanged 46 SP:Iteration 3F (157.358216 sec): 3 clusters Score: Raw -36160.774095 + Penalty 1423.027827 = -34737.746268 nChanged 39 SP:Iteration 4F (157.359221 sec): 3 clusters Score: Raw -36247.907480 + Penalty 1428.794641 = -34819.112839 nChanged 20 SP:Iteration 5Q (157.360139 sec): 3 clusters Score: Raw -36290.706428 + Penalty 1428.201881 = -34862.504547 nChanged 6 SP:Iteration 6Q (157.361040 sec): 3 clusters Score: Raw -36298.081288 + Penalty 1429.671155 = -34868.410132 nChanged 4 SP:Iteration 7Q (157.361937 sec): 3 clusters Score: Raw -36305.967563 + Penalty 1429.349656 = -34876.617908 nChanged 2 SP:Iteration 8Q (157.362833 sec): 3 clusters Score: Raw -36307.356449 + Penalty 1429.349656 = -34878.006793 nChanged 0 SP:Iteration 9F (157.363836 sec): 3 clusters Score: Raw -36307.356449 + Penalty 1429.349656 = -34878.006793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 27 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.365668 sec): 2 clusters Score: Raw -24924.031558 + Penalty 625.603750 = -24298.427808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.366412 sec): 3 clusters Score: Raw -24844.231507 + Penalty 1249.042693 = -23595.188815 nChanged 59 SP:Iteration 1F (157.367147 sec): 3 clusters Score: Raw -24914.727747 + Penalty 1248.930048 = -23665.797698 nChanged 25 SP:Iteration 2F (157.367931 sec): 3 clusters Score: Raw -24967.602032 + Penalty 1249.101585 = -23718.500447 nChanged 17 SP:Iteration 3F (157.368666 sec): 3 clusters Score: Raw -24997.541220 + Penalty 1247.852868 = -23749.688352 nChanged 15 SP:Iteration 4Q (157.369372 sec): 3 clusters Score: Raw -25023.244454 + Penalty 1244.224911 = -23779.019543 nChanged 14 SP:Iteration 5Q (157.370070 sec): 3 clusters Score: Raw -25051.018129 + Penalty 1244.035832 = -23806.982297 nChanged 11 SP:Iteration 6Q (157.370759 sec): 3 clusters Score: Raw -25066.019763 + Penalty 1243.333016 = -23822.686747 nChanged 6 SP:Iteration 7Q (157.371441 sec): 3 clusters Score: Raw -25072.293802 + Penalty 1242.307928 = -23829.985873 nChanged 3 SP:Iteration 8Q (157.372141 sec): 3 clusters Score: Raw -25075.725867 + Penalty 1240.383467 = -23835.342399 nChanged 4 SP:Iteration 9Q (157.372822 sec): 3 clusters Score: Raw -25082.434337 + Penalty 1237.763659 = -23844.670678 nChanged 4 SP:Iteration 10F (157.373551 sec): 3 clusters Score: Raw -25098.981915 + Penalty 1234.815739 = -23864.166176 nChanged 4 SP:Iteration 11Q (157.374218 sec): 3 clusters Score: Raw -25110.943082 + Penalty 1233.776599 = -23877.166482 nChanged 2 SP:Iteration 12Q (157.374877 sec): 3 clusters Score: Raw -25115.553068 + Penalty 1233.786523 = -23881.766544 nChanged 1 SP:Iteration 13Q (157.375532 sec): 3 clusters Score: Raw -25117.586976 + Penalty 1233.786523 = -23883.800453 nChanged 0 SP:Iteration 14F (157.376259 sec): 3 clusters Score: Raw -25117.586976 + Penalty 1233.786523 = -23883.800453 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.380316 sec): 2 clusters Score: Raw -100228.538136 + Penalty 105.820437 = -100122.717699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.382581 sec): 3 clusters Score: Raw -99526.561953 + Penalty 224.685170 = -99301.876783 nChanged 520 SP:Iteration 1F (157.384761 sec): 3 clusters Score: Raw -100092.153243 + Penalty 228.007927 = -99864.145316 nChanged 70 SP:Iteration 2F (157.386982 sec): 3 clusters Score: Raw -100174.718490 + Penalty 227.717991 = -99947.000499 nChanged 30 SP:Iteration 3Q (157.388968 sec): 3 clusters Score: Raw -100196.787988 + Penalty 230.901639 = -99965.886349 nChanged 17 SP:Iteration 4Q (157.390898 sec): 3 clusters Score: Raw -100205.238035 + Penalty 232.296058 = -99972.941977 nChanged 8 SP:Iteration 5Q (157.392798 sec): 3 clusters Score: Raw -100207.249093 + Penalty 232.107322 = -99975.141770 nChanged 2 SP:Iteration 6Q (157.394661 sec): 3 clusters Score: Raw -100207.545198 + Penalty 232.809695 = -99974.735502 nChanged 3 SP:Iteration 7F (157.396874 sec): 3 clusters Score: Raw -100208.073056 + Penalty 231.101015 = -99976.972040 nChanged 2 SP:Iteration 8Q (157.398780 sec): 3 clusters Score: Raw -100208.854361 + Penalty 231.642384 = -99977.211977 nChanged 1 SP:Iteration 9Q (157.400649 sec): 3 clusters Score: Raw -100209.051602 + Penalty 232.340709 = -99976.710893 nChanged 1 SP:Iteration 10F (157.402848 sec): 3 clusters Score: Raw -100209.208283 + Penalty 232.340709 = -99976.867574 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 31 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.408257 sec): 2 clusters Score: Raw -138554.473376 + Penalty 358.864660 = -138195.608716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.411211 sec): 3 clusters Score: Raw -137629.943480 + Penalty 712.954025 = -136916.989455 nChanged 678 SP:Iteration 1F (157.414077 sec): 3 clusters Score: Raw -138162.075199 + Penalty 705.204036 = -137456.871163 nChanged 256 SP:Iteration 2F (157.416937 sec): 3 clusters Score: Raw -138416.792585 + Penalty 704.668718 = -137712.123867 nChanged 124 SP:Iteration 3F (157.419748 sec): 3 clusters Score: Raw -138488.893858 + Penalty 706.406644 = -137782.487214 nChanged 52 SP:Iteration 4Q (157.422562 sec): 3 clusters Score: Raw -138516.702095 + Penalty 707.930817 = -137808.771277 nChanged 40 SP:Iteration 5Q (157.425415 sec): 3 clusters Score: Raw -138538.257229 + Penalty 709.175220 = -137829.082009 nChanged 31 SP:Iteration 6Q (157.428275 sec): 3 clusters Score: Raw -138555.070770 + Penalty 710.120943 = -137844.949827 nChanged 30 SP:Iteration 7Q (157.431101 sec): 3 clusters Score: Raw -138569.153399 + Penalty 710.464271 = -137858.689128 nChanged 26 SP:Iteration 8Q (157.433865 sec): 3 clusters Score: Raw -138581.118068 + Penalty 710.826442 = -137870.291626 nChanged 25 SP:Iteration 9Q (157.436646 sec): 3 clusters Score: Raw -138595.106895 + Penalty 712.691663 = -137882.415233 nChanged 35 SP:Iteration 10F (157.439532 sec): 3 clusters Score: Raw -138616.072818 + Penalty 714.132889 = -137901.939929 nChanged 22 SP:Iteration 11Q (157.442375 sec): 3 clusters Score: Raw -138626.909553 + Penalty 715.950159 = -137910.959394 nChanged 23 SP:Iteration 12Q (157.445168 sec): 3 clusters Score: Raw -138635.489688 + Penalty 717.447795 = -137918.041893 nChanged 19 SP:Iteration 13Q (157.447932 sec): 3 clusters Score: Raw -138642.478597 + Penalty 718.356473 = -137924.122124 nChanged 15 SP:Iteration 14Q (157.450694 sec): 3 clusters Score: Raw -138646.699606 + Penalty 718.956670 = -137927.742936 nChanged 9 SP:Iteration 15Q (157.453380 sec): 3 clusters Score: Raw -138649.332411 + Penalty 719.573076 = -137929.759335 nChanged 7 SP:Iteration 16Q (157.456105 sec): 3 clusters Score: Raw -138650.786315 + Penalty 720.362264 = -137930.424050 nChanged 9 SP:Iteration 17Q (157.458870 sec): 3 clusters Score: Raw -138652.960668 + Penalty 721.234921 = -137931.725748 nChanged 9 SP:Iteration 18Q (157.461705 sec): 3 clusters Score: Raw -138654.505003 + Penalty 721.972118 = -137932.532885 nChanged 8 SP:Iteration 19Q (157.464426 sec): 3 clusters Score: Raw -138655.728960 + Penalty 722.751621 = -137932.977339 nChanged 10 SP:Iteration 20F (157.467251 sec): 3 clusters Score: Raw -138658.063688 + Penalty 723.302444 = -137934.761245 nChanged 8 SP:Iteration 21Q (157.469959 sec): 3 clusters Score: Raw -138659.660793 + Penalty 723.778309 = -137935.882484 nChanged 5 SP:Iteration 22Q (157.472718 sec): 3 clusters Score: Raw -138660.267684 + Penalty 724.061478 = -137936.206206 nChanged 3 SP:Iteration 23Q (157.475443 sec): 3 clusters Score: Raw -138660.614080 + Penalty 724.308127 = -137936.305952 nChanged 3 SP:Iteration 24Q (157.478171 sec): 3 clusters Score: Raw -138660.840891 + Penalty 724.308127 = -137936.532764 nChanged 0 SP:Iteration 25F (157.481045 sec): 3 clusters Score: Raw -138660.840891 + Penalty 724.308127 = -137936.532764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 33 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.486058 sec): 2 clusters Score: Raw -77361.619605 + Penalty 356.040668 = -77005.578937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.488004 sec): 3 clusters Score: Raw -76878.225005 + Penalty 711.308756 = -76166.916250 nChanged 347 SP:Iteration 1F (157.489874 sec): 3 clusters Score: Raw -77296.481622 + Penalty 724.252859 = -76572.228762 nChanged 148 SP:Iteration 2F (157.491684 sec): 3 clusters Score: Raw -77478.715888 + Penalty 746.852353 = -76731.863534 nChanged 64 SP:Iteration 3F (157.493456 sec): 3 clusters Score: Raw -77541.495912 + Penalty 770.226617 = -76771.269296 nChanged 47 SP:Iteration 4F (157.495227 sec): 3 clusters Score: Raw -77581.178390 + Penalty 785.166964 = -76796.011426 nChanged 24 SP:Iteration 5Q (157.496920 sec): 3 clusters Score: Raw -77598.781870 + Penalty 801.482576 = -76797.299294 nChanged 22 SP:Iteration 6Q (157.498607 sec): 3 clusters Score: Raw -77610.098719 + Penalty 814.912639 = -76795.186080 nChanged 17 SP:Iteration 7F (157.500400 sec): 3 clusters Score: Raw -77617.718129 + Penalty 831.317382 = -76786.400747 nChanged 20 SP:Iteration 8F (157.502184 sec): 3 clusters Score: Raw -77627.654779 + Penalty 842.244503 = -76785.410276 nChanged 13 SP:Iteration 9F (157.503958 sec): 3 clusters Score: Raw -77633.669234 + Penalty 854.186456 = -76779.482777 nChanged 12 SP:Iteration 10F (157.505781 sec): 3 clusters Score: Raw -77639.007228 + Penalty 864.702904 = -76774.304323 nChanged 11 SP:Iteration 11F (157.507572 sec): 3 clusters Score: Raw -77643.718482 + Penalty 878.313709 = -76765.404773 nChanged 14 SP:Iteration 12F (157.509365 sec): 3 clusters Score: Raw -77650.857649 + Penalty 889.487619 = -76761.370030 nChanged 13 SP:Iteration 13F (157.511248 sec): 3 clusters Score: Raw -77658.555423 + Penalty 898.889601 = -76759.665822 nChanged 9 SP:Iteration 14F (157.513122 sec): 3 clusters Score: Raw -77662.586518 + Penalty 906.149940 = -76756.436578 nChanged 7 SP:Iteration 15F (157.514945 sec): 3 clusters Score: Raw -77665.305803 + Penalty 910.544310 = -76754.761493 nChanged 4 SP:Iteration 16F (157.516703 sec): 3 clusters Score: Raw -77666.581851 + Penalty 911.802852 = -76754.779000 nChanged 1 SP:Iteration 17Q (157.518312 sec): 3 clusters Score: Raw -77666.669001 + Penalty 911.802852 = -76754.866150 nChanged 0 SP:Iteration 18F (157.520091 sec): 3 clusters Score: Raw -77666.669001 + Penalty 911.802852 = -76754.866150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 34 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.524890 sec): 2 clusters Score: Raw -64519.841013 + Penalty 319.967216 = -64199.873797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.526469 sec): 3 clusters Score: Raw -64139.174573 + Penalty 635.997741 = -63503.176832 nChanged 290 SP:Iteration 1F (157.527994 sec): 3 clusters Score: Raw -64360.395359 + Penalty 633.851410 = -63726.543948 nChanged 70 SP:Iteration 2F (157.529504 sec): 3 clusters Score: Raw -64420.045849 + Penalty 637.046206 = -63782.999644 nChanged 53 SP:Iteration 3F (157.531038 sec): 3 clusters Score: Raw -64473.399228 + Penalty 641.480358 = -63831.918870 nChanged 43 SP:Iteration 4F (157.532553 sec): 3 clusters Score: Raw -64505.948942 + Penalty 645.541435 = -63860.407506 nChanged 29 SP:Iteration 5Q (157.534048 sec): 3 clusters Score: Raw -64528.151159 + Penalty 645.123622 = -63883.027537 nChanged 15 SP:Iteration 6Q (157.535549 sec): 3 clusters Score: Raw -64537.468221 + Penalty 646.390431 = -63891.077790 nChanged 9 SP:Iteration 7Q (157.537039 sec): 3 clusters Score: Raw -64547.036530 + Penalty 646.721587 = -63900.314943 nChanged 16 SP:Iteration 8Q (157.538512 sec): 3 clusters Score: Raw -64564.841397 + Penalty 645.797676 = -63919.043721 nChanged 18 SP:Iteration 9Q (157.539993 sec): 3 clusters Score: Raw -64583.899492 + Penalty 644.413595 = -63939.485897 nChanged 20 SP:Iteration 10F (157.541549 sec): 3 clusters Score: Raw -64608.206202 + Penalty 643.779692 = -63964.426510 nChanged 16 SP:Iteration 11Q (157.542990 sec): 3 clusters Score: Raw -64624.693499 + Penalty 644.384022 = -63980.309477 nChanged 15 SP:Iteration 12Q (157.544425 sec): 3 clusters Score: Raw -64634.111502 + Penalty 644.482324 = -63989.629179 nChanged 10 SP:Iteration 13Q (157.545852 sec): 3 clusters Score: Raw -64644.964767 + Penalty 645.658981 = -63999.305787 nChanged 4 SP:Iteration 14Q (157.547270 sec): 3 clusters Score: Raw -64650.028345 + Penalty 645.203384 = -64004.824961 nChanged 2 SP:Iteration 15Q (157.548716 sec): 3 clusters Score: Raw -64650.663034 + Penalty 645.013738 = -64005.649297 nChanged 1 SP:Iteration 16Q (157.550135 sec): 3 clusters Score: Raw -64650.701153 + Penalty 645.013738 = -64005.687416 nChanged 0 SP:Iteration 17F (157.551646 sec): 3 clusters Score: Raw -64650.701153 + Penalty 645.013738 = -64005.687416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.553552 sec): 2 clusters Score: Raw -26208.413669 + Penalty 453.348241 = -25755.065428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.554360 sec): 3 clusters Score: Raw -26100.437400 + Penalty 911.003224 = -25189.434175 nChanged 85 SP:Iteration 1F (157.555107 sec): 3 clusters Score: Raw -26181.222924 + Penalty 920.053669 = -25261.169255 nChanged 30 SP:Iteration 2F (157.555885 sec): 3 clusters Score: Raw -26221.417817 + Penalty 938.004128 = -25283.413688 nChanged 26 SP:Iteration 3F (157.556649 sec): 3 clusters Score: Raw -26261.148509 + Penalty 949.856155 = -25311.292354 nChanged 15 SP:Iteration 4Q (157.557381 sec): 3 clusters Score: Raw -26286.882991 + Penalty 957.014369 = -25329.868623 nChanged 9 SP:Iteration 5Q (157.558100 sec): 3 clusters Score: Raw -26296.822969 + Penalty 959.549943 = -25337.273026 nChanged 6 SP:Iteration 6Q (157.558808 sec): 3 clusters Score: Raw -26306.798324 + Penalty 975.848139 = -25330.950185 nChanged 11 SP:Iteration 7F (157.559552 sec): 3 clusters Score: Raw -26329.158255 + Penalty 979.730238 = -25349.428017 nChanged 3 SP:Iteration 8Q (157.560247 sec): 3 clusters Score: Raw -26331.596495 + Penalty 981.348177 = -25350.248318 nChanged 1 SP:Iteration 9Q (157.560958 sec): 3 clusters Score: Raw -26332.731977 + Penalty 982.954954 = -25349.777023 nChanged 1 SP:Iteration 10F (157.561703 sec): 3 clusters Score: Raw -26333.930922 + Penalty 984.330972 = -25349.599951 nChanged 1 SP:Iteration 11F (157.562448 sec): 3 clusters Score: Raw -26334.982562 + Penalty 988.225840 = -25346.756722 nChanged 3 SP:Iteration 12F (157.563191 sec): 3 clusters Score: Raw -26337.462948 + Penalty 988.563750 = -25348.899198 nChanged 2 SP:Iteration 13Q (157.563882 sec): 3 clusters Score: Raw -26338.828164 + Penalty 988.563750 = -25350.264414 nChanged 0 SP:Iteration 14F (157.564624 sec): 3 clusters Score: Raw -26338.828164 + Penalty 988.563750 = -25350.264414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 36 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.566335 sec): 2 clusters Score: Raw -25902.248226 + Penalty 671.881237 = -25230.366989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.567042 sec): 3 clusters Score: Raw -25851.140551 + Penalty 1341.974312 = -24509.166239 nChanged 67 SP:Iteration 1F (157.567737 sec): 3 clusters Score: Raw -25945.522186 + Penalty 1349.064797 = -24596.457390 nChanged 18 SP:Iteration 2F (157.568429 sec): 3 clusters Score: Raw -25982.870125 + Penalty 1356.246212 = -24626.623913 nChanged 10 SP:Iteration 3Q (157.569102 sec): 3 clusters Score: Raw -26004.105266 + Penalty 1358.929237 = -24645.176029 nChanged 2 SP:Iteration 4Q (157.569773 sec): 3 clusters Score: Raw -26004.857744 + Penalty 1358.929237 = -24645.928508 nChanged 0 SP:Iteration 5F (157.570466 sec): 3 clusters Score: Raw -26004.857744 + Penalty 1358.929237 = -24645.928508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 38 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.572602 sec): 2 clusters Score: Raw -40918.240080 + Penalty 415.661809 = -40502.578271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.573630 sec): 3 clusters Score: Raw -40722.736741 + Penalty 831.793338 = -39890.943403 nChanged 155 SP:Iteration 1F (157.574687 sec): 3 clusters Score: Raw -40845.411768 + Penalty 829.435280 = -40015.976488 nChanged 54 SP:Iteration 2F (157.575701 sec): 3 clusters Score: Raw -40907.703209 + Penalty 825.569785 = -40082.133424 nChanged 43 SP:Iteration 3F (157.576714 sec): 3 clusters Score: Raw -40959.443143 + Penalty 823.149463 = -40136.293680 nChanged 26 SP:Iteration 4F (157.577727 sec): 3 clusters Score: Raw -40998.939181 + Penalty 822.651387 = -40176.287794 nChanged 20 SP:Iteration 5Q (157.578701 sec): 3 clusters Score: Raw -41023.417770 + Penalty 825.217214 = -40198.200556 nChanged 17 SP:Iteration 6Q (157.579671 sec): 3 clusters Score: Raw -41050.455223 + Penalty 825.037444 = -40225.417779 nChanged 8 SP:Iteration 7Q (157.580631 sec): 3 clusters Score: Raw -41066.218218 + Penalty 827.673648 = -40238.544569 nChanged 6 SP:Iteration 8Q (157.581585 sec): 3 clusters Score: Raw -41075.240937 + Penalty 828.222316 = -40247.018621 nChanged 1 SP:Iteration 9Q (157.582564 sec): 3 clusters Score: Raw -41076.795351 + Penalty 829.402230 = -40247.393122 nChanged 2 SP:Iteration 10F (157.583570 sec): 3 clusters Score: Raw -41079.223396 + Penalty 829.951181 = -40249.272216 nChanged 1 SP:Iteration 11Q (157.584530 sec): 3 clusters Score: Raw -41079.795896 + Penalty 829.951181 = -40249.844715 nChanged 0 SP:Iteration 12F (157.585540 sec): 3 clusters Score: Raw -41079.795896 + Penalty 829.951181 = -40249.844715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 39 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.586824 sec): 2 clusters Score: Raw -12973.744889 + Penalty 454.970246 = -12518.774643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.587306 sec): 3 clusters Score: Raw -12983.190064 + Penalty 911.775281 = -12071.414783 nChanged 25 SP:Iteration 1F (157.587778 sec): 3 clusters Score: Raw -13017.932593 + Penalty 912.003388 = -12105.929205 nChanged 3 SP:Iteration 2Q (157.588230 sec): 3 clusters Score: Raw -13022.592695 + Penalty 911.616957 = -12110.975738 nChanged 1 SP:Iteration 3Q (157.588684 sec): 3 clusters Score: Raw -13023.618254 + Penalty 911.239067 = -12112.379187 nChanged 1 SP:Iteration 4Q (157.589133 sec): 3 clusters Score: Raw -13024.485292 + Penalty 911.154187 = -12113.331105 nChanged 1 SP:Iteration 5Q (157.589583 sec): 3 clusters Score: Raw -13025.055732 + Penalty 910.729119 = -12114.326614 nChanged 1 SP:Iteration 6Q (157.590032 sec): 3 clusters Score: Raw -13025.748085 + Penalty 910.584042 = -12115.164043 nChanged 1 SP:Iteration 7Q (157.590479 sec): 3 clusters Score: Raw -13026.384097 + Penalty 910.240594 = -12116.143503 nChanged 1 SP:Iteration 8Q (157.590928 sec): 3 clusters Score: Raw -13026.746059 + Penalty 909.961486 = -12116.784572 nChanged 1 SP:Iteration 9Q (157.591375 sec): 3 clusters Score: Raw -13027.198712 + Penalty 909.764400 = -12117.434313 nChanged 1 SP:Iteration 10F (157.591834 sec): 3 clusters Score: Raw -13029.385254 + Penalty 909.764400 = -12119.620855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.592919 sec): 2 clusters Score: Raw -6179.352472 + Penalty 141.664042 = -6037.688430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.593310 sec): 3 clusters Score: Raw -6237.055722 + Penalty 284.679088 = -5952.376635 nChanged 17 SP:Iteration 1F (157.593695 sec): 3 clusters Score: Raw -6262.266606 + Penalty 290.911787 = -5971.354819 nChanged 11 SP:Iteration 2F (157.594079 sec): 3 clusters Score: Raw -6290.728420 + Penalty 304.460782 = -5986.267639 nChanged 9 SP:Iteration 3F (157.594462 sec): 3 clusters Score: Raw -6318.684615 + Penalty 309.308553 = -6009.376062 nChanged 1 SP:Iteration 4Q (157.594818 sec): 3 clusters Score: Raw -6319.482353 + Penalty 309.308553 = -6010.173800 nChanged 0 SP:Iteration 5F (157.595200 sec): 3 clusters Score: Raw -6319.482353 + Penalty 309.308553 = -6010.173800 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 43 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.598031 sec): 2 clusters Score: Raw -62132.794938 + Penalty 515.310511 = -61617.484427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.599533 sec): 3 clusters Score: Raw -61788.264913 + Penalty 1026.104158 = -60762.160755 nChanged 254 SP:Iteration 1F (157.600972 sec): 3 clusters Score: Raw -61996.697955 + Penalty 1025.454519 = -60971.243436 nChanged 77 SP:Iteration 2F (157.602431 sec): 3 clusters Score: Raw -62063.370078 + Penalty 1030.208131 = -61033.161947 nChanged 46 SP:Iteration 3F (157.603877 sec): 3 clusters Score: Raw -62110.658555 + Penalty 1033.203947 = -61077.454608 nChanged 26 SP:Iteration 4Q (157.605312 sec): 3 clusters Score: Raw -62137.524943 + Penalty 1040.220886 = -61097.304057 nChanged 16 SP:Iteration 5Q (157.606742 sec): 3 clusters Score: Raw -62151.143600 + Penalty 1042.553816 = -61108.589784 nChanged 11 SP:Iteration 6Q (157.608216 sec): 3 clusters Score: Raw -62158.156764 + Penalty 1045.876207 = -61112.280557 nChanged 3 SP:Iteration 7Q (157.609652 sec): 3 clusters Score: Raw -62159.293162 + Penalty 1047.770553 = -61111.522610 nChanged 2 SP:Iteration 8F (157.611087 sec): 3 clusters Score: Raw -62160.390079 + Penalty 1048.749663 = -61111.640416 nChanged 2 SP:Iteration 9Q (157.612524 sec): 3 clusters Score: Raw -62162.013557 + Penalty 1053.745489 = -61108.268068 nChanged 4 SP:Iteration 10F (157.614001 sec): 3 clusters Score: Raw -62165.269966 + Penalty 1055.747327 = -61109.522638 nChanged 2 SP:Iteration 11Q (157.615408 sec): 3 clusters Score: Raw -62167.442586 + Penalty 1059.059507 = -61108.383079 nChanged 2 SP:Iteration 12F (157.616862 sec): 3 clusters Score: Raw -62173.204559 + Penalty 1059.137592 = -61114.066967 nChanged 3 SP:Iteration 13Q (157.618294 sec): 3 clusters Score: Raw -62175.591718 + Penalty 1060.158088 = -61115.433630 nChanged 2 SP:Iteration 14Q (157.619754 sec): 3 clusters Score: Raw -62176.274675 + Penalty 1060.221841 = -61116.052834 nChanged 1 SP:Iteration 15Q (157.621173 sec): 3 clusters Score: Raw -62177.230664 + Penalty 1060.221841 = -61117.008823 nChanged 0 SP:Iteration 16F (157.622609 sec): 3 clusters Score: Raw -62177.230664 + Penalty 1060.221841 = -61117.008823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 47 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.627056 sec): 2 clusters Score: Raw -108408.368463 + Penalty 649.627281 = -107758.741182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.629455 sec): 3 clusters Score: Raw -107762.722004 + Penalty 1306.969378 = -106455.752626 nChanged 451 SP:Iteration 1F (157.631714 sec): 3 clusters Score: Raw -108031.216528 + Penalty 1332.627380 = -106698.589148 nChanged 160 SP:Iteration 2F (157.634035 sec): 3 clusters Score: Raw -108199.498515 + Penalty 1360.586058 = -106838.912456 nChanged 101 SP:Iteration 3F (157.636438 sec): 3 clusters Score: Raw -108308.665808 + Penalty 1373.027992 = -106935.637816 nChanged 53 SP:Iteration 4Q (157.638753 sec): 3 clusters Score: Raw -108351.070162 + Penalty 1384.622596 = -106966.447566 nChanged 23 SP:Iteration 5Q (157.640979 sec): 3 clusters Score: Raw -108373.723432 + Penalty 1401.727427 = -106971.996004 nChanged 23 SP:Iteration 6Q (157.643218 sec): 3 clusters Score: Raw -108396.219679 + Penalty 1413.575393 = -106982.644286 nChanged 20 SP:Iteration 7Q (157.645500 sec): 3 clusters Score: Raw -108417.680813 + Penalty 1421.566560 = -106996.114254 nChanged 14 SP:Iteration 8Q (157.647629 sec): 3 clusters Score: Raw -108430.240391 + Penalty 1423.147113 = -107007.093278 nChanged 13 SP:Iteration 9Q (157.649715 sec): 3 clusters Score: Raw -108446.236821 + Penalty 1422.405049 = -107023.831772 nChanged 8 SP:Iteration 10F (157.651960 sec): 3 clusters Score: Raw -108453.498932 + Penalty 1422.342572 = -107031.156360 nChanged 4 SP:Iteration 11Q (157.654025 sec): 3 clusters Score: Raw -108456.729638 + Penalty 1422.595654 = -107034.133984 nChanged 3 SP:Iteration 12Q (157.656089 sec): 3 clusters Score: Raw -108459.539111 + Penalty 1422.750215 = -107036.788895 nChanged 2 SP:Iteration 13Q (157.658154 sec): 3 clusters Score: Raw -108461.403336 + Penalty 1420.606532 = -107040.796804 nChanged 2 SP:Iteration 14Q (157.660181 sec): 3 clusters Score: Raw -108462.934289 + Penalty 1421.117143 = -107041.817146 nChanged 1 SP:Iteration 15Q (157.662215 sec): 3 clusters Score: Raw -108463.192313 + Penalty 1421.117143 = -107042.075170 nChanged 0 SP:Iteration 16F (157.664479 sec): 3 clusters Score: Raw -108463.192313 + Penalty 1421.117143 = -107042.075170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 53 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.666944 sec): 2 clusters Score: Raw -41960.176684 + Penalty 862.731452 = -41097.445232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.668078 sec): 3 clusters Score: Raw -41856.706229 + Penalty 1726.090482 = -40130.615747 nChanged 125 SP:Iteration 1F (157.669144 sec): 3 clusters Score: Raw -42000.799850 + Penalty 1726.423671 = -40274.376179 nChanged 35 SP:Iteration 2F (157.670196 sec): 3 clusters Score: Raw -42063.271336 + Penalty 1726.442982 = -40336.828354 nChanged 14 SP:Iteration 3Q (157.671208 sec): 3 clusters Score: Raw -42089.724447 + Penalty 1726.362708 = -40363.361739 nChanged 15 SP:Iteration 4Q (157.672200 sec): 3 clusters Score: Raw -42108.577696 + Penalty 1726.895934 = -40381.681762 nChanged 10 SP:Iteration 5Q (157.673183 sec): 3 clusters Score: Raw -42119.811738 + Penalty 1727.002944 = -40392.808794 nChanged 6 SP:Iteration 6Q (157.674164 sec): 3 clusters Score: Raw -42125.830629 + Penalty 1727.193333 = -40398.637296 nChanged 3 SP:Iteration 7Q (157.675143 sec): 3 clusters Score: Raw -42131.296321 + Penalty 1727.421546 = -40403.874775 nChanged 2 SP:Iteration 8Q (157.676142 sec): 3 clusters Score: Raw -42133.151735 + Penalty 1727.723216 = -40405.428519 nChanged 2 SP:Iteration 9Q (157.677121 sec): 3 clusters Score: Raw -42138.941026 + Penalty 1727.846821 = -40411.094206 nChanged 1 SP:Iteration 10F (157.678140 sec): 3 clusters Score: Raw -42140.837185 + Penalty 1728.040917 = -40412.796268 nChanged 1 SP:Iteration 11Q (157.679121 sec): 3 clusters Score: Raw -42141.827004 + Penalty 1728.207596 = -40413.619408 nChanged 1 SP:Iteration 12Q (157.680098 sec): 3 clusters Score: Raw -42145.366274 + Penalty 1728.028755 = -40417.337519 nChanged 2 SP:Iteration 13Q (157.681093 sec): 3 clusters Score: Raw -42147.474030 + Penalty 1728.028755 = -40419.445275 nChanged 0 SP:Iteration 14F (157.682114 sec): 3 clusters Score: Raw -42147.474030 + Penalty 1728.028755 = -40419.445275 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 57 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.687432 sec): 2 clusters Score: Raw -142106.092762 + Penalty 373.615459 = -141732.477303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.690489 sec): 3 clusters Score: Raw -141147.193298 + Penalty 807.953044 = -140339.240254 nChanged 673 SP:Iteration 1F (157.693495 sec): 3 clusters Score: Raw -141824.851178 + Penalty 860.363688 = -140964.487491 nChanged 215 SP:Iteration 2F (157.696496 sec): 3 clusters Score: Raw -142070.833503 + Penalty 880.595667 = -141190.237836 nChanged 85 SP:Iteration 3F (157.699415 sec): 3 clusters Score: Raw -142123.783530 + Penalty 891.714216 = -141232.069314 nChanged 36 SP:Iteration 4Q (157.702187 sec): 3 clusters Score: Raw -142142.606994 + Penalty 899.272014 = -141243.334980 nChanged 23 SP:Iteration 5Q (157.704967 sec): 3 clusters Score: Raw -142151.550430 + Penalty 903.780152 = -141247.770278 nChanged 21 SP:Iteration 6Q (157.707687 sec): 3 clusters Score: Raw -142161.321665 + Penalty 910.057837 = -141251.263828 nChanged 18 SP:Iteration 7Q (157.710382 sec): 3 clusters Score: Raw -142169.714002 + Penalty 914.374583 = -141255.339420 nChanged 15 SP:Iteration 8Q (157.713079 sec): 3 clusters Score: Raw -142178.164484 + Penalty 919.548336 = -141258.616148 nChanged 17 SP:Iteration 9Q (157.716019 sec): 3 clusters Score: Raw -142186.189935 + Penalty 924.079908 = -141262.110028 nChanged 11 SP:Iteration 10F (157.719189 sec): 3 clusters Score: Raw -142192.192571 + Penalty 927.405406 = -141264.787165 nChanged 7 SP:Iteration 11Q (157.721840 sec): 3 clusters Score: Raw -142196.253387 + Penalty 927.932793 = -141268.320594 nChanged 4 SP:Iteration 12Q (157.724457 sec): 3 clusters Score: Raw -142197.821928 + Penalty 930.597705 = -141267.224223 nChanged 5 SP:Iteration 13F (157.727446 sec): 3 clusters Score: Raw -142199.713434 + Penalty 932.099432 = -141267.614002 nChanged 5 SP:Iteration 14Q (157.730120 sec): 3 clusters Score: Raw -142201.956223 + Penalty 934.110288 = -141267.845935 nChanged 5 SP:Iteration 15Q (157.732769 sec): 3 clusters Score: Raw -142205.667566 + Penalty 934.618731 = -141271.048835 nChanged 1 SP:Iteration 16Q (157.735439 sec): 3 clusters Score: Raw -142206.148150 + Penalty 934.525463 = -141271.622686 nChanged 3 SP:Iteration 17Q (157.738081 sec): 3 clusters Score: Raw -142207.460041 + Penalty 934.995037 = -141272.465005 nChanged 1 SP:Iteration 18Q (157.740757 sec): 3 clusters Score: Raw -142207.510638 + Penalty 935.912370 = -141271.598268 nChanged 3 SP:Iteration 19F (157.743737 sec): 3 clusters Score: Raw -142208.099926 + Penalty 935.662786 = -141272.437140 nChanged 1 SP:Iteration 20F (157.746675 sec): 3 clusters Score: Raw -142208.215114 + Penalty 935.662786 = -141272.552328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.748565 sec): 2 clusters Score: Raw -15539.067985 + Penalty 681.334102 = -14857.733883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.749096 sec): 3 clusters Score: Raw -15606.717637 + Penalty 1362.832668 = -14243.884968 nChanged 19 SP:Iteration 1F (157.749616 sec): 3 clusters Score: Raw -15663.883599 + Penalty 1363.569909 = -14300.313691 nChanged 6 SP:Iteration 2Q (157.750130 sec): 3 clusters Score: Raw -15677.720613 + Penalty 1365.330791 = -14312.389822 nChanged 5 SP:Iteration 3Q (157.750625 sec): 3 clusters Score: Raw -15691.638778 + Penalty 1367.470854 = -14324.167924 nChanged 4 SP:Iteration 4Q (157.751114 sec): 3 clusters Score: Raw -15697.804154 + Penalty 1372.439624 = -14325.364530 nChanged 7 SP:Iteration 5Q (157.751604 sec): 3 clusters Score: Raw -15712.774252 + Penalty 1376.360946 = -14336.413305 nChanged 3 SP:Iteration 6Q (157.752091 sec): 3 clusters Score: Raw -15717.253310 + Penalty 1377.761175 = -14339.492135 nChanged 2 SP:Iteration 7Q (157.752579 sec): 3 clusters Score: Raw -15719.526999 + Penalty 1379.113738 = -14340.413261 nChanged 1 SP:Iteration 8Q (157.753064 sec): 3 clusters Score: Raw -15721.090026 + Penalty 1380.182985 = -14340.907041 nChanged 1 SP:Iteration 9Q (157.753549 sec): 3 clusters Score: Raw -15721.914806 + Penalty 1380.182985 = -14341.731821 nChanged 0 SP:Iteration 10F (157.754067 sec): 3 clusters Score: Raw -15721.914806 + Penalty 1380.182985 = -14341.731821 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 66 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.756760 sec): 2 clusters Score: Raw -49288.243452 + Penalty 706.303364 = -48581.940088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.757995 sec): 3 clusters Score: Raw -49047.215152 + Penalty 1411.249277 = -47635.965875 nChanged 165 SP:Iteration 1F (157.759146 sec): 3 clusters Score: Raw -49204.553908 + Penalty 1411.755444 = -47792.798464 nChanged 60 SP:Iteration 2F (157.760343 sec): 3 clusters Score: Raw -49275.570115 + Penalty 1412.365999 = -47863.204116 nChanged 31 SP:Iteration 3F (157.761499 sec): 3 clusters Score: Raw -49305.698666 + Penalty 1410.955624 = -47894.743042 nChanged 23 SP:Iteration 4Q (157.762631 sec): 3 clusters Score: Raw -49337.808494 + Penalty 1412.606728 = -47925.201766 nChanged 14 SP:Iteration 5Q (157.763754 sec): 3 clusters Score: Raw -49358.050064 + Penalty 1415.809143 = -47942.240920 nChanged 13 SP:Iteration 6Q (157.764889 sec): 3 clusters Score: Raw -49366.095462 + Penalty 1417.712279 = -47948.383183 nChanged 6 SP:Iteration 7Q (157.766011 sec): 3 clusters Score: Raw -49369.454949 + Penalty 1417.712279 = -47951.742670 nChanged 0 SP:Iteration 8F (157.767158 sec): 3 clusters Score: Raw -49369.454949 + Penalty 1417.712279 = -47951.742670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 68 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.769507 sec): 2 clusters Score: Raw -44882.798555 + Penalty 845.748315 = -44037.050240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.770603 sec): 3 clusters Score: Raw -44737.522195 + Penalty 1693.908710 = -43043.613485 nChanged 110 SP:Iteration 1F (157.771707 sec): 3 clusters Score: Raw -44853.928620 + Penalty 1696.067052 = -43157.861568 nChanged 37 SP:Iteration 2F (157.772777 sec): 3 clusters Score: Raw -44904.090096 + Penalty 1698.244254 = -43205.845842 nChanged 21 SP:Iteration 3Q (157.773829 sec): 3 clusters Score: Raw -44923.937264 + Penalty 1699.580794 = -43224.356470 nChanged 12 SP:Iteration 4Q (157.774900 sec): 3 clusters Score: Raw -44940.723201 + Penalty 1702.067651 = -43238.655550 nChanged 16 SP:Iteration 5Q (157.775951 sec): 3 clusters Score: Raw -44966.536230 + Penalty 1702.556717 = -43263.979512 nChanged 10 SP:Iteration 6Q (157.776992 sec): 3 clusters Score: Raw -44981.580125 + Penalty 1704.004910 = -43277.575215 nChanged 8 SP:Iteration 7Q (157.778031 sec): 3 clusters Score: Raw -44990.537257 + Penalty 1704.927974 = -43285.609283 nChanged 4 SP:Iteration 8Q (157.779062 sec): 3 clusters Score: Raw -44995.679234 + Penalty 1704.737994 = -43290.941240 nChanged 2 SP:Iteration 9Q (157.780116 sec): 3 clusters Score: Raw -44999.360499 + Penalty 1704.976014 = -43294.384485 nChanged 3 SP:Iteration 10F (157.781186 sec): 3 clusters Score: Raw -45002.592229 + Penalty 1706.085323 = -43296.506906 nChanged 4 SP:Iteration 11Q (157.782215 sec): 3 clusters Score: Raw -45006.734574 + Penalty 1706.105721 = -43300.628853 nChanged 1 SP:Iteration 12Q (157.783241 sec): 3 clusters Score: Raw -45007.068150 + Penalty 1706.105721 = -43300.962429 nChanged 0 SP:Iteration 13F (157.784307 sec): 3 clusters Score: Raw -45007.068150 + Penalty 1706.105721 = -43300.962429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 83 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.785363 sec): 2 clusters Score: Raw -2098.731697 + Penalty 224.312762 = -1874.418935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.785643 sec): 3 clusters Score: Raw -2361.485473 + Penalty 448.625523 = -1912.859949 nChanged 5 SP:Iteration 1F (157.785919 sec): 3 clusters Score: Raw -2380.965659 + Penalty 448.625523 = -1932.340135 nChanged 0 Score: Raw -3875043.324126 + Penalty 27745.031726 = -3847298.292399 Splitting cluster 83 changes total score from -3817456.361906 to -3847298.292399 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.593105 sec): 2 clusters Score: Raw -29795.660038 + Penalty 288.884661 = -29506.775377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.593983 sec): 3 clusters Score: Raw -29667.779578 + Penalty 578.301061 = -29089.478516 nChanged 124 SP:Iteration 1F (158.594845 sec): 3 clusters Score: Raw -29802.888192 + Penalty 577.829624 = -29225.058568 nChanged 41 SP:Iteration 2F (158.595725 sec): 3 clusters Score: Raw -29844.781534 + Penalty 577.636972 = -29267.144561 nChanged 16 SP:Iteration 3Q (158.596577 sec): 3 clusters Score: Raw -29870.304274 + Penalty 577.595951 = -29292.708323 nChanged 7 SP:Iteration 4Q (158.597413 sec): 3 clusters Score: Raw -29878.253890 + Penalty 577.593556 = -29300.660334 nChanged 9 SP:Iteration 5Q (158.598251 sec): 3 clusters Score: Raw -29887.925019 + Penalty 577.676898 = -29310.248120 nChanged 10 SP:Iteration 6Q (158.599079 sec): 3 clusters Score: Raw -29906.010787 + Penalty 577.730877 = -29328.279911 nChanged 9 SP:Iteration 7Q (158.599904 sec): 3 clusters Score: Raw -29917.697518 + Penalty 577.934306 = -29339.763212 nChanged 5 SP:Iteration 8Q (158.600743 sec): 3 clusters Score: Raw -29923.615927 + Penalty 577.963850 = -29345.652077 nChanged 2 SP:Iteration 9Q (158.601559 sec): 3 clusters Score: Raw -29925.983253 + Penalty 578.024251 = -29347.959002 nChanged 2 SP:Iteration 10F (158.602414 sec): 3 clusters Score: Raw -29928.239265 + Penalty 578.074046 = -29350.165220 nChanged 1 SP:Iteration 11Q (158.603235 sec): 3 clusters Score: Raw -29928.320131 + Penalty 578.074046 = -29350.246085 nChanged 0 SP:Iteration 12F (158.604124 sec): 3 clusters Score: Raw -29928.320131 + Penalty 578.074046 = -29350.246085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.605162 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.605353 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 Iteration 219Q (158.797800 sec): 37 clusters Score: Raw -3844820.794360 + Penalty 27744.576806 = -3817076.217554 nChanged 9 Deleting Class 83 (19 points): Lose 821.800542 but Gain 889.069863 Iteration 220F (159.613959 sec): 36 clusters Score: Raw -3844000.570747 + Penalty 26786.022760 = -3817214.547987 nChanged 22 Iteration 221Q (159.783167 sec): 36 clusters Score: Raw -3844230.729335 + Penalty 26824.883613 = -3817405.845722 nChanged 8 Iteration 222Q (159.950501 sec): 36 clusters Score: Raw -3844307.120504 + Penalty 26825.265579 = -3817481.854925 nChanged 6 Iteration 223Q (160.119325 sec): 36 clusters Score: Raw -3844307.696787 + Penalty 26825.444859 = -3817482.251928 nChanged 1 Iteration 224Q (160.287425 sec): 36 clusters Score: Raw -3844307.734639 + Penalty 26825.285508 = -3817482.449130 nChanged 2 Iteration 225Q (160.454497 sec): 36 clusters Score: Raw -3844307.984037 + Penalty 26825.605097 = -3817482.378939 nChanged 2 Iteration 226F (161.244132 sec): 36 clusters Score: Raw -3844308.514601 + Penalty 26859.359675 = -3817449.154926 nChanged 5 Iteration 227F (162.272743 sec): 36 clusters Score: Raw -3844310.458855 + Penalty 26859.116587 = -3817451.342268 nChanged 5 Iteration 228Q (162.489776 sec): 36 clusters Score: Raw -3844311.162345 + Penalty 26859.128718 = -3817452.033628 nChanged 2 Iteration 229Q (162.691508 sec): 36 clusters Score: Raw -3844311.922938 + Penalty 26860.139391 = -3817451.783548 nChanged 2 Iteration 230F (163.526753 sec): 36 clusters Score: Raw -3844312.960472 + Penalty 26860.139391 = -3817452.821081 nChanged 0 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3844312.960472 + Penalty 26860.139391 = -3817452.821081Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 1 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.681683 sec): 2 clusters Score: Raw -37858.157590 + Penalty 328.501511 = -37529.656079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.682622 sec): 3 clusters Score: Raw -37675.632918 + Penalty 659.682566 = -37015.950353 nChanged 156 SP:Iteration 1F (163.683576 sec): 3 clusters Score: Raw -37766.903663 + Penalty 663.283420 = -37103.620243 nChanged 33 SP:Iteration 2F (163.684503 sec): 3 clusters Score: Raw -37796.185948 + Penalty 672.127899 = -37124.058049 nChanged 30 SP:Iteration 3F (163.685425 sec): 3 clusters Score: Raw -37822.443674 + Penalty 678.906826 = -37143.536848 nChanged 18 SP:Iteration 4Q (163.686338 sec): 3 clusters Score: Raw -37834.145551 + Penalty 685.167436 = -37148.978114 nChanged 12 SP:Iteration 5Q (163.687249 sec): 3 clusters Score: Raw -37844.495869 + Penalty 699.674982 = -37144.820887 nChanged 15 SP:Iteration 6F (163.688195 sec): 3 clusters Score: Raw -37858.727953 + Penalty 712.934722 = -37145.793231 nChanged 10 SP:Iteration 7Q (163.689105 sec): 3 clusters Score: Raw -37864.411858 + Penalty 715.872237 = -37148.539621 nChanged 8 SP:Iteration 8Q (163.690013 sec): 3 clusters Score: Raw -37870.661013 + Penalty 732.506147 = -37138.154866 nChanged 9 SP:Iteration 9F (163.690934 sec): 3 clusters Score: Raw -37879.359998 + Penalty 750.227643 = -37129.132354 nChanged 6 SP:Iteration 10F (163.691859 sec): 3 clusters Score: Raw -37888.766473 + Penalty 767.133912 = -37121.632561 nChanged 7 SP:Iteration 11F (163.692800 sec): 3 clusters Score: Raw -37901.113991 + Penalty 786.107420 = -37115.006571 nChanged 6 SP:Iteration 12F (163.693722 sec): 3 clusters Score: Raw -37910.010602 + Penalty 797.617753 = -37112.392849 nChanged 3 SP:Iteration 13F (163.694679 sec): 3 clusters Score: Raw -37921.047867 + Penalty 798.698659 = -37122.349207 nChanged 1 SP:Iteration 14Q (163.695528 sec): 3 clusters Score: Raw -37922.328096 + Penalty 807.014273 = -37115.313822 nChanged 1 SP:Iteration 15F (163.696451 sec): 3 clusters Score: Raw -37922.982805 + Penalty 807.014273 = -37115.968532 nChanged 0 Memory request: 0.07 GB would take us to total of 0.49 GB. Trying to split cluster 2 (14814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.769334 sec): 2 clusters Score: Raw -1253228.351259 + Penalty 265.362803 = -1252962.988456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.797013 sec): 3 clusters Score: Raw -1243346.917578 + Penalty 530.747874 = -1242816.169703 nChanged 6954 SP:Iteration 1F (163.824409 sec): 3 clusters Score: Raw -1247876.676015 + Penalty 532.439976 = -1247344.236039 nChanged 1813 SP:Iteration 2F (163.851834 sec): 3 clusters Score: Raw -1249105.120050 + Penalty 534.603800 = -1248570.516250 nChanged 1086 SP:Iteration 3F (163.879164 sec): 3 clusters Score: Raw -1249975.106053 + Penalty 535.848270 = -1249439.257783 nChanged 679 SP:Iteration 4Q (163.907546 sec): 3 clusters Score: Raw -1250330.452669 + Penalty 536.581708 = -1249793.870962 nChanged 438 SP:Iteration 5Q (163.935987 sec): 3 clusters Score: Raw -1250511.575705 + Penalty 536.670508 = -1249974.905197 nChanged 282 SP:Iteration 6Q (163.964883 sec): 3 clusters Score: Raw -1250579.998322 + Penalty 537.048665 = -1250042.949658 nChanged 231 SP:Iteration 7Q (163.993268 sec): 3 clusters Score: Raw -1250626.493037 + Penalty 538.687668 = -1250087.805369 nChanged 216 SP:Iteration 8Q (164.021341 sec): 3 clusters Score: Raw -1250671.380341 + Penalty 541.128371 = -1250130.251970 nChanged 229 SP:Iteration 9Q (164.049520 sec): 3 clusters Score: Raw -1250721.438353 + Penalty 544.097412 = -1250177.340940 nChanged 220 SP:Iteration 10F (164.077092 sec): 3 clusters Score: Raw -1250777.453901 + Penalty 547.963148 = -1250229.490752 nChanged 273 SP:Iteration 11Q (164.105019 sec): 3 clusters Score: Raw -1250862.730265 + Penalty 553.134188 = -1250309.596077 nChanged 325 SP:Iteration 12Q (164.132738 sec): 3 clusters Score: Raw -1250974.657170 + Penalty 558.825803 = -1250415.831367 nChanged 316 SP:Iteration 13Q (164.160305 sec): 3 clusters Score: Raw -1251097.035600 + Penalty 564.936488 = -1250532.099112 nChanged 356 SP:Iteration 14Q (164.186844 sec): 3 clusters Score: Raw -1251259.670860 + Penalty 572.242545 = -1250687.428315 nChanged 353 SP:Iteration 15Q (164.212619 sec): 3 clusters Score: Raw -1251466.598625 + Penalty 582.099001 = -1250884.499624 nChanged 388 SP:Iteration 16Q (164.237937 sec): 3 clusters Score: Raw -1251708.825898 + Penalty 587.112135 = -1251121.713763 nChanged 365 SP:Iteration 17Q (164.262814 sec): 3 clusters Score: Raw -1251971.917855 + Penalty 588.605072 = -1251383.312783 nChanged 306 SP:Iteration 18Q (164.287156 sec): 3 clusters Score: Raw -1252172.415067 + Penalty 590.541600 = -1251581.873467 nChanged 269 SP:Iteration 19Q (164.310862 sec): 3 clusters Score: Raw -1252322.673876 + Penalty 591.095465 = -1251731.578411 nChanged 238 SP:Iteration 20F (164.337834 sec): 3 clusters Score: Raw -1252438.113871 + Penalty 590.736591 = -1251847.377279 nChanged 217 SP:Iteration 21Q (164.360912 sec): 3 clusters Score: Raw -1252548.125440 + Penalty 593.740599 = -1251954.384840 nChanged 218 SP:Iteration 22Q (164.384444 sec): 3 clusters Score: Raw -1252675.202676 + Penalty 604.836689 = -1252070.365987 nChanged 229 SP:Iteration 23Q (164.406967 sec): 3 clusters Score: Raw -1252831.873738 + Penalty 606.348337 = -1252225.525401 nChanged 192 SP:Iteration 24Q (164.429272 sec): 3 clusters Score: Raw -1252972.894970 + Penalty 609.405866 = -1252363.489104 nChanged 140 SP:Iteration 25Q (164.451204 sec): 3 clusters Score: Raw -1253081.554828 + Penalty 625.602302 = -1252455.952525 nChanged 88 SP:Iteration 26Q (164.472999 sec): 3 clusters Score: Raw -1253154.544453 + Penalty 657.386596 = -1252497.157857 nChanged 57 SP:Iteration 27Q (164.494585 sec): 3 clusters Score: Raw -1253202.544345 + Penalty 696.757238 = -1252505.787107 nChanged 30 SP:Iteration 28Q (164.515583 sec): 3 clusters Score: Raw -1253230.070649 + Penalty 749.765506 = -1252480.305143 nChanged 20 SP:Iteration 29F (164.542636 sec): 3 clusters Score: Raw -1253246.398329 + Penalty 771.465778 = -1252474.932551 nChanged 8 SP:Iteration 30F (164.569794 sec): 3 clusters Score: Raw -1253252.652429 + Penalty 795.193737 = -1252457.458692 nChanged 5 SP:Iteration 31F (164.597479 sec): 3 clusters Score: Raw -1253259.738830 + Penalty 795.193737 = -1252464.545093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 3 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.605247 sec): 2 clusters Score: Raw -1882.826141 + Penalty 146.712622 = -1736.113519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.605535 sec): 3 clusters Score: Raw -2016.067673 + Penalty 336.698757 = -1679.368916 nChanged 4 SP:Iteration 1F (164.605814 sec): 3 clusters Score: Raw -2031.373910 + Penalty 336.698757 = -1694.675153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 5 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.607820 sec): 2 clusters Score: Raw -44048.800776 + Penalty 374.316606 = -43674.484170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.608982 sec): 3 clusters Score: Raw -43800.329097 + Penalty 748.193117 = -43052.135980 nChanged 170 SP:Iteration 1F (164.610127 sec): 3 clusters Score: Raw -43974.536483 + Penalty 751.047546 = -43223.488937 nChanged 54 SP:Iteration 2F (164.611247 sec): 3 clusters Score: Raw -44012.165523 + Penalty 754.733171 = -43257.432352 nChanged 24 SP:Iteration 3Q (164.612326 sec): 3 clusters Score: Raw -44029.402603 + Penalty 759.631172 = -43269.771431 nChanged 15 SP:Iteration 4Q (164.613426 sec): 3 clusters Score: Raw -44040.133541 + Penalty 769.214336 = -43270.919205 nChanged 17 SP:Iteration 5Q (164.614503 sec): 3 clusters Score: Raw -44053.069642 + Penalty 771.851236 = -43281.218407 nChanged 12 SP:Iteration 6Q (164.615578 sec): 3 clusters Score: Raw -44060.493214 + Penalty 777.423586 = -43283.069628 nChanged 16 SP:Iteration 7Q (164.616651 sec): 3 clusters Score: Raw -44071.626926 + Penalty 790.238198 = -43281.388728 nChanged 11 SP:Iteration 8F (164.617757 sec): 3 clusters Score: Raw -44085.496738 + Penalty 802.284768 = -43283.211971 nChanged 8 SP:Iteration 9Q (164.618841 sec): 3 clusters Score: Raw -44092.062845 + Penalty 814.668570 = -43277.394275 nChanged 7 SP:Iteration 10F (164.619928 sec): 3 clusters Score: Raw -44100.147790 + Penalty 832.533805 = -43267.613985 nChanged 9 SP:Iteration 11F (164.621016 sec): 3 clusters Score: Raw -44107.723706 + Penalty 843.133545 = -43264.590161 nChanged 6 SP:Iteration 12F (164.622122 sec): 3 clusters Score: Raw -44114.065695 + Penalty 847.760627 = -43266.305069 nChanged 1 SP:Iteration 13Q (164.623195 sec): 3 clusters Score: Raw -44114.889939 + Penalty 850.987717 = -43263.902222 nChanged 1 SP:Iteration 14F (164.624283 sec): 3 clusters Score: Raw -44115.657652 + Penalty 857.609933 = -43258.047719 nChanged 2 SP:Iteration 15F (164.625388 sec): 3 clusters Score: Raw -44116.781333 + Penalty 868.937057 = -43247.844277 nChanged 3 SP:Iteration 16F (164.626497 sec): 3 clusters Score: Raw -44118.839695 + Penalty 879.115008 = -43239.724687 nChanged 3 SP:Iteration 17F (164.627586 sec): 3 clusters Score: Raw -44123.015502 + Penalty 895.468758 = -43227.546744 nChanged 5 SP:Iteration 18F (164.628675 sec): 3 clusters Score: Raw -44129.883003 + Penalty 907.296451 = -43222.586552 nChanged 3 SP:Iteration 19F (164.629762 sec): 3 clusters Score: Raw -44135.387074 + Penalty 918.431031 = -43216.956042 nChanged 5 SP:Iteration 20F (164.630870 sec): 3 clusters Score: Raw -44146.042494 + Penalty 923.063475 = -43222.979019 nChanged 1 SP:Iteration 21Q (164.631890 sec): 3 clusters Score: Raw -44149.294972 + Penalty 924.223885 = -43225.071087 nChanged 1 SP:Iteration 22Q (164.632941 sec): 3 clusters Score: Raw -44151.233548 + Penalty 924.223885 = -43227.009663 nChanged 0 SP:Iteration 23F (164.634032 sec): 3 clusters Score: Raw -44151.233548 + Penalty 924.223885 = -43227.009663 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.636989 sec): 2 clusters Score: Raw -71612.001018 + Penalty 960.067361 = -70651.933657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.638430 sec): 3 clusters Score: Raw -71376.773927 + Penalty 1920.099817 = -69456.674110 nChanged 203 SP:Iteration 1F (164.639846 sec): 3 clusters Score: Raw -71562.231125 + Penalty 1920.154404 = -69642.076721 nChanged 53 SP:Iteration 2F (164.641246 sec): 3 clusters Score: Raw -71611.432947 + Penalty 1920.136064 = -69691.296883 nChanged 23 SP:Iteration 3Q (164.642633 sec): 3 clusters Score: Raw -71640.973192 + Penalty 1920.130232 = -69720.842960 nChanged 18 SP:Iteration 4Q (164.644012 sec): 3 clusters Score: Raw -71663.958207 + Penalty 1920.031545 = -69743.926662 nChanged 22 SP:Iteration 5Q (164.645405 sec): 3 clusters Score: Raw -71685.143639 + Penalty 1919.935867 = -69765.207772 nChanged 18 SP:Iteration 6Q (164.646780 sec): 3 clusters Score: Raw -71704.686534 + Penalty 1920.183015 = -69784.503519 nChanged 23 SP:Iteration 7Q (164.648171 sec): 3 clusters Score: Raw -71738.458482 + Penalty 1920.595965 = -69817.862518 nChanged 27 SP:Iteration 8Q (164.649559 sec): 3 clusters Score: Raw -71762.585163 + Penalty 1920.531714 = -69842.053449 nChanged 19 SP:Iteration 9Q (164.650934 sec): 3 clusters Score: Raw -71778.381717 + Penalty 1919.988871 = -69858.392845 nChanged 18 SP:Iteration 10F (164.652416 sec): 3 clusters Score: Raw -71798.450773 + Penalty 1919.891145 = -69878.559628 nChanged 17 SP:Iteration 11Q (164.653856 sec): 3 clusters Score: Raw -71820.402148 + Penalty 1919.451429 = -69900.950719 nChanged 14 SP:Iteration 12Q (164.655253 sec): 3 clusters Score: Raw -71833.103731 + Penalty 1918.710999 = -69914.392732 nChanged 13 SP:Iteration 13Q (164.656626 sec): 3 clusters Score: Raw -71848.639948 + Penalty 1919.151295 = -69929.488653 nChanged 11 SP:Iteration 14Q (164.657986 sec): 3 clusters Score: Raw -71864.669434 + Penalty 1919.292758 = -69945.376676 nChanged 6 SP:Iteration 15Q (164.659366 sec): 3 clusters Score: Raw -71879.072404 + Penalty 1919.447498 = -69959.624906 nChanged 11 SP:Iteration 16Q (164.660726 sec): 3 clusters Score: Raw -71893.477618 + Penalty 1919.443542 = -69974.034077 nChanged 8 SP:Iteration 17Q (164.662078 sec): 3 clusters Score: Raw -71903.468714 + Penalty 1919.212023 = -69984.256691 nChanged 4 SP:Iteration 18Q (164.663430 sec): 3 clusters Score: Raw -71914.988470 + Penalty 1919.222686 = -69995.765784 nChanged 3 SP:Iteration 19Q (164.664806 sec): 3 clusters Score: Raw -71921.818101 + Penalty 1919.338631 = -70002.479470 nChanged 5 SP:Iteration 20F (164.666219 sec): 3 clusters Score: Raw -71928.319169 + Penalty 1919.256909 = -70009.062261 nChanged 4 SP:Iteration 21Q (164.667564 sec): 3 clusters Score: Raw -71934.515670 + Penalty 1919.254188 = -70015.261482 nChanged 5 SP:Iteration 22Q (164.668927 sec): 3 clusters Score: Raw -71945.103102 + Penalty 1919.449816 = -70025.653286 nChanged 5 SP:Iteration 23Q (164.670283 sec): 3 clusters Score: Raw -71953.563620 + Penalty 1919.335211 = -70034.228409 nChanged 1 SP:Iteration 24Q (164.671624 sec): 3 clusters Score: Raw -71955.620239 + Penalty 1919.335211 = -70036.285028 nChanged 0 SP:Iteration 25F (164.673019 sec): 3 clusters Score: Raw -71955.620239 + Penalty 1919.335211 = -70036.285028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 8 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.676611 sec): 2 clusters Score: Raw -50525.289203 + Penalty 334.081167 = -50191.208036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.677952 sec): 3 clusters Score: Raw -50271.123114 + Penalty 679.680043 = -49591.443071 nChanged 231 SP:Iteration 1F (164.679237 sec): 3 clusters Score: Raw -50461.153754 + Penalty 687.700677 = -49773.453077 nChanged 51 SP:Iteration 2F (164.680524 sec): 3 clusters Score: Raw -50513.031840 + Penalty 697.080811 = -49815.951028 nChanged 37 SP:Iteration 3F (164.681750 sec): 3 clusters Score: Raw -50569.232092 + Penalty 701.895985 = -49867.336107 nChanged 27 SP:Iteration 4Q (164.682940 sec): 3 clusters Score: Raw -50614.364936 + Penalty 701.461393 = -49912.903543 nChanged 25 SP:Iteration 5Q (164.684128 sec): 3 clusters Score: Raw -50660.678301 + Penalty 704.303414 = -49956.374887 nChanged 17 SP:Iteration 6Q (164.685245 sec): 3 clusters Score: Raw -50687.854694 + Penalty 701.893022 = -49985.961673 nChanged 11 SP:Iteration 7Q (164.686335 sec): 3 clusters Score: Raw -50712.646003 + Penalty 695.297418 = -50017.348585 nChanged 11 SP:Iteration 8Q (164.687400 sec): 3 clusters Score: Raw -50722.984187 + Penalty 690.600242 = -50032.383945 nChanged 9 SP:Iteration 9Q (164.688497 sec): 3 clusters Score: Raw -50728.921311 + Penalty 688.350950 = -50040.570361 nChanged 7 SP:Iteration 10F (164.689755 sec): 3 clusters Score: Raw -50731.637239 + Penalty 687.422486 = -50044.214753 nChanged 3 SP:Iteration 11Q (164.690878 sec): 3 clusters Score: Raw -50732.557704 + Penalty 686.050496 = -50046.507209 nChanged 3 SP:Iteration 12Q (164.691998 sec): 3 clusters Score: Raw -50733.713698 + Penalty 685.552801 = -50048.160896 nChanged 1 SP:Iteration 13Q (164.693106 sec): 3 clusters Score: Raw -50734.157620 + Penalty 684.810523 = -50049.347097 nChanged 2 SP:Iteration 14Q (164.694178 sec): 3 clusters Score: Raw -50734.593662 + Penalty 683.274691 = -50051.318971 nChanged 4 SP:Iteration 15Q (164.695247 sec): 3 clusters Score: Raw -50736.231683 + Penalty 681.185579 = -50055.046104 nChanged 6 SP:Iteration 16Q (164.696313 sec): 3 clusters Score: Raw -50739.887687 + Penalty 679.935466 = -50059.952221 nChanged 7 SP:Iteration 17Q (164.697398 sec): 3 clusters Score: Raw -50745.833174 + Penalty 677.771062 = -50068.062112 nChanged 8 SP:Iteration 18Q (164.698464 sec): 3 clusters Score: Raw -50749.211051 + Penalty 677.176516 = -50072.034535 nChanged 2 SP:Iteration 19Q (164.699524 sec): 3 clusters Score: Raw -50751.406753 + Penalty 676.067923 = -50075.338831 nChanged 4 SP:Iteration 20F (164.700743 sec): 3 clusters Score: Raw -50757.323737 + Penalty 674.351289 = -50082.972449 nChanged 6 SP:Iteration 21Q (164.701824 sec): 3 clusters Score: Raw -50760.160090 + Penalty 672.743371 = -50087.416719 nChanged 6 SP:Iteration 22Q (164.702883 sec): 3 clusters Score: Raw -50763.817612 + Penalty 670.959738 = -50092.857875 nChanged 8 SP:Iteration 23Q (164.703944 sec): 3 clusters Score: Raw -50775.781538 + Penalty 668.734911 = -50107.046627 nChanged 10 SP:Iteration 24Q (164.704987 sec): 3 clusters Score: Raw -50797.090187 + Penalty 666.585044 = -50130.505144 nChanged 13 SP:Iteration 25Q (164.706038 sec): 3 clusters Score: Raw -50835.219325 + Penalty 665.804958 = -50169.414367 nChanged 7 SP:Iteration 26Q (164.707049 sec): 3 clusters Score: Raw -50881.033479 + Penalty 665.534771 = -50215.498708 nChanged 4 SP:Iteration 27Q (164.708043 sec): 3 clusters Score: Raw -50893.094550 + Penalty 665.534771 = -50227.559779 nChanged 0 SP:Iteration 28F (164.709261 sec): 3 clusters Score: Raw -50893.094550 + Penalty 665.534771 = -50227.559779 nChanged 0 Score: Raw -3874912.418358 + Penalty 27417.368623 = -3847495.049735 Splitting cluster 8 changes total score from -3817452.821081 to -3847495.049735 So it's getting split into cluster 4. Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (1914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.517762 sec): 2 clusters Score: Raw -171309.342852 + Penalty 146.627202 = -171162.715650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.521406 sec): 3 clusters Score: Raw -170040.123166 + Penalty 286.639097 = -169753.484069 nChanged 877 SP:Iteration 1F (165.524996 sec): 3 clusters Score: Raw -170690.724671 + Penalty 293.135756 = -170397.588915 nChanged 256 SP:Iteration 2F (165.528570 sec): 3 clusters Score: Raw -170926.257868 + Penalty 312.545540 = -170613.712329 nChanged 184 SP:Iteration 3F (165.532157 sec): 3 clusters Score: Raw -171167.205768 + Penalty 324.721677 = -170842.484091 nChanged 85 SP:Iteration 4Q (165.535630 sec): 3 clusters Score: Raw -171263.744889 + Penalty 328.526500 = -170935.218389 nChanged 30 SP:Iteration 5Q (165.538669 sec): 3 clusters Score: Raw -171292.494687 + Penalty 954.778199 = -170337.716488 nChanged 20 SP:Iteration 6F (165.542130 sec): 3 clusters Score: Raw -171312.138793 + Penalty 954.778199 = -170357.360594 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.557410 sec): 2 clusters Score: Raw -182464.283076 + Penalty 388.405202 = -182075.877874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.561158 sec): 3 clusters Score: Raw -181258.672314 + Penalty 806.113875 = -180452.558439 nChanged 868 SP:Iteration 1F (165.564862 sec): 3 clusters Score: Raw -182212.033428 + Penalty 841.930472 = -181370.102956 nChanged 273 SP:Iteration 2F (165.568501 sec): 3 clusters Score: Raw -182576.151502 + Penalty 857.059614 = -181719.091888 nChanged 124 SP:Iteration 3F (165.572174 sec): 3 clusters Score: Raw -182682.592851 + Penalty 865.207621 = -181817.385230 nChanged 60 SP:Iteration 4Q (165.575682 sec): 3 clusters Score: Raw -182725.455959 + Penalty 868.760189 = -181856.695770 nChanged 33 SP:Iteration 5Q (165.579126 sec): 3 clusters Score: Raw -182742.990783 + Penalty 866.414259 = -181876.576525 nChanged 16 SP:Iteration 6Q (165.582530 sec): 3 clusters Score: Raw -182752.994196 + Penalty 866.751445 = -181886.242750 nChanged 13 SP:Iteration 7Q (165.585812 sec): 3 clusters Score: Raw -182759.189889 + Penalty 866.348996 = -181892.840893 nChanged 6 SP:Iteration 8Q (165.589189 sec): 3 clusters Score: Raw -182760.302637 + Penalty 866.389003 = -181893.913634 nChanged 4 SP:Iteration 9Q (165.592531 sec): 3 clusters Score: Raw -182760.546702 + Penalty 867.006495 = -181893.540207 nChanged 1 SP:Iteration 10F (165.596228 sec): 3 clusters Score: Raw -182760.625110 + Penalty 867.006495 = -181893.618615 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.612752 sec): 2 clusters Score: Raw -285469.806434 + Penalty 246.558147 = -285223.248287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.618929 sec): 3 clusters Score: Raw -283362.716700 + Penalty 512.124718 = -282850.591982 nChanged 1483 SP:Iteration 1F (165.624971 sec): 3 clusters Score: Raw -284227.987977 + Penalty 538.032762 = -283689.955215 nChanged 423 SP:Iteration 2F (165.630919 sec): 3 clusters Score: Raw -284528.141634 + Penalty 578.706218 = -283949.435415 nChanged 368 SP:Iteration 3F (165.636823 sec): 3 clusters Score: Raw -284936.660433 + Penalty 604.083916 = -284332.576518 nChanged 246 SP:Iteration 4F (165.642877 sec): 3 clusters Score: Raw -285165.667412 + Penalty 613.310135 = -284552.357278 nChanged 150 SP:Iteration 5Q (165.648615 sec): 3 clusters Score: Raw -285261.333149 + Penalty 618.241034 = -284643.092115 nChanged 93 SP:Iteration 6Q (165.654158 sec): 3 clusters Score: Raw -285323.766268 + Penalty 620.486657 = -284703.279612 nChanged 73 SP:Iteration 7Q (165.659505 sec): 3 clusters Score: Raw -285377.058073 + Penalty 621.791881 = -284755.266192 nChanged 58 SP:Iteration 8Q (165.664699 sec): 3 clusters Score: Raw -285413.093042 + Penalty 621.191469 = -284791.901573 nChanged 48 SP:Iteration 9Q (165.669776 sec): 3 clusters Score: Raw -285438.171582 + Penalty 619.042605 = -284819.128977 nChanged 36 SP:Iteration 10F (165.675654 sec): 3 clusters Score: Raw -285460.074045 + Penalty 615.496307 = -284844.577738 nChanged 35 SP:Iteration 11Q (165.680721 sec): 3 clusters Score: Raw -285479.526503 + Penalty 608.868829 = -284870.657675 nChanged 25 SP:Iteration 12Q (165.685675 sec): 3 clusters Score: Raw -285491.164402 + Penalty 602.487016 = -284888.677387 nChanged 22 SP:Iteration 13Q (165.690571 sec): 3 clusters Score: Raw -285498.738744 + Penalty 603.785963 = -284894.952782 nChanged 9 SP:Iteration 14Q (165.695505 sec): 3 clusters Score: Raw -285500.435916 + Penalty 603.880661 = -284896.555255 nChanged 3 SP:Iteration 15Q (165.700499 sec): 3 clusters Score: Raw -285501.576294 + Penalty 600.048123 = -284901.528171 nChanged 5 SP:Iteration 16Q (165.705468 sec): 3 clusters Score: Raw -285502.890711 + Penalty 597.615250 = -284905.275462 nChanged 3 SP:Iteration 17Q (165.710348 sec): 3 clusters Score: Raw -285504.080493 + Penalty 597.224755 = -284906.855738 nChanged 5 SP:Iteration 18Q (165.715218 sec): 3 clusters Score: Raw -285505.528989 + Penalty 597.203460 = -284908.325529 nChanged 4 SP:Iteration 19Q (165.720160 sec): 3 clusters Score: Raw -285507.075130 + Penalty 595.904695 = -284911.170435 nChanged 4 SP:Iteration 20F (165.726295 sec): 3 clusters Score: Raw -285507.878444 + Penalty 592.281965 = -284915.596479 nChanged 4 SP:Iteration 21Q (165.731194 sec): 3 clusters Score: Raw -285508.336849 + Penalty 590.851697 = -284917.485152 nChanged 3 SP:Iteration 22Q (165.736078 sec): 3 clusters Score: Raw -285508.829741 + Penalty 591.702234 = -284917.127507 nChanged 2 SP:Iteration 23F (165.741939 sec): 3 clusters Score: Raw -285509.211028 + Penalty 590.165037 = -284919.045991 nChanged 4 SP:Iteration 24Q (165.746932 sec): 3 clusters Score: Raw -285509.611214 + Penalty 588.537071 = -284921.074143 nChanged 2 SP:Iteration 25Q (165.751892 sec): 3 clusters Score: Raw -285509.817236 + Penalty 587.755711 = -284922.061525 nChanged 4 SP:Iteration 26Q (165.756811 sec): 3 clusters Score: Raw -285510.782968 + Penalty 585.719255 = -284925.063712 nChanged 3 SP:Iteration 27Q (165.761765 sec): 3 clusters Score: Raw -285511.175642 + Penalty 585.073263 = -284926.102379 nChanged 1 SP:Iteration 28Q (165.766736 sec): 3 clusters Score: Raw -285511.436642 + Penalty 583.499272 = -284927.937371 nChanged 2 SP:Iteration 29Q (165.771661 sec): 3 clusters Score: Raw -285511.596079 + Penalty 583.763722 = -284927.832357 nChanged 1 SP:Iteration 30F (165.777562 sec): 3 clusters Score: Raw -285511.933851 + Penalty 583.094486 = -284928.839365 nChanged 5 SP:Iteration 31Q (165.782565 sec): 3 clusters Score: Raw -285513.510901 + Penalty 581.627815 = -284931.883086 nChanged 4 SP:Iteration 32Q (165.787542 sec): 3 clusters Score: Raw -285514.597080 + Penalty 580.175535 = -284934.421545 nChanged 3 SP:Iteration 33Q (165.792457 sec): 3 clusters Score: Raw -285515.309015 + Penalty 577.669041 = -284937.639974 nChanged 5 SP:Iteration 34Q (165.797391 sec): 3 clusters Score: Raw -285515.892158 + Penalty 576.205876 = -284939.686283 nChanged 2 SP:Iteration 35Q (165.802434 sec): 3 clusters Score: Raw -285515.955808 + Penalty 576.039360 = -284939.916448 nChanged 1 SP:Iteration 36Q (165.807467 sec): 3 clusters Score: Raw -285516.096036 + Penalty 575.612717 = -284940.483320 nChanged 1 SP:Iteration 37Q (165.812596 sec): 3 clusters Score: Raw -285516.246180 + Penalty 575.612717 = -284940.633464 nChanged 0 SP:Iteration 38F (165.818805 sec): 3 clusters Score: Raw -285516.246180 + Penalty 575.612717 = -284940.633464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 14 (2388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.829294 sec): 2 clusters Score: Raw -211740.894402 + Penalty 255.579353 = -211485.315049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.833786 sec): 3 clusters Score: Raw -210299.540048 + Penalty 511.457282 = -209788.082766 nChanged 1047 SP:Iteration 1F (165.838188 sec): 3 clusters Score: Raw -210899.510978 + Penalty 511.028790 = -210388.482188 nChanged 223 SP:Iteration 2F (165.842518 sec): 3 clusters Score: Raw -211023.909689 + Penalty 511.301156 = -210512.608533 nChanged 189 SP:Iteration 3F (165.847009 sec): 3 clusters Score: Raw -211131.991950 + Penalty 514.504776 = -210617.487174 nChanged 161 SP:Iteration 4F (165.851407 sec): 3 clusters Score: Raw -211235.752235 + Penalty 519.370821 = -210716.381414 nChanged 145 SP:Iteration 5F (165.855804 sec): 3 clusters Score: Raw -211349.160376 + Penalty 527.397732 = -210821.762644 nChanged 140 SP:Iteration 6F (165.860145 sec): 3 clusters Score: Raw -211453.881733 + Penalty 537.515826 = -210916.365907 nChanged 119 SP:Iteration 7Q (165.864549 sec): 3 clusters Score: Raw -211539.956939 + Penalty 549.054303 = -210990.902636 nChanged 101 SP:Iteration 8Q (165.868931 sec): 3 clusters Score: Raw -211614.800128 + Penalty 561.776507 = -211053.023621 nChanged 78 SP:Iteration 9Q (165.873277 sec): 3 clusters Score: Raw -211671.793470 + Penalty 572.513378 = -211099.280091 nChanged 70 SP:Iteration 10F (165.877638 sec): 3 clusters Score: Raw -211718.776272 + Penalty 581.740467 = -211137.035805 nChanged 53 SP:Iteration 11Q (165.881862 sec): 3 clusters Score: Raw -211756.715305 + Penalty 587.570775 = -211169.144530 nChanged 33 SP:Iteration 12Q (165.885973 sec): 3 clusters Score: Raw -211779.714441 + Penalty 592.416064 = -211187.298377 nChanged 31 SP:Iteration 13Q (165.890010 sec): 3 clusters Score: Raw -211798.498316 + Penalty 595.154438 = -211203.343878 nChanged 30 SP:Iteration 14Q (165.893943 sec): 3 clusters Score: Raw -211814.522139 + Penalty 594.932264 = -211219.589875 nChanged 27 SP:Iteration 15Q (165.897791 sec): 3 clusters Score: Raw -211829.751159 + Penalty 596.484190 = -211233.266969 nChanged 23 SP:Iteration 16Q (165.901655 sec): 3 clusters Score: Raw -211841.438952 + Penalty 599.131015 = -211242.307937 nChanged 23 SP:Iteration 17Q (165.905605 sec): 3 clusters Score: Raw -211852.634131 + Penalty 599.739690 = -211252.894441 nChanged 17 SP:Iteration 18Q (165.909620 sec): 3 clusters Score: Raw -211860.247663 + Penalty 601.877354 = -211258.370310 nChanged 15 SP:Iteration 19Q (165.913410 sec): 3 clusters Score: Raw -211864.629809 + Penalty 604.303596 = -211260.326213 nChanged 13 SP:Iteration 20F (165.917726 sec): 3 clusters Score: Raw -211869.730558 + Penalty 602.181539 = -211267.549019 nChanged 7 SP:Iteration 21Q (165.921532 sec): 3 clusters Score: Raw -211872.476433 + Penalty 604.281760 = -211268.194673 nChanged 9 SP:Iteration 22Q (165.925494 sec): 3 clusters Score: Raw -211874.690865 + Penalty 605.410292 = -211269.280573 nChanged 7 SP:Iteration 23Q (165.929383 sec): 3 clusters Score: Raw -211877.117402 + Penalty 605.684251 = -211271.433150 nChanged 3 SP:Iteration 24Q (165.933177 sec): 3 clusters Score: Raw -211877.316572 + Penalty 605.710345 = -211271.606227 nChanged 1 SP:Iteration 25Q (165.936994 sec): 3 clusters Score: Raw -211877.424427 + Penalty 606.779911 = -211270.644516 nChanged 1 SP:Iteration 26F (165.941377 sec): 3 clusters Score: Raw -211877.628245 + Penalty 607.444152 = -211270.184093 nChanged 1 SP:Iteration 27F (165.945834 sec): 3 clusters Score: Raw -211877.768174 + Penalty 606.689185 = -211271.078989 nChanged 2 SP:Iteration 28Q (165.949632 sec): 3 clusters Score: Raw -211877.939077 + Penalty 606.689185 = -211271.249892 nChanged 0 SP:Iteration 29F (165.954059 sec): 3 clusters Score: Raw -211877.939077 + Penalty 606.689185 = -211271.249892 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 15 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.961006 sec): 2 clusters Score: Raw -147003.087078 + Penalty 201.970614 = -146801.116464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.964289 sec): 3 clusters Score: Raw -145957.030985 + Penalty 404.298258 = -145552.732726 nChanged 754 SP:Iteration 1F (165.967490 sec): 3 clusters Score: Raw -146603.835227 + Penalty 403.438847 = -146200.396380 nChanged 232 SP:Iteration 2F (165.970643 sec): 3 clusters Score: Raw -146899.938887 + Penalty 403.302927 = -146496.635961 nChanged 125 SP:Iteration 3F (165.973871 sec): 3 clusters Score: Raw -147045.690092 + Penalty 404.000062 = -146641.690029 nChanged 76 SP:Iteration 4Q (165.976992 sec): 3 clusters Score: Raw -147078.748864 + Penalty 404.484835 = -146674.264030 nChanged 37 SP:Iteration 5Q (165.980111 sec): 3 clusters Score: Raw -147089.940910 + Penalty 405.136494 = -146684.804416 nChanged 29 SP:Iteration 6Q (165.983152 sec): 3 clusters Score: Raw -147098.967931 + Penalty 405.592748 = -146693.375182 nChanged 21 SP:Iteration 7Q (165.986191 sec): 3 clusters Score: Raw -147103.065058 + Penalty 405.806331 = -146697.258727 nChanged 9 SP:Iteration 8Q (165.989132 sec): 3 clusters Score: Raw -147104.387999 + Penalty 405.958104 = -146698.429895 nChanged 7 SP:Iteration 9Q (165.992103 sec): 3 clusters Score: Raw -147105.590846 + Penalty 406.110702 = -146699.480144 nChanged 5 SP:Iteration 10F (165.995252 sec): 3 clusters Score: Raw -147105.939549 + Penalty 406.110702 = -146699.828847 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.000923 sec): 2 clusters Score: Raw -166159.024457 + Penalty 660.317163 = -165498.707294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.004364 sec): 3 clusters Score: Raw -165150.189343 + Penalty 1319.284500 = -163830.904843 nChanged 688 SP:Iteration 1F (166.007798 sec): 3 clusters Score: Raw -165524.249561 + Penalty 1316.138154 = -164208.111406 nChanged 188 SP:Iteration 2F (166.011223 sec): 3 clusters Score: Raw -165643.146083 + Penalty 1311.197029 = -164331.949054 nChanged 136 SP:Iteration 3F (166.014654 sec): 3 clusters Score: Raw -165742.310702 + Penalty 1301.400172 = -164440.910530 nChanged 111 SP:Iteration 4F (166.017974 sec): 3 clusters Score: Raw -165835.726829 + Penalty 1289.581673 = -164546.145156 nChanged 99 SP:Iteration 5F (166.021229 sec): 3 clusters Score: Raw -165921.847713 + Penalty 1274.994852 = -164646.852861 nChanged 87 SP:Iteration 6Q (166.024452 sec): 3 clusters Score: Raw -166011.338985 + Penalty 1262.196534 = -164749.142451 nChanged 73 SP:Iteration 7Q (166.027625 sec): 3 clusters Score: Raw -166068.837377 + Penalty 1252.872495 = -164815.964882 nChanged 57 SP:Iteration 8Q (166.030713 sec): 3 clusters Score: Raw -166108.023919 + Penalty 1248.221484 = -164859.802435 nChanged 33 SP:Iteration 9Q (166.033866 sec): 3 clusters Score: Raw -166125.901446 + Penalty 1243.623102 = -164882.278344 nChanged 22 SP:Iteration 10F (166.037181 sec): 3 clusters Score: Raw -166137.884752 + Penalty 1242.120249 = -164895.764502 nChanged 11 SP:Iteration 11Q (166.040243 sec): 3 clusters Score: Raw -166142.430349 + Penalty 1240.738715 = -164901.691634 nChanged 9 SP:Iteration 12Q (166.043308 sec): 3 clusters Score: Raw -166145.666311 + Penalty 1240.824555 = -164904.841756 nChanged 8 SP:Iteration 13Q (166.046374 sec): 3 clusters Score: Raw -166147.637087 + Penalty 1240.944828 = -164906.692259 nChanged 4 SP:Iteration 14Q (166.049463 sec): 3 clusters Score: Raw -166148.644071 + Penalty 1240.715205 = -164907.928865 nChanged 3 SP:Iteration 15Q (166.052579 sec): 3 clusters Score: Raw -166149.431868 + Penalty 1240.576778 = -164908.855090 nChanged 4 SP:Iteration 16Q (166.055650 sec): 3 clusters Score: Raw -166150.560504 + Penalty 1240.419039 = -164910.141465 nChanged 3 SP:Iteration 17Q (166.058692 sec): 3 clusters Score: Raw -166151.035710 + Penalty 1240.580663 = -164910.455048 nChanged 2 SP:Iteration 18Q (166.061801 sec): 3 clusters Score: Raw -166151.299229 + Penalty 1240.806974 = -164910.492255 nChanged 2 SP:Iteration 19Q (166.064899 sec): 3 clusters Score: Raw -166151.855137 + Penalty 1240.742523 = -164911.112615 nChanged 2 SP:Iteration 20F (166.068264 sec): 3 clusters Score: Raw -166152.207773 + Penalty 1240.798963 = -164911.408810 nChanged 3 SP:Iteration 21Q (166.071376 sec): 3 clusters Score: Raw -166152.716870 + Penalty 1240.798963 = -164911.917907 nChanged 0 SP:Iteration 22F (166.074702 sec): 3 clusters Score: Raw -166152.716870 + Penalty 1240.798963 = -164911.917907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.078194 sec): 2 clusters Score: Raw -92975.996010 + Penalty 250.698726 = -92725.297284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.080308 sec): 3 clusters Score: Raw -92359.237538 + Penalty 490.811964 = -91868.425574 nChanged 467 SP:Iteration 1F (166.082406 sec): 3 clusters Score: Raw -92875.439824 + Penalty 478.023244 = -92397.416580 nChanged 98 SP:Iteration 2F (166.084489 sec): 3 clusters Score: Raw -92950.917472 + Penalty 473.903791 = -92477.013680 nChanged 43 SP:Iteration 3Q (166.086541 sec): 3 clusters Score: Raw -92977.867887 + Penalty 471.658062 = -92506.209824 nChanged 33 SP:Iteration 4Q (166.088590 sec): 3 clusters Score: Raw -92993.619922 + Penalty 470.247747 = -92523.372176 nChanged 21 SP:Iteration 5Q (166.090604 sec): 3 clusters Score: Raw -93006.829869 + Penalty 471.359973 = -92535.469896 nChanged 17 SP:Iteration 6Q (166.092600 sec): 3 clusters Score: Raw -93011.173509 + Penalty 471.268070 = -92539.905439 nChanged 13 SP:Iteration 7Q (166.094618 sec): 3 clusters Score: Raw -93019.550201 + Penalty 471.134246 = -92548.415955 nChanged 13 SP:Iteration 8Q (166.096595 sec): 3 clusters Score: Raw -93030.064166 + Penalty 472.103493 = -92557.960672 nChanged 15 SP:Iteration 9Q (166.098561 sec): 3 clusters Score: Raw -93036.483430 + Penalty 474.194192 = -92562.289238 nChanged 21 SP:Iteration 10F (166.100586 sec): 3 clusters Score: Raw -93052.163803 + Penalty 474.102347 = -92578.061456 nChanged 21 SP:Iteration 11Q (166.102546 sec): 3 clusters Score: Raw -93068.301698 + Penalty 474.450673 = -92593.851025 nChanged 19 SP:Iteration 12Q (166.104502 sec): 3 clusters Score: Raw -93075.358142 + Penalty 474.423450 = -92600.934692 nChanged 15 SP:Iteration 13Q (166.106436 sec): 3 clusters Score: Raw -93078.588440 + Penalty 474.158366 = -92604.430074 nChanged 3 SP:Iteration 14Q (166.108421 sec): 3 clusters Score: Raw -93078.825823 + Penalty 474.145155 = -92604.680668 nChanged 2 SP:Iteration 15Q (166.110409 sec): 3 clusters Score: Raw -93078.978180 + Penalty 474.030059 = -92604.948120 nChanged 2 SP:Iteration 16Q (166.112358 sec): 3 clusters Score: Raw -93079.126856 + Penalty 474.030059 = -92605.096796 nChanged 0 SP:Iteration 17F (166.114429 sec): 3 clusters Score: Raw -93079.126856 + Penalty 474.030059 = -92605.096796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.115364 sec): 2 clusters Score: Raw -12912.815693 + Penalty 432.162944 = -12480.652748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.115839 sec): 3 clusters Score: Raw -12893.849435 + Penalty 868.713092 = -12025.136343 nChanged 29 SP:Iteration 1F (166.116306 sec): 3 clusters Score: Raw -12927.440951 + Penalty 872.522308 = -12054.918642 nChanged 9 SP:Iteration 2F (166.116835 sec): 3 clusters Score: Raw -12954.774162 + Penalty 897.405661 = -12057.368501 nChanged 15 SP:Iteration 3F (166.117878 sec): 3 clusters Score: Raw -13024.192220 + Penalty 904.719099 = -12119.473121 nChanged 9 SP:Iteration 4F (166.118973 sec): 3 clusters Score: Raw -13057.241377 + Penalty 910.740258 = -12146.501119 nChanged 4 SP:Iteration 5Q (166.119807 sec): 3 clusters Score: Raw -13073.042266 + Penalty 912.254144 = -12160.788122 nChanged 1 SP:Iteration 6Q (166.120578 sec): 3 clusters Score: Raw -13075.048711 + Penalty 912.254144 = -12162.794567 nChanged 0 SP:Iteration 7F (166.121396 sec): 3 clusters Score: Raw -13075.048711 + Penalty 912.254144 = -12162.794567 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 25 (2631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.134751 sec): 2 clusters Score: Raw -224804.042408 + Penalty 177.866662 = -224626.175746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.141128 sec): 3 clusters Score: Raw -223113.353130 + Penalty 354.391050 = -222758.962080 nChanged 1217 SP:Iteration 1F (166.146654 sec): 3 clusters Score: Raw -223884.625812 + Penalty 361.097213 = -223523.528599 nChanged 367 SP:Iteration 2F (166.152132 sec): 3 clusters Score: Raw -224250.017641 + Penalty 375.681244 = -223874.336397 nChanged 277 SP:Iteration 3F (166.157339 sec): 3 clusters Score: Raw -224560.167970 + Penalty 388.644309 = -224171.523661 nChanged 140 SP:Iteration 4F (166.162702 sec): 3 clusters Score: Raw -224699.838958 + Penalty 401.258498 = -224298.580460 nChanged 66 SP:Iteration 5Q (166.167733 sec): 3 clusters Score: Raw -224762.190719 + Penalty 410.312519 = -224351.878200 nChanged 40 SP:Iteration 6Q (166.172118 sec): 3 clusters Score: Raw -224783.935422 + Penalty 417.797176 = -224366.138246 nChanged 20 SP:Iteration 7Q (166.176670 sec): 3 clusters Score: Raw -224798.329127 + Penalty 424.543772 = -224373.785355 nChanged 20 SP:Iteration 8Q (166.180963 sec): 3 clusters Score: Raw -224819.969608 + Penalty 432.797024 = -224387.172584 nChanged 18 SP:Iteration 9Q (166.185358 sec): 3 clusters Score: Raw -224833.224635 + Penalty 439.626489 = -224393.598146 nChanged 16 SP:Iteration 10F (166.190290 sec): 3 clusters Score: Raw -224842.571433 + Penalty 442.613337 = -224399.958096 nChanged 9 SP:Iteration 11Q (166.194266 sec): 3 clusters Score: Raw -224845.749653 + Penalty 445.981511 = -224399.768142 nChanged 4 SP:Iteration 12F (166.199039 sec): 3 clusters Score: Raw -224846.256052 + Penalty 447.364632 = -224398.891419 nChanged 2 SP:Iteration 13F (166.203794 sec): 3 clusters Score: Raw -224846.413032 + Penalty 447.628369 = -224398.784663 nChanged 3 SP:Iteration 14F (166.208597 sec): 3 clusters Score: Raw -224847.085082 + Penalty 449.949007 = -224397.136075 nChanged 2 SP:Iteration 15F (166.213504 sec): 3 clusters Score: Raw -224847.844778 + Penalty 451.472546 = -224396.372232 nChanged 2 SP:Iteration 16F (166.218389 sec): 3 clusters Score: Raw -224848.687383 + Penalty 453.558390 = -224395.128993 nChanged 2 SP:Iteration 17F (166.223238 sec): 3 clusters Score: Raw -224849.958707 + Penalty 457.197390 = -224392.761316 nChanged 3 SP:Iteration 18F (166.228002 sec): 3 clusters Score: Raw -224852.197240 + Penalty 457.738459 = -224394.458781 nChanged 3 SP:Iteration 19Q (166.231990 sec): 3 clusters Score: Raw -224856.902413 + Penalty 459.567929 = -224397.334484 nChanged 8 SP:Iteration 20F (166.236843 sec): 3 clusters Score: Raw -224863.487255 + Penalty 462.648440 = -224400.838815 nChanged 3 SP:Iteration 21Q (166.240838 sec): 3 clusters Score: Raw -224864.026198 + Penalty 463.948790 = -224400.077408 nChanged 1 SP:Iteration 22F (166.245967 sec): 3 clusters Score: Raw -224864.039291 + Penalty 464.919588 = -224399.119703 nChanged 1 SP:Iteration 23F (166.250876 sec): 3 clusters Score: Raw -224864.015271 + Penalty 464.919588 = -224399.095683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 26 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.255156 sec): 2 clusters Score: Raw -35924.118424 + Penalty 733.967271 = -35190.151153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.256161 sec): 3 clusters Score: Raw -35843.638875 + Penalty 1463.271380 = -34380.367495 nChanged 122 SP:Iteration 1F (166.257149 sec): 3 clusters Score: Raw -36034.039648 + Penalty 1458.214820 = -34575.824828 nChanged 48 SP:Iteration 2F (166.258162 sec): 3 clusters Score: Raw -36153.616768 + Penalty 1454.275911 = -34699.340857 nChanged 32 SP:Iteration 3F (166.259156 sec): 3 clusters Score: Raw -36249.353798 + Penalty 1459.585740 = -34789.768059 nChanged 33 SP:Iteration 4F (166.260153 sec): 3 clusters Score: Raw -36322.077155 + Penalty 1466.230864 = -34855.846292 nChanged 10 SP:Iteration 5Q (166.261049 sec): 3 clusters Score: Raw -36378.000276 + Penalty 1467.934543 = -34910.065733 nChanged 8 SP:Iteration 6Q (166.261937 sec): 3 clusters Score: Raw -36387.498104 + Penalty 1467.934543 = -34919.563562 nChanged 2 SP:Iteration 7Q (166.262878 sec): 3 clusters Score: Raw -36389.504514 + Penalty 1469.666326 = -34919.838188 nChanged 2 SP:Iteration 8Q (166.263767 sec): 3 clusters Score: Raw -36393.919988 + Penalty 1470.560816 = -34923.359172 nChanged 3 SP:Iteration 9Q (166.264653 sec): 3 clusters Score: Raw -36407.705003 + Penalty 1472.304913 = -34935.400090 nChanged 2 SP:Iteration 10F (166.265650 sec): 3 clusters Score: Raw -36410.473591 + Penalty 1474.087871 = -34936.385721 nChanged 2 SP:Iteration 11Q (166.266532 sec): 3 clusters Score: Raw -36413.902527 + Penalty 1474.087871 = -34939.814657 nChanged 0 SP:Iteration 12F (166.267546 sec): 3 clusters Score: Raw -36413.902527 + Penalty 1474.087871 = -34939.814657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 27 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.269402 sec): 2 clusters Score: Raw -24924.031558 + Penalty 625.603750 = -24298.427808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.270176 sec): 3 clusters Score: Raw -24849.812047 + Penalty 1250.691795 = -23599.120252 nChanged 58 SP:Iteration 1F (166.270935 sec): 3 clusters Score: Raw -24943.937495 + Penalty 1252.428502 = -23691.508993 nChanged 27 SP:Iteration 2F (166.271693 sec): 3 clusters Score: Raw -25002.619354 + Penalty 1253.286262 = -23749.333092 nChanged 13 SP:Iteration 3Q (166.272429 sec): 3 clusters Score: Raw -25035.512577 + Penalty 1254.263340 = -23781.249237 nChanged 10 SP:Iteration 4Q (166.273142 sec): 3 clusters Score: Raw -25051.989331 + Penalty 1253.897508 = -23798.091823 nChanged 5 SP:Iteration 5Q (166.273838 sec): 3 clusters Score: Raw -25057.837976 + Penalty 1253.847798 = -23803.990178 nChanged 2 SP:Iteration 6Q (166.274528 sec): 3 clusters Score: Raw -25059.281749 + Penalty 1253.847798 = -23805.433951 nChanged 0 SP:Iteration 7F (166.275259 sec): 3 clusters Score: Raw -25059.281749 + Penalty 1253.847798 = -23805.433951 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.279364 sec): 2 clusters Score: Raw -100228.538136 + Penalty 105.820437 = -100122.717699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.281607 sec): 3 clusters Score: Raw -99527.420275 + Penalty 215.955379 = -99311.464896 nChanged 504 SP:Iteration 1F (166.283828 sec): 3 clusters Score: Raw -99935.054702 + Penalty 217.584787 = -99717.469915 nChanged 101 SP:Iteration 2F (166.286017 sec): 3 clusters Score: Raw -100045.431194 + Penalty 218.366644 = -99827.064550 nChanged 76 SP:Iteration 3F (166.288265 sec): 3 clusters Score: Raw -100101.224051 + Penalty 219.529071 = -99881.694980 nChanged 60 SP:Iteration 4F (166.290495 sec): 3 clusters Score: Raw -100135.318480 + Penalty 220.087796 = -99915.230684 nChanged 29 SP:Iteration 5Q (166.292672 sec): 3 clusters Score: Raw -100145.121462 + Penalty 220.236587 = -99924.884875 nChanged 13 SP:Iteration 6Q (166.294832 sec): 3 clusters Score: Raw -100149.634534 + Penalty 220.266177 = -99929.368357 nChanged 19 SP:Iteration 7Q (166.296998 sec): 3 clusters Score: Raw -100156.663732 + Penalty 219.994418 = -99936.669314 nChanged 22 SP:Iteration 8Q (166.299176 sec): 3 clusters Score: Raw -100168.265494 + Penalty 219.112083 = -99949.153411 nChanged 24 SP:Iteration 9Q (166.301295 sec): 3 clusters Score: Raw -100185.601626 + Penalty 218.197746 = -99967.403880 nChanged 19 SP:Iteration 10F (166.303540 sec): 3 clusters Score: Raw -100194.907703 + Penalty 217.580157 = -99977.327546 nChanged 16 SP:Iteration 11Q (166.305675 sec): 3 clusters Score: Raw -100202.228075 + Penalty 217.229893 = -99984.998181 nChanged 13 SP:Iteration 12Q (166.307829 sec): 3 clusters Score: Raw -100205.758946 + Penalty 216.618512 = -99989.140435 nChanged 8 SP:Iteration 13Q (166.309967 sec): 3 clusters Score: Raw -100208.529808 + Penalty 215.910036 = -99992.619771 nChanged 11 SP:Iteration 14Q (166.312105 sec): 3 clusters Score: Raw -100211.390401 + Penalty 215.671934 = -99995.718467 nChanged 6 SP:Iteration 15Q (166.314379 sec): 3 clusters Score: Raw -100212.727564 + Penalty 215.203599 = -99997.523964 nChanged 9 SP:Iteration 16Q (166.316627 sec): 3 clusters Score: Raw -100214.565880 + Penalty 214.843463 = -99999.722417 nChanged 6 SP:Iteration 17Q (166.318876 sec): 3 clusters Score: Raw -100215.837142 + Penalty 214.513579 = -100001.323563 nChanged 5 SP:Iteration 18Q (166.320999 sec): 3 clusters Score: Raw -100216.773692 + Penalty 214.298191 = -100002.475501 nChanged 4 SP:Iteration 19Q (166.323113 sec): 3 clusters Score: Raw -100217.357418 + Penalty 214.289035 = -100003.068383 nChanged 4 SP:Iteration 20F (166.325350 sec): 3 clusters Score: Raw -100218.154438 + Penalty 214.068281 = -100004.086157 nChanged 4 SP:Iteration 21Q (166.327537 sec): 3 clusters Score: Raw -100219.344771 + Penalty 213.771613 = -100005.573158 nChanged 5 SP:Iteration 22Q (166.329656 sec): 3 clusters Score: Raw -100220.617453 + Penalty 213.928382 = -100006.689071 nChanged 3 SP:Iteration 23Q (166.331799 sec): 3 clusters Score: Raw -100221.183361 + Penalty 213.814720 = -100007.368641 nChanged 4 SP:Iteration 24Q (166.333960 sec): 3 clusters Score: Raw -100221.917501 + Penalty 213.523888 = -100008.393613 nChanged 6 SP:Iteration 25Q (166.336109 sec): 3 clusters Score: Raw -100223.006834 + Penalty 213.413211 = -100009.593623 nChanged 6 SP:Iteration 26Q (166.338254 sec): 3 clusters Score: Raw -100223.903622 + Penalty 213.332896 = -100010.570726 nChanged 3 SP:Iteration 27Q (166.340355 sec): 3 clusters Score: Raw -100224.246214 + Penalty 213.242485 = -100011.003729 nChanged 5 SP:Iteration 28Q (166.342497 sec): 3 clusters Score: Raw -100225.184103 + Penalty 213.000579 = -100012.183524 nChanged 6 SP:Iteration 29Q (166.344669 sec): 3 clusters Score: Raw -100226.044141 + Penalty 212.917793 = -100013.126348 nChanged 4 SP:Iteration 30F (166.346922 sec): 3 clusters Score: Raw -100226.718654 + Penalty 212.955844 = -100013.762809 nChanged 2 SP:Iteration 31Q (166.349090 sec): 3 clusters Score: Raw -100227.033847 + Penalty 212.838921 = -100014.194926 nChanged 3 SP:Iteration 32Q (166.351245 sec): 3 clusters Score: Raw -100227.304066 + Penalty 212.752600 = -100014.551467 nChanged 4 SP:Iteration 33Q (166.353334 sec): 3 clusters Score: Raw -100227.786706 + Penalty 212.714401 = -100015.072304 nChanged 1 SP:Iteration 34Q (166.355421 sec): 3 clusters Score: Raw -100227.842168 + Penalty 212.674260 = -100015.167907 nChanged 1 SP:Iteration 35Q (166.357539 sec): 3 clusters Score: Raw -100227.900125 + Penalty 212.674260 = -100015.225865 nChanged 0 SP:Iteration 36F (166.359769 sec): 3 clusters Score: Raw -100227.900125 + Penalty 212.674260 = -100015.225865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 31 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.365366 sec): 2 clusters Score: Raw -138554.473376 + Penalty 358.864660 = -138195.608716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.368237 sec): 3 clusters Score: Raw -137632.385409 + Penalty 736.602300 = -136895.783110 nChanged 668 SP:Iteration 1F (166.371099 sec): 3 clusters Score: Raw -138198.373082 + Penalty 771.772031 = -137426.601051 nChanged 219 SP:Iteration 2F (166.373967 sec): 3 clusters Score: Raw -138396.659083 + Penalty 803.079289 = -137593.579793 nChanged 102 SP:Iteration 3F (166.376811 sec): 3 clusters Score: Raw -138476.367378 + Penalty 829.714267 = -137646.653111 nChanged 66 SP:Iteration 4Q (166.379671 sec): 3 clusters Score: Raw -138527.869029 + Penalty 851.842004 = -137676.027025 nChanged 37 SP:Iteration 5Q (166.382535 sec): 3 clusters Score: Raw -138556.280288 + Penalty 871.183124 = -137685.097165 nChanged 27 SP:Iteration 6Q (166.385276 sec): 3 clusters Score: Raw -138584.177975 + Penalty 894.128469 = -137690.049506 nChanged 26 SP:Iteration 7Q (166.387930 sec): 3 clusters Score: Raw -138609.945583 + Penalty 908.862911 = -137701.082673 nChanged 13 SP:Iteration 8Q (166.390543 sec): 3 clusters Score: Raw -138619.967631 + Penalty 915.828830 = -137704.138801 nChanged 6 SP:Iteration 9Q (166.393213 sec): 3 clusters Score: Raw -138625.689028 + Penalty 924.189887 = -137701.499141 nChanged 7 SP:Iteration 10F (166.396084 sec): 3 clusters Score: Raw -138630.950407 + Penalty 930.450383 = -137700.500024 nChanged 6 SP:Iteration 11F (166.398899 sec): 3 clusters Score: Raw -138633.214734 + Penalty 931.799069 = -137701.415665 nChanged 1 SP:Iteration 12Q (166.401414 sec): 3 clusters Score: Raw -138633.632350 + Penalty 935.503640 = -137698.128710 nChanged 2 SP:Iteration 13F (166.404208 sec): 3 clusters Score: Raw -138634.605662 + Penalty 937.411799 = -137697.193864 nChanged 2 SP:Iteration 14F (166.407027 sec): 3 clusters Score: Raw -138635.186394 + Penalty 939.808402 = -137695.377993 nChanged 3 SP:Iteration 15F (166.409900 sec): 3 clusters Score: Raw -138636.808961 + Penalty 940.633767 = -137696.175194 nChanged 1 SP:Iteration 16Q (166.412424 sec): 3 clusters Score: Raw -138637.382406 + Penalty 940.633767 = -137696.748639 nChanged 0 SP:Iteration 17F (166.415282 sec): 3 clusters Score: Raw -138637.382406 + Penalty 940.633767 = -137696.748639 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 33 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.420475 sec): 2 clusters Score: Raw -77361.619605 + Penalty 356.040668 = -77005.578937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.422301 sec): 3 clusters Score: Raw -76848.595532 + Penalty 728.609719 = -76119.985813 nChanged 355 SP:Iteration 1F (166.424089 sec): 3 clusters Score: Raw -77168.194220 + Penalty 782.900298 = -76385.293922 nChanged 147 SP:Iteration 2F (166.425866 sec): 3 clusters Score: Raw -77384.927758 + Penalty 842.080768 = -76542.846990 nChanged 92 SP:Iteration 3F (166.427656 sec): 3 clusters Score: Raw -77520.509833 + Penalty 887.076449 = -76633.433384 nChanged 50 SP:Iteration 4F (166.429403 sec): 3 clusters Score: Raw -77579.296272 + Penalty 919.469128 = -76659.827144 nChanged 25 SP:Iteration 5Q (166.431122 sec): 3 clusters Score: Raw -77617.087579 + Penalty 950.783385 = -76666.304194 nChanged 17 SP:Iteration 6Q (166.432862 sec): 3 clusters Score: Raw -77652.568330 + Penalty 958.784601 = -76693.783728 nChanged 11 SP:Iteration 7Q (166.434502 sec): 3 clusters Score: Raw -77663.794918 + Penalty 963.287946 = -76700.506972 nChanged 4 SP:Iteration 8Q (166.436078 sec): 3 clusters Score: Raw -77668.328394 + Penalty 966.562760 = -76701.765634 nChanged 3 SP:Iteration 9Q (166.437678 sec): 3 clusters Score: Raw -77671.245940 + Penalty 965.844964 = -76705.400976 nChanged 3 SP:Iteration 10F (166.439421 sec): 3 clusters Score: Raw -77673.195702 + Penalty 965.056138 = -76708.139564 nChanged 1 SP:Iteration 11Q (166.440993 sec): 3 clusters Score: Raw -77673.387630 + Penalty 965.056138 = -76708.331492 nChanged 0 SP:Iteration 12F (166.442811 sec): 3 clusters Score: Raw -77673.387630 + Penalty 965.056138 = -76708.331492 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 34 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.447676 sec): 2 clusters Score: Raw -64519.841013 + Penalty 319.967216 = -64199.873797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.449235 sec): 3 clusters Score: Raw -64145.129270 + Penalty 641.643169 = -63503.486101 nChanged 276 SP:Iteration 1F (166.450747 sec): 3 clusters Score: Raw -64345.594213 + Penalty 649.867991 = -63695.726222 nChanged 103 SP:Iteration 2F (166.452280 sec): 3 clusters Score: Raw -64429.353449 + Penalty 662.998428 = -63766.355020 nChanged 62 SP:Iteration 3F (166.453795 sec): 3 clusters Score: Raw -64498.715478 + Penalty 672.997148 = -63825.718329 nChanged 38 SP:Iteration 4F (166.455303 sec): 3 clusters Score: Raw -64530.964570 + Penalty 680.165379 = -63850.799191 nChanged 32 SP:Iteration 5Q (166.456808 sec): 3 clusters Score: Raw -64552.813696 + Penalty 687.700692 = -63865.113004 nChanged 19 SP:Iteration 6Q (166.458372 sec): 3 clusters Score: Raw -64569.896228 + Penalty 696.453833 = -63873.442395 nChanged 22 SP:Iteration 7Q (166.459876 sec): 3 clusters Score: Raw -64593.753056 + Penalty 702.682331 = -63891.070725 nChanged 17 SP:Iteration 8Q (166.461372 sec): 3 clusters Score: Raw -64606.184561 + Penalty 709.751734 = -63896.432827 nChanged 14 SP:Iteration 9Q (166.462893 sec): 3 clusters Score: Raw -64621.236312 + Penalty 723.015103 = -63898.221208 nChanged 14 SP:Iteration 10F (166.464520 sec): 3 clusters Score: Raw -64633.331416 + Penalty 731.318860 = -63902.012556 nChanged 11 SP:Iteration 11Q (166.466030 sec): 3 clusters Score: Raw -64642.625098 + Penalty 742.093533 = -63900.531565 nChanged 11 SP:Iteration 12F (166.467554 sec): 3 clusters Score: Raw -64651.527572 + Penalty 750.945733 = -63900.581839 nChanged 10 SP:Iteration 13Q (166.469037 sec): 3 clusters Score: Raw -64659.877834 + Penalty 753.347671 = -63906.530163 nChanged 5 SP:Iteration 14Q (166.470536 sec): 3 clusters Score: Raw -64664.048970 + Penalty 755.278362 = -63908.770607 nChanged 5 SP:Iteration 15Q (166.472016 sec): 3 clusters Score: Raw -64666.920769 + Penalty 759.358614 = -63907.562155 nChanged 2 SP:Iteration 16F (166.473547 sec): 3 clusters Score: Raw -64670.184163 + Penalty 759.358614 = -63910.825548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.475365 sec): 2 clusters Score: Raw -26287.266986 + Penalty 453.281546 = -25833.985439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.476123 sec): 3 clusters Score: Raw -26177.337716 + Penalty 907.968078 = -25269.369638 nChanged 92 SP:Iteration 1F (166.476881 sec): 3 clusters Score: Raw -26303.007707 + Penalty 902.148656 = -25400.859051 nChanged 34 SP:Iteration 2F (166.477651 sec): 3 clusters Score: Raw -26354.313132 + Penalty 900.336837 = -25453.976295 nChanged 18 SP:Iteration 3F (166.478402 sec): 3 clusters Score: Raw -26371.796962 + Penalty 898.287781 = -25473.509181 nChanged 6 SP:Iteration 4Q (166.479125 sec): 3 clusters Score: Raw -26375.432292 + Penalty 898.804724 = -25476.627569 nChanged 4 SP:Iteration 5Q (166.479878 sec): 3 clusters Score: Raw -26378.607656 + Penalty 899.202126 = -25479.405529 nChanged 5 SP:Iteration 6Q (166.480631 sec): 3 clusters Score: Raw -26382.625591 + Penalty 898.979759 = -25483.645831 nChanged 1 SP:Iteration 7Q (166.481377 sec): 3 clusters Score: Raw -26383.045643 + Penalty 898.979759 = -25484.065884 nChanged 0 SP:Iteration 8F (166.482143 sec): 3 clusters Score: Raw -26383.045643 + Penalty 898.979759 = -25484.065884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 36 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.483838 sec): 2 clusters Score: Raw -25902.248226 + Penalty 671.881237 = -25230.366989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.484568 sec): 3 clusters Score: Raw -25852.599472 + Penalty 1343.172487 = -24509.426985 nChanged 63 SP:Iteration 1F (166.485286 sec): 3 clusters Score: Raw -25940.000486 + Penalty 1343.511307 = -24596.489178 nChanged 15 SP:Iteration 2F (166.486001 sec): 3 clusters Score: Raw -25961.180047 + Penalty 1344.034942 = -24617.145104 nChanged 4 SP:Iteration 3Q (166.486698 sec): 3 clusters Score: Raw -25965.590310 + Penalty 1344.571658 = -24621.018652 nChanged 4 SP:Iteration 4Q (166.487379 sec): 3 clusters Score: Raw -25969.869718 + Penalty 1344.571658 = -24625.298060 nChanged 0 SP:Iteration 5F (166.488084 sec): 3 clusters Score: Raw -25969.869718 + Penalty 1344.571658 = -24625.298060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 38 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.490208 sec): 2 clusters Score: Raw -40918.240080 + Penalty 415.661809 = -40502.578271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.491228 sec): 3 clusters Score: Raw -40707.904025 + Penalty 841.690123 = -39866.213902 nChanged 166 SP:Iteration 1F (166.492293 sec): 3 clusters Score: Raw -40862.952447 + Penalty 852.074527 = -40010.877920 nChanged 58 SP:Iteration 2F (166.493322 sec): 3 clusters Score: Raw -40927.777287 + Penalty 857.333183 = -40070.444104 nChanged 24 SP:Iteration 3F (166.494339 sec): 3 clusters Score: Raw -40957.225307 + Penalty 857.986727 = -40099.238580 nChanged 15 SP:Iteration 4Q (166.495337 sec): 3 clusters Score: Raw -40979.182260 + Penalty 854.601673 = -40124.580587 nChanged 5 SP:Iteration 5Q (166.496320 sec): 3 clusters Score: Raw -40984.021391 + Penalty 858.665118 = -40125.356273 nChanged 4 SP:Iteration 6Q (166.497297 sec): 3 clusters Score: Raw -40986.830261 + Penalty 862.329079 = -40124.501182 nChanged 4 SP:Iteration 7F (166.498310 sec): 3 clusters Score: Raw -40992.572167 + Penalty 864.965446 = -40127.606721 nChanged 5 SP:Iteration 8Q (166.499295 sec): 3 clusters Score: Raw -40995.494230 + Penalty 870.613517 = -40124.880713 nChanged 2 SP:Iteration 9F (166.500303 sec): 3 clusters Score: Raw -40996.372700 + Penalty 870.613517 = -40125.759183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 39 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.501580 sec): 2 clusters Score: Raw -12973.744889 + Penalty 454.970246 = -12518.774643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.502048 sec): 3 clusters Score: Raw -12978.830536 + Penalty 913.103808 = -12065.726728 nChanged 21 SP:Iteration 1F (166.502504 sec): 3 clusters Score: Raw -13020.671174 + Penalty 923.682876 = -12096.988299 nChanged 9 SP:Iteration 2F (166.502947 sec): 3 clusters Score: Raw -13042.756117 + Penalty 925.607499 = -12117.148617 nChanged 2 SP:Iteration 3Q (166.503392 sec): 3 clusters Score: Raw -13047.431909 + Penalty 925.607499 = -12121.824410 nChanged 0 SP:Iteration 4F (166.503843 sec): 3 clusters Score: Raw -13047.431909 + Penalty 925.607499 = -12121.824410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.504922 sec): 2 clusters Score: Raw -6179.352472 + Penalty 141.664042 = -6037.688430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.505313 sec): 3 clusters Score: Raw -6249.593986 + Penalty 302.131630 = -5947.462356 nChanged 33 SP:Iteration 1F (166.505697 sec): 3 clusters Score: Raw -6314.194765 + Penalty 318.786881 = -5995.407883 nChanged 5 SP:Iteration 2Q (166.506056 sec): 3 clusters Score: Raw -6324.788868 + Penalty 321.576337 = -6003.212531 nChanged 1 SP:Iteration 3Q (166.506411 sec): 3 clusters Score: Raw -6326.051305 + Penalty 328.440598 = -5997.610707 nChanged 2 SP:Iteration 4F (166.506794 sec): 3 clusters Score: Raw -6332.836800 + Penalty 328.440598 = -6004.396202 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 43 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.509570 sec): 2 clusters Score: Raw -62048.282952 + Penalty 515.018153 = -61533.264798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.511032 sec): 3 clusters Score: Raw -61705.133604 + Penalty 1044.158426 = -60660.975178 nChanged 241 SP:Iteration 1F (166.512508 sec): 3 clusters Score: Raw -61931.451440 + Penalty 1050.857121 = -60880.594319 nChanged 77 SP:Iteration 2F (166.513944 sec): 3 clusters Score: Raw -62014.425940 + Penalty 1055.259901 = -60959.166039 nChanged 38 SP:Iteration 3F (166.515409 sec): 3 clusters Score: Raw -62053.905478 + Penalty 1055.698441 = -60998.207036 nChanged 19 SP:Iteration 4Q (166.516854 sec): 3 clusters Score: Raw -62071.159083 + Penalty 1055.311714 = -61015.847369 nChanged 12 SP:Iteration 5Q (166.518339 sec): 3 clusters Score: Raw -62080.305266 + Penalty 1053.310263 = -61026.995003 nChanged 10 SP:Iteration 6Q (166.519801 sec): 3 clusters Score: Raw -62089.200751 + Penalty 1054.244587 = -61034.956165 nChanged 4 SP:Iteration 7Q (166.521287 sec): 3 clusters Score: Raw -62090.773154 + Penalty 1055.027830 = -61035.745323 nChanged 3 SP:Iteration 8Q (166.522738 sec): 3 clusters Score: Raw -62092.298780 + Penalty 1054.588535 = -61037.710245 nChanged 1 SP:Iteration 9Q (166.524131 sec): 3 clusters Score: Raw -62092.952069 + Penalty 1054.879893 = -61038.072176 nChanged 1 SP:Iteration 10F (166.525556 sec): 3 clusters Score: Raw -62093.226299 + Penalty 1054.879893 = -61038.346405 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 47 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.530073 sec): 2 clusters Score: Raw -109403.161758 + Penalty 652.116411 = -108751.045348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.532402 sec): 3 clusters Score: Raw -108773.982788 + Penalty 1317.452188 = -107456.530600 nChanged 444 SP:Iteration 1F (166.534724 sec): 3 clusters Score: Raw -109085.214859 + Penalty 1336.526849 = -107748.688009 nChanged 137 SP:Iteration 2F (166.537016 sec): 3 clusters Score: Raw -109200.257900 + Penalty 1351.627810 = -107848.630091 nChanged 89 SP:Iteration 3F (166.539349 sec): 3 clusters Score: Raw -109277.249021 + Penalty 1363.576010 = -107913.673012 nChanged 53 SP:Iteration 4Q (166.541646 sec): 3 clusters Score: Raw -109325.277650 + Penalty 1369.068350 = -107956.209300 nChanged 34 SP:Iteration 5Q (166.543964 sec): 3 clusters Score: Raw -109353.833094 + Penalty 1374.490939 = -107979.342155 nChanged 24 SP:Iteration 6Q (166.546214 sec): 3 clusters Score: Raw -109373.131467 + Penalty 1376.643726 = -107996.487741 nChanged 20 SP:Iteration 7Q (166.548497 sec): 3 clusters Score: Raw -109388.537804 + Penalty 1378.035291 = -108010.502513 nChanged 20 SP:Iteration 8Q (166.550704 sec): 3 clusters Score: Raw -109405.275147 + Penalty 1380.164874 = -108025.110273 nChanged 17 SP:Iteration 9Q (166.552887 sec): 3 clusters Score: Raw -109413.705609 + Penalty 1385.036636 = -108028.668974 nChanged 11 SP:Iteration 10F (166.555195 sec): 3 clusters Score: Raw -109420.597626 + Penalty 1392.497030 = -108028.100596 nChanged 11 SP:Iteration 11F (166.557483 sec): 3 clusters Score: Raw -109428.570305 + Penalty 1395.722145 = -108032.848160 nChanged 10 SP:Iteration 12Q (166.559592 sec): 3 clusters Score: Raw -109438.361617 + Penalty 1398.932255 = -108039.429363 nChanged 8 SP:Iteration 13Q (166.561712 sec): 3 clusters Score: Raw -109442.448091 + Penalty 1399.854640 = -108042.593451 nChanged 3 SP:Iteration 14Q (166.563810 sec): 3 clusters Score: Raw -109444.751028 + Penalty 1400.485642 = -108044.265386 nChanged 4 SP:Iteration 15Q (166.565911 sec): 3 clusters Score: Raw -109447.096426 + Penalty 1401.185504 = -108045.910922 nChanged 3 SP:Iteration 16Q (166.568013 sec): 3 clusters Score: Raw -109449.201549 + Penalty 1402.137811 = -108047.063738 nChanged 4 SP:Iteration 17Q (166.570068 sec): 3 clusters Score: Raw -109452.289692 + Penalty 1403.171677 = -108049.118015 nChanged 2 SP:Iteration 18Q (166.572149 sec): 3 clusters Score: Raw -109453.260845 + Penalty 1405.193464 = -108048.067381 nChanged 2 SP:Iteration 19F (166.574513 sec): 3 clusters Score: Raw -109454.323435 + Penalty 1406.002578 = -108048.320856 nChanged 2 SP:Iteration 20F (166.576940 sec): 3 clusters Score: Raw -109455.523722 + Penalty 1407.639419 = -108047.884303 nChanged 3 SP:Iteration 21F (166.579258 sec): 3 clusters Score: Raw -109457.397246 + Penalty 1406.886774 = -108050.510473 nChanged 3 SP:Iteration 22Q (166.581311 sec): 3 clusters Score: Raw -109458.950986 + Penalty 1406.594337 = -108052.356649 nChanged 2 SP:Iteration 23Q (166.583407 sec): 3 clusters Score: Raw -109459.496604 + Penalty 1406.594337 = -108052.902267 nChanged 0 SP:Iteration 24F (166.585693 sec): 3 clusters Score: Raw -109459.496604 + Penalty 1406.594337 = -108052.902267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 53 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.588142 sec): 2 clusters Score: Raw -41960.176684 + Penalty 862.731452 = -41097.445232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.589181 sec): 3 clusters Score: Raw -41877.407236 + Penalty 1725.467246 = -40151.939990 nChanged 109 SP:Iteration 1F (166.590205 sec): 3 clusters Score: Raw -42033.040371 + Penalty 1725.444663 = -40307.595708 nChanged 33 SP:Iteration 2F (166.591251 sec): 3 clusters Score: Raw -42099.485704 + Penalty 1724.398865 = -40375.086839 nChanged 21 SP:Iteration 3Q (166.592254 sec): 3 clusters Score: Raw -42136.375644 + Penalty 1723.166634 = -40413.209010 nChanged 19 SP:Iteration 4Q (166.593238 sec): 3 clusters Score: Raw -42167.323975 + Penalty 1722.795928 = -40444.528046 nChanged 11 SP:Iteration 5Q (166.594253 sec): 3 clusters Score: Raw -42184.203112 + Penalty 1722.120326 = -40462.082786 nChanged 9 SP:Iteration 6Q (166.595226 sec): 3 clusters Score: Raw -42191.239495 + Penalty 1721.467839 = -40469.771656 nChanged 5 SP:Iteration 7Q (166.596195 sec): 3 clusters Score: Raw -42196.728368 + Penalty 1721.076391 = -40475.651978 nChanged 5 SP:Iteration 8Q (166.597317 sec): 3 clusters Score: Raw -42209.376094 + Penalty 1720.917993 = -40488.458101 nChanged 6 SP:Iteration 9Q (166.598311 sec): 3 clusters Score: Raw -42222.266324 + Penalty 1720.744314 = -40501.522010 nChanged 12 SP:Iteration 10F (166.599341 sec): 3 clusters Score: Raw -42238.418482 + Penalty 1721.611660 = -40516.806821 nChanged 7 SP:Iteration 11Q (166.600308 sec): 3 clusters Score: Raw -42252.576060 + Penalty 1721.719038 = -40530.857022 nChanged 5 SP:Iteration 12Q (166.601272 sec): 3 clusters Score: Raw -42259.050239 + Penalty 1722.551263 = -40536.498976 nChanged 4 SP:Iteration 13Q (166.602258 sec): 3 clusters Score: Raw -42267.127703 + Penalty 1723.028702 = -40544.099002 nChanged 4 SP:Iteration 14Q (166.603223 sec): 3 clusters Score: Raw -42269.792895 + Penalty 1723.409308 = -40546.383587 nChanged 2 SP:Iteration 15Q (166.604183 sec): 3 clusters Score: Raw -42271.096922 + Penalty 1723.409308 = -40547.687614 nChanged 0 SP:Iteration 16F (166.605203 sec): 3 clusters Score: Raw -42271.096922 + Penalty 1723.409308 = -40547.687614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 57 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.610576 sec): 2 clusters Score: Raw -141672.131628 + Penalty 372.009668 = -141300.121960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.613561 sec): 3 clusters Score: Raw -140721.392402 + Penalty 737.040706 = -139984.351696 nChanged 658 SP:Iteration 1F (166.616508 sec): 3 clusters Score: Raw -141148.492574 + Penalty 730.201732 = -140418.290842 nChanged 165 SP:Iteration 2F (166.619495 sec): 3 clusters Score: Raw -141268.166060 + Penalty 728.101768 = -140540.064292 nChanged 105 SP:Iteration 3F (166.622531 sec): 3 clusters Score: Raw -141360.635235 + Penalty 731.455623 = -140629.179612 nChanged 94 SP:Iteration 4F (166.625689 sec): 3 clusters Score: Raw -141463.572866 + Penalty 739.556664 = -140724.016202 nChanged 95 SP:Iteration 5F (166.628721 sec): 3 clusters Score: Raw -141560.845221 + Penalty 751.361836 = -140809.483386 nChanged 91 SP:Iteration 6F (166.631721 sec): 3 clusters Score: Raw -141635.225403 + Penalty 762.598892 = -140872.626511 nChanged 69 SP:Iteration 7Q (166.634653 sec): 3 clusters Score: Raw -141668.202207 + Penalty 774.108699 = -140894.093508 nChanged 51 SP:Iteration 8Q (166.637549 sec): 3 clusters Score: Raw -141687.725636 + Penalty 780.747086 = -140906.978550 nChanged 29 SP:Iteration 9Q (166.640405 sec): 3 clusters Score: Raw -141695.279365 + Penalty 785.215216 = -140910.064149 nChanged 18 SP:Iteration 10F (166.643388 sec): 3 clusters Score: Raw -141698.472717 + Penalty 787.927397 = -140910.545319 nChanged 9 SP:Iteration 11Q (166.646204 sec): 3 clusters Score: Raw -141699.589061 + Penalty 790.527892 = -140909.061169 nChanged 9 SP:Iteration 12F (166.649164 sec): 3 clusters Score: Raw -141701.183494 + Penalty 792.267714 = -140908.915780 nChanged 5 SP:Iteration 13F (166.652137 sec): 3 clusters Score: Raw -141701.592896 + Penalty 793.640719 = -140907.952177 nChanged 4 SP:Iteration 14F (166.655066 sec): 3 clusters Score: Raw -141701.847370 + Penalty 796.111069 = -140905.736302 nChanged 7 SP:Iteration 15F (166.658019 sec): 3 clusters Score: Raw -141702.590345 + Penalty 799.242758 = -140903.347587 nChanged 10 SP:Iteration 16F (166.660988 sec): 3 clusters Score: Raw -141703.828300 + Penalty 802.347851 = -140901.480449 nChanged 9 SP:Iteration 17F (166.663944 sec): 3 clusters Score: Raw -141705.301070 + Penalty 805.367808 = -140899.933263 nChanged 9 SP:Iteration 18F (166.666852 sec): 3 clusters Score: Raw -141706.537924 + Penalty 807.855489 = -140898.682435 nChanged 8 SP:Iteration 19F (166.669797 sec): 3 clusters Score: Raw -141707.465146 + Penalty 809.028672 = -140898.436475 nChanged 4 SP:Iteration 20F (166.672717 sec): 3 clusters Score: Raw -141707.807780 + Penalty 809.292518 = -140898.515262 nChanged 1 SP:Iteration 21Q (166.675603 sec): 3 clusters Score: Raw -141707.830603 + Penalty 809.605975 = -140898.224628 nChanged 1 SP:Iteration 22F (166.678584 sec): 3 clusters Score: Raw -141707.858543 + Penalty 809.942355 = -140897.916188 nChanged 1 SP:Iteration 23F (166.681601 sec): 3 clusters Score: Raw -141707.885031 + Penalty 810.577962 = -140897.307069 nChanged 2 SP:Iteration 24F (166.684621 sec): 3 clusters Score: Raw -141708.204221 + Penalty 811.255297 = -140896.948924 nChanged 3 SP:Iteration 25F (166.687635 sec): 3 clusters Score: Raw -141708.552082 + Penalty 812.872129 = -140895.679953 nChanged 5 SP:Iteration 26F (166.690545 sec): 3 clusters Score: Raw -141708.906560 + Penalty 813.965007 = -140894.941554 nChanged 5 SP:Iteration 27F (166.693486 sec): 3 clusters Score: Raw -141709.909356 + Penalty 815.093379 = -140894.815977 nChanged 4 SP:Iteration 28F (166.696413 sec): 3 clusters Score: Raw -141711.114205 + Penalty 816.953782 = -140894.160423 nChanged 6 SP:Iteration 29F (166.699380 sec): 3 clusters Score: Raw -141712.689582 + Penalty 818.435149 = -140894.254433 nChanged 4 SP:Iteration 30F (166.702360 sec): 3 clusters Score: Raw -141713.075728 + Penalty 819.079184 = -140893.996543 nChanged 2 SP:Iteration 31F (166.705284 sec): 3 clusters Score: Raw -141713.199414 + Penalty 819.828848 = -140893.370566 nChanged 3 SP:Iteration 32F (166.708237 sec): 3 clusters Score: Raw -141713.677117 + Penalty 820.767284 = -140892.909833 nChanged 3 SP:Iteration 33F (166.711211 sec): 3 clusters Score: Raw -141713.836833 + Penalty 821.284298 = -140892.552535 nChanged 2 SP:Iteration 34F (166.714160 sec): 3 clusters Score: Raw -141714.449710 + Penalty 822.327771 = -140892.121940 nChanged 4 SP:Iteration 35F (166.717071 sec): 3 clusters Score: Raw -141716.157309 + Penalty 825.812853 = -140890.344456 nChanged 12 SP:Iteration 36F (166.720044 sec): 3 clusters Score: Raw -141720.331893 + Penalty 828.166383 = -140892.165510 nChanged 9 SP:Iteration 37Q (166.722935 sec): 3 clusters Score: Raw -141723.283357 + Penalty 829.818002 = -140893.465356 nChanged 11 SP:Iteration 38Q (166.725950 sec): 3 clusters Score: Raw -141727.135918 + Penalty 832.578027 = -140894.557891 nChanged 11 SP:Iteration 39Q (166.728824 sec): 3 clusters Score: Raw -141730.798491 + Penalty 834.267336 = -140896.531155 nChanged 10 SP:Iteration 40F (166.731785 sec): 3 clusters Score: Raw -141734.283161 + Penalty 836.062068 = -140898.221093 nChanged 9 SP:Iteration 41Q (166.734608 sec): 3 clusters Score: Raw -141738.581242 + Penalty 838.652176 = -140899.929066 nChanged 9 SP:Iteration 42Q (166.737384 sec): 3 clusters Score: Raw -141740.440579 + Penalty 840.265015 = -140900.175564 nChanged 6 SP:Iteration 43Q (166.740152 sec): 3 clusters Score: Raw -141741.226937 + Penalty 841.343540 = -140899.883397 nChanged 4 SP:Iteration 44F (166.743142 sec): 3 clusters Score: Raw -141742.053722 + Penalty 842.785373 = -140899.268348 nChanged 5 SP:Iteration 45F (166.746076 sec): 3 clusters Score: Raw -141742.563269 + Penalty 844.916494 = -140897.646775 nChanged 6 SP:Iteration 46F (166.749329 sec): 3 clusters Score: Raw -141743.637005 + Penalty 848.011821 = -140895.625183 nChanged 9 SP:Iteration 47F (166.752403 sec): 3 clusters Score: Raw -141745.453885 + Penalty 849.866263 = -140895.587622 nChanged 5 SP:Iteration 48F (166.755418 sec): 3 clusters Score: Raw -141746.467089 + Penalty 851.851572 = -140894.615517 nChanged 4 SP:Iteration 49F (166.758425 sec): 3 clusters Score: Raw -141747.691877 + Penalty 854.753038 = -140892.938839 nChanged 6 SP:Iteration 50F (166.761583 sec): 3 clusters Score: Raw -141748.541774 + Penalty 856.947163 = -140891.594612 nChanged 5 SP:Iteration 51F (166.764775 sec): 3 clusters Score: Raw -141749.060887 + Penalty 858.132491 = -140890.928396 nChanged 2 SP:Iteration 52F (166.767802 sec): 3 clusters Score: Raw -141749.189472 + Penalty 858.852740 = -140890.336732 nChanged 2 SP:Iteration 53F (166.770780 sec): 3 clusters Score: Raw -141749.895782 + Penalty 859.293221 = -140890.602561 nChanged 2 SP:Iteration 54Q (166.773541 sec): 3 clusters Score: Raw -141750.669025 + Penalty 861.059372 = -140889.609653 nChanged 4 SP:Iteration 55F (166.776465 sec): 3 clusters Score: Raw -141751.396210 + Penalty 862.343666 = -140889.052544 nChanged 4 SP:Iteration 56F (166.779409 sec): 3 clusters Score: Raw -141752.097007 + Penalty 863.811064 = -140888.285943 nChanged 6 SP:Iteration 57F (166.782325 sec): 3 clusters Score: Raw -141753.258634 + Penalty 865.937079 = -140887.321555 nChanged 5 SP:Iteration 58F (166.785497 sec): 3 clusters Score: Raw -141753.500543 + Penalty 866.180655 = -140887.319888 nChanged 2 SP:Iteration 59F (166.788536 sec): 3 clusters Score: Raw -141753.626304 + Penalty 866.287630 = -140887.338674 nChanged 2 SP:Iteration 60F (166.791523 sec): 3 clusters Score: Raw -141753.830437 + Penalty 866.287630 = -140887.542807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.793417 sec): 2 clusters Score: Raw -15455.011774 + Penalty 681.435541 = -14773.576233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.793954 sec): 3 clusters Score: Raw -15530.529493 + Penalty 1359.766136 = -14170.763357 nChanged 21 SP:Iteration 1F (166.794489 sec): 3 clusters Score: Raw -15579.746162 + Penalty 1356.097059 = -14223.649103 nChanged 10 SP:Iteration 2F (166.795004 sec): 3 clusters Score: Raw -15598.627073 + Penalty 1355.163586 = -14243.463486 nChanged 2 SP:Iteration 3Q (166.795497 sec): 3 clusters Score: Raw -15600.643035 + Penalty 1355.163586 = -14245.479449 nChanged 0 SP:Iteration 4F (166.796014 sec): 3 clusters Score: Raw -15600.643035 + Penalty 1355.163586 = -14245.479449 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 66 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.798637 sec): 2 clusters Score: Raw -49352.279921 + Penalty 705.047618 = -48647.232302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.799811 sec): 3 clusters Score: Raw -49135.923320 + Penalty 1410.218229 = -47725.705092 nChanged 163 SP:Iteration 1F (166.800960 sec): 3 clusters Score: Raw -49298.223692 + Penalty 1413.294701 = -47884.928991 nChanged 52 SP:Iteration 2F (166.802128 sec): 3 clusters Score: Raw -49364.798209 + Penalty 1421.407266 = -47943.390943 nChanged 29 SP:Iteration 3F (166.803289 sec): 3 clusters Score: Raw -49402.328981 + Penalty 1429.380435 = -47972.948547 nChanged 17 SP:Iteration 4Q (166.804419 sec): 3 clusters Score: Raw -49429.613579 + Penalty 1440.407220 = -47989.206359 nChanged 21 SP:Iteration 5Q (166.805537 sec): 3 clusters Score: Raw -49455.339963 + Penalty 1445.061419 = -48010.278544 nChanged 15 SP:Iteration 6Q (166.806650 sec): 3 clusters Score: Raw -49475.147640 + Penalty 1446.184692 = -48028.962948 nChanged 11 SP:Iteration 7Q (166.807766 sec): 3 clusters Score: Raw -49484.497318 + Penalty 1448.351106 = -48036.146212 nChanged 3 SP:Iteration 8Q (166.808856 sec): 3 clusters Score: Raw -49489.140911 + Penalty 1450.903744 = -48038.237167 nChanged 4 SP:Iteration 9Q (166.809976 sec): 3 clusters Score: Raw -49498.818542 + Penalty 1450.792424 = -48048.026118 nChanged 4 SP:Iteration 10F (166.811129 sec): 3 clusters Score: Raw -49504.381757 + Penalty 1450.293549 = -48054.088208 nChanged 1 SP:Iteration 11Q (166.812199 sec): 3 clusters Score: Raw -49506.221639 + Penalty 1450.293549 = -48055.928090 nChanged 0 SP:Iteration 12F (166.813364 sec): 3 clusters Score: Raw -49506.221639 + Penalty 1450.293549 = -48055.928090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 68 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.815700 sec): 2 clusters Score: Raw -44969.270857 + Penalty 846.290458 = -44122.980398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.816797 sec): 3 clusters Score: Raw -44824.858198 + Penalty 1689.517344 = -43135.340854 nChanged 124 SP:Iteration 1F (166.817896 sec): 3 clusters Score: Raw -44958.078145 + Penalty 1687.924582 = -43270.153563 nChanged 35 SP:Iteration 2F (166.818971 sec): 3 clusters Score: Raw -45014.813209 + Penalty 1687.902453 = -43326.910756 nChanged 22 SP:Iteration 3Q (166.820023 sec): 3 clusters Score: Raw -45048.002211 + Penalty 1689.102715 = -43358.899496 nChanged 12 SP:Iteration 4Q (166.821066 sec): 3 clusters Score: Raw -45057.734436 + Penalty 1689.401590 = -43368.332845 nChanged 2 SP:Iteration 5Q (166.822111 sec): 3 clusters Score: Raw -45059.946100 + Penalty 1689.401590 = -43370.544510 nChanged 0 SP:Iteration 6F (166.823198 sec): 3 clusters Score: Raw -45059.946100 + Penalty 1689.401590 = -43370.544510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.825898 sec): 2 clusters Score: Raw -29677.371484 + Penalty 288.307500 = -29389.063985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.826807 sec): 3 clusters Score: Raw -29528.559603 + Penalty 584.704834 = -28943.854770 nChanged 114 SP:Iteration 1F (166.827716 sec): 3 clusters Score: Raw -29668.252417 + Penalty 583.750330 = -29084.502087 nChanged 37 SP:Iteration 2F (166.828611 sec): 3 clusters Score: Raw -29721.800698 + Penalty 576.458546 = -29145.342152 nChanged 25 SP:Iteration 3F (166.829501 sec): 3 clusters Score: Raw -29764.118366 + Penalty 566.427850 = -29197.690516 nChanged 18 SP:Iteration 4Q (166.830368 sec): 3 clusters Score: Raw -29790.866332 + Penalty 547.925617 = -29242.940715 nChanged 14 SP:Iteration 5Q (166.831203 sec): 3 clusters Score: Raw -29808.221971 + Penalty 546.688740 = -29261.533231 nChanged 6 SP:Iteration 6Q (166.832023 sec): 3 clusters Score: Raw -29812.437817 + Penalty 542.240210 = -29270.197607 nChanged 4 SP:Iteration 7Q (166.832874 sec): 3 clusters Score: Raw -29815.709699 + Penalty 545.865185 = -29269.844515 nChanged 4 SP:Iteration 8F (166.833790 sec): 3 clusters Score: Raw -29818.010995 + Penalty 544.799728 = -29273.211267 nChanged 1 SP:Iteration 9Q (166.834648 sec): 3 clusters Score: Raw -29818.308510 + Penalty 545.502981 = -29272.805529 nChanged 2 SP:Iteration 10F (166.835536 sec): 3 clusters Score: Raw -29819.000683 + Penalty 545.502981 = -29273.497701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.836530 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.836711 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 Iteration 231F (167.667545 sec): 37 clusters Score: Raw -3844729.774322 + Penalty 27427.055411 = -3817302.718912 nChanged 29 Iteration 232F (168.482883 sec): 37 clusters Score: Raw -3844764.435351 + Penalty 27425.155306 = -3817339.280045 nChanged 12 Iteration 233Q (168.650072 sec): 37 clusters Score: Raw -3844771.549851 + Penalty 27424.769651 = -3817346.780199 nChanged 7 Iteration 234Q (168.817468 sec): 37 clusters Score: Raw -3844775.632894 + Penalty 27422.145540 = -3817353.487354 nChanged 5 Iteration 235Q (168.990371 sec): 37 clusters Score: Raw -3844776.967318 + Penalty 27422.212786 = -3817354.754531 nChanged 2 Iteration 236Q (169.159395 sec): 37 clusters Score: Raw -3844777.139061 + Penalty 27422.328802 = -3817354.810259 nChanged 1 Iteration 237Q (169.328146 sec): 37 clusters Score: Raw -3844777.160740 + Penalty 27422.496553 = -3817354.664187 nChanged 2 Iteration 238F (170.141381 sec): 37 clusters Score: Raw -3844777.188774 + Penalty 27422.476755 = -3817354.712020 nChanged 1 Iteration 239Q (170.310978 sec): 37 clusters Score: Raw -3844777.214689 + Penalty 27422.476755 = -3817354.737935 nChanged 0 Iteration 240F (171.131652 sec): 37 clusters Score: Raw -3844777.214689 + Penalty 27422.476755 = -3817354.737935 nChanged 0 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3844777.214689 + Penalty 27422.476755 = -3817354.737935Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 1 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.281148 sec): 2 clusters Score: Raw -37858.157590 + Penalty 328.501511 = -37529.656079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.282108 sec): 3 clusters Score: Raw -37660.484135 + Penalty 654.492785 = -37005.991349 nChanged 151 SP:Iteration 1F (171.283031 sec): 3 clusters Score: Raw -37773.388755 + Penalty 650.828907 = -37122.559849 nChanged 35 SP:Iteration 2F (171.283951 sec): 3 clusters Score: Raw -37793.312360 + Penalty 648.930011 = -37144.382349 nChanged 16 SP:Iteration 3Q (171.284861 sec): 3 clusters Score: Raw -37803.248147 + Penalty 646.577350 = -37156.670798 nChanged 10 SP:Iteration 4Q (171.285792 sec): 3 clusters Score: Raw -37809.762175 + Penalty 646.779423 = -37162.982752 nChanged 10 SP:Iteration 5Q (171.286717 sec): 3 clusters Score: Raw -37817.033969 + Penalty 645.431317 = -37171.602653 nChanged 10 SP:Iteration 6Q (171.287627 sec): 3 clusters Score: Raw -37821.971979 + Penalty 644.421824 = -37177.550155 nChanged 7 SP:Iteration 7Q (171.288531 sec): 3 clusters Score: Raw -37824.421966 + Penalty 641.543642 = -37182.878324 nChanged 4 SP:Iteration 8Q (171.289433 sec): 3 clusters Score: Raw -37827.470471 + Penalty 641.141705 = -37186.328767 nChanged 4 SP:Iteration 9Q (171.290355 sec): 3 clusters Score: Raw -37830.315922 + Penalty 640.724117 = -37189.591805 nChanged 5 SP:Iteration 10F (171.291275 sec): 3 clusters Score: Raw -37833.902050 + Penalty 639.627198 = -37194.274852 nChanged 4 SP:Iteration 11Q (171.292178 sec): 3 clusters Score: Raw -37834.795946 + Penalty 639.581232 = -37195.214714 nChanged 6 SP:Iteration 12Q (171.293079 sec): 3 clusters Score: Raw -37837.915610 + Penalty 638.168675 = -37199.746936 nChanged 5 SP:Iteration 13Q (171.293979 sec): 3 clusters Score: Raw -37840.650737 + Penalty 637.831780 = -37202.818957 nChanged 1 SP:Iteration 14Q (171.294899 sec): 3 clusters Score: Raw -37840.881606 + Penalty 637.831780 = -37203.049825 nChanged 0 SP:Iteration 15F (171.295819 sec): 3 clusters Score: Raw -37840.881606 + Penalty 637.831780 = -37203.049825 nChanged 0 Memory request: 0.07 GB would take us to total of 0.49 GB. Trying to split cluster 2 (14808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.364234 sec): 2 clusters Score: Raw -1252726.123172 + Penalty 265.268874 = -1252460.854297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.392663 sec): 3 clusters Score: Raw -1242711.950309 + Penalty 528.932219 = -1242183.018090 nChanged 7023 SP:Iteration 1F (171.420649 sec): 3 clusters Score: Raw -1245541.181919 + Penalty 519.899379 = -1245021.282540 nChanged 2266 SP:Iteration 2F (171.448384 sec): 3 clusters Score: Raw -1246767.225925 + Penalty 509.206403 = -1246258.019522 nChanged 1642 SP:Iteration 3F (171.476450 sec): 3 clusters Score: Raw -1248339.798306 + Penalty 503.128045 = -1247836.670261 nChanged 1618 SP:Iteration 4F (171.503973 sec): 3 clusters Score: Raw -1250056.075930 + Penalty 496.665797 = -1249559.410134 nChanged 1277 SP:Iteration 5F (171.531162 sec): 3 clusters Score: Raw -1251415.133741 + Penalty 490.944310 = -1250924.189431 nChanged 714 SP:Iteration 6Q (171.557116 sec): 3 clusters Score: Raw -1252211.580980 + Penalty 479.419120 = -1251732.161860 nChanged 333 SP:Iteration 7Q (171.580067 sec): 3 clusters Score: Raw -1252573.632780 + Penalty 504.524893 = -1252069.107887 nChanged 117 SP:Iteration 8Q (171.601805 sec): 3 clusters Score: Raw -1252691.816414 + Penalty 546.516804 = -1252145.299610 nChanged 36 SP:Iteration 9Q (171.623294 sec): 3 clusters Score: Raw -1252720.882968 + Penalty 551.000243 = -1252169.882725 nChanged 11 SP:Iteration 10F (171.650265 sec): 3 clusters Score: Raw -1252733.231434 + Penalty 561.322509 = -1252171.908925 nChanged 1 SP:Iteration 11Q (171.671355 sec): 3 clusters Score: Raw -1252733.751550 + Penalty 575.873664 = -1252157.877887 nChanged 3 SP:Iteration 12F (171.698764 sec): 3 clusters Score: Raw -1252734.083755 + Penalty 584.180480 = -1252149.903275 nChanged 1 SP:Iteration 13F (171.726126 sec): 3 clusters Score: Raw -1252734.671455 + Penalty 584.180480 = -1252150.490975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 3 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.735832 sec): 2 clusters Score: Raw -1882.826141 + Penalty 146.712622 = -1736.113519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.736392 sec): 3 clusters Score: Raw -1993.157638 + Penalty 297.879662 = -1695.277976 nChanged 2 SP:Iteration 1F (171.736951 sec): 3 clusters Score: Raw -1998.808222 + Penalty 297.879662 = -1700.928560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 4 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.739550 sec): 2 clusters Score: Raw -27854.353629 + Penalty 323.668662 = -27530.684967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.741350 sec): 3 clusters Score: Raw -27734.030714 + Penalty 651.374184 = -27082.656530 nChanged 98 SP:Iteration 1F (171.743242 sec): 3 clusters Score: Raw -27836.278711 + Penalty 665.677992 = -27170.600718 nChanged 39 SP:Iteration 2F (171.744959 sec): 3 clusters Score: Raw -27881.214818 + Penalty 673.639905 = -27207.574913 nChanged 24 SP:Iteration 3F (171.746302 sec): 3 clusters Score: Raw -27904.811333 + Penalty 673.308523 = -27231.502810 nChanged 12 SP:Iteration 4Q (171.747461 sec): 3 clusters Score: Raw -27919.476523 + Penalty 673.583638 = -27245.892884 nChanged 8 SP:Iteration 5Q (171.748344 sec): 3 clusters Score: Raw -27928.062273 + Penalty 673.363397 = -27254.698876 nChanged 4 SP:Iteration 6Q (171.749633 sec): 3 clusters Score: Raw -27930.759875 + Penalty 674.217856 = -27256.542020 nChanged 2 SP:Iteration 7Q (171.750558 sec): 3 clusters Score: Raw -27935.187578 + Penalty 672.749457 = -27262.438122 nChanged 2 SP:Iteration 8Q (171.751395 sec): 3 clusters Score: Raw -27941.297605 + Penalty 669.986287 = -27271.311317 nChanged 5 SP:Iteration 9Q (171.752179 sec): 3 clusters Score: Raw -27945.857165 + Penalty 668.186388 = -27277.670778 nChanged 4 SP:Iteration 10F (171.752983 sec): 3 clusters Score: Raw -27951.000208 + Penalty 668.069508 = -27282.930701 nChanged 4 SP:Iteration 11Q (171.753828 sec): 3 clusters Score: Raw -27957.318864 + Penalty 666.139499 = -27291.179365 nChanged 3 SP:Iteration 12Q (171.755108 sec): 3 clusters Score: Raw -27962.723112 + Penalty 664.231425 = -27298.491687 nChanged 2 SP:Iteration 13Q (171.756100 sec): 3 clusters Score: Raw -27968.480531 + Penalty 661.806395 = -27306.674136 nChanged 3 SP:Iteration 14Q (171.756963 sec): 3 clusters Score: Raw -27971.740755 + Penalty 661.806395 = -27309.934360 nChanged 0 SP:Iteration 15F (171.757795 sec): 3 clusters Score: Raw -27971.740755 + Penalty 661.806395 = -27309.934360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 5 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.761034 sec): 2 clusters Score: Raw -44048.800776 + Penalty 374.316606 = -43674.484170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.762813 sec): 3 clusters Score: Raw -43800.588515 + Penalty 750.392884 = -43050.195632 nChanged 172 SP:Iteration 1F (171.764464 sec): 3 clusters Score: Raw -43923.592459 + Penalty 753.410654 = -43170.181804 nChanged 63 SP:Iteration 2F (171.765652 sec): 3 clusters Score: Raw -43989.812049 + Penalty 758.404743 = -43231.407305 nChanged 36 SP:Iteration 3F (171.766808 sec): 3 clusters Score: Raw -44016.879126 + Penalty 763.974507 = -43252.904619 nChanged 28 SP:Iteration 4F (171.767953 sec): 3 clusters Score: Raw -44042.226733 + Penalty 767.881014 = -43274.345719 nChanged 15 SP:Iteration 5Q (171.769092 sec): 3 clusters Score: Raw -44056.996706 + Penalty 771.492667 = -43285.504040 nChanged 13 SP:Iteration 6Q (171.770237 sec): 3 clusters Score: Raw -44065.465003 + Penalty 778.462934 = -43287.002069 nChanged 12 SP:Iteration 7Q (171.771375 sec): 3 clusters Score: Raw -44071.872395 + Penalty 781.007568 = -43290.864826 nChanged 6 SP:Iteration 8Q (171.772504 sec): 3 clusters Score: Raw -44076.167658 + Penalty 785.626923 = -43290.540735 nChanged 11 SP:Iteration 9F (171.773645 sec): 3 clusters Score: Raw -44082.570121 + Penalty 792.315451 = -43290.254669 nChanged 9 SP:Iteration 10F (171.774803 sec): 3 clusters Score: Raw -44089.205923 + Penalty 805.381189 = -43283.824735 nChanged 11 SP:Iteration 11F (171.775946 sec): 3 clusters Score: Raw -44098.512686 + Penalty 818.702442 = -43279.810244 nChanged 10 SP:Iteration 12F (171.777089 sec): 3 clusters Score: Raw -44109.213881 + Penalty 826.207073 = -43283.006807 nChanged 8 SP:Iteration 13Q (171.778212 sec): 3 clusters Score: Raw -44115.359138 + Penalty 832.854869 = -43282.504270 nChanged 5 SP:Iteration 14F (171.779362 sec): 3 clusters Score: Raw -44126.066230 + Penalty 839.964037 = -43286.102192 nChanged 4 SP:Iteration 15Q (171.780498 sec): 3 clusters Score: Raw -44128.100477 + Penalty 846.087177 = -43282.013299 nChanged 4 SP:Iteration 16F (171.781643 sec): 3 clusters Score: Raw -44130.651549 + Penalty 849.661319 = -43280.990231 nChanged 4 SP:Iteration 17F (171.782786 sec): 3 clusters Score: Raw -44134.635253 + Penalty 851.279357 = -43283.355896 nChanged 1 SP:Iteration 18Q (171.783902 sec): 3 clusters Score: Raw -44135.492927 + Penalty 855.647943 = -43279.844985 nChanged 1 SP:Iteration 19F (171.785057 sec): 3 clusters Score: Raw -44136.308653 + Penalty 855.647943 = -43280.660710 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.788135 sec): 2 clusters Score: Raw -71612.001018 + Penalty 960.067361 = -70651.933657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.789652 sec): 3 clusters Score: Raw -71404.720978 + Penalty 1921.254444 = -69483.466534 nChanged 193 SP:Iteration 1F (171.791145 sec): 3 clusters Score: Raw -71609.903167 + Penalty 1923.047937 = -69686.855231 nChanged 51 SP:Iteration 2F (171.792639 sec): 3 clusters Score: Raw -71666.242942 + Penalty 1925.120070 = -69741.122871 nChanged 35 SP:Iteration 3F (171.794121 sec): 3 clusters Score: Raw -71706.104530 + Penalty 1925.953926 = -69780.150603 nChanged 24 SP:Iteration 4Q (171.795613 sec): 3 clusters Score: Raw -71742.209584 + Penalty 1927.606779 = -69814.602805 nChanged 21 SP:Iteration 5Q (171.797141 sec): 3 clusters Score: Raw -71767.900660 + Penalty 1930.126086 = -69837.774574 nChanged 21 SP:Iteration 6Q (171.798612 sec): 3 clusters Score: Raw -71797.187090 + Penalty 1930.342141 = -69866.844949 nChanged 17 SP:Iteration 7Q (171.800053 sec): 3 clusters Score: Raw -71820.726023 + Penalty 1930.537584 = -69890.188439 nChanged 15 SP:Iteration 8Q (171.801516 sec): 3 clusters Score: Raw -71840.090747 + Penalty 1930.107577 = -69909.983170 nChanged 15 SP:Iteration 9Q (171.802989 sec): 3 clusters Score: Raw -71859.721269 + Penalty 1930.303286 = -69929.417983 nChanged 8 SP:Iteration 10F (171.804473 sec): 3 clusters Score: Raw -71866.073453 + Penalty 1930.246564 = -69935.826888 nChanged 7 SP:Iteration 11Q (171.805926 sec): 3 clusters Score: Raw -71873.907093 + Penalty 1930.816394 = -69943.090699 nChanged 3 SP:Iteration 12Q (171.807362 sec): 3 clusters Score: Raw -71879.946832 + Penalty 1930.915631 = -69949.031201 nChanged 2 SP:Iteration 13Q (171.808799 sec): 3 clusters Score: Raw -71882.559452 + Penalty 1930.923954 = -69951.635498 nChanged 1 SP:Iteration 14Q (171.810255 sec): 3 clusters Score: Raw -71882.856568 + Penalty 1932.051173 = -69950.805394 nChanged 2 SP:Iteration 15F (171.811739 sec): 3 clusters Score: Raw -71885.043952 + Penalty 1932.051173 = -69952.992779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 8 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.814420 sec): 2 clusters Score: Raw -23494.650915 + Penalty 274.985932 = -23219.664983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.815132 sec): 3 clusters Score: Raw -23378.256997 + Penalty 550.726695 = -22827.530302 nChanged 92 SP:Iteration 1F (171.815822 sec): 3 clusters Score: Raw -23449.180483 + Penalty 553.093622 = -22896.086861 nChanged 31 SP:Iteration 2F (171.816510 sec): 3 clusters Score: Raw -23486.723978 + Penalty 558.408566 = -22928.315413 nChanged 19 SP:Iteration 3F (171.817198 sec): 3 clusters Score: Raw -23502.156520 + Penalty 566.606702 = -22935.549819 nChanged 14 SP:Iteration 4F (171.817890 sec): 3 clusters Score: Raw -23517.575818 + Penalty 572.435450 = -22945.140369 nChanged 11 SP:Iteration 5Q (171.818571 sec): 3 clusters Score: Raw -23525.090376 + Penalty 575.906177 = -22949.184199 nChanged 5 SP:Iteration 6Q (171.819258 sec): 3 clusters Score: Raw -23531.925308 + Penalty 578.031035 = -22953.894273 nChanged 5 SP:Iteration 7Q (171.819935 sec): 3 clusters Score: Raw -23538.640312 + Penalty 580.339205 = -22958.301107 nChanged 5 SP:Iteration 8Q (171.820610 sec): 3 clusters Score: Raw -23544.369579 + Penalty 580.487235 = -22963.882344 nChanged 2 SP:Iteration 9Q (171.821293 sec): 3 clusters Score: Raw -23549.063032 + Penalty 581.667110 = -22967.395922 nChanged 3 SP:Iteration 10F (171.821987 sec): 3 clusters Score: Raw -23550.025565 + Penalty 580.128097 = -22969.897468 nChanged 1 SP:Iteration 11Q (171.822666 sec): 3 clusters Score: Raw -23550.265895 + Penalty 580.128097 = -22970.137798 nChanged 0 SP:Iteration 12F (171.823354 sec): 3 clusters Score: Raw -23550.265895 + Penalty 580.128097 = -22970.137798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (1914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.833119 sec): 2 clusters Score: Raw -171309.342852 + Penalty 146.627202 = -171162.715650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.837101 sec): 3 clusters Score: Raw -170100.062241 + Penalty 426.228595 = -169673.833646 nChanged 868 SP:Iteration 1F (171.841096 sec): 3 clusters Score: Raw -171218.919398 + Penalty 631.788774 = -170587.130624 nChanged 72 SP:Iteration 2Q (171.845148 sec): 3 clusters Score: Raw -171315.223979 + Penalty 726.026259 = -170589.197720 nChanged 5 SP:Iteration 3Q (171.848173 sec): 3 clusters Score: Raw -171326.012605 + Penalty 726.026259 = -170599.986346 nChanged 0 SP:Iteration 4F (171.851979 sec): 3 clusters Score: Raw -171326.012605 + Penalty 726.026259 = -170599.986346 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.868405 sec): 2 clusters Score: Raw -182464.283076 + Penalty 388.405202 = -182075.877874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.872452 sec): 3 clusters Score: Raw -181283.730939 + Penalty 789.908562 = -180493.822376 nChanged 842 SP:Iteration 1F (171.876472 sec): 3 clusters Score: Raw -181982.452774 + Penalty 825.924098 = -181156.528676 nChanged 303 SP:Iteration 2F (171.880447 sec): 3 clusters Score: Raw -182345.121756 + Penalty 850.243926 = -181494.877830 nChanged 168 SP:Iteration 3F (171.884433 sec): 3 clusters Score: Raw -182589.325955 + Penalty 855.888134 = -181733.437821 nChanged 84 SP:Iteration 4Q (171.888314 sec): 3 clusters Score: Raw -182660.905535 + Penalty 857.155931 = -181803.749603 nChanged 56 SP:Iteration 5Q (171.892148 sec): 3 clusters Score: Raw -182686.253113 + Penalty 859.506673 = -181826.746439 nChanged 35 SP:Iteration 6Q (171.895944 sec): 3 clusters Score: Raw -182698.356861 + Penalty 862.030482 = -181836.326379 nChanged 23 SP:Iteration 7Q (171.899751 sec): 3 clusters Score: Raw -182708.448593 + Penalty 864.395993 = -181844.052599 nChanged 20 SP:Iteration 8Q (171.903551 sec): 3 clusters Score: Raw -182715.927630 + Penalty 865.250378 = -181850.677252 nChanged 9 SP:Iteration 9Q (171.907314 sec): 3 clusters Score: Raw -182719.084474 + Penalty 865.617193 = -181853.467281 nChanged 9 SP:Iteration 10F (171.911265 sec): 3 clusters Score: Raw -182721.480642 + Penalty 865.658842 = -181855.821801 nChanged 3 SP:Iteration 11Q (171.914941 sec): 3 clusters Score: Raw -182722.405302 + Penalty 865.898466 = -181856.506836 nChanged 2 SP:Iteration 12Q (171.918755 sec): 3 clusters Score: Raw -182722.582154 + Penalty 866.336581 = -181856.245573 nChanged 2 SP:Iteration 13F (171.923575 sec): 3 clusters Score: Raw -182722.869261 + Penalty 866.967805 = -181855.901456 nChanged 4 SP:Iteration 14F (171.927573 sec): 3 clusters Score: Raw -182723.713808 + Penalty 867.430685 = -181856.283123 nChanged 5 SP:Iteration 15Q (171.931425 sec): 3 clusters Score: Raw -182724.875807 + Penalty 867.980364 = -181856.895443 nChanged 5 SP:Iteration 16Q (171.935201 sec): 3 clusters Score: Raw -182726.505611 + Penalty 868.944839 = -181857.560772 nChanged 10 SP:Iteration 17Q (171.938956 sec): 3 clusters Score: Raw -182730.396074 + Penalty 869.816417 = -181860.579658 nChanged 6 SP:Iteration 18Q (171.942692 sec): 3 clusters Score: Raw -182731.319979 + Penalty 870.509487 = -181860.810492 nChanged 4 SP:Iteration 19Q (171.946411 sec): 3 clusters Score: Raw -182731.567441 + Penalty 870.642283 = -181860.925158 nChanged 4 SP:Iteration 20F (171.950229 sec): 3 clusters Score: Raw -182731.999925 + Penalty 871.054902 = -181860.945023 nChanged 4 SP:Iteration 21Q (171.953925 sec): 3 clusters Score: Raw -182732.801080 + Penalty 871.613781 = -181861.187299 nChanged 4 SP:Iteration 22Q (171.957562 sec): 3 clusters Score: Raw -182733.976331 + Penalty 871.539359 = -181862.436971 nChanged 5 SP:Iteration 23Q (171.961279 sec): 3 clusters Score: Raw -182735.230672 + Penalty 871.249708 = -181863.980964 nChanged 3 SP:Iteration 24Q (171.964985 sec): 3 clusters Score: Raw -182735.721769 + Penalty 870.946733 = -181864.775036 nChanged 3 SP:Iteration 25Q (171.968657 sec): 3 clusters Score: Raw -182736.871117 + Penalty 870.721137 = -181866.149980 nChanged 4 SP:Iteration 26Q (171.972363 sec): 3 clusters Score: Raw -182738.774249 + Penalty 870.809592 = -181867.964657 nChanged 3 SP:Iteration 27Q (171.976061 sec): 3 clusters Score: Raw -182739.181698 + Penalty 871.928488 = -181867.253211 nChanged 5 SP:Iteration 28F (171.980099 sec): 3 clusters Score: Raw -182739.818415 + Penalty 872.132833 = -181867.685582 nChanged 5 SP:Iteration 29Q (171.983797 sec): 3 clusters Score: Raw -182740.727608 + Penalty 871.881709 = -181868.845899 nChanged 2 SP:Iteration 30F (171.987757 sec): 3 clusters Score: Raw -182740.974247 + Penalty 871.951413 = -181869.022834 nChanged 2 SP:Iteration 31Q (171.991422 sec): 3 clusters Score: Raw -182741.519089 + Penalty 871.878618 = -181869.640471 nChanged 1 SP:Iteration 32Q (171.995102 sec): 3 clusters Score: Raw -182742.055725 + Penalty 871.908671 = -181870.147054 nChanged 1 SP:Iteration 33Q (171.998729 sec): 3 clusters Score: Raw -182742.238192 + Penalty 871.745343 = -181870.492849 nChanged 1 SP:Iteration 34Q (172.002387 sec): 3 clusters Score: Raw -182742.681954 + Penalty 871.857632 = -181870.824322 nChanged 1 SP:Iteration 35Q (172.006087 sec): 3 clusters Score: Raw -182743.282871 + Penalty 871.729833 = -181871.553038 nChanged 4 SP:Iteration 36Q (172.009720 sec): 3 clusters Score: Raw -182744.187396 + Penalty 871.110361 = -181873.077035 nChanged 6 SP:Iteration 37Q (172.013348 sec): 3 clusters Score: Raw -182746.035649 + Penalty 871.233575 = -181874.802074 nChanged 2 SP:Iteration 38Q (172.016925 sec): 3 clusters Score: Raw -182746.497613 + Penalty 871.222499 = -181875.275114 nChanged 3 SP:Iteration 39Q (172.020567 sec): 3 clusters Score: Raw -182746.967634 + Penalty 871.673322 = -181875.294312 nChanged 2 SP:Iteration 40F (172.024442 sec): 3 clusters Score: Raw -182747.204532 + Penalty 871.927685 = -181875.276847 nChanged 5 SP:Iteration 41F (172.028410 sec): 3 clusters Score: Raw -182748.736422 + Penalty 871.370903 = -181877.365519 nChanged 6 SP:Iteration 42Q (172.031997 sec): 3 clusters Score: Raw -182752.666952 + Penalty 871.140517 = -181881.526435 nChanged 7 SP:Iteration 43Q (172.035495 sec): 3 clusters Score: Raw -182755.636326 + Penalty 870.935723 = -181884.700603 nChanged 8 SP:Iteration 44Q (172.043861 sec): 3 clusters Score: Raw -182757.605975 + Penalty 871.802302 = -181885.803673 nChanged 7 SP:Iteration 45Q (172.050181 sec): 3 clusters Score: Raw -182759.274124 + Penalty 870.780343 = -181888.493781 nChanged 5 SP:Iteration 46Q (172.054628 sec): 3 clusters Score: Raw -182761.797885 + Penalty 870.881602 = -181890.916283 nChanged 3 SP:Iteration 47Q (172.058739 sec): 3 clusters Score: Raw -182762.713476 + Penalty 870.784901 = -181891.928575 nChanged 2 SP:Iteration 48Q (172.062819 sec): 3 clusters Score: Raw -182763.044219 + Penalty 870.912509 = -181892.131710 nChanged 1 SP:Iteration 49Q (172.066895 sec): 3 clusters Score: Raw -182763.280820 + Penalty 870.912509 = -181892.368312 nChanged 0 SP:Iteration 50F (172.071158 sec): 3 clusters Score: Raw -182763.280820 + Penalty 870.912509 = -181892.368312 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.087909 sec): 2 clusters Score: Raw -285474.297654 + Penalty 246.621107 = -285227.676547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.094545 sec): 3 clusters Score: Raw -283324.040125 + Penalty 503.677837 = -282820.362287 nChanged 1480 SP:Iteration 1F (172.101119 sec): 3 clusters Score: Raw -284501.605719 + Penalty 517.734902 = -283983.870817 nChanged 483 SP:Iteration 2F (172.107666 sec): 3 clusters Score: Raw -284908.564253 + Penalty 525.991689 = -284382.572564 nChanged 222 SP:Iteration 3F (172.114169 sec): 3 clusters Score: Raw -285115.135813 + Penalty 531.680974 = -284583.454839 nChanged 140 SP:Iteration 4Q (172.120245 sec): 3 clusters Score: Raw -285209.697770 + Penalty 535.967822 = -284673.729949 nChanged 86 SP:Iteration 5Q (172.126449 sec): 3 clusters Score: Raw -285242.909403 + Penalty 540.151851 = -284702.757552 nChanged 83 SP:Iteration 6Q (172.132525 sec): 3 clusters Score: Raw -285285.025497 + Penalty 540.150021 = -284744.875476 nChanged 89 SP:Iteration 7Q (172.142937 sec): 3 clusters Score: Raw -285340.049000 + Penalty 542.255436 = -284797.793564 nChanged 88 SP:Iteration 8Q (172.155365 sec): 3 clusters Score: Raw -285387.141723 + Penalty 546.669446 = -284840.472277 nChanged 74 SP:Iteration 9Q (172.162565 sec): 3 clusters Score: Raw -285430.918821 + Penalty 550.809172 = -284880.109649 nChanged 68 SP:Iteration 10F (172.168828 sec): 3 clusters Score: Raw -285465.739455 + Penalty 553.835821 = -284911.903634 nChanged 46 SP:Iteration 11Q (172.174455 sec): 3 clusters Score: Raw -285482.105556 + Penalty 556.729728 = -284925.375828 nChanged 33 SP:Iteration 12Q (172.180061 sec): 3 clusters Score: Raw -285490.818131 + Penalty 558.796092 = -284932.022039 nChanged 23 SP:Iteration 13Q (172.185613 sec): 3 clusters Score: Raw -285496.027426 + Penalty 558.394505 = -284937.632921 nChanged 19 SP:Iteration 14Q (172.191270 sec): 3 clusters Score: Raw -285500.253790 + Penalty 558.644803 = -284941.608987 nChanged 17 SP:Iteration 15Q (172.196935 sec): 3 clusters Score: Raw -285504.912105 + Penalty 557.427848 = -284947.484256 nChanged 17 SP:Iteration 16Q (172.202814 sec): 3 clusters Score: Raw -285510.477512 + Penalty 555.393153 = -284955.084359 nChanged 15 SP:Iteration 17Q (172.210712 sec): 3 clusters Score: Raw -285513.760282 + Penalty 555.693605 = -284958.066677 nChanged 8 SP:Iteration 18Q (172.216983 sec): 3 clusters Score: Raw -285515.441695 + Penalty 558.084555 = -284957.357140 nChanged 9 SP:Iteration 19F (172.224545 sec): 3 clusters Score: Raw -285517.829043 + Penalty 563.203166 = -284954.625877 nChanged 11 SP:Iteration 20F (172.231152 sec): 3 clusters Score: Raw -285520.527167 + Penalty 565.146628 = -284955.380539 nChanged 6 SP:Iteration 21Q (172.236784 sec): 3 clusters Score: Raw -285522.251581 + Penalty 567.044800 = -284955.206781 nChanged 4 SP:Iteration 22F (172.243288 sec): 3 clusters Score: Raw -285523.135608 + Penalty 569.273449 = -284953.862159 nChanged 5 SP:Iteration 23F (172.249802 sec): 3 clusters Score: Raw -285523.760979 + Penalty 570.072316 = -284953.688662 nChanged 4 SP:Iteration 24F (172.256897 sec): 3 clusters Score: Raw -285524.358077 + Penalty 570.402707 = -284953.955371 nChanged 2 SP:Iteration 25Q (172.262476 sec): 3 clusters Score: Raw -285524.986178 + Penalty 570.395485 = -284954.590693 nChanged 1 SP:Iteration 26Q (172.267724 sec): 3 clusters Score: Raw -285524.991497 + Penalty 570.395485 = -284954.596012 nChanged 0 SP:Iteration 27F (172.277245 sec): 3 clusters Score: Raw -285524.991497 + Penalty 570.395485 = -284954.596012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 14 (2388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.289128 sec): 2 clusters Score: Raw -211740.894402 + Penalty 255.579353 = -211485.315049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.293775 sec): 3 clusters Score: Raw -210291.592194 + Penalty 514.319872 = -209777.272322 nChanged 1088 SP:Iteration 1F (172.298459 sec): 3 clusters Score: Raw -210992.433643 + Penalty 513.566782 = -210478.866861 nChanged 212 SP:Iteration 2F (172.302942 sec): 3 clusters Score: Raw -211129.161687 + Penalty 520.672945 = -210608.488743 nChanged 190 SP:Iteration 3F (172.307517 sec): 3 clusters Score: Raw -211299.300437 + Penalty 534.317106 = -210764.983331 nChanged 182 SP:Iteration 4F (172.312159 sec): 3 clusters Score: Raw -211477.322865 + Penalty 548.781963 = -210928.540902 nChanged 124 SP:Iteration 5F (172.316600 sec): 3 clusters Score: Raw -211582.695825 + Penalty 556.213684 = -211026.482141 nChanged 95 SP:Iteration 6Q (172.320950 sec): 3 clusters Score: Raw -211662.635772 + Penalty 566.264918 = -211096.370854 nChanged 69 SP:Iteration 7Q (172.325241 sec): 3 clusters Score: Raw -211718.510165 + Penalty 576.911866 = -211141.598299 nChanged 54 SP:Iteration 8Q (172.329392 sec): 3 clusters Score: Raw -211768.608512 + Penalty 588.358530 = -211180.249982 nChanged 55 SP:Iteration 9Q (172.333717 sec): 3 clusters Score: Raw -211818.719576 + Penalty 595.838792 = -211222.880783 nChanged 40 SP:Iteration 10F (172.338394 sec): 3 clusters Score: Raw -211849.349513 + Penalty 597.623381 = -211251.726132 nChanged 29 SP:Iteration 11Q (172.342520 sec): 3 clusters Score: Raw -211864.281228 + Penalty 600.507361 = -211263.773866 nChanged 16 SP:Iteration 12Q (172.346460 sec): 3 clusters Score: Raw -211870.483007 + Penalty 602.864683 = -211267.618325 nChanged 9 SP:Iteration 13Q (172.350275 sec): 3 clusters Score: Raw -211872.763234 + Penalty 604.898448 = -211267.864786 nChanged 9 SP:Iteration 14Q (172.354073 sec): 3 clusters Score: Raw -211874.989818 + Penalty 605.843687 = -211269.146131 nChanged 8 SP:Iteration 15Q (172.357932 sec): 3 clusters Score: Raw -211877.801450 + Penalty 607.674851 = -211270.126598 nChanged 4 SP:Iteration 16Q (172.361699 sec): 3 clusters Score: Raw -211878.743089 + Penalty 608.216501 = -211270.526589 nChanged 1 SP:Iteration 17Q (172.365666 sec): 3 clusters Score: Raw -211878.772953 + Penalty 608.216501 = -211270.556452 nChanged 0 SP:Iteration 18F (172.370484 sec): 3 clusters Score: Raw -211878.772953 + Penalty 608.216501 = -211270.556452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 15 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.377619 sec): 2 clusters Score: Raw -147003.087078 + Penalty 201.970614 = -146801.116464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.380825 sec): 3 clusters Score: Raw -145944.752255 + Penalty 425.521995 = -145519.230260 nChanged 739 SP:Iteration 1F (172.384113 sec): 3 clusters Score: Raw -146598.551768 + Penalty 454.679674 = -146143.872095 nChanged 220 SP:Iteration 2F (172.387265 sec): 3 clusters Score: Raw -146831.304229 + Penalty 496.008366 = -146335.295863 nChanged 105 SP:Iteration 3F (172.390493 sec): 3 clusters Score: Raw -146950.101202 + Penalty 572.528485 = -146377.572717 nChanged 52 SP:Iteration 4Q (172.393601 sec): 3 clusters Score: Raw -147018.831958 + Penalty 654.194053 = -146364.637905 nChanged 16 SP:Iteration 5F (172.396903 sec): 3 clusters Score: Raw -147039.047386 + Penalty 686.882803 = -146352.164583 nChanged 5 SP:Iteration 6F (172.400069 sec): 3 clusters Score: Raw -147044.840441 + Penalty 698.281247 = -146346.559194 nChanged 1 SP:Iteration 7F (172.403450 sec): 3 clusters Score: Raw -147045.379887 + Penalty 717.912609 = -146327.467277 nChanged 2 SP:Iteration 8F (172.406625 sec): 3 clusters Score: Raw -147047.663812 + Penalty 723.736415 = -146323.927397 nChanged 1 SP:Iteration 9F (172.409801 sec): 3 clusters Score: Raw -147049.422489 + Penalty 723.736415 = -146325.686074 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.415512 sec): 2 clusters Score: Raw -166159.024457 + Penalty 660.317163 = -165498.707294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.419028 sec): 3 clusters Score: Raw -165202.412927 + Penalty 1323.525175 = -163878.887752 nChanged 685 SP:Iteration 1F (172.422723 sec): 3 clusters Score: Raw -165678.869736 + Penalty 1320.020715 = -164358.849021 nChanged 208 SP:Iteration 2F (172.426414 sec): 3 clusters Score: Raw -165844.713874 + Penalty 1315.004331 = -164529.709543 nChanged 128 SP:Iteration 3F (172.430002 sec): 3 clusters Score: Raw -165931.820994 + Penalty 1305.259838 = -164626.561156 nChanged 88 SP:Iteration 4Q (172.433594 sec): 3 clusters Score: Raw -165995.005577 + Penalty 1295.664938 = -164699.340638 nChanged 60 SP:Iteration 5Q (172.436960 sec): 3 clusters Score: Raw -166041.224506 + Penalty 1289.636734 = -164751.587772 nChanged 50 SP:Iteration 6Q (172.440315 sec): 3 clusters Score: Raw -166072.999129 + Penalty 1284.659156 = -164788.339972 nChanged 26 SP:Iteration 7Q (172.443602 sec): 3 clusters Score: Raw -166090.431365 + Penalty 1284.377611 = -164806.053754 nChanged 29 SP:Iteration 8Q (172.447199 sec): 3 clusters Score: Raw -166108.673299 + Penalty 1277.228483 = -164831.444816 nChanged 27 SP:Iteration 9Q (172.450887 sec): 3 clusters Score: Raw -166136.348796 + Penalty 1276.135745 = -164860.213051 nChanged 28 SP:Iteration 10F (172.454423 sec): 3 clusters Score: Raw -166170.669999 + Penalty 1276.797513 = -164893.872486 nChanged 24 SP:Iteration 11Q (172.458006 sec): 3 clusters Score: Raw -166193.751430 + Penalty 1278.959290 = -164914.792140 nChanged 19 SP:Iteration 12Q (172.461289 sec): 3 clusters Score: Raw -166206.184538 + Penalty 1283.225240 = -164922.959297 nChanged 16 SP:Iteration 13Q (172.464387 sec): 3 clusters Score: Raw -166221.536503 + Penalty 1285.125863 = -164936.410640 nChanged 9 SP:Iteration 14Q (172.467424 sec): 3 clusters Score: Raw -166228.148013 + Penalty 1287.594062 = -164940.553952 nChanged 5 SP:Iteration 15Q (172.470459 sec): 3 clusters Score: Raw -166230.078134 + Penalty 1289.935685 = -164940.142449 nChanged 6 SP:Iteration 16F (172.473844 sec): 3 clusters Score: Raw -166233.751167 + Penalty 1294.597602 = -164939.153566 nChanged 6 SP:Iteration 17F (172.477399 sec): 3 clusters Score: Raw -166236.230124 + Penalty 1294.992498 = -164941.237626 nChanged 5 SP:Iteration 18Q (172.480324 sec): 3 clusters Score: Raw -166240.227963 + Penalty 1294.860787 = -164945.367177 nChanged 3 SP:Iteration 19Q (172.483215 sec): 3 clusters Score: Raw -166241.912961 + Penalty 1293.968927 = -164947.944034 nChanged 4 SP:Iteration 20F (172.486545 sec): 3 clusters Score: Raw -166245.652948 + Penalty 1294.332177 = -164951.320770 nChanged 5 SP:Iteration 21Q (172.489454 sec): 3 clusters Score: Raw -166247.817506 + Penalty 1294.943586 = -164952.873920 nChanged 4 SP:Iteration 22Q (172.492362 sec): 3 clusters Score: Raw -166251.192445 + Penalty 1296.639792 = -164954.552653 nChanged 4 SP:Iteration 23Q (172.495276 sec): 3 clusters Score: Raw -166253.472251 + Penalty 1298.651750 = -164954.820502 nChanged 4 SP:Iteration 24Q (172.498152 sec): 3 clusters Score: Raw -166255.915674 + Penalty 1298.651750 = -164957.263924 nChanged 0 SP:Iteration 25F (172.501613 sec): 3 clusters Score: Raw -166255.915674 + Penalty 1298.651750 = -164957.263924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.505255 sec): 2 clusters Score: Raw -92975.996010 + Penalty 250.698726 = -92725.297284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.507431 sec): 3 clusters Score: Raw -92318.693257 + Penalty 502.199930 = -91816.493327 nChanged 451 SP:Iteration 1F (172.509556 sec): 3 clusters Score: Raw -92587.988943 + Penalty 507.267357 = -92080.721586 nChanged 153 SP:Iteration 2F (172.511672 sec): 3 clusters Score: Raw -92747.473996 + Penalty 509.137670 = -92238.336326 nChanged 99 SP:Iteration 3F (172.513766 sec): 3 clusters Score: Raw -92854.706701 + Penalty 508.555113 = -92346.151588 nChanged 68 SP:Iteration 4F (172.515887 sec): 3 clusters Score: Raw -92934.119773 + Penalty 507.999887 = -92426.119886 nChanged 62 SP:Iteration 5F (172.517991 sec): 3 clusters Score: Raw -92997.187035 + Penalty 507.658233 = -92489.528802 nChanged 50 SP:Iteration 6Q (172.520010 sec): 3 clusters Score: Raw -93035.935989 + Penalty 506.659932 = -92529.276057 nChanged 38 SP:Iteration 7Q (172.522001 sec): 3 clusters Score: Raw -93056.084458 + Penalty 506.850671 = -92549.233787 nChanged 22 SP:Iteration 8Q (172.523986 sec): 3 clusters Score: Raw -93063.040472 + Penalty 506.144296 = -92556.896176 nChanged 17 SP:Iteration 9Q (172.525994 sec): 3 clusters Score: Raw -93066.789598 + Penalty 505.487675 = -92561.301924 nChanged 8 SP:Iteration 10F (172.528087 sec): 3 clusters Score: Raw -93067.971537 + Penalty 505.196808 = -92562.774729 nChanged 6 SP:Iteration 11Q (172.530050 sec): 3 clusters Score: Raw -93068.667977 + Penalty 504.854132 = -92563.813845 nChanged 6 SP:Iteration 12Q (172.532037 sec): 3 clusters Score: Raw -93069.148729 + Penalty 504.169395 = -92564.979334 nChanged 6 SP:Iteration 13Q (172.534026 sec): 3 clusters Score: Raw -93070.244203 + Penalty 503.329310 = -92566.914893 nChanged 5 SP:Iteration 14Q (172.536006 sec): 3 clusters Score: Raw -93071.013779 + Penalty 503.147152 = -92567.866627 nChanged 1 SP:Iteration 15Q (172.538107 sec): 3 clusters Score: Raw -93071.057204 + Penalty 502.983704 = -92568.073500 nChanged 1 SP:Iteration 16Q (172.540245 sec): 3 clusters Score: Raw -93071.124815 + Penalty 502.983704 = -92568.141110 nChanged 0 SP:Iteration 17F (172.542518 sec): 3 clusters Score: Raw -93071.124815 + Penalty 502.983704 = -92568.141110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.543483 sec): 2 clusters Score: Raw -12912.815693 + Penalty 432.162944 = -12480.652748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.543996 sec): 3 clusters Score: Raw -12901.550235 + Penalty 872.368410 = -12029.181825 nChanged 29 SP:Iteration 1F (172.544522 sec): 3 clusters Score: Raw -12979.007403 + Penalty 884.267367 = -12094.740036 nChanged 12 SP:Iteration 2F (172.545010 sec): 3 clusters Score: Raw -13020.099553 + Penalty 884.612859 = -12135.486694 nChanged 3 SP:Iteration 3Q (172.545466 sec): 3 clusters Score: Raw -13024.807368 + Penalty 885.101991 = -12139.705377 nChanged 2 SP:Iteration 4Q (172.545919 sec): 3 clusters Score: Raw -13028.286938 + Penalty 885.101991 = -12143.184947 nChanged 0 SP:Iteration 5F (172.546406 sec): 3 clusters Score: Raw -13028.286938 + Penalty 885.101991 = -12143.184947 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 25 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.555055 sec): 2 clusters Score: Raw -225123.870329 + Penalty 178.013498 = -224945.856832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.560522 sec): 3 clusters Score: Raw -223438.888871 + Penalty 360.875483 = -223078.013388 nChanged 1202 SP:Iteration 1F (172.569672 sec): 3 clusters Score: Raw -224516.978126 + Penalty 366.534018 = -224150.444108 nChanged 313 SP:Iteration 2F (172.576457 sec): 3 clusters Score: Raw -224758.717678 + Penalty 368.999845 = -224389.717833 nChanged 180 SP:Iteration 3F (172.581971 sec): 3 clusters Score: Raw -224900.341160 + Penalty 369.596179 = -224530.744981 nChanged 122 SP:Iteration 4Q (172.587657 sec): 3 clusters Score: Raw -224988.597477 + Penalty 369.142026 = -224619.455451 nChanged 94 SP:Iteration 5Q (172.593132 sec): 3 clusters Score: Raw -225041.863590 + Penalty 368.488080 = -224673.375510 nChanged 56 SP:Iteration 6Q (172.598423 sec): 3 clusters Score: Raw -225067.216822 + Penalty 366.950852 = -224700.265971 nChanged 48 SP:Iteration 7Q (172.603642 sec): 3 clusters Score: Raw -225084.055154 + Penalty 364.726500 = -224719.328654 nChanged 30 SP:Iteration 8Q (172.609002 sec): 3 clusters Score: Raw -225093.009305 + Penalty 363.897504 = -224729.111801 nChanged 19 SP:Iteration 9Q (172.614138 sec): 3 clusters Score: Raw -225095.497737 + Penalty 363.337311 = -224732.160426 nChanged 9 SP:Iteration 10F (172.619923 sec): 3 clusters Score: Raw -225096.951732 + Penalty 363.081770 = -224733.869962 nChanged 9 SP:Iteration 11Q (172.625335 sec): 3 clusters Score: Raw -225097.953591 + Penalty 362.642976 = -224735.310615 nChanged 8 SP:Iteration 12Q (172.630545 sec): 3 clusters Score: Raw -225098.570987 + Penalty 362.428213 = -224736.142775 nChanged 6 SP:Iteration 13Q (172.635717 sec): 3 clusters Score: Raw -225098.928308 + Penalty 362.286436 = -224736.641872 nChanged 3 SP:Iteration 14Q (172.640883 sec): 3 clusters Score: Raw -225099.029931 + Penalty 362.090422 = -224736.939510 nChanged 2 SP:Iteration 15Q (172.646270 sec): 3 clusters Score: Raw -225099.150162 + Penalty 361.976324 = -224737.173838 nChanged 5 SP:Iteration 16Q (172.651449 sec): 3 clusters Score: Raw -225099.459587 + Penalty 361.671568 = -224737.788019 nChanged 6 SP:Iteration 17Q (172.656637 sec): 3 clusters Score: Raw -225100.015623 + Penalty 361.182273 = -224738.833350 nChanged 7 SP:Iteration 18Q (172.662058 sec): 3 clusters Score: Raw -225100.840072 + Penalty 360.840051 = -224740.000021 nChanged 8 SP:Iteration 19Q (172.667215 sec): 3 clusters Score: Raw -225101.649745 + Penalty 361.117054 = -224740.532690 nChanged 6 SP:Iteration 20F (172.672640 sec): 3 clusters Score: Raw -225102.421804 + Penalty 361.352185 = -224741.069619 nChanged 6 SP:Iteration 21Q (172.678119 sec): 3 clusters Score: Raw -225103.242558 + Penalty 361.050628 = -224742.191930 nChanged 10 SP:Iteration 22Q (172.683427 sec): 3 clusters Score: Raw -225104.560107 + Penalty 361.076459 = -224743.483648 nChanged 6 SP:Iteration 23Q (172.688643 sec): 3 clusters Score: Raw -225105.008802 + Penalty 361.225444 = -224743.783358 nChanged 7 SP:Iteration 24Q (172.694053 sec): 3 clusters Score: Raw -225105.881167 + Penalty 361.277282 = -224744.603885 nChanged 9 SP:Iteration 25Q (172.699547 sec): 3 clusters Score: Raw -225106.650838 + Penalty 361.052053 = -224745.598786 nChanged 7 SP:Iteration 26Q (172.705075 sec): 3 clusters Score: Raw -225107.286390 + Penalty 361.240195 = -224746.046195 nChanged 4 SP:Iteration 27Q (172.710574 sec): 3 clusters Score: Raw -225107.536212 + Penalty 361.309491 = -224746.226721 nChanged 1 SP:Iteration 28Q (172.716049 sec): 3 clusters Score: Raw -225107.549033 + Penalty 361.309491 = -224746.239542 nChanged 0 SP:Iteration 29F (172.721775 sec): 3 clusters Score: Raw -225107.549033 + Penalty 361.309491 = -224746.239542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 26 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.726209 sec): 2 clusters Score: Raw -35770.527564 + Penalty 731.530534 = -35038.997029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.727265 sec): 3 clusters Score: Raw -35644.858509 + Penalty 1465.801428 = -34179.057082 nChanged 138 SP:Iteration 1F (172.728307 sec): 3 clusters Score: Raw -35909.272434 + Penalty 1469.259110 = -34440.013324 nChanged 61 SP:Iteration 2F (172.729361 sec): 3 clusters Score: Raw -36041.026143 + Penalty 1468.733923 = -34572.292219 nChanged 30 SP:Iteration 3F (172.730429 sec): 3 clusters Score: Raw -36117.810935 + Penalty 1464.657276 = -34653.153659 nChanged 13 SP:Iteration 4Q (172.731452 sec): 3 clusters Score: Raw -36131.253097 + Penalty 1455.037397 = -34676.215700 nChanged 7 SP:Iteration 5Q (172.732468 sec): 3 clusters Score: Raw -36147.220180 + Penalty 1446.939136 = -34700.281044 nChanged 6 SP:Iteration 6Q (172.733474 sec): 3 clusters Score: Raw -36167.657179 + Penalty 1438.967924 = -34728.689255 nChanged 10 SP:Iteration 7Q (172.734452 sec): 3 clusters Score: Raw -36195.499759 + Penalty 1435.594095 = -34759.905664 nChanged 10 SP:Iteration 8Q (172.735400 sec): 3 clusters Score: Raw -36218.042758 + Penalty 1431.245165 = -34786.797593 nChanged 4 SP:Iteration 9Q (172.736338 sec): 3 clusters Score: Raw -36234.009637 + Penalty 1428.941581 = -34805.068056 nChanged 5 SP:Iteration 10F (172.737381 sec): 3 clusters Score: Raw -36263.269819 + Penalty 1425.429459 = -34837.840360 nChanged 5 SP:Iteration 11Q (172.738329 sec): 3 clusters Score: Raw -36281.585234 + Penalty 1425.850461 = -34855.734772 nChanged 4 SP:Iteration 12Q (172.739266 sec): 3 clusters Score: Raw -36287.223303 + Penalty 1426.020935 = -34861.202368 nChanged 2 SP:Iteration 13Q (172.740198 sec): 3 clusters Score: Raw -36289.301143 + Penalty 1425.484369 = -34863.816774 nChanged 1 SP:Iteration 14Q (172.741130 sec): 3 clusters Score: Raw -36289.823581 + Penalty 1426.363611 = -34863.459970 nChanged 2 SP:Iteration 15F (172.742172 sec): 3 clusters Score: Raw -36292.049951 + Penalty 1427.513652 = -34864.536300 nChanged 4 SP:Iteration 16Q (172.743111 sec): 3 clusters Score: Raw -36298.514027 + Penalty 1430.901469 = -34867.612558 nChanged 6 SP:Iteration 17Q (172.744043 sec): 3 clusters Score: Raw -36305.141736 + Penalty 1430.901469 = -34874.240267 nChanged 0 SP:Iteration 18F (172.745098 sec): 3 clusters Score: Raw -36305.141736 + Penalty 1430.901469 = -34874.240267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 27 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.747018 sec): 2 clusters Score: Raw -24924.031558 + Penalty 625.603750 = -24298.427808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.747814 sec): 3 clusters Score: Raw -24852.762360 + Penalty 1245.992493 = -23606.769867 nChanged 76 SP:Iteration 1F (172.748594 sec): 3 clusters Score: Raw -24952.806652 + Penalty 1245.368370 = -23707.438282 nChanged 23 SP:Iteration 2F (172.749373 sec): 3 clusters Score: Raw -24993.504984 + Penalty 1244.635276 = -23748.869708 nChanged 17 SP:Iteration 3F (172.750161 sec): 3 clusters Score: Raw -25016.456821 + Penalty 1245.378798 = -23771.078024 nChanged 9 SP:Iteration 4Q (172.750910 sec): 3 clusters Score: Raw -25033.813276 + Penalty 1244.403615 = -23789.409661 nChanged 5 SP:Iteration 5Q (172.751689 sec): 3 clusters Score: Raw -25045.479788 + Penalty 1244.416858 = -23801.062930 nChanged 2 SP:Iteration 6Q (172.752433 sec): 3 clusters Score: Raw -25049.223703 + Penalty 1245.134945 = -23804.088759 nChanged 1 SP:Iteration 7Q (172.753172 sec): 3 clusters Score: Raw -25051.108278 + Penalty 1245.134945 = -23805.973334 nChanged 0 SP:Iteration 8F (172.753947 sec): 3 clusters Score: Raw -25051.108278 + Penalty 1245.134945 = -23805.973334 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.758168 sec): 2 clusters Score: Raw -100228.538136 + Penalty 105.820437 = -100122.717699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.760638 sec): 3 clusters Score: Raw -99537.300196 + Penalty 204.803453 = -99332.496743 nChanged 505 SP:Iteration 1F (172.763048 sec): 3 clusters Score: Raw -99959.445802 + Penalty 200.689975 = -99758.755828 nChanged 96 SP:Iteration 2F (172.765466 sec): 3 clusters Score: Raw -100064.072532 + Penalty 201.471246 = -99862.601286 nChanged 68 SP:Iteration 3F (172.767873 sec): 3 clusters Score: Raw -100127.218667 + Penalty 202.050162 = -99925.168505 nChanged 47 SP:Iteration 4Q (172.770231 sec): 3 clusters Score: Raw -100148.670888 + Penalty 202.224973 = -99946.445914 nChanged 30 SP:Iteration 5Q (172.772539 sec): 3 clusters Score: Raw -100163.325000 + Penalty 204.041803 = -99959.283198 nChanged 21 SP:Iteration 6Q (172.774865 sec): 3 clusters Score: Raw -100172.545108 + Penalty 205.537698 = -99967.007411 nChanged 15 SP:Iteration 7Q (172.777207 sec): 3 clusters Score: Raw -100178.126926 + Penalty 204.645174 = -99973.481752 nChanged 12 SP:Iteration 8Q (172.779520 sec): 3 clusters Score: Raw -100183.294483 + Penalty 204.740266 = -99978.554217 nChanged 12 SP:Iteration 9Q (172.781746 sec): 3 clusters Score: Raw -100188.548821 + Penalty 204.166481 = -99984.382340 nChanged 15 SP:Iteration 10F (172.784166 sec): 3 clusters Score: Raw -100193.470594 + Penalty 201.883177 = -99991.587417 nChanged 8 SP:Iteration 11Q (172.786355 sec): 3 clusters Score: Raw -100195.912341 + Penalty 200.466527 = -99995.445814 nChanged 7 SP:Iteration 12Q (172.788531 sec): 3 clusters Score: Raw -100197.720385 + Penalty 200.468945 = -99997.251440 nChanged 5 SP:Iteration 13Q (172.790724 sec): 3 clusters Score: Raw -100198.640729 + Penalty 200.612640 = -99998.028089 nChanged 5 SP:Iteration 14Q (172.792961 sec): 3 clusters Score: Raw -100200.432215 + Penalty 201.589005 = -99998.843210 nChanged 6 SP:Iteration 15Q (172.795185 sec): 3 clusters Score: Raw -100203.307131 + Penalty 201.693423 = -100001.613708 nChanged 4 SP:Iteration 16Q (172.797366 sec): 3 clusters Score: Raw -100203.804692 + Penalty 201.550891 = -100002.253800 nChanged 2 SP:Iteration 17Q (172.799550 sec): 3 clusters Score: Raw -100204.204813 + Penalty 200.529126 = -100003.675687 nChanged 3 SP:Iteration 18Q (172.801683 sec): 3 clusters Score: Raw -100204.575150 + Penalty 200.390591 = -100004.184559 nChanged 1 SP:Iteration 19Q (172.803836 sec): 3 clusters Score: Raw -100204.647234 + Penalty 200.390591 = -100004.256643 nChanged 0 SP:Iteration 20F (172.806205 sec): 3 clusters Score: Raw -100204.647234 + Penalty 200.390591 = -100004.256643 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 31 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.811869 sec): 2 clusters Score: Raw -138554.473376 + Penalty 358.864660 = -138195.608716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.815066 sec): 3 clusters Score: Raw -137639.676432 + Penalty 717.853909 = -136921.822523 nChanged 638 SP:Iteration 1F (172.818154 sec): 3 clusters Score: Raw -138083.920740 + Penalty 715.799382 = -137368.121358 nChanged 263 SP:Iteration 2F (172.821126 sec): 3 clusters Score: Raw -138392.538823 + Penalty 713.689246 = -137678.849576 nChanged 167 SP:Iteration 3F (172.824166 sec): 3 clusters Score: Raw -138534.798163 + Penalty 714.107866 = -137820.690297 nChanged 86 SP:Iteration 4F (172.827244 sec): 3 clusters Score: Raw -138579.628716 + Penalty 714.693501 = -137864.935214 nChanged 52 SP:Iteration 5Q (172.830288 sec): 3 clusters Score: Raw -138611.802951 + Penalty 716.090189 = -137895.712763 nChanged 36 SP:Iteration 6Q (172.833350 sec): 3 clusters Score: Raw -138633.538861 + Penalty 717.449044 = -137916.089818 nChanged 27 SP:Iteration 7Q (172.836350 sec): 3 clusters Score: Raw -138642.438649 + Penalty 718.658153 = -137923.780495 nChanged 21 SP:Iteration 8Q (172.839203 sec): 3 clusters Score: Raw -138648.425860 + Penalty 719.586475 = -137928.839385 nChanged 13 SP:Iteration 9Q (172.842039 sec): 3 clusters Score: Raw -138651.638436 + Penalty 720.290343 = -137931.348093 nChanged 8 SP:Iteration 10F (172.845132 sec): 3 clusters Score: Raw -138653.176389 + Penalty 721.225761 = -137931.950627 nChanged 10 SP:Iteration 11Q (172.848127 sec): 3 clusters Score: Raw -138655.201536 + Penalty 721.865063 = -137933.336473 nChanged 7 SP:Iteration 12Q (172.851206 sec): 3 clusters Score: Raw -138656.554598 + Penalty 722.580952 = -137933.973646 nChanged 9 SP:Iteration 13Q (172.854298 sec): 3 clusters Score: Raw -138658.360562 + Penalty 723.121054 = -137935.239509 nChanged 7 SP:Iteration 14Q (172.857269 sec): 3 clusters Score: Raw -138659.434552 + Penalty 723.702657 = -137935.731896 nChanged 6 SP:Iteration 15Q (172.860235 sec): 3 clusters Score: Raw -138660.161609 + Penalty 724.065456 = -137936.096153 nChanged 4 SP:Iteration 16Q (172.863234 sec): 3 clusters Score: Raw -138660.581820 + Penalty 724.283694 = -137936.298126 nChanged 3 SP:Iteration 17Q (172.866246 sec): 3 clusters Score: Raw -138660.848451 + Penalty 724.387150 = -137936.461301 nChanged 1 SP:Iteration 18Q (172.869255 sec): 3 clusters Score: Raw -138660.929573 + Penalty 724.387150 = -137936.542423 nChanged 0 SP:Iteration 19F (172.872394 sec): 3 clusters Score: Raw -138660.929573 + Penalty 724.387150 = -137936.542423 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 33 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.877700 sec): 2 clusters Score: Raw -77361.619605 + Penalty 356.040668 = -77005.578937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.879686 sec): 3 clusters Score: Raw -76866.518100 + Penalty 730.876993 = -76135.641107 nChanged 362 SP:Iteration 1F (172.881645 sec): 3 clusters Score: Raw -77210.428209 + Penalty 789.923685 = -76420.504524 nChanged 152 SP:Iteration 2F (172.883630 sec): 3 clusters Score: Raw -77405.647679 + Penalty 833.209433 = -76572.438246 nChanged 59 SP:Iteration 3F (172.885603 sec): 3 clusters Score: Raw -77507.968327 + Penalty 874.239704 = -76633.728623 nChanged 42 SP:Iteration 4Q (172.887566 sec): 3 clusters Score: Raw -77559.347530 + Penalty 896.247171 = -76663.100360 nChanged 25 SP:Iteration 5Q (172.889502 sec): 3 clusters Score: Raw -77586.514690 + Penalty 917.973855 = -76668.540835 nChanged 19 SP:Iteration 6Q (172.891389 sec): 3 clusters Score: Raw -77612.559298 + Penalty 941.015958 = -76671.543340 nChanged 18 SP:Iteration 7Q (172.893257 sec): 3 clusters Score: Raw -77644.766580 + Penalty 948.794003 = -76695.972577 nChanged 15 SP:Iteration 8Q (172.895048 sec): 3 clusters Score: Raw -77659.588645 + Penalty 954.576919 = -76705.011726 nChanged 10 SP:Iteration 9Q (172.896782 sec): 3 clusters Score: Raw -77667.322488 + Penalty 956.501383 = -76710.821106 nChanged 5 SP:Iteration 10F (172.898711 sec): 3 clusters Score: Raw -77669.966218 + Penalty 956.501383 = -76713.464835 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 34 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.903654 sec): 2 clusters Score: Raw -64519.841013 + Penalty 319.967216 = -64199.873797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.905357 sec): 3 clusters Score: Raw -64116.578357 + Penalty 673.750667 = -63442.827691 nChanged 302 SP:Iteration 1F (172.907035 sec): 3 clusters Score: Raw -64417.817216 + Penalty 722.838439 = -63694.978777 nChanged 118 SP:Iteration 2F (172.908657 sec): 3 clusters Score: Raw -64546.407505 + Penalty 746.029541 = -63800.377964 nChanged 49 SP:Iteration 3F (172.910251 sec): 3 clusters Score: Raw -64603.032895 + Penalty 755.401826 = -63847.631069 nChanged 32 SP:Iteration 4Q (172.911856 sec): 3 clusters Score: Raw -64647.212663 + Penalty 759.852118 = -63887.360545 nChanged 16 SP:Iteration 5Q (172.913523 sec): 3 clusters Score: Raw -64669.290927 + Penalty 755.965583 = -63913.325344 nChanged 13 SP:Iteration 6Q (172.915137 sec): 3 clusters Score: Raw -64679.681052 + Penalty 752.607323 = -63927.073729 nChanged 6 SP:Iteration 7Q (172.916682 sec): 3 clusters Score: Raw -64682.202097 + Penalty 752.314929 = -63929.887168 nChanged 2 SP:Iteration 8Q (172.918212 sec): 3 clusters Score: Raw -64682.573557 + Penalty 752.314929 = -63930.258629 nChanged 0 SP:Iteration 9F (172.919772 sec): 3 clusters Score: Raw -64682.573557 + Penalty 752.314929 = -63930.258629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.921661 sec): 2 clusters Score: Raw -26613.617811 + Penalty 452.625282 = -26160.992528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.922475 sec): 3 clusters Score: Raw -26497.823407 + Penalty 910.324527 = -25587.498880 nChanged 75 SP:Iteration 1F (172.923275 sec): 3 clusters Score: Raw -26596.145940 + Penalty 923.425616 = -25672.720324 nChanged 42 SP:Iteration 2F (172.924080 sec): 3 clusters Score: Raw -26657.361527 + Penalty 929.099182 = -25728.262345 nChanged 19 SP:Iteration 3F (172.924872 sec): 3 clusters Score: Raw -26681.864983 + Penalty 934.593611 = -25747.271372 nChanged 11 SP:Iteration 4Q (172.925650 sec): 3 clusters Score: Raw -26697.432086 + Penalty 937.300419 = -25760.131667 nChanged 4 SP:Iteration 5Q (172.926428 sec): 3 clusters Score: Raw -26703.479119 + Penalty 938.885206 = -25764.593913 nChanged 4 SP:Iteration 6Q (172.927231 sec): 3 clusters Score: Raw -26709.857639 + Penalty 939.243122 = -25770.614517 nChanged 4 SP:Iteration 7Q (172.928017 sec): 3 clusters Score: Raw -26716.919378 + Penalty 939.243122 = -25777.676256 nChanged 0 SP:Iteration 8F (172.928824 sec): 3 clusters Score: Raw -26716.919378 + Penalty 939.243122 = -25777.676256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 36 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.930613 sec): 2 clusters Score: Raw -25815.966434 + Penalty 672.131248 = -25143.835186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.931361 sec): 3 clusters Score: Raw -25771.215612 + Penalty 1351.903313 = -24419.312299 nChanged 64 SP:Iteration 1F (172.932105 sec): 3 clusters Score: Raw -25850.403919 + Penalty 1360.801777 = -24489.602142 nChanged 16 SP:Iteration 2F (172.932851 sec): 3 clusters Score: Raw -25872.370061 + Penalty 1364.277630 = -24508.092431 nChanged 6 SP:Iteration 3Q (172.933566 sec): 3 clusters Score: Raw -25884.731964 + Penalty 1370.141036 = -24514.590928 nChanged 9 SP:Iteration 4Q (172.934276 sec): 3 clusters Score: Raw -25899.850510 + Penalty 1374.352788 = -24525.497721 nChanged 2 SP:Iteration 5Q (172.934982 sec): 3 clusters Score: Raw -25901.729390 + Penalty 1374.352788 = -24527.376601 nChanged 0 SP:Iteration 6F (172.935716 sec): 3 clusters Score: Raw -25901.729390 + Penalty 1374.352788 = -24527.376601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 38 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.938003 sec): 2 clusters Score: Raw -40918.240080 + Penalty 415.661809 = -40502.578271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.939101 sec): 3 clusters Score: Raw -40708.730425 + Penalty 831.155730 = -39877.574694 nChanged 144 SP:Iteration 1F (172.940210 sec): 3 clusters Score: Raw -40809.655833 + Penalty 831.827356 = -39977.828477 nChanged 42 SP:Iteration 2F (172.941289 sec): 3 clusters Score: Raw -40844.462943 + Penalty 834.441030 = -40010.021912 nChanged 28 SP:Iteration 3F (172.942446 sec): 3 clusters Score: Raw -40873.427049 + Penalty 838.220941 = -40035.206109 nChanged 23 SP:Iteration 4Q (172.943538 sec): 3 clusters Score: Raw -40891.295051 + Penalty 844.634754 = -40046.660296 nChanged 21 SP:Iteration 5Q (172.944629 sec): 3 clusters Score: Raw -40912.793836 + Penalty 852.654773 = -40060.139063 nChanged 20 SP:Iteration 6Q (172.945691 sec): 3 clusters Score: Raw -40929.133997 + Penalty 860.899310 = -40068.234688 nChanged 14 SP:Iteration 7Q (172.946756 sec): 3 clusters Score: Raw -40937.925979 + Penalty 864.424771 = -40073.501209 nChanged 7 SP:Iteration 8Q (172.947815 sec): 3 clusters Score: Raw -40941.779953 + Penalty 875.254517 = -40066.525436 nChanged 8 SP:Iteration 9F (172.948882 sec): 3 clusters Score: Raw -40948.384121 + Penalty 882.549397 = -40065.834724 nChanged 5 SP:Iteration 10F (172.949953 sec): 3 clusters Score: Raw -40952.437294 + Penalty 893.998564 = -40058.438730 nChanged 8 SP:Iteration 11F (172.951032 sec): 3 clusters Score: Raw -40962.462865 + Penalty 909.067588 = -40053.395277 nChanged 8 SP:Iteration 12F (172.952115 sec): 3 clusters Score: Raw -40971.541498 + Penalty 921.079958 = -40050.461540 nChanged 6 SP:Iteration 13F (172.953188 sec): 3 clusters Score: Raw -40979.838123 + Penalty 929.025232 = -40050.812891 nChanged 4 SP:Iteration 14Q (172.954248 sec): 3 clusters Score: Raw -40985.887557 + Penalty 937.296395 = -40048.591161 nChanged 3 SP:Iteration 15F (172.955321 sec): 3 clusters Score: Raw -40991.701881 + Penalty 946.176406 = -40045.525474 nChanged 3 SP:Iteration 16F (172.956388 sec): 3 clusters Score: Raw -40994.425945 + Penalty 949.476525 = -40044.949420 nChanged 2 SP:Iteration 17F (172.957453 sec): 3 clusters Score: Raw -40995.328809 + Penalty 949.476525 = -40045.852284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 39 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.958805 sec): 2 clusters Score: Raw -12973.744889 + Penalty 454.970246 = -12518.774643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.959279 sec): 3 clusters Score: Raw -12977.896712 + Penalty 908.689568 = -12069.207144 nChanged 27 SP:Iteration 1F (172.959743 sec): 3 clusters Score: Raw -13014.839176 + Penalty 908.750939 = -12106.088237 nChanged 4 SP:Iteration 2Q (172.960196 sec): 3 clusters Score: Raw -13021.886277 + Penalty 909.364405 = -12112.521872 nChanged 2 SP:Iteration 3Q (172.960640 sec): 3 clusters Score: Raw -13026.197780 + Penalty 909.940492 = -12116.257289 nChanged 2 SP:Iteration 4Q (172.961089 sec): 3 clusters Score: Raw -13027.340397 + Penalty 910.263485 = -12117.076912 nChanged 1 SP:Iteration 5Q (172.961530 sec): 3 clusters Score: Raw -13028.155766 + Penalty 910.263485 = -12117.892280 nChanged 0 SP:Iteration 6F (172.961988 sec): 3 clusters Score: Raw -13028.155766 + Penalty 910.263485 = -12117.892280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.963288 sec): 2 clusters Score: Raw -6179.352472 + Penalty 141.664042 = -6037.688430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.963789 sec): 3 clusters Score: Raw -6245.783413 + Penalty 283.830743 = -5961.952671 nChanged 22 SP:Iteration 1F (172.964224 sec): 3 clusters Score: Raw -6283.626799 + Penalty 286.548205 = -5997.078595 nChanged 10 SP:Iteration 2F (172.964632 sec): 3 clusters Score: Raw -6307.180976 + Penalty 291.248899 = -6015.932077 nChanged 5 SP:Iteration 3Q (172.965014 sec): 3 clusters Score: Raw -6317.364012 + Penalty 300.715356 = -6016.648656 nChanged 3 SP:Iteration 4Q (172.965392 sec): 3 clusters Score: Raw -6325.344772 + Penalty 307.928200 = -6017.416572 nChanged 2 SP:Iteration 5Q (172.965801 sec): 3 clusters Score: Raw -6331.600314 + Penalty 310.259437 = -6021.340877 nChanged 1 SP:Iteration 6Q (172.966165 sec): 3 clusters Score: Raw -6333.073153 + Penalty 310.259437 = -6022.813716 nChanged 0 SP:Iteration 7F (172.966553 sec): 3 clusters Score: Raw -6333.073153 + Penalty 310.259437 = -6022.813716 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 43 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.969564 sec): 2 clusters Score: Raw -62124.176406 + Penalty 514.270193 = -61609.906213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.971121 sec): 3 clusters Score: Raw -61779.067032 + Penalty 1040.716266 = -60738.350766 nChanged 250 SP:Iteration 1F (172.972680 sec): 3 clusters Score: Raw -62001.288294 + Penalty 1050.294266 = -60950.994028 nChanged 69 SP:Iteration 2F (172.974240 sec): 3 clusters Score: Raw -62066.528067 + Penalty 1060.380106 = -61006.147961 nChanged 49 SP:Iteration 3F (172.975797 sec): 3 clusters Score: Raw -62110.410353 + Penalty 1071.907949 = -61038.502404 nChanged 26 SP:Iteration 4Q (172.977342 sec): 3 clusters Score: Raw -62132.939206 + Penalty 1078.418199 = -61054.521008 nChanged 14 SP:Iteration 5Q (172.978861 sec): 3 clusters Score: Raw -62141.762894 + Penalty 1083.867169 = -61057.895725 nChanged 8 SP:Iteration 6Q (172.980376 sec): 3 clusters Score: Raw -62147.426173 + Penalty 1085.380896 = -61062.045277 nChanged 1 SP:Iteration 7Q (172.981906 sec): 3 clusters Score: Raw -62147.799505 + Penalty 1086.397726 = -61061.401778 nChanged 1 SP:Iteration 8F (172.983461 sec): 3 clusters Score: Raw -62148.064916 + Penalty 1087.089969 = -61060.974948 nChanged 1 SP:Iteration 9F (172.985010 sec): 3 clusters Score: Raw -62149.074712 + Penalty 1088.010107 = -61061.064605 nChanged 2 SP:Iteration 10F (172.986566 sec): 3 clusters Score: Raw -62150.246374 + Penalty 1089.641913 = -61060.604461 nChanged 2 SP:Iteration 11F (172.988117 sec): 3 clusters Score: Raw -62150.823384 + Penalty 1089.641913 = -61061.181472 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 47 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.992808 sec): 2 clusters Score: Raw -109403.161758 + Penalty 652.116411 = -108751.045348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.995409 sec): 3 clusters Score: Raw -108765.562585 + Penalty 1304.367388 = -107461.195197 nChanged 432 SP:Iteration 1F (172.998036 sec): 3 clusters Score: Raw -109019.380760 + Penalty 1304.378174 = -107715.002586 nChanged 118 SP:Iteration 2F (173.000615 sec): 3 clusters Score: Raw -109108.975897 + Penalty 1303.743856 = -107805.232040 nChanged 95 SP:Iteration 3F (173.003130 sec): 3 clusters Score: Raw -109197.218014 + Penalty 1304.688907 = -107892.529107 nChanged 79 SP:Iteration 4F (173.005602 sec): 3 clusters Score: Raw -109266.045616 + Penalty 1306.388174 = -107959.657442 nChanged 65 SP:Iteration 5F (173.008054 sec): 3 clusters Score: Raw -109319.994529 + Penalty 1308.892708 = -108011.101820 nChanged 50 SP:Iteration 6Q (173.010482 sec): 3 clusters Score: Raw -109344.617964 + Penalty 1311.737467 = -108032.880497 nChanged 33 SP:Iteration 7Q (173.012902 sec): 3 clusters Score: Raw -109361.369273 + Penalty 1313.016626 = -108048.352647 nChanged 17 SP:Iteration 8Q (173.015327 sec): 3 clusters Score: Raw -109369.968020 + Penalty 1314.748023 = -108055.219997 nChanged 19 SP:Iteration 9Q (173.017749 sec): 3 clusters Score: Raw -109381.070004 + Penalty 1316.346861 = -108064.723143 nChanged 14 SP:Iteration 10F (173.020197 sec): 3 clusters Score: Raw -109385.769289 + Penalty 1317.242913 = -108068.526376 nChanged 9 SP:Iteration 11Q (173.022619 sec): 3 clusters Score: Raw -109388.922278 + Penalty 1318.519291 = -108070.402987 nChanged 4 SP:Iteration 12Q (173.025030 sec): 3 clusters Score: Raw -109389.655123 + Penalty 1319.016394 = -108070.638729 nChanged 3 SP:Iteration 13Q (173.027447 sec): 3 clusters Score: Raw -109390.270058 + Penalty 1320.171645 = -108070.098413 nChanged 6 SP:Iteration 14F (173.029947 sec): 3 clusters Score: Raw -109392.458584 + Penalty 1321.664344 = -108070.794240 nChanged 13 SP:Iteration 15Q (173.032345 sec): 3 clusters Score: Raw -109395.996836 + Penalty 1322.167117 = -108073.829719 nChanged 6 SP:Iteration 16Q (173.034842 sec): 3 clusters Score: Raw -109396.857347 + Penalty 1322.468712 = -108074.388635 nChanged 1 SP:Iteration 17Q (173.037288 sec): 3 clusters Score: Raw -109396.923042 + Penalty 1322.468712 = -108074.454330 nChanged 0 SP:Iteration 18F (173.039715 sec): 3 clusters Score: Raw -109396.923042 + Penalty 1322.468712 = -108074.454330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 53 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.042244 sec): 2 clusters Score: Raw -41960.176684 + Penalty 862.731452 = -41097.445232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.043351 sec): 3 clusters Score: Raw -41843.432845 + Penalty 1725.434900 = -40117.997945 nChanged 131 SP:Iteration 1F (173.044441 sec): 3 clusters Score: Raw -42001.989996 + Penalty 1725.948650 = -40276.041347 nChanged 36 SP:Iteration 2F (173.045520 sec): 3 clusters Score: Raw -42065.128328 + Penalty 1726.695154 = -40338.433174 nChanged 28 SP:Iteration 3F (173.046596 sec): 3 clusters Score: Raw -42123.088545 + Penalty 1728.264334 = -40394.824211 nChanged 15 SP:Iteration 4Q (173.047632 sec): 3 clusters Score: Raw -42162.328434 + Penalty 1729.164181 = -40433.164253 nChanged 14 SP:Iteration 5Q (173.048661 sec): 3 clusters Score: Raw -42194.166735 + Penalty 1730.601805 = -40463.564930 nChanged 4 SP:Iteration 6Q (173.049688 sec): 3 clusters Score: Raw -42197.140779 + Penalty 1730.855360 = -40466.285419 nChanged 1 SP:Iteration 7Q (173.050708 sec): 3 clusters Score: Raw -42197.461558 + Penalty 1730.837839 = -40466.623720 nChanged 2 SP:Iteration 8Q (173.051730 sec): 3 clusters Score: Raw -42198.785022 + Penalty 1731.086037 = -40467.698985 nChanged 1 SP:Iteration 9Q (173.052755 sec): 3 clusters Score: Raw -42199.051585 + Penalty 1731.086037 = -40467.965547 nChanged 0 SP:Iteration 10F (173.053836 sec): 3 clusters Score: Raw -42199.051585 + Penalty 1731.086037 = -40467.965547 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 57 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.059353 sec): 2 clusters Score: Raw -141672.131628 + Penalty 372.009668 = -141300.121960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.062612 sec): 3 clusters Score: Raw -140693.039294 + Penalty 745.534058 = -139947.505236 nChanged 641 SP:Iteration 1F (173.065831 sec): 3 clusters Score: Raw -141082.981913 + Penalty 763.120224 = -140319.861689 nChanged 289 SP:Iteration 2F (173.069047 sec): 3 clusters Score: Raw -141361.444163 + Penalty 781.928773 = -140579.515391 nChanged 159 SP:Iteration 3F (173.072259 sec): 3 clusters Score: Raw -141525.622768 + Penalty 793.702125 = -140731.920643 nChanged 109 SP:Iteration 4F (173.075482 sec): 3 clusters Score: Raw -141610.558721 + Penalty 804.662232 = -140805.896489 nChanged 57 SP:Iteration 5Q (173.078597 sec): 3 clusters Score: Raw -141643.279310 + Penalty 816.813725 = -140826.465585 nChanged 50 SP:Iteration 6Q (173.081701 sec): 3 clusters Score: Raw -141674.035793 + Penalty 830.183292 = -140843.852501 nChanged 43 SP:Iteration 7Q (173.084777 sec): 3 clusters Score: Raw -141695.715700 + Penalty 839.599511 = -140856.116189 nChanged 29 SP:Iteration 8Q (173.087839 sec): 3 clusters Score: Raw -141708.114072 + Penalty 845.904847 = -140862.209225 nChanged 19 SP:Iteration 9Q (173.090899 sec): 3 clusters Score: Raw -141715.471794 + Penalty 852.669202 = -140862.802592 nChanged 21 SP:Iteration 10F (173.094121 sec): 3 clusters Score: Raw -141723.328173 + Penalty 858.236863 = -140865.091309 nChanged 14 SP:Iteration 11Q (173.097142 sec): 3 clusters Score: Raw -141727.447459 + Penalty 863.467389 = -140863.980070 nChanged 14 SP:Iteration 12F (173.100385 sec): 3 clusters Score: Raw -141731.231037 + Penalty 867.679019 = -140863.552018 nChanged 16 SP:Iteration 13F (173.103595 sec): 3 clusters Score: Raw -141738.787551 + Penalty 873.669816 = -140865.117735 nChanged 18 SP:Iteration 14Q (173.106584 sec): 3 clusters Score: Raw -141744.064450 + Penalty 877.172320 = -140866.892130 nChanged 16 SP:Iteration 15Q (173.109555 sec): 3 clusters Score: Raw -141748.773961 + Penalty 879.273743 = -140869.500217 nChanged 10 SP:Iteration 16Q (173.112520 sec): 3 clusters Score: Raw -141751.833466 + Penalty 883.784316 = -140868.049151 nChanged 12 SP:Iteration 17F (173.115723 sec): 3 clusters Score: Raw -141755.656278 + Penalty 885.858662 = -140869.797616 nChanged 8 SP:Iteration 18Q (173.118666 sec): 3 clusters Score: Raw -141758.429466 + Penalty 890.236717 = -140868.192749 nChanged 9 SP:Iteration 19F (173.121866 sec): 3 clusters Score: Raw -141762.124767 + Penalty 891.291923 = -140870.832844 nChanged 4 SP:Iteration 20F (173.125061 sec): 3 clusters Score: Raw -141763.429546 + Penalty 891.911101 = -140871.518445 nChanged 3 SP:Iteration 21Q (173.127989 sec): 3 clusters Score: Raw -141764.083599 + Penalty 892.511132 = -140871.572467 nChanged 2 SP:Iteration 22Q (173.130907 sec): 3 clusters Score: Raw -141764.292335 + Penalty 892.881679 = -140871.410656 nChanged 1 SP:Iteration 23F (173.134112 sec): 3 clusters Score: Raw -141764.596053 + Penalty 892.881679 = -140871.714374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.136092 sec): 2 clusters Score: Raw -15455.011774 + Penalty 681.435541 = -14773.576233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.136643 sec): 3 clusters Score: Raw -15482.926093 + Penalty 1362.556287 = -14120.369806 nChanged 33 SP:Iteration 1F (173.137180 sec): 3 clusters Score: Raw -15567.785411 + Penalty 1362.089886 = -14205.695524 nChanged 14 SP:Iteration 2F (173.137718 sec): 3 clusters Score: Raw -15590.731669 + Penalty 1362.438136 = -14228.293533 nChanged 8 SP:Iteration 3Q (173.138244 sec): 3 clusters Score: Raw -15605.068598 + Penalty 1362.507738 = -14242.560860 nChanged 3 SP:Iteration 4Q (173.138787 sec): 3 clusters Score: Raw -15611.208030 + Penalty 1364.024265 = -14247.183765 nChanged 3 SP:Iteration 5Q (173.139312 sec): 3 clusters Score: Raw -15615.801899 + Penalty 1365.996505 = -14249.805394 nChanged 3 SP:Iteration 6Q (173.139823 sec): 3 clusters Score: Raw -15622.422162 + Penalty 1368.368093 = -14254.054069 nChanged 3 SP:Iteration 7Q (173.140328 sec): 3 clusters Score: Raw -15637.645878 + Penalty 1371.269943 = -14266.375935 nChanged 3 SP:Iteration 8Q (173.140831 sec): 3 clusters Score: Raw -15656.672858 + Penalty 1374.058564 = -14282.614294 nChanged 3 SP:Iteration 9Q (173.141328 sec): 3 clusters Score: Raw -15666.328723 + Penalty 1374.058564 = -14292.270159 nChanged 0 SP:Iteration 10F (173.141864 sec): 3 clusters Score: Raw -15666.328723 + Penalty 1374.058564 = -14292.270159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 66 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.144676 sec): 2 clusters Score: Raw -49352.279921 + Penalty 705.047618 = -48647.232302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.145926 sec): 3 clusters Score: Raw -49126.418097 + Penalty 1410.996268 = -47715.421829 nChanged 157 SP:Iteration 1F (173.147156 sec): 3 clusters Score: Raw -49277.694493 + Penalty 1411.732100 = -47865.962394 nChanged 44 SP:Iteration 2F (173.148395 sec): 3 clusters Score: Raw -49332.329039 + Penalty 1412.224382 = -47920.104657 nChanged 22 SP:Iteration 3Q (173.149607 sec): 3 clusters Score: Raw -49366.368874 + Penalty 1412.577371 = -47953.791503 nChanged 15 SP:Iteration 4Q (173.150811 sec): 3 clusters Score: Raw -49380.066329 + Penalty 1413.659535 = -47966.406794 nChanged 14 SP:Iteration 5Q (173.152011 sec): 3 clusters Score: Raw -49395.098929 + Penalty 1414.964998 = -47980.133931 nChanged 11 SP:Iteration 6Q (173.153256 sec): 3 clusters Score: Raw -49403.851329 + Penalty 1415.662958 = -47988.188371 nChanged 7 SP:Iteration 7Q (173.154457 sec): 3 clusters Score: Raw -49408.478784 + Penalty 1416.254846 = -47992.223938 nChanged 4 SP:Iteration 8Q (173.155650 sec): 3 clusters Score: Raw -49411.201994 + Penalty 1417.380508 = -47993.821486 nChanged 5 SP:Iteration 9Q (173.156842 sec): 3 clusters Score: Raw -49414.149649 + Penalty 1419.273915 = -47994.875734 nChanged 7 SP:Iteration 10F (173.158073 sec): 3 clusters Score: Raw -49420.980197 + Penalty 1421.748708 = -47999.231490 nChanged 9 SP:Iteration 11Q (173.159268 sec): 3 clusters Score: Raw -49427.174917 + Penalty 1424.830073 = -48002.344843 nChanged 8 SP:Iteration 12Q (173.160455 sec): 3 clusters Score: Raw -49432.994783 + Penalty 1426.243272 = -48006.751511 nChanged 6 SP:Iteration 13Q (173.161645 sec): 3 clusters Score: Raw -49437.940031 + Penalty 1429.806671 = -48008.133360 nChanged 7 SP:Iteration 14Q (173.162844 sec): 3 clusters Score: Raw -49443.219268 + Penalty 1434.392675 = -48008.826593 nChanged 7 SP:Iteration 15Q (173.164033 sec): 3 clusters Score: Raw -49448.913588 + Penalty 1442.601146 = -48006.312443 nChanged 12 SP:Iteration 16F (173.165259 sec): 3 clusters Score: Raw -49463.279858 + Penalty 1450.063396 = -48013.216462 nChanged 13 SP:Iteration 17Q (173.166450 sec): 3 clusters Score: Raw -49484.868191 + Penalty 1457.375195 = -48027.492995 nChanged 9 SP:Iteration 18Q (173.167634 sec): 3 clusters Score: Raw -49495.206925 + Penalty 1464.067244 = -48031.139681 nChanged 7 SP:Iteration 19Q (173.168814 sec): 3 clusters Score: Raw -49503.976679 + Penalty 1467.887306 = -48036.089373 nChanged 6 SP:Iteration 20F (173.170038 sec): 3 clusters Score: Raw -49508.600616 + Penalty 1470.326472 = -48038.274144 nChanged 3 SP:Iteration 21Q (173.171212 sec): 3 clusters Score: Raw -49510.169850 + Penalty 1471.150066 = -48039.019785 nChanged 1 SP:Iteration 22Q (173.172374 sec): 3 clusters Score: Raw -49510.826523 + Penalty 1472.798561 = -48038.027962 nChanged 2 SP:Iteration 23F (173.173604 sec): 3 clusters Score: Raw -49513.350630 + Penalty 1473.382315 = -48039.968315 nChanged 1 SP:Iteration 24Q (173.174777 sec): 3 clusters Score: Raw -49513.888264 + Penalty 1473.382315 = -48040.505949 nChanged 0 SP:Iteration 25F (173.176006 sec): 3 clusters Score: Raw -49513.888264 + Penalty 1473.382315 = -48040.505949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 68 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.178454 sec): 2 clusters Score: Raw -44969.270857 + Penalty 846.290458 = -44122.980398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.179628 sec): 3 clusters Score: Raw -44811.530887 + Penalty 1692.563650 = -43118.967236 nChanged 125 SP:Iteration 1F (173.180773 sec): 3 clusters Score: Raw -44928.252877 + Penalty 1692.379725 = -43235.873152 nChanged 32 SP:Iteration 2F (173.181914 sec): 3 clusters Score: Raw -44962.321975 + Penalty 1692.580552 = -43269.741423 nChanged 19 SP:Iteration 3Q (173.183047 sec): 3 clusters Score: Raw -44988.427271 + Penalty 1692.580913 = -43295.846358 nChanged 11 SP:Iteration 4Q (173.184180 sec): 3 clusters Score: Raw -45010.248136 + Penalty 1692.611281 = -43317.636856 nChanged 14 SP:Iteration 5Q (173.185302 sec): 3 clusters Score: Raw -45035.231848 + Penalty 1692.687626 = -43342.544222 nChanged 15 SP:Iteration 6Q (173.186417 sec): 3 clusters Score: Raw -45054.391721 + Penalty 1692.788648 = -43361.603073 nChanged 7 SP:Iteration 7Q (173.187537 sec): 3 clusters Score: Raw -45060.898916 + Penalty 1692.750036 = -43368.148880 nChanged 1 SP:Iteration 8Q (173.188645 sec): 3 clusters Score: Raw -45062.234002 + Penalty 1692.730068 = -43369.503934 nChanged 2 SP:Iteration 9Q (173.189746 sec): 3 clusters Score: Raw -45065.169274 + Penalty 1692.788191 = -43372.381083 nChanged 1 SP:Iteration 10F (173.190884 sec): 3 clusters Score: Raw -45066.527851 + Penalty 1692.745049 = -43373.782801 nChanged 1 SP:Iteration 11Q (173.192035 sec): 3 clusters Score: Raw -45067.022007 + Penalty 1692.688091 = -43374.333916 nChanged 1 SP:Iteration 12Q (173.193149 sec): 3 clusters Score: Raw -45068.311640 + Penalty 1692.604270 = -43375.707370 nChanged 1 SP:Iteration 13Q (173.194254 sec): 3 clusters Score: Raw -45068.678273 + Penalty 1692.604270 = -43376.074003 nChanged 0 SP:Iteration 14F (173.195392 sec): 3 clusters Score: Raw -45068.678273 + Penalty 1692.604270 = -43376.074003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.198127 sec): 2 clusters Score: Raw -29751.118522 + Penalty 289.219594 = -29461.898928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.199069 sec): 3 clusters Score: Raw -29646.967847 + Penalty 573.663150 = -29073.304697 nChanged 121 SP:Iteration 1F (173.199996 sec): 3 clusters Score: Raw -29846.627499 + Penalty 571.481950 = -29275.145549 nChanged 47 SP:Iteration 2F (173.200923 sec): 3 clusters Score: Raw -29890.811187 + Penalty 576.002244 = -29314.808943 nChanged 10 SP:Iteration 3Q (173.201803 sec): 3 clusters Score: Raw -29901.117448 + Penalty 577.645057 = -29323.472391 nChanged 7 SP:Iteration 4Q (173.202688 sec): 3 clusters Score: Raw -29909.777103 + Penalty 578.701897 = -29331.075206 nChanged 10 SP:Iteration 5Q (173.203574 sec): 3 clusters Score: Raw -29930.698785 + Penalty 581.272966 = -29349.425819 nChanged 11 SP:Iteration 6Q (173.204461 sec): 3 clusters Score: Raw -29953.634744 + Penalty 583.654285 = -29369.980458 nChanged 10 SP:Iteration 7Q (173.205410 sec): 3 clusters Score: Raw -29983.614962 + Penalty 586.138051 = -29397.476910 nChanged 10 SP:Iteration 8Q (173.206284 sec): 3 clusters Score: Raw -30001.351903 + Penalty 585.935732 = -29415.416170 nChanged 2 SP:Iteration 9Q (173.207164 sec): 3 clusters Score: Raw -30002.502658 + Penalty 585.481957 = -29417.020702 nChanged 1 SP:Iteration 10F (173.208118 sec): 3 clusters Score: Raw -30002.696784 + Penalty 585.527320 = -29417.169464 nChanged 1 SP:Iteration 11Q (173.208973 sec): 3 clusters Score: Raw -30004.143391 + Penalty 585.914652 = -29418.228739 nChanged 2 SP:Iteration 12Q (173.209847 sec): 3 clusters Score: Raw -30008.216597 + Penalty 586.246469 = -29421.970128 nChanged 2 SP:Iteration 13Q (173.210722 sec): 3 clusters Score: Raw -30010.923289 + Penalty 586.563820 = -29424.359469 nChanged 1 SP:Iteration 14Q (173.211589 sec): 3 clusters Score: Raw -30011.116031 + Penalty 586.563820 = -29424.552211 nChanged 0 SP:Iteration 15F (173.212532 sec): 3 clusters Score: Raw -30011.116031 + Penalty 586.563820 = -29424.552211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.213585 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.213804 sec): 2 clusters Score: Raw -82.771077 + Penalty 0.000000 = -82.771077 nChanged 0 Time taken for this iteration:171.919149 seconds. 300->37 Clusters: Score -3817354.737935, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 241 (time per iteration =719.054506 ms) Total iterations: 3999 (time per iteration =43.333867 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 10669145000.000000 (time per metric unit =16.242364ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 266728625000.000000 (time per metric unit=649.694558ps) That took 173.292136 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 4 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.32 and 0.48 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 34960 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 34960 points ------ Starting initial clusters from distinct float masks Not enough masks (224) to generate starting clusters (300), so starting with (225) clusters instead. Assigned 225 initial classes from 224 unique masks. Deleting Class 62 (2 points): Lose 16.248917 but Gain 1610.892103 Iteration 0F (4.777219 sec): 224 clusters Score: Raw -2933525.739130 + Penalty 223626.329747 = -2709899.409383 nChanged 12141 Deleting Class 195 (2 points): Lose 10.054487 but Gain 1601.112247 Iteration 1F (8.220650 sec): 212 clusters Score: Raw -2966406.455476 + Penalty 218200.380683 = -2748206.074793 nChanged 4382 Deleting Class 128 (13 points): Lose 85.841130 but Gain 1630.411239 Iteration 2F (11.585283 sec): 208 clusters Score: Raw -2974276.106845 + Penalty 215434.314666 = -2758841.792179 nChanged 2549 Deleting Class 212 (1 points): Lose 2.031460 but Gain 1509.016743 Iteration 3F (14.868518 sec): 205 clusters Score: Raw -2977733.326420 + Penalty 212534.739524 = -2765198.586896 nChanged 1687 Deleting Class 197 (2 points): Lose 11.501266 but Gain 1502.164076 Iteration 4Q (15.329865 sec): 204 clusters Score: Raw -2979542.166016 + Penalty 211304.420862 = -2768237.745155 nChanged 1344 Deleting Class 210 (2 points): Lose 12.542166 but Gain 1501.353307 Iteration 5Q (15.743913 sec): 203 clusters Score: Raw -2980770.831507 + Penalty 210083.737345 = -2770687.094162 nChanged 1061 Deleting Class 153 (4 points): Lose 34.293916 but Gain 1518.176996 Iteration 6Q (16.125521 sec): 202 clusters Score: Raw -2981618.979188 + Penalty 208072.632814 = -2773546.346374 nChanged 910 Deleting Class 209 (2 points): Lose 30.774125 but Gain 1513.623747 Iteration 7Q (16.477145 sec): 201 clusters Score: Raw -2982230.738983 + Penalty 207008.311833 = -2775222.427150 nChanged 865 Deleting Class 187 (1 points): Lose 1.873170 but Gain 1474.983006 Iteration 8Q (16.827775 sec): 200 clusters Score: Raw -2982838.273223 + Penalty 204399.729007 = -2778438.544215 nChanged 861 Deleting Class 86 (3 points): Lose 7.097949 but Gain 1454.190379 Iteration 9Q (17.173471 sec): 198 clusters Score: Raw -2983461.411532 + Penalty 203037.670350 = -2780423.741182 nChanged 851 Deleting Class 192 (2 points): Lose 21.303757 but Gain 1466.423713 Iteration 10F (20.378924 sec): 197 clusters Score: Raw -2984098.174177 + Penalty 201803.244341 = -2782294.929836 nChanged 882 Deleting Class 213 (1 points): Lose 5.375433 but Gain 1435.010866 Iteration 11Q (20.718952 sec): 196 clusters Score: Raw -2984841.820124 + Penalty 200436.360383 = -2784405.459740 nChanged 840 Deleting Class 58 (10 points): Lose 83.136608 but Gain 1495.714172 Iteration 12Q (21.052128 sec): 195 clusters Score: Raw -2985535.542941 + Penalty 199086.319791 = -2786449.223150 nChanged 795 Deleting Class 179 (3 points): Lose 16.243170 but Gain 1421.192079 Iteration 13Q (21.377370 sec): 194 clusters Score: Raw -2986365.517417 + Penalty 197677.199902 = -2788688.317515 nChanged 733 Deleting Class 186 (1 points): Lose 5.773315 but Gain 1409.631146 Iteration 14Q (21.691160 sec): 193 clusters Score: Raw -2986877.646493 + Penalty 196299.718483 = -2790577.928010 nChanged 598 Deleting Class 199 (2 points): Lose 5.527406 but Gain 1406.412172 Iteration 15Q (21.989330 sec): 192 clusters Score: Raw -2987152.505028 + Penalty 195012.139445 = -2792140.365583 nChanged 492 Deleting Class 60 (14 points): Lose 97.235864 but Gain 1497.020433 Iteration 16Q (22.271081 sec): 191 clusters Score: Raw -2987278.095077 + Penalty 193601.336505 = -2793676.758572 nChanged 432 Deleting Class 208 (2 points): Lose 18.573948 but Gain 1414.409217 Iteration 17Q (22.552745 sec): 190 clusters Score: Raw -2987462.956111 + Penalty 192217.466440 = -2795245.489672 nChanged 371 Deleting Class 111 (2 points): Lose 23.242965 but Gain 1400.801078 Iteration 18Q (22.819323 sec): 189 clusters Score: Raw -2987562.089157 + Penalty 190856.813287 = -2796705.275870 nChanged 311 Deleting Class 123 (11 points): Lose 110.003248 but Gain 1477.375550 Iteration 19Q (23.077998 sec): 188 clusters Score: Raw -2987555.440654 + Penalty 189430.494810 = -2798124.945844 nChanged 281 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.32 GB. Compute initial score before splitting: Score: Raw -2987555.440654 + Penalty 189430.494810 = -2798124.945844Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206453 sec): 2 clusters Score: Raw -68918.888654 + Penalty 611.514725 = -68307.373929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208044 sec): 3 clusters Score: Raw -68570.342056 + Penalty 1221.860053 = -67348.482003 nChanged 235 SP:Iteration 1F (23.209576 sec): 3 clusters Score: Raw -68744.172557 + Penalty 1220.252121 = -67523.920436 nChanged 66 SP:Iteration 2F (23.211023 sec): 3 clusters Score: Raw -68786.203514 + Penalty 1220.932976 = -67565.270538 nChanged 35 SP:Iteration 3Q (23.212486 sec): 3 clusters Score: Raw -68815.060391 + Penalty 1221.317562 = -67593.742830 nChanged 28 SP:Iteration 4Q (23.213937 sec): 3 clusters Score: Raw -68834.347787 + Penalty 1220.704716 = -67613.643071 nChanged 19 SP:Iteration 5Q (23.215368 sec): 3 clusters Score: Raw -68851.641269 + Penalty 1219.708856 = -67631.932413 nChanged 19 SP:Iteration 6Q (23.216835 sec): 3 clusters Score: Raw -68866.153308 + Penalty 1221.094880 = -67645.058428 nChanged 17 SP:Iteration 7Q (23.218286 sec): 3 clusters Score: Raw -68877.275475 + Penalty 1223.069313 = -67654.206162 nChanged 15 SP:Iteration 8Q (23.219804 sec): 3 clusters Score: Raw -68886.152951 + Penalty 1223.995471 = -67662.157480 nChanged 13 SP:Iteration 9Q (23.221306 sec): 3 clusters Score: Raw -68893.954123 + Penalty 1226.603625 = -67667.350497 nChanged 10 SP:Iteration 10F (23.222808 sec): 3 clusters Score: Raw -68899.658176 + Penalty 1228.426256 = -67671.231920 nChanged 9 SP:Iteration 11Q (23.224319 sec): 3 clusters Score: Raw -68904.313492 + Penalty 1231.736020 = -67672.577472 nChanged 10 SP:Iteration 12Q (23.225823 sec): 3 clusters Score: Raw -68910.423258 + Penalty 1231.559268 = -67678.863990 nChanged 12 SP:Iteration 13Q (23.227260 sec): 3 clusters Score: Raw -68918.716296 + Penalty 1233.036361 = -67685.679935 nChanged 8 SP:Iteration 14Q (23.228696 sec): 3 clusters Score: Raw -68925.017488 + Penalty 1232.675917 = -67692.341572 nChanged 4 SP:Iteration 15Q (23.230131 sec): 3 clusters Score: Raw -68926.345689 + Penalty 1234.477131 = -67691.868559 nChanged 4 SP:Iteration 16F (23.231614 sec): 3 clusters Score: Raw -68927.966297 + Penalty 1236.032587 = -67691.933710 nChanged 7 SP:Iteration 17Q (23.233047 sec): 3 clusters Score: Raw -68932.452310 + Penalty 1235.230523 = -67697.221787 nChanged 4 SP:Iteration 18Q (23.234479 sec): 3 clusters Score: Raw -68936.116627 + Penalty 1235.456182 = -67700.660445 nChanged 3 SP:Iteration 19Q (23.235957 sec): 3 clusters Score: Raw -68937.067790 + Penalty 1236.743174 = -67700.324616 nChanged 4 SP:Iteration 20F (23.237473 sec): 3 clusters Score: Raw -68937.939798 + Penalty 1239.035674 = -67698.904124 nChanged 6 SP:Iteration 21F (23.238996 sec): 3 clusters Score: Raw -68941.156622 + Penalty 1237.146710 = -67704.009913 nChanged 5 SP:Iteration 22Q (23.240493 sec): 3 clusters Score: Raw -68944.983097 + Penalty 1236.234793 = -67708.748304 nChanged 4 SP:Iteration 23Q (23.241933 sec): 3 clusters Score: Raw -68946.568505 + Penalty 1238.703899 = -67707.864606 nChanged 4 SP:Iteration 24F (23.243400 sec): 3 clusters Score: Raw -68948.368146 + Penalty 1239.785090 = -67708.583056 nChanged 2 SP:Iteration 25Q (23.244831 sec): 3 clusters Score: Raw -68948.352387 + Penalty 1241.290885 = -67707.061503 nChanged 1 SP:Iteration 26F (23.246291 sec): 3 clusters Score: Raw -68948.992970 + Penalty 1241.290885 = -67707.702086 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 2 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.250943 sec): 2 clusters Score: Raw -79492.279391 + Penalty 555.554820 = -78936.724571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.252649 sec): 3 clusters Score: Raw -79036.419040 + Penalty 1110.658778 = -77925.760262 nChanged 310 SP:Iteration 1F (23.254330 sec): 3 clusters Score: Raw -79214.462618 + Penalty 1112.103117 = -78102.359501 nChanged 108 SP:Iteration 2F (23.256146 sec): 3 clusters Score: Raw -79316.629541 + Penalty 1115.215236 = -78201.414305 nChanged 70 SP:Iteration 3F (23.257912 sec): 3 clusters Score: Raw -79390.947277 + Penalty 1120.598412 = -78270.348865 nChanged 61 SP:Iteration 4F (23.259543 sec): 3 clusters Score: Raw -79446.984600 + Penalty 1122.717929 = -78324.266671 nChanged 42 SP:Iteration 5Q (23.261220 sec): 3 clusters Score: Raw -79493.224449 + Penalty 1122.998610 = -78370.225839 nChanged 36 SP:Iteration 6Q (23.262871 sec): 3 clusters Score: Raw -79530.214022 + Penalty 1123.533892 = -78406.680130 nChanged 34 SP:Iteration 7Q (23.264495 sec): 3 clusters Score: Raw -79574.243742 + Penalty 1127.486706 = -78446.757036 nChanged 35 SP:Iteration 8Q (23.266124 sec): 3 clusters Score: Raw -79606.605117 + Penalty 1128.519991 = -78478.085126 nChanged 20 SP:Iteration 9Q (23.267710 sec): 3 clusters Score: Raw -79616.480244 + Penalty 1127.243466 = -78489.236779 nChanged 9 SP:Iteration 10F (23.269385 sec): 3 clusters Score: Raw -79623.908312 + Penalty 1126.753146 = -78497.155166 nChanged 5 SP:Iteration 11Q (23.270938 sec): 3 clusters Score: Raw -79626.020597 + Penalty 1127.180970 = -78498.839627 nChanged 1 SP:Iteration 12Q (23.272481 sec): 3 clusters Score: Raw -79626.315380 + Penalty 1127.180970 = -78499.134410 nChanged 0 SP:Iteration 13F (23.274152 sec): 3 clusters Score: Raw -79626.315380 + Penalty 1127.180970 = -78499.134410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.274715 sec): 2 clusters Score: Raw -1513.389687 + Penalty 243.676671 = -1269.713016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.274958 sec): 3 clusters Score: Raw -1513.080115 + Penalty 484.762778 = -1028.317338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.276982 sec): 2 clusters Score: Raw -41829.630848 + Penalty 494.046515 = -41335.584334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.278054 sec): 3 clusters Score: Raw -41641.912471 + Penalty 988.009289 = -40653.903182 nChanged 163 SP:Iteration 1F (23.279057 sec): 3 clusters Score: Raw -41751.198104 + Penalty 987.378541 = -40763.819563 nChanged 34 SP:Iteration 2F (23.280069 sec): 3 clusters Score: Raw -41786.213041 + Penalty 985.956245 = -40800.256796 nChanged 23 SP:Iteration 3Q (23.281107 sec): 3 clusters Score: Raw -41807.221780 + Penalty 985.608340 = -40821.613441 nChanged 21 SP:Iteration 4Q (23.282104 sec): 3 clusters Score: Raw -41828.591917 + Penalty 984.786612 = -40843.805305 nChanged 17 SP:Iteration 5Q (23.283097 sec): 3 clusters Score: Raw -41840.340707 + Penalty 982.759815 = -40857.580892 nChanged 15 SP:Iteration 6Q (23.284088 sec): 3 clusters Score: Raw -41852.737875 + Penalty 975.743200 = -40876.994676 nChanged 14 SP:Iteration 7Q (23.285101 sec): 3 clusters Score: Raw -41863.347248 + Penalty 975.161432 = -40888.185816 nChanged 8 SP:Iteration 8Q (23.286098 sec): 3 clusters Score: Raw -41866.122362 + Penalty 975.046353 = -40891.076009 nChanged 3 SP:Iteration 9Q (23.287086 sec): 3 clusters Score: Raw -41867.752034 + Penalty 975.451685 = -40892.300349 nChanged 5 SP:Iteration 10F (23.288091 sec): 3 clusters Score: Raw -41870.576593 + Penalty 975.483925 = -40895.092668 nChanged 7 SP:Iteration 11Q (23.289085 sec): 3 clusters Score: Raw -41874.038530 + Penalty 974.490389 = -40899.548141 nChanged 12 SP:Iteration 12Q (23.290116 sec): 3 clusters Score: Raw -41880.634303 + Penalty 977.840085 = -40902.794217 nChanged 8 SP:Iteration 13Q (23.291130 sec): 3 clusters Score: Raw -41884.649413 + Penalty 979.294796 = -40905.354617 nChanged 8 SP:Iteration 14Q (23.292158 sec): 3 clusters Score: Raw -41889.199599 + Penalty 981.146448 = -40908.053150 nChanged 10 SP:Iteration 15Q (23.293156 sec): 3 clusters Score: Raw -41896.933912 + Penalty 978.904383 = -40918.029528 nChanged 12 SP:Iteration 16Q (23.294149 sec): 3 clusters Score: Raw -41907.389851 + Penalty 976.524952 = -40930.864899 nChanged 12 SP:Iteration 17Q (23.295163 sec): 3 clusters Score: Raw -41923.956136 + Penalty 983.512492 = -40940.443645 nChanged 9 SP:Iteration 18Q (23.296154 sec): 3 clusters Score: Raw -41933.537135 + Penalty 981.376202 = -40952.160933 nChanged 4 SP:Iteration 19Q (23.297141 sec): 3 clusters Score: Raw -41936.530958 + Penalty 980.622376 = -40955.908582 nChanged 1 SP:Iteration 20F (23.298146 sec): 3 clusters Score: Raw -41937.827616 + Penalty 980.622376 = -40957.205240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 5 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.298688 sec): 2 clusters Score: Raw -1324.507756 + Penalty 181.269377 = -1143.238378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.298945 sec): 3 clusters Score: Raw -1342.917314 + Penalty 361.551150 = -981.366163 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 6 (1861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.308440 sec): 2 clusters Score: Raw -167949.615453 + Penalty 352.721427 = -167596.894026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.311948 sec): 3 clusters Score: Raw -166880.102657 + Penalty 703.192745 = -166176.909912 nChanged 791 SP:Iteration 1F (23.315380 sec): 3 clusters Score: Raw -167435.873966 + Penalty 704.141803 = -166731.732163 nChanged 219 SP:Iteration 2F (23.318802 sec): 3 clusters Score: Raw -167605.976337 + Penalty 706.729244 = -166899.247093 nChanged 145 SP:Iteration 3F (23.322236 sec): 3 clusters Score: Raw -167719.463849 + Penalty 705.743874 = -167013.719976 nChanged 96 SP:Iteration 4F (23.325733 sec): 3 clusters Score: Raw -167799.893609 + Penalty 707.532583 = -167092.361026 nChanged 78 SP:Iteration 5Q (23.329093 sec): 3 clusters Score: Raw -167864.528757 + Penalty 711.998317 = -167152.530439 nChanged 50 SP:Iteration 6Q (23.332310 sec): 3 clusters Score: Raw -167900.640773 + Penalty 715.657988 = -167184.982786 nChanged 46 SP:Iteration 7Q (23.335505 sec): 3 clusters Score: Raw -167928.066738 + Penalty 721.642934 = -167206.423804 nChanged 37 SP:Iteration 8Q (23.338621 sec): 3 clusters Score: Raw -167947.822098 + Penalty 728.002475 = -167219.819623 nChanged 29 SP:Iteration 9Q (23.341747 sec): 3 clusters Score: Raw -167964.361127 + Penalty 734.209672 = -167230.151455 nChanged 19 SP:Iteration 10F (23.345294 sec): 3 clusters Score: Raw -167974.882897 + Penalty 740.110973 = -167234.771925 nChanged 15 SP:Iteration 11Q (23.348503 sec): 3 clusters Score: Raw -167981.935348 + Penalty 737.514638 = -167244.420710 nChanged 11 SP:Iteration 12Q (23.351610 sec): 3 clusters Score: Raw -167990.850112 + Penalty 742.050254 = -167248.799859 nChanged 7 SP:Iteration 13Q (23.354603 sec): 3 clusters Score: Raw -167996.579901 + Penalty 745.680249 = -167250.899652 nChanged 4 SP:Iteration 14Q (23.357566 sec): 3 clusters Score: Raw -167997.420418 + Penalty 746.390680 = -167251.029738 nChanged 1 SP:Iteration 15Q (23.360497 sec): 3 clusters Score: Raw -167997.885768 + Penalty 747.597742 = -167250.288026 nChanged 1 SP:Iteration 16F (23.363977 sec): 3 clusters Score: Raw -167998.034170 + Penalty 748.642895 = -167249.391275 nChanged 3 SP:Iteration 17F (23.367354 sec): 3 clusters Score: Raw -167998.540490 + Penalty 749.299422 = -167249.241068 nChanged 6 SP:Iteration 18F (23.370761 sec): 3 clusters Score: Raw -168000.474887 + Penalty 753.108459 = -167247.366428 nChanged 5 SP:Iteration 19F (23.374137 sec): 3 clusters Score: Raw -168001.947995 + Penalty 753.575352 = -167248.372643 nChanged 3 SP:Iteration 20F (23.377516 sec): 3 clusters Score: Raw -168002.736080 + Penalty 755.445962 = -167247.290118 nChanged 3 SP:Iteration 21F (23.380937 sec): 3 clusters Score: Raw -168003.040348 + Penalty 755.777518 = -167247.262830 nChanged 1 SP:Iteration 22F (23.384308 sec): 3 clusters Score: Raw -168003.761851 + Penalty 756.527698 = -167247.234153 nChanged 1 SP:Iteration 23F (23.387786 sec): 3 clusters Score: Raw -168004.077345 + Penalty 756.527698 = -167247.549648 nChanged 0 Memory request: 0.02 GB would take us to total of 0.34 GB. Trying to split cluster 7 (3531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.404834 sec): 2 clusters Score: Raw -302839.736598 + Penalty 213.918220 = -302625.818378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.411431 sec): 3 clusters Score: Raw -300566.751003 + Penalty 402.671716 = -300164.079287 nChanged 1639 SP:Iteration 1F (23.417742 sec): 3 clusters Score: Raw -301917.983818 + Penalty 384.260646 = -301533.723172 nChanged 311 SP:Iteration 2F (23.424077 sec): 3 clusters Score: Raw -302258.094314 + Penalty 375.979373 = -301882.114940 nChanged 167 SP:Iteration 3Q (23.430491 sec): 3 clusters Score: Raw -302452.041743 + Penalty 367.695401 = -302084.346342 nChanged 94 SP:Iteration 4Q (23.436498 sec): 3 clusters Score: Raw -302562.609277 + Penalty 363.314845 = -302199.294433 nChanged 69 SP:Iteration 5Q (23.442182 sec): 3 clusters Score: Raw -302623.101930 + Penalty 355.926967 = -302267.174963 nChanged 65 SP:Iteration 6Q (23.447736 sec): 3 clusters Score: Raw -302671.604339 + Penalty 354.751978 = -302316.852361 nChanged 50 SP:Iteration 7Q (23.453430 sec): 3 clusters Score: Raw -302706.003387 + Penalty 356.198979 = -302349.804408 nChanged 38 SP:Iteration 8Q (23.458811 sec): 3 clusters Score: Raw -302724.668418 + Penalty 359.221876 = -302365.446541 nChanged 36 SP:Iteration 9Q (23.464030 sec): 3 clusters Score: Raw -302740.242825 + Penalty 361.363175 = -302378.879650 nChanged 31 SP:Iteration 10F (23.470378 sec): 3 clusters Score: Raw -302753.974303 + Penalty 355.642504 = -302398.331799 nChanged 30 SP:Iteration 11Q (23.475653 sec): 3 clusters Score: Raw -302766.886118 + Penalty 360.628051 = -302406.258067 nChanged 29 SP:Iteration 12Q (23.480794 sec): 3 clusters Score: Raw -302780.043498 + Penalty 359.293834 = -302420.749664 nChanged 24 SP:Iteration 13Q (23.485912 sec): 3 clusters Score: Raw -302793.179571 + Penalty 372.883894 = -302420.295677 nChanged 31 SP:Iteration 14F (23.492335 sec): 3 clusters Score: Raw -302816.188179 + Penalty 390.980744 = -302425.207435 nChanged 22 SP:Iteration 15Q (23.497421 sec): 3 clusters Score: Raw -302832.956582 + Penalty 404.141726 = -302428.814856 nChanged 16 SP:Iteration 16Q (23.502509 sec): 3 clusters Score: Raw -302844.013807 + Penalty 382.789832 = -302461.223975 nChanged 8 SP:Iteration 17Q (23.507619 sec): 3 clusters Score: Raw -302849.626551 + Penalty 394.046208 = -302455.580342 nChanged 5 SP:Iteration 18F (23.514016 sec): 3 clusters Score: Raw -302851.778367 + Penalty 394.046208 = -302457.732159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 8 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.519947 sec): 2 clusters Score: Raw -95505.756089 + Penalty 492.604448 = -95013.151641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.521968 sec): 3 clusters Score: Raw -94955.273365 + Penalty 979.307870 = -93975.965495 nChanged 392 SP:Iteration 1F (23.523968 sec): 3 clusters Score: Raw -95264.434817 + Penalty 981.895521 = -94282.539296 nChanged 115 SP:Iteration 2F (23.525941 sec): 3 clusters Score: Raw -95375.434764 + Penalty 995.066680 = -94380.368083 nChanged 81 SP:Iteration 3F (23.527946 sec): 3 clusters Score: Raw -95458.803555 + Penalty 1003.192943 = -94455.610612 nChanged 41 SP:Iteration 4Q (23.529910 sec): 3 clusters Score: Raw -95509.571238 + Penalty 1004.246918 = -94505.324320 nChanged 18 SP:Iteration 5Q (23.531790 sec): 3 clusters Score: Raw -95535.264967 + Penalty 1002.513758 = -94532.751209 nChanged 9 SP:Iteration 6Q (23.533598 sec): 3 clusters Score: Raw -95546.009781 + Penalty 995.547474 = -94550.462307 nChanged 6 SP:Iteration 7Q (23.535349 sec): 3 clusters Score: Raw -95550.269533 + Penalty 997.075284 = -94553.194249 nChanged 1 SP:Iteration 8Q (23.537124 sec): 3 clusters Score: Raw -95550.810079 + Penalty 997.075284 = -94553.734794 nChanged 0 SP:Iteration 9F (23.539102 sec): 3 clusters Score: Raw -95550.810079 + Penalty 997.075284 = -94553.734794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.539994 sec): 2 clusters Score: Raw -6608.135039 + Penalty 472.488520 = -6135.646519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.540343 sec): 3 clusters Score: Raw -6640.578124 + Penalty 940.950118 = -5699.628006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 10 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.544488 sec): 2 clusters Score: Raw -59631.784186 + Penalty 283.542123 = -59348.242063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.545886 sec): 3 clusters Score: Raw -59278.642188 + Penalty 573.728475 = -58704.913713 nChanged 271 SP:Iteration 1F (23.547273 sec): 3 clusters Score: Raw -59512.731813 + Penalty 580.565751 = -58932.166063 nChanged 86 SP:Iteration 2F (23.548748 sec): 3 clusters Score: Raw -59597.382357 + Penalty 585.763474 = -59011.618884 nChanged 51 SP:Iteration 3F (23.550110 sec): 3 clusters Score: Raw -59639.460532 + Penalty 589.464842 = -59049.995690 nChanged 26 SP:Iteration 4Q (23.551557 sec): 3 clusters Score: Raw -59652.844731 + Penalty 589.480865 = -59063.363866 nChanged 12 SP:Iteration 5Q (23.552990 sec): 3 clusters Score: Raw -59656.468190 + Penalty 592.645160 = -59063.823029 nChanged 8 SP:Iteration 6Q (23.554413 sec): 3 clusters Score: Raw -59660.510919 + Penalty 596.521419 = -59063.989500 nChanged 9 SP:Iteration 7Q (23.555837 sec): 3 clusters Score: Raw -59664.691947 + Penalty 598.011062 = -59066.680885 nChanged 3 SP:Iteration 8Q (23.557203 sec): 3 clusters Score: Raw -59665.856039 + Penalty 599.926466 = -59065.929573 nChanged 3 SP:Iteration 9F (23.558568 sec): 3 clusters Score: Raw -59666.431458 + Penalty 600.376564 = -59066.054893 nChanged 1 SP:Iteration 10F (23.559910 sec): 3 clusters Score: Raw -59666.454468 + Penalty 600.376564 = -59066.077904 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 11 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.566350 sec): 2 clusters Score: Raw -119802.114108 + Penalty 268.352938 = -119533.761170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.569020 sec): 3 clusters Score: Raw -119000.738682 + Penalty 530.728308 = -118470.010374 nChanged 593 SP:Iteration 1F (23.571641 sec): 3 clusters Score: Raw -119524.751748 + Penalty 529.922885 = -118994.828863 nChanged 182 SP:Iteration 2F (23.574237 sec): 3 clusters Score: Raw -119734.746577 + Penalty 536.611044 = -119198.135533 nChanged 117 SP:Iteration 3F (23.576791 sec): 3 clusters Score: Raw -119886.409452 + Penalty 542.385248 = -119344.024203 nChanged 68 SP:Iteration 4Q (23.579236 sec): 3 clusters Score: Raw -119930.903648 + Penalty 547.856918 = -119383.046730 nChanged 43 SP:Iteration 5Q (23.581677 sec): 3 clusters Score: Raw -119949.065295 + Penalty 550.589474 = -119398.475821 nChanged 19 SP:Iteration 6Q (23.584059 sec): 3 clusters Score: Raw -119954.166169 + Penalty 551.537218 = -119402.628951 nChanged 7 SP:Iteration 7Q (23.586481 sec): 3 clusters Score: Raw -119956.428070 + Penalty 552.973342 = -119403.454728 nChanged 9 SP:Iteration 8Q (23.588864 sec): 3 clusters Score: Raw -119957.640543 + Penalty 553.863453 = -119403.777089 nChanged 5 SP:Iteration 9Q (23.591260 sec): 3 clusters Score: Raw -119958.905076 + Penalty 555.412184 = -119403.492892 nChanged 9 SP:Iteration 10F (23.593778 sec): 3 clusters Score: Raw -119961.641520 + Penalty 557.450116 = -119404.191404 nChanged 12 SP:Iteration 11Q (23.596164 sec): 3 clusters Score: Raw -119965.109563 + Penalty 558.897388 = -119406.212175 nChanged 9 SP:Iteration 12Q (23.598515 sec): 3 clusters Score: Raw -119967.472417 + Penalty 560.343082 = -119407.129335 nChanged 7 SP:Iteration 13Q (23.600916 sec): 3 clusters Score: Raw -119968.620822 + Penalty 561.180020 = -119407.440803 nChanged 5 SP:Iteration 14Q (23.603294 sec): 3 clusters Score: Raw -119969.510586 + Penalty 561.548005 = -119407.962581 nChanged 2 SP:Iteration 15Q (23.605678 sec): 3 clusters Score: Raw -119969.817944 + Penalty 561.756929 = -119408.061016 nChanged 1 SP:Iteration 16Q (23.608082 sec): 3 clusters Score: Raw -119969.854020 + Penalty 561.861276 = -119407.992744 nChanged 1 SP:Iteration 17F (23.610826 sec): 3 clusters Score: Raw -119969.929262 + Penalty 562.038781 = -119407.890481 nChanged 1 SP:Iteration 18F (23.613468 sec): 3 clusters Score: Raw -119969.993631 + Penalty 562.256992 = -119407.736639 nChanged 1 SP:Iteration 19F (23.616046 sec): 3 clusters Score: Raw -119970.055179 + Penalty 562.423950 = -119407.631229 nChanged 1 SP:Iteration 20F (23.618658 sec): 3 clusters Score: Raw -119970.105304 + Penalty 562.607775 = -119407.497529 nChanged 1 SP:Iteration 21F (23.621205 sec): 3 clusters Score: Raw -119970.185373 + Penalty 562.937562 = -119407.247810 nChanged 2 SP:Iteration 22F (23.623748 sec): 3 clusters Score: Raw -119970.465878 + Penalty 563.048566 = -119407.417311 nChanged 1 SP:Iteration 23Q (23.626141 sec): 3 clusters Score: Raw -119970.565571 + Penalty 563.048566 = -119407.517004 nChanged 0 SP:Iteration 24F (23.628744 sec): 3 clusters Score: Raw -119970.565571 + Penalty 563.048566 = -119407.517004 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 12 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.634323 sec): 2 clusters Score: Raw -165745.727419 + Penalty 607.384874 = -165138.342545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.637752 sec): 3 clusters Score: Raw -164748.983452 + Penalty 1225.836511 = -163523.146941 nChanged 742 SP:Iteration 1F (23.641055 sec): 3 clusters Score: Raw -165254.534484 + Penalty 1230.224973 = -164024.309511 nChanged 162 SP:Iteration 2F (23.644344 sec): 3 clusters Score: Raw -165354.660252 + Penalty 1235.662145 = -164118.998108 nChanged 129 SP:Iteration 3F (23.647701 sec): 3 clusters Score: Raw -165446.223141 + Penalty 1242.989401 = -164203.233740 nChanged 113 SP:Iteration 4F (23.651017 sec): 3 clusters Score: Raw -165526.804060 + Penalty 1258.988157 = -164267.815903 nChanged 88 SP:Iteration 5Q (23.654457 sec): 3 clusters Score: Raw -165601.773691 + Penalty 1269.419683 = -164332.354008 nChanged 73 SP:Iteration 6Q (23.658078 sec): 3 clusters Score: Raw -165666.915883 + Penalty 1298.393100 = -164368.522783 nChanged 52 SP:Iteration 7Q (23.661420 sec): 3 clusters Score: Raw -165720.666815 + Penalty 1316.910703 = -164403.756112 nChanged 30 SP:Iteration 8Q (23.664622 sec): 3 clusters Score: Raw -165747.375917 + Penalty 1327.843243 = -164419.532674 nChanged 17 SP:Iteration 9Q (23.667727 sec): 3 clusters Score: Raw -165760.428468 + Penalty 1331.415788 = -164429.012680 nChanged 18 SP:Iteration 10F (23.671012 sec): 3 clusters Score: Raw -165776.231509 + Penalty 1332.782747 = -164443.448762 nChanged 7 SP:Iteration 11Q (23.674093 sec): 3 clusters Score: Raw -165781.705092 + Penalty 1344.385142 = -164437.319949 nChanged 5 SP:Iteration 12F (23.677427 sec): 3 clusters Score: Raw -165786.229259 + Penalty 1345.672679 = -164440.556580 nChanged 2 SP:Iteration 13Q (23.680419 sec): 3 clusters Score: Raw -165788.094026 + Penalty 1351.108916 = -164436.985110 nChanged 2 SP:Iteration 14F (23.683703 sec): 3 clusters Score: Raw -165791.983575 + Penalty 1354.373950 = -164437.609626 nChanged 3 SP:Iteration 15Q (23.686700 sec): 3 clusters Score: Raw -165795.838609 + Penalty 1354.373950 = -164441.464660 nChanged 0 SP:Iteration 16F (23.690043 sec): 3 clusters Score: Raw -165795.838609 + Penalty 1354.373950 = -164441.464660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 13 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.699631 sec): 2 clusters Score: Raw -173851.064386 + Penalty 310.585521 = -173540.478864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.703425 sec): 3 clusters Score: Raw -172611.253762 + Penalty 640.570427 = -171970.683334 nChanged 874 SP:Iteration 1F (23.707131 sec): 3 clusters Score: Raw -173475.767937 + Penalty 683.442570 = -172792.325367 nChanged 271 SP:Iteration 2F (23.711017 sec): 3 clusters Score: Raw -173737.098860 + Penalty 723.162252 = -173013.936608 nChanged 131 SP:Iteration 3F (23.714746 sec): 3 clusters Score: Raw -173857.609722 + Penalty 742.360090 = -173115.249632 nChanged 61 SP:Iteration 4Q (23.718494 sec): 3 clusters Score: Raw -173899.315554 + Penalty 760.157188 = -173139.158366 nChanged 41 SP:Iteration 5Q (23.722422 sec): 3 clusters Score: Raw -173926.574542 + Penalty 769.063748 = -173157.510794 nChanged 22 SP:Iteration 6Q (23.726085 sec): 3 clusters Score: Raw -173936.513589 + Penalty 770.035535 = -173166.478053 nChanged 11 SP:Iteration 7Q (23.729597 sec): 3 clusters Score: Raw -173939.616646 + Penalty 771.794451 = -173167.822195 nChanged 5 SP:Iteration 8Q (23.733069 sec): 3 clusters Score: Raw -173940.754249 + Penalty 772.681750 = -173168.072499 nChanged 5 SP:Iteration 9Q (23.736490 sec): 3 clusters Score: Raw -173942.262819 + Penalty 774.332386 = -173167.930434 nChanged 5 SP:Iteration 10F (23.740210 sec): 3 clusters Score: Raw -173944.017676 + Penalty 774.733920 = -173169.283757 nChanged 1 SP:Iteration 11Q (23.743579 sec): 3 clusters Score: Raw -173944.126529 + Penalty 774.733920 = -173169.392609 nChanged 0 SP:Iteration 12F (23.747276 sec): 3 clusters Score: Raw -173944.126529 + Penalty 774.733920 = -173169.392609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 14 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.750587 sec): 2 clusters Score: Raw -30594.373621 + Penalty 730.886256 = -29863.487365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.751351 sec): 3 clusters Score: Raw -30521.149170 + Penalty 1461.858593 = -29059.290577 nChanged 60 SP:Iteration 1F (23.752119 sec): 3 clusters Score: Raw -30580.108584 + Penalty 1461.526685 = -29118.581899 nChanged 20 SP:Iteration 2F (23.752863 sec): 3 clusters Score: Raw -30601.063751 + Penalty 1461.154760 = -29139.908991 nChanged 9 SP:Iteration 3Q (23.753613 sec): 3 clusters Score: Raw -30610.534704 + Penalty 1460.420066 = -29150.114638 nChanged 4 SP:Iteration 4Q (23.754377 sec): 3 clusters Score: Raw -30616.694938 + Penalty 1460.420241 = -29156.274698 nChanged 5 SP:Iteration 5Q (23.755157 sec): 3 clusters Score: Raw -30620.838723 + Penalty 1460.668987 = -29160.169737 nChanged 1 SP:Iteration 6Q (23.755915 sec): 3 clusters Score: Raw -30621.537302 + Penalty 1460.668987 = -29160.868315 nChanged 0 SP:Iteration 7F (23.756681 sec): 3 clusters Score: Raw -30621.537302 + Penalty 1460.668987 = -29160.868315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.758980 sec): 2 clusters Score: Raw -37796.509113 + Penalty 391.008899 = -37405.500214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.759937 sec): 3 clusters Score: Raw -37624.932991 + Penalty 785.265299 = -36839.667692 nChanged 130 SP:Iteration 1F (23.760870 sec): 3 clusters Score: Raw -37723.102853 + Penalty 798.719597 = -36924.383256 nChanged 38 SP:Iteration 2F (23.761797 sec): 3 clusters Score: Raw -37769.118858 + Penalty 813.171177 = -36955.947681 nChanged 26 SP:Iteration 3F (23.762697 sec): 3 clusters Score: Raw -37802.334457 + Penalty 823.496856 = -36978.837601 nChanged 17 SP:Iteration 4Q (23.763603 sec): 3 clusters Score: Raw -37823.320653 + Penalty 837.987305 = -36985.333348 nChanged 16 SP:Iteration 5Q (23.764491 sec): 3 clusters Score: Raw -37843.489919 + Penalty 849.895397 = -36993.594523 nChanged 11 SP:Iteration 6Q (23.765364 sec): 3 clusters Score: Raw -37856.638186 + Penalty 855.927960 = -37000.710226 nChanged 6 SP:Iteration 7Q (23.766226 sec): 3 clusters Score: Raw -37862.437587 + Penalty 862.105413 = -37000.332174 nChanged 5 SP:Iteration 8F (23.767114 sec): 3 clusters Score: Raw -37866.670573 + Penalty 862.855189 = -37003.815384 nChanged 4 SP:Iteration 9Q (23.767984 sec): 3 clusters Score: Raw -37870.783901 + Penalty 862.578344 = -37008.205556 nChanged 1 SP:Iteration 10F (23.768875 sec): 3 clusters Score: Raw -37870.874305 + Penalty 862.578344 = -37008.295961 nChanged 0 Memory request: 0.04 GB would take us to total of 0.36 GB. Trying to split cluster 16 (7442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.803595 sec): 2 clusters Score: Raw -627171.059632 + Penalty 248.490572 = -626922.569060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.817290 sec): 3 clusters Score: Raw -622203.588701 + Penalty 542.836358 = -621660.752343 nChanged 3492 SP:Iteration 1F (23.830758 sec): 3 clusters Score: Raw -624612.130002 + Penalty 665.594497 = -623946.535505 nChanged 1502 SP:Iteration 2F (23.844186 sec): 3 clusters Score: Raw -626429.531553 + Penalty 763.165447 = -625666.366106 nChanged 507 SP:Iteration 3F (23.857838 sec): 3 clusters Score: Raw -626984.132273 + Penalty 825.432745 = -626158.699529 nChanged 156 SP:Iteration 4Q (23.869550 sec): 3 clusters Score: Raw -627151.033039 + Penalty 889.545301 = -626261.487738 nChanged 34 SP:Iteration 5Q (23.880393 sec): 3 clusters Score: Raw -627186.624029 + Penalty 893.453389 = -626293.170639 nChanged 11 SP:Iteration 6Q (23.891377 sec): 3 clusters Score: Raw -627199.282991 + Penalty 896.607125 = -626302.675866 nChanged 3 SP:Iteration 7Q (23.902154 sec): 3 clusters Score: Raw -627202.160637 + Penalty 882.992836 = -626319.167801 nChanged 2 SP:Iteration 8Q (23.913027 sec): 3 clusters Score: Raw -627203.878747 + Penalty 882.992836 = -626320.885911 nChanged 0 SP:Iteration 9F (23.926912 sec): 3 clusters Score: Raw -627203.878747 + Penalty 882.992836 = -626320.885911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.932553 sec): 2 clusters Score: Raw -23605.334683 + Penalty 338.313153 = -23267.021529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.933232 sec): 3 clusters Score: Raw -23473.616799 + Penalty 656.478745 = -22817.138054 nChanged 88 SP:Iteration 1F (23.933898 sec): 3 clusters Score: Raw -23529.171335 + Penalty 640.845346 = -22888.325989 nChanged 25 SP:Iteration 2F (23.934616 sec): 3 clusters Score: Raw -23554.034802 + Penalty 621.954047 = -22932.080756 nChanged 22 SP:Iteration 3F (23.935288 sec): 3 clusters Score: Raw -23578.231753 + Penalty 620.118071 = -22958.113682 nChanged 16 SP:Iteration 4F (23.935951 sec): 3 clusters Score: Raw -23596.858768 + Penalty 622.135752 = -22974.723016 nChanged 11 SP:Iteration 5Q (23.936616 sec): 3 clusters Score: Raw -23609.947892 + Penalty 633.805975 = -22976.141917 nChanged 7 SP:Iteration 6Q (23.937271 sec): 3 clusters Score: Raw -23618.899848 + Penalty 642.270328 = -22976.629520 nChanged 4 SP:Iteration 7Q (23.937902 sec): 3 clusters Score: Raw -23622.381280 + Penalty 640.357575 = -22982.023705 nChanged 2 SP:Iteration 8Q (23.938522 sec): 3 clusters Score: Raw -23626.153838 + Penalty 642.706544 = -22983.447294 nChanged 1 SP:Iteration 9Q (23.939136 sec): 3 clusters Score: Raw -23628.429498 + Penalty 642.706544 = -22985.722954 nChanged 0 SP:Iteration 10F (23.939802 sec): 3 clusters Score: Raw -23628.429498 + Penalty 642.706544 = -22985.722954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 18 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.940498 sec): 2 clusters Score: Raw -6092.617146 + Penalty 103.933110 = -5988.684036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.940856 sec): 3 clusters Score: Raw -6127.579182 + Penalty 207.487923 = -5920.091259 nChanged 22 SP:Iteration 1F (23.941211 sec): 3 clusters Score: Raw -6156.791927 + Penalty 208.882967 = -5947.908959 nChanged 5 SP:Iteration 2F (23.941567 sec): 3 clusters Score: Raw -6170.982979 + Penalty 214.713070 = -5956.269908 nChanged 5 SP:Iteration 3F (23.941925 sec): 3 clusters Score: Raw -6178.585747 + Penalty 214.713070 = -5963.872676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 19 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.945215 sec): 2 clusters Score: Raw -54750.962290 + Penalty 307.841583 = -54443.120707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.946531 sec): 3 clusters Score: Raw -54394.236497 + Penalty 616.229166 = -53778.007330 nChanged 242 SP:Iteration 1F (23.947822 sec): 3 clusters Score: Raw -54539.494124 + Penalty 615.693165 = -53923.800959 nChanged 76 SP:Iteration 2F (23.949125 sec): 3 clusters Score: Raw -54612.232698 + Penalty 615.835315 = -53996.397383 nChanged 59 SP:Iteration 3F (23.950413 sec): 3 clusters Score: Raw -54669.955697 + Penalty 616.258737 = -54053.696960 nChanged 36 SP:Iteration 4F (23.951723 sec): 3 clusters Score: Raw -54695.464317 + Penalty 618.077423 = -54077.386894 nChanged 38 SP:Iteration 5F (23.953016 sec): 3 clusters Score: Raw -54728.158414 + Penalty 620.466136 = -54107.692278 nChanged 32 SP:Iteration 6F (23.954322 sec): 3 clusters Score: Raw -54748.565695 + Penalty 621.466876 = -54127.098819 nChanged 23 SP:Iteration 7Q (23.955618 sec): 3 clusters Score: Raw -54761.554296 + Penalty 623.684987 = -54137.869309 nChanged 14 SP:Iteration 8Q (23.956884 sec): 3 clusters Score: Raw -54769.058993 + Penalty 625.867904 = -54143.191089 nChanged 15 SP:Iteration 9Q (23.958163 sec): 3 clusters Score: Raw -54777.029985 + Penalty 626.423886 = -54150.606099 nChanged 9 SP:Iteration 10F (23.959505 sec): 3 clusters Score: Raw -54779.284215 + Penalty 626.884598 = -54152.399618 nChanged 3 SP:Iteration 11Q (23.960816 sec): 3 clusters Score: Raw -54779.752388 + Penalty 627.352364 = -54152.400023 nChanged 3 SP:Iteration 12Q (23.962120 sec): 3 clusters Score: Raw -54780.194027 + Penalty 627.982038 = -54152.211989 nChanged 3 SP:Iteration 13F (23.963467 sec): 3 clusters Score: Raw -54780.745072 + Penalty 627.886994 = -54152.858077 nChanged 4 SP:Iteration 14Q (23.964815 sec): 3 clusters Score: Raw -54781.470916 + Penalty 628.226081 = -54153.244835 nChanged 1 SP:Iteration 15Q (23.966157 sec): 3 clusters Score: Raw -54781.812073 + Penalty 628.167406 = -54153.644666 nChanged 1 SP:Iteration 16Q (23.967473 sec): 3 clusters Score: Raw -54782.522806 + Penalty 628.353000 = -54154.169806 nChanged 1 SP:Iteration 17Q (23.968769 sec): 3 clusters Score: Raw -54783.224304 + Penalty 628.353000 = -54154.871304 nChanged 0 SP:Iteration 18F (23.970062 sec): 3 clusters Score: Raw -54783.224304 + Penalty 628.353000 = -54154.871304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.970650 sec): 2 clusters Score: Raw -758.999991 + Penalty 313.684244 = -445.315747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.970884 sec): 3 clusters Score: Raw -810.238894 + Penalty 629.906446 = -180.332448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 21 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.976175 sec): 2 clusters Score: Raw -126621.776649 + Penalty 460.908133 = -126160.868516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.978841 sec): 3 clusters Score: Raw -125826.584987 + Penalty 924.324559 = -124902.260428 nChanged 542 SP:Iteration 1F (23.981459 sec): 3 clusters Score: Raw -126156.156207 + Penalty 931.413475 = -125224.742733 nChanged 141 SP:Iteration 2F (23.984027 sec): 3 clusters Score: Raw -126256.309007 + Penalty 943.306338 = -125313.002669 nChanged 113 SP:Iteration 3F (23.986640 sec): 3 clusters Score: Raw -126343.988327 + Penalty 961.571779 = -125382.416548 nChanged 91 SP:Iteration 4F (23.989240 sec): 3 clusters Score: Raw -126432.516022 + Penalty 981.382291 = -125451.133731 nChanged 73 SP:Iteration 5F (23.991827 sec): 3 clusters Score: Raw -126495.850908 + Penalty 999.878231 = -125495.972676 nChanged 53 SP:Iteration 6Q (23.994345 sec): 3 clusters Score: Raw -126550.643023 + Penalty 1014.880004 = -125535.763019 nChanged 34 SP:Iteration 7Q (23.996807 sec): 3 clusters Score: Raw -126589.091625 + Penalty 1030.163678 = -125558.927947 nChanged 26 SP:Iteration 8Q (23.999135 sec): 3 clusters Score: Raw -126610.247236 + Penalty 1035.851349 = -125574.395887 nChanged 14 SP:Iteration 9Q (24.001419 sec): 3 clusters Score: Raw -126618.673846 + Penalty 1042.408320 = -125576.265526 nChanged 14 SP:Iteration 10F (24.003997 sec): 3 clusters Score: Raw -126629.247381 + Penalty 1047.254313 = -125581.993068 nChanged 6 SP:Iteration 11Q (24.006274 sec): 3 clusters Score: Raw -126632.875560 + Penalty 1051.610895 = -125581.264665 nChanged 5 SP:Iteration 12F (24.008852 sec): 3 clusters Score: Raw -126635.316883 + Penalty 1053.013731 = -125582.303152 nChanged 5 SP:Iteration 13Q (24.011083 sec): 3 clusters Score: Raw -126640.671708 + Penalty 1054.920039 = -125585.751670 nChanged 6 SP:Iteration 14Q (24.013317 sec): 3 clusters Score: Raw -126644.295392 + Penalty 1056.884548 = -125587.410844 nChanged 3 SP:Iteration 15Q (24.015528 sec): 3 clusters Score: Raw -126649.400306 + Penalty 1058.813432 = -125590.586874 nChanged 1 SP:Iteration 16Q (24.017699 sec): 3 clusters Score: Raw -126649.702218 + Penalty 1058.813432 = -125590.888787 nChanged 0 SP:Iteration 17F (24.020256 sec): 3 clusters Score: Raw -126649.702218 + Penalty 1058.813432 = -125590.888787 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 22 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.023716 sec): 2 clusters Score: Raw -54231.341145 + Penalty 685.485804 = -53545.855341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.024905 sec): 3 clusters Score: Raw -54049.501515 + Penalty 1381.076925 = -52668.424590 nChanged 165 SP:Iteration 1F (24.026059 sec): 3 clusters Score: Raw -54208.454560 + Penalty 1386.972138 = -52821.482422 nChanged 37 SP:Iteration 2F (24.027213 sec): 3 clusters Score: Raw -54252.765837 + Penalty 1390.644349 = -52862.121488 nChanged 23 SP:Iteration 3Q (24.028373 sec): 3 clusters Score: Raw -54272.318796 + Penalty 1392.681764 = -52879.637032 nChanged 10 SP:Iteration 4Q (24.029550 sec): 3 clusters Score: Raw -54287.507482 + Penalty 1393.931251 = -52893.576230 nChanged 9 SP:Iteration 5Q (24.030709 sec): 3 clusters Score: Raw -54293.777782 + Penalty 1395.805580 = -52897.972202 nChanged 7 SP:Iteration 6Q (24.031844 sec): 3 clusters Score: Raw -54298.083850 + Penalty 1397.849572 = -52900.234278 nChanged 8 SP:Iteration 7Q (24.033005 sec): 3 clusters Score: Raw -54302.726576 + Penalty 1400.308705 = -52902.417872 nChanged 5 SP:Iteration 8Q (24.034143 sec): 3 clusters Score: Raw -54305.401976 + Penalty 1401.579791 = -52903.822185 nChanged 7 SP:Iteration 9Q (24.035277 sec): 3 clusters Score: Raw -54312.077877 + Penalty 1402.595448 = -52909.482429 nChanged 9 SP:Iteration 10F (24.036448 sec): 3 clusters Score: Raw -54324.362499 + Penalty 1405.337703 = -52919.024796 nChanged 9 SP:Iteration 11Q (24.037616 sec): 3 clusters Score: Raw -54336.047514 + Penalty 1406.686834 = -52929.360681 nChanged 8 SP:Iteration 12Q (24.038762 sec): 3 clusters Score: Raw -54342.218664 + Penalty 1408.587229 = -52933.631435 nChanged 6 SP:Iteration 13Q (24.039898 sec): 3 clusters Score: Raw -54346.063880 + Penalty 1409.798676 = -52936.265204 nChanged 1 SP:Iteration 14Q (24.041035 sec): 3 clusters Score: Raw -54347.796413 + Penalty 1411.460915 = -52936.335498 nChanged 2 SP:Iteration 15Q (24.042196 sec): 3 clusters Score: Raw -54349.011687 + Penalty 1410.870923 = -52938.140764 nChanged 1 SP:Iteration 16Q (24.043352 sec): 3 clusters Score: Raw -54349.207623 + Penalty 1410.870923 = -52938.336700 nChanged 0 SP:Iteration 17F (24.044502 sec): 3 clusters Score: Raw -54349.207623 + Penalty 1410.870923 = -52938.336700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 23 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.045108 sec): 2 clusters Score: Raw -3997.491541 + Penalty 464.957358 = -3532.534183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.045400 sec): 3 clusters Score: Raw -4035.114642 + Penalty 928.749564 = -3106.365079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.045917 sec): 2 clusters Score: Raw -1319.301418 + Penalty 293.300543 = -1026.000875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.046156 sec): 3 clusters Score: Raw -1330.278836 + Penalty 580.044399 = -750.234437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.046706 sec): 2 clusters Score: Raw -1928.621612 + Penalty 247.719523 = -1680.902089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.046977 sec): 3 clusters Score: Raw -2151.293080 + Penalty 546.045734 = -1605.247346 nChanged 3 SP:Iteration 1F (24.047243 sec): 3 clusters Score: Raw -2204.483444 + Penalty 601.556420 = -1602.927024 nChanged 2 SP:Iteration 2F (24.047510 sec): 3 clusters Score: Raw -2234.013833 + Penalty 639.591113 = -1594.422720 nChanged 1 SP:Iteration 3F (24.047776 sec): 3 clusters Score: Raw -2254.651323 + Penalty 639.591113 = -1615.060210 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 26 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.053397 sec): 2 clusters Score: Raw -140432.634935 + Penalty 509.761626 = -139922.873309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.056294 sec): 3 clusters Score: Raw -139617.803536 + Penalty 1020.922283 = -138596.881253 nChanged 610 SP:Iteration 1F (24.059160 sec): 3 clusters Score: Raw -139975.907085 + Penalty 1020.053997 = -138955.853088 nChanged 144 SP:Iteration 2F (24.062028 sec): 3 clusters Score: Raw -140064.012166 + Penalty 1018.955026 = -139045.057140 nChanged 103 SP:Iteration 3F (24.065020 sec): 3 clusters Score: Raw -140116.451484 + Penalty 1018.056660 = -139098.394824 nChanged 66 SP:Iteration 4Q (24.067952 sec): 3 clusters Score: Raw -140143.680993 + Penalty 1016.986129 = -139126.694864 nChanged 45 SP:Iteration 5Q (24.070777 sec): 3 clusters Score: Raw -140163.540584 + Penalty 1015.919422 = -139147.621162 nChanged 37 SP:Iteration 6Q (24.073607 sec): 3 clusters Score: Raw -140177.370161 + Penalty 1015.484508 = -139161.885653 nChanged 27 SP:Iteration 7Q (24.076436 sec): 3 clusters Score: Raw -140188.475416 + Penalty 1013.973652 = -139174.501764 nChanged 31 SP:Iteration 8Q (24.079272 sec): 3 clusters Score: Raw -140201.598278 + Penalty 1012.346141 = -139189.252136 nChanged 33 SP:Iteration 9Q (24.082066 sec): 3 clusters Score: Raw -140217.577821 + Penalty 1011.610823 = -139205.966997 nChanged 40 SP:Iteration 10F (24.084903 sec): 3 clusters Score: Raw -140236.546313 + Penalty 1011.531974 = -139225.014339 nChanged 27 SP:Iteration 11Q (24.087725 sec): 3 clusters Score: Raw -140250.629601 + Penalty 1010.923582 = -139239.706019 nChanged 29 SP:Iteration 12Q (24.090529 sec): 3 clusters Score: Raw -140266.337968 + Penalty 1012.346394 = -139253.991574 nChanged 50 SP:Iteration 13Q (24.093297 sec): 3 clusters Score: Raw -140297.264804 + Penalty 1013.219940 = -139284.044864 nChanged 41 SP:Iteration 14Q (24.096186 sec): 3 clusters Score: Raw -140321.016155 + Penalty 1012.295901 = -139308.720253 nChanged 46 SP:Iteration 15Q (24.098971 sec): 3 clusters Score: Raw -140355.493582 + Penalty 1011.547980 = -139343.945603 nChanged 44 SP:Iteration 16Q (24.101732 sec): 3 clusters Score: Raw -140392.256395 + Penalty 1011.472910 = -139380.783485 nChanged 42 SP:Iteration 17Q (24.104528 sec): 3 clusters Score: Raw -140415.094034 + Penalty 1009.755387 = -139405.338647 nChanged 31 SP:Iteration 18Q (24.107298 sec): 3 clusters Score: Raw -140432.892769 + Penalty 1008.564780 = -139424.327989 nChanged 35 SP:Iteration 19Q (24.110005 sec): 3 clusters Score: Raw -140450.090962 + Penalty 1008.549657 = -139441.541305 nChanged 23 SP:Iteration 20F (24.112821 sec): 3 clusters Score: Raw -140459.797083 + Penalty 1009.111130 = -139450.685953 nChanged 22 SP:Iteration 21Q (24.115573 sec): 3 clusters Score: Raw -140467.945252 + Penalty 1010.603266 = -139457.341987 nChanged 22 SP:Iteration 22Q (24.118280 sec): 3 clusters Score: Raw -140474.368733 + Penalty 1011.990810 = -139462.377923 nChanged 11 SP:Iteration 23Q (24.121224 sec): 3 clusters Score: Raw -140476.670474 + Penalty 1013.641312 = -139463.029163 nChanged 10 SP:Iteration 24Q (24.124022 sec): 3 clusters Score: Raw -140478.424104 + Penalty 1013.643260 = -139464.780844 nChanged 2 SP:Iteration 25Q (24.126769 sec): 3 clusters Score: Raw -140479.185605 + Penalty 1013.817186 = -139465.368418 nChanged 3 SP:Iteration 26Q (24.129445 sec): 3 clusters Score: Raw -140479.783249 + Penalty 1014.456711 = -139465.326539 nChanged 5 SP:Iteration 27F (24.132245 sec): 3 clusters Score: Raw -140481.894712 + Penalty 1015.716548 = -139466.178164 nChanged 10 SP:Iteration 28Q (24.135007 sec): 3 clusters Score: Raw -140483.941037 + Penalty 1016.813928 = -139467.127109 nChanged 7 SP:Iteration 29Q (24.137758 sec): 3 clusters Score: Raw -140485.992174 + Penalty 1018.106444 = -139467.885730 nChanged 8 SP:Iteration 30F (24.140578 sec): 3 clusters Score: Raw -140487.419539 + Penalty 1018.537417 = -139468.882122 nChanged 6 SP:Iteration 31Q (24.143268 sec): 3 clusters Score: Raw -140488.626039 + Penalty 1018.978400 = -139469.647639 nChanged 4 SP:Iteration 32Q (24.145942 sec): 3 clusters Score: Raw -140489.101465 + Penalty 1018.977630 = -139470.123834 nChanged 2 SP:Iteration 33Q (24.148687 sec): 3 clusters Score: Raw -140489.524366 + Penalty 1018.536797 = -139470.987569 nChanged 2 SP:Iteration 34Q (24.151436 sec): 3 clusters Score: Raw -140489.893036 + Penalty 1018.536797 = -139471.356239 nChanged 0 SP:Iteration 35F (24.154282 sec): 3 clusters Score: Raw -140489.893036 + Penalty 1018.536797 = -139471.356239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 27 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.159716 sec): 2 clusters Score: Raw -45713.689067 + Penalty 321.743523 = -45391.945544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.160821 sec): 3 clusters Score: Raw -45424.776229 + Penalty 646.865353 = -44777.910876 nChanged 181 SP:Iteration 1F (24.161920 sec): 3 clusters Score: Raw -45520.603170 + Penalty 658.361630 = -44862.241540 nChanged 65 SP:Iteration 2F (24.163006 sec): 3 clusters Score: Raw -45585.433931 + Penalty 665.883964 = -44919.549967 nChanged 48 SP:Iteration 3F (24.164082 sec): 3 clusters Score: Raw -45640.413375 + Penalty 665.360683 = -44975.052691 nChanged 27 SP:Iteration 4F (24.165220 sec): 3 clusters Score: Raw -45660.625337 + Penalty 666.639895 = -44993.985442 nChanged 15 SP:Iteration 5Q (24.166307 sec): 3 clusters Score: Raw -45668.365801 + Penalty 665.789813 = -45002.575989 nChanged 8 SP:Iteration 6Q (24.167385 sec): 3 clusters Score: Raw -45671.522150 + Penalty 664.135063 = -45007.387087 nChanged 4 SP:Iteration 7Q (24.168453 sec): 3 clusters Score: Raw -45673.866844 + Penalty 664.462399 = -45009.404445 nChanged 3 SP:Iteration 8Q (24.169517 sec): 3 clusters Score: Raw -45674.973661 + Penalty 662.401072 = -45012.572589 nChanged 2 SP:Iteration 9Q (24.170565 sec): 3 clusters Score: Raw -45675.880106 + Penalty 662.401072 = -45013.479034 nChanged 0 SP:Iteration 10F (24.171641 sec): 3 clusters Score: Raw -45675.880106 + Penalty 662.401072 = -45013.479034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.172832 sec): 2 clusters Score: Raw -14046.572522 + Penalty 774.504226 = -13272.068297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.173317 sec): 3 clusters Score: Raw -14138.000753 + Penalty 1549.025056 = -12588.975698 nChanged 8 SP:Iteration 1F (24.173794 sec): 3 clusters Score: Raw -14161.293351 + Penalty 1549.065449 = -12612.227902 nChanged 3 SP:Iteration 2Q (24.174269 sec): 3 clusters Score: Raw -14175.628706 + Penalty 1549.085642 = -12626.543065 nChanged 3 SP:Iteration 3Q (24.174729 sec): 3 clusters Score: Raw -14181.486371 + Penalty 1549.237983 = -12632.248389 nChanged 2 SP:Iteration 4Q (24.175193 sec): 3 clusters Score: Raw -14182.764030 + Penalty 1549.237983 = -12633.526048 nChanged 0 SP:Iteration 5F (24.175678 sec): 3 clusters Score: Raw -14182.764030 + Penalty 1549.237983 = -12633.526048 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 29 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.182085 sec): 2 clusters Score: Raw -168017.636438 + Penalty 572.121837 = -167445.514601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.185394 sec): 3 clusters Score: Raw -167036.983424 + Penalty 1139.734943 = -165897.248481 nChanged 717 SP:Iteration 1F (24.188595 sec): 3 clusters Score: Raw -167488.405119 + Penalty 1140.418948 = -166347.986171 nChanged 176 SP:Iteration 2F (24.191752 sec): 3 clusters Score: Raw -167632.573967 + Penalty 1140.938792 = -166491.635174 nChanged 114 SP:Iteration 3F (24.194936 sec): 3 clusters Score: Raw -167727.621347 + Penalty 1144.588730 = -166583.032617 nChanged 90 SP:Iteration 4F (24.198072 sec): 3 clusters Score: Raw -167804.362652 + Penalty 1153.444578 = -166650.918073 nChanged 82 SP:Iteration 5Q (24.201109 sec): 3 clusters Score: Raw -167870.943724 + Penalty 1159.981089 = -166710.962635 nChanged 62 SP:Iteration 6Q (24.204126 sec): 3 clusters Score: Raw -167923.408948 + Penalty 1174.642786 = -166748.766161 nChanged 51 SP:Iteration 7Q (24.207088 sec): 3 clusters Score: Raw -167968.290619 + Penalty 1205.515291 = -166762.775328 nChanged 35 SP:Iteration 8Q (24.209975 sec): 3 clusters Score: Raw -168007.728494 + Penalty 1223.277155 = -166784.451339 nChanged 23 SP:Iteration 9Q (24.212742 sec): 3 clusters Score: Raw -168028.133407 + Penalty 1226.889910 = -166801.243497 nChanged 4 SP:Iteration 10F (24.215968 sec): 3 clusters Score: Raw -168029.764251 + Penalty 1242.621316 = -166787.142934 nChanged 5 SP:Iteration 11F (24.219237 sec): 3 clusters Score: Raw -168030.524391 + Penalty 1249.229480 = -166781.294912 nChanged 2 SP:Iteration 12F (24.222427 sec): 3 clusters Score: Raw -168032.057523 + Penalty 1241.620967 = -166790.436556 nChanged 1 SP:Iteration 13Q (24.225139 sec): 3 clusters Score: Raw -168032.514487 + Penalty 1235.454959 = -166797.059528 nChanged 1 SP:Iteration 14Q (24.227778 sec): 3 clusters Score: Raw -168033.184459 + Penalty 1225.708475 = -166807.475984 nChanged 1 SP:Iteration 15Q (24.230484 sec): 3 clusters Score: Raw -168032.785100 + Penalty 1221.819349 = -166810.965751 nChanged 1 SP:Iteration 16Q (24.233174 sec): 3 clusters Score: Raw -168033.313928 + Penalty 1217.324986 = -166815.988942 nChanged 1 SP:Iteration 17Q (24.235913 sec): 3 clusters Score: Raw -168035.834278 + Penalty 1217.416889 = -166818.417389 nChanged 2 SP:Iteration 18Q (24.238713 sec): 3 clusters Score: Raw -168035.004186 + Penalty 1213.603003 = -166821.401184 nChanged 1 SP:Iteration 19Q (24.241326 sec): 3 clusters Score: Raw -168035.739068 + Penalty 1214.306828 = -166821.432241 nChanged 2 SP:Iteration 20F (24.244558 sec): 3 clusters Score: Raw -168036.153728 + Penalty 1214.306828 = -166821.846901 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 30 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.249534 sec): 2 clusters Score: Raw -59807.954988 + Penalty 231.068043 = -59576.886945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.250982 sec): 3 clusters Score: Raw -59431.837990 + Penalty 474.608327 = -58957.229662 nChanged 258 SP:Iteration 1F (24.252385 sec): 3 clusters Score: Raw -59662.756458 + Penalty 507.503013 = -59155.253445 nChanged 73 SP:Iteration 2F (24.253757 sec): 3 clusters Score: Raw -59752.871318 + Penalty 546.603018 = -59206.268301 nChanged 40 SP:Iteration 3F (24.255118 sec): 3 clusters Score: Raw -59801.748735 + Penalty 575.297450 = -59226.451284 nChanged 19 SP:Iteration 4Q (24.256380 sec): 3 clusters Score: Raw -59820.337584 + Penalty 590.063704 = -59230.273880 nChanged 9 SP:Iteration 5Q (24.257614 sec): 3 clusters Score: Raw -59826.856355 + Penalty 595.379310 = -59231.477045 nChanged 4 SP:Iteration 6Q (24.258831 sec): 3 clusters Score: Raw -59828.861458 + Penalty 602.598820 = -59226.262638 nChanged 5 SP:Iteration 7F (24.260183 sec): 3 clusters Score: Raw -59831.190826 + Penalty 611.930430 = -59219.260396 nChanged 4 SP:Iteration 8F (24.261535 sec): 3 clusters Score: Raw -59834.490020 + Penalty 611.099990 = -59223.390030 nChanged 3 SP:Iteration 9Q (24.262702 sec): 3 clusters Score: Raw -59835.538419 + Penalty 612.572902 = -59222.965517 nChanged 1 SP:Iteration 10F (24.264065 sec): 3 clusters Score: Raw -59836.066320 + Penalty 614.837957 = -59221.228363 nChanged 2 SP:Iteration 11F (24.265420 sec): 3 clusters Score: Raw -59838.068434 + Penalty 615.270435 = -59222.797999 nChanged 1 SP:Iteration 12Q (24.266576 sec): 3 clusters Score: Raw -59839.977075 + Penalty 616.361672 = -59223.615403 nChanged 1 SP:Iteration 13Q (24.267729 sec): 3 clusters Score: Raw -59842.033052 + Penalty 614.834416 = -59227.198636 nChanged 1 SP:Iteration 14Q (24.268917 sec): 3 clusters Score: Raw -59843.155172 + Penalty 616.885098 = -59226.270073 nChanged 1 SP:Iteration 15F (24.270278 sec): 3 clusters Score: Raw -59843.944259 + Penalty 616.885098 = -59227.059160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.272142 sec): 2 clusters Score: Raw -23553.694476 + Penalty 292.438877 = -23261.255599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.272865 sec): 3 clusters Score: Raw -23449.472719 + Penalty 605.320895 = -22844.151824 nChanged 93 SP:Iteration 1F (24.273561 sec): 3 clusters Score: Raw -23584.889325 + Penalty 618.481538 = -22966.407787 nChanged 22 SP:Iteration 2F (24.274283 sec): 3 clusters Score: Raw -23612.625064 + Penalty 636.429770 = -22976.195294 nChanged 14 SP:Iteration 3Q (24.274958 sec): 3 clusters Score: Raw -23632.753790 + Penalty 640.530510 = -22992.223280 nChanged 5 SP:Iteration 4Q (24.275621 sec): 3 clusters Score: Raw -23640.824107 + Penalty 643.629172 = -22997.194935 nChanged 3 SP:Iteration 5Q (24.276276 sec): 3 clusters Score: Raw -23643.969396 + Penalty 644.530529 = -22999.438867 nChanged 1 SP:Iteration 6Q (24.276927 sec): 3 clusters Score: Raw -23646.238555 + Penalty 649.354825 = -22996.883730 nChanged 2 SP:Iteration 7F (24.277635 sec): 3 clusters Score: Raw -23647.831105 + Penalty 649.354825 = -22998.476279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.278392 sec): 2 clusters Score: Raw -6939.175487 + Penalty 205.659328 = -6733.516158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.278756 sec): 3 clusters Score: Raw -6934.618004 + Penalty 410.158289 = -6524.459715 nChanged 18 SP:Iteration 1F (24.279113 sec): 3 clusters Score: Raw -6960.235431 + Penalty 410.611558 = -6549.623872 nChanged 4 SP:Iteration 2Q (24.279464 sec): 3 clusters Score: Raw -6963.272428 + Penalty 410.404405 = -6552.868024 nChanged 1 SP:Iteration 3Q (24.279812 sec): 3 clusters Score: Raw -6964.235225 + Penalty 410.599763 = -6553.635462 nChanged 1 SP:Iteration 4Q (24.280160 sec): 3 clusters Score: Raw -6964.563027 + Penalty 410.599763 = -6553.963264 nChanged 0 SP:Iteration 5F (24.280520 sec): 3 clusters Score: Raw -6964.563027 + Penalty 410.599763 = -6553.963264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 33 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.281188 sec): 2 clusters Score: Raw -6609.016575 + Penalty 409.265468 = -6199.751107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.281536 sec): 3 clusters Score: Raw -6661.653495 + Penalty 817.946489 = -5843.707007 nChanged 8 SP:Iteration 1F (24.281879 sec): 3 clusters Score: Raw -6688.220617 + Penalty 817.946489 = -5870.274128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.282930 sec): 2 clusters Score: Raw -20394.225912 + Penalty 652.995865 = -19741.230047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.283548 sec): 3 clusters Score: Raw -20370.066494 + Penalty 1307.322481 = -19062.744013 nChanged 33 SP:Iteration 1F (24.284158 sec): 3 clusters Score: Raw -20438.265494 + Penalty 1307.653641 = -19130.611852 nChanged 11 SP:Iteration 2Q (24.284754 sec): 3 clusters Score: Raw -20459.673189 + Penalty 1308.627466 = -19151.045723 nChanged 5 SP:Iteration 3Q (24.285345 sec): 3 clusters Score: Raw -20471.000276 + Penalty 1308.928845 = -19162.071431 nChanged 4 SP:Iteration 4Q (24.285933 sec): 3 clusters Score: Raw -20474.989379 + Penalty 1308.656085 = -19166.333294 nChanged 2 SP:Iteration 5Q (24.286525 sec): 3 clusters Score: Raw -20481.655600 + Penalty 1308.711315 = -19172.944285 nChanged 1 SP:Iteration 6Q (24.287136 sec): 3 clusters Score: Raw -20483.392104 + Penalty 1308.711315 = -19174.680789 nChanged 0 SP:Iteration 7F (24.287744 sec): 3 clusters Score: Raw -20483.392104 + Penalty 1308.711315 = -19174.680789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.288313 sec): 2 clusters Score: Raw -2585.448979 + Penalty 98.247929 = -2487.201050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.288593 sec): 3 clusters Score: Raw -2628.878992 + Penalty 196.390599 = -2432.488392 nChanged 5 SP:Iteration 1F (24.288868 sec): 3 clusters Score: Raw -2641.529195 + Penalty 192.986846 = -2448.542349 nChanged 3 SP:Iteration 2F (24.289141 sec): 3 clusters Score: Raw -2652.502323 + Penalty 192.986846 = -2459.515477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 36 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.290041 sec): 2 clusters Score: Raw -13733.475902 + Penalty 537.032739 = -13196.443163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.290539 sec): 3 clusters Score: Raw -13729.349712 + Penalty 1075.269970 = -12654.079743 nChanged 27 SP:Iteration 1F (24.291030 sec): 3 clusters Score: Raw -13770.878392 + Penalty 1075.015478 = -12695.862914 nChanged 7 SP:Iteration 2Q (24.291515 sec): 3 clusters Score: Raw -13790.630601 + Penalty 1075.561875 = -12715.068726 nChanged 3 SP:Iteration 3Q (24.291993 sec): 3 clusters Score: Raw -13795.554203 + Penalty 1075.745042 = -12719.809161 nChanged 3 SP:Iteration 4Q (24.292468 sec): 3 clusters Score: Raw -13799.956700 + Penalty 1075.745042 = -12724.211658 nChanged 0 SP:Iteration 5F (24.292956 sec): 3 clusters Score: Raw -13799.956700 + Penalty 1075.745042 = -12724.211658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 37 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.294822 sec): 2 clusters Score: Raw -43164.154594 + Penalty 318.836719 = -42845.317876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.295919 sec): 3 clusters Score: Raw -42908.198020 + Penalty 646.075692 = -42262.122329 nChanged 170 SP:Iteration 1F (24.296958 sec): 3 clusters Score: Raw -43028.717139 + Penalty 667.931816 = -42360.785323 nChanged 51 SP:Iteration 2F (24.297989 sec): 3 clusters Score: Raw -43097.484870 + Penalty 682.364880 = -42415.119991 nChanged 30 SP:Iteration 3F (24.299018 sec): 3 clusters Score: Raw -43135.067628 + Penalty 704.260355 = -42430.807272 nChanged 16 SP:Iteration 4Q (24.300019 sec): 3 clusters Score: Raw -43156.836149 + Penalty 709.798243 = -42447.037906 nChanged 10 SP:Iteration 5Q (24.301012 sec): 3 clusters Score: Raw -43164.686835 + Penalty 710.469980 = -42454.216855 nChanged 5 SP:Iteration 6Q (24.301970 sec): 3 clusters Score: Raw -43166.511816 + Penalty 709.668766 = -42456.843050 nChanged 3 SP:Iteration 7Q (24.302919 sec): 3 clusters Score: Raw -43168.961965 + Penalty 715.282238 = -42453.679727 nChanged 2 SP:Iteration 8F (24.303946 sec): 3 clusters Score: Raw -43170.041151 + Penalty 719.327407 = -42450.713743 nChanged 1 SP:Iteration 9F (24.304977 sec): 3 clusters Score: Raw -43172.210177 + Penalty 723.274496 = -42448.935681 nChanged 1 SP:Iteration 10F (24.306035 sec): 3 clusters Score: Raw -43178.543647 + Penalty 727.576448 = -42450.967198 nChanged 2 SP:Iteration 11Q (24.306984 sec): 3 clusters Score: Raw -43180.589122 + Penalty 727.576448 = -42453.012673 nChanged 0 SP:Iteration 12F (24.308060 sec): 3 clusters Score: Raw -43180.589122 + Penalty 727.576448 = -42453.012673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.309005 sec): 2 clusters Score: Raw -14894.962830 + Penalty 391.092765 = -14503.870065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.309533 sec): 3 clusters Score: Raw -14863.314168 + Penalty 788.446140 = -14074.868028 nChanged 39 SP:Iteration 1F (24.310054 sec): 3 clusters Score: Raw -14919.509905 + Penalty 791.215605 = -14128.294300 nChanged 12 SP:Iteration 2F (24.310566 sec): 3 clusters Score: Raw -14939.760781 + Penalty 793.743443 = -14146.017338 nChanged 5 SP:Iteration 3Q (24.311060 sec): 3 clusters Score: Raw -14949.300961 + Penalty 797.070560 = -14152.230401 nChanged 3 SP:Iteration 4Q (24.311547 sec): 3 clusters Score: Raw -14953.811609 + Penalty 798.181194 = -14155.630415 nChanged 1 SP:Iteration 5Q (24.312033 sec): 3 clusters Score: Raw -14956.005773 + Penalty 800.432914 = -14155.572859 nChanged 1 SP:Iteration 6F (24.312539 sec): 3 clusters Score: Raw -14957.402016 + Penalty 803.968169 = -14153.433847 nChanged 2 SP:Iteration 7F (24.313074 sec): 3 clusters Score: Raw -14959.949080 + Penalty 810.855760 = -14149.093320 nChanged 4 SP:Iteration 8F (24.313581 sec): 3 clusters Score: Raw -14964.576216 + Penalty 819.582973 = -14144.993243 nChanged 4 SP:Iteration 9F (24.314087 sec): 3 clusters Score: Raw -14974.220756 + Penalty 821.030703 = -14153.190053 nChanged 1 SP:Iteration 10F (24.314616 sec): 3 clusters Score: Raw -14976.325082 + Penalty 822.701373 = -14153.623709 nChanged 1 SP:Iteration 11Q (24.315113 sec): 3 clusters Score: Raw -14977.816040 + Penalty 822.701373 = -14155.114667 nChanged 0 SP:Iteration 12F (24.315631 sec): 3 clusters Score: Raw -14977.816040 + Penalty 822.701373 = -14155.114667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.316235 sec): 2 clusters Score: Raw -4691.244845 + Penalty 526.223069 = -4165.021776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.316535 sec): 3 clusters Score: Raw -4741.925771 + Penalty 1052.984198 = -3688.941573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.317888 sec): 2 clusters Score: Raw -29466.182237 + Penalty 513.453971 = -28952.728265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.318692 sec): 3 clusters Score: Raw -29342.206087 + Penalty 1026.841509 = -28315.364578 nChanged 90 SP:Iteration 1F (24.319487 sec): 3 clusters Score: Raw -29422.031771 + Penalty 1026.239217 = -28395.792554 nChanged 28 SP:Iteration 2F (24.320279 sec): 3 clusters Score: Raw -29451.036521 + Penalty 1027.065505 = -28423.971015 nChanged 13 SP:Iteration 3Q (24.321054 sec): 3 clusters Score: Raw -29459.802902 + Penalty 1027.809231 = -28431.993672 nChanged 4 SP:Iteration 4Q (24.321808 sec): 3 clusters Score: Raw -29461.980227 + Penalty 1027.808823 = -28434.171404 nChanged 2 SP:Iteration 5Q (24.322559 sec): 3 clusters Score: Raw -29463.713221 + Penalty 1027.444780 = -28436.268441 nChanged 1 SP:Iteration 6Q (24.323311 sec): 3 clusters Score: Raw -29464.566102 + Penalty 1026.720571 = -28437.845531 nChanged 2 SP:Iteration 7Q (24.324082 sec): 3 clusters Score: Raw -29465.514203 + Penalty 1025.948753 = -28439.565451 nChanged 2 SP:Iteration 8Q (24.324835 sec): 3 clusters Score: Raw -29467.336424 + Penalty 1026.352388 = -28440.984036 nChanged 1 SP:Iteration 9Q (24.325585 sec): 3 clusters Score: Raw -29470.508351 + Penalty 1027.102010 = -28443.406341 nChanged 2 SP:Iteration 10F (24.326349 sec): 3 clusters Score: Raw -29472.767532 + Penalty 1026.716099 = -28446.051433 nChanged 1 SP:Iteration 11Q (24.327100 sec): 3 clusters Score: Raw -29473.356051 + Penalty 1027.103970 = -28446.252080 nChanged 1 SP:Iteration 12Q (24.327851 sec): 3 clusters Score: Raw -29473.757945 + Penalty 1027.889906 = -28445.868039 nChanged 2 SP:Iteration 13F (24.328632 sec): 3 clusters Score: Raw -29475.948764 + Penalty 1028.305679 = -28447.643085 nChanged 3 SP:Iteration 14Q (24.329384 sec): 3 clusters Score: Raw -29477.679310 + Penalty 1029.210280 = -28448.469030 nChanged 2 SP:Iteration 15Q (24.330134 sec): 3 clusters Score: Raw -29478.669922 + Penalty 1029.210280 = -28449.459642 nChanged 0 SP:Iteration 16F (24.330900 sec): 3 clusters Score: Raw -29478.669922 + Penalty 1029.210280 = -28449.459642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.331441 sec): 2 clusters Score: Raw -1176.879015 + Penalty 276.930274 = -899.948740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.331700 sec): 3 clusters Score: Raw -1430.219195 + Penalty 535.811582 = -894.407613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.333249 sec): 2 clusters Score: Raw -35898.165785 + Penalty 571.050286 = -35327.115499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.334196 sec): 3 clusters Score: Raw -35777.448677 + Penalty 1140.936385 = -34636.512292 nChanged 106 SP:Iteration 1F (24.335092 sec): 3 clusters Score: Raw -35857.679676 + Penalty 1139.441419 = -34718.238257 nChanged 25 SP:Iteration 2F (24.335984 sec): 3 clusters Score: Raw -35877.588559 + Penalty 1138.335973 = -34739.252586 nChanged 13 SP:Iteration 3Q (24.336830 sec): 3 clusters Score: Raw -35887.964151 + Penalty 1138.494611 = -34749.469540 nChanged 7 SP:Iteration 4Q (24.337682 sec): 3 clusters Score: Raw -35894.987133 + Penalty 1137.775136 = -34757.211998 nChanged 5 SP:Iteration 5Q (24.338532 sec): 3 clusters Score: Raw -35897.162539 + Penalty 1137.463793 = -34759.698745 nChanged 2 SP:Iteration 6Q (24.339376 sec): 3 clusters Score: Raw -35898.163653 + Penalty 1137.475991 = -34760.687662 nChanged 2 SP:Iteration 7Q (24.340221 sec): 3 clusters Score: Raw -35899.820676 + Penalty 1136.652900 = -34763.167776 nChanged 3 SP:Iteration 8Q (24.341067 sec): 3 clusters Score: Raw -35901.755869 + Penalty 1136.516193 = -34765.239675 nChanged 3 SP:Iteration 9Q (24.341932 sec): 3 clusters Score: Raw -35903.923202 + Penalty 1135.735619 = -34768.187583 nChanged 3 SP:Iteration 10F (24.342791 sec): 3 clusters Score: Raw -35906.740800 + Penalty 1135.553430 = -34771.187369 nChanged 3 SP:Iteration 11Q (24.343636 sec): 3 clusters Score: Raw -35909.754431 + Penalty 1134.945069 = -34774.809362 nChanged 2 SP:Iteration 12Q (24.344481 sec): 3 clusters Score: Raw -35913.610517 + Penalty 1134.397448 = -34779.213069 nChanged 1 SP:Iteration 13Q (24.345324 sec): 3 clusters Score: Raw -35915.695346 + Penalty 1134.397448 = -34781.297898 nChanged 0 SP:Iteration 14F (24.346198 sec): 3 clusters Score: Raw -35915.695346 + Penalty 1134.397448 = -34781.297898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.347013 sec): 2 clusters Score: Raw -11250.051626 + Penalty 539.352685 = -10710.698941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.347453 sec): 3 clusters Score: Raw -11277.157925 + Penalty 1079.560711 = -10197.597213 nChanged 17 SP:Iteration 1F (24.347888 sec): 3 clusters Score: Raw -11324.970157 + Penalty 1082.042048 = -10242.928109 nChanged 9 SP:Iteration 2F (24.348344 sec): 3 clusters Score: Raw -11348.328210 + Penalty 1082.837053 = -10265.491157 nChanged 3 SP:Iteration 3Q (24.348760 sec): 3 clusters Score: Raw -11359.699521 + Penalty 1081.472583 = -10278.226938 nChanged 3 SP:Iteration 4Q (24.349172 sec): 3 clusters Score: Raw -11368.449916 + Penalty 1081.547144 = -10286.902773 nChanged 1 SP:Iteration 5Q (24.349582 sec): 3 clusters Score: Raw -11371.059006 + Penalty 1081.547144 = -10289.511862 nChanged 0 SP:Iteration 6F (24.350041 sec): 3 clusters Score: Raw -11371.059006 + Penalty 1081.547144 = -10289.511862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.350873 sec): 2 clusters Score: Raw -12362.165725 + Penalty 337.324283 = -12024.841442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.351339 sec): 3 clusters Score: Raw -12329.495076 + Penalty 678.876616 = -11650.618460 nChanged 28 SP:Iteration 1F (24.351798 sec): 3 clusters Score: Raw -12366.770392 + Penalty 684.043237 = -11682.727155 nChanged 11 SP:Iteration 2F (24.352256 sec): 3 clusters Score: Raw -12386.399921 + Penalty 686.364492 = -11700.035429 nChanged 4 SP:Iteration 3Q (24.352706 sec): 3 clusters Score: Raw -12392.992257 + Penalty 693.110453 = -11699.881804 nChanged 4 SP:Iteration 4F (24.353164 sec): 3 clusters Score: Raw -12398.829941 + Penalty 695.586291 = -11703.243650 nChanged 2 SP:Iteration 5Q (24.353611 sec): 3 clusters Score: Raw -12400.629682 + Penalty 698.889211 = -11701.740471 nChanged 4 SP:Iteration 6F (24.354090 sec): 3 clusters Score: Raw -12404.396940 + Penalty 699.084581 = -11705.312359 nChanged 1 SP:Iteration 7Q (24.354538 sec): 3 clusters Score: Raw -12404.658467 + Penalty 699.084581 = -11705.573885 nChanged 0 SP:Iteration 8F (24.354998 sec): 3 clusters Score: Raw -12404.658467 + Penalty 699.084581 = -11705.573885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.355714 sec): 2 clusters Score: Raw -8767.672704 + Penalty 651.461044 = -8116.211660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.356095 sec): 3 clusters Score: Raw -8825.015930 + Penalty 1301.171236 = -7523.844694 nChanged 6 SP:Iteration 1F (24.356470 sec): 3 clusters Score: Raw -8844.232007 + Penalty 1301.171236 = -7543.060771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.356961 sec): 2 clusters Score: Raw -775.322114 + Penalty 207.104399 = -568.217715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.357185 sec): 3 clusters Score: Raw -771.989487 + Penalty 410.861804 = -361.127682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 47 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.358239 sec): 2 clusters Score: Raw -20523.905786 + Penalty 444.172707 = -20079.733079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.358866 sec): 3 clusters Score: Raw -20437.828573 + Penalty 891.641931 = -19546.186642 nChanged 56 SP:Iteration 1F (24.359471 sec): 3 clusters Score: Raw -20486.086009 + Penalty 888.871128 = -19597.214881 nChanged 9 SP:Iteration 2Q (24.360066 sec): 3 clusters Score: Raw -20494.649280 + Penalty 887.838986 = -19606.810294 nChanged 5 SP:Iteration 3Q (24.360662 sec): 3 clusters Score: Raw -20500.179985 + Penalty 890.948617 = -19609.231368 nChanged 3 SP:Iteration 4Q (24.361258 sec): 3 clusters Score: Raw -20503.657780 + Penalty 890.948617 = -19612.709163 nChanged 0 SP:Iteration 5F (24.361849 sec): 3 clusters Score: Raw -20503.657780 + Penalty 890.948617 = -19612.709163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 48 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.362461 sec): 2 clusters Score: Raw -4692.376787 + Penalty 248.212636 = -4444.164151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.362788 sec): 3 clusters Score: Raw -4719.974445 + Penalty 518.695409 = -4201.279037 nChanged 7 SP:Iteration 1F (24.363097 sec): 3 clusters Score: Raw -4734.717179 + Penalty 524.081175 = -4210.636003 nChanged 1 SP:Iteration 2Q (24.363391 sec): 3 clusters Score: Raw -4735.309101 + Penalty 524.081175 = -4211.227926 nChanged 0 SP:Iteration 3F (24.363696 sec): 3 clusters Score: Raw -4735.309101 + Penalty 524.081175 = -4211.227926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.364165 sec): 2 clusters Score: Raw -84.215809 + Penalty 0.000000 = -84.215809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.364358 sec): 2 clusters Score: Raw -84.215809 + Penalty 0.000000 = -84.215809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 50 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.364886 sec): 2 clusters Score: Raw -2383.797417 + Penalty 383.241123 = -2000.556294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.365143 sec): 3 clusters Score: Raw -2395.075696 + Penalty 768.689977 = -1626.385719 nChanged 1 SP:Iteration 1Q (24.365388 sec): 3 clusters Score: Raw -2398.294943 + Penalty 768.689977 = -1629.604966 nChanged 0 SP:Iteration 2F (24.365639 sec): 3 clusters Score: Raw -2398.294943 + Penalty 768.689977 = -1629.604966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 51 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.367072 sec): 2 clusters Score: Raw -32037.091790 + Penalty 682.697122 = -31354.394668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.367901 sec): 3 clusters Score: Raw -31951.278063 + Penalty 1364.640491 = -30586.637572 nChanged 66 SP:Iteration 1F (24.368692 sec): 3 clusters Score: Raw -32041.103395 + Penalty 1365.138263 = -30675.965131 nChanged 28 SP:Iteration 2F (24.369529 sec): 3 clusters Score: Raw -32084.967013 + Penalty 1368.702418 = -30716.264595 nChanged 19 SP:Iteration 3F (24.370328 sec): 3 clusters Score: Raw -32116.685996 + Penalty 1370.743478 = -30745.942518 nChanged 11 SP:Iteration 4Q (24.371136 sec): 3 clusters Score: Raw -32133.020025 + Penalty 1372.241386 = -30760.778640 nChanged 7 SP:Iteration 5Q (24.371925 sec): 3 clusters Score: Raw -32145.132860 + Penalty 1372.628652 = -30772.504208 nChanged 2 SP:Iteration 6Q (24.372708 sec): 3 clusters Score: Raw -32147.060306 + Penalty 1372.450938 = -30774.609368 nChanged 1 SP:Iteration 7Q (24.373493 sec): 3 clusters Score: Raw -32149.531742 + Penalty 1372.226972 = -30777.304770 nChanged 1 SP:Iteration 8Q (24.374277 sec): 3 clusters Score: Raw -32150.363158 + Penalty 1372.226972 = -30778.136186 nChanged 0 SP:Iteration 9F (24.375091 sec): 3 clusters Score: Raw -32150.363158 + Penalty 1372.226972 = -30778.136186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 52 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.375674 sec): 2 clusters Score: Raw -3548.445405 + Penalty 290.102669 = -3258.342736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.375958 sec): 3 clusters Score: Raw -3580.292679 + Penalty 596.097372 = -2984.195307 nChanged 1 SP:Iteration 1Q (24.376229 sec): 3 clusters Score: Raw -3582.771562 + Penalty 598.487400 = -2984.284162 nChanged 1 SP:Iteration 2Q (24.376499 sec): 3 clusters Score: Raw -3585.206848 + Penalty 599.355931 = -2985.850917 nChanged 1 SP:Iteration 3Q (24.376769 sec): 3 clusters Score: Raw -3587.823328 + Penalty 604.467179 = -2983.356148 nChanged 1 SP:Iteration 4F (24.377047 sec): 3 clusters Score: Raw -3589.600346 + Penalty 604.467179 = -2985.133167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.377538 sec): 2 clusters Score: Raw -683.117604 + Penalty 126.732184 = -556.385420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.377764 sec): 3 clusters Score: Raw -697.894613 + Penalty 263.713217 = -434.181396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 54 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.378272 sec): 2 clusters Score: Raw -1489.130391 + Penalty 180.413530 = -1308.716861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.378515 sec): 3 clusters Score: Raw -1488.877488 + Penalty 347.071485 = -1141.806003 nChanged 2 SP:Iteration 1F (24.378754 sec): 3 clusters Score: Raw -1492.221037 + Penalty 347.071485 = -1145.149552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.379640 sec): 2 clusters Score: Raw -14245.166966 + Penalty 696.180941 = -13548.986026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.380145 sec): 3 clusters Score: Raw -14299.908405 + Penalty 1392.523592 = -12907.384813 nChanged 21 SP:Iteration 1F (24.380647 sec): 3 clusters Score: Raw -14354.810332 + Penalty 1392.729601 = -12962.080730 nChanged 5 SP:Iteration 2Q (24.381119 sec): 3 clusters Score: Raw -14365.969708 + Penalty 1392.856740 = -12973.112968 nChanged 2 SP:Iteration 3Q (24.381588 sec): 3 clusters Score: Raw -14375.099349 + Penalty 1392.626325 = -12982.473023 nChanged 1 SP:Iteration 4Q (24.382086 sec): 3 clusters Score: Raw -14378.464792 + Penalty 1392.626325 = -12985.838466 nChanged 0 SP:Iteration 5F (24.382585 sec): 3 clusters Score: Raw -14378.464792 + Penalty 1392.626325 = -12985.838466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.383097 sec): 2 clusters Score: Raw -1535.010875 + Penalty 394.522763 = -1140.488112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.383337 sec): 3 clusters Score: Raw -1582.415554 + Penalty 789.045526 = -793.370028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 57 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.383886 sec): 2 clusters Score: Raw -2863.985713 + Penalty 277.377376 = -2586.608338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.384155 sec): 3 clusters Score: Raw -2853.019811 + Penalty 562.611065 = -2290.408746 nChanged 1 SP:Iteration 1Q (24.384418 sec): 3 clusters Score: Raw -2855.089797 + Penalty 562.611065 = -2292.478732 nChanged 0 SP:Iteration 2F (24.384683 sec): 3 clusters Score: Raw -2855.089797 + Penalty 562.611065 = -2292.478732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.385492 sec): 2 clusters Score: Raw -11224.247342 + Penalty 756.042401 = -10468.204941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.385931 sec): 3 clusters Score: Raw -11332.770029 + Penalty 1511.411928 = -9821.358101 nChanged 14 SP:Iteration 1F (24.386369 sec): 3 clusters Score: Raw -11369.198290 + Penalty 1511.101535 = -9858.096755 nChanged 3 SP:Iteration 2Q (24.386783 sec): 3 clusters Score: Raw -11390.134064 + Penalty 1511.154194 = -9878.979869 nChanged 1 SP:Iteration 3Q (24.387189 sec): 3 clusters Score: Raw -11394.487248 + Penalty 1511.154194 = -9883.333054 nChanged 0 SP:Iteration 4F (24.387622 sec): 3 clusters Score: Raw -11394.487248 + Penalty 1511.154194 = -9883.333054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.388117 sec): 2 clusters Score: Raw -820.285845 + Penalty 194.960422 = -625.325423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.388342 sec): 3 clusters Score: Raw -819.456175 + Penalty 407.329497 = -412.126678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.388836 sec): 2 clusters Score: Raw -1080.863002 + Penalty 184.393992 = -896.469010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.389067 sec): 3 clusters Score: Raw -1092.192026 + Penalty 361.262192 = -730.929834 nChanged 1 SP:Iteration 1F (24.389294 sec): 3 clusters Score: Raw -1096.592735 + Penalty 353.924279 = -742.668455 nChanged 1 SP:Iteration 2F (24.389519 sec): 3 clusters Score: Raw -1101.093752 + Penalty 344.404560 = -756.689191 nChanged 1 SP:Iteration 3F (24.389746 sec): 3 clusters Score: Raw -1107.582482 + Penalty 344.404560 = -763.177922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.390225 sec): 2 clusters Score: Raw -565.865928 + Penalty 186.231309 = -379.634619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.390448 sec): 3 clusters Score: Raw -559.249041 + Penalty 373.017353 = -186.231688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 65 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.390955 sec): 2 clusters Score: Raw -1406.448995 + Penalty 308.457495 = -1097.991499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.391214 sec): 3 clusters Score: Raw -1427.302300 + Penalty 624.271217 = -803.031083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.391811 sec): 2 clusters Score: Raw -4838.814691 + Penalty 379.261613 = -4459.553078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.392116 sec): 3 clusters Score: Raw -4849.398964 + Penalty 760.249152 = -4089.149812 nChanged 3 SP:Iteration 1F (24.392415 sec): 3 clusters Score: Raw -4859.307828 + Penalty 760.647604 = -4098.660224 nChanged 1 SP:Iteration 2Q (24.392710 sec): 3 clusters Score: Raw -4861.469494 + Penalty 760.460260 = -4101.009233 nChanged 1 SP:Iteration 3Q (24.393002 sec): 3 clusters Score: Raw -4865.340221 + Penalty 760.460260 = -4104.879961 nChanged 0 SP:Iteration 4F (24.393301 sec): 3 clusters Score: Raw -4865.340221 + Penalty 760.460260 = -4104.879961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.393785 sec): 2 clusters Score: Raw -681.961188 + Penalty 233.922731 = -448.038457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.394007 sec): 3 clusters Score: Raw -676.700059 + Penalty 471.525975 = -205.174084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.394482 sec): 2 clusters Score: Raw -445.153530 + Penalty 106.162442 = -338.991089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.394700 sec): 3 clusters Score: Raw -442.156336 + Penalty 201.352498 = -240.803838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.395168 sec): 2 clusters Score: Raw -90.241998 + Penalty 0.000000 = -90.241998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.395360 sec): 2 clusters Score: Raw -90.241998 + Penalty 0.000000 = -90.241998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 70 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.395854 sec): 2 clusters Score: Raw -1198.939149 + Penalty 313.361119 = -885.578031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.396084 sec): 3 clusters Score: Raw -1194.167970 + Penalty 630.639834 = -563.528136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 71 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.396650 sec): 2 clusters Score: Raw -3581.742473 + Penalty 315.982148 = -3265.760325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.396937 sec): 3 clusters Score: Raw -3598.409396 + Penalty 630.828933 = -2967.580463 nChanged 1 SP:Iteration 1Q (24.397209 sec): 3 clusters Score: Raw -3604.968775 + Penalty 631.319074 = -2973.649702 nChanged 1 SP:Iteration 2Q (24.397488 sec): 3 clusters Score: Raw -3607.384811 + Penalty 634.636947 = -2972.747864 nChanged 2 SP:Iteration 3F (24.397772 sec): 3 clusters Score: Raw -3615.238217 + Penalty 635.982978 = -2979.255239 nChanged 1 SP:Iteration 4Q (24.398049 sec): 3 clusters Score: Raw -3617.533639 + Penalty 635.982978 = -2981.550662 nChanged 0 SP:Iteration 5F (24.398333 sec): 3 clusters Score: Raw -3617.533639 + Penalty 635.982978 = -2981.550662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 72 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.398827 sec): 2 clusters Score: Raw -1074.134774 + Penalty 291.492562 = -782.642212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.399057 sec): 3 clusters Score: Raw -1074.368951 + Penalty 586.055440 = -488.313511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.399549 sec): 2 clusters Score: Raw -283.965425 + Penalty 110.562340 = -173.403085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.399762 sec): 3 clusters Score: Raw -275.877671 + Penalty 220.996381 = -54.881291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 74 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.400379 sec): 2 clusters Score: Raw -5146.238854 + Penalty 342.659629 = -4803.579224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.400698 sec): 3 clusters Score: Raw -5146.118261 + Penalty 685.319259 = -4460.799002 nChanged 5 SP:Iteration 1F (24.401009 sec): 3 clusters Score: Raw -5154.893257 + Penalty 685.319259 = -4469.573998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.401493 sec): 2 clusters Score: Raw -767.317095 + Penalty 233.097497 = -534.219598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.401717 sec): 3 clusters Score: Raw -768.168722 + Penalty 478.115983 = -290.052739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 76 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.402268 sec): 2 clusters Score: Raw -3104.161115 + Penalty 370.212464 = -2733.948651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.402539 sec): 3 clusters Score: Raw -3154.649003 + Penalty 743.433322 = -2411.215681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.403034 sec): 2 clusters Score: Raw -1186.465286 + Penalty 340.474227 = -845.991059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.403266 sec): 3 clusters Score: Raw -1197.229666 + Penalty 679.947768 = -517.281898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.403724 sec): 2 clusters Score: Raw -82.595726 + Penalty 0.000000 = -82.595726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.403907 sec): 2 clusters Score: Raw -82.595726 + Penalty 0.000000 = -82.595726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 79 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.404591 sec): 2 clusters Score: Raw -8137.181825 + Penalty 396.790174 = -7740.391650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.404961 sec): 3 clusters Score: Raw -8129.904397 + Penalty 793.091234 = -7336.813163 nChanged 9 SP:Iteration 1F (24.405325 sec): 3 clusters Score: Raw -8152.523108 + Penalty 792.856081 = -7359.667028 nChanged 1 SP:Iteration 2Q (24.405684 sec): 3 clusters Score: Raw -8153.811951 + Penalty 792.856081 = -7360.955870 nChanged 0 SP:Iteration 3F (24.406050 sec): 3 clusters Score: Raw -8153.811951 + Penalty 792.856081 = -7360.955870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.406520 sec): 2 clusters Score: Raw -191.294873 + Penalty 74.190797 = -117.104076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.406716 sec): 2 clusters Score: Raw -191.294873 + Penalty 74.190797 = -117.104076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 81 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.407239 sec): 2 clusters Score: Raw -2379.954492 + Penalty 437.763486 = -1942.191005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.407515 sec): 3 clusters Score: Raw -2377.202432 + Penalty 875.612355 = -1501.590077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.407996 sec): 2 clusters Score: Raw -507.524169 + Penalty 204.774656 = -302.749512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.408214 sec): 3 clusters Score: Raw -489.748512 + Penalty 410.778898 = -78.969614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 85 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.408714 sec): 2 clusters Score: Raw -1241.863933 + Penalty 282.830613 = -959.033321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.408947 sec): 3 clusters Score: Raw -1244.415771 + Penalty 559.694857 = -684.720913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.409429 sec): 2 clusters Score: Raw -560.660495 + Penalty 153.062154 = -407.598341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.409648 sec): 3 clusters Score: Raw -603.857958 + Penalty 308.594359 = -295.263599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.410112 sec): 2 clusters Score: Raw -89.622219 + Penalty 0.000000 = -89.622219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.410305 sec): 2 clusters Score: Raw -89.622219 + Penalty 0.000000 = -89.622219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.410784 sec): 2 clusters Score: Raw -476.104532 + Penalty 158.629520 = -317.475012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.411002 sec): 3 clusters Score: Raw -466.625466 + Penalty 319.822981 = -146.802485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.411482 sec): 2 clusters Score: Raw -693.034930 + Penalty 224.401922 = -468.633009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.411705 sec): 3 clusters Score: Raw -683.551389 + Penalty 451.516013 = -232.035376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.412185 sec): 2 clusters Score: Raw -574.781401 + Penalty 198.653442 = -376.127959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.412404 sec): 3 clusters Score: Raw -566.310293 + Penalty 198.653442 = -367.656851 nChanged 1 SP:Iteration 1F (24.412602 sec): 2 clusters Score: Raw -574.781401 + Penalty 198.653442 = -376.127959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.413161 sec): 2 clusters Score: Raw -3582.268392 + Penalty 485.007930 = -3097.260462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.413436 sec): 3 clusters Score: Raw -3609.091846 + Penalty 973.379836 = -2635.712010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 94 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.413939 sec): 2 clusters Score: Raw -1331.277297 + Penalty 212.665340 = -1118.611957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.414176 sec): 3 clusters Score: Raw -1336.768770 + Penalty 447.821799 = -888.946971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.414670 sec): 2 clusters Score: Raw -473.980087 + Penalty 138.566626 = -335.413461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.414888 sec): 3 clusters Score: Raw -466.415389 + Penalty 278.546983 = -187.868405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 96 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.415371 sec): 2 clusters Score: Raw -773.751177 + Penalty 248.155598 = -525.595579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.415595 sec): 3 clusters Score: Raw -773.059507 + Penalty 484.041849 = -289.017657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 98 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.416074 sec): 2 clusters Score: Raw -455.460940 + Penalty 101.778239 = -353.682701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.416291 sec): 3 clusters Score: Raw -451.673339 + Penalty 204.507307 = -247.166032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.416765 sec): 2 clusters Score: Raw -404.085645 + Penalty 184.630657 = -219.454988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.416980 sec): 3 clusters Score: Raw -388.372409 + Penalty 369.261315 = -19.111094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 100 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.417534 sec): 2 clusters Score: Raw -3432.425545 + Penalty 528.187627 = -2904.237917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.417807 sec): 3 clusters Score: Raw -3484.302189 + Penalty 1058.617484 = -2425.684705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.418289 sec): 2 clusters Score: Raw -664.582510 + Penalty 200.854356 = -463.728154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.418510 sec): 3 clusters Score: Raw -665.020402 + Penalty 398.717691 = -266.302711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.418978 sec): 2 clusters Score: Raw -177.903952 + Penalty 51.296820 = -126.607132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.419181 sec): 3 clusters Score: Raw -174.689243 + Penalty 102.593640 = -72.095603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 103 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.419681 sec): 2 clusters Score: Raw -1295.889395 + Penalty 342.452422 = -953.436973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.419917 sec): 3 clusters Score: Raw -1319.027949 + Penalty 692.690045 = -626.337905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.420396 sec): 2 clusters Score: Raw -453.536476 + Penalty 119.330905 = -334.205572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.420617 sec): 3 clusters Score: Raw -450.458947 + Penalty 244.541227 = -205.917721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.421091 sec): 2 clusters Score: Raw -352.636504 + Penalty 108.559498 = -244.077006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.421300 sec): 3 clusters Score: Raw -361.874556 + Penalty 217.118997 = -144.755559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.421785 sec): 2 clusters Score: Raw -180.999735 + Penalty 51.105410 = -129.894324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.421989 sec): 3 clusters Score: Raw -174.895271 + Penalty 102.210821 = -72.684450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.422464 sec): 2 clusters Score: Raw -470.532171 + Penalty 144.222827 = -326.309344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.422682 sec): 3 clusters Score: Raw -463.422646 + Penalty 289.158647 = -174.263999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.423162 sec): 2 clusters Score: Raw -613.896170 + Penalty 276.932239 = -336.963932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.423383 sec): 3 clusters Score: Raw -661.170811 + Penalty 551.026242 = -110.144569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.423851 sec): 2 clusters Score: Raw -282.612334 + Penalty 127.292326 = -155.320008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.424049 sec): 2 clusters Score: Raw -282.612334 + Penalty 127.292326 = -155.320008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 112 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.424570 sec): 2 clusters Score: Raw -1832.248673 + Penalty 218.678650 = -1613.570024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.424820 sec): 3 clusters Score: Raw -1838.378168 + Penalty 437.357300 = -1401.020868 nChanged 1 SP:Iteration 1Q (24.425061 sec): 3 clusters Score: Raw -1840.978498 + Penalty 437.357300 = -1403.621198 nChanged 0 SP:Iteration 2F (24.425305 sec): 3 clusters Score: Raw -1840.978498 + Penalty 437.357300 = -1403.621198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.425786 sec): 2 clusters Score: Raw -577.473740 + Penalty 193.774427 = -383.699313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.426005 sec): 3 clusters Score: Raw -568.497481 + Penalty 378.286516 = -190.210965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.426490 sec): 2 clusters Score: Raw -854.190664 + Penalty 237.673389 = -616.517275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.426716 sec): 3 clusters Score: Raw -860.917683 + Penalty 475.714451 = -385.203233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.427199 sec): 2 clusters Score: Raw -692.037912 + Penalty 85.116060 = -606.921852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.427415 sec): 3 clusters Score: Raw -687.372027 + Penalty 170.232121 = -517.139907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 117 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.427999 sec): 2 clusters Score: Raw -4441.444992 + Penalty 591.109703 = -3850.335289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.428297 sec): 3 clusters Score: Raw -4577.864404 + Penalty 1181.926618 = -3395.937787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 118 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.428830 sec): 2 clusters Score: Raw -1658.388304 + Penalty 270.494230 = -1387.894074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.429077 sec): 3 clusters Score: Raw -1676.606560 + Penalty 544.189335 = -1132.417225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.429558 sec): 2 clusters Score: Raw -555.472543 + Penalty 142.924726 = -412.547816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.429778 sec): 3 clusters Score: Raw -549.603920 + Penalty 286.643940 = -262.959980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.430249 sec): 2 clusters Score: Raw -361.230714 + Penalty 106.286515 = -254.944199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.430465 sec): 3 clusters Score: Raw -357.240443 + Penalty 235.692796 = -121.547647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.430934 sec): 2 clusters Score: Raw -283.503956 + Penalty 127.054008 = -156.449948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.431143 sec): 3 clusters Score: Raw -277.652221 + Penalty 246.516619 = -31.135602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 122 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.431666 sec): 2 clusters Score: Raw -1986.190136 + Penalty 305.427212 = -1680.762924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.431916 sec): 3 clusters Score: Raw -2009.474100 + Penalty 609.864349 = -1399.609752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 124 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.432395 sec): 2 clusters Score: Raw -597.415602 + Penalty 235.500040 = -361.915562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.432597 sec): 2 clusters Score: Raw -597.415602 + Penalty 235.500040 = -361.915562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.433071 sec): 2 clusters Score: Raw -393.239747 + Penalty 170.823994 = -222.415753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.433287 sec): 3 clusters Score: Raw -380.217182 + Penalty 341.647987 = -38.569195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.433761 sec): 2 clusters Score: Raw -385.100652 + Penalty 145.950128 = -239.150524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.433959 sec): 2 clusters Score: Raw -385.100652 + Penalty 145.950128 = -239.150524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.434433 sec): 2 clusters Score: Raw -447.395889 + Penalty 120.103593 = -327.292295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.434651 sec): 3 clusters Score: Raw -445.282950 + Penalty 245.913825 = -199.369124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.435121 sec): 2 clusters Score: Raw -374.524667 + Penalty 133.431146 = -241.093520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.435335 sec): 3 clusters Score: Raw -368.201723 + Penalty 247.129746 = -121.071978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 130 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.435833 sec): 2 clusters Score: Raw -760.986970 + Penalty 208.659430 = -552.327540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.436057 sec): 3 clusters Score: Raw -754.306256 + Penalty 410.044813 = -344.261443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.436553 sec): 2 clusters Score: Raw -1253.663171 + Penalty 312.743881 = -940.919290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.436787 sec): 3 clusters Score: Raw -1263.502081 + Penalty 618.880806 = -644.621274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 132 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.437273 sec): 2 clusters Score: Raw -747.072623 + Penalty 214.156347 = -532.916277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.437497 sec): 3 clusters Score: Raw -745.796877 + Penalty 428.312693 = -317.484184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 133 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.438008 sec): 2 clusters Score: Raw -2495.179200 + Penalty 31.961375 = -2463.217825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.438229 sec): 3 clusters Score: Raw -2498.841027 + Penalty 64.336504 = -2434.504524 nChanged 9 SP:Iteration 1F (24.438448 sec): 3 clusters Score: Raw -2504.831864 + Penalty 64.857944 = -2439.973920 nChanged 5 SP:Iteration 2F (24.438666 sec): 3 clusters Score: Raw -2507.383685 + Penalty 66.581240 = -2440.802444 nChanged 2 SP:Iteration 3F (24.438883 sec): 3 clusters Score: Raw -2509.899645 + Penalty 74.182283 = -2435.717362 nChanged 4 SP:Iteration 4F (24.439100 sec): 3 clusters Score: Raw -2516.462424 + Penalty 77.592554 = -2438.869870 nChanged 1 SP:Iteration 5Q (24.439314 sec): 3 clusters Score: Raw -2517.874450 + Penalty 77.592554 = -2440.281895 nChanged 0 SP:Iteration 6F (24.439530 sec): 3 clusters Score: Raw -2517.874450 + Penalty 77.592554 = -2440.281895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.440034 sec): 2 clusters Score: Raw -1479.140994 + Penalty 303.639257 = -1175.501738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.440273 sec): 3 clusters Score: Raw -1506.913591 + Penalty 607.278513 = -899.635078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 135 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.440775 sec): 2 clusters Score: Raw -1371.226908 + Penalty 330.883695 = -1040.343212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.441010 sec): 3 clusters Score: Raw -1380.965673 + Penalty 661.552017 = -719.413656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.441496 sec): 2 clusters Score: Raw -822.359683 + Penalty 272.908238 = -549.451444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.441720 sec): 3 clusters Score: Raw -805.214525 + Penalty 535.122526 = -270.091999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 137 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.442216 sec): 2 clusters Score: Raw -1158.871951 + Penalty 358.264163 = -800.607788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.442445 sec): 3 clusters Score: Raw -1178.026071 + Penalty 724.313576 = -453.712495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.442944 sec): 2 clusters Score: Raw -780.195374 + Penalty 246.743011 = -533.452364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.443169 sec): 3 clusters Score: Raw -780.253629 + Penalty 497.782870 = -282.470759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.443641 sec): 2 clusters Score: Raw -368.831774 + Penalty 116.230172 = -252.601603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.443856 sec): 3 clusters Score: Raw -361.080654 + Penalty 256.905664 = -104.174991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 140 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.444332 sec): 2 clusters Score: Raw -605.942701 + Penalty 220.804037 = -385.138664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.444554 sec): 3 clusters Score: Raw -591.178403 + Penalty 441.608073 = -149.570330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.445022 sec): 2 clusters Score: Raw -292.817055 + Penalty 138.726068 = -154.090987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.445220 sec): 2 clusters Score: Raw -292.817055 + Penalty 138.726068 = -154.090987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 142 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.445713 sec): 2 clusters Score: Raw -995.613125 + Penalty 193.557165 = -802.055960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.445944 sec): 3 clusters Score: Raw -1003.596375 + Penalty 385.296278 = -618.300097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 144 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.446434 sec): 2 clusters Score: Raw -996.733989 + Penalty 318.875824 = -677.858165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.446663 sec): 3 clusters Score: Raw -998.798941 + Penalty 629.095331 = -369.703611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.447134 sec): 2 clusters Score: Raw -353.249973 + Penalty 87.601258 = -265.648715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.447348 sec): 3 clusters Score: Raw -350.873769 + Penalty 177.682776 = -173.190993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.447821 sec): 2 clusters Score: Raw -483.271904 + Penalty 181.370536 = -301.901367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.448040 sec): 3 clusters Score: Raw -475.041132 + Penalty 366.103296 = -108.937836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.448515 sec): 2 clusters Score: Raw -478.361895 + Penalty 146.322043 = -332.039852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.448731 sec): 3 clusters Score: Raw -466.298520 + Penalty 292.750257 = -173.548263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 148 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.449207 sec): 2 clusters Score: Raw -591.745071 + Penalty 198.624865 = -393.120207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.449425 sec): 3 clusters Score: Raw -586.205808 + Penalty 351.187551 = -235.018257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.449905 sec): 2 clusters Score: Raw -85.293116 + Penalty 0.000000 = -85.293116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.450096 sec): 2 clusters Score: Raw -85.293116 + Penalty 0.000000 = -85.293116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.450570 sec): 2 clusters Score: Raw -289.673798 + Penalty 133.281347 = -156.392451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.450783 sec): 3 clusters Score: Raw -279.997181 + Penalty 273.762523 = -6.234658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 152 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.451330 sec): 2 clusters Score: Raw -3050.767351 + Penalty 473.426212 = -2577.341138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.451596 sec): 3 clusters Score: Raw -3078.564392 + Penalty 948.522942 = -2130.041450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.452068 sec): 2 clusters Score: Raw -382.155787 + Penalty 141.652336 = -240.503451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.452277 sec): 3 clusters Score: Raw -376.203944 + Penalty 255.818653 = -120.385291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.452747 sec): 2 clusters Score: Raw -272.882852 + Penalty 81.283037 = -191.599816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.452958 sec): 3 clusters Score: Raw -266.043279 + Penalty 171.297447 = -94.745832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.453432 sec): 2 clusters Score: Raw -486.355452 + Penalty 205.082638 = -281.272814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.453649 sec): 3 clusters Score: Raw -477.046780 + Penalty 418.000100 = -59.046681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.454125 sec): 2 clusters Score: Raw -482.634682 + Penalty 161.605849 = -321.028832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.454344 sec): 3 clusters Score: Raw -472.107872 + Penalty 325.994162 = -146.113710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.454832 sec): 2 clusters Score: Raw -892.351676 + Penalty 257.077447 = -635.274229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.455058 sec): 3 clusters Score: Raw -886.541145 + Penalty 521.379262 = -365.161883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.455532 sec): 2 clusters Score: Raw -502.419923 + Penalty 190.152830 = -312.267093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.455749 sec): 3 clusters Score: Raw -487.706163 + Penalty 384.394829 = -103.311333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 160 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.456233 sec): 2 clusters Score: Raw -885.806813 + Penalty 266.545463 = -619.261350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.456459 sec): 3 clusters Score: Raw -877.013357 + Penalty 524.936256 = -352.077100 nChanged 1 SP:Iteration 1F (24.456696 sec): 3 clusters Score: Raw -881.233869 + Penalty 524.936256 = -356.297612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.457171 sec): 2 clusters Score: Raw -386.510343 + Penalty 158.153332 = -228.357012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.457387 sec): 3 clusters Score: Raw -375.883768 + Penalty 314.461989 = -61.421779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.457854 sec): 2 clusters Score: Raw -181.805057 + Penalty 43.815193 = -137.989864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.458049 sec): 2 clusters Score: Raw -181.805057 + Penalty 43.815193 = -137.989864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.458524 sec): 2 clusters Score: Raw -384.319561 + Penalty 147.685062 = -236.634499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.458740 sec): 3 clusters Score: Raw -375.473842 + Penalty 147.685062 = -227.788780 nChanged 1 SP:Iteration 1F (24.458934 sec): 2 clusters Score: Raw -384.319561 + Penalty 147.685062 = -236.634499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.459413 sec): 2 clusters Score: Raw -495.432074 + Penalty 193.575428 = -301.856647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.459631 sec): 3 clusters Score: Raw -482.478672 + Penalty 383.875252 = -98.603420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.460098 sec): 2 clusters Score: Raw -191.699514 + Penalty 88.712315 = -102.987199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.460293 sec): 2 clusters Score: Raw -191.699514 + Penalty 88.712315 = -102.987199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.460752 sec): 2 clusters Score: Raw -86.112436 + Penalty 0.000000 = -86.112436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.460938 sec): 2 clusters Score: Raw -86.112436 + Penalty 0.000000 = -86.112436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.461410 sec): 2 clusters Score: Raw -401.980131 + Penalty 181.175674 = -220.804457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.461624 sec): 3 clusters Score: Raw -388.649653 + Penalty 353.681062 = -34.968591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.462094 sec): 2 clusters Score: Raw -366.109428 + Penalty 90.933416 = -275.176012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.462309 sec): 3 clusters Score: Raw -358.747232 + Penalty 181.866833 = -176.880400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.462787 sec): 2 clusters Score: Raw -504.333912 + Penalty 208.409065 = -295.924847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.463003 sec): 3 clusters Score: Raw -491.920598 + Penalty 406.662823 = -85.257774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 171 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.463490 sec): 2 clusters Score: Raw -826.421839 + Penalty 183.218790 = -643.203049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.463733 sec): 3 clusters Score: Raw -832.771391 + Penalty 365.478506 = -467.292885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.464201 sec): 2 clusters Score: Raw -188.383977 + Penalty 68.363130 = -120.020847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.464397 sec): 2 clusters Score: Raw -188.383977 + Penalty 68.363130 = -120.020847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.464874 sec): 2 clusters Score: Raw -587.038632 + Penalty 247.334265 = -339.704367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.465094 sec): 3 clusters Score: Raw -588.598706 + Penalty 494.668530 = -93.930177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 174 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.465568 sec): 2 clusters Score: Raw -462.538583 + Penalty 145.829671 = -316.708912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.465785 sec): 3 clusters Score: Raw -456.846962 + Penalty 278.445505 = -178.401457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.466243 sec): 2 clusters Score: Raw -90.547804 + Penalty 0.000000 = -90.547804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.466434 sec): 2 clusters Score: Raw -90.547804 + Penalty 0.000000 = -90.547804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.466905 sec): 2 clusters Score: Raw -376.184182 + Penalty 132.307510 = -243.876672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.467122 sec): 3 clusters Score: Raw -368.328099 + Penalty 264.615020 = -103.713079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.467579 sec): 2 clusters Score: Raw -161.508660 + Penalty 3.465736 = -158.042924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.467764 sec): 2 clusters Score: Raw -161.508660 + Penalty 3.465736 = -158.042924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.468235 sec): 2 clusters Score: Raw -400.505526 + Penalty 180.188928 = -220.316597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.468450 sec): 3 clusters Score: Raw -385.494371 + Penalty 360.377856 = -25.116515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.468925 sec): 2 clusters Score: Raw -486.070280 + Penalty 199.504592 = -286.565688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.469141 sec): 3 clusters Score: Raw -476.839815 + Penalty 398.033489 = -78.806326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 183 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.469618 sec): 2 clusters Score: Raw -584.980100 + Penalty 243.279860 = -341.700240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.469837 sec): 3 clusters Score: Raw -580.324156 + Penalty 495.544344 = -84.779812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.470312 sec): 2 clusters Score: Raw -89.693545 + Penalty 0.000000 = -89.693545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.470505 sec): 2 clusters Score: Raw -89.693545 + Penalty 0.000000 = -89.693545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.470971 sec): 2 clusters Score: Raw -191.206692 + Penalty 90.855653 = -100.351039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.471180 sec): 3 clusters Score: Raw -183.907645 + Penalty 181.711306 = -2.196339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.471661 sec): 2 clusters Score: Raw -591.379035 + Penalty 232.729783 = -358.649251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.471884 sec): 3 clusters Score: Raw -584.781895 + Penalty 465.459567 = -119.322328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.472363 sec): 2 clusters Score: Raw -463.698697 + Penalty 137.771292 = -325.927405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.472581 sec): 3 clusters Score: Raw -459.505903 + Penalty 271.436710 = -188.069193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.473055 sec): 2 clusters Score: Raw -395.265649 + Penalty 195.283119 = -199.982531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.473270 sec): 3 clusters Score: Raw -386.453105 + Penalty 390.566237 = 4.113132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 191 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.473761 sec): 2 clusters Score: Raw -866.947876 + Penalty 92.067041 = -774.880835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.473988 sec): 3 clusters Score: Raw -867.180418 + Penalty 166.422011 = -700.758407 nChanged 1 SP:Iteration 1F (24.474213 sec): 3 clusters Score: Raw -867.912793 + Penalty 166.422011 = -701.490782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.474682 sec): 2 clusters Score: Raw -285.066695 + Penalty 110.032184 = -175.034511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.474880 sec): 2 clusters Score: Raw -285.066695 + Penalty 110.032184 = -175.034511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 194 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.475363 sec): 2 clusters Score: Raw -784.219167 + Penalty 249.061612 = -535.157555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.475589 sec): 3 clusters Score: Raw -780.668460 + Penalty 493.343437 = -287.325023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.476065 sec): 2 clusters Score: Raw -391.261277 + Penalty 184.267648 = -206.993630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.476280 sec): 3 clusters Score: Raw -381.536779 + Penalty 356.569988 = -24.966791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.476749 sec): 2 clusters Score: Raw -290.430418 + Penalty 127.000695 = -163.429724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.476961 sec): 3 clusters Score: Raw -281.669066 + Penalty 257.556854 = -24.112212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.477446 sec): 2 clusters Score: Raw -187.495474 + Penalty 85.355241 = -102.140233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.477655 sec): 3 clusters Score: Raw -179.379948 + Penalty 170.710482 = -8.669466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.478108 sec): 2 clusters Score: Raw -81.994667 + Penalty 0.000000 = -81.994667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.478292 sec): 2 clusters Score: Raw -81.994667 + Penalty 0.000000 = -81.994667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.478753 sec): 2 clusters Score: Raw -90.432349 + Penalty 0.000000 = -90.432349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.478945 sec): 2 clusters Score: Raw -90.432349 + Penalty 0.000000 = -90.432349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.479411 sec): 2 clusters Score: Raw -191.664658 + Penalty 91.933140 = -99.731517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.479606 sec): 2 clusters Score: Raw -191.664658 + Penalty 91.933140 = -99.731517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.480080 sec): 2 clusters Score: Raw -395.649695 + Penalty 163.437594 = -232.212101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.480297 sec): 3 clusters Score: Raw -385.337892 + Penalty 163.437594 = -221.900298 nChanged 1 SP:Iteration 1F (24.480498 sec): 2 clusters Score: Raw -395.649695 + Penalty 163.437594 = -232.212101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.480969 sec): 2 clusters Score: Raw -269.351837 + Penalty 102.751002 = -166.600835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.481167 sec): 2 clusters Score: Raw -269.351837 + Penalty 102.751002 = -166.600835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.481637 sec): 2 clusters Score: Raw -389.659527 + Penalty 164.736714 = -224.922813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.481851 sec): 3 clusters Score: Raw -379.336218 + Penalty 319.507815 = -59.828403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.482322 sec): 2 clusters Score: Raw -258.997304 + Penalty 63.936832 = -195.060472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.482532 sec): 3 clusters Score: Raw -255.957812 + Penalty 136.657613 = -119.300200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 215 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.483007 sec): 2 clusters Score: Raw -452.308619 + Penalty 182.051735 = -270.256884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.483225 sec): 3 clusters Score: Raw -453.513603 + Penalty 377.333628 = -76.179975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 217 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.483684 sec): 2 clusters Score: Raw -398.409374 + Penalty 13.841166 = -384.568208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.483894 sec): 3 clusters Score: Raw -408.741721 + Penalty 28.165163 = -380.576557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.484361 sec): 2 clusters Score: Raw -91.226358 + Penalty 0.000000 = -91.226358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.484553 sec): 2 clusters Score: Raw -91.226358 + Penalty 0.000000 = -91.226358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.485021 sec): 2 clusters Score: Raw -191.119627 + Penalty 76.152291 = -114.967336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.485217 sec): 2 clusters Score: Raw -191.119627 + Penalty 76.152291 = -114.967336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.485682 sec): 2 clusters Score: Raw -192.114420 + Penalty 85.882290 = -106.232130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.485877 sec): 2 clusters Score: Raw -192.114420 + Penalty 85.882290 = -106.232130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.486338 sec): 2 clusters Score: Raw -90.149520 + Penalty 0.000000 = -90.149520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.486532 sec): 2 clusters Score: Raw -90.149520 + Penalty 0.000000 = -90.149520 nChanged 0 Deleting Class 99 (4 points): Lose 30.758028 but Gain 1393.353803 Iteration 20F (27.508259 sec): 187 clusters Score: Raw -2987656.658699 + Penalty 187939.411753 = -2799717.246946 nChanged 267 Deleting Class 144 (10 points): Lose 87.394033 but Gain 1448.835083 Iteration 21Q (27.759773 sec): 186 clusters Score: Raw -2987690.134397 + Penalty 186620.715650 = -2801069.418747 nChanged 244 Deleting Class 190 (4 points): Lose 121.068521 but Gain 1473.744825 Iteration 22Q (28.007994 sec): 185 clusters Score: Raw -2987673.178796 + Penalty 185236.697412 = -2802436.481384 nChanged 231 Deleting Class 204 (2 points): Lose 35.747150 but Gain 1387.585270 Iteration 23Q (28.252376 sec): 184 clusters Score: Raw -2987736.646318 + Penalty 183033.199903 = -2804703.446415 nChanged 179 Deleting Class 170 (6 points): Lose 52.134725 but Gain 1402.164700 Iteration 24Q (28.488985 sec): 182 clusters Score: Raw -2987745.681441 + Penalty 181790.008622 = -2805955.672819 nChanged 156 Deleting Class 81 (23 points): Lose 113.373702 but Gain 1460.651398 Iteration 25Q (28.723530 sec): 181 clusters Score: Raw -2987712.454905 + Penalty 180406.611917 = -2807305.842989 nChanged 161 Deleting Class 141 (2 points): Lose 10.107884 but Gain 1360.281004 Iteration 26Q (28.957097 sec): 180 clusters Score: Raw -2987791.837793 + Penalty 179181.928888 = -2808609.908905 nChanged 108 Deleting Class 100 (34 points): Lose 207.144645 but Gain 1551.729092 Iteration 27Q (29.185541 sec): 179 clusters Score: Raw -2987628.480361 + Penalty 177687.881588 = -2809940.598772 nChanged 120 Deleting Class 180 (5 points): Lose 20.104342 but Gain 1398.500234 Iteration 28Q (29.414268 sec): 178 clusters Score: Raw -2987696.009303 + Penalty 176355.651994 = -2811340.357309 nChanged 94 Deleting Class 196 (4 points): Lose 48.092760 but Gain 1390.614275 Iteration 29Q (29.637168 sec): 177 clusters Score: Raw -2987678.356724 + Penalty 175101.521240 = -2812576.835485 nChanged 81 Deleting Class 224 (1 points): Lose 27.187087 but Gain 1366.370972 Iteration 30F (32.449920 sec): 176 clusters Score: Raw -2987691.302423 + Penalty 173768.597605 = -2813922.704817 nChanged 79 Deleting Class 168 (4 points): Lose 29.604413 but Gain 1367.280050 Iteration 31Q (32.670047 sec): 175 clusters Score: Raw -2987681.383401 + Penalty 172437.377831 = -2815244.005570 nChanged 67 Deleting Class 166 (2 points): Lose 5.999652 but Gain 1338.972013 Iteration 32Q (32.890004 sec): 174 clusters Score: Raw -2987717.922936 + Penalty 171110.444966 = -2816607.477970 nChanged 65 Deleting Class 77 (12 points): Lose 100.935880 but Gain 1433.465392 Iteration 33Q (33.108404 sec): 173 clusters Score: Raw -2987636.789407 + Penalty 169878.870612 = -2817757.918795 nChanged 66 Deleting Class 203 (1 points): Lose 12.864252 but Gain 1340.039369 Iteration 34Q (33.328560 sec): 172 clusters Score: Raw -2987679.847639 + Penalty 168677.229136 = -2819002.618502 nChanged 57 Deleting Class 84 (5 points): Lose 15.598060 but Gain 1331.113311 Iteration 35Q (33.543535 sec): 171 clusters Score: Raw -2987697.023866 + Penalty 167354.769438 = -2820342.254428 nChanged 44 Deleting Class 124 (6 points): Lose 61.636652 but Gain 1375.068471 Iteration 36Q (33.758124 sec): 170 clusters Score: Raw -2987646.617033 + Penalty 166157.588716 = -2821489.028316 nChanged 39 Deleting Class 117 (48 points): Lose 296.077245 but Gain 1607.854196 Iteration 37Q (33.970113 sec): 169 clusters Score: Raw -2987388.174084 + Penalty 165122.978352 = -2822265.195732 nChanged 68 Deleting Class 136 (8 points): Lose 62.721957 but Gain 1373.039331 Iteration 38Q (34.185128 sec): 168 clusters Score: Raw -2987470.757728 + Penalty 163771.565749 = -2823699.191979 nChanged 43 Deleting Class 183 (6 points): Lose 132.972127 but Gain 1420.494307 Iteration 39Q (34.397096 sec): 167 clusters Score: Raw -2987369.598160 + Penalty 162683.302374 = -2824686.295786 nChanged 38 Deleting Class 188 (7 points): Lose 111.585216 but Gain 1395.731850 Iteration 40F (37.067866 sec): 166 clusters Score: Raw -2987382.209868 + Penalty 161423.966337 = -2825958.243531 nChanged 34 Deleting Class 173 (6 points): Lose 162.006656 but Gain 1444.167696 Iteration 41Q (37.276763 sec): 165 clusters Score: Raw -2987284.143868 + Penalty 160041.300542 = -2827242.843326 nChanged 30 Deleting Class 152 (30 points): Lose 190.819082 but Gain 1462.844379 Iteration 42Q (37.493641 sec): 164 clusters Score: Raw -2987127.402060 + Penalty 158692.972459 = -2828434.429602 nChanged 46 Deleting Class 182 (6 points): Lose 54.119097 but Gain 1336.382719 Iteration 43Q (37.703743 sec): 163 clusters Score: Raw -2987145.541167 + Penalty 157389.654209 = -2829755.886959 nChanged 29 Deleting Class 110 (5 points): Lose 74.085829 but Gain 1356.164162 Iteration 44Q (37.920358 sec): 162 clusters Score: Raw -2987106.114528 + Penalty 156087.973642 = -2831018.140886 nChanged 29 Deleting Class 140 (8 points): Lose 45.442021 but Gain 1317.331885 Iteration 45Q (38.134698 sec): 161 clusters Score: Raw -2987109.047620 + Penalty 154805.692518 = -2832303.355102 nChanged 32 Deleting Class 200 (2 points): Lose 17.548296 but Gain 1288.302293 Iteration 46Q (38.350521 sec): 160 clusters Score: Raw -2987115.486515 + Penalty 153517.982114 = -2833597.504401 nChanged 24 Deleting Class 93 (37 points): Lose 163.000155 but Gain 1423.642411 Iteration 47Q (38.562016 sec): 159 clusters Score: Raw -2986958.471003 + Penalty 152137.250602 = -2834821.220400 nChanged 70 Deleting Class 218 (2 points): Lose 34.206579 but Gain 1289.048005 Iteration 48Q (38.778616 sec): 158 clusters Score: Raw -2986984.055729 + Penalty 150882.071256 = -2836101.984473 nChanged 30 Deleting Class 125 (4 points): Lose 34.754620 but Gain 1289.158932 Iteration 49Q (38.991290 sec): 157 clusters Score: Raw -2986976.203314 + Penalty 149723.633461 = -2837252.569854 nChanged 24 Deleting Class 70 (12 points): Lose 68.223407 but Gain 1319.313720 Iteration 50F (41.495385 sec): 156 clusters Score: Raw -2986932.372096 + Penalty 148395.943570 = -2838536.428526 nChanged 34 Deleting Class 165 (6 points): Lose 46.285804 but Gain 1296.300061 Iteration 51Q (41.699309 sec): 155 clusters Score: Raw -2986904.842570 + Penalty 147194.438952 = -2839710.403618 nChanged 36 Deleting Class 135 (15 points): Lose 85.623043 but Gain 1321.733958 Iteration 52Q (41.903341 sec): 154 clusters Score: Raw -2986843.895706 + Penalty 145860.136523 = -2840983.759183 nChanged 45 Deleting Class 150 (3 points): Lose 41.830248 but Gain 1269.223106 Iteration 53Q (42.108847 sec): 153 clusters Score: Raw -2986829.565908 + Penalty 144628.325079 = -2842201.240829 nChanged 41 Deleting Class 137 (12 points): Lose 281.467661 but Gain 1508.364625 Iteration 54Q (42.311931 sec): 152 clusters Score: Raw -2986565.196108 + Penalty 143317.896304 = -2843247.299805 nChanged 37 Deleting Class 72 (13 points): Lose 69.586741 but Gain 1294.959508 Iteration 55Q (42.518479 sec): 151 clusters Score: Raw -2986577.529242 + Penalty 142031.767563 = -2844545.761679 nChanged 44 Deleting Class 160 (11 points): Lose 78.449098 but Gain 1303.524310 Iteration 56Q (42.721004 sec): 150 clusters Score: Raw -2986535.860538 + Penalty 140741.736212 = -2845794.124326 nChanged 43 Deleting Class 138 (9 points): Lose 51.574000 but Gain 1276.260954 Iteration 57Q (42.921571 sec): 149 clusters Score: Raw -2986521.206208 + Penalty 139490.690046 = -2847030.516162 nChanged 43 Deleting Class 113 (7 points): Lose 65.214105 but Gain 1286.270529 Iteration 58Q (43.122288 sec): 148 clusters Score: Raw -2986476.385640 + Penalty 138236.507832 = -2848239.877808 nChanged 38 Deleting Class 89 (2 points): Lose 32.312617 but Gain 1253.176938 Iteration 59Q (43.321923 sec): 147 clusters Score: Raw -2986462.953714 + Penalty 137039.472485 = -2849423.481229 nChanged 38 Deleting Class 223 (3 points): Lose 48.402142 but Gain 1265.322278 Iteration 60F (45.685742 sec): 146 clusters Score: Raw -2986444.673435 + Penalty 135881.726952 = -2850562.946484 nChanged 40 Deleting Class 67 (7 points): Lose 42.818666 but Gain 1257.658385 Iteration 61Q (45.884552 sec): 145 clusters Score: Raw -2986446.926964 + Penalty 134633.112819 = -2851813.814145 nChanged 45 Deleting Class 205 (4 points): Lose 18.965250 but Gain 1233.415927 Iteration 62Q (46.088642 sec): 144 clusters Score: Raw -2986440.881080 + Penalty 133407.183772 = -2853033.697308 nChanged 34 Deleting Class 39 (49 points): Lose 207.285302 but Gain 1414.588595 Iteration 63Q (46.284722 sec): 143 clusters Score: Raw -2986242.952394 + Penalty 132035.154781 = -2854207.797612 nChanged 76 Deleting Class 90 (5 points): Lose 40.148864 but Gain 1238.225711 Iteration 64Q (46.489278 sec): 142 clusters Score: Raw -2986285.768160 + Penalty 130890.631504 = -2855395.136656 nChanged 41 Deleting Class 96 (8 points): Lose 50.489323 but Gain 1248.505355 Iteration 65Q (46.702779 sec): 141 clusters Score: Raw -2986261.915900 + Penalty 129642.220182 = -2856619.695718 nChanged 45 Deleting Class 207 (5 points): Lose 46.996164 but Gain 1242.187332 Iteration 66Q (46.897880 sec): 140 clusters Score: Raw -2986234.760631 + Penalty 128392.320885 = -2857842.439746 nChanged 39 Deleting Class 159 (5 points): Lose 45.377733 but Gain 1236.065870 Iteration 67Q (47.091275 sec): 139 clusters Score: Raw -2986216.533033 + Penalty 127175.718653 = -2859040.814379 nChanged 35 Deleting Class 156 (5 points): Lose 147.329644 but Gain 1333.115310 Iteration 68Q (47.283989 sec): 138 clusters Score: Raw -2986093.600088 + Penalty 125966.117161 = -2860127.482927 nChanged 32 Deleting Class 185 (2 points): Lose 186.810505 but Gain 1371.322308 Iteration 69Q (47.477654 sec): 137 clusters Score: Raw -2985938.482826 + Penalty 124619.134488 = -2861319.348338 nChanged 32 Deleting Class 131 (13 points): Lose 89.582223 but Gain 1275.625156 Iteration 70F (49.669292 sec): 136 clusters Score: Raw -2985853.485062 + Penalty 123773.594883 = -2862079.890178 nChanged 37 Deleting Class 198 (5 points): Lose 72.542394 but Gain 1281.574648 Iteration 71Q (49.870239 sec): 135 clusters Score: Raw -2985844.501783 + Penalty 122605.382723 = -2863239.119060 nChanged 23 Deleting Class 161 (4 points): Lose 21.324355 but Gain 1193.537137 Iteration 72Q (50.058425 sec): 134 clusters Score: Raw -2985858.978561 + Penalty 121442.920635 = -2864416.057926 nChanged 31 Deleting Class 56 (18 points): Lose 301.385439 but Gain 1470.264961 Iteration 73Q (50.248638 sec): 133 clusters Score: Raw -2985569.401376 + Penalty 120173.649168 = -2865395.752208 nChanged 49 Deleting Class 91 (9 points): Lose 64.668196 but Gain 1224.553616 Iteration 74Q (50.440328 sec): 132 clusters Score: Raw -2985582.090428 + Penalty 118983.354140 = -2866598.736288 nChanged 48 Deleting Class 132 (10 points): Lose 88.494028 but Gain 1240.716788 Iteration 75Q (50.628759 sec): 131 clusters Score: Raw -2985531.397823 + Penalty 117817.575733 = -2867713.822090 nChanged 47 Deleting Class 146 (5 points): Lose 28.748405 but Gain 1178.977611 Iteration 76Q (50.817982 sec): 130 clusters Score: Raw -2985535.141087 + Penalty 116658.447913 = -2868876.693174 nChanged 43 Deleting Class 194 (8 points): Lose 103.893583 but Gain 1253.063634 Iteration 77Q (51.010897 sec): 129 clusters Score: Raw -2985448.396390 + Penalty 115650.207288 = -2869798.189102 nChanged 47 Deleting Class 92 (8 points): Lose 31.913961 but Gain 1170.803716 Iteration 78Q (51.198741 sec): 128 clusters Score: Raw -2985477.475564 + Penalty 114483.341020 = -2870994.134544 nChanged 48 Deleting Class 158 (9 points): Lose 89.124525 but Gain 1224.059637 Iteration 79Q (51.385624 sec): 127 clusters Score: Raw -2985402.294078 + Penalty 113267.773802 = -2872134.520276 nChanged 55 Deleting Class 75 (8 points): Lose 42.688421 but Gain 1172.745952 Iteration 80F (53.429803 sec): 126 clusters Score: Raw -2985381.436886 + Penalty 112143.625085 = -2873237.811801 nChanged 55 Deleting Class 184 (1 points): Lose 34.096339 but Gain 1161.329032 Iteration 81Q (53.621723 sec): 125 clusters Score: Raw -2985372.329334 + Penalty 110994.714732 = -2874377.614602 nChanged 57 Deleting Class 103 (14 points): Lose 233.638067 but Gain 1357.576982 Iteration 82Q (53.811245 sec): 124 clusters Score: Raw -2985156.939484 + Penalty 109781.573604 = -2875375.365880 nChanged 77 Deleting Class 215 (6 points): Lose 112.863403 but Gain 1233.371652 Iteration 83Q (54.001969 sec): 123 clusters Score: Raw -2985134.712368 + Penalty 108654.668036 = -2876480.044332 nChanged 76 Deleting Class 193 (5 points): Lose 52.355814 but Gain 1188.269909 Iteration 84Q (54.194047 sec): 122 clusters Score: Raw -2985157.550319 + Penalty 107488.130628 = -2877669.419691 nChanged 72 Deleting Class 49 (3 points): Lose 60.536578 but Gain 1181.043952 Iteration 85Q (54.383424 sec): 121 clusters Score: Raw -2985127.818528 + Penalty 106340.669835 = -2878787.148693 nChanged 82 Deleting Class 101 (10 points): Lose 80.654788 but Gain 1196.425628 Iteration 86Q (54.571570 sec): 120 clusters Score: Raw -2985087.360330 + Penalty 105164.136336 = -2879923.223994 nChanged 92 Deleting Class 65 (16 points): Lose 81.015169 but Gain 1194.819266 Iteration 87Q (54.760105 sec): 119 clusters Score: Raw -2985039.437865 + Penalty 104004.233031 = -2881035.204834 nChanged 87 Deleting Class 80 (2 points): Lose 6.023875 but Gain 1119.792681 Iteration 88Q (54.949508 sec): 118 clusters Score: Raw -2985077.433510 + Penalty 102891.046344 = -2882186.387166 nChanged 74 Deleting Class 221 (2 points): Lose 44.776549 but Gain 1149.398326 Iteration 89Q (55.138706 sec): 117 clusters Score: Raw -2985051.250279 + Penalty 101741.554018 = -2883309.696260 nChanged 64 Deleting Class 45 (98 points): Lose 403.368052 but Gain 1507.090560 Iteration 90F (57.036761 sec): 116 clusters Score: Raw -2984670.363179 + Penalty 100294.309615 = -2884376.053564 nChanged 159 Deleting Class 148 (6 points): Lose 62.586763 but Gain 1159.756870 Iteration 91Q (57.221701 sec): 115 clusters Score: Raw -2984810.417135 + Penalty 99153.702091 = -2885656.715044 nChanged 82 Deleting Class 115 (9 points): Lose 34.811100 but Gain 1131.668319 Iteration 92Q (57.401365 sec): 114 clusters Score: Raw -2984822.840921 + Penalty 98050.309440 = -2886772.531481 nChanged 71 Deleting Class 50 (28 points): Lose 174.192786 but Gain 1268.997084 Iteration 93Q (57.579679 sec): 113 clusters Score: Raw -2984686.738983 + Penalty 96829.965742 = -2887856.773241 nChanged 98 Deleting Class 163 (4 points): Lose 20.367566 but Gain 1114.536155 Iteration 94Q (57.759370 sec): 112 clusters Score: Raw -2984737.379844 + Penalty 95749.670493 = -2888987.709351 nChanged 77 Deleting Class 85 (15 points): Lose 110.337467 but Gain 1202.061316 Iteration 95Q (57.934909 sec): 111 clusters Score: Raw -2984659.372390 + Penalty 94680.005888 = -2889979.366502 nChanged 76 Deleting Class 130 (10 points): Lose 63.548749 but Gain 1159.801508 Iteration 96Q (58.116044 sec): 110 clusters Score: Raw -2984665.335626 + Penalty 93811.513737 = -2890853.821889 nChanged 74 Deleting Class 134 (23 points): Lose 138.382894 but Gain 1226.501091 Iteration 97Q (58.289395 sec): 109 clusters Score: Raw -2984577.234222 + Penalty 92658.985475 = -2891918.248747 nChanged 96 Deleting Class 126 (4 points): Lose 18.625971 but Gain 1101.443116 Iteration 98Q (58.473736 sec): 108 clusters Score: Raw -2984629.960419 + Penalty 91538.524444 = -2893091.435974 nChanged 71 Deleting Class 177 (5 points): Lose 26.415759 but Gain 1100.414265 Iteration 99Q (58.652719 sec): 107 clusters Score: Raw -2984635.693049 + Penalty 90484.735274 = -2894150.957775 nChanged 72 Deleting Class 64 (6 points): Lose 19.863756 but Gain 1087.391753 Iteration 100F (60.371803 sec): 106 clusters Score: Raw -2984645.029523 + Penalty 89267.545710 = -2895377.483814 nChanged 67 Deleting Class 24 (18 points): Lose 116.780609 but Gain 1181.986607 Iteration 101Q (60.543227 sec): 105 clusters Score: Raw -2984557.451481 + Penalty 88121.381319 = -2896436.070162 nChanged 76 Deleting Class 61 (9 points): Lose 43.835984 but Gain 1107.954745 Iteration 102Q (60.715825 sec): 104 clusters Score: Raw -2984562.979934 + Penalty 87029.836487 = -2897533.143447 nChanged 66 Deleting Class 73 (1 points): Lose 3.956208 but Gain 1050.429040 Iteration 103Q (60.887659 sec): 103 clusters Score: Raw -2984588.094856 + Penalty 86142.905979 = -2898445.188877 nChanged 58 Deleting Class 154 (4 points): Lose 28.806459 but Gain 1069.008928 Iteration 104Q (61.062386 sec): 102 clusters Score: Raw -2984576.714126 + Penalty 85086.131188 = -2899490.582938 nChanged 59 Deleting Class 157 (5 points): Lose 18.054607 but Gain 1050.499614 Iteration 105Q (61.244616 sec): 101 clusters Score: Raw -2984578.698058 + Penalty 84048.774956 = -2900529.923101 nChanged 51 Deleting Class 23 (58 points): Lose 288.203412 but Gain 1313.977401 Iteration 106Q (61.427233 sec): 100 clusters Score: Raw -2984311.768950 + Penalty 82800.352190 = -2901511.416760 nChanged 108 Deleting Class 147 (8 points): Lose 69.561776 but Gain 1094.152704 Iteration 107Q (61.597586 sec): 99 clusters Score: Raw -2984363.783407 + Penalty 81839.790480 = -2902523.992927 nChanged 65 Deleting Class 129 (5 points): Lose 33.385947 but Gain 1107.376151 Iteration 108Q (61.769869 sec): 98 clusters Score: Raw -2984380.449850 + Penalty 80730.228380 = -2903650.221470 nChanged 60 Deleting Class 206 (4 points): Lose 68.777386 but Gain 1082.327951 Iteration 109Q (61.940449 sec): 97 clusters Score: Raw -2984336.744233 + Penalty 79655.150660 = -2904681.593573 nChanged 51 Deleting Class 142 (17 points): Lose 164.681754 but Gain 1190.671940 Iteration 110F (63.507016 sec): 96 clusters Score: Raw -2984205.210414 + Penalty 78648.127342 = -2905557.083072 nChanged 71 Deleting Class 172 (2 points): Lose 19.280674 but Gain 1031.833262 Iteration 111Q (63.679328 sec): 95 clusters Score: Raw -2984283.716505 + Penalty 77648.633928 = -2906635.082577 nChanged 41 Deleting Class 176 (1 points): Lose 26.106955 but Gain 1038.655907 Iteration 112Q (63.846110 sec): 94 clusters Score: Raw -2984280.168888 + Penalty 76650.930465 = -2907629.238423 nChanged 38 Deleting Class 76 (35 points): Lose 121.092128 but Gain 1106.325666 Iteration 113Q (64.011405 sec): 93 clusters Score: Raw -2984189.646453 + Penalty 75668.980879 = -2908520.665574 nChanged 74 Deleting Class 69 (1 points): Lose 52.331810 but Gain 1031.348095 Iteration 114Q (64.176775 sec): 92 clusters Score: Raw -2984238.079203 + Penalty 74651.239971 = -2909586.839232 nChanged 60 Deleting Class 46 (8 points): Lose 86.298724 but Gain 1041.971057 Iteration 115Q (64.341087 sec): 91 clusters Score: Raw -2984195.877008 + Penalty 73628.702889 = -2910567.174119 nChanged 55 Deleting Class 108 (6 points): Lose 34.836618 but Gain 974.388158 Iteration 116Q (64.504556 sec): 90 clusters Score: Raw -2984191.324227 + Penalty 72701.912125 = -2911489.412102 nChanged 36 Deleting Class 174 (7 points): Lose 68.891210 but Gain 1005.305580 Iteration 117Q (64.666440 sec): 89 clusters Score: Raw -2984144.423358 + Penalty 71841.541888 = -2912302.881470 nChanged 35 Deleting Class 121 (3 points): Lose 274.411279 but Gain 1209.920865 Iteration 118Q (64.835162 sec): 88 clusters Score: Raw -2983918.356985 + Penalty 70692.641409 = -2913225.715576 nChanged 29 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.32 GB. Compute initial score before splitting: Score: Raw -2983918.356985 + Penalty 70692.641409 = -2913225.715576Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.950348 sec): 2 clusters Score: Raw -73812.216297 + Penalty 639.608562 = -73172.607735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.951929 sec): 3 clusters Score: Raw -73457.018363 + Penalty 1285.718432 = -72171.299931 nChanged 261 SP:Iteration 1F (64.953462 sec): 3 clusters Score: Raw -73665.951624 + Penalty 1295.491676 = -72370.459949 nChanged 67 SP:Iteration 2F (64.955028 sec): 3 clusters Score: Raw -73725.742768 + Penalty 1307.290299 = -72418.452469 nChanged 46 SP:Iteration 3F (64.956571 sec): 3 clusters Score: Raw -73776.818818 + Penalty 1322.215617 = -72454.603201 nChanged 33 SP:Iteration 4Q (64.958140 sec): 3 clusters Score: Raw -73814.757433 + Penalty 1336.446978 = -72478.310455 nChanged 22 SP:Iteration 5Q (64.959688 sec): 3 clusters Score: Raw -73841.195519 + Penalty 1354.598396 = -72486.597122 nChanged 20 SP:Iteration 6Q (64.961213 sec): 3 clusters Score: Raw -73860.400862 + Penalty 1367.039730 = -72493.361132 nChanged 12 SP:Iteration 7Q (64.962732 sec): 3 clusters Score: Raw -73869.032185 + Penalty 1377.260387 = -72491.771797 nChanged 10 SP:Iteration 8F (64.964298 sec): 3 clusters Score: Raw -73880.892526 + Penalty 1391.567173 = -72489.325353 nChanged 10 SP:Iteration 9F (64.965840 sec): 3 clusters Score: Raw -73891.048446 + Penalty 1396.004641 = -72495.043805 nChanged 5 SP:Iteration 10F (64.967393 sec): 3 clusters Score: Raw -73898.311594 + Penalty 1406.188504 = -72492.123089 nChanged 5 SP:Iteration 11F (64.968951 sec): 3 clusters Score: Raw -73908.545699 + Penalty 1417.796278 = -72490.749421 nChanged 5 SP:Iteration 12F (64.970495 sec): 3 clusters Score: Raw -73919.314647 + Penalty 1427.469566 = -72491.845081 nChanged 7 SP:Iteration 13Q (64.972011 sec): 3 clusters Score: Raw -73932.593398 + Penalty 1433.724127 = -72498.869271 nChanged 3 SP:Iteration 14Q (64.973508 sec): 3 clusters Score: Raw -73935.240395 + Penalty 1433.724127 = -72501.516268 nChanged 0 SP:Iteration 15F (64.975119 sec): 3 clusters Score: Raw -73935.240395 + Penalty 1433.724127 = -72501.516268 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 2 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.979651 sec): 2 clusters Score: Raw -80679.686992 + Penalty 560.744830 = -80118.942162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.981383 sec): 3 clusters Score: Raw -80258.731894 + Penalty 1144.223551 = -79114.508343 nChanged 319 SP:Iteration 1F (64.983097 sec): 3 clusters Score: Raw -80581.840448 + Penalty 1168.253461 = -79413.586987 nChanged 99 SP:Iteration 2F (64.984803 sec): 3 clusters Score: Raw -80685.092383 + Penalty 1184.952463 = -79500.139920 nChanged 50 SP:Iteration 3F (64.986523 sec): 3 clusters Score: Raw -80739.487191 + Penalty 1194.206206 = -79545.280986 nChanged 31 SP:Iteration 4Q (64.988152 sec): 3 clusters Score: Raw -80770.306521 + Penalty 1198.671266 = -79571.635255 nChanged 26 SP:Iteration 5Q (64.989785 sec): 3 clusters Score: Raw -80792.213441 + Penalty 1199.137511 = -79593.075930 nChanged 15 SP:Iteration 6Q (64.991406 sec): 3 clusters Score: Raw -80798.793827 + Penalty 1197.616672 = -79601.177155 nChanged 6 SP:Iteration 7Q (64.993014 sec): 3 clusters Score: Raw -80801.629382 + Penalty 1197.657110 = -79603.972272 nChanged 2 SP:Iteration 8Q (64.994667 sec): 3 clusters Score: Raw -80803.354331 + Penalty 1199.820269 = -79603.534063 nChanged 4 SP:Iteration 9F (64.996408 sec): 3 clusters Score: Raw -80805.242526 + Penalty 1199.468587 = -79605.773938 nChanged 2 SP:Iteration 10F (64.998107 sec): 3 clusters Score: Raw -80805.663740 + Penalty 1199.061352 = -79606.602388 nChanged 1 SP:Iteration 11Q (64.999741 sec): 3 clusters Score: Raw -80805.938215 + Penalty 1199.061352 = -79606.876863 nChanged 0 SP:Iteration 12F (65.001445 sec): 3 clusters Score: Raw -80805.938215 + Penalty 1199.061352 = -79606.876863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.002006 sec): 2 clusters Score: Raw -1609.880948 + Penalty 254.718665 = -1355.162283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.002257 sec): 3 clusters Score: Raw -1610.682691 + Penalty 532.183005 = -1078.499686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.003940 sec): 2 clusters Score: Raw -37542.749202 + Penalty 514.589180 = -37028.160022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.004929 sec): 3 clusters Score: Raw -37411.644793 + Penalty 1033.550362 = -36378.094431 nChanged 117 SP:Iteration 1F (65.005908 sec): 3 clusters Score: Raw -37525.394149 + Penalty 1034.907190 = -36490.486959 nChanged 30 SP:Iteration 2F (65.006870 sec): 3 clusters Score: Raw -37553.907038 + Penalty 1038.483722 = -36515.423317 nChanged 20 SP:Iteration 3Q (65.007813 sec): 3 clusters Score: Raw -37567.268636 + Penalty 1046.595895 = -36520.672741 nChanged 16 SP:Iteration 4Q (65.008752 sec): 3 clusters Score: Raw -37579.268914 + Penalty 1053.729290 = -36525.539625 nChanged 12 SP:Iteration 5Q (65.009669 sec): 3 clusters Score: Raw -37587.176138 + Penalty 1062.383109 = -36524.793030 nChanged 10 SP:Iteration 6F (65.010595 sec): 3 clusters Score: Raw -37593.913321 + Penalty 1067.369362 = -36526.543960 nChanged 7 SP:Iteration 7Q (65.011495 sec): 3 clusters Score: Raw -37599.679016 + Penalty 1073.672423 = -36526.006592 nChanged 8 SP:Iteration 8F (65.012416 sec): 3 clusters Score: Raw -37604.508851 + Penalty 1077.561639 = -36526.947212 nChanged 6 SP:Iteration 9Q (65.013312 sec): 3 clusters Score: Raw -37611.801967 + Penalty 1082.261241 = -36529.540726 nChanged 10 SP:Iteration 10F (65.014254 sec): 3 clusters Score: Raw -37627.038306 + Penalty 1088.786400 = -36538.251906 nChanged 7 SP:Iteration 11Q (65.015148 sec): 3 clusters Score: Raw -37644.151333 + Penalty 1092.202980 = -36551.948353 nChanged 5 SP:Iteration 12Q (65.016024 sec): 3 clusters Score: Raw -37652.930517 + Penalty 1094.826671 = -36558.103846 nChanged 3 SP:Iteration 13Q (65.016889 sec): 3 clusters Score: Raw -37655.034458 + Penalty 1099.878617 = -36555.155841 nChanged 3 SP:Iteration 14F (65.017808 sec): 3 clusters Score: Raw -37661.012675 + Penalty 1103.421181 = -36557.591493 nChanged 3 SP:Iteration 15Q (65.018687 sec): 3 clusters Score: Raw -37664.344595 + Penalty 1105.160464 = -36559.184131 nChanged 2 SP:Iteration 16Q (65.019545 sec): 3 clusters Score: Raw -37666.272228 + Penalty 1105.535778 = -36560.736450 nChanged 2 SP:Iteration 17Q (65.020400 sec): 3 clusters Score: Raw -37667.841361 + Penalty 1105.535778 = -36562.305583 nChanged 0 SP:Iteration 18F (65.021320 sec): 3 clusters Score: Raw -37667.841361 + Penalty 1105.535778 = -36562.305583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 5 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.021876 sec): 2 clusters Score: Raw -1247.041878 + Penalty 198.216057 = -1048.825821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.022122 sec): 3 clusters Score: Raw -1257.639582 + Penalty 403.872557 = -853.767025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 6 (1908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.032084 sec): 2 clusters Score: Raw -172060.824236 + Penalty 358.049913 = -171702.774323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.035761 sec): 3 clusters Score: Raw -170924.698474 + Penalty 710.526151 = -170214.172323 nChanged 801 SP:Iteration 1F (65.039399 sec): 3 clusters Score: Raw -171430.556152 + Penalty 706.568825 = -170723.987327 nChanged 222 SP:Iteration 2F (65.042931 sec): 3 clusters Score: Raw -171592.611436 + Penalty 704.141190 = -170888.470246 nChanged 144 SP:Iteration 3F (65.046559 sec): 3 clusters Score: Raw -171683.263554 + Penalty 704.951354 = -170978.312200 nChanged 102 SP:Iteration 4F (65.050076 sec): 3 clusters Score: Raw -171738.109812 + Penalty 707.289413 = -171030.820399 nChanged 70 SP:Iteration 5Q (65.053578 sec): 3 clusters Score: Raw -171762.804065 + Penalty 710.873193 = -171051.930872 nChanged 58 SP:Iteration 6Q (65.057074 sec): 3 clusters Score: Raw -171782.492670 + Penalty 716.203091 = -171066.289579 nChanged 58 SP:Iteration 7Q (65.060536 sec): 3 clusters Score: Raw -171806.191942 + Penalty 721.009439 = -171085.182503 nChanged 47 SP:Iteration 8Q (65.064031 sec): 3 clusters Score: Raw -171821.636991 + Penalty 725.222387 = -171096.414603 nChanged 43 SP:Iteration 9Q (65.067532 sec): 3 clusters Score: Raw -171835.025016 + Penalty 728.431889 = -171106.593128 nChanged 33 SP:Iteration 10F (65.071153 sec): 3 clusters Score: Raw -171846.498381 + Penalty 731.700555 = -171114.797826 nChanged 39 SP:Iteration 11Q (65.074732 sec): 3 clusters Score: Raw -171859.338687 + Penalty 735.499106 = -171123.839580 nChanged 28 SP:Iteration 12Q (65.078546 sec): 3 clusters Score: Raw -171869.164559 + Penalty 740.296600 = -171128.867959 nChanged 41 SP:Iteration 13Q (65.082083 sec): 3 clusters Score: Raw -171884.647109 + Penalty 744.562077 = -171140.085032 nChanged 44 SP:Iteration 14Q (65.085604 sec): 3 clusters Score: Raw -171900.245737 + Penalty 748.986800 = -171151.258937 nChanged 44 SP:Iteration 15Q (65.089105 sec): 3 clusters Score: Raw -171916.282196 + Penalty 752.668560 = -171163.613636 nChanged 47 SP:Iteration 16Q (65.092665 sec): 3 clusters Score: Raw -171937.918749 + Penalty 756.426940 = -171181.491809 nChanged 42 SP:Iteration 17Q (65.096107 sec): 3 clusters Score: Raw -171954.597143 + Penalty 761.630745 = -171192.966398 nChanged 41 SP:Iteration 18Q (65.099525 sec): 3 clusters Score: Raw -171970.372309 + Penalty 766.108043 = -171204.264266 nChanged 40 SP:Iteration 19Q (65.102905 sec): 3 clusters Score: Raw -171987.060149 + Penalty 768.563868 = -171218.496281 nChanged 32 SP:Iteration 20F (65.106433 sec): 3 clusters Score: Raw -172002.681054 + Penalty 768.767250 = -171233.913804 nChanged 27 SP:Iteration 21Q (65.109834 sec): 3 clusters Score: Raw -172016.215344 + Penalty 768.509657 = -171247.705688 nChanged 26 SP:Iteration 22Q (65.113123 sec): 3 clusters Score: Raw -172029.007950 + Penalty 771.099561 = -171257.908389 nChanged 34 SP:Iteration 23Q (65.116440 sec): 3 clusters Score: Raw -172046.659556 + Penalty 772.851919 = -171273.807637 nChanged 31 SP:Iteration 24Q (65.119701 sec): 3 clusters Score: Raw -172060.913270 + Penalty 778.467619 = -171282.445651 nChanged 31 SP:Iteration 25Q (65.122966 sec): 3 clusters Score: Raw -172076.663062 + Penalty 781.464263 = -171295.198799 nChanged 21 SP:Iteration 26Q (65.126211 sec): 3 clusters Score: Raw -172089.190478 + Penalty 782.871756 = -171306.318721 nChanged 18 SP:Iteration 27Q (65.129395 sec): 3 clusters Score: Raw -172096.123818 + Penalty 780.256182 = -171315.867636 nChanged 13 SP:Iteration 28Q (65.132486 sec): 3 clusters Score: Raw -172101.715040 + Penalty 779.710724 = -171322.004316 nChanged 12 SP:Iteration 29Q (65.135653 sec): 3 clusters Score: Raw -172105.233001 + Penalty 781.439942 = -171323.793059 nChanged 8 SP:Iteration 30F (65.139205 sec): 3 clusters Score: Raw -172107.528889 + Penalty 778.926889 = -171328.601999 nChanged 7 SP:Iteration 31Q (65.142248 sec): 3 clusters Score: Raw -172109.713102 + Penalty 778.623967 = -171331.089136 nChanged 4 SP:Iteration 32Q (65.145316 sec): 3 clusters Score: Raw -172110.906624 + Penalty 778.313741 = -171332.592883 nChanged 1 SP:Iteration 33Q (65.148392 sec): 3 clusters Score: Raw -172111.159712 + Penalty 778.410985 = -171332.748728 nChanged 2 SP:Iteration 34Q (65.151468 sec): 3 clusters Score: Raw -172111.345104 + Penalty 778.338905 = -171333.006198 nChanged 1 SP:Iteration 35Q (65.154610 sec): 3 clusters Score: Raw -172111.527321 + Penalty 779.311530 = -171332.215791 nChanged 1 SP:Iteration 36F (65.158155 sec): 3 clusters Score: Raw -172111.826413 + Penalty 778.053115 = -171333.773298 nChanged 3 SP:Iteration 37Q (65.161250 sec): 3 clusters Score: Raw -172112.800066 + Penalty 777.348002 = -171335.452064 nChanged 2 SP:Iteration 38Q (65.164325 sec): 3 clusters Score: Raw -172113.660229 + Penalty 777.278199 = -171336.382029 nChanged 4 SP:Iteration 39Q (65.167346 sec): 3 clusters Score: Raw -172114.678272 + Penalty 777.172992 = -171337.505280 nChanged 2 SP:Iteration 40F (65.170835 sec): 3 clusters Score: Raw -172115.046279 + Penalty 778.783752 = -171336.262527 nChanged 3 SP:Iteration 41F (65.174445 sec): 3 clusters Score: Raw -172116.114865 + Penalty 780.708362 = -171335.406503 nChanged 4 SP:Iteration 42F (65.178001 sec): 3 clusters Score: Raw -172117.380241 + Penalty 781.818084 = -171335.562157 nChanged 3 SP:Iteration 43Q (65.181078 sec): 3 clusters Score: Raw -172118.191483 + Penalty 782.238320 = -171335.953162 nChanged 1 SP:Iteration 44Q (65.184144 sec): 3 clusters Score: Raw -172118.894096 + Penalty 783.235746 = -171335.658350 nChanged 1 SP:Iteration 45F (65.187644 sec): 3 clusters Score: Raw -172118.987361 + Penalty 783.235746 = -171335.751615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 7 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.191308 sec): 2 clusters Score: Raw -65964.736421 + Penalty 259.417409 = -65705.319012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.192833 sec): 3 clusters Score: Raw -65528.645429 + Penalty 522.746753 = -65005.898676 nChanged 293 SP:Iteration 1F (65.194353 sec): 3 clusters Score: Raw -65683.596241 + Penalty 529.579353 = -65154.016888 nChanged 81 SP:Iteration 2F (65.195854 sec): 3 clusters Score: Raw -65725.342205 + Penalty 536.008872 = -65189.333332 nChanged 45 SP:Iteration 3F (65.197334 sec): 3 clusters Score: Raw -65758.774105 + Penalty 542.408478 = -65216.365626 nChanged 40 SP:Iteration 4F (65.198830 sec): 3 clusters Score: Raw -65788.088204 + Penalty 545.796196 = -65242.292008 nChanged 38 SP:Iteration 5F (65.200340 sec): 3 clusters Score: Raw -65827.692921 + Penalty 551.073143 = -65276.619778 nChanged 28 SP:Iteration 6Q (65.201821 sec): 3 clusters Score: Raw -65850.745668 + Penalty 552.006593 = -65298.739074 nChanged 15 SP:Iteration 7Q (65.203291 sec): 3 clusters Score: Raw -65867.436928 + Penalty 557.450009 = -65309.986919 nChanged 23 SP:Iteration 8Q (65.204741 sec): 3 clusters Score: Raw -65894.333675 + Penalty 560.728363 = -65333.605311 nChanged 17 SP:Iteration 9Q (65.206146 sec): 3 clusters Score: Raw -65907.327877 + Penalty 561.578644 = -65345.749233 nChanged 14 SP:Iteration 10F (65.207644 sec): 3 clusters Score: Raw -65915.365276 + Penalty 574.704110 = -65340.661166 nChanged 13 SP:Iteration 11F (65.209138 sec): 3 clusters Score: Raw -65923.094454 + Penalty 583.921218 = -65339.173235 nChanged 13 SP:Iteration 12F (65.210625 sec): 3 clusters Score: Raw -65933.561639 + Penalty 605.579513 = -65327.982126 nChanged 15 SP:Iteration 13F (65.212132 sec): 3 clusters Score: Raw -65946.961249 + Penalty 610.352054 = -65336.609195 nChanged 13 SP:Iteration 14Q (65.213439 sec): 3 clusters Score: Raw -65957.344444 + Penalty 629.264191 = -65328.080253 nChanged 11 SP:Iteration 15F (65.214904 sec): 3 clusters Score: Raw -65966.176206 + Penalty 632.616190 = -65333.560016 nChanged 2 SP:Iteration 16Q (65.216212 sec): 3 clusters Score: Raw -65967.930946 + Penalty 637.075958 = -65330.854987 nChanged 3 SP:Iteration 17F (65.217737 sec): 3 clusters Score: Raw -65973.043907 + Penalty 637.075958 = -65335.967948 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 8 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.221736 sec): 2 clusters Score: Raw -99396.023720 + Penalty 504.309637 = -98891.714083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.223871 sec): 3 clusters Score: Raw -98816.022545 + Penalty 1011.426044 = -97804.596501 nChanged 401 SP:Iteration 1F (65.225978 sec): 3 clusters Score: Raw -99050.038272 + Penalty 1019.317373 = -98030.720898 nChanged 117 SP:Iteration 2F (65.228089 sec): 3 clusters Score: Raw -99138.510701 + Penalty 1033.038021 = -98105.472679 nChanged 100 SP:Iteration 3F (65.230203 sec): 3 clusters Score: Raw -99219.867754 + Penalty 1049.297785 = -98170.569969 nChanged 75 SP:Iteration 4F (65.232281 sec): 3 clusters Score: Raw -99278.863370 + Penalty 1064.527705 = -98214.335665 nChanged 57 SP:Iteration 5F (65.234363 sec): 3 clusters Score: Raw -99322.104196 + Penalty 1088.385246 = -98233.718950 nChanged 40 SP:Iteration 6Q (65.236440 sec): 3 clusters Score: Raw -99360.423516 + Penalty 1101.911104 = -98258.512412 nChanged 33 SP:Iteration 7Q (65.238521 sec): 3 clusters Score: Raw -99387.874004 + Penalty 1115.496616 = -98272.377388 nChanged 24 SP:Iteration 8Q (65.240559 sec): 3 clusters Score: Raw -99408.383249 + Penalty 1125.338313 = -98283.044936 nChanged 15 SP:Iteration 9Q (65.242576 sec): 3 clusters Score: Raw -99420.516936 + Penalty 1137.486979 = -98283.029957 nChanged 12 SP:Iteration 10F (65.244658 sec): 3 clusters Score: Raw -99433.637224 + Penalty 1148.624726 = -98285.012498 nChanged 13 SP:Iteration 11Q (65.246625 sec): 3 clusters Score: Raw -99448.890316 + Penalty 1161.359540 = -98287.530776 nChanged 13 SP:Iteration 12Q (65.248544 sec): 3 clusters Score: Raw -99463.553831 + Penalty 1167.227469 = -98296.326362 nChanged 6 SP:Iteration 13Q (65.250413 sec): 3 clusters Score: Raw -99466.232734 + Penalty 1168.826722 = -98297.406012 nChanged 3 SP:Iteration 14Q (65.252298 sec): 3 clusters Score: Raw -99467.267341 + Penalty 1172.091595 = -98295.175746 nChanged 2 SP:Iteration 15F (65.254377 sec): 3 clusters Score: Raw -99468.431223 + Penalty 1173.009648 = -98295.421575 nChanged 1 SP:Iteration 16Q (65.256286 sec): 3 clusters Score: Raw -99469.123707 + Penalty 1174.768780 = -98294.354928 nChanged 2 SP:Iteration 17F (65.258380 sec): 3 clusters Score: Raw -99471.463436 + Penalty 1180.234468 = -98291.228968 nChanged 4 SP:Iteration 18F (65.260448 sec): 3 clusters Score: Raw -99475.965438 + Penalty 1187.694283 = -98288.271155 nChanged 5 SP:Iteration 19F (65.262542 sec): 3 clusters Score: Raw -99480.635767 + Penalty 1192.014271 = -98288.621496 nChanged 2 SP:Iteration 20F (65.264617 sec): 3 clusters Score: Raw -99481.630890 + Penalty 1195.139605 = -98286.491285 nChanged 1 SP:Iteration 21F (65.266684 sec): 3 clusters Score: Raw -99483.073593 + Penalty 1195.139605 = -98287.933988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.268037 sec): 2 clusters Score: Raw -7934.689479 + Penalty 507.346232 = -7427.343247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.268406 sec): 3 clusters Score: Raw -7962.368881 + Penalty 1019.246758 = -6943.122123 nChanged 7 SP:Iteration 1F (65.268766 sec): 3 clusters Score: Raw -7982.749407 + Penalty 1016.976257 = -6965.773150 nChanged 2 SP:Iteration 2Q (65.269115 sec): 3 clusters Score: Raw -7986.102756 + Penalty 1014.692464 = -6971.410292 nChanged 2 SP:Iteration 3Q (65.269463 sec): 3 clusters Score: Raw -7993.796087 + Penalty 1014.692464 = -6979.103623 nChanged 0 SP:Iteration 4F (65.269822 sec): 3 clusters Score: Raw -7993.796087 + Penalty 1014.692464 = -6979.103623 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 10 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.272462 sec): 2 clusters Score: Raw -57025.105300 + Penalty 280.089868 = -56745.015433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.273826 sec): 3 clusters Score: Raw -56696.753535 + Penalty 563.057163 = -56133.696372 nChanged 237 SP:Iteration 1F (65.275150 sec): 3 clusters Score: Raw -56939.332164 + Penalty 567.953595 = -56371.378569 nChanged 72 SP:Iteration 2F (65.276490 sec): 3 clusters Score: Raw -57007.511965 + Penalty 576.830178 = -56430.681788 nChanged 40 SP:Iteration 3F (65.277818 sec): 3 clusters Score: Raw -57044.098706 + Penalty 586.523435 = -56457.575271 nChanged 23 SP:Iteration 4Q (65.279135 sec): 3 clusters Score: Raw -57063.985936 + Penalty 594.159398 = -56469.826538 nChanged 11 SP:Iteration 5Q (65.280459 sec): 3 clusters Score: Raw -57071.120843 + Penalty 598.677494 = -56472.443349 nChanged 4 SP:Iteration 6Q (65.281773 sec): 3 clusters Score: Raw -57074.122311 + Penalty 595.532914 = -56478.589397 nChanged 3 SP:Iteration 7Q (65.283058 sec): 3 clusters Score: Raw -57075.814038 + Penalty 595.148131 = -56480.665907 nChanged 1 SP:Iteration 8Q (65.284340 sec): 3 clusters Score: Raw -57076.130485 + Penalty 595.148131 = -56480.982354 nChanged 0 SP:Iteration 9F (65.285655 sec): 3 clusters Score: Raw -57076.130485 + Penalty 595.148131 = -56480.982354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 11 (1494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.290954 sec): 2 clusters Score: Raw -130516.867236 + Penalty 265.002400 = -130251.864836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.293877 sec): 3 clusters Score: Raw -129605.712891 + Penalty 518.538604 = -129087.174287 nChanged 641 SP:Iteration 1F (65.296718 sec): 3 clusters Score: Raw -130008.415498 + Penalty 509.181281 = -129499.234217 nChanged 182 SP:Iteration 2F (65.299558 sec): 3 clusters Score: Raw -130147.355517 + Penalty 499.921029 = -129647.434488 nChanged 129 SP:Iteration 3F (65.302373 sec): 3 clusters Score: Raw -130267.727210 + Penalty 493.748394 = -129773.978816 nChanged 97 SP:Iteration 4F (65.305192 sec): 3 clusters Score: Raw -130336.384187 + Penalty 490.218902 = -129846.165285 nChanged 54 SP:Iteration 5Q (65.307922 sec): 3 clusters Score: Raw -130367.373907 + Penalty 485.181210 = -129882.192697 nChanged 37 SP:Iteration 6Q (65.310572 sec): 3 clusters Score: Raw -130389.078856 + Penalty 479.890230 = -129909.188627 nChanged 29 SP:Iteration 7Q (65.313241 sec): 3 clusters Score: Raw -130410.879123 + Penalty 472.998718 = -129937.880404 nChanged 33 SP:Iteration 8Q (65.315862 sec): 3 clusters Score: Raw -130430.409299 + Penalty 467.555743 = -129962.853556 nChanged 30 SP:Iteration 9Q (65.318488 sec): 3 clusters Score: Raw -130453.500387 + Penalty 463.866816 = -129989.633570 nChanged 37 SP:Iteration 10F (65.321244 sec): 3 clusters Score: Raw -130479.186745 + Penalty 463.104070 = -130016.082676 nChanged 32 SP:Iteration 11Q (65.323888 sec): 3 clusters Score: Raw -130507.985831 + Penalty 463.941809 = -130044.044022 nChanged 44 SP:Iteration 12Q (65.326532 sec): 3 clusters Score: Raw -130542.528326 + Penalty 466.925128 = -130075.603198 nChanged 43 SP:Iteration 13Q (65.329154 sec): 3 clusters Score: Raw -130563.183887 + Penalty 470.430754 = -130092.753133 nChanged 28 SP:Iteration 14Q (65.331769 sec): 3 clusters Score: Raw -130573.447880 + Penalty 473.895675 = -130099.552204 nChanged 17 SP:Iteration 15Q (65.334363 sec): 3 clusters Score: Raw -130579.871015 + Penalty 478.506692 = -130101.364324 nChanged 17 SP:Iteration 16Q (65.336929 sec): 3 clusters Score: Raw -130588.583448 + Penalty 481.415372 = -130107.168076 nChanged 20 SP:Iteration 17Q (65.339532 sec): 3 clusters Score: Raw -130598.534059 + Penalty 485.449946 = -130113.084113 nChanged 24 SP:Iteration 18Q (65.342124 sec): 3 clusters Score: Raw -130611.062046 + Penalty 489.487650 = -130121.574396 nChanged 25 SP:Iteration 19Q (65.344708 sec): 3 clusters Score: Raw -130620.803953 + Penalty 491.595945 = -130129.208009 nChanged 14 SP:Iteration 20F (65.347639 sec): 3 clusters Score: Raw -130625.151102 + Penalty 494.894339 = -130130.256763 nChanged 16 SP:Iteration 21Q (65.350224 sec): 3 clusters Score: Raw -130630.360215 + Penalty 497.493343 = -130132.866872 nChanged 14 SP:Iteration 22Q (65.352828 sec): 3 clusters Score: Raw -130633.359297 + Penalty 499.302304 = -130134.056993 nChanged 11 SP:Iteration 23Q (65.355443 sec): 3 clusters Score: Raw -130637.272604 + Penalty 501.890915 = -130135.381690 nChanged 15 SP:Iteration 24Q (65.358040 sec): 3 clusters Score: Raw -130643.442542 + Penalty 505.296060 = -130138.146482 nChanged 17 SP:Iteration 25Q (65.360740 sec): 3 clusters Score: Raw -130649.701621 + Penalty 507.900568 = -130141.801053 nChanged 14 SP:Iteration 26Q (65.363411 sec): 3 clusters Score: Raw -130654.751091 + Penalty 510.102837 = -130144.648254 nChanged 12 SP:Iteration 27Q (65.366049 sec): 3 clusters Score: Raw -130659.970907 + Penalty 513.021819 = -130146.949088 nChanged 14 SP:Iteration 28Q (65.368651 sec): 3 clusters Score: Raw -130664.288817 + Penalty 515.349559 = -130148.939258 nChanged 11 SP:Iteration 29Q (65.371474 sec): 3 clusters Score: Raw -130666.227388 + Penalty 517.478069 = -130148.749318 nChanged 10 SP:Iteration 30F (65.374478 sec): 3 clusters Score: Raw -130668.351729 + Penalty 519.247460 = -130149.104269 nChanged 9 SP:Iteration 31Q (65.377149 sec): 3 clusters Score: Raw -130669.356199 + Penalty 520.848496 = -130148.507703 nChanged 8 SP:Iteration 32F (65.379982 sec): 3 clusters Score: Raw -130671.671100 + Penalty 522.763105 = -130148.907996 nChanged 10 SP:Iteration 33Q (65.382630 sec): 3 clusters Score: Raw -130674.240253 + Penalty 524.629355 = -130149.610898 nChanged 10 SP:Iteration 34Q (65.385318 sec): 3 clusters Score: Raw -130677.218403 + Penalty 526.520825 = -130150.697578 nChanged 10 SP:Iteration 35Q (65.387913 sec): 3 clusters Score: Raw -130680.131952 + Penalty 528.844421 = -130151.287530 nChanged 12 SP:Iteration 36Q (65.390629 sec): 3 clusters Score: Raw -130683.670459 + Penalty 530.198811 = -130153.471648 nChanged 7 SP:Iteration 37Q (65.393276 sec): 3 clusters Score: Raw -130686.802563 + Penalty 532.137106 = -130154.665458 nChanged 10 SP:Iteration 38Q (65.395936 sec): 3 clusters Score: Raw -130690.446528 + Penalty 534.099208 = -130156.347320 nChanged 10 SP:Iteration 39Q (65.398569 sec): 3 clusters Score: Raw -130693.053800 + Penalty 537.111050 = -130155.942750 nChanged 15 SP:Iteration 40F (65.401358 sec): 3 clusters Score: Raw -130699.593607 + Penalty 539.928453 = -130159.665154 nChanged 14 SP:Iteration 41Q (65.403954 sec): 3 clusters Score: Raw -130703.966283 + Penalty 542.091761 = -130161.874523 nChanged 12 SP:Iteration 42Q (65.406607 sec): 3 clusters Score: Raw -130706.654606 + Penalty 543.573795 = -130163.080810 nChanged 8 SP:Iteration 43Q (65.409245 sec): 3 clusters Score: Raw -130708.420548 + Penalty 544.410879 = -130164.009669 nChanged 5 SP:Iteration 44Q (65.411862 sec): 3 clusters Score: Raw -130710.725415 + Penalty 546.636331 = -130164.089085 nChanged 12 SP:Iteration 45Q (65.414443 sec): 3 clusters Score: Raw -130718.122324 + Penalty 549.205922 = -130168.916402 nChanged 14 SP:Iteration 46Q (65.417055 sec): 3 clusters Score: Raw -130723.623062 + Penalty 551.318186 = -130172.304876 nChanged 12 SP:Iteration 47Q (65.419693 sec): 3 clusters Score: Raw -130727.398104 + Penalty 552.305955 = -130175.092149 nChanged 7 SP:Iteration 48Q (65.422328 sec): 3 clusters Score: Raw -130730.139328 + Penalty 552.989287 = -130177.150041 nChanged 8 SP:Iteration 49Q (65.424944 sec): 3 clusters Score: Raw -130732.185904 + Penalty 553.937363 = -130178.248541 nChanged 6 SP:Iteration 50F (65.427744 sec): 3 clusters Score: Raw -130733.421923 + Penalty 554.512976 = -130178.908948 nChanged 3 SP:Iteration 51Q (65.430357 sec): 3 clusters Score: Raw -130733.793997 + Penalty 555.909967 = -130177.884029 nChanged 7 SP:Iteration 52F (65.433211 sec): 3 clusters Score: Raw -130735.157916 + Penalty 556.900161 = -130178.257756 nChanged 5 SP:Iteration 53Q (65.435900 sec): 3 clusters Score: Raw -130735.644191 + Penalty 557.463321 = -130178.180869 nChanged 3 SP:Iteration 54F (65.438720 sec): 3 clusters Score: Raw -130735.900730 + Penalty 557.917426 = -130177.983304 nChanged 2 SP:Iteration 55F (65.441545 sec): 3 clusters Score: Raw -130736.082257 + Penalty 558.494792 = -130177.587465 nChanged 3 SP:Iteration 56F (65.444304 sec): 3 clusters Score: Raw -130736.378803 + Penalty 559.150884 = -130177.227919 nChanged 3 SP:Iteration 57F (65.447094 sec): 3 clusters Score: Raw -130736.660790 + Penalty 559.359312 = -130177.301478 nChanged 1 SP:Iteration 58Q (65.449708 sec): 3 clusters Score: Raw -130736.729425 + Penalty 559.359312 = -130177.370112 nChanged 0 SP:Iteration 59F (65.452547 sec): 3 clusters Score: Raw -130736.729425 + Penalty 559.359312 = -130177.370112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 12 (1809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.458620 sec): 2 clusters Score: Raw -167482.154212 + Penalty 615.033895 = -166867.120316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.462241 sec): 3 clusters Score: Raw -166471.522944 + Penalty 1239.697055 = -165231.825889 nChanged 738 SP:Iteration 1F (65.465819 sec): 3 clusters Score: Raw -166991.422380 + Penalty 1243.250506 = -165748.171874 nChanged 169 SP:Iteration 2F (65.469148 sec): 3 clusters Score: Raw -167106.296559 + Penalty 1242.240864 = -165864.055695 nChanged 120 SP:Iteration 3F (65.472518 sec): 3 clusters Score: Raw -167177.732072 + Penalty 1242.699421 = -165935.032651 nChanged 91 SP:Iteration 4F (65.475970 sec): 3 clusters Score: Raw -167235.238032 + Penalty 1234.429549 = -166000.808483 nChanged 88 SP:Iteration 5Q (65.479395 sec): 3 clusters Score: Raw -167299.884799 + Penalty 1225.611948 = -166074.272851 nChanged 69 SP:Iteration 6Q (65.482819 sec): 3 clusters Score: Raw -167347.677757 + Penalty 1214.497965 = -166133.179791 nChanged 60 SP:Iteration 7Q (65.486184 sec): 3 clusters Score: Raw -167384.883363 + Penalty 1211.056459 = -166173.826904 nChanged 46 SP:Iteration 8Q (65.489589 sec): 3 clusters Score: Raw -167415.108299 + Penalty 1209.505373 = -166205.602926 nChanged 32 SP:Iteration 9Q (65.492968 sec): 3 clusters Score: Raw -167439.737517 + Penalty 1210.718858 = -166229.018659 nChanged 18 SP:Iteration 10F (65.496380 sec): 3 clusters Score: Raw -167451.386576 + Penalty 1225.000236 = -166226.386340 nChanged 18 SP:Iteration 11F (65.499780 sec): 3 clusters Score: Raw -167466.037514 + Penalty 1236.351152 = -166229.686361 nChanged 16 SP:Iteration 12Q (65.503123 sec): 3 clusters Score: Raw -167477.661699 + Penalty 1246.502533 = -166231.159166 nChanged 14 SP:Iteration 13Q (65.506523 sec): 3 clusters Score: Raw -167487.581617 + Penalty 1249.397499 = -166238.184118 nChanged 9 SP:Iteration 14Q (65.509854 sec): 3 clusters Score: Raw -167496.572901 + Penalty 1254.173543 = -166242.399358 nChanged 4 SP:Iteration 15Q (65.513131 sec): 3 clusters Score: Raw -167502.097186 + Penalty 1256.901773 = -166245.195414 nChanged 3 SP:Iteration 16Q (65.516395 sec): 3 clusters Score: Raw -167503.561986 + Penalty 1258.486163 = -166245.075822 nChanged 1 SP:Iteration 17F (65.519713 sec): 3 clusters Score: Raw -167503.896975 + Penalty 1259.029988 = -166244.866988 nChanged 1 SP:Iteration 18F (65.523071 sec): 3 clusters Score: Raw -167505.034035 + Penalty 1259.955299 = -166245.078736 nChanged 1 SP:Iteration 19Q (65.526344 sec): 3 clusters Score: Raw -167506.762567 + Penalty 1260.608371 = -166246.154196 nChanged 1 SP:Iteration 20F (65.529742 sec): 3 clusters Score: Raw -167507.313763 + Penalty 1260.608371 = -166246.705392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 13 (2204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.540885 sec): 2 clusters Score: Raw -192767.314899 + Penalty 331.372011 = -192435.942887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.544996 sec): 3 clusters Score: Raw -191362.066624 + Penalty 661.486364 = -190700.580260 nChanged 1013 SP:Iteration 1F (65.549065 sec): 3 clusters Score: Raw -192000.354264 + Penalty 659.037235 = -191341.317029 nChanged 334 SP:Iteration 2F (65.553190 sec): 3 clusters Score: Raw -192221.087989 + Penalty 656.657364 = -191564.430625 nChanged 149 SP:Iteration 3F (65.557202 sec): 3 clusters Score: Raw -192326.784826 + Penalty 655.854025 = -191670.930801 nChanged 118 SP:Iteration 4F (65.561208 sec): 3 clusters Score: Raw -192396.680868 + Penalty 653.060345 = -191743.620523 nChanged 70 SP:Iteration 5Q (65.565217 sec): 3 clusters Score: Raw -192449.865281 + Penalty 651.116170 = -191798.749112 nChanged 66 SP:Iteration 6Q (65.569179 sec): 3 clusters Score: Raw -192490.063718 + Penalty 648.281822 = -191841.781896 nChanged 44 SP:Iteration 7Q (65.573120 sec): 3 clusters Score: Raw -192511.507602 + Penalty 646.232230 = -191865.275372 nChanged 42 SP:Iteration 8Q (65.577306 sec): 3 clusters Score: Raw -192531.178493 + Penalty 642.296268 = -191888.882224 nChanged 60 SP:Iteration 9Q (65.581408 sec): 3 clusters Score: Raw -192566.182821 + Penalty 638.821106 = -191927.361714 nChanged 69 SP:Iteration 10F (65.585549 sec): 3 clusters Score: Raw -192607.161252 + Penalty 640.103027 = -191967.058224 nChanged 65 SP:Iteration 11Q (65.589380 sec): 3 clusters Score: Raw -192643.978941 + Penalty 645.330799 = -191998.648142 nChanged 57 SP:Iteration 12Q (65.593142 sec): 3 clusters Score: Raw -192679.562893 + Penalty 652.505338 = -192027.057555 nChanged 56 SP:Iteration 13Q (65.596925 sec): 3 clusters Score: Raw -192716.314665 + Penalty 657.147586 = -192059.167079 nChanged 45 SP:Iteration 14Q (65.600589 sec): 3 clusters Score: Raw -192743.653635 + Penalty 663.932182 = -192079.721452 nChanged 43 SP:Iteration 15Q (65.604203 sec): 3 clusters Score: Raw -192765.871554 + Penalty 669.379106 = -192096.492448 nChanged 36 SP:Iteration 16Q (65.607770 sec): 3 clusters Score: Raw -192782.223957 + Penalty 668.005408 = -192114.218549 nChanged 18 SP:Iteration 17Q (65.611266 sec): 3 clusters Score: Raw -192789.269442 + Penalty 672.856695 = -192116.412747 nChanged 17 SP:Iteration 18Q (65.614771 sec): 3 clusters Score: Raw -192795.646566 + Penalty 680.123111 = -192115.523455 nChanged 18 SP:Iteration 19F (65.618778 sec): 3 clusters Score: Raw -192803.399969 + Penalty 695.925534 = -192107.474435 nChanged 26 SP:Iteration 20F (65.622853 sec): 3 clusters Score: Raw -192817.286400 + Penalty 710.757009 = -192106.529391 nChanged 19 SP:Iteration 21F (65.626932 sec): 3 clusters Score: Raw -192827.517126 + Penalty 724.196535 = -192103.320591 nChanged 13 SP:Iteration 22F (65.630924 sec): 3 clusters Score: Raw -192833.891419 + Penalty 733.939332 = -192099.952087 nChanged 10 SP:Iteration 23F (65.634946 sec): 3 clusters Score: Raw -192839.213379 + Penalty 737.232033 = -192101.981346 nChanged 9 SP:Iteration 24Q (65.638399 sec): 3 clusters Score: Raw -192845.249060 + Penalty 738.064208 = -192107.184852 nChanged 8 SP:Iteration 25Q (65.641850 sec): 3 clusters Score: Raw -192847.980679 + Penalty 745.296828 = -192102.683850 nChanged 5 SP:Iteration 26F (65.645906 sec): 3 clusters Score: Raw -192849.574276 + Penalty 750.812565 = -192098.761711 nChanged 3 SP:Iteration 27F (65.649981 sec): 3 clusters Score: Raw -192850.426841 + Penalty 758.548218 = -192091.878623 nChanged 3 SP:Iteration 28F (65.653980 sec): 3 clusters Score: Raw -192853.095986 + Penalty 760.270912 = -192092.825074 nChanged 3 SP:Iteration 29Q (65.657289 sec): 3 clusters Score: Raw -192855.863372 + Penalty 763.542737 = -192092.320635 nChanged 4 SP:Iteration 30F (65.661275 sec): 3 clusters Score: Raw -192859.519562 + Penalty 765.427376 = -192094.092186 nChanged 3 SP:Iteration 31Q (65.664583 sec): 3 clusters Score: Raw -192862.621847 + Penalty 763.927020 = -192098.694827 nChanged 1 SP:Iteration 32Q (65.667823 sec): 3 clusters Score: Raw -192863.766296 + Penalty 763.927020 = -192099.839276 nChanged 0 SP:Iteration 33F (65.671860 sec): 3 clusters Score: Raw -192863.766296 + Penalty 763.927020 = -192099.839276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 14 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.675709 sec): 2 clusters Score: Raw -36075.490394 + Penalty 765.614230 = -35309.876164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.676601 sec): 3 clusters Score: Raw -35952.521763 + Penalty 1529.547469 = -34422.974294 nChanged 81 SP:Iteration 1F (65.677474 sec): 3 clusters Score: Raw -36032.951111 + Penalty 1528.590288 = -34504.360823 nChanged 24 SP:Iteration 2F (65.678345 sec): 3 clusters Score: Raw -36054.916406 + Penalty 1528.074286 = -34526.842120 nChanged 13 SP:Iteration 3Q (65.679194 sec): 3 clusters Score: Raw -36069.506406 + Penalty 1527.286845 = -34542.219561 nChanged 8 SP:Iteration 4Q (65.680029 sec): 3 clusters Score: Raw -36079.402502 + Penalty 1527.289353 = -34552.113149 nChanged 10 SP:Iteration 5Q (65.680854 sec): 3 clusters Score: Raw -36090.640701 + Penalty 1527.409939 = -34563.230762 nChanged 8 SP:Iteration 6Q (65.681678 sec): 3 clusters Score: Raw -36099.661287 + Penalty 1528.625495 = -34571.035792 nChanged 6 SP:Iteration 7Q (65.682501 sec): 3 clusters Score: Raw -36104.328153 + Penalty 1529.189386 = -34575.138767 nChanged 4 SP:Iteration 8Q (65.683323 sec): 3 clusters Score: Raw -36107.574550 + Penalty 1529.902254 = -34577.672296 nChanged 4 SP:Iteration 9Q (65.684165 sec): 3 clusters Score: Raw -36110.212302 + Penalty 1531.185747 = -34579.026555 nChanged 2 SP:Iteration 10F (65.685006 sec): 3 clusters Score: Raw -36111.246966 + Penalty 1532.302684 = -34578.944282 nChanged 3 SP:Iteration 11F (65.685841 sec): 3 clusters Score: Raw -36114.250986 + Penalty 1532.380814 = -34581.870171 nChanged 4 SP:Iteration 12Q (65.686663 sec): 3 clusters Score: Raw -36117.843353 + Penalty 1532.787070 = -34585.056283 nChanged 4 SP:Iteration 13Q (65.687485 sec): 3 clusters Score: Raw -36122.399335 + Penalty 1532.877891 = -34589.521443 nChanged 2 SP:Iteration 14Q (65.688323 sec): 3 clusters Score: Raw -36126.653329 + Penalty 1534.063815 = -34592.589514 nChanged 3 SP:Iteration 15Q (65.689145 sec): 3 clusters Score: Raw -36128.985580 + Penalty 1534.777631 = -34594.207949 nChanged 1 SP:Iteration 16Q (65.689961 sec): 3 clusters Score: Raw -36129.272103 + Penalty 1534.939876 = -34594.332227 nChanged 1 SP:Iteration 17Q (65.690776 sec): 3 clusters Score: Raw -36129.350232 + Penalty 1534.748958 = -34594.601274 nChanged 2 SP:Iteration 18Q (65.691589 sec): 3 clusters Score: Raw -36131.655603 + Penalty 1536.356229 = -34595.299374 nChanged 2 SP:Iteration 19Q (65.692404 sec): 3 clusters Score: Raw -36132.442898 + Penalty 1536.039296 = -34596.403603 nChanged 2 SP:Iteration 20F (65.693259 sec): 3 clusters Score: Raw -36134.469758 + Penalty 1536.583427 = -34597.886331 nChanged 3 SP:Iteration 21Q (65.694079 sec): 3 clusters Score: Raw -36136.478539 + Penalty 1536.725577 = -34599.752962 nChanged 2 SP:Iteration 22Q (65.694897 sec): 3 clusters Score: Raw -36136.802279 + Penalty 1536.725577 = -34600.076701 nChanged 0 SP:Iteration 23F (65.695732 sec): 3 clusters Score: Raw -36136.802279 + Penalty 1536.725577 = -34600.076701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.698894 sec): 2 clusters Score: Raw -39813.637549 + Penalty 392.813763 = -39420.823786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.699844 sec): 3 clusters Score: Raw -39628.367547 + Penalty 799.098534 = -38829.269013 nChanged 140 SP:Iteration 1F (65.700776 sec): 3 clusters Score: Raw -39743.932497 + Penalty 822.170354 = -38921.762143 nChanged 49 SP:Iteration 2F (65.701704 sec): 3 clusters Score: Raw -39805.644223 + Penalty 853.302842 = -38952.341381 nChanged 34 SP:Iteration 3F (65.702632 sec): 3 clusters Score: Raw -39844.908133 + Penalty 864.563948 = -38980.344185 nChanged 14 SP:Iteration 4Q (65.703563 sec): 3 clusters Score: Raw -39861.647965 + Penalty 868.557393 = -38993.090573 nChanged 5 SP:Iteration 5Q (65.704493 sec): 3 clusters Score: Raw -39867.069097 + Penalty 869.815055 = -38997.254042 nChanged 3 SP:Iteration 6Q (65.705377 sec): 3 clusters Score: Raw -39870.586431 + Penalty 869.815055 = -39000.771376 nChanged 0 SP:Iteration 7F (65.706304 sec): 3 clusters Score: Raw -39870.586431 + Penalty 869.815055 = -39000.771376 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 16 (11235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.756392 sec): 2 clusters Score: Raw -945986.571372 + Penalty 272.795797 = -945713.775575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.777261 sec): 3 clusters Score: Raw -938483.141778 + Penalty 526.506918 = -937956.634860 nChanged 5332 SP:Iteration 1F (65.797618 sec): 3 clusters Score: Raw -944304.917845 + Penalty 561.136093 = -943743.781752 nChanged 1172 SP:Iteration 2F (65.817854 sec): 3 clusters Score: Raw -945651.841641 + Penalty 617.039918 = -945034.801723 nChanged 235 SP:Iteration 3Q (65.835477 sec): 3 clusters Score: Raw -945903.956337 + Penalty 656.785333 = -945247.171004 nChanged 76 SP:Iteration 4Q (65.851888 sec): 3 clusters Score: Raw -945986.034673 + Penalty 707.440011 = -945278.594662 nChanged 32 SP:Iteration 5Q (65.868240 sec): 3 clusters Score: Raw -946024.555997 + Penalty 780.532681 = -945244.023316 nChanged 19 SP:Iteration 6F (65.888700 sec): 3 clusters Score: Raw -946047.600429 + Penalty 905.061057 = -945142.539373 nChanged 10 SP:Iteration 7F (65.909081 sec): 3 clusters Score: Raw -946060.618583 + Penalty 961.658035 = -945098.960548 nChanged 2 SP:Iteration 8F (65.929861 sec): 3 clusters Score: Raw -946064.085620 + Penalty 970.551610 = -945093.534010 nChanged 1 SP:Iteration 9F (65.950145 sec): 3 clusters Score: Raw -946065.320220 + Penalty 970.551610 = -945094.768610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.958547 sec): 2 clusters Score: Raw -16246.584272 + Penalty 286.600622 = -15959.983650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.959144 sec): 3 clusters Score: Raw -16170.383821 + Penalty 578.263788 = -15592.120034 nChanged 51 SP:Iteration 1F (65.959677 sec): 3 clusters Score: Raw -16217.620816 + Penalty 583.383700 = -15634.237116 nChanged 16 SP:Iteration 2F (65.960200 sec): 3 clusters Score: Raw -16238.880394 + Penalty 588.116017 = -15650.764377 nChanged 7 SP:Iteration 3Q (65.960719 sec): 3 clusters Score: Raw -16251.648530 + Penalty 588.032922 = -15663.615608 nChanged 5 SP:Iteration 4Q (65.961229 sec): 3 clusters Score: Raw -16259.769528 + Penalty 589.076935 = -15670.692592 nChanged 1 SP:Iteration 5Q (65.961733 sec): 3 clusters Score: Raw -16261.619271 + Penalty 590.629420 = -15670.989851 nChanged 1 SP:Iteration 6Q (65.962236 sec): 3 clusters Score: Raw -16261.884420 + Penalty 590.629420 = -15671.254999 nChanged 0 SP:Iteration 7F (65.962758 sec): 3 clusters Score: Raw -16261.884420 + Penalty 590.629420 = -15671.254999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 18 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.963964 sec): 2 clusters Score: Raw -6537.441583 + Penalty 114.832323 = -6422.609261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.964339 sec): 3 clusters Score: Raw -6584.560388 + Penalty 224.425344 = -6360.135043 nChanged 25 SP:Iteration 1F (65.964703 sec): 3 clusters Score: Raw -6635.298358 + Penalty 238.936588 = -6396.361770 nChanged 8 SP:Iteration 2F (65.965068 sec): 3 clusters Score: Raw -6655.286232 + Penalty 238.644660 = -6416.641572 nChanged 1 SP:Iteration 3Q (65.965414 sec): 3 clusters Score: Raw -6661.642122 + Penalty 238.644660 = -6422.997461 nChanged 0 SP:Iteration 4F (65.965776 sec): 3 clusters Score: Raw -6661.642122 + Penalty 238.644660 = -6422.997461 nChanged 0 Score: Raw -3005384.119533 + Penalty 70983.440401 = -2934400.679131 Splitting cluster 18 changes total score from -2913225.715576 to -2934400.679131 So it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.369539 sec): 2 clusters Score: Raw -25248.144282 + Penalty 329.819322 = -24918.324960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.370270 sec): 3 clusters Score: Raw -25105.199561 + Penalty 667.081135 = -24438.118426 nChanged 96 SP:Iteration 1F (67.370982 sec): 3 clusters Score: Raw -25168.559354 + Penalty 665.192720 = -24503.366634 nChanged 26 SP:Iteration 2F (67.371702 sec): 3 clusters Score: Raw -25188.553315 + Penalty 660.978390 = -24527.574925 nChanged 14 SP:Iteration 3Q (67.372419 sec): 3 clusters Score: Raw -25202.548236 + Penalty 656.581684 = -24545.966551 nChanged 10 SP:Iteration 4Q (67.373151 sec): 3 clusters Score: Raw -25214.126940 + Penalty 650.609860 = -24563.517080 nChanged 17 SP:Iteration 5F (67.373860 sec): 3 clusters Score: Raw -25235.109730 + Penalty 644.497720 = -24590.612010 nChanged 10 SP:Iteration 6Q (67.374561 sec): 3 clusters Score: Raw -25242.987164 + Penalty 649.010727 = -24593.976436 nChanged 3 SP:Iteration 7Q (67.375263 sec): 3 clusters Score: Raw -25246.201964 + Penalty 646.817135 = -24599.384828 nChanged 3 SP:Iteration 8Q (67.375952 sec): 3 clusters Score: Raw -25250.833087 + Penalty 640.107165 = -24610.725921 nChanged 2 SP:Iteration 9Q (67.376648 sec): 3 clusters Score: Raw -25254.169431 + Penalty 638.266001 = -24615.903430 nChanged 1 SP:Iteration 10F (67.377364 sec): 3 clusters Score: Raw -25255.675257 + Penalty 638.266001 = -24617.409255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.378308 sec): 2 clusters Score: Raw -758.999991 + Penalty 313.684244 = -445.315747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.378550 sec): 3 clusters Score: Raw -778.189147 + Penalty 658.692487 = -119.496660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 21 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.384585 sec): 2 clusters Score: Raw -105539.420589 + Penalty 466.232236 = -105073.188353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.386828 sec): 3 clusters Score: Raw -104880.506198 + Penalty 933.270165 = -103947.236032 nChanged 464 SP:Iteration 1F (67.389066 sec): 3 clusters Score: Raw -105131.901402 + Penalty 935.026719 = -104196.874683 nChanged 131 SP:Iteration 2F (67.391273 sec): 3 clusters Score: Raw -105210.929241 + Penalty 938.922341 = -104272.006900 nChanged 98 SP:Iteration 3F (67.393475 sec): 3 clusters Score: Raw -105286.474713 + Penalty 946.518468 = -104339.956245 nChanged 82 SP:Iteration 4F (67.395686 sec): 3 clusters Score: Raw -105357.509523 + Penalty 956.548445 = -104400.961078 nChanged 66 SP:Iteration 5F (67.397905 sec): 3 clusters Score: Raw -105421.179250 + Penalty 964.270131 = -104456.909119 nChanged 50 SP:Iteration 6Q (67.400157 sec): 3 clusters Score: Raw -105463.459784 + Penalty 971.054754 = -104492.405030 nChanged 36 SP:Iteration 7Q (67.402310 sec): 3 clusters Score: Raw -105487.903402 + Penalty 978.286694 = -104509.616708 nChanged 30 SP:Iteration 8Q (67.404414 sec): 3 clusters Score: Raw -105507.084235 + Penalty 982.809118 = -104524.275117 nChanged 25 SP:Iteration 9Q (67.406476 sec): 3 clusters Score: Raw -105518.906415 + Penalty 987.975177 = -104530.931238 nChanged 18 SP:Iteration 10F (67.408669 sec): 3 clusters Score: Raw -105526.032923 + Penalty 989.373191 = -104536.659731 nChanged 13 SP:Iteration 11Q (67.410705 sec): 3 clusters Score: Raw -105532.172501 + Penalty 991.909270 = -104540.263231 nChanged 12 SP:Iteration 12Q (67.412716 sec): 3 clusters Score: Raw -105539.305990 + Penalty 992.700569 = -104546.605421 nChanged 9 SP:Iteration 13Q (67.414733 sec): 3 clusters Score: Raw -105543.598188 + Penalty 994.548428 = -104549.049760 nChanged 6 SP:Iteration 14Q (67.416735 sec): 3 clusters Score: Raw -105546.394393 + Penalty 994.787804 = -104551.606589 nChanged 6 SP:Iteration 15Q (67.418744 sec): 3 clusters Score: Raw -105548.020621 + Penalty 997.220284 = -104550.800337 nChanged 4 SP:Iteration 16F (67.420923 sec): 3 clusters Score: Raw -105549.265030 + Penalty 999.320079 = -104549.944951 nChanged 5 SP:Iteration 17F (67.423121 sec): 3 clusters Score: Raw -105550.307467 + Penalty 999.805513 = -104550.501954 nChanged 4 SP:Iteration 18Q (67.425084 sec): 3 clusters Score: Raw -105551.595895 + Penalty 1000.108984 = -104551.486911 nChanged 4 SP:Iteration 19Q (67.427063 sec): 3 clusters Score: Raw -105552.404952 + Penalty 1000.942011 = -104551.462941 nChanged 2 SP:Iteration 20F (67.429200 sec): 3 clusters Score: Raw -105552.813438 + Penalty 1001.403856 = -104551.409582 nChanged 2 SP:Iteration 21F (67.431373 sec): 3 clusters Score: Raw -105554.013221 + Penalty 1002.332197 = -104551.681023 nChanged 2 SP:Iteration 22Q (67.433301 sec): 3 clusters Score: Raw -105555.281633 + Penalty 1001.684945 = -104553.596688 nChanged 2 SP:Iteration 23Q (67.435219 sec): 3 clusters Score: Raw -105556.352256 + Penalty 1001.903595 = -104554.448661 nChanged 2 SP:Iteration 24Q (67.437162 sec): 3 clusters Score: Raw -105556.530778 + Penalty 1002.952706 = -104553.578072 nChanged 2 SP:Iteration 25F (67.439348 sec): 3 clusters Score: Raw -105557.823015 + Penalty 1002.114051 = -104555.708964 nChanged 3 SP:Iteration 26Q (67.441317 sec): 3 clusters Score: Raw -105559.414866 + Penalty 1002.158974 = -104557.255892 nChanged 1 SP:Iteration 27Q (67.443264 sec): 3 clusters Score: Raw -105559.735882 + Penalty 1001.829248 = -104557.906634 nChanged 2 SP:Iteration 28Q (67.445207 sec): 3 clusters Score: Raw -105560.309452 + Penalty 1002.133081 = -104558.176372 nChanged 1 SP:Iteration 29Q (67.447164 sec): 3 clusters Score: Raw -105560.363418 + Penalty 1002.133081 = -104558.230338 nChanged 0 SP:Iteration 30F (67.449334 sec): 3 clusters Score: Raw -105560.363418 + Penalty 1002.133081 = -104558.230338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 22 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.452911 sec): 2 clusters Score: Raw -53248.591427 + Penalty 684.494250 = -52564.097177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.454139 sec): 3 clusters Score: Raw -53085.328265 + Penalty 1365.661126 = -51719.667139 nChanged 163 SP:Iteration 1F (67.455319 sec): 3 clusters Score: Raw -53254.532545 + Penalty 1362.376470 = -51892.156075 nChanged 37 SP:Iteration 2F (67.456484 sec): 3 clusters Score: Raw -53288.490312 + Penalty 1359.169624 = -51929.320689 nChanged 19 SP:Iteration 3Q (67.457620 sec): 3 clusters Score: Raw -53308.139947 + Penalty 1357.238874 = -51950.901072 nChanged 17 SP:Iteration 4Q (67.458746 sec): 3 clusters Score: Raw -53322.962361 + Penalty 1357.810652 = -51965.151708 nChanged 15 SP:Iteration 5Q (67.459870 sec): 3 clusters Score: Raw -53337.055454 + Penalty 1356.295334 = -51980.760120 nChanged 13 SP:Iteration 6Q (67.461012 sec): 3 clusters Score: Raw -53347.660956 + Penalty 1355.765426 = -51991.895529 nChanged 10 SP:Iteration 7Q (67.462139 sec): 3 clusters Score: Raw -53355.578828 + Penalty 1354.472448 = -52001.106380 nChanged 8 SP:Iteration 8Q (67.463258 sec): 3 clusters Score: Raw -53363.407095 + Penalty 1354.730317 = -52008.676777 nChanged 3 SP:Iteration 9Q (67.464375 sec): 3 clusters Score: Raw -53365.176614 + Penalty 1354.599107 = -52010.577507 nChanged 1 SP:Iteration 10F (67.465535 sec): 3 clusters Score: Raw -53365.797765 + Penalty 1352.884670 = -52012.913095 nChanged 3 SP:Iteration 11Q (67.466661 sec): 3 clusters Score: Raw -53366.905622 + Penalty 1353.060538 = -52013.845084 nChanged 2 SP:Iteration 12Q (67.467785 sec): 3 clusters Score: Raw -53367.401328 + Penalty 1353.597580 = -52013.803748 nChanged 4 SP:Iteration 13F (67.468954 sec): 3 clusters Score: Raw -53369.454178 + Penalty 1352.536668 = -52016.917510 nChanged 4 SP:Iteration 14Q (67.470099 sec): 3 clusters Score: Raw -53372.124470 + Penalty 1352.097610 = -52020.026860 nChanged 3 SP:Iteration 15Q (67.471226 sec): 3 clusters Score: Raw -53375.601353 + Penalty 1352.511835 = -52023.089518 nChanged 4 SP:Iteration 16Q (67.472348 sec): 3 clusters Score: Raw -53380.156234 + Penalty 1351.671453 = -52028.484781 nChanged 4 SP:Iteration 17Q (67.473458 sec): 3 clusters Score: Raw -53384.158743 + Penalty 1350.824665 = -52033.334078 nChanged 1 SP:Iteration 18Q (67.474593 sec): 3 clusters Score: Raw -53384.442610 + Penalty 1350.824665 = -52033.617945 nChanged 0 SP:Iteration 19F (67.475743 sec): 3 clusters Score: Raw -53384.442610 + Penalty 1350.824665 = -52033.617945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.476333 sec): 2 clusters Score: Raw -2099.375494 + Penalty 269.169402 = -1830.206092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.476616 sec): 3 clusters Score: Raw -2362.629854 + Penalty 538.338804 = -1824.291050 nChanged 5 SP:Iteration 1F (67.476905 sec): 3 clusters Score: Raw -2440.137138 + Penalty 558.124289 = -1882.012848 nChanged 1 SP:Iteration 2Q (67.477163 sec): 3 clusters Score: Raw -2450.897905 + Penalty 558.124289 = -1892.773615 nChanged 0 SP:Iteration 3F (67.477434 sec): 3 clusters Score: Raw -2450.897905 + Penalty 558.124289 = -1892.773615 nChanged 0 Score: Raw -3005735.579611 + Penalty 71827.034220 = -2933908.545392 Splitting cluster 25 changes total score from -2913225.715576 to -2933908.545392 So it's getting split into cluster 24. Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 26 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.895275 sec): 2 clusters Score: Raw -145367.143796 + Penalty 516.607354 = -144850.536442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.898537 sec): 3 clusters Score: Raw -144496.727019 + Penalty 1036.848481 = -143459.878539 nChanged 641 SP:Iteration 1F (68.901491 sec): 3 clusters Score: Raw -144868.268994 + Penalty 1044.648571 = -143823.620423 nChanged 126 SP:Iteration 2F (68.904409 sec): 3 clusters Score: Raw -144957.102940 + Penalty 1059.733140 = -143897.369799 nChanged 118 SP:Iteration 3F (68.907434 sec): 3 clusters Score: Raw -145070.787144 + Penalty 1083.887139 = -143986.900005 nChanged 123 SP:Iteration 4F (68.910428 sec): 3 clusters Score: Raw -145200.798648 + Penalty 1108.379151 = -144092.419497 nChanged 89 SP:Iteration 5F (68.913414 sec): 3 clusters Score: Raw -145303.375356 + Penalty 1125.195974 = -144178.179382 nChanged 67 SP:Iteration 6Q (68.916517 sec): 3 clusters Score: Raw -145377.825936 + Penalty 1140.736271 = -144237.089665 nChanged 55 SP:Iteration 7Q (68.919544 sec): 3 clusters Score: Raw -145422.181150 + Penalty 1151.055239 = -144271.125911 nChanged 42 SP:Iteration 8Q (68.922302 sec): 3 clusters Score: Raw -145454.229498 + Penalty 1158.018159 = -144296.211338 nChanged 30 SP:Iteration 9Q (68.925079 sec): 3 clusters Score: Raw -145471.093018 + Penalty 1162.069195 = -144309.023823 nChanged 13 SP:Iteration 10F (68.928042 sec): 3 clusters Score: Raw -145477.187234 + Penalty 1165.743518 = -144311.443716 nChanged 9 SP:Iteration 11Q (68.930804 sec): 3 clusters Score: Raw -145481.817247 + Penalty 1167.776824 = -144314.040423 nChanged 5 SP:Iteration 12Q (68.933608 sec): 3 clusters Score: Raw -145483.518125 + Penalty 1168.763416 = -144314.754709 nChanged 3 SP:Iteration 13Q (68.936371 sec): 3 clusters Score: Raw -145483.834678 + Penalty 1170.208786 = -144313.625892 nChanged 2 SP:Iteration 14F (68.939285 sec): 3 clusters Score: Raw -145484.564071 + Penalty 1170.400633 = -144314.163438 nChanged 1 SP:Iteration 15Q (68.941963 sec): 3 clusters Score: Raw -145484.986101 + Penalty 1171.200816 = -144313.785285 nChanged 2 SP:Iteration 16F (68.944948 sec): 3 clusters Score: Raw -145486.417135 + Penalty 1172.046584 = -144314.370552 nChanged 2 SP:Iteration 17Q (68.947698 sec): 3 clusters Score: Raw -145489.298217 + Penalty 1170.987259 = -144318.310958 nChanged 4 SP:Iteration 18Q (68.950416 sec): 3 clusters Score: Raw -145492.532014 + Penalty 1170.675250 = -144321.856764 nChanged 1 SP:Iteration 19Q (68.953159 sec): 3 clusters Score: Raw -145492.557476 + Penalty 1171.116396 = -144321.441080 nChanged 1 SP:Iteration 20F (68.956121 sec): 3 clusters Score: Raw -145492.848336 + Penalty 1171.116396 = -144321.731940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.961413 sec): 2 clusters Score: Raw -5699.850558 + Penalty 341.522411 = -5358.328147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.961743 sec): 3 clusters Score: Raw -5684.820333 + Penalty 680.962967 = -5003.857365 nChanged 4 SP:Iteration 1F (68.962063 sec): 3 clusters Score: Raw -5690.482707 + Penalty 680.962967 = -5009.519740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.963011 sec): 2 clusters Score: Raw -16290.060602 + Penalty 795.300934 = -15494.759668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.963559 sec): 3 clusters Score: Raw -16361.118242 + Penalty 1590.206643 = -14770.911598 nChanged 21 SP:Iteration 1F (68.964082 sec): 3 clusters Score: Raw -16417.724560 + Penalty 1590.006403 = -14827.718157 nChanged 7 SP:Iteration 2Q (68.964610 sec): 3 clusters Score: Raw -16438.593867 + Penalty 1589.832979 = -14848.760888 nChanged 2 SP:Iteration 3Q (68.965114 sec): 3 clusters Score: Raw -16443.931837 + Penalty 1590.043962 = -14853.887875 nChanged 1 SP:Iteration 4Q (68.965605 sec): 3 clusters Score: Raw -16450.174882 + Penalty 1590.043962 = -14860.130920 nChanged 0 SP:Iteration 5F (68.966129 sec): 3 clusters Score: Raw -16450.174882 + Penalty 1590.043962 = -14860.130920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 29 (1742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.974491 sec): 2 clusters Score: Raw -169233.377488 + Penalty 573.035401 = -168660.342087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.977942 sec): 3 clusters Score: Raw -168210.249724 + Penalty 1145.951026 = -167064.298698 nChanged 753 SP:Iteration 1F (68.981266 sec): 3 clusters Score: Raw -168653.278466 + Penalty 1146.246662 = -167507.031804 nChanged 184 SP:Iteration 2F (68.984520 sec): 3 clusters Score: Raw -168771.053669 + Penalty 1146.185344 = -167624.868325 nChanged 143 SP:Iteration 3F (68.987785 sec): 3 clusters Score: Raw -168876.138425 + Penalty 1146.181344 = -167729.957081 nChanged 131 SP:Iteration 4F (68.991138 sec): 3 clusters Score: Raw -168959.858821 + Penalty 1144.963603 = -167814.895219 nChanged 113 SP:Iteration 5F (68.994475 sec): 3 clusters Score: Raw -169041.322572 + Penalty 1143.123966 = -167898.198606 nChanged 95 SP:Iteration 6F (68.997794 sec): 3 clusters Score: Raw -169102.469639 + Penalty 1142.007910 = -167960.461728 nChanged 78 SP:Iteration 7Q (69.001064 sec): 3 clusters Score: Raw -169147.986648 + Penalty 1140.625161 = -168007.361487 nChanged 57 SP:Iteration 8Q (69.004369 sec): 3 clusters Score: Raw -169172.374496 + Penalty 1139.118679 = -168033.255817 nChanged 43 SP:Iteration 9Q (69.007588 sec): 3 clusters Score: Raw -169186.541474 + Penalty 1137.007177 = -168049.534297 nChanged 32 SP:Iteration 10F (69.010895 sec): 3 clusters Score: Raw -169196.042728 + Penalty 1135.094370 = -168060.948357 nChanged 25 SP:Iteration 11Q (69.014401 sec): 3 clusters Score: Raw -169204.873611 + Penalty 1133.403058 = -168071.470553 nChanged 28 SP:Iteration 12Q (69.017892 sec): 3 clusters Score: Raw -169213.294405 + Penalty 1132.412952 = -168080.881453 nChanged 26 SP:Iteration 13Q (69.021283 sec): 3 clusters Score: Raw -169220.374509 + Penalty 1130.869791 = -168089.504717 nChanged 17 SP:Iteration 14Q (69.024539 sec): 3 clusters Score: Raw -169225.402326 + Penalty 1131.081150 = -168094.321176 nChanged 12 SP:Iteration 15Q (69.027844 sec): 3 clusters Score: Raw -169229.272180 + Penalty 1131.296865 = -168097.975315 nChanged 13 SP:Iteration 16Q (69.031187 sec): 3 clusters Score: Raw -169231.992357 + Penalty 1131.074362 = -168100.917994 nChanged 6 SP:Iteration 17Q (69.034473 sec): 3 clusters Score: Raw -169232.806551 + Penalty 1131.050851 = -168101.755700 nChanged 2 SP:Iteration 18Q (69.037805 sec): 3 clusters Score: Raw -169233.487067 + Penalty 1130.813658 = -168102.673409 nChanged 1 SP:Iteration 19Q (69.041084 sec): 3 clusters Score: Raw -169233.632581 + Penalty 1130.516400 = -168103.116181 nChanged 2 SP:Iteration 20F (69.044381 sec): 3 clusters Score: Raw -169233.914066 + Penalty 1130.516400 = -168103.397667 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 30 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.048164 sec): 2 clusters Score: Raw -58173.112955 + Penalty 237.970739 = -57935.142215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.049518 sec): 3 clusters Score: Raw -57792.950080 + Penalty 470.442251 = -57322.507830 nChanged 258 SP:Iteration 1F (69.050860 sec): 3 clusters Score: Raw -58007.378488 + Penalty 467.087306 = -57540.291182 nChanged 83 SP:Iteration 2F (69.052198 sec): 3 clusters Score: Raw -58071.032135 + Penalty 466.154934 = -57604.877201 nChanged 25 SP:Iteration 3Q (69.053508 sec): 3 clusters Score: Raw -58080.969324 + Penalty 466.576014 = -57614.393310 nChanged 9 SP:Iteration 4Q (69.054810 sec): 3 clusters Score: Raw -58083.319787 + Penalty 465.815951 = -57617.503836 nChanged 5 SP:Iteration 5Q (69.056136 sec): 3 clusters Score: Raw -58085.064379 + Penalty 465.277215 = -57619.787164 nChanged 7 SP:Iteration 6Q (69.057447 sec): 3 clusters Score: Raw -58088.227570 + Penalty 464.740031 = -57623.487539 nChanged 6 SP:Iteration 7Q (69.058745 sec): 3 clusters Score: Raw -58093.168746 + Penalty 464.204722 = -57628.964024 nChanged 4 SP:Iteration 8Q (69.060054 sec): 3 clusters Score: Raw -58095.310160 + Penalty 463.605282 = -57631.704878 nChanged 6 SP:Iteration 9Q (69.061352 sec): 3 clusters Score: Raw -58097.271500 + Penalty 463.014538 = -57634.256962 nChanged 3 SP:Iteration 10F (69.062682 sec): 3 clusters Score: Raw -58097.855939 + Penalty 462.217791 = -57635.638147 nChanged 3 SP:Iteration 11Q (69.063971 sec): 3 clusters Score: Raw -58098.699466 + Penalty 462.044803 = -57636.654662 nChanged 2 SP:Iteration 12Q (69.065280 sec): 3 clusters Score: Raw -58099.173530 + Penalty 461.852546 = -57637.320984 nChanged 3 SP:Iteration 13Q (69.066596 sec): 3 clusters Score: Raw -58099.777341 + Penalty 461.859552 = -57637.917789 nChanged 2 SP:Iteration 14Q (69.067938 sec): 3 clusters Score: Raw -58100.225439 + Penalty 461.597056 = -57638.628383 nChanged 2 SP:Iteration 15Q (69.069290 sec): 3 clusters Score: Raw -58100.452494 + Penalty 461.553920 = -57638.898574 nChanged 1 SP:Iteration 16Q (69.070644 sec): 3 clusters Score: Raw -58100.617775 + Penalty 461.525872 = -57639.091903 nChanged 2 SP:Iteration 17Q (69.071977 sec): 3 clusters Score: Raw -58100.871613 + Penalty 461.586176 = -57639.285437 nChanged 1 SP:Iteration 18Q (69.073329 sec): 3 clusters Score: Raw -58101.060664 + Penalty 461.481354 = -57639.579310 nChanged 1 SP:Iteration 19Q (69.074679 sec): 3 clusters Score: Raw -58101.069689 + Penalty 461.469420 = -57639.600270 nChanged 1 SP:Iteration 20F (69.076079 sec): 3 clusters Score: Raw -58101.173374 + Penalty 461.395088 = -57639.778287 nChanged 1 SP:Iteration 21Q (69.077434 sec): 3 clusters Score: Raw -58101.280481 + Penalty 461.398981 = -57639.881500 nChanged 1 SP:Iteration 22Q (69.078783 sec): 3 clusters Score: Raw -58101.436859 + Penalty 461.269497 = -57640.167362 nChanged 2 SP:Iteration 23Q (69.080083 sec): 3 clusters Score: Raw -58101.777214 + Penalty 461.019431 = -57640.757783 nChanged 2 SP:Iteration 24Q (69.081406 sec): 3 clusters Score: Raw -58101.902003 + Penalty 460.652001 = -57641.250002 nChanged 4 SP:Iteration 25Q (69.082692 sec): 3 clusters Score: Raw -58102.280463 + Penalty 460.817068 = -57641.463395 nChanged 3 SP:Iteration 26Q (69.083978 sec): 3 clusters Score: Raw -58102.609461 + Penalty 460.727080 = -57641.882382 nChanged 1 SP:Iteration 27Q (69.085272 sec): 3 clusters Score: Raw -58102.586644 + Penalty 460.727080 = -57641.859564 nChanged 0 SP:Iteration 28F (69.086682 sec): 3 clusters Score: Raw -58102.586644 + Penalty 460.727080 = -57641.859564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.089168 sec): 2 clusters Score: Raw -25112.361730 + Penalty 306.556078 = -24805.805652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.089925 sec): 3 clusters Score: Raw -25001.013166 + Penalty 618.044404 = -24382.968762 nChanged 113 SP:Iteration 1F (69.090663 sec): 3 clusters Score: Raw -25140.615775 + Penalty 628.394466 = -24512.221309 nChanged 36 SP:Iteration 2F (69.091402 sec): 3 clusters Score: Raw -25182.302212 + Penalty 629.744492 = -24552.557720 nChanged 15 SP:Iteration 3Q (69.092123 sec): 3 clusters Score: Raw -25203.624488 + Penalty 632.708427 = -24570.916061 nChanged 13 SP:Iteration 4Q (69.092836 sec): 3 clusters Score: Raw -25217.975237 + Penalty 634.251573 = -24583.723664 nChanged 9 SP:Iteration 5Q (69.093549 sec): 3 clusters Score: Raw -25226.122993 + Penalty 640.120767 = -24586.002225 nChanged 9 SP:Iteration 6Q (69.094276 sec): 3 clusters Score: Raw -25234.824654 + Penalty 645.368715 = -24589.455939 nChanged 8 SP:Iteration 7Q (69.094986 sec): 3 clusters Score: Raw -25244.801829 + Penalty 648.021897 = -24596.779932 nChanged 2 SP:Iteration 8Q (69.095694 sec): 3 clusters Score: Raw -25246.913152 + Penalty 648.021897 = -24598.891255 nChanged 0 SP:Iteration 9F (69.096430 sec): 3 clusters Score: Raw -25246.913152 + Penalty 648.021897 = -24598.891255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.097666 sec): 2 clusters Score: Raw -8770.005788 + Penalty 240.306543 = -8529.699245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.098077 sec): 3 clusters Score: Raw -8758.331783 + Penalty 490.829471 = -8267.502311 nChanged 20 SP:Iteration 1F (69.098497 sec): 3 clusters Score: Raw -8795.398182 + Penalty 502.183920 = -8293.214263 nChanged 12 SP:Iteration 2F (69.098916 sec): 3 clusters Score: Raw -8827.813467 + Penalty 508.006895 = -8319.806572 nChanged 4 SP:Iteration 3Q (69.099313 sec): 3 clusters Score: Raw -8836.280556 + Penalty 504.648645 = -8331.631911 nChanged 1 SP:Iteration 4Q (69.099706 sec): 3 clusters Score: Raw -8837.922445 + Penalty 507.160086 = -8330.762359 nChanged 1 SP:Iteration 5F (69.100110 sec): 3 clusters Score: Raw -8840.536745 + Penalty 507.160086 = -8333.376660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 33 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.101162 sec): 2 clusters Score: Raw -7666.393987 + Penalty 444.148386 = -7222.245601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.101535 sec): 3 clusters Score: Raw -7706.701684 + Penalty 888.817221 = -6817.884463 nChanged 10 SP:Iteration 1F (69.101901 sec): 3 clusters Score: Raw -7739.400615 + Penalty 891.334096 = -6848.066520 nChanged 2 SP:Iteration 2Q (69.102253 sec): 3 clusters Score: Raw -7749.180689 + Penalty 894.755735 = -6854.424953 nChanged 2 SP:Iteration 3Q (69.102600 sec): 3 clusters Score: Raw -7753.586224 + Penalty 894.755735 = -6858.830488 nChanged 0 SP:Iteration 4F (69.102966 sec): 3 clusters Score: Raw -7753.586224 + Penalty 894.755735 = -6858.830488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.104518 sec): 2 clusters Score: Raw -23565.257110 + Penalty 697.076690 = -22868.180419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.105260 sec): 3 clusters Score: Raw -23525.376024 + Penalty 1393.397686 = -22131.978337 nChanged 50 SP:Iteration 1F (69.105935 sec): 3 clusters Score: Raw -23622.683887 + Penalty 1392.512964 = -22230.170922 nChanged 23 SP:Iteration 2F (69.106602 sec): 3 clusters Score: Raw -23652.756214 + Penalty 1390.903556 = -22261.852658 nChanged 7 SP:Iteration 3Q (69.107270 sec): 3 clusters Score: Raw -23670.730021 + Penalty 1390.945858 = -22279.784163 nChanged 2 SP:Iteration 4Q (69.107943 sec): 3 clusters Score: Raw -23674.918336 + Penalty 1390.945858 = -22283.972478 nChanged 0 SP:Iteration 5F (69.108634 sec): 3 clusters Score: Raw -23674.918336 + Penalty 1390.945858 = -22283.972478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.109634 sec): 2 clusters Score: Raw -3418.505816 + Penalty 218.470118 = -3200.035697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.109943 sec): 3 clusters Score: Raw -3497.646972 + Penalty 429.368797 = -3068.278174 nChanged 6 SP:Iteration 1F (69.110248 sec): 3 clusters Score: Raw -3537.357302 + Penalty 445.332238 = -3092.025064 nChanged 2 SP:Iteration 2Q (69.110533 sec): 3 clusters Score: Raw -3560.390992 + Penalty 445.332238 = -3115.058754 nChanged 0 SP:Iteration 3F (69.110836 sec): 3 clusters Score: Raw -3560.390992 + Penalty 445.332238 = -3115.058754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 36 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.112049 sec): 2 clusters Score: Raw -14062.080843 + Penalty 538.091048 = -13523.989796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.112563 sec): 3 clusters Score: Raw -14080.420885 + Penalty 1077.504667 = -13002.916217 nChanged 17 SP:Iteration 1F (69.113069 sec): 3 clusters Score: Raw -14117.003093 + Penalty 1077.479911 = -13039.523181 nChanged 6 SP:Iteration 2Q (69.113557 sec): 3 clusters Score: Raw -14128.925891 + Penalty 1077.248941 = -13051.676950 nChanged 2 SP:Iteration 3Q (69.114040 sec): 3 clusters Score: Raw -14133.537026 + Penalty 1078.174574 = -13055.362453 nChanged 1 SP:Iteration 4Q (69.114522 sec): 3 clusters Score: Raw -14135.883021 + Penalty 1078.174574 = -13057.708447 nChanged 0 SP:Iteration 5F (69.115022 sec): 3 clusters Score: Raw -14135.883021 + Penalty 1078.174574 = -13057.708447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 37 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.117264 sec): 2 clusters Score: Raw -43691.053536 + Penalty 324.471262 = -43366.582273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.118383 sec): 3 clusters Score: Raw -43427.485651 + Penalty 648.336025 = -42779.149626 nChanged 192 SP:Iteration 1F (69.119513 sec): 3 clusters Score: Raw -43558.109898 + Penalty 648.702720 = -42909.407177 nChanged 47 SP:Iteration 2F (69.120636 sec): 3 clusters Score: Raw -43597.084838 + Penalty 650.681885 = -42946.402953 nChanged 35 SP:Iteration 3F (69.121758 sec): 3 clusters Score: Raw -43621.158966 + Penalty 652.602336 = -42968.556630 nChanged 24 SP:Iteration 4Q (69.122878 sec): 3 clusters Score: Raw -43636.151091 + Penalty 654.989684 = -42981.161407 nChanged 11 SP:Iteration 5Q (69.123989 sec): 3 clusters Score: Raw -43644.138732 + Penalty 657.019852 = -42987.118879 nChanged 13 SP:Iteration 6Q (69.125090 sec): 3 clusters Score: Raw -43654.963464 + Penalty 658.834650 = -42996.128814 nChanged 10 SP:Iteration 7Q (69.126152 sec): 3 clusters Score: Raw -43662.417807 + Penalty 661.066811 = -43001.350996 nChanged 9 SP:Iteration 8Q (69.127218 sec): 3 clusters Score: Raw -43666.527222 + Penalty 661.645065 = -43004.882157 nChanged 3 SP:Iteration 9Q (69.128309 sec): 3 clusters Score: Raw -43667.878637 + Penalty 662.763504 = -43005.115132 nChanged 4 SP:Iteration 10F (69.129387 sec): 3 clusters Score: Raw -43668.583742 + Penalty 663.806349 = -43004.777392 nChanged 3 SP:Iteration 11F (69.130463 sec): 3 clusters Score: Raw -43669.176507 + Penalty 665.973776 = -43003.202731 nChanged 7 SP:Iteration 12F (69.131560 sec): 3 clusters Score: Raw -43672.719786 + Penalty 668.447110 = -43004.272676 nChanged 7 SP:Iteration 13Q (69.132613 sec): 3 clusters Score: Raw -43675.653810 + Penalty 668.389399 = -43007.264411 nChanged 2 SP:Iteration 14Q (69.133658 sec): 3 clusters Score: Raw -43677.687046 + Penalty 669.824289 = -43007.862757 nChanged 3 SP:Iteration 15Q (69.134698 sec): 3 clusters Score: Raw -43678.906086 + Penalty 670.844457 = -43008.061630 nChanged 2 SP:Iteration 16Q (69.135741 sec): 3 clusters Score: Raw -43679.647757 + Penalty 670.844457 = -43008.803300 nChanged 0 SP:Iteration 17F (69.136825 sec): 3 clusters Score: Raw -43679.647757 + Penalty 670.844457 = -43008.803300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.138255 sec): 2 clusters Score: Raw -16260.077149 + Penalty 475.281344 = -15784.795805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.138808 sec): 3 clusters Score: Raw -16225.055180 + Penalty 951.651010 = -15273.404170 nChanged 40 SP:Iteration 1F (69.139353 sec): 3 clusters Score: Raw -16279.036038 + Penalty 954.839788 = -15324.196251 nChanged 14 SP:Iteration 2F (69.139896 sec): 3 clusters Score: Raw -16311.573763 + Penalty 958.100674 = -15353.473089 nChanged 8 SP:Iteration 3Q (69.140419 sec): 3 clusters Score: Raw -16326.882347 + Penalty 960.978519 = -15365.903828 nChanged 5 SP:Iteration 4Q (69.140959 sec): 3 clusters Score: Raw -16342.759133 + Penalty 965.849933 = -15376.909200 nChanged 7 SP:Iteration 5Q (69.141478 sec): 3 clusters Score: Raw -16355.728297 + Penalty 973.047982 = -15382.680315 nChanged 5 SP:Iteration 6Q (69.141986 sec): 3 clusters Score: Raw -16369.280859 + Penalty 975.529197 = -15393.751662 nChanged 4 SP:Iteration 7Q (69.142487 sec): 3 clusters Score: Raw -16379.058495 + Penalty 975.529197 = -15403.529298 nChanged 0 SP:Iteration 8F (69.143027 sec): 3 clusters Score: Raw -16379.058495 + Penalty 975.529197 = -15403.529298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.144860 sec): 2 clusters Score: Raw -33728.286303 + Penalty 577.492377 = -33150.793926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.145751 sec): 3 clusters Score: Raw -33599.864893 + Penalty 1153.574876 = -32446.290018 nChanged 102 SP:Iteration 1F (69.146618 sec): 3 clusters Score: Raw -33684.764362 + Penalty 1154.285823 = -32530.478539 nChanged 31 SP:Iteration 2F (69.147479 sec): 3 clusters Score: Raw -33713.792368 + Penalty 1154.409776 = -32559.382592 nChanged 16 SP:Iteration 3Q (69.148329 sec): 3 clusters Score: Raw -33724.331286 + Penalty 1154.386494 = -32569.944792 nChanged 13 SP:Iteration 4Q (69.149176 sec): 3 clusters Score: Raw -33735.223062 + Penalty 1154.129338 = -32581.093724 nChanged 8 SP:Iteration 5Q (69.150041 sec): 3 clusters Score: Raw -33740.357890 + Penalty 1153.339747 = -32587.018143 nChanged 5 SP:Iteration 6Q (69.150886 sec): 3 clusters Score: Raw -33744.310563 + Penalty 1153.425891 = -32590.884672 nChanged 2 SP:Iteration 7Q (69.151728 sec): 3 clusters Score: Raw -33745.440072 + Penalty 1153.614354 = -32591.825719 nChanged 1 SP:Iteration 8Q (69.152568 sec): 3 clusters Score: Raw -33746.238077 + Penalty 1153.614354 = -32592.623723 nChanged 0 SP:Iteration 9F (69.153426 sec): 3 clusters Score: Raw -33746.238077 + Penalty 1153.614354 = -32592.623723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.154447 sec): 2 clusters Score: Raw -1268.335864 + Penalty 278.036096 = -990.299768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.154708 sec): 3 clusters Score: Raw -1509.063209 + Penalty 544.320838 = -964.742371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.156538 sec): 2 clusters Score: Raw -37005.592352 + Penalty 582.791417 = -36422.800935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.157491 sec): 3 clusters Score: Raw -36862.413662 + Penalty 1168.682894 = -35693.730768 nChanged 102 SP:Iteration 1F (69.158422 sec): 3 clusters Score: Raw -36950.861919 + Penalty 1170.240345 = -35780.621574 nChanged 26 SP:Iteration 2F (69.159330 sec): 3 clusters Score: Raw -36981.861606 + Penalty 1170.630416 = -35811.231190 nChanged 15 SP:Iteration 3Q (69.160219 sec): 3 clusters Score: Raw -36994.166565 + Penalty 1173.663143 = -35820.503422 nChanged 12 SP:Iteration 4Q (69.161101 sec): 3 clusters Score: Raw -37009.332739 + Penalty 1178.914955 = -35830.417785 nChanged 12 SP:Iteration 5Q (69.161982 sec): 3 clusters Score: Raw -37024.356068 + Penalty 1183.217123 = -35841.138945 nChanged 5 SP:Iteration 6Q (69.162864 sec): 3 clusters Score: Raw -37027.987532 + Penalty 1185.279000 = -35842.708532 nChanged 4 SP:Iteration 7Q (69.163742 sec): 3 clusters Score: Raw -37031.462410 + Penalty 1185.837737 = -35845.624673 nChanged 5 SP:Iteration 8Q (69.164636 sec): 3 clusters Score: Raw -37035.780380 + Penalty 1189.864662 = -35845.915718 nChanged 6 SP:Iteration 9Q (69.165516 sec): 3 clusters Score: Raw -37041.673914 + Penalty 1192.288835 = -35849.385080 nChanged 5 SP:Iteration 10F (69.166404 sec): 3 clusters Score: Raw -37047.075818 + Penalty 1194.369845 = -35852.705974 nChanged 4 SP:Iteration 11Q (69.167273 sec): 3 clusters Score: Raw -37052.212137 + Penalty 1195.881691 = -35856.330446 nChanged 2 SP:Iteration 12Q (69.168138 sec): 3 clusters Score: Raw -37054.936716 + Penalty 1195.049030 = -35859.887686 nChanged 1 SP:Iteration 13Q (69.169023 sec): 3 clusters Score: Raw -37055.489306 + Penalty 1194.754541 = -35860.734764 nChanged 2 SP:Iteration 14Q (69.169892 sec): 3 clusters Score: Raw -37057.633147 + Penalty 1196.294243 = -35861.338904 nChanged 2 SP:Iteration 15Q (69.170756 sec): 3 clusters Score: Raw -37059.734115 + Penalty 1196.918845 = -35862.815271 nChanged 1 SP:Iteration 16Q (69.171620 sec): 3 clusters Score: Raw -37060.252913 + Penalty 1196.918845 = -35863.334068 nChanged 0 SP:Iteration 17F (69.172505 sec): 3 clusters Score: Raw -37060.252913 + Penalty 1196.918845 = -35863.334068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.173963 sec): 2 clusters Score: Raw -17036.612332 + Penalty 608.678835 = -16427.933497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.174540 sec): 3 clusters Score: Raw -17028.426474 + Penalty 1217.913437 = -15810.513038 nChanged 38 SP:Iteration 1F (69.175108 sec): 3 clusters Score: Raw -17091.425844 + Penalty 1217.699509 = -15873.726335 nChanged 11 SP:Iteration 2F (69.175678 sec): 3 clusters Score: Raw -17117.980641 + Penalty 1216.024469 = -15901.956172 nChanged 5 SP:Iteration 3Q (69.176223 sec): 3 clusters Score: Raw -17129.401144 + Penalty 1215.689529 = -15913.711614 nChanged 6 SP:Iteration 4Q (69.176762 sec): 3 clusters Score: Raw -17144.831788 + Penalty 1213.579131 = -15931.252657 nChanged 2 SP:Iteration 5Q (69.177277 sec): 3 clusters Score: Raw -17149.518184 + Penalty 1215.296001 = -15934.222184 nChanged 1 SP:Iteration 6Q (69.177815 sec): 3 clusters Score: Raw -17153.116081 + Penalty 1215.296001 = -15937.820080 nChanged 0 SP:Iteration 7F (69.178369 sec): 3 clusters Score: Raw -17153.116081 + Penalty 1215.296001 = -15937.820080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.179636 sec): 2 clusters Score: Raw -12797.624805 + Penalty 347.829910 = -12449.794895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.180119 sec): 3 clusters Score: Raw -12763.728818 + Penalty 696.925688 = -12066.803130 nChanged 28 SP:Iteration 1F (69.180594 sec): 3 clusters Score: Raw -12802.341339 + Penalty 697.189739 = -12105.151600 nChanged 7 SP:Iteration 2Q (69.181061 sec): 3 clusters Score: Raw -12809.424858 + Penalty 696.836270 = -12112.588588 nChanged 1 SP:Iteration 3Q (69.181527 sec): 3 clusters Score: Raw -12811.163147 + Penalty 696.836270 = -12114.326877 nChanged 0 SP:Iteration 4F (69.182000 sec): 3 clusters Score: Raw -12811.163147 + Penalty 696.836270 = -12114.326877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 47 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.183406 sec): 2 clusters Score: Raw -20986.169425 + Penalty 453.222987 = -20532.946438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.184047 sec): 3 clusters Score: Raw -20902.548350 + Penalty 907.749528 = -19994.798822 nChanged 60 SP:Iteration 1F (69.184676 sec): 3 clusters Score: Raw -20954.819376 + Penalty 912.655038 = -20042.164338 nChanged 16 SP:Iteration 2F (69.185306 sec): 3 clusters Score: Raw -20966.290201 + Penalty 916.004829 = -20050.285372 nChanged 4 SP:Iteration 3Q (69.185932 sec): 3 clusters Score: Raw -20968.578000 + Penalty 916.861822 = -20051.716177 nChanged 2 SP:Iteration 4Q (69.186555 sec): 3 clusters Score: Raw -20969.893025 + Penalty 918.620098 = -20051.272927 nChanged 2 SP:Iteration 5F (69.187173 sec): 3 clusters Score: Raw -20971.093030 + Penalty 920.441615 = -20050.651415 nChanged 3 SP:Iteration 6F (69.187823 sec): 3 clusters Score: Raw -20975.691019 + Penalty 921.859024 = -20053.831994 nChanged 2 SP:Iteration 7Q (69.188446 sec): 3 clusters Score: Raw -20978.096980 + Penalty 927.136782 = -20050.960199 nChanged 5 SP:Iteration 8F (69.189074 sec): 3 clusters Score: Raw -20986.782215 + Penalty 937.221017 = -20049.561197 nChanged 7 SP:Iteration 9F (69.189703 sec): 3 clusters Score: Raw -20996.138893 + Penalty 940.766891 = -20055.372002 nChanged 6 SP:Iteration 10F (69.190330 sec): 3 clusters Score: Raw -21002.660086 + Penalty 941.927891 = -20060.732195 nChanged 2 SP:Iteration 11Q (69.190942 sec): 3 clusters Score: Raw -21005.692739 + Penalty 944.524453 = -20061.168286 nChanged 1 SP:Iteration 12Q (69.191554 sec): 3 clusters Score: Raw -21006.581034 + Penalty 948.090068 = -20058.490966 nChanged 1 SP:Iteration 13F (69.192166 sec): 3 clusters Score: Raw -21007.632864 + Penalty 951.197950 = -20056.434914 nChanged 1 SP:Iteration 14F (69.192776 sec): 3 clusters Score: Raw -21009.024019 + Penalty 952.201079 = -20056.822941 nChanged 1 SP:Iteration 15Q (69.193360 sec): 3 clusters Score: Raw -21010.147165 + Penalty 954.453014 = -20055.694151 nChanged 1 SP:Iteration 16F (69.193962 sec): 3 clusters Score: Raw -21011.617711 + Penalty 954.453014 = -20057.164697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 48 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.194965 sec): 2 clusters Score: Raw -4928.925292 + Penalty 269.088815 = -4659.836477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.195288 sec): 3 clusters Score: Raw -4929.315306 + Penalty 553.731167 = -4375.584139 nChanged 2 SP:Iteration 1Q (69.195614 sec): 3 clusters Score: Raw -4934.594137 + Penalty 559.146003 = -4375.448134 nChanged 1 SP:Iteration 2F (69.195933 sec): 3 clusters Score: Raw -4936.852835 + Penalty 557.819435 = -4379.033400 nChanged 1 SP:Iteration 3Q (69.196236 sec): 3 clusters Score: Raw -4938.839241 + Penalty 557.819435 = -4381.019806 nChanged 0 SP:Iteration 4F (69.196541 sec): 3 clusters Score: Raw -4938.839241 + Penalty 557.819435 = -4381.019806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 51 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.198434 sec): 2 clusters Score: Raw -37376.101827 + Penalty 719.207020 = -36656.894807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.199357 sec): 3 clusters Score: Raw -37255.056256 + Penalty 1443.024453 = -35812.031803 nChanged 104 SP:Iteration 1F (69.200266 sec): 3 clusters Score: Raw -37371.112537 + Penalty 1445.178716 = -35925.933820 nChanged 24 SP:Iteration 2F (69.201194 sec): 3 clusters Score: Raw -37407.629331 + Penalty 1447.311747 = -35960.317584 nChanged 10 SP:Iteration 3Q (69.202092 sec): 3 clusters Score: Raw -37419.240707 + Penalty 1448.117522 = -35971.123185 nChanged 6 SP:Iteration 4Q (69.202986 sec): 3 clusters Score: Raw -37425.850604 + Penalty 1449.754104 = -35976.096500 nChanged 6 SP:Iteration 5Q (69.203876 sec): 3 clusters Score: Raw -37431.958926 + Penalty 1449.763028 = -35982.195898 nChanged 4 SP:Iteration 6Q (69.204766 sec): 3 clusters Score: Raw -37435.394746 + Penalty 1449.845392 = -35985.549354 nChanged 1 SP:Iteration 7Q (69.205677 sec): 3 clusters Score: Raw -37437.549407 + Penalty 1449.710121 = -35987.839286 nChanged 1 SP:Iteration 8Q (69.206568 sec): 3 clusters Score: Raw -37439.462180 + Penalty 1449.672499 = -35989.789681 nChanged 3 SP:Iteration 9Q (69.207456 sec): 3 clusters Score: Raw -37446.439418 + Penalty 1449.794278 = -35996.645140 nChanged 2 SP:Iteration 10F (69.208362 sec): 3 clusters Score: Raw -37448.876885 + Penalty 1450.187927 = -35998.688958 nChanged 1 SP:Iteration 11Q (69.209249 sec): 3 clusters Score: Raw -37449.277491 + Penalty 1450.810220 = -35998.467271 nChanged 2 SP:Iteration 12F (69.210175 sec): 3 clusters Score: Raw -37453.100685 + Penalty 1450.777523 = -36002.323162 nChanged 3 SP:Iteration 13Q (69.211082 sec): 3 clusters Score: Raw -37457.145333 + Penalty 1449.604937 = -36007.540395 nChanged 5 SP:Iteration 14Q (69.211967 sec): 3 clusters Score: Raw -37464.726311 + Penalty 1448.926254 = -36015.800058 nChanged 6 SP:Iteration 15Q (69.212850 sec): 3 clusters Score: Raw -37473.564790 + Penalty 1448.666968 = -36024.897822 nChanged 3 SP:Iteration 16Q (69.213726 sec): 3 clusters Score: Raw -37475.569765 + Penalty 1448.151967 = -36027.417797 nChanged 3 SP:Iteration 17Q (69.214621 sec): 3 clusters Score: Raw -37479.239663 + Penalty 1447.791827 = -36031.447836 nChanged 3 SP:Iteration 18Q (69.215504 sec): 3 clusters Score: Raw -37490.235611 + Penalty 1447.440703 = -36042.794908 nChanged 3 SP:Iteration 19Q (69.216378 sec): 3 clusters Score: Raw -37493.203465 + Penalty 1447.986841 = -36045.216624 nChanged 1 SP:Iteration 20F (69.217284 sec): 3 clusters Score: Raw -37493.770106 + Penalty 1449.206384 = -36044.563722 nChanged 2 SP:Iteration 21F (69.218189 sec): 3 clusters Score: Raw -37494.954241 + Penalty 1449.206384 = -36045.747857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 52 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.219257 sec): 2 clusters Score: Raw -4412.934381 + Penalty 350.128481 = -4062.805900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.219574 sec): 3 clusters Score: Raw -4435.670854 + Penalty 706.953486 = -3728.717368 nChanged 3 SP:Iteration 1F (69.219881 sec): 3 clusters Score: Raw -4445.648976 + Penalty 709.244561 = -3736.404415 nChanged 1 SP:Iteration 2Q (69.220176 sec): 3 clusters Score: Raw -4447.291278 + Penalty 709.244561 = -3738.046717 nChanged 0 SP:Iteration 3F (69.220482 sec): 3 clusters Score: Raw -4447.291278 + Penalty 709.244561 = -3738.046717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.221301 sec): 2 clusters Score: Raw -683.117604 + Penalty 126.732184 = -556.385420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.221528 sec): 3 clusters Score: Raw -702.027135 + Penalty 258.442953 = -443.584182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 54 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.222385 sec): 2 clusters Score: Raw -2434.010356 + Penalty 280.436322 = -2153.574034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.222647 sec): 3 clusters Score: Raw -2455.581218 + Penalty 546.552453 = -1909.028766 nChanged 1 SP:Iteration 1Q (69.222902 sec): 3 clusters Score: Raw -2457.905002 + Penalty 546.552453 = -1911.352549 nChanged 0 SP:Iteration 2F (69.223161 sec): 3 clusters Score: Raw -2457.905002 + Penalty 546.552453 = -1911.352549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.224443 sec): 2 clusters Score: Raw -16321.238912 + Penalty 726.100575 = -15595.138337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.225004 sec): 3 clusters Score: Raw -16361.305064 + Penalty 1449.937442 = -14911.367622 nChanged 38 SP:Iteration 1F (69.225562 sec): 3 clusters Score: Raw -16441.394842 + Penalty 1450.692150 = -14990.702692 nChanged 7 SP:Iteration 2Q (69.226094 sec): 3 clusters Score: Raw -16457.087761 + Penalty 1451.088191 = -15005.999569 nChanged 2 SP:Iteration 3Q (69.226621 sec): 3 clusters Score: Raw -16465.546498 + Penalty 1450.962355 = -15014.584143 nChanged 3 SP:Iteration 4Q (69.227134 sec): 3 clusters Score: Raw -16471.968226 + Penalty 1450.962355 = -15021.005871 nChanged 0 SP:Iteration 5F (69.227693 sec): 3 clusters Score: Raw -16471.968226 + Penalty 1450.962355 = -15021.005871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 57 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.228736 sec): 2 clusters Score: Raw -3157.221975 + Penalty 301.869538 = -2855.352437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.229009 sec): 3 clusters Score: Raw -3151.241211 + Penalty 616.080007 = -2535.161203 nChanged 2 SP:Iteration 1F (69.229276 sec): 3 clusters Score: Raw -3154.384671 + Penalty 633.393131 = -2520.991540 nChanged 2 SP:Iteration 2F (69.229543 sec): 3 clusters Score: Raw -3159.496354 + Penalty 633.393131 = -2526.103223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.230736 sec): 2 clusters Score: Raw -13311.003627 + Penalty 776.086952 = -12534.916675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.231211 sec): 3 clusters Score: Raw -13427.876017 + Penalty 1553.940503 = -11873.935514 nChanged 15 SP:Iteration 1F (69.231679 sec): 3 clusters Score: Raw -13469.177099 + Penalty 1553.502939 = -11915.674161 nChanged 6 SP:Iteration 2Q (69.232130 sec): 3 clusters Score: Raw -13497.841480 + Penalty 1553.590622 = -11944.250858 nChanged 3 SP:Iteration 3Q (69.232573 sec): 3 clusters Score: Raw -13508.692871 + Penalty 1553.590622 = -11955.102249 nChanged 0 SP:Iteration 4F (69.233040 sec): 3 clusters Score: Raw -13508.692871 + Penalty 1553.590622 = -11955.102249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.233931 sec): 2 clusters Score: Raw -1445.032376 + Penalty 228.612183 = -1216.420193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.234171 sec): 3 clusters Score: Raw -1471.215850 + Penalty 465.419557 = -1005.796293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.235056 sec): 2 clusters Score: Raw -4838.814691 + Penalty 379.261613 = -4459.553078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.235363 sec): 3 clusters Score: Raw -4848.407989 + Penalty 758.150326 = -4090.257664 nChanged 3 SP:Iteration 1F (69.235690 sec): 3 clusters Score: Raw -4854.276796 + Penalty 756.924851 = -4097.351945 nChanged 1 SP:Iteration 2Q (69.235987 sec): 3 clusters Score: Raw -4857.535412 + Penalty 756.924851 = -4100.610561 nChanged 0 SP:Iteration 3F (69.236285 sec): 3 clusters Score: Raw -4857.535412 + Penalty 756.924851 = -4100.610561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.237080 sec): 2 clusters Score: Raw -445.153530 + Penalty 106.162442 = -338.991089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.237300 sec): 3 clusters Score: Raw -442.512515 + Penalty 303.914609 = -138.597906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 71 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.238176 sec): 2 clusters Score: Raw -3767.878316 + Penalty 325.693157 = -3442.185159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.238463 sec): 3 clusters Score: Raw -3781.304131 + Penalty 650.283167 = -3131.020964 nChanged 1 SP:Iteration 1Q (69.238740 sec): 3 clusters Score: Raw -3782.877288 + Penalty 660.026592 = -3122.850696 nChanged 2 SP:Iteration 2F (69.239022 sec): 3 clusters Score: Raw -3789.166386 + Penalty 662.884768 = -3126.281618 nChanged 1 SP:Iteration 3Q (69.239295 sec): 3 clusters Score: Raw -3790.828047 + Penalty 662.884768 = -3127.943279 nChanged 0 SP:Iteration 4F (69.239576 sec): 3 clusters Score: Raw -3790.828047 + Penalty 662.884768 = -3127.943279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 74 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.240474 sec): 2 clusters Score: Raw -5157.657055 + Penalty 345.160096 = -4812.496959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.240785 sec): 3 clusters Score: Raw -5154.499831 + Penalty 704.114022 = -4450.385809 nChanged 8 SP:Iteration 1F (69.241093 sec): 3 clusters Score: Raw -5170.856196 + Penalty 704.468473 = -4466.387723 nChanged 3 SP:Iteration 2F (69.241411 sec): 3 clusters Score: Raw -5175.995155 + Penalty 706.296461 = -4469.698694 nChanged 1 SP:Iteration 3Q (69.241717 sec): 3 clusters Score: Raw -5176.180653 + Penalty 706.296461 = -4469.884192 nChanged 0 SP:Iteration 4F (69.242034 sec): 3 clusters Score: Raw -5176.180653 + Penalty 706.296461 = -4469.884192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.242807 sec): 2 clusters Score: Raw -82.595726 + Penalty 0.000000 = -82.595726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.242993 sec): 2 clusters Score: Raw -82.595726 + Penalty 0.000000 = -82.595726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 79 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.243981 sec): 2 clusters Score: Raw -8416.945432 + Penalty 401.012664 = -8015.932769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.244361 sec): 3 clusters Score: Raw -8405.004906 + Penalty 801.530815 = -7603.474091 nChanged 11 SP:Iteration 1F (69.244731 sec): 3 clusters Score: Raw -8429.059002 + Penalty 801.332772 = -7627.726229 nChanged 3 SP:Iteration 2Q (69.245096 sec): 3 clusters Score: Raw -8436.158051 + Penalty 803.937553 = -7632.220497 nChanged 4 SP:Iteration 3Q (69.245468 sec): 3 clusters Score: Raw -8441.025922 + Penalty 804.607289 = -7636.418632 nChanged 1 SP:Iteration 4Q (69.245834 sec): 3 clusters Score: Raw -8441.187355 + Penalty 805.775780 = -7635.411575 nChanged 1 SP:Iteration 5F (69.246205 sec): 3 clusters Score: Raw -8443.323491 + Penalty 806.830921 = -7636.492570 nChanged 1 SP:Iteration 6Q (69.246567 sec): 3 clusters Score: Raw -8444.677614 + Penalty 806.922073 = -7637.755541 nChanged 2 SP:Iteration 7Q (69.246950 sec): 3 clusters Score: Raw -8450.286501 + Penalty 806.922073 = -7643.364428 nChanged 0 SP:Iteration 8F (69.247317 sec): 3 clusters Score: Raw -8450.286501 + Penalty 806.922073 = -7643.364428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.248137 sec): 2 clusters Score: Raw -560.660495 + Penalty 153.062154 = -407.598341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.248353 sec): 3 clusters Score: Raw -614.090151 + Penalty 305.877806 = -308.212345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 94 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.249152 sec): 2 clusters Score: Raw -1780.965584 + Penalty 231.084763 = -1549.880821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.249400 sec): 3 clusters Score: Raw -1784.474755 + Penalty 471.121941 = -1313.352814 nChanged 2 SP:Iteration 1F (69.249641 sec): 3 clusters Score: Raw -1789.793472 + Penalty 478.315110 = -1311.478362 nChanged 1 SP:Iteration 2F (69.249885 sec): 3 clusters Score: Raw -1792.583056 + Penalty 478.315110 = -1314.267946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.250673 sec): 2 clusters Score: Raw -473.980087 + Penalty 138.566626 = -335.413461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.250895 sec): 3 clusters Score: Raw -464.832172 + Penalty 276.102728 = -188.729445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.251659 sec): 2 clusters Score: Raw -549.915578 + Penalty 129.250875 = -420.664703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.251877 sec): 3 clusters Score: Raw -547.810178 + Penalty 258.501751 = -289.308427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.252630 sec): 2 clusters Score: Raw -177.903952 + Penalty 51.296820 = -126.607132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.252835 sec): 3 clusters Score: Raw -174.689243 + Penalty 102.593640 = -72.095603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.253609 sec): 2 clusters Score: Raw -1007.969916 + Penalty 225.439276 = -782.530640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.253840 sec): 3 clusters Score: Raw -1008.519252 + Penalty 408.527839 = -599.991413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.254605 sec): 2 clusters Score: Raw -352.636504 + Penalty 108.559498 = -244.077006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.254817 sec): 3 clusters Score: Raw -361.777766 + Penalty 217.118997 = -144.658769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.255590 sec): 2 clusters Score: Raw -362.266438 + Penalty 98.138919 = -264.127519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.255803 sec): 3 clusters Score: Raw -357.320385 + Penalty 223.359464 = -133.960921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.256567 sec): 2 clusters Score: Raw -613.896170 + Penalty 276.932239 = -336.963932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.256808 sec): 3 clusters Score: Raw -661.399242 + Penalty 551.502397 = -109.896845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 112 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.257610 sec): 2 clusters Score: Raw -1832.248673 + Penalty 218.678650 = -1613.570024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.257857 sec): 3 clusters Score: Raw -1838.893605 + Penalty 431.223037 = -1407.670567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.258628 sec): 2 clusters Score: Raw -691.644159 + Penalty 103.802163 = -587.841996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.258855 sec): 3 clusters Score: Raw -689.911088 + Penalty 207.346980 = -482.564107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 118 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.259675 sec): 2 clusters Score: Raw -1839.006599 + Penalty 279.774482 = -1559.232117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.259921 sec): 3 clusters Score: Raw -1850.508479 + Penalty 560.482469 = -1290.026010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.260691 sec): 2 clusters Score: Raw -555.472543 + Penalty 142.924726 = -412.547816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.260912 sec): 3 clusters Score: Raw -553.419823 + Penalty 285.849453 = -267.570370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.261665 sec): 2 clusters Score: Raw -361.230714 + Penalty 106.286515 = -254.944199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.261877 sec): 3 clusters Score: Raw -361.062160 + Penalty 212.573030 = -148.489130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 122 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.262679 sec): 2 clusters Score: Raw -1986.190136 + Penalty 305.427212 = -1680.762924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.262929 sec): 3 clusters Score: Raw -2009.989987 + Penalty 610.229093 = -1399.760894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.263713 sec): 2 clusters Score: Raw -452.791082 + Penalty 144.810341 = -307.980742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.263932 sec): 3 clusters Score: Raw -450.263187 + Penalty 278.364010 = -171.899178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 133 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.264730 sec): 2 clusters Score: Raw -2495.179200 + Penalty 31.961375 = -2463.217825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.264952 sec): 3 clusters Score: Raw -2508.048916 + Penalty 74.589263 = -2433.459654 nChanged 12 SP:Iteration 1F (69.265173 sec): 3 clusters Score: Raw -2528.393885 + Penalty 75.850675 = -2452.543209 nChanged 1 SP:Iteration 2Q (69.265392 sec): 3 clusters Score: Raw -2530.332678 + Penalty 75.850675 = -2454.482003 nChanged 0 SP:Iteration 3F (69.265608 sec): 3 clusters Score: Raw -2530.332678 + Penalty 75.850675 = -2454.482003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.266376 sec): 2 clusters Score: Raw -353.249973 + Penalty 87.601258 = -265.648715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.266607 sec): 3 clusters Score: Raw -352.965264 + Penalty 175.202515 = -177.762749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.267364 sec): 2 clusters Score: Raw -178.505020 + Penalty 57.268145 = -121.236875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.267576 sec): 3 clusters Score: Raw -174.244887 + Penalty 114.536290 = -59.708598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.268353 sec): 2 clusters Score: Raw -368.438095 + Penalty 112.779507 = -255.658588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.268569 sec): 3 clusters Score: Raw -362.253567 + Penalty 223.086786 = -139.166781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.269327 sec): 2 clusters Score: Raw -276.601641 + Penalty 78.958546 = -197.643096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.269525 sec): 2 clusters Score: Raw -276.601641 + Penalty 78.958546 = -197.643096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.270264 sec): 2 clusters Score: Raw -86.112436 + Penalty 0.000000 = -86.112436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.270451 sec): 2 clusters Score: Raw -86.112436 + Penalty 0.000000 = -86.112436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.271204 sec): 2 clusters Score: Raw -371.992787 + Penalty 121.078000 = -250.914787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.271420 sec): 3 clusters Score: Raw -364.006625 + Penalty 304.447649 = -59.558976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 171 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.272207 sec): 2 clusters Score: Raw -1181.582825 + Penalty 222.270780 = -959.312044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.272443 sec): 3 clusters Score: Raw -1195.307164 + Penalty 445.996778 = -749.310387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.273196 sec): 2 clusters Score: Raw -161.508660 + Penalty 3.465736 = -158.042924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.273386 sec): 3 clusters Score: Raw -162.142602 + Penalty 6.931472 = -155.211130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.274150 sec): 2 clusters Score: Raw -463.698697 + Penalty 137.771292 = -325.927405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.274371 sec): 3 clusters Score: Raw -459.327152 + Penalty 271.055960 = -188.271192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 191 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.275146 sec): 2 clusters Score: Raw -866.947876 + Penalty 92.067041 = -774.880835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.275367 sec): 3 clusters Score: Raw -866.901484 + Penalty 192.647856 = -674.253628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.276104 sec): 2 clusters Score: Raw -81.994667 + Penalty 0.000000 = -81.994667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.276310 sec): 2 clusters Score: Raw -81.994667 + Penalty 0.000000 = -81.994667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.277088 sec): 2 clusters Score: Raw -258.997304 + Penalty 63.936832 = -195.060472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.277285 sec): 2 clusters Score: Raw -258.997304 + Penalty 63.936832 = -195.060472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 217 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.278032 sec): 2 clusters Score: Raw -398.409374 + Penalty 13.841166 = -384.568208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.278225 sec): 3 clusters Score: Raw -406.640365 + Penalty 28.165163 = -378.475202 nChanged 0 Deleting Class 104 (12 points): Lose 62.577882 but Gain 1002.353564 Iteration 119Q (69.452201 sec): 89 clusters Score: Raw -2984391.961611 + Penalty 71000.648799 = -2913391.312813 nChanged 52 Deleting Class 122 (21 points): Lose 127.860228 but Gain 1049.546288 Iteration 120F (70.873567 sec): 88 clusters Score: Raw -2984396.272498 + Penalty 69967.132364 = -2914429.140134 nChanged 67 Deleting Class 109 (7 points): Lose 572.290039 but Gain 1488.894006 Iteration 121Q (71.033275 sec): 87 clusters Score: Raw -2983924.177523 + Penalty 68571.871449 = -2915352.306075 nChanged 40 Deleting Class 118 (20 points): Lose 78.972552 but Gain 977.053064 Iteration 122Q (71.189941 sec): 86 clusters Score: Raw -2983925.681979 + Penalty 67693.718093 = -2916231.963886 nChanged 47 Deleting Class 127 (5 points): Lose 44.198793 but Gain 941.322406 Iteration 123Q (71.345472 sec): 85 clusters Score: Raw -2984008.319984 + Penalty 66775.474717 = -2917232.845267 nChanged 43 Deleting Class 169 (4 points): Lose 20.444934 but Gain 913.740407 Iteration 124Q (71.501142 sec): 84 clusters Score: Raw -2984043.710609 + Penalty 65853.399990 = -2918190.310619 nChanged 21 Deleting Class 95 (5 points): Lose 9.840752 but Gain 900.735880 Iteration 125Q (71.654525 sec): 83 clusters Score: Raw -2984050.500420 + Penalty 64958.793301 = -2919091.707119 nChanged 21 Deleting Class 189 (5 points): Lose 16.687001 but Gain 895.565903 Iteration 126Q (71.806355 sec): 82 clusters Score: Raw -2984051.512652 + Penalty 64085.356738 = -2919966.155914 nChanged 21 Deleting Class 66 (50 points): Lose 148.528196 but Gain 1014.041585 Iteration 127Q (71.956689 sec): 81 clusters Score: Raw -2983927.903531 + Penalty 63108.368107 = -2920819.535424 nChanged 61 Deleting Class 59 (146 points): Lose 759.251399 but Gain 1627.589881 Iteration 128Q (72.108460 sec): 80 clusters Score: Raw -2983249.914571 + Penalty 61683.671600 = -2921566.242971 nChanged 178 Deleting Class 119 (8 points): Lose 47.618951 but Gain 904.764522 Iteration 129Q (72.270320 sec): 79 clusters Score: Raw -2983701.711768 + Penalty 60803.145455 = -2922898.566313 nChanged 65 Deleting Class 149 (2 points): Lose 29.385300 but Gain 864.372022 Iteration 130F (73.533570 sec): 78 clusters Score: Raw -2983733.418585 + Penalty 59937.909873 = -2923795.508712 nChanged 28 Deleting Class 57 (33 points): Lose 71.038869 but Gain 903.228988 Iteration 131Q (73.689076 sec): 77 clusters Score: Raw -2983676.972806 + Penalty 59046.648117 = -2924630.324689 nChanged 46 Deleting Class 3 (17 points): Lose 108.695697 but Gain 940.577399 Iteration 132Q (73.843179 sec): 76 clusters Score: Raw -2983613.334633 + Penalty 58100.223674 = -2925513.110959 nChanged 31 Deleting Class 155 (4 points): Lose 19.770215 but Gain 851.114094 Iteration 133Q (73.994345 sec): 75 clusters Score: Raw -2983625.646357 + Penalty 57248.067124 = -2926377.579232 nChanged 22 Deleting Class 20 (9 points): Lose 671.708661 but Gain 1493.589681 Iteration 134Q (74.145405 sec): 74 clusters Score: Raw -2982964.347486 + Penalty 55824.304999 = -2927140.042486 nChanged 23 Deleting Class 171 (13 points): Lose 94.459935 but Gain 906.601905 Iteration 135Q (74.291235 sec): 73 clusters Score: Raw -2982884.325624 + Penalty 54965.615324 = -2927918.710301 nChanged 26 Deleting Class 9 (91 points): Lose 375.610917 but Gain 1177.679189 Iteration 136Q (74.435344 sec): 72 clusters Score: Raw -2982543.729724 + Penalty 53903.838294 = -2928639.891430 nChanged 106 Deleting Class 27 (60 points): Lose 72.846883 but Gain 868.061188 Iteration 137Q (74.581409 sec): 71 clusters Score: Raw -2982710.777904 + Penalty 53091.577992 = -2929619.199912 nChanged 102 Deleting Class 162 (8 points): Lose 75.148810 but Gain 861.962106 Iteration 138Q (74.728327 sec): 70 clusters Score: Raw -2982729.864741 + Penalty 52224.467462 = -2930505.397279 nChanged 34 Deleting Class 54 (27 points): Lose 167.726916 but Gain 933.685799 Iteration 139Q (74.870505 sec): 69 clusters Score: Raw -2982586.951533 + Penalty 51322.793474 = -2931264.158058 nChanged 49 Deleting Class 74 (54 points): Lose 160.872392 but Gain 905.255829 Iteration 140F (75.967099 sec): 68 clusters Score: Raw -2982508.541483 + Penalty 50405.754941 = -2932102.786542 nChanged 94 Deleting Class 71 (41 points): Lose 174.626094 but Gain 917.550182 Iteration 141Q (76.111087 sec): 67 clusters Score: Raw -2982431.124842 + Penalty 49507.457774 = -2932923.667068 nChanged 101 Deleting Class 120 (4 points): Lose 64.597138 but Gain 802.113378 Iteration 142Q (76.253928 sec): 66 clusters Score: Raw -2982461.483029 + Penalty 48951.062093 = -2933510.420936 nChanged 71 Deleting Class 5 (14 points): Lose 54.979699 but Gain 785.783775 Iteration 143Q (76.393905 sec): 65 clusters Score: Raw -2982474.153914 + Penalty 48176.705609 = -2934297.448305 nChanged 78 Deleting Class 112 (14 points): Lose 49.860242 but Gain 786.064137 Iteration 144Q (76.534103 sec): 64 clusters Score: Raw -2982468.614048 + Penalty 47410.356958 = -2935058.257090 nChanged 66 Deleting Class 94 (18 points): Lose 61.208470 but Gain 784.341651 Iteration 145Q (76.679713 sec): 63 clusters Score: Raw -2982453.275676 + Penalty 46637.735837 = -2935815.539839 nChanged 68 Deleting Class 98 (7 points): Lose 64.616198 but Gain 778.072888 Iteration 146Q (76.823148 sec): 62 clusters Score: Raw -2982437.088322 + Penalty 45864.760442 = -2936572.327879 nChanged 43 Deleting Class 63 (19 points): Lose 170.796554 but Gain 877.878364 Iteration 147Q (76.959468 sec): 61 clusters Score: Raw -2982289.800402 + Penalty 45014.989078 = -2937274.811324 nChanged 51 Deleting Class 102 (2 points): Lose 80.550603 but Gain 774.244326 Iteration 148Q (77.096619 sec): 60 clusters Score: Raw -2982270.035915 + Penalty 44241.332298 = -2938028.703618 nChanged 37 Deleting Class 106 (4 points): Lose 57.204894 but Gain 740.625839 Iteration 149Q (77.232000 sec): 59 clusters Score: Raw -2982255.078539 + Penalty 43522.136617 = -2938732.941922 nChanged 24 Deleting Class 24 (17 points): Lose 735.087508 but Gain 1391.689173 Iteration 150F (78.178034 sec): 58 clusters Score: Raw -2981539.699638 + Penalty 42285.828049 = -2939253.871588 nChanged 38 Deleting Class 68 (5 points): Lose 34.693670 but Gain 690.096333 Iteration 151Q (78.319814 sec): 57 clusters Score: Raw -2981629.976959 + Penalty 41647.615439 = -2939982.361519 nChanged 26 Deleting Class 33 (115 points): Lose 445.732954 but Gain 1087.581027 Iteration 152Q (78.452477 sec): 56 clusters Score: Raw -2981246.459380 + Penalty 40689.209285 = -2940557.250095 nChanged 132 Deleting Class 145 (5 points): Lose 114.680276 but Gain 693.593849 Iteration 153Q (78.588032 sec): 55 clusters Score: Raw -2981421.164665 + Penalty 39968.707936 = -2941452.456729 nChanged 55 Deleting Class 53 (9 points): Lose 118.161414 but Gain 674.873720 Iteration 154Q (78.730396 sec): 54 clusters Score: Raw -2981361.694996 + Penalty 39300.384981 = -2942061.310014 nChanged 44 Deleting Class 214 (3 points): Lose 63.393863 but Gain 608.863177 Iteration 155Q (78.865890 sec): 53 clusters Score: Raw -2981348.905075 + Penalty 38684.976422 = -2942663.928653 nChanged 26 Deleting Class 36 (160 points): Lose 623.416838 but Gain 1132.627867 Iteration 156Q (78.998523 sec): 52 clusters Score: Raw -2980764.093984 + Penalty 37615.442784 = -2943148.651199 nChanged 177 Deleting Class 116 (9 points): Lose 87.404042 but Gain 569.462711 Iteration 157Q (79.133319 sec): 51 clusters Score: Raw -2981066.521769 + Penalty 37061.554024 = -2944004.967745 nChanged 44 Deleting Class 105 (4 points): Lose 343.151863 but Gain 819.266920 Iteration 158Q (79.262534 sec): 50 clusters Score: Raw -2980780.104240 + Penalty 36236.900878 = -2944543.203362 nChanged 28 Deleting Class 87 (7 points): Lose 390.637887 but Gain 822.920888 Iteration 159Q (79.391416 sec): 49 clusters Score: Raw -2980419.102892 + Penalty 35384.546920 = -2945034.555972 nChanged 23 Deleting Class 28 (206 points): Lose 1183.147672 but Gain 1614.228557 Iteration 160F (80.166862 sec): 48 clusters Score: Raw -2979330.433922 + Penalty 34019.916167 = -2945310.517755 nChanged 220 Deleting Class 79 (137 points): Lose 458.624100 but Gain 885.581789 Iteration 161Q (80.300266 sec): 47 clusters Score: Raw -2979668.160751 + Penalty 33175.368044 = -2946492.792707 nChanged 200 Deleting Class 167 (1 points): Lose 24.420940 but Gain 436.776460 Iteration 162Q (80.431873 sec): 46 clusters Score: Raw -2979947.328323 + Penalty 32729.172123 = -2947218.156199 nChanged 77 Deleting Class 48 (60 points): Lose 396.231150 but Gain 731.958227 Iteration 163Q (80.558694 sec): 45 clusters Score: Raw -2979607.236300 + Penalty 32020.492069 = -2947586.744231 nChanged 120 Deleting Class 191 (16 points): Lose 130.094665 but Gain 421.659077 Iteration 164Q (80.685522 sec): 44 clusters Score: Raw -2979644.617738 + Penalty 31556.814728 = -2948087.803010 nChanged 81 Deleting Class 202 (2 points): Lose 54.299571 but Gain 303.863872 Iteration 165Q (80.810811 sec): 43 clusters Score: Raw -2979644.659735 + Penalty 31216.053524 = -2948428.606211 nChanged 45 Deleting Class 44 (165 points): Lose 594.577170 but Gain 772.446382 Iteration 166Q (80.935029 sec): 42 clusters Score: Raw -2979073.624673 + Penalty 30443.005994 = -2948630.618679 nChanged 188 Deleting Class 52 (158 points): Lose 956.027432 but Gain 1127.734651 Iteration 167Q (81.062363 sec): 41 clusters Score: Raw -2978491.601638 + Penalty 29429.513480 = -2949062.088158 nChanged 211 Deleting Class 78 (1 points): Lose 24.910879 but Gain 114.368649 Iteration 168Q (81.190621 sec): 40 clusters Score: Raw -2978935.974341 + Penalty 29356.037494 = -2949579.936847 nChanged 69 Deleting Class 14 (398 points): Lose 1291.628593 but Gain 1350.364254 Iteration 169Q (81.311541 sec): 39 clusters Score: Raw -2977742.554432 + Penalty 28097.751124 = -2949644.803307 nChanged 438 Deleting Class 17 (185 points): Lose 541.294295 but Gain 562.266220 Iteration 170F (81.950220 sec): 38 clusters Score: Raw -2978037.984937 + Penalty 27503.234811 = -2950534.750125 nChanged 258 Deleting Class 178 (2 points): Lose 32.038220 but Gain 52.309799 Iteration 171Q (82.074824 sec): 37 clusters Score: Raw -2978435.294186 + Penalty 27440.168200 = -2950995.125986 nChanged 73 Iteration 172Q (82.194112 sec): 37 clusters Score: Raw -2978537.118091 + Penalty 27454.947260 = -2951082.170831 nChanged 31 Iteration 173Q (82.314990 sec): 37 clusters Score: Raw -2978578.393953 + Penalty 27456.673747 = -2951121.720206 nChanged 13 Iteration 174Q (82.434522 sec): 37 clusters Score: Raw -2978583.291892 + Penalty 27458.824750 = -2951124.467142 nChanged 13 Iteration 175Q (82.554013 sec): 37 clusters Score: Raw -2978587.634052 + Penalty 27463.165346 = -2951124.468705 nChanged 9 Iteration 176Q (82.672791 sec): 37 clusters Score: Raw -2978595.608164 + Penalty 27460.893951 = -2951134.714214 nChanged 3 Iteration 177Q (82.791603 sec): 37 clusters Score: Raw -2978598.311225 + Penalty 27459.751912 = -2951138.559312 nChanged 4 Iteration 178Q (82.911343 sec): 37 clusters Score: Raw -2978601.263333 + Penalty 27456.645547 = -2951144.617786 nChanged 6 Iteration 179Q (83.031055 sec): 37 clusters Score: Raw -2978606.573195 + Penalty 27456.819470 = -2951149.753725 nChanged 4 Iteration 180F (83.640442 sec): 37 clusters Score: Raw -2978629.852859 + Penalty 27472.973306 = -2951156.879553 nChanged 8 Iteration 181Q (83.761410 sec): 37 clusters Score: Raw -2978707.746848 + Penalty 27473.568239 = -2951234.178609 nChanged 1 Iteration 182Q (83.884503 sec): 37 clusters Score: Raw -2978707.934412 + Penalty 27473.568239 = -2951234.366173 nChanged 0 Iteration 183F (84.494327 sec): 37 clusters Score: Raw -2978707.934412 + Penalty 27473.568239 = -2951234.366173 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.32 GB. Compute initial score before splitting: Score: Raw -2978707.934412 + Penalty 27473.568239 = -2951234.366173Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.611308 sec): 2 clusters Score: Raw -74826.763522 + Penalty 643.234164 = -74183.529358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.612935 sec): 3 clusters Score: Raw -74444.202251 + Penalty 1285.553149 = -73158.649102 nChanged 281 SP:Iteration 1F (84.614514 sec): 3 clusters Score: Raw -74618.676335 + Penalty 1285.752825 = -73332.923510 nChanged 69 SP:Iteration 2F (84.616076 sec): 3 clusters Score: Raw -74658.001152 + Penalty 1287.252981 = -73370.748171 nChanged 35 SP:Iteration 3Q (84.617605 sec): 3 clusters Score: Raw -74682.204201 + Penalty 1289.917054 = -73392.287147 nChanged 37 SP:Iteration 4Q (84.619162 sec): 3 clusters Score: Raw -74709.486974 + Penalty 1294.296763 = -73415.190211 nChanged 38 SP:Iteration 5Q (84.620702 sec): 3 clusters Score: Raw -74736.599603 + Penalty 1299.189917 = -73437.409686 nChanged 33 SP:Iteration 6Q (84.622270 sec): 3 clusters Score: Raw -74768.863522 + Penalty 1307.215849 = -73461.647673 nChanged 42 SP:Iteration 7F (84.623878 sec): 3 clusters Score: Raw -74808.445989 + Penalty 1315.970600 = -73492.475390 nChanged 44 SP:Iteration 8F (84.625443 sec): 3 clusters Score: Raw -74846.726230 + Penalty 1323.568096 = -73523.158134 nChanged 27 SP:Iteration 9Q (84.626986 sec): 3 clusters Score: Raw -74866.605060 + Penalty 1332.964420 = -73533.640640 nChanged 22 SP:Iteration 10F (84.628549 sec): 3 clusters Score: Raw -74880.292523 + Penalty 1344.419343 = -73535.873180 nChanged 22 SP:Iteration 11Q (84.630110 sec): 3 clusters Score: Raw -74894.006838 + Penalty 1351.498907 = -73542.507931 nChanged 11 SP:Iteration 12Q (84.631647 sec): 3 clusters Score: Raw -74902.456870 + Penalty 1357.335704 = -73545.121167 nChanged 8 SP:Iteration 13Q (84.633194 sec): 3 clusters Score: Raw -74906.738252 + Penalty 1360.137699 = -73546.600553 nChanged 3 SP:Iteration 14Q (84.634704 sec): 3 clusters Score: Raw -74908.198812 + Penalty 1360.137699 = -73548.061113 nChanged 0 SP:Iteration 15F (84.636282 sec): 3 clusters Score: Raw -74908.198812 + Penalty 1360.137699 = -73548.061113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 2 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.640942 sec): 2 clusters Score: Raw -81018.508283 + Penalty 556.593773 = -80461.914510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.642696 sec): 3 clusters Score: Raw -80584.447987 + Penalty 1113.907963 = -79470.540024 nChanged 318 SP:Iteration 1F (84.644440 sec): 3 clusters Score: Raw -80784.844552 + Penalty 1116.771284 = -79668.073268 nChanged 84 SP:Iteration 2F (84.646154 sec): 3 clusters Score: Raw -80849.362041 + Penalty 1121.396836 = -79727.965205 nChanged 61 SP:Iteration 3F (84.647858 sec): 3 clusters Score: Raw -80908.749943 + Penalty 1126.942554 = -79781.807389 nChanged 51 SP:Iteration 4F (84.649545 sec): 3 clusters Score: Raw -80960.292755 + Penalty 1133.233628 = -79827.059126 nChanged 50 SP:Iteration 5F (84.651226 sec): 3 clusters Score: Raw -81019.619231 + Penalty 1137.843936 = -79881.775294 nChanged 46 SP:Iteration 6F (84.652935 sec): 3 clusters Score: Raw -81083.144794 + Penalty 1141.591794 = -79941.553001 nChanged 33 SP:Iteration 7Q (84.654586 sec): 3 clusters Score: Raw -81117.167205 + Penalty 1143.419028 = -79973.748176 nChanged 19 SP:Iteration 8Q (84.656224 sec): 3 clusters Score: Raw -81133.890709 + Penalty 1143.439562 = -79990.451147 nChanged 16 SP:Iteration 9Q (84.657899 sec): 3 clusters Score: Raw -81142.622875 + Penalty 1144.265167 = -79998.357707 nChanged 2 SP:Iteration 10F (84.659612 sec): 3 clusters Score: Raw -81143.507812 + Penalty 1144.265167 = -79999.242645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 4 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.661547 sec): 2 clusters Score: Raw -45950.746280 + Penalty 504.693539 = -45446.052741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.662673 sec): 3 clusters Score: Raw -45738.650259 + Penalty 1003.516439 = -44735.133821 nChanged 179 SP:Iteration 1F (84.663764 sec): 3 clusters Score: Raw -45880.171326 + Penalty 996.902673 = -44883.268653 nChanged 51 SP:Iteration 2F (84.664854 sec): 3 clusters Score: Raw -45931.204714 + Penalty 991.200083 = -44940.004630 nChanged 30 SP:Iteration 3F (84.665943 sec): 3 clusters Score: Raw -45966.125887 + Penalty 980.565638 = -44985.560249 nChanged 20 SP:Iteration 4Q (84.667036 sec): 3 clusters Score: Raw -45999.634340 + Penalty 978.108453 = -45021.525887 nChanged 14 SP:Iteration 5Q (84.668114 sec): 3 clusters Score: Raw -46020.528317 + Penalty 972.288951 = -45048.239366 nChanged 14 SP:Iteration 6Q (84.669180 sec): 3 clusters Score: Raw -46040.208866 + Penalty 973.385202 = -45066.823664 nChanged 10 SP:Iteration 7Q (84.670231 sec): 3 clusters Score: Raw -46065.345284 + Penalty 968.266353 = -45097.078930 nChanged 13 SP:Iteration 8Q (84.671293 sec): 3 clusters Score: Raw -46087.730298 + Penalty 967.945562 = -45119.784735 nChanged 6 SP:Iteration 9Q (84.672330 sec): 3 clusters Score: Raw -46090.899933 + Penalty 967.448228 = -45123.451705 nChanged 6 SP:Iteration 10F (84.673422 sec): 3 clusters Score: Raw -46095.520344 + Penalty 968.139257 = -45127.381087 nChanged 7 SP:Iteration 11Q (84.674453 sec): 3 clusters Score: Raw -46098.375180 + Penalty 969.090713 = -45129.284467 nChanged 4 SP:Iteration 12Q (84.675502 sec): 3 clusters Score: Raw -46099.944818 + Penalty 971.591456 = -45128.353362 nChanged 7 SP:Iteration 13F (84.676594 sec): 3 clusters Score: Raw -46103.105045 + Penalty 973.384181 = -45129.720864 nChanged 6 SP:Iteration 14Q (84.677618 sec): 3 clusters Score: Raw -46106.183013 + Penalty 974.863162 = -45131.319851 nChanged 5 SP:Iteration 15Q (84.678642 sec): 3 clusters Score: Raw -46107.580253 + Penalty 975.151476 = -45132.428776 nChanged 1 SP:Iteration 16Q (84.679673 sec): 3 clusters Score: Raw -46107.713796 + Penalty 975.151476 = -45132.562320 nChanged 0 SP:Iteration 17F (84.680788 sec): 3 clusters Score: Raw -46107.713796 + Penalty 975.151476 = -45132.562320 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 6 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.691186 sec): 2 clusters Score: Raw -182163.842476 + Penalty 367.152931 = -181796.689545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.695261 sec): 3 clusters Score: Raw -180929.357035 + Penalty 746.918076 = -180182.438959 nChanged 893 SP:Iteration 1F (84.699032 sec): 3 clusters Score: Raw -181583.256978 + Penalty 762.608440 = -180820.648538 nChanged 238 SP:Iteration 2F (84.702753 sec): 3 clusters Score: Raw -181780.661836 + Penalty 780.603076 = -181000.058760 nChanged 168 SP:Iteration 3F (84.706488 sec): 3 clusters Score: Raw -181935.633121 + Penalty 799.199972 = -181136.433149 nChanged 124 SP:Iteration 4F (84.710283 sec): 3 clusters Score: Raw -182036.249586 + Penalty 817.084636 = -181219.164950 nChanged 82 SP:Iteration 5Q (84.713990 sec): 3 clusters Score: Raw -182114.410500 + Penalty 838.521399 = -181275.889101 nChanged 76 SP:Iteration 6Q (84.717545 sec): 3 clusters Score: Raw -182178.025824 + Penalty 853.391414 = -181324.634409 nChanged 61 SP:Iteration 7Q (84.721092 sec): 3 clusters Score: Raw -182223.087521 + Penalty 863.323583 = -181359.763938 nChanged 41 SP:Iteration 8Q (84.724557 sec): 3 clusters Score: Raw -182244.771696 + Penalty 875.336967 = -181369.434729 nChanged 32 SP:Iteration 9Q (84.728067 sec): 3 clusters Score: Raw -182258.536400 + Penalty 886.636291 = -181371.900109 nChanged 31 SP:Iteration 10F (84.731831 sec): 3 clusters Score: Raw -182270.895687 + Penalty 894.498845 = -181376.396841 nChanged 25 SP:Iteration 11Q (84.735340 sec): 3 clusters Score: Raw -182281.305142 + Penalty 899.152515 = -181382.152627 nChanged 20 SP:Iteration 12Q (84.738698 sec): 3 clusters Score: Raw -182288.530798 + Penalty 905.682222 = -181382.848576 nChanged 22 SP:Iteration 13Q (84.741979 sec): 3 clusters Score: Raw -182299.017049 + Penalty 907.263455 = -181391.753594 nChanged 18 SP:Iteration 14Q (84.745254 sec): 3 clusters Score: Raw -182307.285467 + Penalty 912.071559 = -181395.213908 nChanged 14 SP:Iteration 15Q (84.748526 sec): 3 clusters Score: Raw -182312.236495 + Penalty 915.470436 = -181396.766060 nChanged 12 SP:Iteration 16Q (84.751734 sec): 3 clusters Score: Raw -182317.096866 + Penalty 920.354956 = -181396.741911 nChanged 10 SP:Iteration 17F (84.755430 sec): 3 clusters Score: Raw -182320.577855 + Penalty 922.109869 = -181398.467986 nChanged 9 SP:Iteration 18Q (84.758663 sec): 3 clusters Score: Raw -182324.050227 + Penalty 919.962372 = -181404.087855 nChanged 9 SP:Iteration 19Q (84.761875 sec): 3 clusters Score: Raw -182329.213022 + Penalty 915.419816 = -181413.793207 nChanged 10 SP:Iteration 20F (84.765566 sec): 3 clusters Score: Raw -182334.381644 + Penalty 914.210934 = -181420.170710 nChanged 10 SP:Iteration 21Q (84.768703 sec): 3 clusters Score: Raw -182339.528076 + Penalty 914.969320 = -181424.558756 nChanged 6 SP:Iteration 22Q (84.771873 sec): 3 clusters Score: Raw -182341.153978 + Penalty 917.184050 = -181423.969928 nChanged 5 SP:Iteration 23F (84.775630 sec): 3 clusters Score: Raw -182343.100306 + Penalty 917.705923 = -181425.394383 nChanged 4 SP:Iteration 24Q (84.778806 sec): 3 clusters Score: Raw -182344.125959 + Penalty 917.383075 = -181426.742884 nChanged 2 SP:Iteration 25Q (84.781946 sec): 3 clusters Score: Raw -182344.854481 + Penalty 918.425546 = -181426.428936 nChanged 1 SP:Iteration 26F (84.785685 sec): 3 clusters Score: Raw -182345.093459 + Penalty 918.425546 = -181426.667914 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 7 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.790325 sec): 2 clusters Score: Raw -70209.301627 + Penalty 270.040874 = -69939.260753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.791938 sec): 3 clusters Score: Raw -69747.676868 + Penalty 539.071150 = -69208.605718 nChanged 334 SP:Iteration 1F (84.793514 sec): 3 clusters Score: Raw -69972.144627 + Penalty 537.070257 = -69435.074369 nChanged 80 SP:Iteration 2F (84.795113 sec): 3 clusters Score: Raw -70028.234620 + Penalty 533.675174 = -69494.559446 nChanged 55 SP:Iteration 3F (84.796694 sec): 3 clusters Score: Raw -70079.454976 + Penalty 531.701542 = -69547.753434 nChanged 43 SP:Iteration 4F (84.798266 sec): 3 clusters Score: Raw -70117.303156 + Penalty 531.609790 = -69585.693366 nChanged 21 SP:Iteration 5Q (84.799783 sec): 3 clusters Score: Raw -70129.468762 + Penalty 531.385134 = -69598.083628 nChanged 13 SP:Iteration 6Q (84.801292 sec): 3 clusters Score: Raw -70136.623047 + Penalty 530.243903 = -69606.379144 nChanged 9 SP:Iteration 7Q (84.802771 sec): 3 clusters Score: Raw -70140.915366 + Penalty 526.255752 = -69614.659615 nChanged 11 SP:Iteration 8Q (84.804282 sec): 3 clusters Score: Raw -70146.083740 + Penalty 524.736001 = -69621.347739 nChanged 9 SP:Iteration 9Q (84.805779 sec): 3 clusters Score: Raw -70150.382111 + Penalty 522.940183 = -69627.441928 nChanged 8 SP:Iteration 10F (84.807352 sec): 3 clusters Score: Raw -70152.560321 + Penalty 522.405041 = -69630.155279 nChanged 3 SP:Iteration 11Q (84.808823 sec): 3 clusters Score: Raw -70153.040821 + Penalty 522.713104 = -69630.327717 nChanged 2 SP:Iteration 12Q (84.810317 sec): 3 clusters Score: Raw -70153.449649 + Penalty 522.684276 = -69630.765373 nChanged 3 SP:Iteration 13Q (84.811821 sec): 3 clusters Score: Raw -70154.503709 + Penalty 523.056016 = -69631.447693 nChanged 2 SP:Iteration 14Q (84.813273 sec): 3 clusters Score: Raw -70154.755967 + Penalty 523.152120 = -69631.603846 nChanged 1 SP:Iteration 15Q (84.814741 sec): 3 clusters Score: Raw -70154.960068 + Penalty 523.221352 = -69631.738717 nChanged 1 SP:Iteration 16Q (84.816225 sec): 3 clusters Score: Raw -70155.125092 + Penalty 523.221352 = -69631.903740 nChanged 0 SP:Iteration 17F (84.817793 sec): 3 clusters Score: Raw -70155.125092 + Penalty 523.221352 = -69631.903740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 8 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.821782 sec): 2 clusters Score: Raw -99118.353188 + Penalty 501.151098 = -98617.202090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.823903 sec): 3 clusters Score: Raw -98540.847481 + Penalty 1003.101070 = -97537.746411 nChanged 428 SP:Iteration 1F (84.825969 sec): 3 clusters Score: Raw -98770.112176 + Penalty 1003.128351 = -97766.983825 nChanged 90 SP:Iteration 2F (84.827985 sec): 3 clusters Score: Raw -98819.346908 + Penalty 1002.728835 = -97816.618073 nChanged 54 SP:Iteration 3F (84.830072 sec): 3 clusters Score: Raw -98847.012465 + Penalty 1001.931987 = -97845.080478 nChanged 44 SP:Iteration 4Q (84.832131 sec): 3 clusters Score: Raw -98876.808928 + Penalty 1001.472753 = -97875.336175 nChanged 38 SP:Iteration 5Q (84.834200 sec): 3 clusters Score: Raw -98901.451410 + Penalty 1001.903493 = -97899.547917 nChanged 30 SP:Iteration 6Q (84.836198 sec): 3 clusters Score: Raw -98915.659449 + Penalty 1001.866584 = -97913.792865 nChanged 19 SP:Iteration 7Q (84.838245 sec): 3 clusters Score: Raw -98922.332659 + Penalty 1001.696937 = -97920.635722 nChanged 18 SP:Iteration 8Q (84.840289 sec): 3 clusters Score: Raw -98928.460495 + Penalty 1001.434030 = -97927.026465 nChanged 14 SP:Iteration 9Q (84.842311 sec): 3 clusters Score: Raw -98934.617650 + Penalty 1000.724500 = -97933.893150 nChanged 18 SP:Iteration 10F (84.844379 sec): 3 clusters Score: Raw -98940.138692 + Penalty 1000.484135 = -97939.654557 nChanged 14 SP:Iteration 11Q (84.846401 sec): 3 clusters Score: Raw -98945.594676 + Penalty 1000.233901 = -97945.360775 nChanged 12 SP:Iteration 12Q (84.848417 sec): 3 clusters Score: Raw -98949.853470 + Penalty 999.972226 = -97949.881243 nChanged 11 SP:Iteration 13Q (84.850444 sec): 3 clusters Score: Raw -98953.564824 + Penalty 1000.042153 = -97953.522670 nChanged 5 SP:Iteration 14Q (84.852452 sec): 3 clusters Score: Raw -98955.487325 + Penalty 999.772774 = -97955.714550 nChanged 2 SP:Iteration 15Q (84.854462 sec): 3 clusters Score: Raw -98956.064113 + Penalty 999.772774 = -97956.291339 nChanged 0 SP:Iteration 16F (84.856494 sec): 3 clusters Score: Raw -98956.064113 + Penalty 999.772774 = -97956.291339 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 10 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.859221 sec): 2 clusters Score: Raw -56382.673923 + Penalty 280.456719 = -56102.217204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.860552 sec): 3 clusters Score: Raw -56040.357411 + Penalty 552.610123 = -55487.747289 nChanged 231 SP:Iteration 1F (84.861866 sec): 3 clusters Score: Raw -56238.591728 + Penalty 547.433930 = -55691.157798 nChanged 75 SP:Iteration 2F (84.863191 sec): 3 clusters Score: Raw -56309.767276 + Penalty 543.513854 = -55766.253422 nChanged 49 SP:Iteration 3F (84.864495 sec): 3 clusters Score: Raw -56351.361530 + Penalty 544.427961 = -55806.933569 nChanged 37 SP:Iteration 4F (84.865798 sec): 3 clusters Score: Raw -56386.031838 + Penalty 542.903966 = -55843.127873 nChanged 24 SP:Iteration 5Q (84.867093 sec): 3 clusters Score: Raw -56405.686401 + Penalty 552.213934 = -55853.472467 nChanged 18 SP:Iteration 6Q (84.868401 sec): 3 clusters Score: Raw -56421.098787 + Penalty 560.229155 = -55860.869632 nChanged 13 SP:Iteration 7Q (84.869720 sec): 3 clusters Score: Raw -56434.073958 + Penalty 567.265018 = -55866.808940 nChanged 8 SP:Iteration 8Q (84.870956 sec): 3 clusters Score: Raw -56442.790329 + Penalty 574.728131 = -55868.062198 nChanged 3 SP:Iteration 9Q (84.872147 sec): 3 clusters Score: Raw -56446.558820 + Penalty 573.061713 = -55873.497107 nChanged 2 SP:Iteration 10F (84.873465 sec): 3 clusters Score: Raw -56448.184574 + Penalty 573.270802 = -55874.913772 nChanged 1 SP:Iteration 11Q (84.874608 sec): 3 clusters Score: Raw -56448.704555 + Penalty 573.270802 = -55875.433752 nChanged 0 SP:Iteration 12F (84.875905 sec): 3 clusters Score: Raw -56448.704555 + Penalty 573.270802 = -55875.433752 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 11 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.881311 sec): 2 clusters Score: Raw -135674.807942 + Penalty 274.547469 = -135400.260473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.884249 sec): 3 clusters Score: Raw -134711.422670 + Penalty 545.109321 = -134166.313349 nChanged 697 SP:Iteration 1F (84.887178 sec): 3 clusters Score: Raw -135253.074286 + Penalty 542.865594 = -134710.208691 nChanged 246 SP:Iteration 2F (84.890248 sec): 3 clusters Score: Raw -135492.980451 + Penalty 546.732341 = -134946.248110 nChanged 147 SP:Iteration 3F (84.893316 sec): 3 clusters Score: Raw -135635.765202 + Penalty 554.358541 = -135081.406661 nChanged 106 SP:Iteration 4F (84.896249 sec): 3 clusters Score: Raw -135749.859790 + Penalty 561.918284 = -135187.941506 nChanged 81 SP:Iteration 5F (84.899217 sec): 3 clusters Score: Raw -135823.702125 + Penalty 568.251451 = -135255.450675 nChanged 48 SP:Iteration 6Q (84.902054 sec): 3 clusters Score: Raw -135851.948823 + Penalty 571.882166 = -135280.066656 nChanged 35 SP:Iteration 7Q (84.905054 sec): 3 clusters Score: Raw -135868.153598 + Penalty 574.778082 = -135293.375516 nChanged 19 SP:Iteration 8Q (84.908077 sec): 3 clusters Score: Raw -135873.440261 + Penalty 576.795629 = -135296.644632 nChanged 10 SP:Iteration 9Q (84.911053 sec): 3 clusters Score: Raw -135875.272954 + Penalty 577.614150 = -135297.658804 nChanged 5 SP:Iteration 10F (84.914187 sec): 3 clusters Score: Raw -135875.836390 + Penalty 578.056956 = -135297.779435 nChanged 3 SP:Iteration 11Q (84.917146 sec): 3 clusters Score: Raw -135876.476328 + Penalty 577.643034 = -135298.833294 nChanged 2 SP:Iteration 12Q (84.919842 sec): 3 clusters Score: Raw -135876.818507 + Penalty 577.454381 = -135299.364126 nChanged 3 SP:Iteration 13Q (84.922593 sec): 3 clusters Score: Raw -135877.263006 + Penalty 577.899282 = -135299.363724 nChanged 2 SP:Iteration 14F (84.925539 sec): 3 clusters Score: Raw -135877.425527 + Penalty 578.592087 = -135298.833441 nChanged 3 SP:Iteration 15F (84.928424 sec): 3 clusters Score: Raw -135877.855622 + Penalty 578.942535 = -135298.913087 nChanged 4 SP:Iteration 16Q (84.931134 sec): 3 clusters Score: Raw -135878.163977 + Penalty 579.180469 = -135298.983508 nChanged 1 SP:Iteration 17Q (84.933817 sec): 3 clusters Score: Raw -135878.201651 + Penalty 579.403605 = -135298.798046 nChanged 1 SP:Iteration 18F (84.936707 sec): 3 clusters Score: Raw -135878.266759 + Penalty 579.403605 = -135298.863154 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 12 (2169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.947936 sec): 2 clusters Score: Raw -201206.375916 + Penalty 687.221602 = -200519.154315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.952053 sec): 3 clusters Score: Raw -199924.203987 + Penalty 1371.730216 = -198552.473771 nChanged 878 SP:Iteration 1F (84.956098 sec): 3 clusters Score: Raw -200411.200403 + Penalty 1366.211581 = -199044.988822 nChanged 220 SP:Iteration 2F (84.960152 sec): 3 clusters Score: Raw -200531.728348 + Penalty 1358.555231 = -199173.173117 nChanged 145 SP:Iteration 3F (84.964133 sec): 3 clusters Score: Raw -200640.813627 + Penalty 1347.306628 = -199293.506999 nChanged 175 SP:Iteration 4F (84.968117 sec): 3 clusters Score: Raw -200807.923232 + Penalty 1340.350662 = -199467.572570 nChanged 174 SP:Iteration 5F (84.972103 sec): 3 clusters Score: Raw -200986.454534 + Penalty 1341.714547 = -199644.739988 nChanged 168 SP:Iteration 6F (84.976078 sec): 3 clusters Score: Raw -201150.226351 + Penalty 1348.831809 = -199801.394542 nChanged 135 SP:Iteration 7F (84.980114 sec): 3 clusters Score: Raw -201258.671442 + Penalty 1357.252845 = -199901.418597 nChanged 85 SP:Iteration 8Q (84.984034 sec): 3 clusters Score: Raw -201317.755984 + Penalty 1367.273358 = -199950.482625 nChanged 56 SP:Iteration 9Q (84.987942 sec): 3 clusters Score: Raw -201350.286191 + Penalty 1375.890486 = -199974.395705 nChanged 41 SP:Iteration 10F (84.992017 sec): 3 clusters Score: Raw -201370.692905 + Penalty 1383.831301 = -199986.861604 nChanged 34 SP:Iteration 11Q (84.995911 sec): 3 clusters Score: Raw -201384.605224 + Penalty 1390.348786 = -199994.256438 nChanged 26 SP:Iteration 12Q (84.999800 sec): 3 clusters Score: Raw -201394.164453 + Penalty 1398.227515 = -199995.936938 nChanged 29 SP:Iteration 13Q (85.003894 sec): 3 clusters Score: Raw -201404.530693 + Penalty 1404.352230 = -200000.178462 nChanged 22 SP:Iteration 14Q (85.007806 sec): 3 clusters Score: Raw -201410.249996 + Penalty 1409.592941 = -200000.657055 nChanged 19 SP:Iteration 15Q (85.011598 sec): 3 clusters Score: Raw -201415.999028 + Penalty 1416.445309 = -199999.553719 nChanged 24 SP:Iteration 16F (85.015525 sec): 3 clusters Score: Raw -201424.400199 + Penalty 1422.993016 = -200001.407183 nChanged 24 SP:Iteration 17Q (85.019403 sec): 3 clusters Score: Raw -201433.993154 + Penalty 1430.447716 = -200003.545438 nChanged 27 SP:Iteration 18Q (85.023280 sec): 3 clusters Score: Raw -201447.569585 + Penalty 1438.219476 = -200009.350109 nChanged 29 SP:Iteration 19Q (85.027084 sec): 3 clusters Score: Raw -201456.759996 + Penalty 1444.663759 = -200012.096238 nChanged 24 SP:Iteration 20F (85.031066 sec): 3 clusters Score: Raw -201464.664651 + Penalty 1451.433059 = -200013.231592 nChanged 22 SP:Iteration 21Q (85.034873 sec): 3 clusters Score: Raw -201471.300136 + Penalty 1458.608447 = -200012.691689 nChanged 24 SP:Iteration 22F (85.038871 sec): 3 clusters Score: Raw -201480.660446 + Penalty 1467.943306 = -200012.717139 nChanged 29 SP:Iteration 23Q (85.042655 sec): 3 clusters Score: Raw -201490.859704 + Penalty 1475.618261 = -200015.241443 nChanged 24 SP:Iteration 24Q (85.046388 sec): 3 clusters Score: Raw -201498.874902 + Penalty 1480.251095 = -200018.623807 nChanged 15 SP:Iteration 25Q (85.050151 sec): 3 clusters Score: Raw -201505.735873 + Penalty 1486.265745 = -200019.470128 nChanged 18 SP:Iteration 26Q (85.053901 sec): 3 clusters Score: Raw -201514.169682 + Penalty 1492.988356 = -200021.181326 nChanged 21 SP:Iteration 27Q (85.057682 sec): 3 clusters Score: Raw -201526.529024 + Penalty 1498.534611 = -200027.994413 nChanged 18 SP:Iteration 28Q (85.061349 sec): 3 clusters Score: Raw -201533.961422 + Penalty 1502.470975 = -200031.490447 nChanged 15 SP:Iteration 29Q (85.064938 sec): 3 clusters Score: Raw -201541.147929 + Penalty 1505.750765 = -200035.397163 nChanged 13 SP:Iteration 30F (85.068876 sec): 3 clusters Score: Raw -201547.479795 + Penalty 1511.972279 = -200035.507516 nChanged 17 SP:Iteration 31Q (85.072516 sec): 3 clusters Score: Raw -201557.533707 + Penalty 1517.032509 = -200040.501198 nChanged 15 SP:Iteration 32Q (85.076135 sec): 3 clusters Score: Raw -201563.120216 + Penalty 1523.882442 = -200039.237775 nChanged 17 SP:Iteration 33F (85.080192 sec): 3 clusters Score: Raw -201572.241972 + Penalty 1528.368727 = -200043.873244 nChanged 13 SP:Iteration 34Q (85.083831 sec): 3 clusters Score: Raw -201578.080471 + Penalty 1531.739083 = -200046.341388 nChanged 12 SP:Iteration 35Q (85.087412 sec): 3 clusters Score: Raw -201584.587116 + Penalty 1533.874712 = -200050.712405 nChanged 7 SP:Iteration 36Q (85.091010 sec): 3 clusters Score: Raw -201586.913093 + Penalty 1535.811038 = -200051.102054 nChanged 6 SP:Iteration 37Q (85.094650 sec): 3 clusters Score: Raw -201588.991098 + Penalty 1537.911017 = -200051.080081 nChanged 5 SP:Iteration 38F (85.098620 sec): 3 clusters Score: Raw -201590.646024 + Penalty 1539.400659 = -200051.245365 nChanged 6 SP:Iteration 39Q (85.102243 sec): 3 clusters Score: Raw -201592.354336 + Penalty 1541.098437 = -200051.255898 nChanged 4 SP:Iteration 40F (85.106259 sec): 3 clusters Score: Raw -201592.862218 + Penalty 1541.719557 = -200051.142662 nChanged 2 SP:Iteration 41F (85.110228 sec): 3 clusters Score: Raw -201593.177492 + Penalty 1542.498207 = -200050.679285 nChanged 3 SP:Iteration 42F (85.114236 sec): 3 clusters Score: Raw -201593.857918 + Penalty 1543.401731 = -200050.456187 nChanged 2 SP:Iteration 43F (85.118189 sec): 3 clusters Score: Raw -201594.133928 + Penalty 1544.913184 = -200049.220744 nChanged 3 SP:Iteration 44F (85.122167 sec): 3 clusters Score: Raw -201594.716785 + Penalty 1546.565058 = -200048.151728 nChanged 4 SP:Iteration 45F (85.126166 sec): 3 clusters Score: Raw -201595.797745 + Penalty 1548.550774 = -200047.246971 nChanged 4 SP:Iteration 46F (85.130093 sec): 3 clusters Score: Raw -201597.241159 + Penalty 1549.088651 = -200048.152509 nChanged 1 SP:Iteration 47Q (85.133687 sec): 3 clusters Score: Raw -201597.301150 + Penalty 1549.088651 = -200048.212499 nChanged 0 SP:Iteration 48F (85.137656 sec): 3 clusters Score: Raw -201597.301150 + Penalty 1549.088651 = -200048.212499 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 13 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.150658 sec): 2 clusters Score: Raw -206713.491863 + Penalty 345.142735 = -206368.349128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.155185 sec): 3 clusters Score: Raw -205226.062197 + Penalty 702.393916 = -204523.668281 nChanged 1032 SP:Iteration 1F (85.159562 sec): 3 clusters Score: Raw -205949.432712 + Penalty 717.702635 = -205231.730077 nChanged 349 SP:Iteration 2F (85.163843 sec): 3 clusters Score: Raw -206235.242543 + Penalty 732.761461 = -205502.481082 nChanged 214 SP:Iteration 3F (85.168126 sec): 3 clusters Score: Raw -206437.868946 + Penalty 755.023874 = -205682.845072 nChanged 143 SP:Iteration 4F (85.172416 sec): 3 clusters Score: Raw -206594.260292 + Penalty 777.633951 = -205816.626342 nChanged 83 SP:Iteration 5Q (85.176618 sec): 3 clusters Score: Raw -206673.917132 + Penalty 807.305513 = -205866.611619 nChanged 47 SP:Iteration 6Q (85.180653 sec): 3 clusters Score: Raw -206713.516780 + Penalty 817.848097 = -205895.668683 nChanged 26 SP:Iteration 7Q (85.184562 sec): 3 clusters Score: Raw -206735.258132 + Penalty 829.067954 = -205906.190178 nChanged 18 SP:Iteration 8Q (85.188305 sec): 3 clusters Score: Raw -206751.110764 + Penalty 832.985074 = -205918.125690 nChanged 8 SP:Iteration 9Q (85.191995 sec): 3 clusters Score: Raw -206757.477996 + Penalty 833.642138 = -205923.835858 nChanged 9 SP:Iteration 10F (85.196397 sec): 3 clusters Score: Raw -206763.146445 + Penalty 831.390264 = -205931.756181 nChanged 2 SP:Iteration 11Q (85.200189 sec): 3 clusters Score: Raw -206763.838895 + Penalty 831.390264 = -205932.448631 nChanged 0 SP:Iteration 12F (85.204543 sec): 3 clusters Score: Raw -206763.838895 + Penalty 831.390264 = -205932.448631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.209272 sec): 2 clusters Score: Raw -39898.858510 + Penalty 393.195543 = -39505.662967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.210244 sec): 3 clusters Score: Raw -39708.981344 + Penalty 787.747340 = -38921.234004 nChanged 135 SP:Iteration 1F (85.211169 sec): 3 clusters Score: Raw -39805.541034 + Penalty 788.111095 = -39017.429940 nChanged 39 SP:Iteration 2F (85.212107 sec): 3 clusters Score: Raw -39849.025533 + Penalty 787.457539 = -39061.567994 nChanged 26 SP:Iteration 3F (85.213073 sec): 3 clusters Score: Raw -39877.148622 + Penalty 786.754717 = -39090.393904 nChanged 12 SP:Iteration 4Q (85.213987 sec): 3 clusters Score: Raw -39887.899988 + Penalty 786.277646 = -39101.622341 nChanged 10 SP:Iteration 5Q (85.214916 sec): 3 clusters Score: Raw -39893.842758 + Penalty 786.170937 = -39107.671821 nChanged 8 SP:Iteration 6Q (85.215837 sec): 3 clusters Score: Raw -39897.018718 + Penalty 786.286264 = -39110.732454 nChanged 5 SP:Iteration 7Q (85.216750 sec): 3 clusters Score: Raw -39898.780036 + Penalty 786.413051 = -39112.366985 nChanged 3 SP:Iteration 8Q (85.217662 sec): 3 clusters Score: Raw -39899.366836 + Penalty 786.573487 = -39112.793348 nChanged 3 SP:Iteration 9Q (85.218573 sec): 3 clusters Score: Raw -39899.879324 + Penalty 786.694350 = -39113.184974 nChanged 2 SP:Iteration 10F (85.219520 sec): 3 clusters Score: Raw -39900.181736 + Penalty 786.694350 = -39113.487386 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 16 (11404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.270419 sec): 2 clusters Score: Raw -960070.215538 + Penalty 276.946549 = -959793.268989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.291478 sec): 3 clusters Score: Raw -952437.003057 + Penalty 534.698483 = -951902.304574 nChanged 5394 SP:Iteration 1F (85.312437 sec): 3 clusters Score: Raw -955458.803065 + Penalty 517.874014 = -954940.929052 nChanged 1685 SP:Iteration 2F (85.333213 sec): 3 clusters Score: Raw -956763.026377 + Penalty 513.387075 = -956249.639302 nChanged 1045 SP:Iteration 3F (85.353876 sec): 3 clusters Score: Raw -957831.851694 + Penalty 519.777734 = -957312.073960 nChanged 786 SP:Iteration 4F (85.374755 sec): 3 clusters Score: Raw -958773.756682 + Penalty 526.148088 = -958247.608594 nChanged 498 SP:Iteration 5Q (85.397169 sec): 3 clusters Score: Raw -959322.054429 + Penalty 528.601050 = -958793.453379 nChanged 300 SP:Iteration 6Q (85.415500 sec): 3 clusters Score: Raw -959520.684971 + Penalty 526.726538 = -958993.958433 nChanged 197 SP:Iteration 7Q (85.432933 sec): 3 clusters Score: Raw -959629.549028 + Penalty 522.033466 = -959107.515562 nChanged 180 SP:Iteration 8Q (85.449946 sec): 3 clusters Score: Raw -959718.513612 + Penalty 514.855369 = -959203.658243 nChanged 142 SP:Iteration 9Q (85.466969 sec): 3 clusters Score: Raw -959796.099910 + Penalty 512.557057 = -959283.542853 nChanged 141 SP:Iteration 10F (85.487596 sec): 3 clusters Score: Raw -959879.514920 + Penalty 513.650827 = -959365.864094 nChanged 108 SP:Iteration 11Q (85.504955 sec): 3 clusters Score: Raw -959943.831794 + Penalty 517.974707 = -959425.857087 nChanged 75 SP:Iteration 12Q (85.521440 sec): 3 clusters Score: Raw -959981.533043 + Penalty 525.869170 = -959455.663873 nChanged 46 SP:Iteration 13Q (85.537796 sec): 3 clusters Score: Raw -960007.677066 + Penalty 535.759238 = -959471.917828 nChanged 44 SP:Iteration 14Q (85.554113 sec): 3 clusters Score: Raw -960035.515477 + Penalty 546.519214 = -959488.996263 nChanged 27 SP:Iteration 15Q (85.570371 sec): 3 clusters Score: Raw -960054.178957 + Penalty 545.932311 = -959508.246646 nChanged 21 SP:Iteration 16Q (85.586694 sec): 3 clusters Score: Raw -960071.364294 + Penalty 537.683138 = -959533.681156 nChanged 14 SP:Iteration 17Q (85.603055 sec): 3 clusters Score: Raw -960080.600218 + Penalty 548.193946 = -959532.406272 nChanged 11 SP:Iteration 18F (85.623933 sec): 3 clusters Score: Raw -960090.054154 + Penalty 550.913882 = -959539.140272 nChanged 7 SP:Iteration 19Q (85.639981 sec): 3 clusters Score: Raw -960095.396324 + Penalty 560.221270 = -959535.175054 nChanged 5 SP:Iteration 20F (85.660731 sec): 3 clusters Score: Raw -960102.014763 + Penalty 564.697899 = -959537.316863 nChanged 2 SP:Iteration 21Q (85.676776 sec): 3 clusters Score: Raw -960105.923375 + Penalty 570.170302 = -959535.753073 nChanged 3 SP:Iteration 22F (85.697396 sec): 3 clusters Score: Raw -960111.669710 + Penalty 573.121445 = -959538.548265 nChanged 3 SP:Iteration 23Q (85.713581 sec): 3 clusters Score: Raw -960112.885935 + Penalty 570.578424 = -959542.307512 nChanged 1 SP:Iteration 24Q (85.729698 sec): 3 clusters Score: Raw -960113.266157 + Penalty 570.578424 = -959542.687734 nChanged 0 SP:Iteration 25F (85.750312 sec): 3 clusters Score: Raw -960113.266157 + Penalty 570.578424 = -959542.687734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 18 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.758435 sec): 2 clusters Score: Raw -11316.632642 + Penalty 164.809700 = -11151.822943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.758923 sec): 3 clusters Score: Raw -11299.983551 + Penalty 319.081872 = -10980.901679 nChanged 44 SP:Iteration 1F (85.759402 sec): 3 clusters Score: Raw -11350.501014 + Penalty 317.182961 = -11033.318052 nChanged 4 SP:Iteration 2Q (85.759863 sec): 3 clusters Score: Raw -11354.222853 + Penalty 317.182961 = -11037.039892 nChanged 0 SP:Iteration 3F (85.760331 sec): 3 clusters Score: Raw -11354.222853 + Penalty 317.182961 = -11037.039892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.762034 sec): 2 clusters Score: Raw -22993.547918 + Penalty 356.158791 = -22637.389127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.762738 sec): 3 clusters Score: Raw -22873.990357 + Penalty 714.359519 = -22159.630838 nChanged 73 SP:Iteration 1F (85.763431 sec): 3 clusters Score: Raw -22912.697846 + Penalty 721.252666 = -22191.445180 nChanged 33 SP:Iteration 2F (85.764121 sec): 3 clusters Score: Raw -22947.224848 + Penalty 738.684272 = -22208.540576 nChanged 24 SP:Iteration 3F (85.764801 sec): 3 clusters Score: Raw -22978.751905 + Penalty 759.976592 = -22218.775313 nChanged 22 SP:Iteration 4F (85.765485 sec): 3 clusters Score: Raw -23016.407242 + Penalty 809.571352 = -22206.835890 nChanged 25 SP:Iteration 5F (85.766162 sec): 3 clusters Score: Raw -23054.473916 + Penalty 827.483331 = -22226.990585 nChanged 10 SP:Iteration 6Q (85.766790 sec): 3 clusters Score: Raw -23066.183935 + Penalty 837.967400 = -22228.216535 nChanged 5 SP:Iteration 7Q (85.767436 sec): 3 clusters Score: Raw -23070.577129 + Penalty 841.853416 = -22228.723713 nChanged 4 SP:Iteration 8Q (85.768069 sec): 3 clusters Score: Raw -23075.069358 + Penalty 840.890431 = -22234.178928 nChanged 1 SP:Iteration 9Q (85.768692 sec): 3 clusters Score: Raw -23076.457020 + Penalty 848.269182 = -22228.187838 nChanged 1 SP:Iteration 10F (85.769378 sec): 3 clusters Score: Raw -23077.316250 + Penalty 855.080862 = -22222.235388 nChanged 2 SP:Iteration 11F (85.770065 sec): 3 clusters Score: Raw -23080.250307 + Penalty 859.434611 = -22220.815696 nChanged 1 SP:Iteration 12F (85.770748 sec): 3 clusters Score: Raw -23080.960506 + Penalty 867.118473 = -22213.842034 nChanged 1 SP:Iteration 13F (85.771413 sec): 3 clusters Score: Raw -23082.229290 + Penalty 867.118473 = -22215.110818 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 21 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.777095 sec): 2 clusters Score: Raw -95029.052206 + Penalty 489.528722 = -94539.523484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.779093 sec): 3 clusters Score: Raw -94445.423901 + Penalty 975.734874 = -93469.689027 nChanged 385 SP:Iteration 1F (85.781073 sec): 3 clusters Score: Raw -94666.420471 + Penalty 977.553429 = -93688.867042 nChanged 129 SP:Iteration 2F (85.783052 sec): 3 clusters Score: Raw -94762.627696 + Penalty 982.928452 = -93779.699245 nChanged 76 SP:Iteration 3F (85.785004 sec): 3 clusters Score: Raw -94814.663781 + Penalty 992.929804 = -93821.733976 nChanged 49 SP:Iteration 4Q (85.786982 sec): 3 clusters Score: Raw -94851.966516 + Penalty 1007.330152 = -93844.636364 nChanged 40 SP:Iteration 5Q (85.788946 sec): 3 clusters Score: Raw -94880.930540 + Penalty 1022.313045 = -93858.617495 nChanged 35 SP:Iteration 6Q (85.790959 sec): 3 clusters Score: Raw -94907.130208 + Penalty 1034.485737 = -93872.644471 nChanged 34 SP:Iteration 7Q (85.792921 sec): 3 clusters Score: Raw -94944.516707 + Penalty 1051.506484 = -93893.010223 nChanged 34 SP:Iteration 8Q (85.794832 sec): 3 clusters Score: Raw -94978.572572 + Penalty 1064.163388 = -93914.409184 nChanged 27 SP:Iteration 9Q (85.796680 sec): 3 clusters Score: Raw -95008.154328 + Penalty 1080.245810 = -93927.908518 nChanged 22 SP:Iteration 10F (85.798605 sec): 3 clusters Score: Raw -95028.316110 + Penalty 1089.776718 = -93938.539392 nChanged 12 SP:Iteration 11Q (85.800434 sec): 3 clusters Score: Raw -95037.046326 + Penalty 1096.156628 = -93940.889699 nChanged 6 SP:Iteration 12Q (85.802195 sec): 3 clusters Score: Raw -95044.842520 + Penalty 1098.098489 = -93946.744031 nChanged 9 SP:Iteration 13Q (85.803908 sec): 3 clusters Score: Raw -95054.586162 + Penalty 1094.122352 = -93960.463810 nChanged 7 SP:Iteration 14Q (85.805632 sec): 3 clusters Score: Raw -95064.652945 + Penalty 1100.380947 = -93964.271998 nChanged 4 SP:Iteration 15Q (85.807378 sec): 3 clusters Score: Raw -95068.223527 + Penalty 1101.265636 = -93966.957891 nChanged 2 SP:Iteration 16Q (85.809075 sec): 3 clusters Score: Raw -95068.933701 + Penalty 1101.265636 = -93967.668065 nChanged 0 SP:Iteration 17F (85.811087 sec): 3 clusters Score: Raw -95068.933701 + Penalty 1101.265636 = -93967.668065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 22 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.814540 sec): 2 clusters Score: Raw -53356.229569 + Penalty 687.439388 = -52668.790181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.815776 sec): 3 clusters Score: Raw -53168.181483 + Penalty 1371.267130 = -51796.914353 nChanged 177 SP:Iteration 1F (85.816972 sec): 3 clusters Score: Raw -53335.109182 + Penalty 1369.957815 = -51965.151366 nChanged 34 SP:Iteration 2F (85.818155 sec): 3 clusters Score: Raw -53369.832789 + Penalty 1367.153456 = -52002.679333 nChanged 22 SP:Iteration 3Q (85.819283 sec): 3 clusters Score: Raw -53389.378010 + Penalty 1365.289802 = -52024.088209 nChanged 9 SP:Iteration 4Q (85.820414 sec): 3 clusters Score: Raw -53395.592369 + Penalty 1364.213021 = -52031.379348 nChanged 13 SP:Iteration 5Q (85.821530 sec): 3 clusters Score: Raw -53407.469851 + Penalty 1362.893218 = -52044.576633 nChanged 11 SP:Iteration 6Q (85.822637 sec): 3 clusters Score: Raw -53414.408573 + Penalty 1362.136894 = -52052.271679 nChanged 8 SP:Iteration 7Q (85.823754 sec): 3 clusters Score: Raw -53422.716200 + Penalty 1359.776627 = -52062.939573 nChanged 10 SP:Iteration 8Q (85.824873 sec): 3 clusters Score: Raw -53431.338972 + Penalty 1357.375225 = -52073.963747 nChanged 9 SP:Iteration 9Q (85.825984 sec): 3 clusters Score: Raw -53437.451296 + Penalty 1356.448108 = -52081.003189 nChanged 5 SP:Iteration 10F (85.827113 sec): 3 clusters Score: Raw -53439.469320 + Penalty 1355.110292 = -52084.359027 nChanged 3 SP:Iteration 11Q (85.828222 sec): 3 clusters Score: Raw -53440.720611 + Penalty 1354.050600 = -52086.670011 nChanged 2 SP:Iteration 12Q (85.829357 sec): 3 clusters Score: Raw -53441.262858 + Penalty 1353.657773 = -52087.605086 nChanged 1 SP:Iteration 13Q (85.830470 sec): 3 clusters Score: Raw -53442.165133 + Penalty 1353.572230 = -52088.592903 nChanged 1 SP:Iteration 14Q (85.831582 sec): 3 clusters Score: Raw -53442.576070 + Penalty 1353.572230 = -52089.003840 nChanged 0 SP:Iteration 15F (85.832711 sec): 3 clusters Score: Raw -53442.576070 + Penalty 1353.572230 = -52089.003840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.833286 sec): 2 clusters Score: Raw -1503.782569 + Penalty 73.890523 = -1429.892047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.833567 sec): 3 clusters Score: Raw -1527.819346 + Penalty 163.538473 = -1364.280873 nChanged 1 SP:Iteration 1Q (85.833806 sec): 3 clusters Score: Raw -1535.814807 + Penalty 154.230872 = -1381.583935 nChanged 1 SP:Iteration 2Q (85.834045 sec): 3 clusters Score: Raw -1536.081060 + Penalty 154.230872 = -1381.850189 nChanged 0 SP:Iteration 3F (85.834285 sec): 3 clusters Score: Raw -1536.081060 + Penalty 154.230872 = -1381.850189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.834817 sec): 2 clusters Score: Raw -1834.393983 + Penalty 121.170225 = -1713.223758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.835075 sec): 3 clusters Score: Raw -1895.870608 + Penalty 247.669149 = -1648.201460 nChanged 4 SP:Iteration 1F (85.835329 sec): 3 clusters Score: Raw -1906.259133 + Penalty 247.669149 = -1658.589985 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 26 (1572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.842972 sec): 2 clusters Score: Raw -146681.691977 + Penalty 518.133464 = -146163.558513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.845938 sec): 3 clusters Score: Raw -145830.411699 + Penalty 1034.635257 = -144795.776441 nChanged 649 SP:Iteration 1F (85.848872 sec): 3 clusters Score: Raw -146317.195185 + Penalty 1018.705528 = -145298.489657 nChanged 190 SP:Iteration 2F (85.851843 sec): 3 clusters Score: Raw -146471.491056 + Penalty 999.367656 = -145472.123400 nChanged 96 SP:Iteration 3F (85.854764 sec): 3 clusters Score: Raw -146537.893064 + Penalty 984.965289 = -145552.927775 nChanged 63 SP:Iteration 4Q (85.857720 sec): 3 clusters Score: Raw -146575.429895 + Penalty 971.217481 = -145604.212414 nChanged 50 SP:Iteration 5Q (85.860662 sec): 3 clusters Score: Raw -146618.247263 + Penalty 958.510730 = -145659.736533 nChanged 51 SP:Iteration 6Q (85.863622 sec): 3 clusters Score: Raw -146648.161898 + Penalty 955.903575 = -145692.258323 nChanged 33 SP:Iteration 7Q (85.866544 sec): 3 clusters Score: Raw -146669.334340 + Penalty 952.647464 = -145716.686875 nChanged 30 SP:Iteration 8Q (85.869667 sec): 3 clusters Score: Raw -146694.629371 + Penalty 952.949332 = -145741.680040 nChanged 26 SP:Iteration 9Q (85.872816 sec): 3 clusters Score: Raw -146706.445628 + Penalty 951.396550 = -145755.049078 nChanged 22 SP:Iteration 10F (85.875830 sec): 3 clusters Score: Raw -146716.254644 + Penalty 951.952318 = -145764.302326 nChanged 18 SP:Iteration 11Q (85.878782 sec): 3 clusters Score: Raw -146722.680245 + Penalty 952.370598 = -145770.309648 nChanged 11 SP:Iteration 12Q (85.881720 sec): 3 clusters Score: Raw -146726.057227 + Penalty 952.265091 = -145773.792136 nChanged 10 SP:Iteration 13Q (85.884590 sec): 3 clusters Score: Raw -146729.871681 + Penalty 954.506516 = -145775.365165 nChanged 11 SP:Iteration 14Q (85.887473 sec): 3 clusters Score: Raw -146731.391916 + Penalty 955.541910 = -145775.850006 nChanged 6 SP:Iteration 15Q (85.890318 sec): 3 clusters Score: Raw -146732.359983 + Penalty 956.691958 = -145775.668024 nChanged 6 SP:Iteration 16F (85.893241 sec): 3 clusters Score: Raw -146733.957679 + Penalty 958.675907 = -145775.281772 nChanged 11 SP:Iteration 17F (85.896123 sec): 3 clusters Score: Raw -146736.494673 + Penalty 959.815950 = -145776.678723 nChanged 5 SP:Iteration 18Q (85.898957 sec): 3 clusters Score: Raw -146737.365515 + Penalty 960.566712 = -145776.798804 nChanged 6 SP:Iteration 19Q (85.901772 sec): 3 clusters Score: Raw -146738.394295 + Penalty 961.928964 = -145776.465331 nChanged 7 SP:Iteration 20F (85.904690 sec): 3 clusters Score: Raw -146739.721074 + Penalty 962.503148 = -145777.217926 nChanged 4 SP:Iteration 21Q (85.907570 sec): 3 clusters Score: Raw -146740.260561 + Penalty 963.000535 = -145777.260026 nChanged 3 SP:Iteration 22Q (85.910469 sec): 3 clusters Score: Raw -146740.693938 + Penalty 963.809346 = -145776.884592 nChanged 4 SP:Iteration 23F (85.913506 sec): 3 clusters Score: Raw -146741.747132 + Penalty 964.683412 = -145777.063721 nChanged 10 SP:Iteration 24Q (85.916424 sec): 3 clusters Score: Raw -146744.747968 + Penalty 966.114975 = -145778.632994 nChanged 7 SP:Iteration 25Q (85.919300 sec): 3 clusters Score: Raw -146746.569145 + Penalty 968.511756 = -145778.057388 nChanged 11 SP:Iteration 26F (85.922252 sec): 3 clusters Score: Raw -146749.153467 + Penalty 970.358101 = -145778.795367 nChanged 8 SP:Iteration 27Q (85.925150 sec): 3 clusters Score: Raw -146750.269025 + Penalty 970.826643 = -145779.442382 nChanged 2 SP:Iteration 28Q (85.928032 sec): 3 clusters Score: Raw -146750.518803 + Penalty 971.386884 = -145779.131918 nChanged 3 SP:Iteration 29F (85.930994 sec): 3 clusters Score: Raw -146750.967453 + Penalty 972.199605 = -145778.767848 nChanged 3 SP:Iteration 30F (85.934080 sec): 3 clusters Score: Raw -146751.639986 + Penalty 973.527346 = -145778.112640 nChanged 5 SP:Iteration 31F (85.937196 sec): 3 clusters Score: Raw -146752.372084 + Penalty 974.406978 = -145777.965106 nChanged 4 SP:Iteration 32F (85.940129 sec): 3 clusters Score: Raw -146752.921393 + Penalty 975.831533 = -145777.089861 nChanged 6 SP:Iteration 33F (85.943122 sec): 3 clusters Score: Raw -146753.710193 + Penalty 976.343134 = -145777.367060 nChanged 2 SP:Iteration 34Q (85.945992 sec): 3 clusters Score: Raw -146754.117268 + Penalty 977.054717 = -145777.062551 nChanged 3 SP:Iteration 35F (85.948910 sec): 3 clusters Score: Raw -146754.907729 + Penalty 977.571124 = -145777.336605 nChanged 3 SP:Iteration 36Q (85.951775 sec): 3 clusters Score: Raw -146755.156927 + Penalty 977.972793 = -145777.184135 nChanged 1 SP:Iteration 37F (85.954678 sec): 3 clusters Score: Raw -146755.280041 + Penalty 978.336333 = -145776.943708 nChanged 2 SP:Iteration 38F (85.957616 sec): 3 clusters Score: Raw -146755.508992 + Penalty 978.828674 = -145776.680318 nChanged 2 SP:Iteration 39F (85.960514 sec): 3 clusters Score: Raw -146755.695095 + Penalty 979.133932 = -145776.561163 nChanged 1 SP:Iteration 40F (85.963498 sec): 3 clusters Score: Raw -146755.764435 + Penalty 979.948526 = -145775.815909 nChanged 2 SP:Iteration 41F (85.966440 sec): 3 clusters Score: Raw -146756.151879 + Penalty 980.569278 = -145775.582601 nChanged 2 SP:Iteration 42F (85.969405 sec): 3 clusters Score: Raw -146756.674548 + Penalty 981.629181 = -145775.045367 nChanged 4 SP:Iteration 43F (85.972340 sec): 3 clusters Score: Raw -146757.272979 + Penalty 981.792236 = -145775.480742 nChanged 1 SP:Iteration 44Q (85.975222 sec): 3 clusters Score: Raw -146757.411793 + Penalty 981.792236 = -145775.619556 nChanged 0 SP:Iteration 45F (85.978168 sec): 3 clusters Score: Raw -146757.411793 + Penalty 981.792236 = -145775.619556 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 29 (1722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.990608 sec): 2 clusters Score: Raw -167421.073414 + Penalty 570.284388 = -166850.789026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.993906 sec): 3 clusters Score: Raw -166415.402820 + Penalty 1142.072351 = -165273.330469 nChanged 746 SP:Iteration 1F (85.997103 sec): 3 clusters Score: Raw -166854.558489 + Penalty 1142.204729 = -165712.353759 nChanged 174 SP:Iteration 2F (86.000245 sec): 3 clusters Score: Raw -166962.505307 + Penalty 1142.932776 = -165819.572531 nChanged 132 SP:Iteration 3F (86.003484 sec): 3 clusters Score: Raw -167063.237579 + Penalty 1143.798243 = -165919.439336 nChanged 124 SP:Iteration 4F (86.006683 sec): 3 clusters Score: Raw -167163.842835 + Penalty 1145.052514 = -166018.790321 nChanged 114 SP:Iteration 5F (86.009903 sec): 3 clusters Score: Raw -167257.624459 + Penalty 1140.228694 = -166117.395765 nChanged 78 SP:Iteration 6Q (86.013125 sec): 3 clusters Score: Raw -167320.233038 + Penalty 1126.135473 = -166194.097565 nChanged 57 SP:Iteration 7Q (86.016395 sec): 3 clusters Score: Raw -167361.553455 + Penalty 1113.100004 = -166248.453451 nChanged 31 SP:Iteration 8Q (86.019666 sec): 3 clusters Score: Raw -167386.177365 + Penalty 1105.040231 = -166281.137134 nChanged 23 SP:Iteration 9Q (86.022883 sec): 3 clusters Score: Raw -167403.180109 + Penalty 1103.948653 = -166299.231456 nChanged 11 SP:Iteration 10F (86.026106 sec): 3 clusters Score: Raw -167412.515460 + Penalty 1103.760598 = -166308.754862 nChanged 6 SP:Iteration 11Q (86.029288 sec): 3 clusters Score: Raw -167416.450757 + Penalty 1096.581241 = -166319.869516 nChanged 7 SP:Iteration 12Q (86.032466 sec): 3 clusters Score: Raw -167419.441823 + Penalty 1096.730778 = -166322.711045 nChanged 1 SP:Iteration 13Q (86.035651 sec): 3 clusters Score: Raw -167419.989665 + Penalty 1095.985011 = -166324.004654 nChanged 4 SP:Iteration 14Q (86.038806 sec): 3 clusters Score: Raw -167422.198812 + Penalty 1095.568050 = -166326.630762 nChanged 2 SP:Iteration 15Q (86.041900 sec): 3 clusters Score: Raw -167422.354936 + Penalty 1095.568050 = -166326.786886 nChanged 0 SP:Iteration 16F (86.045064 sec): 3 clusters Score: Raw -167422.354936 + Penalty 1095.568050 = -166326.786886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 30 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.049428 sec): 2 clusters Score: Raw -53760.178381 + Penalty 228.277192 = -53531.901189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.050688 sec): 3 clusters Score: Raw -53440.992528 + Penalty 466.127166 = -52974.865362 nChanged 230 SP:Iteration 1F (86.051912 sec): 3 clusters Score: Raw -53626.569523 + Penalty 480.446671 = -53146.122852 nChanged 51 SP:Iteration 2F (86.053142 sec): 3 clusters Score: Raw -53667.822043 + Penalty 491.836774 = -53175.985269 nChanged 34 SP:Iteration 3F (86.054386 sec): 3 clusters Score: Raw -53695.272858 + Penalty 521.607335 = -53173.665523 nChanged 27 SP:Iteration 4F (86.055616 sec): 3 clusters Score: Raw -53731.434156 + Penalty 562.826706 = -53168.607449 nChanged 22 SP:Iteration 5F (86.056841 sec): 3 clusters Score: Raw -53769.752682 + Penalty 585.349906 = -53184.402776 nChanged 8 SP:Iteration 6Q (86.057942 sec): 3 clusters Score: Raw -53777.758103 + Penalty 589.928241 = -53187.829863 nChanged 1 SP:Iteration 7Q (86.058998 sec): 3 clusters Score: Raw -53778.741093 + Penalty 598.643117 = -53180.097976 nChanged 2 SP:Iteration 8F (86.060217 sec): 3 clusters Score: Raw -53779.102848 + Penalty 607.727250 = -53171.375598 nChanged 3 SP:Iteration 9F (86.061436 sec): 3 clusters Score: Raw -53780.322303 + Penalty 606.254174 = -53174.068129 nChanged 2 SP:Iteration 10F (86.062795 sec): 3 clusters Score: Raw -53781.235512 + Penalty 606.254174 = -53174.981338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.064816 sec): 2 clusters Score: Raw -31784.392793 + Penalty 328.137514 = -31456.255279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.065698 sec): 3 clusters Score: Raw -31641.780261 + Penalty 650.204931 = -30991.575330 nChanged 126 SP:Iteration 1F (86.066565 sec): 3 clusters Score: Raw -31828.761977 + Penalty 651.283418 = -31177.478559 nChanged 43 SP:Iteration 2F (86.067429 sec): 3 clusters Score: Raw -31879.626074 + Penalty 652.435530 = -31227.190544 nChanged 13 SP:Iteration 3Q (86.068291 sec): 3 clusters Score: Raw -31897.780286 + Penalty 655.278626 = -31242.501660 nChanged 17 SP:Iteration 4Q (86.069136 sec): 3 clusters Score: Raw -31920.957868 + Penalty 655.441787 = -31265.516081 nChanged 12 SP:Iteration 5Q (86.069973 sec): 3 clusters Score: Raw -31939.711561 + Penalty 656.486354 = -31283.225207 nChanged 7 SP:Iteration 6Q (86.070803 sec): 3 clusters Score: Raw -31948.028601 + Penalty 656.750149 = -31291.278453 nChanged 4 SP:Iteration 7Q (86.071630 sec): 3 clusters Score: Raw -31951.035278 + Penalty 658.586161 = -31292.449117 nChanged 4 SP:Iteration 8Q (86.072453 sec): 3 clusters Score: Raw -31955.250743 + Penalty 659.817935 = -31295.432808 nChanged 3 SP:Iteration 9Q (86.073326 sec): 3 clusters Score: Raw -31958.307060 + Penalty 660.742424 = -31297.564636 nChanged 4 SP:Iteration 10F (86.074193 sec): 3 clusters Score: Raw -31963.442983 + Penalty 660.785189 = -31302.657795 nChanged 5 SP:Iteration 11Q (86.075012 sec): 3 clusters Score: Raw -31968.171772 + Penalty 661.734855 = -31306.436917 nChanged 5 SP:Iteration 12Q (86.075826 sec): 3 clusters Score: Raw -31973.115747 + Penalty 661.522762 = -31311.592985 nChanged 1 SP:Iteration 13Q (86.076636 sec): 3 clusters Score: Raw -31973.506015 + Penalty 661.534351 = -31311.971664 nChanged 1 SP:Iteration 14Q (86.077444 sec): 3 clusters Score: Raw -31973.838023 + Penalty 661.534351 = -31312.303672 nChanged 0 SP:Iteration 15F (86.078327 sec): 3 clusters Score: Raw -31973.838023 + Penalty 661.534351 = -31312.303672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.080354 sec): 2 clusters Score: Raw -20512.598692 + Penalty 445.715589 = -20066.883103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.080996 sec): 3 clusters Score: Raw -20445.447269 + Penalty 910.881460 = -19534.565809 nChanged 63 SP:Iteration 1F (86.081626 sec): 3 clusters Score: Raw -20525.459385 + Penalty 923.036658 = -19602.422727 nChanged 17 SP:Iteration 2F (86.082254 sec): 3 clusters Score: Raw -20566.054974 + Penalty 935.407421 = -19630.647553 nChanged 20 SP:Iteration 3F (86.082902 sec): 3 clusters Score: Raw -20616.950780 + Penalty 935.385315 = -19681.565465 nChanged 7 SP:Iteration 4Q (86.083498 sec): 3 clusters Score: Raw -20631.502578 + Penalty 937.896451 = -19693.606127 nChanged 6 SP:Iteration 5Q (86.084087 sec): 3 clusters Score: Raw -20644.851568 + Penalty 938.318128 = -19706.533441 nChanged 3 SP:Iteration 6Q (86.084668 sec): 3 clusters Score: Raw -20648.892828 + Penalty 935.298885 = -19713.593943 nChanged 2 SP:Iteration 7Q (86.085249 sec): 3 clusters Score: Raw -20651.063633 + Penalty 934.395571 = -19716.668062 nChanged 2 SP:Iteration 8Q (86.085829 sec): 3 clusters Score: Raw -20653.092398 + Penalty 931.169898 = -19721.922500 nChanged 2 SP:Iteration 9Q (86.086408 sec): 3 clusters Score: Raw -20654.130902 + Penalty 927.771115 = -19726.359788 nChanged 2 SP:Iteration 10F (86.087034 sec): 3 clusters Score: Raw -20655.405780 + Penalty 926.041213 = -19729.364567 nChanged 1 SP:Iteration 11Q (86.087636 sec): 3 clusters Score: Raw -20655.925713 + Penalty 925.509468 = -19730.416245 nChanged 1 SP:Iteration 12Q (86.088219 sec): 3 clusters Score: Raw -20656.577678 + Penalty 925.509468 = -19731.068209 nChanged 0 SP:Iteration 13F (86.088846 sec): 3 clusters Score: Raw -20656.577678 + Penalty 925.509468 = -19731.068209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.090574 sec): 2 clusters Score: Raw -28896.763058 + Penalty 738.372237 = -28158.390821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.091344 sec): 3 clusters Score: Raw -28846.613135 + Penalty 1480.694649 = -27365.918486 nChanged 70 SP:Iteration 1F (86.092121 sec): 3 clusters Score: Raw -28934.556960 + Penalty 1484.796405 = -27449.760555 nChanged 18 SP:Iteration 2F (86.092879 sec): 3 clusters Score: Raw -28958.906574 + Penalty 1487.441776 = -27471.464798 nChanged 13 SP:Iteration 3Q (86.093618 sec): 3 clusters Score: Raw -28981.667874 + Penalty 1487.313374 = -27494.354500 nChanged 8 SP:Iteration 4Q (86.094352 sec): 3 clusters Score: Raw -29002.213290 + Penalty 1485.349392 = -27516.863897 nChanged 5 SP:Iteration 5Q (86.095082 sec): 3 clusters Score: Raw -29014.910885 + Penalty 1486.031432 = -27528.879453 nChanged 1 SP:Iteration 6Q (86.095810 sec): 3 clusters Score: Raw -29015.833772 + Penalty 1486.548180 = -27529.285592 nChanged 1 SP:Iteration 7Q (86.096558 sec): 3 clusters Score: Raw -29029.347354 + Penalty 1487.662353 = -27541.685001 nChanged 3 SP:Iteration 8Q (86.097316 sec): 3 clusters Score: Raw -29036.451040 + Penalty 1487.662353 = -27548.788688 nChanged 0 SP:Iteration 9F (86.098070 sec): 3 clusters Score: Raw -29036.451040 + Penalty 1487.662353 = -27548.788688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.099123 sec): 2 clusters Score: Raw -4011.513525 + Penalty 310.370039 = -3701.143486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.099447 sec): 3 clusters Score: Raw -4140.510057 + Penalty 619.013317 = -3521.496740 nChanged 10 SP:Iteration 1F (86.099764 sec): 3 clusters Score: Raw -4191.221737 + Penalty 600.899526 = -3590.322211 nChanged 3 SP:Iteration 2Q (86.100071 sec): 3 clusters Score: Raw -4203.118171 + Penalty 594.253343 = -3608.864828 nChanged 1 SP:Iteration 3Q (86.100367 sec): 3 clusters Score: Raw -4205.066224 + Penalty 594.253343 = -3610.812880 nChanged 0 SP:Iteration 4F (86.100705 sec): 3 clusters Score: Raw -4205.066224 + Penalty 594.253343 = -3610.812880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 37 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.102936 sec): 2 clusters Score: Raw -46159.226113 + Penalty 333.290209 = -45825.935904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.104106 sec): 3 clusters Score: Raw -45875.891495 + Penalty 684.513971 = -45191.377524 nChanged 195 SP:Iteration 1F (86.105219 sec): 3 clusters Score: Raw -46054.438979 + Penalty 721.652217 = -45332.786762 nChanged 64 SP:Iteration 2F (86.106336 sec): 3 clusters Score: Raw -46120.667026 + Penalty 738.915962 = -45381.751064 nChanged 22 SP:Iteration 3Q (86.107413 sec): 3 clusters Score: Raw -46142.345532 + Penalty 761.878002 = -45380.467530 nChanged 14 SP:Iteration 4F (86.108510 sec): 3 clusters Score: Raw -46159.984298 + Penalty 779.062706 = -45380.921592 nChanged 11 SP:Iteration 5Q (86.109562 sec): 3 clusters Score: Raw -46170.410023 + Penalty 772.410585 = -45397.999437 nChanged 5 SP:Iteration 6Q (86.110615 sec): 3 clusters Score: Raw -46175.929488 + Penalty 767.815503 = -45408.113986 nChanged 1 SP:Iteration 7Q (86.111638 sec): 3 clusters Score: Raw -46176.804859 + Penalty 772.171708 = -45404.633151 nChanged 2 SP:Iteration 8F (86.112857 sec): 3 clusters Score: Raw -46181.485955 + Penalty 785.856510 = -45395.629445 nChanged 2 SP:Iteration 9F (86.114079 sec): 3 clusters Score: Raw -46183.763483 + Penalty 785.856510 = -45397.906973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.115667 sec): 2 clusters Score: Raw -20498.507299 + Penalty 522.460874 = -19976.046425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.116302 sec): 3 clusters Score: Raw -20467.436350 + Penalty 1045.399489 = -19422.036861 nChanged 52 SP:Iteration 1F (86.116954 sec): 3 clusters Score: Raw -20528.620802 + Penalty 1045.818657 = -19482.802145 nChanged 9 SP:Iteration 2Q (86.117586 sec): 3 clusters Score: Raw -20539.328453 + Penalty 1047.804680 = -19491.523773 nChanged 6 SP:Iteration 3Q (86.118212 sec): 3 clusters Score: Raw -20546.192157 + Penalty 1048.750132 = -19497.442025 nChanged 1 SP:Iteration 4Q (86.118835 sec): 3 clusters Score: Raw -20546.674723 + Penalty 1048.750132 = -19497.924590 nChanged 0 SP:Iteration 5F (86.119477 sec): 3 clusters Score: Raw -20546.674723 + Penalty 1048.750132 = -19497.924590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.121472 sec): 2 clusters Score: Raw -36387.035226 + Penalty 588.467797 = -35798.567429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.122419 sec): 3 clusters Score: Raw -36239.490994 + Penalty 1184.491039 = -35054.999956 nChanged 115 SP:Iteration 1F (86.123348 sec): 3 clusters Score: Raw -36350.250640 + Penalty 1193.512163 = -35156.738477 nChanged 32 SP:Iteration 2F (86.124262 sec): 3 clusters Score: Raw -36384.728437 + Penalty 1198.138295 = -35186.590143 nChanged 17 SP:Iteration 3Q (86.125154 sec): 3 clusters Score: Raw -36401.811196 + Penalty 1201.138388 = -35200.672807 nChanged 7 SP:Iteration 4Q (86.126034 sec): 3 clusters Score: Raw -36408.865625 + Penalty 1202.354114 = -35206.511511 nChanged 2 SP:Iteration 5Q (86.126909 sec): 3 clusters Score: Raw -36411.098320 + Penalty 1201.942149 = -35209.156172 nChanged 2 SP:Iteration 6Q (86.127785 sec): 3 clusters Score: Raw -36412.135612 + Penalty 1201.942149 = -35210.193464 nChanged 0 SP:Iteration 7F (86.128696 sec): 3 clusters Score: Raw -36412.135612 + Penalty 1201.942149 = -35210.193464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.129710 sec): 2 clusters Score: Raw -1928.491647 + Penalty 311.068776 = -1617.422871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.129999 sec): 3 clusters Score: Raw -2173.825621 + Penalty 633.403105 = -1540.422515 nChanged 1 SP:Iteration 1Q (86.130270 sec): 3 clusters Score: Raw -2183.073281 + Penalty 633.403105 = -1549.670176 nChanged 0 SP:Iteration 2F (86.130552 sec): 3 clusters Score: Raw -2183.073281 + Penalty 633.403105 = -1549.670176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 42 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.132721 sec): 2 clusters Score: Raw -49069.921300 + Penalty 590.613850 = -48479.307450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.133879 sec): 3 clusters Score: Raw -48868.601252 + Penalty 1180.172371 = -47688.428881 nChanged 178 SP:Iteration 1F (86.135008 sec): 3 clusters Score: Raw -49002.316438 + Penalty 1174.385631 = -47827.930808 nChanged 54 SP:Iteration 2F (86.136129 sec): 3 clusters Score: Raw -49059.428757 + Penalty 1169.409772 = -47890.018985 nChanged 33 SP:Iteration 3F (86.137235 sec): 3 clusters Score: Raw -49093.038628 + Penalty 1166.304748 = -47926.733880 nChanged 22 SP:Iteration 4Q (86.138340 sec): 3 clusters Score: Raw -49114.564598 + Penalty 1162.899231 = -47951.665367 nChanged 9 SP:Iteration 5Q (86.139451 sec): 3 clusters Score: Raw -49120.827719 + Penalty 1161.365896 = -47959.461822 nChanged 8 SP:Iteration 6Q (86.140550 sec): 3 clusters Score: Raw -49126.402745 + Penalty 1158.515885 = -47967.886861 nChanged 7 SP:Iteration 7Q (86.141649 sec): 3 clusters Score: Raw -49132.462271 + Penalty 1152.162385 = -47980.299886 nChanged 7 SP:Iteration 8Q (86.142787 sec): 3 clusters Score: Raw -49138.744614 + Penalty 1150.658745 = -47988.085869 nChanged 5 SP:Iteration 9Q (86.143964 sec): 3 clusters Score: Raw -49140.742379 + Penalty 1150.054476 = -47990.687903 nChanged 1 SP:Iteration 10F (86.145136 sec): 3 clusters Score: Raw -49141.510535 + Penalty 1150.054476 = -47991.456059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.147378 sec): 2 clusters Score: Raw -24138.735061 + Penalty 678.174850 = -23460.560211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.148085 sec): 3 clusters Score: Raw -24071.473241 + Penalty 1354.450774 = -22717.022467 nChanged 61 SP:Iteration 1F (86.148775 sec): 3 clusters Score: Raw -24176.992380 + Penalty 1354.355980 = -22822.636400 nChanged 38 SP:Iteration 2F (86.149463 sec): 3 clusters Score: Raw -24235.689384 + Penalty 1354.669646 = -22881.019738 nChanged 12 SP:Iteration 3Q (86.150129 sec): 3 clusters Score: Raw -24253.357184 + Penalty 1355.617492 = -22897.739692 nChanged 2 SP:Iteration 4Q (86.150786 sec): 3 clusters Score: Raw -24256.987550 + Penalty 1357.264107 = -22899.723443 nChanged 3 SP:Iteration 5Q (86.151443 sec): 3 clusters Score: Raw -24261.864294 + Penalty 1358.847685 = -22903.016609 nChanged 2 SP:Iteration 6Q (86.152149 sec): 3 clusters Score: Raw -24263.170181 + Penalty 1360.546562 = -22902.623619 nChanged 1 SP:Iteration 7F (86.152838 sec): 3 clusters Score: Raw -24264.380266 + Penalty 1360.546562 = -22903.833704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 47 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.154835 sec): 2 clusters Score: Raw -37591.967806 + Penalty 532.017375 = -37059.950431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.155763 sec): 3 clusters Score: Raw -37403.335113 + Penalty 1058.345223 = -36344.989890 nChanged 126 SP:Iteration 1F (86.156694 sec): 3 clusters Score: Raw -37511.699842 + Penalty 1055.733493 = -36455.966349 nChanged 41 SP:Iteration 2F (86.157610 sec): 3 clusters Score: Raw -37547.264882 + Penalty 1057.140880 = -36490.124002 nChanged 24 SP:Iteration 3F (86.158521 sec): 3 clusters Score: Raw -37568.235731 + Penalty 1056.522605 = -36511.713126 nChanged 16 SP:Iteration 4Q (86.159419 sec): 3 clusters Score: Raw -37584.441913 + Penalty 1056.444574 = -36527.997339 nChanged 8 SP:Iteration 5Q (86.160311 sec): 3 clusters Score: Raw -37590.758564 + Penalty 1056.404952 = -36534.353612 nChanged 4 SP:Iteration 6Q (86.161220 sec): 3 clusters Score: Raw -37593.916580 + Penalty 1057.048227 = -36536.868353 nChanged 3 SP:Iteration 7Q (86.162109 sec): 3 clusters Score: Raw -37595.555651 + Penalty 1057.037494 = -36538.518157 nChanged 3 SP:Iteration 8Q (86.163019 sec): 3 clusters Score: Raw -37598.126652 + Penalty 1056.262328 = -36541.864324 nChanged 1 SP:Iteration 9Q (86.163904 sec): 3 clusters Score: Raw -37599.022082 + Penalty 1056.262328 = -36542.759754 nChanged 0 SP:Iteration 10F (86.164812 sec): 3 clusters Score: Raw -37599.022082 + Penalty 1056.262328 = -36542.759754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 51 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.167127 sec): 2 clusters Score: Raw -49204.392241 + Penalty 768.374227 = -48436.018014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.168270 sec): 3 clusters Score: Raw -49006.073872 + Penalty 1536.510392 = -47469.563480 nChanged 145 SP:Iteration 1F (86.169390 sec): 3 clusters Score: Raw -49120.136607 + Penalty 1535.339351 = -47584.797256 nChanged 29 SP:Iteration 2F (86.170516 sec): 3 clusters Score: Raw -49143.493580 + Penalty 1534.369167 = -47609.124413 nChanged 21 SP:Iteration 3Q (86.171632 sec): 3 clusters Score: Raw -49164.031863 + Penalty 1533.657342 = -47630.374521 nChanged 23 SP:Iteration 4Q (86.172746 sec): 3 clusters Score: Raw -49184.365950 + Penalty 1533.984239 = -47650.381710 nChanged 8 SP:Iteration 5Q (86.173856 sec): 3 clusters Score: Raw -49190.162514 + Penalty 1534.097328 = -47656.065186 nChanged 7 SP:Iteration 6Q (86.174970 sec): 3 clusters Score: Raw -49196.923379 + Penalty 1533.957495 = -47662.965884 nChanged 6 SP:Iteration 7Q (86.176081 sec): 3 clusters Score: Raw -49200.340012 + Penalty 1533.854040 = -47666.485972 nChanged 2 SP:Iteration 8Q (86.177188 sec): 3 clusters Score: Raw -49201.359730 + Penalty 1533.831709 = -47667.528021 nChanged 1 SP:Iteration 9Q (86.178291 sec): 3 clusters Score: Raw -49201.754994 + Penalty 1533.950834 = -47667.804160 nChanged 2 SP:Iteration 10F (86.179433 sec): 3 clusters Score: Raw -49202.560739 + Penalty 1533.950834 = -47668.609904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.181437 sec): 2 clusters Score: Raw -35509.109190 + Penalty 867.057141 = -34642.052049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.182346 sec): 3 clusters Score: Raw -35425.657528 + Penalty 1734.524685 = -33691.132843 nChanged 104 SP:Iteration 1F (86.183244 sec): 3 clusters Score: Raw -35566.497216 + Penalty 1733.550386 = -33832.946830 nChanged 30 SP:Iteration 2F (86.184188 sec): 3 clusters Score: Raw -35643.922945 + Penalty 1732.545374 = -33911.377571 nChanged 19 SP:Iteration 3Q (86.185054 sec): 3 clusters Score: Raw -35690.989594 + Penalty 1731.958162 = -33959.031432 nChanged 15 SP:Iteration 4Q (86.185903 sec): 3 clusters Score: Raw -35716.556970 + Penalty 1730.431974 = -33986.124996 nChanged 11 SP:Iteration 5Q (86.186745 sec): 3 clusters Score: Raw -35733.606283 + Penalty 1729.362723 = -34004.243560 nChanged 7 SP:Iteration 6Q (86.187584 sec): 3 clusters Score: Raw -35742.181741 + Penalty 1729.208427 = -34012.973314 nChanged 2 SP:Iteration 7Q (86.188442 sec): 3 clusters Score: Raw -35744.181190 + Penalty 1729.505061 = -34014.676129 nChanged 1 SP:Iteration 8Q (86.189281 sec): 3 clusters Score: Raw -35746.392988 + Penalty 1729.505061 = -34016.887927 nChanged 0 SP:Iteration 9F (86.190170 sec): 3 clusters Score: Raw -35746.392988 + Penalty 1729.505061 = -34016.887927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 133 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.191132 sec): 2 clusters Score: Raw -2626.687629 + Penalty 33.878037 = -2592.809592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.191362 sec): 3 clusters Score: Raw -2639.529865 + Penalty 68.933106 = -2570.596759 nChanged 6 SP:Iteration 1F (86.191589 sec): 3 clusters Score: Raw -2647.166800 + Penalty 74.392711 = -2572.774089 nChanged 4 SP:Iteration 2F (86.191808 sec): 3 clusters Score: Raw -2657.691711 + Penalty 76.896345 = -2580.795366 nChanged 1 SP:Iteration 3Q (86.192020 sec): 3 clusters Score: Raw -2658.423669 + Penalty 76.896345 = -2581.527324 nChanged 0 SP:Iteration 4F (86.192239 sec): 3 clusters Score: Raw -2658.423669 + Penalty 76.896345 = -2581.527324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 217 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.193031 sec): 2 clusters Score: Raw -546.516241 + Penalty 16.382300 = -530.133941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.193227 sec): 3 clusters Score: Raw -559.806871 + Penalty 34.026908 = -525.779963 nChanged 0 Time taken for this iteration:85.217554 seconds. 300->37 Clusters: Score -2951234.366173, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 184 (time per iteration =468.653457 ms) Total iterations: 2390 (time per iteration =36.080433 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5332394375.000000 (time per metric unit =16.171391ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 133309859375.000000 (time per metric unit=646.855652ps) That took 86.232236 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 5 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.37 and 0.56 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 41007 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 41007 points ------ Starting initial clusters from distinct float masks Not enough masks (235) to generate starting clusters (300), so starting with (236) clusters instead. Assigned 236 initial classes from 235 unique masks. Deleting Class 228 (1 points): Lose 0.255604 but Gain 1725.993435 Iteration 0F (5.725164 sec): 235 clusters Score: Raw -3000042.171393 + Penalty 251488.475282 = -2748553.696112 nChanged 11416 Deleting Class 115 (1 points): Lose 22.781088 but Gain 1725.993435 Iteration 1F (9.993579 sec): 224 clusters Score: Raw -3024373.880587 + Penalty 246435.542115 = -2777938.338473 nChanged 4452 Deleting Class 177 (2 points): Lose 26.064478 but Gain 1645.671469 Iteration 2F (14.193158 sec): 220 clusters Score: Raw -3032200.850249 + Penalty 243444.406423 = -2788756.443826 nChanged 3074 Deleting Class 98 (5 points): Lose 43.313513 but Gain 1603.940173 Iteration 3F (18.327123 sec): 218 clusters Score: Raw -3036695.253861 + Penalty 240338.067143 = -2796357.186718 nChanged 2662 Deleting Class 171 (2 points): Lose 44.337394 but Gain 1587.254461 Iteration 4F (22.420296 sec): 215 clusters Score: Raw -3039890.154188 + Penalty 239294.267638 = -2800595.886551 nChanged 2448 Deleting Class 199 (2 points): Lose 16.759318 but Gain 1559.073157 Iteration 5F (26.430671 sec): 214 clusters Score: Raw -3042652.116739 + Penalty 237829.588144 = -2804822.528595 nChanged 2272 Deleting Class 179 (1 points): Lose 3.681448 but Gain 1534.629555 Iteration 6F (30.458366 sec): 213 clusters Score: Raw -3044863.102530 + Penalty 236487.274146 = -2808375.828384 nChanged 2114 Deleting Class 234 (1 points): Lose 77.678190 but Gain 1573.888626 Iteration 7F (34.474105 sec): 212 clusters Score: Raw -3046664.986410 + Penalty 234631.758767 = -2812033.227644 nChanged 1909 Deleting Class 172 (6 points): Lose 83.797227 but Gain 1571.202026 Iteration 8Q (35.031133 sec): 210 clusters Score: Raw -3048172.471079 + Penalty 233513.681986 = -2814658.789093 nChanged 1606 Deleting Class 143 (3 points): Lose 15.065841 but Gain 1501.272556 Iteration 9Q (35.545025 sec): 209 clusters Score: Raw -3049545.371141 + Penalty 232450.117783 = -2817095.253357 nChanged 1421 Deleting Class 221 (3 points): Lose 58.750957 but Gain 1541.392391 Iteration 10F (39.464739 sec): 208 clusters Score: Raw -3050637.592185 + Penalty 230171.373559 = -2820466.218625 nChanged 1175 Deleting Class 112 (5 points): Lose 75.503964 but Gain 1557.148136 Iteration 11Q (39.915507 sec): 206 clusters Score: Raw -3051403.971872 + Penalty 228825.878955 = -2822578.092916 nChanged 990 Deleting Class 118 (16 points): Lose 174.290780 but Gain 1653.531168 Iteration 12Q (40.339539 sec): 205 clusters Score: Raw -3051965.527105 + Penalty 227394.573457 = -2824570.953648 nChanged 870 Deleting Class 159 (1 points): Lose 14.631829 but Gain 1487.613198 Iteration 13Q (40.747653 sec): 204 clusters Score: Raw -3052834.361863 + Penalty 226108.368266 = -2826725.993597 nChanged 785 Deleting Class 193 (2 points): Lose 7.020302 but Gain 1466.715745 Iteration 14Q (41.138334 sec): 203 clusters Score: Raw -3053828.640036 + Penalty 224626.795549 = -2829201.844487 nChanged 641 Deleting Class 232 (2 points): Lose 27.708775 but Gain 1478.421935 Iteration 15Q (41.508702 sec): 202 clusters Score: Raw -3054177.137510 + Penalty 223127.614229 = -2831049.523281 nChanged 554 Deleting Class 155 (16 points): Lose 173.629429 but Gain 1621.283315 Iteration 16Q (41.869380 sec): 201 clusters Score: Raw -3054316.084828 + Penalty 221616.250341 = -2832699.834486 nChanged 435 Deleting Class 102 (17 points): Lose 187.357358 but Gain 1633.887936 Iteration 17Q (42.213959 sec): 200 clusters Score: Raw -3054401.886813 + Penalty 220275.278553 = -2834126.608261 nChanged 360 Deleting Class 173 (16 points): Lose 194.670705 but Gain 1639.237140 Iteration 18Q (42.547755 sec): 199 clusters Score: Raw -3054502.239521 + Penalty 218860.627931 = -2835641.611590 nChanged 304 Deleting Class 122 (5 points): Lose 80.677845 but Gain 1517.696649 Iteration 19Q (42.876481 sec): 198 clusters Score: Raw -3054693.471187 + Penalty 217491.799377 = -2837201.671809 nChanged 257 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -3054693.471187 + Penalty 217491.799377 = -2837201.671809Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 1 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.026295 sec): 2 clusters Score: Raw -64559.260301 + Penalty 360.122692 = -64199.137609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.027918 sec): 3 clusters Score: Raw -64112.526276 + Penalty 721.559268 = -63390.967008 nChanged 295 SP:Iteration 1F (43.029534 sec): 3 clusters Score: Raw -64291.674040 + Penalty 720.494358 = -63571.179681 nChanged 86 SP:Iteration 2F (43.031135 sec): 3 clusters Score: Raw -64342.379426 + Penalty 719.462789 = -63622.916637 nChanged 60 SP:Iteration 3F (43.032720 sec): 3 clusters Score: Raw -64385.096609 + Penalty 725.140155 = -63659.956454 nChanged 57 SP:Iteration 4F (43.034335 sec): 3 clusters Score: Raw -64432.842591 + Penalty 738.495161 = -63694.347430 nChanged 57 SP:Iteration 5F (43.035940 sec): 3 clusters Score: Raw -64499.255493 + Penalty 759.092729 = -63740.162764 nChanged 41 SP:Iteration 6F (43.037537 sec): 3 clusters Score: Raw -64540.994227 + Penalty 766.660045 = -63774.334181 nChanged 17 SP:Iteration 7Q (43.039106 sec): 3 clusters Score: Raw -64555.970293 + Penalty 771.204760 = -63784.765533 nChanged 7 SP:Iteration 8Q (43.040645 sec): 3 clusters Score: Raw -64562.110915 + Penalty 778.910923 = -63783.199992 nChanged 3 SP:Iteration 9F (43.042240 sec): 3 clusters Score: Raw -64565.075333 + Penalty 782.741163 = -63782.334170 nChanged 1 SP:Iteration 10F (43.043817 sec): 3 clusters Score: Raw -64566.539815 + Penalty 785.334073 = -63781.205742 nChanged 1 SP:Iteration 11F (43.045393 sec): 3 clusters Score: Raw -64568.759546 + Penalty 785.334073 = -63783.425473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 2 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.047324 sec): 2 clusters Score: Raw -35391.484993 + Penalty 785.041219 = -34606.443774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.048272 sec): 3 clusters Score: Raw -35274.691119 + Penalty 1569.651982 = -33705.039138 nChanged 102 SP:Iteration 1F (43.049221 sec): 3 clusters Score: Raw -35400.524153 + Penalty 1570.082437 = -33830.441716 nChanged 28 SP:Iteration 2F (43.050157 sec): 3 clusters Score: Raw -35443.350804 + Penalty 1570.623561 = -33872.727243 nChanged 12 SP:Iteration 3Q (43.051068 sec): 3 clusters Score: Raw -35460.493441 + Penalty 1571.247654 = -33889.245788 nChanged 10 SP:Iteration 4Q (43.052008 sec): 3 clusters Score: Raw -35472.239496 + Penalty 1572.963380 = -33899.276116 nChanged 7 SP:Iteration 5Q (43.052914 sec): 3 clusters Score: Raw -35482.903840 + Penalty 1574.430781 = -33908.473059 nChanged 4 SP:Iteration 6Q (43.053837 sec): 3 clusters Score: Raw -35490.013819 + Penalty 1574.833057 = -33915.180763 nChanged 5 SP:Iteration 7Q (43.054743 sec): 3 clusters Score: Raw -35496.265867 + Penalty 1574.833057 = -33921.432810 nChanged 0 SP:Iteration 8F (43.055675 sec): 3 clusters Score: Raw -35496.265867 + Penalty 1574.833057 = -33921.432810 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 3 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.057948 sec): 2 clusters Score: Raw -47743.572283 + Penalty 361.460253 = -47382.112029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.059273 sec): 3 clusters Score: Raw -47415.495727 + Penalty 723.283914 = -46692.211813 nChanged 243 SP:Iteration 1F (43.060562 sec): 3 clusters Score: Raw -47552.701799 + Penalty 724.345124 = -46828.356675 nChanged 62 SP:Iteration 2F (43.061839 sec): 3 clusters Score: Raw -47595.583945 + Penalty 725.635952 = -46869.947993 nChanged 32 SP:Iteration 3F (43.063113 sec): 3 clusters Score: Raw -47616.886882 + Penalty 725.555986 = -46891.330896 nChanged 16 SP:Iteration 4Q (43.064407 sec): 3 clusters Score: Raw -47623.711135 + Penalty 724.804024 = -46898.907112 nChanged 13 SP:Iteration 5Q (43.065693 sec): 3 clusters Score: Raw -47629.980837 + Penalty 723.270023 = -46906.710814 nChanged 17 SP:Iteration 6Q (43.066952 sec): 3 clusters Score: Raw -47635.465191 + Penalty 721.855762 = -46913.609430 nChanged 13 SP:Iteration 7Q (43.068215 sec): 3 clusters Score: Raw -47642.214482 + Penalty 720.057947 = -46922.156534 nChanged 13 SP:Iteration 8Q (43.069502 sec): 3 clusters Score: Raw -47647.603360 + Penalty 720.509341 = -46927.094019 nChanged 9 SP:Iteration 9Q (43.070759 sec): 3 clusters Score: Raw -47654.392949 + Penalty 719.959810 = -46934.433139 nChanged 10 SP:Iteration 10F (43.072033 sec): 3 clusters Score: Raw -47661.658885 + Penalty 719.148974 = -46942.509910 nChanged 10 SP:Iteration 11Q (43.073255 sec): 3 clusters Score: Raw -47666.906421 + Penalty 720.633016 = -46946.273405 nChanged 9 SP:Iteration 12Q (43.074507 sec): 3 clusters Score: Raw -47669.940870 + Penalty 720.837986 = -46949.102884 nChanged 11 SP:Iteration 13Q (43.075772 sec): 3 clusters Score: Raw -47673.552823 + Penalty 721.771249 = -46951.781575 nChanged 10 SP:Iteration 14Q (43.077009 sec): 3 clusters Score: Raw -47677.311575 + Penalty 722.466681 = -46954.844894 nChanged 11 SP:Iteration 15Q (43.078238 sec): 3 clusters Score: Raw -47681.737106 + Penalty 724.154614 = -46957.582492 nChanged 7 SP:Iteration 16Q (43.079508 sec): 3 clusters Score: Raw -47684.081288 + Penalty 726.453750 = -46957.627538 nChanged 6 SP:Iteration 17Q (43.080739 sec): 3 clusters Score: Raw -47685.443846 + Penalty 727.461374 = -46957.982473 nChanged 5 SP:Iteration 18Q (43.081979 sec): 3 clusters Score: Raw -47686.783217 + Penalty 728.180954 = -46958.602263 nChanged 5 SP:Iteration 19Q (43.083207 sec): 3 clusters Score: Raw -47687.861981 + Penalty 725.545237 = -46962.316744 nChanged 9 SP:Iteration 20F (43.084532 sec): 3 clusters Score: Raw -47692.552578 + Penalty 723.155404 = -46969.397174 nChanged 13 SP:Iteration 21Q (43.085844 sec): 3 clusters Score: Raw -47701.130037 + Penalty 725.482713 = -46975.647324 nChanged 10 SP:Iteration 22Q (43.087120 sec): 3 clusters Score: Raw -47708.196414 + Penalty 720.841958 = -46987.354456 nChanged 18 SP:Iteration 23Q (43.088394 sec): 3 clusters Score: Raw -47722.924658 + Penalty 721.932233 = -47000.992425 nChanged 11 SP:Iteration 24Q (43.089625 sec): 3 clusters Score: Raw -47729.348229 + Penalty 726.695517 = -47002.652712 nChanged 8 SP:Iteration 25Q (43.090815 sec): 3 clusters Score: Raw -47733.254192 + Penalty 725.073482 = -47008.180710 nChanged 8 SP:Iteration 26Q (43.091980 sec): 3 clusters Score: Raw -47737.052039 + Penalty 729.736210 = -47007.315828 nChanged 6 SP:Iteration 27F (43.093265 sec): 3 clusters Score: Raw -47739.932743 + Penalty 731.929757 = -47008.002986 nChanged 3 SP:Iteration 28Q (43.094452 sec): 3 clusters Score: Raw -47742.526477 + Penalty 735.092439 = -47007.434038 nChanged 3 SP:Iteration 29F (43.095756 sec): 3 clusters Score: Raw -47744.551949 + Penalty 738.200286 = -47006.351663 nChanged 2 SP:Iteration 30F (43.097033 sec): 3 clusters Score: Raw -47745.301094 + Penalty 738.897057 = -47006.404037 nChanged 2 SP:Iteration 31Q (43.098187 sec): 3 clusters Score: Raw -47745.805037 + Penalty 734.820188 = -47010.984850 nChanged 4 SP:Iteration 32Q (43.099511 sec): 3 clusters Score: Raw -47747.910554 + Penalty 736.927586 = -47010.982968 nChanged 4 SP:Iteration 33F (43.100933 sec): 3 clusters Score: Raw -47752.951730 + Penalty 741.979743 = -47010.971987 nChanged 2 SP:Iteration 34F (43.102380 sec): 3 clusters Score: Raw -47753.730088 + Penalty 741.979743 = -47011.750345 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.118347 sec): 2 clusters Score: Raw -275805.464649 + Penalty 348.531706 = -275456.932943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.124849 sec): 3 clusters Score: Raw -273604.312244 + Penalty 695.334928 = -272908.977316 nChanged 1577 SP:Iteration 1F (43.131203 sec): 3 clusters Score: Raw -274576.184583 + Penalty 692.404546 = -273883.780036 nChanged 379 SP:Iteration 2F (43.137578 sec): 3 clusters Score: Raw -274860.505252 + Penalty 689.594269 = -274170.910983 nChanged 288 SP:Iteration 3F (43.143965 sec): 3 clusters Score: Raw -275158.612400 + Penalty 687.297783 = -274471.314617 nChanged 244 SP:Iteration 4F (43.150293 sec): 3 clusters Score: Raw -275372.698732 + Penalty 686.679303 = -274686.019429 nChanged 168 SP:Iteration 5Q (43.156516 sec): 3 clusters Score: Raw -275468.755304 + Penalty 686.550040 = -274782.205265 nChanged 106 SP:Iteration 6Q (43.162651 sec): 3 clusters Score: Raw -275519.811059 + Penalty 685.652197 = -274834.158862 nChanged 87 SP:Iteration 7Q (43.168947 sec): 3 clusters Score: Raw -275579.827802 + Penalty 684.306226 = -274895.521576 nChanged 96 SP:Iteration 8Q (43.175447 sec): 3 clusters Score: Raw -275646.317803 + Penalty 682.029694 = -274964.288109 nChanged 101 SP:Iteration 9Q (43.181761 sec): 3 clusters Score: Raw -275714.700220 + Penalty 680.309035 = -275034.391184 nChanged 99 SP:Iteration 10F (43.188500 sec): 3 clusters Score: Raw -275767.745352 + Penalty 679.245247 = -275088.500105 nChanged 86 SP:Iteration 11Q (43.194896 sec): 3 clusters Score: Raw -275809.319279 + Penalty 679.268670 = -275130.050609 nChanged 69 SP:Iteration 12Q (43.201150 sec): 3 clusters Score: Raw -275838.087377 + Penalty 679.923557 = -275158.163820 nChanged 51 SP:Iteration 13Q (43.207300 sec): 3 clusters Score: Raw -275851.916548 + Penalty 680.807813 = -275171.108735 nChanged 43 SP:Iteration 14Q (43.213343 sec): 3 clusters Score: Raw -275860.355488 + Penalty 681.554579 = -275178.800909 nChanged 35 SP:Iteration 15Q (43.219385 sec): 3 clusters Score: Raw -275865.985306 + Penalty 682.133422 = -275183.851884 nChanged 23 SP:Iteration 16Q (43.225495 sec): 3 clusters Score: Raw -275869.732441 + Penalty 682.818231 = -275186.914210 nChanged 16 SP:Iteration 17Q (43.231678 sec): 3 clusters Score: Raw -275874.441688 + Penalty 683.272328 = -275191.169360 nChanged 18 SP:Iteration 18Q (43.237829 sec): 3 clusters Score: Raw -275876.700175 + Penalty 684.027000 = -275192.673175 nChanged 24 SP:Iteration 19Q (43.243864 sec): 3 clusters Score: Raw -275879.584657 + Penalty 684.636533 = -275194.948124 nChanged 16 SP:Iteration 20F (43.250129 sec): 3 clusters Score: Raw -275881.446253 + Penalty 685.160510 = -275196.285743 nChanged 14 SP:Iteration 21Q (43.256258 sec): 3 clusters Score: Raw -275883.323870 + Penalty 685.840136 = -275197.483734 nChanged 18 SP:Iteration 22Q (43.262501 sec): 3 clusters Score: Raw -275885.041096 + Penalty 686.509463 = -275198.531632 nChanged 12 SP:Iteration 23Q (43.268746 sec): 3 clusters Score: Raw -275886.497677 + Penalty 687.159624 = -275199.338053 nChanged 18 SP:Iteration 24Q (43.274886 sec): 3 clusters Score: Raw -275888.623974 + Penalty 687.928955 = -275200.695019 nChanged 14 SP:Iteration 25Q (43.280975 sec): 3 clusters Score: Raw -275889.956704 + Penalty 688.360153 = -275201.596551 nChanged 12 SP:Iteration 26Q (43.287153 sec): 3 clusters Score: Raw -275890.755066 + Penalty 688.637141 = -275202.117924 nChanged 5 SP:Iteration 27Q (43.293404 sec): 3 clusters Score: Raw -275891.044111 + Penalty 688.829066 = -275202.215045 nChanged 4 SP:Iteration 28Q (43.299483 sec): 3 clusters Score: Raw -275891.236524 + Penalty 689.034909 = -275202.201615 nChanged 4 SP:Iteration 29F (43.306049 sec): 3 clusters Score: Raw -275891.371103 + Penalty 689.254334 = -275202.116769 nChanged 4 SP:Iteration 30F (43.312583 sec): 3 clusters Score: Raw -275891.642660 + Penalty 689.471090 = -275202.171570 nChanged 5 SP:Iteration 31Q (43.319195 sec): 3 clusters Score: Raw -275892.131302 + Penalty 690.112432 = -275202.018869 nChanged 11 SP:Iteration 32F (43.325576 sec): 3 clusters Score: Raw -275893.548964 + Penalty 690.467026 = -275203.081938 nChanged 7 SP:Iteration 33Q (43.331755 sec): 3 clusters Score: Raw -275894.160690 + Penalty 690.829209 = -275203.331481 nChanged 7 SP:Iteration 34Q (43.337863 sec): 3 clusters Score: Raw -275894.771751 + Penalty 691.300917 = -275203.470834 nChanged 9 SP:Iteration 35Q (43.344097 sec): 3 clusters Score: Raw -275897.485163 + Penalty 692.127174 = -275205.357989 nChanged 16 SP:Iteration 36Q (43.350264 sec): 3 clusters Score: Raw -275901.884507 + Penalty 692.976602 = -275208.907905 nChanged 17 SP:Iteration 37Q (43.356332 sec): 3 clusters Score: Raw -275904.520498 + Penalty 693.560197 = -275210.960301 nChanged 12 SP:Iteration 38Q (43.362524 sec): 3 clusters Score: Raw -275905.948910 + Penalty 694.160733 = -275211.788177 nChanged 12 SP:Iteration 39Q (43.369071 sec): 3 clusters Score: Raw -275906.804177 + Penalty 694.660854 = -275212.143324 nChanged 10 SP:Iteration 40F (43.375857 sec): 3 clusters Score: Raw -275907.731126 + Penalty 695.253513 = -275212.477612 nChanged 12 SP:Iteration 41Q (43.382569 sec): 3 clusters Score: Raw -275909.214503 + Penalty 696.004484 = -275213.210019 nChanged 15 SP:Iteration 42Q (43.389236 sec): 3 clusters Score: Raw -275911.701755 + Penalty 697.063412 = -275214.638343 nChanged 21 SP:Iteration 43Q (43.395943 sec): 3 clusters Score: Raw -275916.395647 + Penalty 697.873865 = -275218.521782 nChanged 16 SP:Iteration 44Q (43.402634 sec): 3 clusters Score: Raw -275919.286114 + Penalty 698.690862 = -275220.595252 nChanged 16 SP:Iteration 45Q (43.409248 sec): 3 clusters Score: Raw -275921.628168 + Penalty 699.447231 = -275222.180937 nChanged 15 SP:Iteration 46Q (43.415663 sec): 3 clusters Score: Raw -275923.502606 + Penalty 700.302109 = -275223.200497 nChanged 17 SP:Iteration 47Q (43.422040 sec): 3 clusters Score: Raw -275925.650373 + Penalty 701.119545 = -275224.530828 nChanged 16 SP:Iteration 48Q (43.428469 sec): 3 clusters Score: Raw -275927.605931 + Penalty 701.873960 = -275225.731971 nChanged 18 SP:Iteration 49Q (43.435087 sec): 3 clusters Score: Raw -275930.043902 + Penalty 702.542587 = -275227.501315 nChanged 14 SP:Iteration 50F (43.441663 sec): 3 clusters Score: Raw -275931.346980 + Penalty 702.960686 = -275228.386293 nChanged 8 SP:Iteration 51Q (43.448060 sec): 3 clusters Score: Raw -275931.931496 + Penalty 703.415760 = -275228.515736 nChanged 9 SP:Iteration 52Q (43.454567 sec): 3 clusters Score: Raw -275932.977561 + Penalty 703.732661 = -275229.244900 nChanged 7 SP:Iteration 53Q (43.461129 sec): 3 clusters Score: Raw -275934.091748 + Penalty 704.011409 = -275230.080340 nChanged 7 SP:Iteration 54Q (43.467580 sec): 3 clusters Score: Raw -275934.811104 + Penalty 704.131837 = -275230.679267 nChanged 4 SP:Iteration 55Q (43.473866 sec): 3 clusters Score: Raw -275935.169229 + Penalty 704.171838 = -275230.997391 nChanged 4 SP:Iteration 56Q (43.480016 sec): 3 clusters Score: Raw -275935.440768 + Penalty 704.228229 = -275231.212538 nChanged 2 SP:Iteration 57Q (43.486242 sec): 3 clusters Score: Raw -275935.552195 + Penalty 704.449622 = -275231.102574 nChanged 5 SP:Iteration 58F (43.492640 sec): 3 clusters Score: Raw -275935.950665 + Penalty 704.780294 = -275231.170371 nChanged 7 SP:Iteration 59Q (43.498983 sec): 3 clusters Score: Raw -275936.546674 + Penalty 704.941862 = -275231.604812 nChanged 4 SP:Iteration 60F (43.505298 sec): 3 clusters Score: Raw -275936.858639 + Penalty 705.252917 = -275231.605722 nChanged 6 SP:Iteration 61Q (43.511422 sec): 3 clusters Score: Raw -275937.075350 + Penalty 705.391820 = -275231.683530 nChanged 3 SP:Iteration 62Q (43.517493 sec): 3 clusters Score: Raw -275937.352322 + Penalty 705.517666 = -275231.834656 nChanged 2 SP:Iteration 63Q (43.523627 sec): 3 clusters Score: Raw -275937.425679 + Penalty 705.614415 = -275231.811264 nChanged 2 SP:Iteration 64F (43.529892 sec): 3 clusters Score: Raw -275937.502079 + Penalty 705.729583 = -275231.772496 nChanged 2 SP:Iteration 65F (43.536268 sec): 3 clusters Score: Raw -275937.559073 + Penalty 705.833802 = -275231.725271 nChanged 2 SP:Iteration 66F (43.542684 sec): 3 clusters Score: Raw -275937.691900 + Penalty 706.074588 = -275231.617312 nChanged 4 SP:Iteration 67F (43.548964 sec): 3 clusters Score: Raw -275937.878261 + Penalty 706.291864 = -275231.586397 nChanged 4 SP:Iteration 68F (43.555214 sec): 3 clusters Score: Raw -275938.089376 + Penalty 706.291864 = -275231.797512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 5 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.557509 sec): 2 clusters Score: Raw -686.050294 + Penalty 238.220355 = -447.829939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.557743 sec): 3 clusters Score: Raw -688.196593 + Penalty 476.440710 = -211.755883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 6 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.559187 sec): 2 clusters Score: Raw -23162.424967 + Penalty 216.477776 = -22945.947191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.560006 sec): 3 clusters Score: Raw -23020.639859 + Penalty 428.073665 = -22592.566194 nChanged 122 SP:Iteration 1F (43.560815 sec): 3 clusters Score: Raw -23183.587562 + Penalty 426.616072 = -22756.971490 nChanged 41 SP:Iteration 2F (43.561626 sec): 3 clusters Score: Raw -23251.873559 + Penalty 425.827239 = -22826.046321 nChanged 18 SP:Iteration 3F (43.562433 sec): 3 clusters Score: Raw -23275.471235 + Penalty 428.517505 = -22846.953730 nChanged 17 SP:Iteration 4F (43.563210 sec): 3 clusters Score: Raw -23298.285064 + Penalty 436.967535 = -22861.317529 nChanged 17 SP:Iteration 5F (43.563981 sec): 3 clusters Score: Raw -23356.282997 + Penalty 445.671734 = -22910.611263 nChanged 13 SP:Iteration 6Q (43.564692 sec): 3 clusters Score: Raw -23380.136321 + Penalty 446.473716 = -22933.662605 nChanged 3 SP:Iteration 7Q (43.565405 sec): 3 clusters Score: Raw -23386.348101 + Penalty 444.416635 = -22941.931466 nChanged 3 SP:Iteration 8Q (43.566096 sec): 3 clusters Score: Raw -23389.276479 + Penalty 444.416635 = -22944.859844 nChanged 0 SP:Iteration 9F (43.566866 sec): 3 clusters Score: Raw -23389.276479 + Penalty 444.416635 = -22944.859844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.568149 sec): 2 clusters Score: Raw -25549.384064 + Penalty 200.981257 = -25348.402807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.568918 sec): 3 clusters Score: Raw -25351.015731 + Penalty 413.032005 = -24937.983726 nChanged 126 SP:Iteration 1F (43.569693 sec): 3 clusters Score: Raw -25460.951574 + Penalty 441.863324 = -25019.088249 nChanged 50 SP:Iteration 2F (43.570451 sec): 3 clusters Score: Raw -25516.243324 + Penalty 470.053891 = -25046.189433 nChanged 21 SP:Iteration 3F (43.571255 sec): 3 clusters Score: Raw -25546.105627 + Penalty 488.975220 = -25057.130407 nChanged 11 SP:Iteration 4Q (43.571978 sec): 3 clusters Score: Raw -25553.561589 + Penalty 505.857509 = -25047.704080 nChanged 7 SP:Iteration 5F (43.572747 sec): 3 clusters Score: Raw -25559.337767 + Penalty 517.843970 = -25041.493797 nChanged 3 SP:Iteration 6F (43.573513 sec): 3 clusters Score: Raw -25560.590681 + Penalty 522.647202 = -25037.943479 nChanged 1 SP:Iteration 7F (43.574299 sec): 3 clusters Score: Raw -25560.996787 + Penalty 537.237699 = -25023.759089 nChanged 4 SP:Iteration 8F (43.575055 sec): 3 clusters Score: Raw -25563.059607 + Penalty 544.536068 = -25018.523539 nChanged 1 SP:Iteration 9F (43.575812 sec): 3 clusters Score: Raw -25564.492164 + Penalty 556.184050 = -25008.308114 nChanged 3 SP:Iteration 10F (43.576566 sec): 3 clusters Score: Raw -25566.818128 + Penalty 560.618659 = -25006.199469 nChanged 1 SP:Iteration 11F (43.577319 sec): 3 clusters Score: Raw -25568.307733 + Penalty 560.618659 = -25007.689073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.577958 sec): 2 clusters Score: Raw -5046.216913 + Penalty 400.595226 = -4645.621687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.578295 sec): 3 clusters Score: Raw -5051.971694 + Penalty 806.378753 = -4245.592941 nChanged 4 SP:Iteration 1F (43.578618 sec): 3 clusters Score: Raw -5058.994129 + Penalty 805.793882 = -4253.200247 nChanged 1 SP:Iteration 2Q (43.578927 sec): 3 clusters Score: Raw -5060.752769 + Penalty 805.793882 = -4254.958887 nChanged 0 SP:Iteration 3F (43.579240 sec): 3 clusters Score: Raw -5060.752769 + Penalty 805.793882 = -4254.958887 nChanged 0 Memory request: 0.08 GB would take us to total of 0.46 GB. Trying to split cluster 10 (17884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.660412 sec): 2 clusters Score: Raw -1329341.107003 + Penalty 243.628877 = -1329097.478126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.693748 sec): 3 clusters Score: Raw -1317201.328691 + Penalty 509.930600 = -1316691.398091 nChanged 8584 SP:Iteration 1F (43.726762 sec): 3 clusters Score: Raw -1322987.873309 + Penalty 600.596174 = -1322387.277135 nChanged 3615 SP:Iteration 2F (43.759579 sec): 3 clusters Score: Raw -1327192.240894 + Penalty 662.286970 = -1326529.953924 nChanged 1418 SP:Iteration 3F (43.792150 sec): 3 clusters Score: Raw -1328786.665457 + Penalty 692.585223 = -1328094.080234 nChanged 367 SP:Iteration 4Q (43.821208 sec): 3 clusters Score: Raw -1329142.230318 + Penalty 692.167658 = -1328450.062661 nChanged 140 SP:Iteration 5Q (43.847769 sec): 3 clusters Score: Raw -1329284.552393 + Penalty 684.356627 = -1328600.195766 nChanged 53 SP:Iteration 6Q (43.873738 sec): 3 clusters Score: Raw -1329351.263986 + Penalty 634.256806 = -1328717.007180 nChanged 24 SP:Iteration 7Q (43.900071 sec): 3 clusters Score: Raw -1329376.673530 + Penalty 599.503231 = -1328777.170298 nChanged 12 SP:Iteration 8Q (43.925705 sec): 3 clusters Score: Raw -1329385.234560 + Penalty 587.998072 = -1328797.236489 nChanged 4 SP:Iteration 9Q (43.951283 sec): 3 clusters Score: Raw -1329386.775783 + Penalty 590.120110 = -1328796.655673 nChanged 2 SP:Iteration 10F (43.984337 sec): 3 clusters Score: Raw -1329388.297374 + Penalty 563.785921 = -1328824.511452 nChanged 6 SP:Iteration 11Q (44.010076 sec): 3 clusters Score: Raw -1329395.764982 + Penalty 553.092438 = -1328842.672544 nChanged 3 SP:Iteration 12Q (44.035739 sec): 3 clusters Score: Raw -1329398.474718 + Penalty 551.901024 = -1328846.573694 nChanged 3 SP:Iteration 13Q (44.061540 sec): 3 clusters Score: Raw -1329399.961248 + Penalty 552.775675 = -1328847.185573 nChanged 1 SP:Iteration 14Q (44.087022 sec): 3 clusters Score: Raw -1329400.163424 + Penalty 552.775675 = -1328847.387748 nChanged 0 SP:Iteration 15F (44.120362 sec): 3 clusters Score: Raw -1329400.163424 + Penalty 552.775675 = -1328847.387748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 11 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.135491 sec): 2 clusters Score: Raw -70229.931813 + Penalty 273.651093 = -69956.280720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.137291 sec): 3 clusters Score: Raw -69693.399921 + Penalty 544.626525 = -69148.773396 nChanged 370 SP:Iteration 1F (44.139028 sec): 3 clusters Score: Raw -70018.416246 + Penalty 542.873597 = -69475.542649 nChanged 104 SP:Iteration 2F (44.140753 sec): 3 clusters Score: Raw -70108.755968 + Penalty 539.909800 = -69568.846168 nChanged 29 SP:Iteration 3Q (44.142501 sec): 3 clusters Score: Raw -70129.014766 + Penalty 534.986571 = -69594.028195 nChanged 16 SP:Iteration 4Q (44.144202 sec): 3 clusters Score: Raw -70139.198250 + Penalty 535.594541 = -69603.603709 nChanged 16 SP:Iteration 5Q (44.145850 sec): 3 clusters Score: Raw -70144.976509 + Penalty 532.634920 = -69612.341589 nChanged 10 SP:Iteration 6Q (44.147583 sec): 3 clusters Score: Raw -70151.094335 + Penalty 531.851666 = -69619.242668 nChanged 11 SP:Iteration 7Q (44.149264 sec): 3 clusters Score: Raw -70156.153892 + Penalty 535.002122 = -69621.151770 nChanged 15 SP:Iteration 8Q (44.150913 sec): 3 clusters Score: Raw -70164.890682 + Penalty 539.239778 = -69625.650904 nChanged 18 SP:Iteration 9Q (44.152550 sec): 3 clusters Score: Raw -70173.497695 + Penalty 543.016753 = -69630.480942 nChanged 11 SP:Iteration 10F (44.154330 sec): 3 clusters Score: Raw -70178.374869 + Penalty 553.171104 = -69625.203765 nChanged 15 SP:Iteration 11F (44.156097 sec): 3 clusters Score: Raw -70185.952504 + Penalty 562.610082 = -69623.342423 nChanged 11 SP:Iteration 12F (44.157861 sec): 3 clusters Score: Raw -70192.055338 + Penalty 573.691368 = -69618.363971 nChanged 9 SP:Iteration 13F (44.159617 sec): 3 clusters Score: Raw -70197.392264 + Penalty 585.057087 = -69612.335176 nChanged 12 SP:Iteration 14F (44.161387 sec): 3 clusters Score: Raw -70207.270762 + Penalty 595.792415 = -69611.478347 nChanged 11 SP:Iteration 15F (44.163128 sec): 3 clusters Score: Raw -70216.342809 + Penalty 606.311530 = -69610.031279 nChanged 11 SP:Iteration 16F (44.164879 sec): 3 clusters Score: Raw -70223.178021 + Penalty 611.971533 = -69611.206488 nChanged 7 SP:Iteration 17Q (44.166460 sec): 3 clusters Score: Raw -70226.194608 + Penalty 618.679430 = -69607.515178 nChanged 5 SP:Iteration 18F (44.168232 sec): 3 clusters Score: Raw -70227.691902 + Penalty 621.408067 = -69606.283835 nChanged 3 SP:Iteration 19F (44.169983 sec): 3 clusters Score: Raw -70228.501001 + Penalty 621.408067 = -69607.092935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 12 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.172900 sec): 2 clusters Score: Raw -50997.684886 + Penalty 384.457931 = -50613.226956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.174200 sec): 3 clusters Score: Raw -50686.771795 + Penalty 785.550294 = -49901.221501 nChanged 239 SP:Iteration 1F (44.175472 sec): 3 clusters Score: Raw -50890.398694 + Penalty 811.892405 = -50078.506288 nChanged 75 SP:Iteration 2F (44.176777 sec): 3 clusters Score: Raw -50969.256961 + Penalty 845.997581 = -50123.259380 nChanged 52 SP:Iteration 3F (44.178061 sec): 3 clusters Score: Raw -51035.000108 + Penalty 876.019765 = -50158.980343 nChanged 36 SP:Iteration 4F (44.179336 sec): 3 clusters Score: Raw -51081.079857 + Penalty 906.891075 = -50174.188782 nChanged 25 SP:Iteration 5Q (44.180582 sec): 3 clusters Score: Raw -51114.895897 + Penalty 922.574499 = -50192.321397 nChanged 13 SP:Iteration 6Q (44.181792 sec): 3 clusters Score: Raw -51131.595107 + Penalty 932.019980 = -50199.575126 nChanged 6 SP:Iteration 7Q (44.182948 sec): 3 clusters Score: Raw -51138.074608 + Penalty 937.993656 = -50200.080952 nChanged 5 SP:Iteration 8Q (44.184112 sec): 3 clusters Score: Raw -51143.901057 + Penalty 937.993656 = -50205.907402 nChanged 0 SP:Iteration 9F (44.185391 sec): 3 clusters Score: Raw -51143.901057 + Penalty 937.993656 = -50205.907402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.193192 sec): 2 clusters Score: Raw -123859.242171 + Penalty 295.398636 = -123563.843535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.196135 sec): 3 clusters Score: Raw -122913.524686 + Penalty 595.915402 = -122317.609284 nChanged 681 SP:Iteration 1F (44.199111 sec): 3 clusters Score: Raw -123391.026914 + Penalty 602.186274 = -122788.840640 nChanged 167 SP:Iteration 2F (44.202066 sec): 3 clusters Score: Raw -123514.089465 + Penalty 602.575489 = -122911.513977 nChanged 100 SP:Iteration 3F (44.205011 sec): 3 clusters Score: Raw -123592.118315 + Penalty 598.736722 = -122993.381593 nChanged 104 SP:Iteration 4F (44.207974 sec): 3 clusters Score: Raw -123680.406445 + Penalty 594.313751 = -123086.092693 nChanged 107 SP:Iteration 5F (44.210994 sec): 3 clusters Score: Raw -123767.967733 + Penalty 590.045292 = -123177.922442 nChanged 98 SP:Iteration 6F (44.213927 sec): 3 clusters Score: Raw -123872.725875 + Penalty 588.322674 = -123284.403201 nChanged 92 SP:Iteration 7F (44.216857 sec): 3 clusters Score: Raw -124010.519275 + Penalty 588.242215 = -123422.277060 nChanged 75 SP:Iteration 8Q (44.219572 sec): 3 clusters Score: Raw -124143.909045 + Penalty 587.612367 = -123556.296677 nChanged 50 SP:Iteration 9Q (44.222282 sec): 3 clusters Score: Raw -124225.420769 + Penalty 586.946354 = -123638.474415 nChanged 35 SP:Iteration 10F (44.225177 sec): 3 clusters Score: Raw -124267.279658 + Penalty 586.576960 = -123680.702698 nChanged 18 SP:Iteration 11Q (44.227711 sec): 3 clusters Score: Raw -124278.321082 + Penalty 585.649760 = -123692.671322 nChanged 11 SP:Iteration 12Q (44.230262 sec): 3 clusters Score: Raw -124285.544066 + Penalty 584.764706 = -123700.779360 nChanged 9 SP:Iteration 13Q (44.232903 sec): 3 clusters Score: Raw -124295.314577 + Penalty 584.031991 = -123711.282586 nChanged 9 SP:Iteration 14Q (44.235465 sec): 3 clusters Score: Raw -124301.513627 + Penalty 583.756354 = -123717.757273 nChanged 4 SP:Iteration 15Q (44.238007 sec): 3 clusters Score: Raw -124302.781261 + Penalty 583.140801 = -123719.640460 nChanged 5 SP:Iteration 16Q (44.240475 sec): 3 clusters Score: Raw -124306.474590 + Penalty 582.853320 = -123723.621271 nChanged 5 SP:Iteration 17Q (44.242941 sec): 3 clusters Score: Raw -124309.361643 + Penalty 582.443690 = -123726.917953 nChanged 5 SP:Iteration 18Q (44.245357 sec): 3 clusters Score: Raw -124311.815771 + Penalty 581.960690 = -123729.855081 nChanged 4 SP:Iteration 19Q (44.247878 sec): 3 clusters Score: Raw -124313.085209 + Penalty 581.932306 = -123731.152903 nChanged 3 SP:Iteration 20F (44.251004 sec): 3 clusters Score: Raw -124314.215095 + Penalty 581.450978 = -123732.764116 nChanged 4 SP:Iteration 21Q (44.253468 sec): 3 clusters Score: Raw -124315.075357 + Penalty 581.406724 = -123733.668633 nChanged 1 SP:Iteration 22Q (44.255897 sec): 3 clusters Score: Raw -124315.287536 + Penalty 581.406724 = -123733.880812 nChanged 0 SP:Iteration 23F (44.258819 sec): 3 clusters Score: Raw -124315.287536 + Penalty 581.406724 = -123733.880812 nChanged 0 Score: Raw -3081095.393775 + Penalty 217904.578467 = -2863190.815307 Splitting cluster 13 changes total score from -2837201.671809 to -2863190.815307 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.023794 sec): 2 clusters Score: Raw -10205.115306 + Penalty 166.396828 = -10038.718479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.024245 sec): 3 clusters Score: Raw -10149.655256 + Penalty 328.792222 = -9820.863034 nChanged 32 SP:Iteration 1F (48.024716 sec): 3 clusters Score: Raw -10168.375670 + Penalty 325.656811 = -9842.718860 nChanged 11 SP:Iteration 2F (48.025174 sec): 3 clusters Score: Raw -10181.709690 + Penalty 331.992758 = -9849.716931 nChanged 8 SP:Iteration 3F (48.025610 sec): 3 clusters Score: Raw -10192.157346 + Penalty 331.518107 = -9860.639238 nChanged 2 SP:Iteration 4Q (48.026042 sec): 3 clusters Score: Raw -10195.343188 + Penalty 335.162506 = -9860.180682 nChanged 3 SP:Iteration 5F (48.026477 sec): 3 clusters Score: Raw -10199.894510 + Penalty 343.878297 = -9856.016213 nChanged 3 SP:Iteration 6F (48.026935 sec): 3 clusters Score: Raw -10203.684332 + Penalty 342.694144 = -9860.990188 nChanged 2 SP:Iteration 7Q (48.027393 sec): 3 clusters Score: Raw -10204.545304 + Penalty 342.694144 = -9861.851160 nChanged 0 SP:Iteration 8F (48.027853 sec): 3 clusters Score: Raw -10204.545304 + Penalty 342.694144 = -9861.851160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 15 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.030017 sec): 2 clusters Score: Raw -37895.470711 + Penalty 456.003888 = -37439.466823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.031042 sec): 3 clusters Score: Raw -37683.724650 + Penalty 915.280943 = -36768.443707 nChanged 146 SP:Iteration 1F (48.032076 sec): 3 clusters Score: Raw -37777.880757 + Penalty 917.847353 = -36860.033404 nChanged 30 SP:Iteration 2F (48.033089 sec): 3 clusters Score: Raw -37800.978081 + Penalty 921.174171 = -36879.803910 nChanged 15 SP:Iteration 3Q (48.034095 sec): 3 clusters Score: Raw -37816.881946 + Penalty 922.344141 = -36894.537805 nChanged 7 SP:Iteration 4Q (48.035094 sec): 3 clusters Score: Raw -37824.013467 + Penalty 924.086485 = -36899.926982 nChanged 8 SP:Iteration 5Q (48.036093 sec): 3 clusters Score: Raw -37830.623393 + Penalty 925.780328 = -36904.843065 nChanged 7 SP:Iteration 6Q (48.037115 sec): 3 clusters Score: Raw -37835.829338 + Penalty 928.841554 = -36906.987784 nChanged 8 SP:Iteration 7Q (48.038121 sec): 3 clusters Score: Raw -37841.667164 + Penalty 933.475623 = -36908.191541 nChanged 8 SP:Iteration 8Q (48.039117 sec): 3 clusters Score: Raw -37848.098492 + Penalty 939.402294 = -36908.696198 nChanged 8 SP:Iteration 9Q (48.040116 sec): 3 clusters Score: Raw -37854.485503 + Penalty 947.189648 = -36907.295855 nChanged 10 SP:Iteration 10F (48.041118 sec): 3 clusters Score: Raw -37861.357744 + Penalty 951.777327 = -36909.580417 nChanged 7 SP:Iteration 11Q (48.042136 sec): 3 clusters Score: Raw -37866.089936 + Penalty 955.242529 = -36910.847407 nChanged 8 SP:Iteration 12Q (48.043133 sec): 3 clusters Score: Raw -37871.717264 + Penalty 962.035631 = -36909.681633 nChanged 7 SP:Iteration 13F (48.044136 sec): 3 clusters Score: Raw -37876.665462 + Penalty 967.402344 = -36909.263119 nChanged 6 SP:Iteration 14F (48.045137 sec): 3 clusters Score: Raw -37879.983886 + Penalty 971.317591 = -36908.666295 nChanged 5 SP:Iteration 15F (48.046138 sec): 3 clusters Score: Raw -37882.791477 + Penalty 975.577170 = -36907.214307 nChanged 3 SP:Iteration 16F (48.047162 sec): 3 clusters Score: Raw -37885.433425 + Penalty 982.168027 = -36903.265398 nChanged 4 SP:Iteration 17F (48.048167 sec): 3 clusters Score: Raw -37892.336360 + Penalty 986.429492 = -36905.906868 nChanged 5 SP:Iteration 18Q (48.049143 sec): 3 clusters Score: Raw -37895.813882 + Penalty 993.026863 = -36902.787019 nChanged 5 SP:Iteration 19F (48.050144 sec): 3 clusters Score: Raw -37899.446269 + Penalty 993.103650 = -36906.342619 nChanged 4 SP:Iteration 20F (48.051150 sec): 3 clusters Score: Raw -37902.088512 + Penalty 998.003142 = -36904.085371 nChanged 4 SP:Iteration 21F (48.052156 sec): 3 clusters Score: Raw -37903.957738 + Penalty 1004.228738 = -36899.729000 nChanged 3 SP:Iteration 22F (48.053161 sec): 3 clusters Score: Raw -37906.290536 + Penalty 1014.093830 = -36892.196706 nChanged 4 SP:Iteration 23F (48.054163 sec): 3 clusters Score: Raw -37910.202598 + Penalty 1025.666931 = -36884.535667 nChanged 7 SP:Iteration 24F (48.055192 sec): 3 clusters Score: Raw -37916.158805 + Penalty 1028.269160 = -36887.889645 nChanged 1 SP:Iteration 25Q (48.056159 sec): 3 clusters Score: Raw -37917.144329 + Penalty 1034.920360 = -36882.223969 nChanged 3 SP:Iteration 26F (48.057174 sec): 3 clusters Score: Raw -37919.915348 + Penalty 1039.698852 = -36880.216496 nChanged 2 SP:Iteration 27F (48.058175 sec): 3 clusters Score: Raw -37924.090060 + Penalty 1045.440638 = -36878.649422 nChanged 3 SP:Iteration 28F (48.059175 sec): 3 clusters Score: Raw -37928.002907 + Penalty 1049.579402 = -36878.423505 nChanged 2 SP:Iteration 29F (48.060175 sec): 3 clusters Score: Raw -37932.135228 + Penalty 1049.579402 = -36882.555827 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 16 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.062938 sec): 2 clusters Score: Raw -63088.681536 + Penalty 246.036447 = -62842.645088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.064698 sec): 3 clusters Score: Raw -62602.617081 + Penalty 495.925117 = -62106.691965 nChanged 353 SP:Iteration 1F (48.066450 sec): 3 clusters Score: Raw -62851.273288 + Penalty 503.201957 = -62348.071332 nChanged 108 SP:Iteration 2F (48.068170 sec): 3 clusters Score: Raw -62932.209358 + Penalty 509.449970 = -62422.759389 nChanged 57 SP:Iteration 3F (48.069836 sec): 3 clusters Score: Raw -62964.380185 + Penalty 514.573028 = -62449.807157 nChanged 36 SP:Iteration 4Q (48.071552 sec): 3 clusters Score: Raw -62984.803278 + Penalty 517.237340 = -62467.565938 nChanged 31 SP:Iteration 5Q (48.073240 sec): 3 clusters Score: Raw -62997.976971 + Penalty 522.258413 = -62475.718558 nChanged 25 SP:Iteration 6Q (48.074916 sec): 3 clusters Score: Raw -63008.645867 + Penalty 527.306451 = -62481.339416 nChanged 16 SP:Iteration 7Q (48.076587 sec): 3 clusters Score: Raw -63014.608524 + Penalty 530.093691 = -62484.514833 nChanged 8 SP:Iteration 8Q (48.078281 sec): 3 clusters Score: Raw -63016.811839 + Penalty 535.730973 = -62481.080866 nChanged 9 SP:Iteration 9F (48.079948 sec): 3 clusters Score: Raw -63021.925575 + Penalty 543.173516 = -62478.752059 nChanged 13 SP:Iteration 10F (48.081606 sec): 3 clusters Score: Raw -63030.653905 + Penalty 551.133490 = -62479.520416 nChanged 17 SP:Iteration 11Q (48.083263 sec): 3 clusters Score: Raw -63043.296653 + Penalty 561.131968 = -62482.164685 nChanged 17 SP:Iteration 12Q (48.084893 sec): 3 clusters Score: Raw -63060.080584 + Penalty 578.333619 = -62481.746965 nChanged 24 SP:Iteration 13F (48.086546 sec): 3 clusters Score: Raw -63081.729020 + Penalty 587.727838 = -62494.001183 nChanged 13 SP:Iteration 14Q (48.088245 sec): 3 clusters Score: Raw -63091.335569 + Penalty 602.428623 = -62488.906946 nChanged 8 SP:Iteration 15F (48.089910 sec): 3 clusters Score: Raw -63096.274234 + Penalty 604.335957 = -62491.938277 nChanged 5 SP:Iteration 16Q (48.091482 sec): 3 clusters Score: Raw -63099.701076 + Penalty 604.335957 = -62495.365119 nChanged 0 SP:Iteration 17F (48.093126 sec): 3 clusters Score: Raw -63099.701076 + Penalty 604.335957 = -62495.365119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.093792 sec): 2 clusters Score: Raw -4076.060510 + Penalty 548.571179 = -3527.489332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.094103 sec): 3 clusters Score: Raw -4169.003203 + Penalty 1095.774326 = -3073.228877 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.096859 sec): 2 clusters Score: Raw -62564.306148 + Penalty 605.160143 = -61959.146005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.098473 sec): 3 clusters Score: Raw -62235.325264 + Penalty 1210.157259 = -61025.168005 nChanged 242 SP:Iteration 1F (48.100055 sec): 3 clusters Score: Raw -62429.992214 + Penalty 1209.526054 = -61220.466160 nChanged 89 SP:Iteration 2F (48.101634 sec): 3 clusters Score: Raw -62533.947530 + Penalty 1209.014341 = -61324.933189 nChanged 58 SP:Iteration 3F (48.103220 sec): 3 clusters Score: Raw -62615.103484 + Penalty 1208.861706 = -61406.241778 nChanged 40 SP:Iteration 4F (48.104808 sec): 3 clusters Score: Raw -62667.716497 + Penalty 1208.820126 = -61458.896371 nChanged 41 SP:Iteration 5F (48.106405 sec): 3 clusters Score: Raw -62733.147810 + Penalty 1209.120297 = -61524.027513 nChanged 32 SP:Iteration 6Q (48.107836 sec): 3 clusters Score: Raw -62792.093440 + Penalty 1209.921765 = -61582.171675 nChanged 30 SP:Iteration 7Q (48.109251 sec): 3 clusters Score: Raw -62849.121204 + Penalty 1211.185002 = -61637.936202 nChanged 18 SP:Iteration 8Q (48.110606 sec): 3 clusters Score: Raw -62884.313471 + Penalty 1211.917368 = -61672.396103 nChanged 12 SP:Iteration 9Q (48.111908 sec): 3 clusters Score: Raw -62897.103552 + Penalty 1212.617148 = -61684.486405 nChanged 7 SP:Iteration 10F (48.113430 sec): 3 clusters Score: Raw -62904.701681 + Penalty 1212.853760 = -61691.847921 nChanged 2 SP:Iteration 11Q (48.114717 sec): 3 clusters Score: Raw -62907.402203 + Penalty 1213.164269 = -61694.237934 nChanged 3 SP:Iteration 12Q (48.115993 sec): 3 clusters Score: Raw -62910.224806 + Penalty 1213.419312 = -61696.805494 nChanged 4 SP:Iteration 13Q (48.117268 sec): 3 clusters Score: Raw -62914.987701 + Penalty 1213.780925 = -61701.206775 nChanged 3 SP:Iteration 14Q (48.118548 sec): 3 clusters Score: Raw -62917.241479 + Penalty 1213.956048 = -61703.285432 nChanged 2 SP:Iteration 15Q (48.119865 sec): 3 clusters Score: Raw -62917.747956 + Penalty 1213.956048 = -61703.791908 nChanged 0 SP:Iteration 16F (48.121402 sec): 3 clusters Score: Raw -62917.747956 + Penalty 1213.956048 = -61703.791908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.122489 sec): 2 clusters Score: Raw -3659.750237 + Penalty 614.337417 = -3045.412820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.122867 sec): 3 clusters Score: Raw -3952.948089 + Penalty 1224.992078 = -2727.956011 nChanged 3 SP:Iteration 1Q (48.123194 sec): 3 clusters Score: Raw -3964.239753 + Penalty 1222.764735 = -2741.475019 nChanged 1 SP:Iteration 2Q (48.123516 sec): 3 clusters Score: Raw -3969.006507 + Penalty 1222.764735 = -2746.241772 nChanged 0 SP:Iteration 3F (48.123866 sec): 3 clusters Score: Raw -3969.006507 + Penalty 1222.764735 = -2746.241772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 20 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.126009 sec): 2 clusters Score: Raw -27622.486413 + Penalty 392.389615 = -27230.096798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.126898 sec): 3 clusters Score: Raw -27515.002322 + Penalty 794.853380 = -26720.148942 nChanged 118 SP:Iteration 1F (48.127763 sec): 3 clusters Score: Raw -27646.046491 + Penalty 798.803867 = -26847.242624 nChanged 45 SP:Iteration 2F (48.128621 sec): 3 clusters Score: Raw -27728.767910 + Penalty 798.511373 = -26930.256537 nChanged 24 SP:Iteration 3F (48.129539 sec): 3 clusters Score: Raw -27775.852465 + Penalty 797.348220 = -26978.504245 nChanged 21 SP:Iteration 4F (48.130422 sec): 3 clusters Score: Raw -27812.373957 + Penalty 794.677544 = -27017.696412 nChanged 13 SP:Iteration 5Q (48.131279 sec): 3 clusters Score: Raw -27825.094967 + Penalty 790.987226 = -27034.107741 nChanged 6 SP:Iteration 6Q (48.132131 sec): 3 clusters Score: Raw -27830.834234 + Penalty 790.031980 = -27040.802254 nChanged 4 SP:Iteration 7Q (48.132956 sec): 3 clusters Score: Raw -27833.548128 + Penalty 791.611461 = -27041.936667 nChanged 1 SP:Iteration 8Q (48.133775 sec): 3 clusters Score: Raw -27834.043413 + Penalty 791.611461 = -27042.431951 nChanged 0 SP:Iteration 9F (48.134614 sec): 3 clusters Score: Raw -27834.043413 + Penalty 791.611461 = -27042.431951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.135206 sec): 2 clusters Score: Raw -1206.886218 + Penalty 406.235507 = -800.650711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.135447 sec): 3 clusters Score: Raw -1249.046661 + Penalty 822.381493 = -426.665168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.136030 sec): 2 clusters Score: Raw -3457.646708 + Penalty 590.532538 = -2867.114170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.136321 sec): 3 clusters Score: Raw -3612.987454 + Penalty 1180.704760 = -2432.282694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.137562 sec): 2 clusters Score: Raw -12527.959873 + Penalty 443.698473 = -12084.261400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.138092 sec): 3 clusters Score: Raw -12493.854245 + Penalty 887.696692 = -11606.157552 nChanged 31 SP:Iteration 1F (48.138615 sec): 3 clusters Score: Raw -12521.342977 + Penalty 887.511160 = -11633.831817 nChanged 7 SP:Iteration 2Q (48.139132 sec): 3 clusters Score: Raw -12529.996548 + Penalty 887.231863 = -11642.764685 nChanged 3 SP:Iteration 3Q (48.139649 sec): 3 clusters Score: Raw -12532.713284 + Penalty 887.828043 = -11644.885240 nChanged 6 SP:Iteration 4Q (48.140166 sec): 3 clusters Score: Raw -12537.570226 + Penalty 888.464841 = -11649.105385 nChanged 2 SP:Iteration 5Q (48.140677 sec): 3 clusters Score: Raw -12538.585005 + Penalty 888.203996 = -11650.381009 nChanged 2 SP:Iteration 6Q (48.141216 sec): 3 clusters Score: Raw -12539.324998 + Penalty 888.203996 = -11651.121002 nChanged 0 SP:Iteration 7F (48.141744 sec): 3 clusters Score: Raw -12539.324998 + Penalty 888.203996 = -11651.121002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.143043 sec): 2 clusters Score: Raw -23505.633962 + Penalty 346.861017 = -23158.772945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.143788 sec): 3 clusters Score: Raw -23373.423660 + Penalty 705.326290 = -22668.097370 nChanged 86 SP:Iteration 1F (48.144521 sec): 3 clusters Score: Raw -23452.409786 + Penalty 700.013459 = -22752.396327 nChanged 24 SP:Iteration 2F (48.145249 sec): 3 clusters Score: Raw -23476.267404 + Penalty 698.721691 = -22777.545713 nChanged 17 SP:Iteration 3F (48.145961 sec): 3 clusters Score: Raw -23491.745383 + Penalty 697.820673 = -22793.924710 nChanged 14 SP:Iteration 4Q (48.146672 sec): 3 clusters Score: Raw -23507.264414 + Penalty 702.422542 = -22804.841872 nChanged 7 SP:Iteration 5Q (48.147375 sec): 3 clusters Score: Raw -23512.530085 + Penalty 702.604799 = -22809.925286 nChanged 5 SP:Iteration 6Q (48.148079 sec): 3 clusters Score: Raw -23516.509315 + Penalty 700.971449 = -22815.537867 nChanged 3 SP:Iteration 7Q (48.148781 sec): 3 clusters Score: Raw -23518.764907 + Penalty 703.280277 = -22815.484630 nChanged 2 SP:Iteration 8F (48.149490 sec): 3 clusters Score: Raw -23520.305734 + Penalty 703.280277 = -22817.025457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.150720 sec): 2 clusters Score: Raw -21681.793284 + Penalty 836.893521 = -20844.899763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.151467 sec): 3 clusters Score: Raw -21697.029709 + Penalty 1673.801251 = -20023.228458 nChanged 40 SP:Iteration 1F (48.152200 sec): 3 clusters Score: Raw -21770.488842 + Penalty 1673.589737 = -20096.899105 nChanged 10 SP:Iteration 2Q (48.152939 sec): 3 clusters Score: Raw -21794.175939 + Penalty 1673.596807 = -20120.579132 nChanged 9 SP:Iteration 3Q (48.153644 sec): 3 clusters Score: Raw -21818.644959 + Penalty 1673.093475 = -20145.551484 nChanged 7 SP:Iteration 4Q (48.154342 sec): 3 clusters Score: Raw -21826.737999 + Penalty 1672.560170 = -20154.177829 nChanged 5 SP:Iteration 5Q (48.155070 sec): 3 clusters Score: Raw -21834.847622 + Penalty 1671.610631 = -20163.236991 nChanged 4 SP:Iteration 6Q (48.155779 sec): 3 clusters Score: Raw -21842.105262 + Penalty 1671.453127 = -20170.652135 nChanged 4 SP:Iteration 7Q (48.156477 sec): 3 clusters Score: Raw -21849.116702 + Penalty 1671.545256 = -20177.571445 nChanged 4 SP:Iteration 8Q (48.157175 sec): 3 clusters Score: Raw -21855.430072 + Penalty 1671.033690 = -20184.396382 nChanged 4 SP:Iteration 9Q (48.157871 sec): 3 clusters Score: Raw -21867.172811 + Penalty 1670.614914 = -20196.557897 nChanged 3 SP:Iteration 10F (48.158604 sec): 3 clusters Score: Raw -21880.732158 + Penalty 1671.388208 = -20209.343950 nChanged 2 SP:Iteration 11Q (48.159272 sec): 3 clusters Score: Raw -21896.471110 + Penalty 1671.987513 = -20224.483597 nChanged 2 SP:Iteration 12Q (48.159959 sec): 3 clusters Score: Raw -21900.249948 + Penalty 1671.728020 = -20228.521928 nChanged 3 SP:Iteration 13Q (48.160628 sec): 3 clusters Score: Raw -21905.863795 + Penalty 1671.074721 = -20234.789074 nChanged 2 SP:Iteration 14Q (48.161293 sec): 3 clusters Score: Raw -21908.366771 + Penalty 1670.812784 = -20237.553987 nChanged 1 SP:Iteration 15Q (48.161955 sec): 3 clusters Score: Raw -21910.379363 + Penalty 1670.252563 = -20240.126800 nChanged 1 SP:Iteration 16Q (48.162617 sec): 3 clusters Score: Raw -21911.150315 + Penalty 1670.252563 = -20240.897753 nChanged 0 SP:Iteration 17F (48.163332 sec): 3 clusters Score: Raw -21911.150315 + Penalty 1670.252563 = -20240.897753 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (1242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.167842 sec): 2 clusters Score: Raw -112407.486007 + Penalty 783.215063 = -111624.270944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.170369 sec): 3 clusters Score: Raw -111810.671936 + Penalty 1567.693875 = -110242.978061 nChanged 449 SP:Iteration 1F (48.172969 sec): 3 clusters Score: Raw -112088.447936 + Penalty 1569.360538 = -110519.087399 nChanged 90 SP:Iteration 2F (48.175477 sec): 3 clusters Score: Raw -112139.618121 + Penalty 1571.401993 = -110568.216128 nChanged 61 SP:Iteration 3Q (48.177883 sec): 3 clusters Score: Raw -112175.916180 + Penalty 1574.499164 = -110601.417016 nChanged 64 SP:Iteration 4F (48.180265 sec): 3 clusters Score: Raw -112226.543510 + Penalty 1577.148637 = -110649.394873 nChanged 62 SP:Iteration 5Q (48.182663 sec): 3 clusters Score: Raw -112282.759290 + Penalty 1583.845738 = -110698.913552 nChanged 79 SP:Iteration 6F (48.185061 sec): 3 clusters Score: Raw -112371.202322 + Penalty 1590.017586 = -110781.184736 nChanged 79 SP:Iteration 7F (48.187432 sec): 3 clusters Score: Raw -112458.872000 + Penalty 1598.525391 = -110860.346608 nChanged 72 SP:Iteration 8F (48.189835 sec): 3 clusters Score: Raw -112525.943941 + Penalty 1602.435800 = -110923.508141 nChanged 46 SP:Iteration 9Q (48.192210 sec): 3 clusters Score: Raw -112567.449211 + Penalty 1604.829652 = -110962.619559 nChanged 27 SP:Iteration 10F (48.194590 sec): 3 clusters Score: Raw -112588.125412 + Penalty 1605.709503 = -110982.415909 nChanged 19 SP:Iteration 11Q (48.196973 sec): 3 clusters Score: Raw -112599.061911 + Penalty 1606.215876 = -110992.846035 nChanged 12 SP:Iteration 12Q (48.199321 sec): 3 clusters Score: Raw -112605.902244 + Penalty 1607.174350 = -110998.727894 nChanged 9 SP:Iteration 13Q (48.201762 sec): 3 clusters Score: Raw -112610.318709 + Penalty 1607.982958 = -111002.335751 nChanged 4 SP:Iteration 14Q (48.204191 sec): 3 clusters Score: Raw -112611.981489 + Penalty 1608.365840 = -111003.615649 nChanged 3 SP:Iteration 15Q (48.206753 sec): 3 clusters Score: Raw -112613.210410 + Penalty 1609.590133 = -111003.620277 nChanged 3 SP:Iteration 16Q (48.209216 sec): 3 clusters Score: Raw -112613.843924 + Penalty 1610.234161 = -111003.609763 nChanged 2 SP:Iteration 17F (48.211547 sec): 3 clusters Score: Raw -112614.240833 + Penalty 1610.893556 = -111003.347277 nChanged 2 SP:Iteration 18F (48.213872 sec): 3 clusters Score: Raw -112614.718953 + Penalty 1610.749490 = -111003.969464 nChanged 2 SP:Iteration 19Q (48.216209 sec): 3 clusters Score: Raw -112615.777937 + Penalty 1610.346755 = -111005.431181 nChanged 3 SP:Iteration 20F (48.218562 sec): 3 clusters Score: Raw -112617.786314 + Penalty 1610.371770 = -111007.414545 nChanged 1 SP:Iteration 21Q (48.220900 sec): 3 clusters Score: Raw -112618.496198 + Penalty 1610.766474 = -111007.729723 nChanged 1 SP:Iteration 22Q (48.223234 sec): 3 clusters Score: Raw -112618.993442 + Penalty 1610.914739 = -111008.078703 nChanged 1 SP:Iteration 23Q (48.225605 sec): 3 clusters Score: Raw -112619.137380 + Penalty 1610.914739 = -111008.222641 nChanged 0 SP:Iteration 24F (48.227992 sec): 3 clusters Score: Raw -112619.137380 + Penalty 1610.914739 = -111008.222641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.229111 sec): 2 clusters Score: Raw -10701.880155 + Penalty 449.375740 = -10252.504415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.229576 sec): 3 clusters Score: Raw -10692.589924 + Penalty 896.985028 = -9795.604896 nChanged 15 SP:Iteration 1F (48.230019 sec): 3 clusters Score: Raw -10711.361665 + Penalty 896.953817 = -9814.407848 nChanged 6 SP:Iteration 2Q (48.230471 sec): 3 clusters Score: Raw -10719.230917 + Penalty 896.953817 = -9822.277100 nChanged 0 SP:Iteration 3F (48.230911 sec): 3 clusters Score: Raw -10719.230917 + Penalty 896.953817 = -9822.277100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.231520 sec): 2 clusters Score: Raw -3765.974339 + Penalty 232.320615 = -3533.653724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.231822 sec): 3 clusters Score: Raw -3776.115583 + Penalty 460.811166 = -3315.304416 nChanged 5 SP:Iteration 1F (48.232113 sec): 3 clusters Score: Raw -3783.931409 + Penalty 467.972152 = -3315.959257 nChanged 2 SP:Iteration 2Q (48.232399 sec): 3 clusters Score: Raw -3796.125563 + Penalty 470.873676 = -3325.251887 nChanged 1 SP:Iteration 3Q (48.232688 sec): 3 clusters Score: Raw -3798.071595 + Penalty 470.873676 = -3327.197919 nChanged 0 SP:Iteration 4F (48.232988 sec): 3 clusters Score: Raw -3798.071595 + Penalty 470.873676 = -3327.197919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.235361 sec): 2 clusters Score: Raw -30613.174620 + Penalty 411.340538 = -30201.834082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.236310 sec): 3 clusters Score: Raw -30442.720104 + Penalty 822.013049 = -29620.707055 nChanged 131 SP:Iteration 1F (48.237208 sec): 3 clusters Score: Raw -30545.321285 + Penalty 820.859370 = -29724.461916 nChanged 40 SP:Iteration 2F (48.238118 sec): 3 clusters Score: Raw -30598.358809 + Penalty 821.468811 = -29776.889998 nChanged 27 SP:Iteration 3F (48.239014 sec): 3 clusters Score: Raw -30641.858141 + Penalty 822.681077 = -29819.177065 nChanged 16 SP:Iteration 4Q (48.239889 sec): 3 clusters Score: Raw -30666.852815 + Penalty 823.804372 = -29843.048442 nChanged 7 SP:Iteration 5Q (48.240754 sec): 3 clusters Score: Raw -30674.557969 + Penalty 825.052433 = -29849.505536 nChanged 7 SP:Iteration 6Q (48.241605 sec): 3 clusters Score: Raw -30680.253443 + Penalty 826.750361 = -29853.503083 nChanged 9 SP:Iteration 7Q (48.242476 sec): 3 clusters Score: Raw -30690.578887 + Penalty 827.870126 = -29862.708762 nChanged 5 SP:Iteration 8Q (48.243421 sec): 3 clusters Score: Raw -30698.207448 + Penalty 828.149459 = -29870.057990 nChanged 6 SP:Iteration 9Q (48.244312 sec): 3 clusters Score: Raw -30705.259167 + Penalty 828.279294 = -29876.979873 nChanged 4 SP:Iteration 10F (48.245252 sec): 3 clusters Score: Raw -30708.681146 + Penalty 829.212717 = -29879.468429 nChanged 2 SP:Iteration 11Q (48.246142 sec): 3 clusters Score: Raw -30710.131409 + Penalty 830.084208 = -29880.047201 nChanged 2 SP:Iteration 12Q (48.247060 sec): 3 clusters Score: Raw -30711.538943 + Penalty 830.234102 = -29881.304841 nChanged 1 SP:Iteration 13Q (48.247973 sec): 3 clusters Score: Raw -30712.616620 + Penalty 831.099696 = -29881.516924 nChanged 2 SP:Iteration 14Q (48.248878 sec): 3 clusters Score: Raw -30714.887764 + Penalty 831.099696 = -29883.788068 nChanged 0 SP:Iteration 15F (48.249840 sec): 3 clusters Score: Raw -30714.887764 + Penalty 831.099696 = -29883.788068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 30 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.250890 sec): 2 clusters Score: Raw -1662.077186 + Penalty 250.702289 = -1411.374897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.251136 sec): 3 clusters Score: Raw -1668.024518 + Penalty 499.483088 = -1168.541430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.251982 sec): 2 clusters Score: Raw -494.825020 + Penalty 170.654826 = -324.170194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.252201 sec): 3 clusters Score: Raw -494.495681 + Penalty 346.298426 = -148.197255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.254878 sec): 2 clusters Score: Raw -51731.703377 + Penalty 462.855895 = -51268.847482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.256315 sec): 3 clusters Score: Raw -51431.278235 + Penalty 924.153817 = -50507.124418 nChanged 227 SP:Iteration 1F (48.257878 sec): 3 clusters Score: Raw -51564.568096 + Penalty 921.778053 = -50642.790043 nChanged 52 SP:Iteration 2F (48.259464 sec): 3 clusters Score: Raw -51600.597999 + Penalty 920.211376 = -50680.386623 nChanged 39 SP:Iteration 3F (48.260946 sec): 3 clusters Score: Raw -51622.811303 + Penalty 919.923626 = -50702.887677 nChanged 27 SP:Iteration 4Q (48.262297 sec): 3 clusters Score: Raw -51637.916851 + Penalty 920.109201 = -50717.807650 nChanged 26 SP:Iteration 5Q (48.263641 sec): 3 clusters Score: Raw -51652.264364 + Penalty 920.815412 = -50731.448952 nChanged 17 SP:Iteration 6Q (48.264991 sec): 3 clusters Score: Raw -51661.774927 + Penalty 924.040055 = -50737.734872 nChanged 17 SP:Iteration 7Q (48.266344 sec): 3 clusters Score: Raw -51669.392983 + Penalty 923.188299 = -50746.204684 nChanged 13 SP:Iteration 8Q (48.267691 sec): 3 clusters Score: Raw -51677.645599 + Penalty 920.922863 = -50756.722736 nChanged 12 SP:Iteration 9Q (48.269053 sec): 3 clusters Score: Raw -51683.399040 + Penalty 921.488810 = -50761.910230 nChanged 14 SP:Iteration 10F (48.270423 sec): 3 clusters Score: Raw -51690.829659 + Penalty 920.150287 = -50770.679372 nChanged 11 SP:Iteration 11Q (48.271775 sec): 3 clusters Score: Raw -51695.895311 + Penalty 921.735627 = -50774.159684 nChanged 13 SP:Iteration 12Q (48.273111 sec): 3 clusters Score: Raw -51703.076136 + Penalty 923.005620 = -50780.070517 nChanged 13 SP:Iteration 13Q (48.274474 sec): 3 clusters Score: Raw -51712.954577 + Penalty 931.042051 = -50781.912526 nChanged 10 SP:Iteration 14Q (48.275826 sec): 3 clusters Score: Raw -51720.811227 + Penalty 940.150457 = -50780.660770 nChanged 9 SP:Iteration 15F (48.277179 sec): 3 clusters Score: Raw -51725.739468 + Penalty 940.957595 = -50784.781873 nChanged 6 SP:Iteration 16Q (48.278568 sec): 3 clusters Score: Raw -51728.758078 + Penalty 941.051084 = -50787.706994 nChanged 1 SP:Iteration 17Q (48.279912 sec): 3 clusters Score: Raw -51728.868585 + Penalty 939.274447 = -50789.594138 nChanged 1 SP:Iteration 18Q (48.281235 sec): 3 clusters Score: Raw -51729.459846 + Penalty 939.274447 = -50790.185399 nChanged 0 SP:Iteration 19F (48.282586 sec): 3 clusters Score: Raw -51729.459846 + Penalty 939.274447 = -50790.185399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.284182 sec): 2 clusters Score: Raw -16614.622451 + Penalty 846.261079 = -15768.361372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.284815 sec): 3 clusters Score: Raw -16674.483628 + Penalty 1692.538304 = -14981.945324 nChanged 35 SP:Iteration 1F (48.285442 sec): 3 clusters Score: Raw -16758.266755 + Penalty 1692.325876 = -15065.940878 nChanged 13 SP:Iteration 2F (48.286068 sec): 3 clusters Score: Raw -16795.219867 + Penalty 1692.653755 = -15102.566111 nChanged 4 SP:Iteration 3Q (48.286655 sec): 3 clusters Score: Raw -16813.082606 + Penalty 1692.578078 = -15120.504528 nChanged 1 SP:Iteration 4Q (48.287241 sec): 3 clusters Score: Raw -16815.192214 + Penalty 1692.578078 = -15122.614136 nChanged 0 SP:Iteration 5F (48.287884 sec): 3 clusters Score: Raw -16815.192214 + Penalty 1692.578078 = -15122.614136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 34 (1543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.293382 sec): 2 clusters Score: Raw -136553.902160 + Penalty 1014.871221 = -135539.030939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.296311 sec): 3 clusters Score: Raw -135803.366763 + Penalty 2030.179808 = -133773.186954 nChanged 532 SP:Iteration 1F (48.299284 sec): 3 clusters Score: Raw -136168.704183 + Penalty 2031.459755 = -134137.244427 nChanged 150 SP:Iteration 2F (48.302167 sec): 3 clusters Score: Raw -136277.468764 + Penalty 2032.512971 = -134244.955793 nChanged 90 SP:Iteration 3F (48.305136 sec): 3 clusters Score: Raw -136348.675132 + Penalty 2033.336240 = -134315.338892 nChanged 64 SP:Iteration 4Q (48.308158 sec): 3 clusters Score: Raw -136407.571586 + Penalty 2035.010330 = -134372.561257 nChanged 55 SP:Iteration 5Q (48.311080 sec): 3 clusters Score: Raw -136442.544854 + Penalty 2037.476956 = -134405.067898 nChanged 54 SP:Iteration 6Q (48.314014 sec): 3 clusters Score: Raw -136475.942104 + Penalty 2039.961859 = -134435.980245 nChanged 47 SP:Iteration 7Q (48.316949 sec): 3 clusters Score: Raw -136506.148172 + Penalty 2042.784799 = -134463.363373 nChanged 38 SP:Iteration 8Q (48.319795 sec): 3 clusters Score: Raw -136531.990764 + Penalty 2045.036189 = -134486.954575 nChanged 36 SP:Iteration 9Q (48.322677 sec): 3 clusters Score: Raw -136551.215832 + Penalty 2046.150269 = -134505.065563 nChanged 36 SP:Iteration 10F (48.325621 sec): 3 clusters Score: Raw -136572.189266 + Penalty 2047.127459 = -134525.061807 nChanged 27 SP:Iteration 11Q (48.328518 sec): 3 clusters Score: Raw -136586.069659 + Penalty 2047.595695 = -134538.473964 nChanged 13 SP:Iteration 12Q (48.331465 sec): 3 clusters Score: Raw -136592.632347 + Penalty 2048.660384 = -134543.971963 nChanged 17 SP:Iteration 13Q (48.334354 sec): 3 clusters Score: Raw -136600.106465 + Penalty 2049.202009 = -134550.904456 nChanged 9 SP:Iteration 14Q (48.337261 sec): 3 clusters Score: Raw -136604.797795 + Penalty 2051.324569 = -134553.473226 nChanged 18 SP:Iteration 15Q (48.340127 sec): 3 clusters Score: Raw -136616.201857 + Penalty 2054.503913 = -134561.697945 nChanged 20 SP:Iteration 16Q (48.343037 sec): 3 clusters Score: Raw -136626.181720 + Penalty 2055.505098 = -134570.676623 nChanged 12 SP:Iteration 17Q (48.345940 sec): 3 clusters Score: Raw -136631.974147 + Penalty 2056.370676 = -134575.603471 nChanged 8 SP:Iteration 18Q (48.348833 sec): 3 clusters Score: Raw -136635.659961 + Penalty 2057.258318 = -134578.401643 nChanged 10 SP:Iteration 19Q (48.351721 sec): 3 clusters Score: Raw -136641.892279 + Penalty 2059.084928 = -134582.807350 nChanged 10 SP:Iteration 20F (48.354660 sec): 3 clusters Score: Raw -136646.707174 + Penalty 2060.400898 = -134586.306276 nChanged 7 SP:Iteration 21Q (48.357598 sec): 3 clusters Score: Raw -136651.311539 + Penalty 2061.587893 = -134589.723646 nChanged 4 SP:Iteration 22Q (48.360508 sec): 3 clusters Score: Raw -136654.724392 + Penalty 2062.940618 = -134591.783774 nChanged 5 SP:Iteration 23Q (48.363405 sec): 3 clusters Score: Raw -136657.848780 + Penalty 2065.822841 = -134592.025939 nChanged 5 SP:Iteration 24Q (48.366305 sec): 3 clusters Score: Raw -136661.671811 + Penalty 2068.664854 = -134593.006957 nChanged 7 SP:Iteration 25Q (48.369208 sec): 3 clusters Score: Raw -136668.486450 + Penalty 2071.275062 = -134597.211388 nChanged 9 SP:Iteration 26Q (48.372116 sec): 3 clusters Score: Raw -136676.590495 + Penalty 2074.578042 = -134602.012453 nChanged 11 SP:Iteration 27Q (48.375022 sec): 3 clusters Score: Raw -136685.356791 + Penalty 2077.752550 = -134607.604241 nChanged 13 SP:Iteration 28Q (48.377934 sec): 3 clusters Score: Raw -136692.886760 + Penalty 2078.599035 = -134614.287725 nChanged 6 SP:Iteration 29Q (48.380824 sec): 3 clusters Score: Raw -136696.694336 + Penalty 2081.205336 = -134615.489000 nChanged 6 SP:Iteration 30F (48.383755 sec): 3 clusters Score: Raw -136699.752691 + Penalty 2083.045557 = -134616.707134 nChanged 3 SP:Iteration 31Q (48.386564 sec): 3 clusters Score: Raw -136703.533437 + Penalty 2084.954789 = -134618.578648 nChanged 6 SP:Iteration 32Q (48.389396 sec): 3 clusters Score: Raw -136706.898955 + Penalty 2088.063003 = -134618.835952 nChanged 4 SP:Iteration 33Q (48.392243 sec): 3 clusters Score: Raw -136709.578885 + Penalty 2089.899422 = -134619.679463 nChanged 6 SP:Iteration 34Q (48.395109 sec): 3 clusters Score: Raw -136715.842448 + Penalty 2091.680598 = -134624.161850 nChanged 8 SP:Iteration 35Q (48.397945 sec): 3 clusters Score: Raw -136723.368853 + Penalty 2093.419011 = -134629.949842 nChanged 5 SP:Iteration 36Q (48.400778 sec): 3 clusters Score: Raw -136727.589962 + Penalty 2094.466990 = -134633.122972 nChanged 4 SP:Iteration 37Q (48.403568 sec): 3 clusters Score: Raw -136729.869019 + Penalty 2094.545060 = -134635.323958 nChanged 2 SP:Iteration 38Q (48.406331 sec): 3 clusters Score: Raw -136731.566537 + Penalty 2095.123963 = -134636.442574 nChanged 2 SP:Iteration 39Q (48.409188 sec): 3 clusters Score: Raw -136732.193416 + Penalty 2095.123963 = -134637.069453 nChanged 0 SP:Iteration 40F (48.412250 sec): 3 clusters Score: Raw -136732.193416 + Penalty 2095.123963 = -134637.069453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.413511 sec): 2 clusters Score: Raw -6416.814539 + Penalty 521.512884 = -5895.301655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.413861 sec): 3 clusters Score: Raw -6498.127640 + Penalty 1036.986397 = -5461.141244 nChanged 7 SP:Iteration 1F (48.414203 sec): 3 clusters Score: Raw -6519.555884 + Penalty 1036.986397 = -5482.569488 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 (48.415171 sec): 2 clusters Score: Raw -4599.450080 + Penalty 269.371424 = -4330.078655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.415487 sec): 3 clusters Score: Raw -4593.950914 + Penalty 527.195932 = -4066.754982 nChanged 9 SP:Iteration 1F (48.415792 sec): 3 clusters Score: Raw -4609.679431 + Penalty 526.514535 = -4083.164897 nChanged 2 SP:Iteration 2Q (48.416098 sec): 3 clusters Score: Raw -4612.833245 + Penalty 528.847428 = -4083.985817 nChanged 3 SP:Iteration 3F (48.416430 sec): 3 clusters Score: Raw -4616.963987 + Penalty 531.668887 = -4085.295100 nChanged 1 SP:Iteration 4Q (48.416769 sec): 3 clusters Score: Raw -4618.498404 + Penalty 531.668887 = -4086.829517 nChanged 0 SP:Iteration 5F (48.417081 sec): 3 clusters Score: Raw -4618.498404 + Penalty 531.668887 = -4086.829517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 37 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.419178 sec): 2 clusters Score: Raw -36824.703162 + Penalty 460.076910 = -36364.626252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.420243 sec): 3 clusters Score: Raw -36621.757344 + Penalty 920.154186 = -35701.603158 nChanged 147 SP:Iteration 1F (48.421247 sec): 3 clusters Score: Raw -36732.833813 + Penalty 920.116977 = -35812.716836 nChanged 39 SP:Iteration 2F (48.422263 sec): 3 clusters Score: Raw -36759.328241 + Penalty 919.945970 = -35839.382272 nChanged 25 SP:Iteration 3F (48.423311 sec): 3 clusters Score: Raw -36784.203530 + Penalty 920.075814 = -35864.127716 nChanged 20 SP:Iteration 4Q (48.424349 sec): 3 clusters Score: Raw -36796.218920 + Penalty 920.265529 = -35875.953391 nChanged 11 SP:Iteration 5Q (48.425383 sec): 3 clusters Score: Raw -36803.718961 + Penalty 920.547796 = -35883.171166 nChanged 9 SP:Iteration 6Q (48.426420 sec): 3 clusters Score: Raw -36808.843005 + Penalty 921.090344 = -35887.752660 nChanged 4 SP:Iteration 7Q (48.427419 sec): 3 clusters Score: Raw -36812.308138 + Penalty 922.149972 = -35890.158166 nChanged 7 SP:Iteration 8Q (48.428418 sec): 3 clusters Score: Raw -36816.093708 + Penalty 924.158114 = -35891.935593 nChanged 7 SP:Iteration 9Q (48.429409 sec): 3 clusters Score: Raw -36819.189354 + Penalty 924.002088 = -35895.187266 nChanged 5 SP:Iteration 10F (48.430411 sec): 3 clusters Score: Raw -36820.712027 + Penalty 923.409142 = -35897.302885 nChanged 2 SP:Iteration 11Q (48.431399 sec): 3 clusters Score: Raw -36822.091989 + Penalty 923.075051 = -35899.016938 nChanged 5 SP:Iteration 12Q (48.432394 sec): 3 clusters Score: Raw -36823.187328 + Penalty 923.088915 = -35900.098413 nChanged 2 SP:Iteration 13Q (48.433386 sec): 3 clusters Score: Raw -36823.856342 + Penalty 923.088915 = -35900.767427 nChanged 0 SP:Iteration 14F (48.434396 sec): 3 clusters Score: Raw -36823.856342 + Penalty 923.088915 = -35900.767427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.436728 sec): 2 clusters Score: Raw -39863.727582 + Penalty 638.230879 = -39225.496703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.437877 sec): 3 clusters Score: Raw -39700.092205 + Penalty 1276.255864 = -38423.836341 nChanged 138 SP:Iteration 1F (48.438999 sec): 3 clusters Score: Raw -39802.866494 + Penalty 1275.824855 = -38527.041639 nChanged 34 SP:Iteration 2F (48.440119 sec): 3 clusters Score: Raw -39845.906096 + Penalty 1276.000420 = -38569.905677 nChanged 21 SP:Iteration 3Q (48.441262 sec): 3 clusters Score: Raw -39868.052219 + Penalty 1276.378657 = -38591.673562 nChanged 15 SP:Iteration 4Q (48.442378 sec): 3 clusters Score: Raw -39884.554947 + Penalty 1275.683214 = -38608.871733 nChanged 18 SP:Iteration 5Q (48.443483 sec): 3 clusters Score: Raw -39907.852774 + Penalty 1275.511917 = -38632.340857 nChanged 15 SP:Iteration 6Q (48.444585 sec): 3 clusters Score: Raw -39926.357879 + Penalty 1275.996978 = -38650.360901 nChanged 20 SP:Iteration 7Q (48.445725 sec): 3 clusters Score: Raw -39967.695939 + Penalty 1276.206054 = -38691.489886 nChanged 23 SP:Iteration 8Q (48.446818 sec): 3 clusters Score: Raw -40046.483967 + Penalty 1275.872286 = -38770.611682 nChanged 16 SP:Iteration 9Q (48.447881 sec): 3 clusters Score: Raw -40123.099008 + Penalty 1276.293925 = -38846.805084 nChanged 19 SP:Iteration 10F (48.448996 sec): 3 clusters Score: Raw -40207.078577 + Penalty 1276.890279 = -38930.188298 nChanged 21 SP:Iteration 11Q (48.450066 sec): 3 clusters Score: Raw -40235.439120 + Penalty 1279.162144 = -38956.276977 nChanged 18 SP:Iteration 12Q (48.451145 sec): 3 clusters Score: Raw -40260.049869 + Penalty 1283.794355 = -38976.255515 nChanged 17 SP:Iteration 13Q (48.452187 sec): 3 clusters Score: Raw -40281.564692 + Penalty 1288.866594 = -38992.698098 nChanged 15 SP:Iteration 14Q (48.453219 sec): 3 clusters Score: Raw -40299.790719 + Penalty 1293.200375 = -39006.590343 nChanged 8 SP:Iteration 15Q (48.454243 sec): 3 clusters Score: Raw -40315.699458 + Penalty 1296.871342 = -39018.828116 nChanged 5 SP:Iteration 16Q (48.455280 sec): 3 clusters Score: Raw -40324.332879 + Penalty 1300.290693 = -39024.042186 nChanged 7 SP:Iteration 17Q (48.456295 sec): 3 clusters Score: Raw -40339.132705 + Penalty 1303.105749 = -39036.026955 nChanged 5 SP:Iteration 18Q (48.457292 sec): 3 clusters Score: Raw -40351.648939 + Penalty 1305.626780 = -39046.022159 nChanged 4 SP:Iteration 19Q (48.458260 sec): 3 clusters Score: Raw -40359.437580 + Penalty 1307.267215 = -39052.170365 nChanged 3 SP:Iteration 20F (48.459375 sec): 3 clusters Score: Raw -40368.274469 + Penalty 1307.999575 = -39060.274893 nChanged 2 SP:Iteration 21Q (48.460312 sec): 3 clusters Score: Raw -40378.987442 + Penalty 1307.858721 = -39071.128720 nChanged 4 SP:Iteration 22Q (48.461254 sec): 3 clusters Score: Raw -40400.014019 + Penalty 1309.974360 = -39090.039659 nChanged 2 SP:Iteration 23Q (48.462182 sec): 3 clusters Score: Raw -40409.520174 + Penalty 1311.132198 = -39098.387976 nChanged 1 SP:Iteration 24Q (48.463103 sec): 3 clusters Score: Raw -40412.858102 + Penalty 1311.132198 = -39101.725904 nChanged 0 SP:Iteration 25F (48.464241 sec): 3 clusters Score: Raw -40412.858102 + Penalty 1311.132198 = -39101.725904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 39 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.465773 sec): 2 clusters Score: Raw -17332.097942 + Penalty 818.107210 = -16513.990732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.466393 sec): 3 clusters Score: Raw -17356.518443 + Penalty 1635.392631 = -15721.125813 nChanged 30 SP:Iteration 1F (48.467006 sec): 3 clusters Score: Raw -17436.665819 + Penalty 1635.793664 = -15800.872155 nChanged 6 SP:Iteration 2Q (48.467588 sec): 3 clusters Score: Raw -17456.525193 + Penalty 1636.627109 = -15819.898085 nChanged 5 SP:Iteration 3Q (48.468167 sec): 3 clusters Score: Raw -17472.704352 + Penalty 1636.355004 = -15836.349348 nChanged 5 SP:Iteration 4Q (48.468729 sec): 3 clusters Score: Raw -17496.603252 + Penalty 1635.750420 = -15860.852833 nChanged 8 SP:Iteration 5Q (48.469286 sec): 3 clusters Score: Raw -17537.750380 + Penalty 1636.922756 = -15900.827624 nChanged 8 SP:Iteration 6Q (48.469831 sec): 3 clusters Score: Raw -17566.212853 + Penalty 1636.922756 = -15929.290097 nChanged 0 SP:Iteration 7F (48.470421 sec): 3 clusters Score: Raw -17566.212853 + Penalty 1636.922756 = -15929.290097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.471907 sec): 2 clusters Score: Raw -12377.989179 + Penalty 456.748866 = -11921.240313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.472398 sec): 3 clusters Score: Raw -12367.422654 + Penalty 910.468138 = -11456.954516 nChanged 24 SP:Iteration 1F (48.472882 sec): 3 clusters Score: Raw -12412.678906 + Penalty 909.944068 = -11502.734838 nChanged 7 SP:Iteration 2Q (48.473377 sec): 3 clusters Score: Raw -12428.317366 + Penalty 910.162017 = -11518.155349 nChanged 5 SP:Iteration 3Q (48.473853 sec): 3 clusters Score: Raw -12444.567873 + Penalty 912.987332 = -11531.580541 nChanged 3 SP:Iteration 4Q (48.474321 sec): 3 clusters Score: Raw -12453.638854 + Penalty 915.008660 = -11538.630194 nChanged 2 SP:Iteration 5Q (48.474787 sec): 3 clusters Score: Raw -12460.046943 + Penalty 915.900122 = -11544.146820 nChanged 1 SP:Iteration 6Q (48.475251 sec): 3 clusters Score: Raw -12462.708314 + Penalty 915.900122 = -11546.808192 nChanged 0 SP:Iteration 7F (48.475761 sec): 3 clusters Score: Raw -12462.708314 + Penalty 915.900122 = -11546.808192 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 (48.476795 sec): 2 clusters Score: Raw -1375.743620 + Penalty 380.314515 = -995.429105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.477040 sec): 3 clusters Score: Raw -1397.011410 + Penalty 764.003206 = -633.008204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.478822 sec): 2 clusters Score: Raw -27729.420534 + Penalty 678.320014 = -27051.100521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.479739 sec): 3 clusters Score: Raw -27637.928800 + Penalty 1365.790426 = -26272.138375 nChanged 87 SP:Iteration 1F (48.480642 sec): 3 clusters Score: Raw -27742.252615 + Penalty 1368.804830 = -26373.447786 nChanged 22 SP:Iteration 2F (48.481548 sec): 3 clusters Score: Raw -27770.342595 + Penalty 1370.849095 = -26399.493500 nChanged 10 SP:Iteration 3Q (48.482438 sec): 3 clusters Score: Raw -27783.596195 + Penalty 1370.515006 = -26413.081189 nChanged 7 SP:Iteration 4Q (48.483294 sec): 3 clusters Score: Raw -27791.787334 + Penalty 1369.468327 = -26422.319006 nChanged 5 SP:Iteration 5Q (48.484149 sec): 3 clusters Score: Raw -27798.750190 + Penalty 1370.823282 = -26427.926908 nChanged 4 SP:Iteration 6Q (48.485001 sec): 3 clusters Score: Raw -27802.970991 + Penalty 1372.612403 = -26430.358588 nChanged 4 SP:Iteration 7Q (48.485850 sec): 3 clusters Score: Raw -27808.904096 + Penalty 1374.319659 = -26434.584437 nChanged 3 SP:Iteration 8Q (48.486702 sec): 3 clusters Score: Raw -27810.551718 + Penalty 1375.208698 = -26435.343020 nChanged 1 SP:Iteration 9Q (48.487557 sec): 3 clusters Score: Raw -27811.084234 + Penalty 1375.595952 = -26435.488282 nChanged 1 SP:Iteration 10F (48.488437 sec): 3 clusters Score: Raw -27817.788333 + Penalty 1375.595952 = -26442.192381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.490128 sec): 2 clusters Score: Raw -21235.267433 + Penalty 241.634453 = -20993.632980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.490901 sec): 3 clusters Score: Raw -21121.182977 + Penalty 499.999114 = -20621.183863 nChanged 119 SP:Iteration 1F (48.491680 sec): 3 clusters Score: Raw -21286.329644 + Penalty 507.638181 = -20778.691462 nChanged 34 SP:Iteration 2F (48.492454 sec): 3 clusters Score: Raw -21332.541604 + Penalty 511.217488 = -20821.324116 nChanged 13 SP:Iteration 3Q (48.493225 sec): 3 clusters Score: Raw -21356.565318 + Penalty 514.269787 = -20842.295532 nChanged 10 SP:Iteration 4Q (48.493975 sec): 3 clusters Score: Raw -21390.966989 + Penalty 511.868602 = -20879.098387 nChanged 5 SP:Iteration 5Q (48.494709 sec): 3 clusters Score: Raw -21403.929974 + Penalty 510.765207 = -20893.164767 nChanged 5 SP:Iteration 6Q (48.495435 sec): 3 clusters Score: Raw -21408.099946 + Penalty 510.765207 = -20897.334738 nChanged 0 SP:Iteration 7F (48.496222 sec): 3 clusters Score: Raw -21408.099946 + Penalty 510.765207 = -20897.334738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.499013 sec): 2 clusters Score: Raw -31342.679784 + Penalty 627.491960 = -30715.187824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.499997 sec): 3 clusters Score: Raw -31213.285915 + Penalty 1255.514259 = -29957.771655 nChanged 107 SP:Iteration 1F (48.500925 sec): 3 clusters Score: Raw -31303.210094 + Penalty 1257.452065 = -30045.758029 nChanged 26 SP:Iteration 2F (48.501849 sec): 3 clusters Score: Raw -31337.917982 + Penalty 1259.250153 = -30078.667829 nChanged 17 SP:Iteration 3Q (48.502787 sec): 3 clusters Score: Raw -31358.717641 + Penalty 1260.316441 = -30098.401200 nChanged 11 SP:Iteration 4Q (48.503685 sec): 3 clusters Score: Raw -31373.312815 + Penalty 1261.193883 = -30112.118932 nChanged 9 SP:Iteration 5Q (48.504578 sec): 3 clusters Score: Raw -31380.892338 + Penalty 1260.519677 = -30120.372662 nChanged 4 SP:Iteration 6Q (48.505472 sec): 3 clusters Score: Raw -31383.271752 + Penalty 1259.732613 = -30123.539139 nChanged 3 SP:Iteration 7Q (48.506372 sec): 3 clusters Score: Raw -31387.720430 + Penalty 1260.255517 = -30127.464913 nChanged 1 SP:Iteration 8Q (48.507277 sec): 3 clusters Score: Raw -31391.785037 + Penalty 1260.206452 = -30131.578585 nChanged 6 SP:Iteration 9Q (48.508182 sec): 3 clusters Score: Raw -31395.454537 + Penalty 1260.039240 = -30135.415297 nChanged 4 SP:Iteration 10F (48.509101 sec): 3 clusters Score: Raw -31398.082531 + Penalty 1261.077321 = -30137.005210 nChanged 4 SP:Iteration 11Q (48.510015 sec): 3 clusters Score: Raw -31402.170826 + Penalty 1262.125533 = -30140.045293 nChanged 4 SP:Iteration 12Q (48.510971 sec): 3 clusters Score: Raw -31408.188436 + Penalty 1262.671825 = -30145.516611 nChanged 5 SP:Iteration 13Q (48.511903 sec): 3 clusters Score: Raw -31413.116639 + Penalty 1262.671825 = -30150.444813 nChanged 0 SP:Iteration 14F (48.512858 sec): 3 clusters Score: Raw -31413.116639 + Penalty 1262.671825 = -30150.444813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.513857 sec): 2 clusters Score: Raw -1665.984430 + Penalty 390.730625 = -1275.253805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.514100 sec): 3 clusters Score: Raw -1731.493723 + Penalty 781.461250 = -950.032473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.514886 sec): 2 clusters Score: Raw -754.954320 + Penalty 209.839739 = -545.114581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.515111 sec): 3 clusters Score: Raw -755.301039 + Penalty 438.963710 = -316.337329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.515903 sec): 2 clusters Score: Raw -792.583539 + Penalty 139.643536 = -652.940003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.516123 sec): 3 clusters Score: Raw -801.628587 + Penalty 255.060482 = -546.568105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.516887 sec): 2 clusters Score: Raw -657.104312 + Penalty 218.330393 = -438.773919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.517108 sec): 3 clusters Score: Raw -675.468682 + Penalty 430.896455 = -244.572228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 49 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.517886 sec): 2 clusters Score: Raw -1126.011829 + Penalty 325.094627 = -800.917202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.518118 sec): 3 clusters Score: Raw -1159.822192 + Penalty 655.749624 = -504.072567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.518868 sec): 2 clusters Score: Raw -262.240039 + Penalty 129.221127 = -133.018912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.519080 sec): 3 clusters Score: Raw -252.238475 + Penalty 247.019854 = -5.218621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.520014 sec): 2 clusters Score: Raw -5408.890900 + Penalty 601.480874 = -4807.410026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.520363 sec): 3 clusters Score: Raw -5506.866947 + Penalty 1198.003879 = -4308.863068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 53 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.521174 sec): 2 clusters Score: Raw -1281.704741 + Penalty 323.528726 = -958.176015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.521407 sec): 3 clusters Score: Raw -1303.607847 + Penalty 635.014007 = -668.593840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 54 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.522177 sec): 2 clusters Score: Raw -968.938685 + Penalty 319.305488 = -649.633196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.522402 sec): 3 clusters Score: Raw -971.355667 + Penalty 613.132590 = -358.223077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.523193 sec): 2 clusters Score: Raw -1308.529084 + Penalty 216.506812 = -1092.022272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.523435 sec): 3 clusters Score: Raw -1337.688962 + Penalty 429.613991 = -908.074970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.524209 sec): 2 clusters Score: Raw -158.918039 + Penalty 49.568944 = -109.349095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.524416 sec): 3 clusters Score: Raw -153.238472 + Penalty 99.137889 = -54.100584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 57 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.525234 sec): 2 clusters Score: Raw -2385.804667 + Penalty 284.146685 = -2101.657982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.525495 sec): 3 clusters Score: Raw -2419.241771 + Penalty 568.315861 = -1850.925910 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 (48.526263 sec): 2 clusters Score: Raw -573.981362 + Penalty 198.286950 = -375.694412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.526482 sec): 3 clusters Score: Raw -578.667084 + Penalty 403.469770 = -175.197314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 59 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.529066 sec): 2 clusters Score: Raw -52745.217655 + Penalty 548.807050 = -52196.410604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.530397 sec): 3 clusters Score: Raw -52444.273866 + Penalty 1097.373300 = -51346.900567 nChanged 200 SP:Iteration 1F (48.531736 sec): 3 clusters Score: Raw -52570.234394 + Penalty 1097.161081 = -51473.073313 nChanged 49 SP:Iteration 2F (48.533071 sec): 3 clusters Score: Raw -52597.841404 + Penalty 1096.924881 = -51500.916523 nChanged 33 SP:Iteration 3F (48.534402 sec): 3 clusters Score: Raw -52619.455558 + Penalty 1097.809559 = -51521.645998 nChanged 28 SP:Iteration 4Q (48.535722 sec): 3 clusters Score: Raw -52645.254046 + Penalty 1098.820712 = -51546.433334 nChanged 29 SP:Iteration 5Q (48.537044 sec): 3 clusters Score: Raw -52661.323278 + Penalty 1099.184100 = -51562.139178 nChanged 14 SP:Iteration 6Q (48.538386 sec): 3 clusters Score: Raw -52670.549595 + Penalty 1100.264188 = -51570.285406 nChanged 16 SP:Iteration 7Q (48.539721 sec): 3 clusters Score: Raw -52686.425673 + Penalty 1100.845795 = -51585.579878 nChanged 14 SP:Iteration 8Q (48.541034 sec): 3 clusters Score: Raw -52697.841763 + Penalty 1101.368119 = -51596.473645 nChanged 8 SP:Iteration 9Q (48.542395 sec): 3 clusters Score: Raw -52703.554282 + Penalty 1103.006074 = -51600.548208 nChanged 10 SP:Iteration 10F (48.543737 sec): 3 clusters Score: Raw -52709.943189 + Penalty 1103.719215 = -51606.223974 nChanged 5 SP:Iteration 11Q (48.545050 sec): 3 clusters Score: Raw -52714.660071 + Penalty 1103.756160 = -51610.903911 nChanged 8 SP:Iteration 12Q (48.546363 sec): 3 clusters Score: Raw -52723.277871 + Penalty 1103.455667 = -51619.822204 nChanged 12 SP:Iteration 13Q (48.547705 sec): 3 clusters Score: Raw -52730.333196 + Penalty 1103.501340 = -51626.831856 nChanged 10 SP:Iteration 14Q (48.549013 sec): 3 clusters Score: Raw -52736.573511 + Penalty 1103.341245 = -51633.232266 nChanged 6 SP:Iteration 15Q (48.550315 sec): 3 clusters Score: Raw -52740.617598 + Penalty 1102.970147 = -51637.647451 nChanged 7 SP:Iteration 16Q (48.551617 sec): 3 clusters Score: Raw -52744.590714 + Penalty 1103.190487 = -51641.400227 nChanged 5 SP:Iteration 17Q (48.552929 sec): 3 clusters Score: Raw -52749.661484 + Penalty 1103.266412 = -51646.395072 nChanged 8 SP:Iteration 18Q (48.554232 sec): 3 clusters Score: Raw -52755.458240 + Penalty 1103.117265 = -51652.340975 nChanged 7 SP:Iteration 19Q (48.555525 sec): 3 clusters Score: Raw -52762.721319 + Penalty 1103.426644 = -51659.294675 nChanged 5 SP:Iteration 20F (48.556872 sec): 3 clusters Score: Raw -52767.035732 + Penalty 1104.105100 = -51662.930632 nChanged 7 SP:Iteration 21Q (48.558172 sec): 3 clusters Score: Raw -52770.195198 + Penalty 1103.987658 = -51666.207540 nChanged 2 SP:Iteration 22Q (48.559472 sec): 3 clusters Score: Raw -52770.930691 + Penalty 1103.911942 = -51667.018750 nChanged 3 SP:Iteration 23Q (48.560758 sec): 3 clusters Score: Raw -52772.020774 + Penalty 1103.760494 = -51668.260281 nChanged 3 SP:Iteration 24Q (48.562048 sec): 3 clusters Score: Raw -52773.754900 + Penalty 1103.337684 = -51670.417216 nChanged 2 SP:Iteration 25Q (48.563390 sec): 3 clusters Score: Raw -52774.561153 + Penalty 1103.166545 = -51671.394608 nChanged 1 SP:Iteration 26Q (48.564750 sec): 3 clusters Score: Raw -52774.718394 + Penalty 1103.166545 = -51671.551850 nChanged 0 SP:Iteration 27F (48.566136 sec): 3 clusters Score: Raw -52774.718394 + Penalty 1103.166545 = -51671.551850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 60 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.567194 sec): 2 clusters Score: Raw -3162.300916 + Penalty 429.985826 = -2732.315089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.567474 sec): 3 clusters Score: Raw -3199.777798 + Penalty 860.660237 = -2339.117561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.568304 sec): 2 clusters Score: Raw -738.941738 + Penalty 195.070108 = -543.871630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.568528 sec): 3 clusters Score: Raw -739.203443 + Penalty 405.234828 = -333.968616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.569455 sec): 2 clusters Score: Raw -4621.561293 + Penalty 241.409345 = -4380.151948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.569775 sec): 3 clusters Score: Raw -4619.501347 + Penalty 488.152196 = -4131.349151 nChanged 9 SP:Iteration 1F (48.570089 sec): 3 clusters Score: Raw -4637.231855 + Penalty 489.218527 = -4148.013328 nChanged 1 SP:Iteration 2Q (48.570399 sec): 3 clusters Score: Raw -4639.923265 + Penalty 490.520632 = -4149.402633 nChanged 1 SP:Iteration 3Q (48.570710 sec): 3 clusters Score: Raw -4642.294982 + Penalty 490.244561 = -4152.050420 nChanged 1 SP:Iteration 4Q (48.571018 sec): 3 clusters Score: Raw -4644.090850 + Penalty 490.244561 = -4153.846289 nChanged 0 SP:Iteration 5F (48.571332 sec): 3 clusters Score: Raw -4644.090850 + Penalty 490.244561 = -4153.846289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.572167 sec): 2 clusters Score: Raw -930.281241 + Penalty 229.180713 = -701.100527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.572394 sec): 3 clusters Score: Raw -928.111800 + Penalty 457.901534 = -470.210266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 64 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.573186 sec): 2 clusters Score: Raw -948.912666 + Penalty 238.126460 = -710.786206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.573411 sec): 3 clusters Score: Raw -944.489952 + Penalty 464.540655 = -479.949296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.574191 sec): 2 clusters Score: Raw -1154.429932 + Penalty 261.350034 = -893.079899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.574422 sec): 3 clusters Score: Raw -1169.640313 + Penalty 527.937779 = -641.702535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.577089 sec): 2 clusters Score: Raw -31838.059759 + Penalty 662.038086 = -31176.021672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.578038 sec): 3 clusters Score: Raw -31738.008567 + Penalty 1324.688782 = -30413.319784 nChanged 121 SP:Iteration 1F (48.578968 sec): 3 clusters Score: Raw -31878.488470 + Penalty 1323.725714 = -30554.762756 nChanged 31 SP:Iteration 2F (48.579891 sec): 3 clusters Score: Raw -31933.048321 + Penalty 1323.105612 = -30609.942708 nChanged 30 SP:Iteration 3F (48.580813 sec): 3 clusters Score: Raw -31981.929936 + Penalty 1322.560106 = -30659.369830 nChanged 15 SP:Iteration 4Q (48.581708 sec): 3 clusters Score: Raw -32004.838969 + Penalty 1322.534142 = -30682.304826 nChanged 17 SP:Iteration 5Q (48.582599 sec): 3 clusters Score: Raw -32022.404449 + Penalty 1323.004117 = -30699.400332 nChanged 10 SP:Iteration 6Q (48.583483 sec): 3 clusters Score: Raw -32033.220689 + Penalty 1323.114562 = -30710.106126 nChanged 7 SP:Iteration 7Q (48.584396 sec): 3 clusters Score: Raw -32039.432498 + Penalty 1323.307665 = -30716.124833 nChanged 6 SP:Iteration 8Q (48.585314 sec): 3 clusters Score: Raw -32045.213153 + Penalty 1324.049950 = -30721.163203 nChanged 4 SP:Iteration 9Q (48.586237 sec): 3 clusters Score: Raw -32047.476768 + Penalty 1323.782681 = -30723.694088 nChanged 4 SP:Iteration 10F (48.587205 sec): 3 clusters Score: Raw -32061.661642 + Penalty 1322.176102 = -30739.485541 nChanged 5 SP:Iteration 11Q (48.588124 sec): 3 clusters Score: Raw -32065.758903 + Penalty 1322.359710 = -30743.399193 nChanged 1 SP:Iteration 12Q (48.589006 sec): 3 clusters Score: Raw -32066.718162 + Penalty 1322.637197 = -30744.080965 nChanged 1 SP:Iteration 13Q (48.589887 sec): 3 clusters Score: Raw -32067.559496 + Penalty 1322.637197 = -30744.922299 nChanged 0 SP:Iteration 14F (48.590832 sec): 3 clusters Score: Raw -32067.559496 + Penalty 1322.637197 = -30744.922299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.591973 sec): 2 clusters Score: Raw -555.049502 + Penalty 164.703184 = -390.346317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.592199 sec): 3 clusters Score: Raw -555.982254 + Penalty 356.410563 = -199.571692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 68 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.593039 sec): 2 clusters Score: Raw -2112.460443 + Penalty 419.797506 = -1692.662938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.593320 sec): 3 clusters Score: Raw -2155.032101 + Penalty 838.102485 = -1316.929615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.594102 sec): 2 clusters Score: Raw -845.696110 + Penalty 277.599717 = -568.096392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.594327 sec): 3 clusters Score: Raw -870.265958 + Penalty 555.199435 = -315.066523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.595073 sec): 2 clusters Score: Raw -75.264507 + Penalty 0.000000 = -75.264507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.595257 sec): 2 clusters Score: Raw -75.264507 + Penalty 0.000000 = -75.264507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.596030 sec): 2 clusters Score: Raw -560.654014 + Penalty 158.952596 = -401.701417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.596250 sec): 3 clusters Score: Raw -567.856075 + Penalty 331.969772 = -235.886303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.597044 sec): 2 clusters Score: Raw -1459.758538 + Penalty 373.068013 = -1086.690525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.597285 sec): 3 clusters Score: Raw -1526.360879 + Penalty 746.136026 = -780.224853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 73 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.598035 sec): 2 clusters Score: Raw -168.163602 + Penalty 72.407267 = -95.756336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.598226 sec): 2 clusters Score: Raw -168.163602 + Penalty 72.407267 = -95.756336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.598985 sec): 2 clusters Score: Raw -575.350951 + Penalty 182.737862 = -392.613089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.599206 sec): 3 clusters Score: Raw -574.483591 + Penalty 384.178397 = -190.305194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 75 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.600039 sec): 2 clusters Score: Raw -2083.100855 + Penalty 433.293068 = -1649.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.600290 sec): 3 clusters Score: Raw -2138.901442 + Penalty 866.586135 = -1272.315307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.601074 sec): 2 clusters Score: Raw -1156.556862 + Penalty 368.845182 = -787.711681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.601303 sec): 3 clusters Score: Raw -1151.158209 + Penalty 735.652102 = -415.506107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.602078 sec): 2 clusters Score: Raw -942.816892 + Penalty 364.131192 = -578.685699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.602307 sec): 3 clusters Score: Raw -1032.480083 + Penalty 727.093663 = -305.386419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 78 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.603089 sec): 2 clusters Score: Raw -1280.431725 + Penalty 307.565334 = -972.866390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.603344 sec): 3 clusters Score: Raw -1299.024580 + Penalty 604.576338 = -694.448242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.604916 sec): 2 clusters Score: Raw -23944.372982 + Penalty 330.239140 = -23614.133842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.605634 sec): 3 clusters Score: Raw -23790.030021 + Penalty 663.714234 = -23126.315787 nChanged 85 SP:Iteration 1F (48.606340 sec): 3 clusters Score: Raw -23844.503868 + Penalty 666.179843 = -23178.324024 nChanged 29 SP:Iteration 2F (48.607049 sec): 3 clusters Score: Raw -23875.745859 + Penalty 668.131795 = -23207.614064 nChanged 21 SP:Iteration 3F (48.607754 sec): 3 clusters Score: Raw -23894.797455 + Penalty 668.369235 = -23226.428220 nChanged 13 SP:Iteration 4Q (48.608476 sec): 3 clusters Score: Raw -23904.289933 + Penalty 670.454965 = -23233.834968 nChanged 8 SP:Iteration 5Q (48.609178 sec): 3 clusters Score: Raw -23908.042760 + Penalty 671.475914 = -23236.566846 nChanged 3 SP:Iteration 6Q (48.609874 sec): 3 clusters Score: Raw -23911.329466 + Penalty 672.138137 = -23239.191329 nChanged 5 SP:Iteration 7Q (48.610569 sec): 3 clusters Score: Raw -23915.058234 + Penalty 673.006243 = -23242.051991 nChanged 3 SP:Iteration 8Q (48.611264 sec): 3 clusters Score: Raw -23916.880620 + Penalty 674.537296 = -23242.343324 nChanged 3 SP:Iteration 9Q (48.611956 sec): 3 clusters Score: Raw -23920.276019 + Penalty 676.467674 = -23243.808345 nChanged 3 SP:Iteration 10F (48.612707 sec): 3 clusters Score: Raw -23924.184731 + Penalty 679.672214 = -23244.512517 nChanged 5 SP:Iteration 11Q (48.613449 sec): 3 clusters Score: Raw -23930.512387 + Penalty 682.107261 = -23248.405126 nChanged 4 SP:Iteration 12Q (48.614159 sec): 3 clusters Score: Raw -23934.515016 + Penalty 684.740538 = -23249.774478 nChanged 6 SP:Iteration 13Q (48.614861 sec): 3 clusters Score: Raw -23942.254869 + Penalty 687.755539 = -23254.499331 nChanged 6 SP:Iteration 14Q (48.615555 sec): 3 clusters Score: Raw -23947.930685 + Penalty 690.318041 = -23257.612644 nChanged 5 SP:Iteration 15Q (48.616244 sec): 3 clusters Score: Raw -23951.445021 + Penalty 691.019852 = -23260.425169 nChanged 1 SP:Iteration 16Q (48.616935 sec): 3 clusters Score: Raw -23952.410884 + Penalty 691.787688 = -23260.623196 nChanged 2 SP:Iteration 17Q (48.617622 sec): 3 clusters Score: Raw -23953.307131 + Penalty 695.397274 = -23257.909857 nChanged 3 SP:Iteration 18F (48.618357 sec): 3 clusters Score: Raw -23954.909468 + Penalty 697.722760 = -23257.186708 nChanged 2 SP:Iteration 19F (48.619068 sec): 3 clusters Score: Raw -23956.416382 + Penalty 698.682904 = -23257.733478 nChanged 1 SP:Iteration 20F (48.619773 sec): 3 clusters Score: Raw -23957.536722 + Penalty 698.682904 = -23258.853818 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 (48.620713 sec): 2 clusters Score: Raw -1240.803671 + Penalty 266.251382 = -974.552289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.620952 sec): 3 clusters Score: Raw -1249.359009 + Penalty 535.380437 = -713.978573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 81 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.621765 sec): 2 clusters Score: Raw -1646.484187 + Penalty 427.905576 = -1218.578611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.622006 sec): 3 clusters Score: Raw -1691.136827 + Penalty 855.875207 = -835.261620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 82 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.622799 sec): 2 clusters Score: Raw -660.761291 + Penalty 225.617645 = -435.143646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.623046 sec): 3 clusters Score: Raw -664.672068 + Penalty 472.021027 = -192.651041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 83 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.623886 sec): 2 clusters Score: Raw -2937.939848 + Penalty 521.108429 = -2416.831418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.624156 sec): 3 clusters Score: Raw -3048.980704 + Penalty 1041.550243 = -2007.430461 nChanged 2 SP:Iteration 1F (48.624423 sec): 3 clusters Score: Raw -3066.892545 + Penalty 1041.550243 = -2025.342302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.625183 sec): 2 clusters Score: Raw -413.123893 + Penalty 157.288969 = -255.834924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.625396 sec): 3 clusters Score: Raw -410.544738 + Penalty 311.999141 = -98.545598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 85 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.626214 sec): 2 clusters Score: Raw -2198.412521 + Penalty 312.727330 = -1885.685191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.626472 sec): 3 clusters Score: Raw -2244.231404 + Penalty 630.432050 = -1613.799355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 86 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.627544 sec): 2 clusters Score: Raw -9108.088162 + Penalty 465.008850 = -8643.079312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.627951 sec): 3 clusters Score: Raw -9103.695955 + Penalty 919.790984 = -8183.904971 nChanged 18 SP:Iteration 1F (48.628350 sec): 3 clusters Score: Raw -9134.402907 + Penalty 919.709912 = -8214.692995 nChanged 4 SP:Iteration 2Q (48.628743 sec): 3 clusters Score: Raw -9143.497514 + Penalty 919.709912 = -8223.787603 nChanged 0 SP:Iteration 3F (48.629142 sec): 3 clusters Score: Raw -9143.497514 + Penalty 919.709912 = -8223.787603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.630004 sec): 2 clusters Score: Raw -2502.115490 + Penalty 421.026257 = -2081.089233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.630264 sec): 3 clusters Score: Raw -2531.788183 + Penalty 839.600044 = -1692.188139 nChanged 1 SP:Iteration 1Q (48.630516 sec): 3 clusters Score: Raw -2536.751100 + Penalty 839.600044 = -1697.151056 nChanged 0 SP:Iteration 2F (48.630771 sec): 3 clusters Score: Raw -2536.751100 + Penalty 839.600044 = -1697.151056 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 (48.631582 sec): 2 clusters Score: Raw -1021.739853 + Penalty 274.349161 = -747.390692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.631811 sec): 3 clusters Score: Raw -1032.930455 + Penalty 547.755212 = -485.175242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.632575 sec): 2 clusters Score: Raw -473.663633 + Penalty 145.509042 = -328.154591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.632788 sec): 3 clusters Score: Raw -471.632896 + Penalty 249.474724 = -222.158172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.633672 sec): 2 clusters Score: Raw -3817.387337 + Penalty 146.577206 = -3670.810132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.634016 sec): 3 clusters Score: Raw -3831.783853 + Penalty 308.393036 = -3523.390817 nChanged 11 SP:Iteration 1F (48.634329 sec): 3 clusters Score: Raw -3852.354776 + Penalty 324.730285 = -3527.624491 nChanged 4 SP:Iteration 2F (48.634643 sec): 3 clusters Score: Raw -3866.713540 + Penalty 339.938748 = -3526.774792 nChanged 2 SP:Iteration 3F (48.634959 sec): 3 clusters Score: Raw -3872.890274 + Penalty 357.584428 = -3515.305846 nChanged 2 SP:Iteration 4F (48.635271 sec): 3 clusters Score: Raw -3875.576189 + Penalty 383.650482 = -3491.925708 nChanged 2 SP:Iteration 5F (48.635581 sec): 3 clusters Score: Raw -3883.268076 + Penalty 439.073258 = -3444.194818 nChanged 3 SP:Iteration 6F (48.635893 sec): 3 clusters Score: Raw -3894.719046 + Penalty 464.738397 = -3429.980649 nChanged 1 SP:Iteration 7F (48.636204 sec): 3 clusters Score: Raw -3906.824291 + Penalty 483.751311 = -3423.072980 nChanged 1 SP:Iteration 8F (48.636515 sec): 3 clusters Score: Raw -3913.275125 + Penalty 483.751311 = -3429.523814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.637320 sec): 2 clusters Score: Raw -245.894560 + Penalty 98.576363 = -147.318197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.637529 sec): 3 clusters Score: Raw -239.137396 + Penalty 191.030987 = -48.106409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.638286 sec): 2 clusters Score: Raw -434.608357 + Penalty 188.548788 = -246.059569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.638500 sec): 3 clusters Score: Raw -427.259997 + Penalty 384.708689 = -42.551308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 93 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.639341 sec): 2 clusters Score: Raw -3218.632485 + Penalty 376.607952 = -2842.024534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.639615 sec): 3 clusters Score: Raw -3221.401774 + Penalty 755.792535 = -2465.609239 nChanged 2 SP:Iteration 1F (48.639884 sec): 3 clusters Score: Raw -3226.468982 + Penalty 754.366121 = -2472.102861 nChanged 1 SP:Iteration 2Q (48.640150 sec): 3 clusters Score: Raw -3230.175170 + Penalty 753.920147 = -2476.255023 nChanged 1 SP:Iteration 3Q (48.640415 sec): 3 clusters Score: Raw -3232.725406 + Penalty 753.920147 = -2478.805259 nChanged 0 SP:Iteration 4F (48.640684 sec): 3 clusters Score: Raw -3232.725406 + Penalty 753.920147 = -2478.805259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.641486 sec): 2 clusters Score: Raw -934.614451 + Penalty 312.852981 = -621.761470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.641712 sec): 3 clusters Score: Raw -965.018987 + Penalty 626.085793 = -338.933195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.642503 sec): 2 clusters Score: Raw -1440.648312 + Penalty 297.920210 = -1142.728102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.642742 sec): 3 clusters Score: Raw -1460.068838 + Penalty 593.460588 = -866.608250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 97 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.645015 sec): 2 clusters Score: Raw -47819.482435 + Penalty 374.274452 = -47445.207983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.646292 sec): 3 clusters Score: Raw -47514.857900 + Penalty 751.540755 = -46763.317145 nChanged 219 SP:Iteration 1F (48.647538 sec): 3 clusters Score: Raw -47661.587593 + Penalty 763.497463 = -46898.090130 nChanged 74 SP:Iteration 2F (48.648819 sec): 3 clusters Score: Raw -47746.529199 + Penalty 778.677117 = -46967.852082 nChanged 57 SP:Iteration 3F (48.650056 sec): 3 clusters Score: Raw -47819.865227 + Penalty 789.273508 = -47030.591720 nChanged 46 SP:Iteration 4F (48.651296 sec): 3 clusters Score: Raw -47871.328972 + Penalty 796.907229 = -47074.421742 nChanged 21 SP:Iteration 5Q (48.652543 sec): 3 clusters Score: Raw -47892.821026 + Penalty 801.056137 = -47091.764890 nChanged 15 SP:Iteration 6Q (48.653808 sec): 3 clusters Score: Raw -47904.602542 + Penalty 801.721975 = -47102.880567 nChanged 4 SP:Iteration 7Q (48.655034 sec): 3 clusters Score: Raw -47905.822466 + Penalty 803.045074 = -47102.777392 nChanged 3 SP:Iteration 8F (48.656311 sec): 3 clusters Score: Raw -47906.490571 + Penalty 802.619892 = -47103.870679 nChanged 3 SP:Iteration 9Q (48.657526 sec): 3 clusters Score: Raw -47907.993932 + Penalty 805.096269 = -47102.897663 nChanged 3 SP:Iteration 10F (48.658752 sec): 3 clusters Score: Raw -47910.269461 + Penalty 807.190292 = -47103.079169 nChanged 2 SP:Iteration 11Q (48.659913 sec): 3 clusters Score: Raw -47911.100045 + Penalty 809.087166 = -47102.012879 nChanged 2 SP:Iteration 12F (48.661129 sec): 3 clusters Score: Raw -47911.173810 + Penalty 809.087166 = -47102.086644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.662099 sec): 2 clusters Score: Raw -250.350577 + Penalty 103.111333 = -147.239244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.662301 sec): 2 clusters Score: Raw -250.350577 + Penalty 103.111333 = -147.239244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.663090 sec): 2 clusters Score: Raw -668.834318 + Penalty 231.041466 = -437.792852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.663304 sec): 3 clusters Score: Raw -672.627618 + Penalty 384.729139 = -287.898480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 101 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.664069 sec): 2 clusters Score: Raw -652.135298 + Penalty 225.653759 = -426.481540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.664290 sec): 3 clusters Score: Raw -663.279643 + Penalty 462.006322 = -201.273322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.665033 sec): 2 clusters Score: Raw -170.645231 + Penalty 81.140564 = -89.504667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.665239 sec): 3 clusters Score: Raw -160.861526 + Penalty 162.281128 = 1.419602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.665997 sec): 2 clusters Score: Raw -636.837980 + Penalty 263.330157 = -373.507824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.666199 sec): 2 clusters Score: Raw -636.837980 + Penalty 263.330157 = -373.507824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.666983 sec): 2 clusters Score: Raw -431.043730 + Penalty 181.096095 = -249.947635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.667199 sec): 3 clusters Score: Raw -423.874033 + Penalty 368.776527 = -55.097507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.668037 sec): 2 clusters Score: Raw -2870.228885 + Penalty 330.965773 = -2539.263112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.668333 sec): 3 clusters Score: Raw -2883.248531 + Penalty 651.180649 = -2232.067881 nChanged 3 SP:Iteration 1F (48.668599 sec): 3 clusters Score: Raw -2894.269593 + Penalty 651.180649 = -2243.088944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.669356 sec): 2 clusters Score: Raw -153.952454 + Penalty 29.752893 = -124.199561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.669553 sec): 3 clusters Score: Raw -152.249166 + Penalty 59.505787 = -92.743379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.670318 sec): 2 clusters Score: Raw -885.176225 + Penalty 285.721076 = -599.455148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.670546 sec): 3 clusters Score: Raw -884.225722 + Penalty 577.227979 = -306.997742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.671342 sec): 2 clusters Score: Raw -1008.804645 + Penalty 296.545103 = -712.259542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.671570 sec): 3 clusters Score: Raw -1015.919198 + Penalty 593.782498 = -422.136700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.672341 sec): 2 clusters Score: Raw -754.720267 + Penalty 216.055224 = -538.665043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.672564 sec): 3 clusters Score: Raw -763.675663 + Penalty 427.896185 = -335.779478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.673343 sec): 2 clusters Score: Raw -1181.341087 + Penalty 341.508388 = -839.832699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.673574 sec): 3 clusters Score: Raw -1220.134156 + Penalty 687.957897 = -532.176259 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 (48.674312 sec): 2 clusters Score: Raw -74.251188 + Penalty 0.000000 = -74.251188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.674497 sec): 2 clusters Score: Raw -74.251188 + Penalty 0.000000 = -74.251188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.675268 sec): 2 clusters Score: Raw -873.775517 + Penalty 311.278105 = -562.497412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.675493 sec): 3 clusters Score: Raw -890.493779 + Penalty 622.556211 = -267.937569 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 (48.676265 sec): 2 clusters Score: Raw -489.079009 + Penalty 147.299424 = -341.779584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.676480 sec): 3 clusters Score: Raw -483.104031 + Penalty 358.261458 = -124.842573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 117 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.677336 sec): 2 clusters Score: Raw -3568.901590 + Penalty 561.464940 = -3007.436650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.677620 sec): 3 clusters Score: Raw -3674.875373 + Penalty 1122.477742 = -2552.397631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.678410 sec): 2 clusters Score: Raw -527.769927 + Penalty 163.337399 = -364.432529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.678628 sec): 3 clusters Score: Raw -513.006043 + Penalty 326.674798 = -186.331246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.679385 sec): 2 clusters Score: Raw -231.981042 + Penalty 103.508083 = -128.472959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.679594 sec): 3 clusters Score: Raw -229.801585 + Penalty 218.967687 = -10.833898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 121 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.680421 sec): 2 clusters Score: Raw -1836.851911 + Penalty 437.568529 = -1399.283382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.680667 sec): 3 clusters Score: Raw -1893.677033 + Penalty 874.776656 = -1018.900377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 123 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.681481 sec): 2 clusters Score: Raw -2146.340158 + Penalty 311.238949 = -1835.101209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.681737 sec): 3 clusters Score: Raw -2156.887085 + Penalty 601.997887 = -1554.889198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 125 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.682515 sec): 2 clusters Score: Raw -1016.988248 + Penalty 309.992700 = -706.995548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.682745 sec): 3 clusters Score: Raw -1036.161455 + Penalty 618.304947 = -417.856508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.683494 sec): 2 clusters Score: Raw -337.714323 + Penalty 142.700054 = -195.014270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.683691 sec): 2 clusters Score: Raw -337.714323 + Penalty 142.700054 = -195.014270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 127 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.684533 sec): 2 clusters Score: Raw -2402.129419 + Penalty 473.157713 = -1928.971706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.684794 sec): 3 clusters Score: Raw -2493.634329 + Penalty 955.157581 = -1538.476748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.685566 sec): 2 clusters Score: Raw -607.632098 + Penalty 213.360362 = -394.271736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.685784 sec): 3 clusters Score: Raw -602.425695 + Penalty 422.083330 = -180.342365 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 (48.686544 sec): 2 clusters Score: Raw -590.366712 + Penalty 211.712392 = -378.654320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.686764 sec): 3 clusters Score: Raw -590.562134 + Penalty 420.751729 = -169.810405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 131 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.687629 sec): 2 clusters Score: Raw -3927.628893 + Penalty 523.432786 = -3404.196106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.687923 sec): 3 clusters Score: Raw -4001.003793 + Penalty 1046.149408 = -2954.854385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.688747 sec): 2 clusters Score: Raw -597.344678 + Penalty 209.627719 = -387.716959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.688965 sec): 3 clusters Score: Raw -589.996317 + Penalty 415.221503 = -174.774813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 133 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.689766 sec): 2 clusters Score: Raw -1647.924265 + Penalty 270.736679 = -1377.187586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.690008 sec): 3 clusters Score: Raw -1675.598923 + Penalty 540.913774 = -1134.685149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 134 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.690776 sec): 2 clusters Score: Raw -873.731757 + Penalty 304.494386 = -569.237372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.691002 sec): 3 clusters Score: Raw -883.405666 + Penalty 617.903413 = -265.502253 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 (48.691753 sec): 2 clusters Score: Raw -343.717488 + Penalty 180.296684 = -163.420804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.691962 sec): 3 clusters Score: Raw -339.110406 + Penalty 334.034281 = -5.076124 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 (48.692697 sec): 2 clusters Score: Raw -153.239783 + Penalty 34.444020 = -118.795763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.692890 sec): 3 clusters Score: Raw -151.616563 + Penalty 68.888040 = -82.728523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.693655 sec): 2 clusters Score: Raw -416.341966 + Penalty 163.361210 = -252.980756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.693868 sec): 3 clusters Score: Raw -411.423853 + Penalty 310.130735 = -101.293119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.694636 sec): 2 clusters Score: Raw -509.960440 + Penalty 220.775767 = -289.184672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.694854 sec): 3 clusters Score: Raw -514.982147 + Penalty 441.551535 = -73.430612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.695611 sec): 2 clusters Score: Raw -630.403821 + Penalty 109.959685 = -520.444136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.695830 sec): 3 clusters Score: Raw -630.030753 + Penalty 220.691997 = -409.338756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.696594 sec): 2 clusters Score: Raw -895.482208 + Penalty 334.618154 = -560.864055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.696821 sec): 3 clusters Score: Raw -895.694207 + Penalty 673.195044 = -222.499163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.697581 sec): 2 clusters Score: Raw -699.685601 + Penalty 271.977184 = -427.708417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.697820 sec): 3 clusters Score: Raw -703.479088 + Penalty 539.931932 = -163.547156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.698578 sec): 2 clusters Score: Raw -399.476023 + Penalty 119.588654 = -279.887369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.698792 sec): 3 clusters Score: Raw -395.412182 + Penalty 259.826147 = -135.586035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.699762 sec): 2 clusters Score: Raw -6639.340281 + Penalty 534.515752 = -6104.824528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.700114 sec): 3 clusters Score: Raw -6667.105162 + Penalty 1065.750200 = -5601.354962 nChanged 5 SP:Iteration 1F (48.700462 sec): 3 clusters Score: Raw -6677.431768 + Penalty 1065.750200 = -5611.681567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.701271 sec): 2 clusters Score: Raw -1070.133600 + Penalty 370.630387 = -699.503214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.701501 sec): 3 clusters Score: Raw -1130.330697 + Penalty 746.568510 = -383.762187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.702269 sec): 2 clusters Score: Raw -571.128144 + Penalty 159.929528 = -411.198616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.702490 sec): 3 clusters Score: Raw -569.880607 + Penalty 295.774337 = -274.106270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 149 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.703280 sec): 2 clusters Score: Raw -790.239582 + Penalty 276.758475 = -513.481107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.703505 sec): 3 clusters Score: Raw -796.826774 + Penalty 550.849343 = -245.977431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.704276 sec): 2 clusters Score: Raw -174.489769 + Penalty 89.223566 = -85.266203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.704467 sec): 2 clusters Score: Raw -174.489769 + Penalty 89.223566 = -85.266203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 152 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.705326 sec): 2 clusters Score: Raw -2858.687373 + Penalty 82.035997 = -2776.651377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.705612 sec): 3 clusters Score: Raw -2877.266522 + Penalty 152.710204 = -2724.556318 nChanged 14 SP:Iteration 1F (48.705894 sec): 3 clusters Score: Raw -2910.647812 + Penalty 145.786966 = -2764.860846 nChanged 2 SP:Iteration 2Q (48.706168 sec): 3 clusters Score: Raw -2922.029540 + Penalty 137.523458 = -2784.506082 nChanged 2 SP:Iteration 3Q (48.706423 sec): 3 clusters Score: Raw -2928.629173 + Penalty 130.680275 = -2797.948898 nChanged 1 SP:Iteration 4Q (48.706674 sec): 3 clusters Score: Raw -2929.724779 + Penalty 130.680275 = -2799.044504 nChanged 0 SP:Iteration 5F (48.706932 sec): 3 clusters Score: Raw -2929.724779 + Penalty 130.680275 = -2799.044504 nChanged 0 Score: Raw -3081166.381129 + Penalty 218041.948214 = -2863124.432915 Splitting cluster 152 changes total score from -2837201.671809 to -2863124.432915 So it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 154 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.469866 sec): 2 clusters Score: Raw -1580.195121 + Penalty 354.147719 = -1226.047402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.470156 sec): 3 clusters Score: Raw -1587.046474 + Penalty 714.570453 = -872.476021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 156 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.470988 sec): 2 clusters Score: Raw -540.307600 + Penalty 228.488503 = -311.819097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.471208 sec): 3 clusters Score: Raw -532.173718 + Penalty 447.785689 = -84.388029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.471983 sec): 2 clusters Score: Raw -241.171600 + Penalty 96.391923 = -144.779677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.472178 sec): 2 clusters Score: Raw -241.171600 + Penalty 96.391923 = -144.779677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 158 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.472951 sec): 2 clusters Score: Raw -875.370691 + Penalty 232.531890 = -642.838801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.473177 sec): 3 clusters Score: Raw -868.079681 + Penalty 468.318035 = -399.761645 nChanged 1 SP:Iteration 1F (52.473397 sec): 3 clusters Score: Raw -869.387910 + Penalty 468.318035 = -401.069874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 160 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.474173 sec): 2 clusters Score: Raw -978.214401 + Penalty 239.021303 = -739.193098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.474402 sec): 3 clusters Score: Raw -987.043600 + Penalty 478.042606 = -509.000995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.475154 sec): 2 clusters Score: Raw -172.551686 + Penalty 88.482587 = -84.069099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.475347 sec): 2 clusters Score: Raw -172.551686 + Penalty 88.482587 = -84.069099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.476123 sec): 2 clusters Score: Raw -255.985216 + Penalty 116.341927 = -139.643289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.476332 sec): 3 clusters Score: Raw -248.665159 + Penalty 236.230328 = -12.434831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.477076 sec): 2 clusters Score: Raw -78.786166 + Penalty 0.000000 = -78.786166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.477267 sec): 2 clusters Score: Raw -78.786166 + Penalty 0.000000 = -78.786166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.478026 sec): 2 clusters Score: Raw -589.800377 + Penalty 185.910347 = -403.890030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.478246 sec): 3 clusters Score: Raw -585.835881 + Penalty 373.070095 = -212.765786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 165 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.479006 sec): 2 clusters Score: Raw -545.702922 + Penalty 228.687169 = -317.015753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.479224 sec): 3 clusters Score: Raw -533.084926 + Penalty 228.687169 = -304.397757 nChanged 1 SP:Iteration 1F (52.479420 sec): 2 clusters Score: Raw -545.702922 + Penalty 228.687169 = -317.015753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 167 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.480247 sec): 2 clusters Score: Raw -794.948209 + Penalty 280.171976 = -514.776233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.480470 sec): 3 clusters Score: Raw -797.978247 + Penalty 559.657553 = -238.320694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.481229 sec): 2 clusters Score: Raw -363.175696 + Penalty 186.390932 = -176.784764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.481442 sec): 3 clusters Score: Raw -349.920434 + Penalty 372.781863 = 22.861429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.482210 sec): 2 clusters Score: Raw -758.264866 + Penalty 241.536741 = -516.728126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.482435 sec): 3 clusters Score: Raw -770.223142 + Penalty 482.475439 = -287.747704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 170 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.483205 sec): 2 clusters Score: Raw -839.496442 + Penalty 259.143183 = -580.353259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.483430 sec): 3 clusters Score: Raw -853.405770 + Penalty 518.286366 = -335.119404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.484183 sec): 2 clusters Score: Raw -172.512057 + Penalty 89.894967 = -82.617090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.484393 sec): 3 clusters Score: Raw -162.443338 + Penalty 179.789934 = 17.346596 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 (52.485165 sec): 2 clusters Score: Raw -79.980694 + Penalty 0.000000 = -79.980694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.485355 sec): 2 clusters Score: Raw -79.980694 + Penalty 0.000000 = -79.980694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 176 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.486130 sec): 2 clusters Score: Raw -859.945497 + Penalty 264.948888 = -594.996609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.486354 sec): 3 clusters Score: Raw -864.263069 + Penalty 524.124784 = -340.138284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.487124 sec): 2 clusters Score: Raw -610.164252 + Penalty 212.125374 = -398.038878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.487342 sec): 3 clusters Score: Raw -602.488481 + Penalty 412.503910 = -189.984571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.488096 sec): 2 clusters Score: Raw -351.597622 + Penalty 168.344087 = -183.253535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.488308 sec): 3 clusters Score: Raw -342.214130 + Penalty 336.688174 = -5.525955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.489068 sec): 2 clusters Score: Raw -240.720580 + Penalty 72.466313 = -168.254267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.489293 sec): 3 clusters Score: Raw -236.282983 + Penalty 134.369331 = -101.913652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.490073 sec): 2 clusters Score: Raw -334.366259 + Penalty 137.546169 = -196.820090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.490288 sec): 3 clusters Score: Raw -330.534271 + Penalty 275.092338 = -55.441933 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 (52.491048 sec): 2 clusters Score: Raw -340.785490 + Penalty 165.097379 = -175.688111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.491259 sec): 3 clusters Score: Raw -337.329074 + Penalty 300.865462 = -36.463612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 184 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.492027 sec): 2 clusters Score: Raw -609.157618 + Penalty 249.351904 = -359.805714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.492248 sec): 3 clusters Score: Raw -616.211980 + Penalty 494.826299 = -121.385681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.493102 sec): 2 clusters Score: Raw -3507.819683 + Penalty 493.692799 = -3014.126884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.493383 sec): 3 clusters Score: Raw -3551.397596 + Penalty 992.412688 = -2558.984909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.494156 sec): 2 clusters Score: Raw -248.468014 + Penalty 109.971147 = -138.496867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.494366 sec): 3 clusters Score: Raw -242.534901 + Penalty 247.321303 = 4.786402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.495143 sec): 2 clusters Score: Raw -340.073881 + Penalty 137.430092 = -202.643789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.495357 sec): 3 clusters Score: Raw -331.264256 + Penalty 274.860184 = -56.404071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.496117 sec): 2 clusters Score: Raw -518.122151 + Penalty 184.463783 = -333.658368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.496334 sec): 3 clusters Score: Raw -511.330886 + Penalty 378.735123 = -132.595763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.497093 sec): 2 clusters Score: Raw -252.119247 + Penalty 93.867002 = -158.252245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.497288 sec): 2 clusters Score: Raw -252.119247 + Penalty 93.867002 = -158.252245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 190 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.498061 sec): 2 clusters Score: Raw -861.978342 + Penalty 253.921262 = -608.057080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.498288 sec): 3 clusters Score: Raw -858.265246 + Penalty 507.842525 = -350.422722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.499065 sec): 2 clusters Score: Raw -167.729626 + Penalty 74.240771 = -93.488855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.499278 sec): 2 clusters Score: Raw -167.729626 + Penalty 74.240771 = -93.488855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.500047 sec): 2 clusters Score: Raw -531.394158 + Penalty 220.037205 = -311.356953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.500269 sec): 3 clusters Score: Raw -521.235126 + Penalty 440.074411 = -81.160715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.501027 sec): 2 clusters Score: Raw -344.680919 + Penalty 169.167156 = -175.513762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.501239 sec): 3 clusters Score: Raw -336.403162 + Penalty 337.047386 = 0.644224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 195 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.502007 sec): 2 clusters Score: Raw -692.140875 + Penalty 213.782446 = -478.358429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.502228 sec): 3 clusters Score: Raw -686.843082 + Penalty 427.564891 = -259.278190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 196 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.503003 sec): 2 clusters Score: Raw -1049.736826 + Penalty 362.871182 = -686.865644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.503239 sec): 3 clusters Score: Raw -1075.481442 + Penalty 727.130059 = -348.351383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.504026 sec): 2 clusters Score: Raw -165.434058 + Penalty 77.641005 = -87.793053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.504219 sec): 2 clusters Score: Raw -165.434058 + Penalty 77.641005 = -87.793053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.504992 sec): 2 clusters Score: Raw -421.762706 + Penalty 150.196304 = -271.566402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.505208 sec): 3 clusters Score: Raw -415.940172 + Penalty 302.127393 = -113.812778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.505974 sec): 2 clusters Score: Raw -541.789073 + Penalty 248.395251 = -293.393822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.506193 sec): 3 clusters Score: Raw -534.594036 + Penalty 496.790501 = -37.803535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.506957 sec): 2 clusters Score: Raw -542.696323 + Penalty 217.582558 = -325.113765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.507174 sec): 3 clusters Score: Raw -527.019058 + Penalty 438.755487 = -88.263571 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 (52.507926 sec): 2 clusters Score: Raw -164.550869 + Penalty 63.795089 = -100.755779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.508137 sec): 3 clusters Score: Raw -157.547661 + Penalty 127.590179 = -29.957482 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 (52.508908 sec): 2 clusters Score: Raw -81.843313 + Penalty 0.000000 = -81.843313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.509118 sec): 2 clusters Score: Raw -81.843313 + Penalty 0.000000 = -81.843313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.509872 sec): 2 clusters Score: Raw -165.231145 + Penalty 56.813606 = -108.417539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.510074 sec): 3 clusters Score: Raw -156.853399 + Penalty 113.627212 = -43.226187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 207 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.510838 sec): 2 clusters Score: Raw -515.135843 + Penalty 190.005148 = -325.130695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.511055 sec): 3 clusters Score: Raw -508.044989 + Penalty 371.316579 = -136.728409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.511808 sec): 2 clusters Score: Raw -349.720937 + Penalty 178.333957 = -171.386980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.512020 sec): 3 clusters Score: Raw -340.429596 + Penalty 356.667914 = 16.238318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 209 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.512779 sec): 2 clusters Score: Raw -515.615763 + Penalty 196.952824 = -318.662939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.512996 sec): 3 clusters Score: Raw -514.944353 + Penalty 393.905647 = -121.038706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.513760 sec): 2 clusters Score: Raw -81.229437 + Penalty 0.000000 = -81.229437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.513949 sec): 2 clusters Score: Raw -81.229437 + Penalty 0.000000 = -81.229437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.514717 sec): 2 clusters Score: Raw -258.277563 + Penalty 122.736604 = -135.540959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.514911 sec): 2 clusters Score: Raw -258.277563 + Penalty 122.736604 = -135.540959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 213 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.515681 sec): 2 clusters Score: Raw -914.094972 + Penalty 330.863792 = -583.231181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.515907 sec): 3 clusters Score: Raw -910.776863 + Penalty 658.554056 = -252.222807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 214 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.516667 sec): 2 clusters Score: Raw -480.210048 + Penalty 106.802050 = -373.407998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.516884 sec): 3 clusters Score: Raw -477.084550 + Penalty 213.604099 = -263.480451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 215 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.517647 sec): 2 clusters Score: Raw -632.782831 + Penalty 148.976821 = -483.806010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.517871 sec): 3 clusters Score: Raw -633.037963 + Penalty 279.050674 = -353.987289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.518660 sec): 2 clusters Score: Raw -255.422352 + Penalty 121.447121 = -133.975231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.518871 sec): 3 clusters Score: Raw -246.471567 + Penalty 240.352190 = -6.119377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 218 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.519632 sec): 2 clusters Score: Raw -353.407701 + Penalty 168.047969 = -185.359732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.519845 sec): 3 clusters Score: Raw -341.952716 + Penalty 336.095938 = -5.856778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.520608 sec): 2 clusters Score: Raw -352.997121 + Penalty 184.616517 = -168.380604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.520820 sec): 3 clusters Score: Raw -343.371447 + Penalty 347.040137 = 3.668691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.521571 sec): 2 clusters Score: Raw -267.923989 + Penalty 148.726476 = -119.197513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.521781 sec): 3 clusters Score: Raw -254.326672 + Penalty 312.351962 = 58.025290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 225 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.522530 sec): 2 clusters Score: Raw -255.197015 + Penalty 113.954540 = -141.242476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.522728 sec): 2 clusters Score: Raw -255.197015 + Penalty 113.954540 = -141.242476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 227 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.523486 sec): 2 clusters Score: Raw -171.594418 + Penalty 82.356041 = -89.238377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.523678 sec): 2 clusters Score: Raw -171.594418 + Penalty 82.356041 = -89.238377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.524433 sec): 2 clusters Score: Raw -80.693887 + Penalty 0.000000 = -80.693887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.524622 sec): 2 clusters Score: Raw -80.693887 + Penalty 0.000000 = -80.693887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.525357 sec): 2 clusters Score: Raw -147.288959 + Penalty 7.228681 = -140.060278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.525546 sec): 3 clusters Score: Raw -144.569337 + Penalty 14.457362 = -130.111975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.526291 sec): 2 clusters Score: Raw -79.677661 + Penalty 0.000000 = -79.677661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.526481 sec): 2 clusters Score: Raw -79.677661 + Penalty 0.000000 = -79.677661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.527224 sec): 2 clusters Score: Raw -80.972436 + Penalty 0.000000 = -80.972436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.527412 sec): 2 clusters Score: Raw -80.972436 + Penalty 0.000000 = -80.972436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.528177 sec): 2 clusters Score: Raw -82.058980 + Penalty 0.000000 = -82.058980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.528369 sec): 2 clusters Score: Raw -82.058980 + Penalty 0.000000 = -82.058980 nChanged 0 Deleting Class 22 (43 points): Lose 241.322469 but Gain 1667.643309 Iteration 20F (56.428677 sec): 199 clusters Score: Raw -3055406.178897 + Penalty 216573.554697 = -2838832.624201 nChanged 573 Deleting Class 141 (10 points): Lose 124.537223 but Gain 1543.546026 Iteration 21Q (56.785606 sec): 198 clusters Score: Raw -3055710.840574 + Penalty 215313.142915 = -2840397.697659 nChanged 411 Deleting Class 196 (12 points): Lose 134.666682 but Gain 1551.058492 Iteration 22Q (57.127746 sec): 197 clusters Score: Raw -3055859.190368 + Penalty 214022.687185 = -2841836.503183 nChanged 380 Deleting Class 174 (3 points): Lose 33.871776 but Gain 1443.163316 Iteration 23Q (57.460481 sec): 196 clusters Score: Raw -3056152.224813 + Penalty 212654.076957 = -2843498.147857 nChanged 312 Deleting Class 205 (1 points): Lose 19.972309 but Gain 1421.721956 Iteration 24Q (57.781195 sec): 195 clusters Score: Raw -3056335.219612 + Penalty 211286.630831 = -2845048.588780 nChanged 272 Deleting Class 235 (1 points): Lose 0.905626 but Gain 1401.457048 Iteration 25Q (58.095426 sec): 194 clusters Score: Raw -3056475.327911 + Penalty 209965.995468 = -2846509.332443 nChanged 220 Deleting Class 76 (13 points): Lose 141.994624 but Gain 1527.394049 Iteration 26Q (58.404810 sec): 193 clusters Score: Raw -3056445.069989 + Penalty 208627.421603 = -2847817.648386 nChanged 183 Deleting Class 168 (4 points): Lose 44.347941 but Gain 1428.088416 Iteration 27Q (58.706336 sec): 192 clusters Score: Raw -3056521.494451 + Penalty 207222.894558 = -2849298.599894 nChanged 147 Deleting Class 213 (10 points): Lose 145.029159 but Gain 1526.227688 Iteration 28Q (59.001584 sec): 191 clusters Score: Raw -3056436.397731 + Penalty 205775.114312 = -2850661.283418 nChanged 111 Deleting Class 219 (4 points): Lose 35.415130 but Gain 1414.493222 Iteration 29Q (59.294337 sec): 190 clusters Score: Raw -3056482.707673 + Penalty 204397.542172 = -2852085.165501 nChanged 92 Deleting Class 21 (15 points): Lose 214.914363 but Gain 1593.334439 Iteration 30F (62.897998 sec): 189 clusters Score: Raw -3056311.682415 + Penalty 202928.772520 = -2853382.909895 nChanged 87 Deleting Class 220 (3 points): Lose 63.351676 but Gain 1437.903062 Iteration 31Q (63.185657 sec): 188 clusters Score: Raw -3056341.041017 + Penalty 200193.880852 = -2856147.160166 nChanged 78 Deleting Class 121 (20 points): Lose 162.959224 but Gain 1532.943407 Iteration 32Q (63.472738 sec): 186 clusters Score: Raw -3056230.615312 + Penalty 198710.167709 = -2857520.447603 nChanged 79 Deleting Class 83 (35 points): Lose 187.707212 but Gain 1556.796150 Iteration 33Q (63.767146 sec): 185 clusters Score: Raw -3056115.508697 + Penalty 197203.631520 = -2858911.877178 nChanged 90 Deleting Class 104 (7 points): Lose 72.590562 but Gain 1437.353493 Iteration 34Q (64.061202 sec): 184 clusters Score: Raw -3056148.443211 + Penalty 195800.054024 = -2860348.389187 nChanged 56 Deleting Class 200 (6 points): Lose 109.349768 but Gain 1472.479827 Iteration 35Q (64.348014 sec): 183 clusters Score: Raw -3056118.758184 + Penalty 194346.468319 = -2861772.289865 nChanged 64 Deleting Class 151 (2 points): Lose 10.948062 but Gain 1367.224677 Iteration 36Q (64.639086 sec): 182 clusters Score: Raw -3056172.809034 + Penalty 192979.562467 = -2863193.246567 nChanged 67 Deleting Class 117 (42 points): Lose 239.487138 but Gain 1595.539301 Iteration 37Q (64.925677 sec): 181 clusters Score: Raw -3055972.642434 + Penalty 191472.339439 = -2864500.302995 nChanged 116 Deleting Class 75 (23 points): Lose 107.590709 but Gain 1455.587167 Iteration 38Q (65.217025 sec): 180 clusters Score: Raw -3056006.703772 + Penalty 190074.477146 = -2865932.226626 nChanged 93 Deleting Class 161 (2 points): Lose 13.160247 but Gain 1355.870231 Iteration 39Q (65.494883 sec): 179 clusters Score: Raw -3056064.912260 + Penalty 188756.065990 = -2867308.846270 nChanged 62 Deleting Class 54 (12 points): Lose 93.851118 but Gain 1437.022981 Iteration 40F (68.868307 sec): 178 clusters Score: Raw -3056027.792802 + Penalty 187388.024985 = -2868639.767817 nChanged 78 Deleting Class 81 (21 points): Lose 210.844709 but Gain 1549.802274 Iteration 41Q (69.161331 sec): 177 clusters Score: Raw -3055882.289759 + Penalty 185956.309044 = -2869925.980715 nChanged 81 Deleting Class 208 (4 points): Lose 29.749362 but Gain 1366.357558 Iteration 42Q (69.444246 sec): 176 clusters Score: Raw -3055963.245555 + Penalty 184628.492457 = -2871334.753098 nChanged 71 Deleting Class 147 (13 points): Lose 199.670535 but Gain 1534.786612 Iteration 43Q (69.725800 sec): 175 clusters Score: Raw -3055820.804448 + Penalty 183154.009497 = -2872666.794951 nChanged 76 Deleting Class 114 (10 points): Lose 105.575728 but Gain 1435.881698 Iteration 44Q (70.007905 sec): 174 clusters Score: Raw -3055811.265388 + Penalty 181744.278362 = -2874066.987026 nChanged 65 Deleting Class 165 (6 points): Lose 37.411387 but Gain 1355.650893 Iteration 45Q (70.287035 sec): 173 clusters Score: Raw -3055828.020192 + Penalty 180390.723231 = -2875437.296961 nChanged 57 Deleting Class 41 (18 points): Lose 170.986462 but Gain 1484.145407 Iteration 46Q (70.564828 sec): 172 clusters Score: Raw -3055684.954116 + Penalty 178930.126514 = -2876754.827602 nChanged 49 Deleting Class 144 (9 points): Lose 113.119843 but Gain 1422.379411 Iteration 47Q (70.839815 sec): 171 clusters Score: Raw -3055614.503479 + Penalty 177598.448024 = -2878016.055455 nChanged 38 Deleting Class 156 (6 points): Lose 45.685590 but Gain 1354.473207 Iteration 48Q (71.113004 sec): 170 clusters Score: Raw -3055621.718164 + Penalty 176432.783775 = -2879188.934388 nChanged 33 Deleting Class 94 (12 points): Lose 98.533202 but Gain 1392.500165 Iteration 49Q (71.385098 sec): 169 clusters Score: Raw -3055559.897497 + Penalty 175127.452758 = -2880432.444739 nChanged 40 Deleting Class 134 (10 points): Lose 115.369560 but Gain 1407.287325 Iteration 50F (74.588742 sec): 168 clusters Score: Raw -3055477.406568 + Penalty 173634.365996 = -2881843.040572 nChanged 34 Deleting Class 192 (5 points): Lose 45.553109 but Gain 1324.454543 Iteration 51Q (74.850284 sec): 167 clusters Score: Raw -3055457.915497 + Penalty 172315.045979 = -2883142.869518 nChanged 23 Deleting Class 135 (4 points): Lose 102.727240 but Gain 1381.395564 Iteration 52Q (75.113886 sec): 166 clusters Score: Raw -3055367.689739 + Penalty 170932.818376 = -2884434.871362 nChanged 21 Deleting Class 149 (9 points): Lose 61.962517 but Gain 1337.864883 Iteration 53Q (75.371979 sec): 165 clusters Score: Raw -3055317.258286 + Penalty 169642.678722 = -2885674.579564 nChanged 20 Deleting Class 72 (18 points): Lose 98.746553 but Gain 1370.945161 Iteration 54Q (75.633443 sec): 164 clusters Score: Raw -3055260.841147 + Penalty 168294.788056 = -2886966.053091 nChanged 23 Deleting Class 51 (71 points): Lose 277.527373 but Gain 1546.984761 Iteration 55Q (75.895198 sec): 163 clusters Score: Raw -3055017.712410 + Penalty 166998.577948 = -2888019.134462 nChanged 77 Deleting Class 194 (7 points): Lose 81.222792 but Gain 1345.987645 Iteration 56Q (76.157333 sec): 162 clusters Score: Raw -3055105.711715 + Penalty 165755.054891 = -2889350.656824 nChanged 38 Deleting Class 45 (20 points): Lose 127.042864 but Gain 1388.757061 Iteration 57Q (76.414391 sec): 161 clusters Score: Raw -3055030.938683 + Penalty 164407.097776 = -2890623.840907 nChanged 38 Deleting Class 68 (23 points): Lose 148.383442 but Gain 1403.460074 Iteration 58Q (76.675911 sec): 160 clusters Score: Raw -3054933.435293 + Penalty 163103.877774 = -2891829.557519 nChanged 34 Deleting Class 203 (6 points): Lose 37.164534 but Gain 1289.823083 Iteration 59Q (76.938051 sec): 159 clusters Score: Raw -3054962.157995 + Penalty 161850.333417 = -2893111.824577 nChanged 23 Deleting Class 167 (10 points): Lose 81.030852 but Gain 1333.562899 Iteration 60F (79.947125 sec): 158 clusters Score: Raw -3054903.503615 + Penalty 160554.353181 = -2894349.150434 nChanged 30 Deleting Class 227 (2 points): Lose 9.942094 but Gain 1261.989588 Iteration 61Q (80.198728 sec): 157 clusters Score: Raw -3054938.073062 + Penalty 159337.691686 = -2895600.381377 nChanged 16 Deleting Class 218 (5 points): Lose 43.511976 but Gain 1288.557237 Iteration 62Q (80.447414 sec): 156 clusters Score: Raw -3054911.357504 + Penalty 156907.646990 = -2898003.710513 nChanged 18 Deleting Class 108 (10 points): Lose 73.332974 but Gain 1317.990751 Iteration 63Q (80.696074 sec): 154 clusters Score: Raw -3054853.432079 + Penalty 155606.395916 = -2899247.036162 nChanged 21 Deleting Class 111 (13 points): Lose 130.157134 but Gain 1374.357287 Iteration 64Q (80.944274 sec): 153 clusters Score: Raw -3054741.889018 + Penalty 154262.898682 = -2900478.990337 nChanged 27 Deleting Class 127 (30 points): Lose 235.460898 but Gain 1477.610138 Iteration 65Q (81.191247 sec): 152 clusters Score: Raw -3054551.522053 + Penalty 152820.404974 = -2901731.117079 nChanged 47 Deleting Class 185 (42 points): Lose 189.168639 but Gain 1429.411019 Iteration 66Q (81.441710 sec): 151 clusters Score: Raw -3054430.145917 + Penalty 151485.799500 = -2902944.346417 nChanged 67 Deleting Class 17 (52 points): Lose 279.227405 but Gain 1520.709345 Iteration 67Q (81.692664 sec): 150 clusters Score: Raw -3054253.170839 + Penalty 150066.344136 = -2904186.826703 nChanged 71 Deleting Class 103 (2 points): Lose 6.071770 but Gain 1243.364134 Iteration 68Q (81.947080 sec): 149 clusters Score: Raw -3054386.772697 + Penalty 148867.429379 = -2905519.343319 nChanged 24 Deleting Class 87 (33 points): Lose 106.919816 but Gain 1346.296415 Iteration 69Q (82.195271 sec): 148 clusters Score: Raw -3054318.797321 + Penalty 147630.032003 = -2906688.765317 nChanged 43 Deleting Class 125 (14 points): Lose 117.034637 but Gain 1351.379860 Iteration 70F (84.980822 sec): 147 clusters Score: Raw -3054277.971897 + Penalty 146312.641799 = -2907965.330098 nChanged 35 Deleting Class 184 (11 points): Lose 209.842138 but Gain 1443.153827 Iteration 71Q (85.223989 sec): 146 clusters Score: Raw -3054103.718742 + Penalty 144914.003503 = -2909189.715239 nChanged 22 Deleting Class 109 (18 points): Lose 131.900392 but Gain 1364.422289 Iteration 72Q (85.464995 sec): 145 clusters Score: Raw -3054036.388558 + Penalty 143622.180663 = -2910414.207895 nChanged 31 Deleting Class 139 (6 points): Lose 78.611439 but Gain 1308.752333 Iteration 73Q (85.705927 sec): 144 clusters Score: Raw -3054020.781161 + Penalty 142319.664588 = -2911701.116573 nChanged 17 Deleting Class 92 (6 points): Lose 58.392477 but Gain 1280.917411 Iteration 74Q (85.947033 sec): 143 clusters Score: Raw -3053983.468380 + Penalty 141065.459757 = -2912918.008623 nChanged 17 Deleting Class 129 (7 points): Lose 69.442473 but Gain 1285.999531 Iteration 75Q (86.186055 sec): 142 clusters Score: Raw -3053948.658157 + Penalty 139844.669841 = -2914103.988316 nChanged 17 Deleting Class 180 (4 points): Lose 74.113472 but Gain 1289.817261 Iteration 76Q (86.424622 sec): 141 clusters Score: Raw -3053904.580372 + Penalty 138551.778692 = -2915352.801680 nChanged 16 Deleting Class 50 (3 points): Lose 39.594723 but Gain 1249.323318 Iteration 77Q (86.661616 sec): 140 clusters Score: Raw -3053888.567415 + Penalty 137318.531435 = -2916570.035979 nChanged 12 Deleting Class 163 (1 points): Lose 6.289243 but Gain 1214.461081 Iteration 78Q (86.896854 sec): 139 clusters Score: Raw -3053896.331510 + Penalty 136100.025552 = -2917796.305958 nChanged 9 Deleting Class 49 (16 points): Lose 132.407273 but Gain 1330.223349 Iteration 79Q (87.130939 sec): 138 clusters Score: Raw -3053770.861608 + Penalty 134808.125936 = -2918962.735672 nChanged 20 Deleting Class 131 (47 points): Lose 262.031211 but Gain 1457.444361 Iteration 80F (89.780431 sec): 137 clusters Score: Raw -3053543.596832 + Penalty 133397.339259 = -2920146.257574 nChanged 57 Deleting Class 77 (12 points): Lose 364.744703 but Gain 1556.444285 Iteration 81Q (90.017049 sec): 136 clusters Score: Raw -3053285.784015 + Penalty 131839.912207 = -2921445.871808 nChanged 27 Deleting Class 69 (10 points): Lose 93.159855 but Gain 1280.528077 Iteration 82Q (90.248352 sec): 135 clusters Score: Raw -3053244.631112 + Penalty 130589.256832 = -2922655.374280 nChanged 26 Deleting Class 169 (10 points): Lose 75.693127 but Gain 1261.449022 Iteration 83Q (90.483260 sec): 134 clusters Score: Raw -3053196.388796 + Penalty 129337.252928 = -2923859.135868 nChanged 25 Deleting Class 176 (11 points): Lose 72.730947 but Gain 1256.950770 Iteration 84Q (90.715305 sec): 133 clusters Score: Raw -3053147.741677 + Penalty 128110.516925 = -2925037.224751 nChanged 24 Deleting Class 154 (20 points): Lose 134.816827 but Gain 1316.327050 Iteration 85Q (90.944655 sec): 132 clusters Score: Raw -3053045.231917 + Penalty 126834.396055 = -2926210.835862 nChanged 31 Deleting Class 183 (4 points): Lose 85.988598 but Gain 1264.941659 Iteration 86Q (91.174708 sec): 131 clusters Score: Raw -3053001.495827 + Penalty 125568.758988 = -2927432.736838 nChanged 16 Deleting Class 197 (3 points): Lose 39.109786 but Gain 1212.739085 Iteration 87Q (91.402117 sec): 130 clusters Score: Raw -3052987.926788 + Penalty 124367.129126 = -2928620.797663 nChanged 12 Deleting Class 233 (1 points): Lose 4.036606 but Gain 1170.217812 Iteration 88Q (91.630009 sec): 129 clusters Score: Raw -3052995.680790 + Penalty 123202.341962 = -2929793.338828 nChanged 8 Deleting Class 105 (5 points): Lose 29.371942 but Gain 1195.145089 Iteration 89Q (91.854300 sec): 128 clusters Score: Raw -3052971.229036 + Penalty 122013.791707 = -2930957.437329 nChanged 10 Deleting Class 5 (11 points): Lose 98.288353 but Gain 1253.221236 Iteration 90F (94.263516 sec): 127 clusters Score: Raw -3052881.118031 + Penalty 120814.431324 = -2932066.686708 nChanged 14 Deleting Class 100 (9 points): Lose 70.530263 but Gain 1226.127373 Iteration 91Q (94.493673 sec): 126 clusters Score: Raw -3052844.208514 + Penalty 119597.573920 = -2933246.634595 nChanged 13 Deleting Class 217 (3 points): Lose 21.449736 but Gain 1174.163415 Iteration 92Q (94.717586 sec): 125 clusters Score: Raw -3052848.640583 + Penalty 118433.378716 = -2934415.261867 nChanged 7 Deleting Class 101 (9 points): Lose 51.143386 but Gain 1203.463986 Iteration 93Q (94.939258 sec): 124 clusters Score: Raw -3052803.197971 + Penalty 117286.528477 = -2935516.669494 nChanged 12 Deleting Class 178 (8 points): Lose 34.425503 but Gain 1185.192691 Iteration 94Q (95.160763 sec): 123 clusters Score: Raw -3052791.127077 + Penalty 116105.263601 = -2936685.863476 nChanged 9 Deleting Class 170 (11 points): Lose 70.609998 but Gain 1215.463831 Iteration 95Q (95.380740 sec): 122 clusters Score: Raw -3052730.799958 + Penalty 114975.136422 = -2937755.663536 nChanged 11 Deleting Class 128 (7 points): Lose 24.500847 but Gain 1164.599851 Iteration 96Q (95.601877 sec): 121 clusters Score: Raw -3052733.493131 + Penalty 113812.055434 = -2938921.437698 nChanged 7 Deleting Class 82 (10 points): Lose 71.124782 but Gain 1210.920925 Iteration 97Q (95.822470 sec): 120 clusters Score: Raw -3052670.769298 + Penalty 112606.787746 = -2940063.981552 nChanged 10 Deleting Class 78 (17 points): Lose 91.943729 but Gain 1225.932770 Iteration 98Q (96.059327 sec): 119 clusters Score: Raw -3052603.605410 + Penalty 111401.947581 = -2941201.657829 nChanged 17 Deleting Class 60 (53 points): Lose 219.280012 but Gain 1347.166371 Iteration 99Q (96.283045 sec): 118 clusters Score: Raw -3052411.078608 + Penalty 110133.763669 = -2942277.314940 nChanged 59 Deleting Class 211 (3 points): Lose 26.177122 but Gain 1150.125139 Iteration 100F (98.531061 sec): 117 clusters Score: Raw -3052499.566261 + Penalty 109001.136437 = -2943498.429825 nChanged 13 Deleting Class 53 (16 points): Lose 157.047687 but Gain 1279.479807 Iteration 101Q (98.756394 sec): 116 clusters Score: Raw -3052357.108680 + Penalty 107810.675325 = -2944546.433356 nChanged 24 Deleting Class 209 (7 points): Lose 47.112248 but Gain 1169.210782 Iteration 102Q (98.979471 sec): 115 clusters Score: Raw -3052381.377387 + Penalty 106662.816353 = -2945718.561034 nChanged 14 Deleting Class 175 (1 points): Lose 0.412091 but Gain 1117.946470 Iteration 103Q (99.201401 sec): 114 clusters Score: Raw -3052402.119275 + Penalty 105548.638280 = -2946853.480995 nChanged 6 Deleting Class 207 (6 points): Lose 16.335314 but Gain 1126.344994 Iteration 104Q (99.419682 sec): 113 clusters Score: Raw -3052391.544052 + Penalty 104428.145437 = -2947963.398616 nChanged 9 Deleting Class 231 (1 points): Lose 3.216996 but Gain 1112.610274 Iteration 105Q (99.636950 sec): 112 clusters Score: Raw -3052398.099862 + Penalty 103315.316994 = -2949082.782868 nChanged 3 Deleting Class 162 (3 points): Lose 25.507502 but Gain 1124.805871 Iteration 106Q (99.854075 sec): 111 clusters Score: Raw -3052374.684817 + Penalty 102191.701377 = -2950182.983440 nChanged 4 Deleting Class 73 (2 points): Lose 12.234096 but Gain 1109.538730 Iteration 107Q (100.069603 sec): 110 clusters Score: Raw -3052367.075977 + Penalty 101083.031898 = -2951284.044079 nChanged 2 Deleting Class 96 (19 points): Lose 81.278649 but Gain 1174.425435 Iteration 108Q (100.283432 sec): 109 clusters Score: Raw -3052289.220974 + Penalty 99922.872566 = -2952366.348408 nChanged 19 Deleting Class 88 (12 points): Lose 59.488997 but Gain 1145.892693 Iteration 109Q (100.501851 sec): 108 clusters Score: Raw -3052257.799476 + Penalty 98783.626058 = -2953474.173418 nChanged 14 Deleting Class 132 (7 points): Lose 62.147964 but Gain 1144.225704 Iteration 110F (102.529652 sec): 107 clusters Score: Raw -3052215.973171 + Penalty 97735.858536 = -2954480.114635 nChanged 12 Deleting Class 84 (6 points): Lose 34.646045 but Gain 1115.345028 Iteration 111Q (102.736357 sec): 106 clusters Score: Raw -3052213.324289 + Penalty 96668.762323 = -2955544.561966 nChanged 13 Deleting Class 225 (3 points): Lose 21.008174 but Gain 1101.724361 Iteration 112Q (102.951339 sec): 105 clusters Score: Raw -3052222.751156 + Penalty 95566.885294 = -2956655.865862 nChanged 10 Deleting Class 126 (4 points): Lose 14.043900 but Gain 1093.338029 Iteration 113Q (103.162939 sec): 104 clusters Score: Raw -3052228.843983 + Penalty 94480.803300 = -2957748.040683 nChanged 12 Deleting Class 190 (10 points): Lose 100.434519 but Gain 1171.302726 Iteration 114Q (103.372948 sec): 103 clusters Score: Raw -3052153.208171 + Penalty 93323.396576 = -2958829.811596 nChanged 18 Deleting Class 48 (8 points): Lose 51.840151 but Gain 1115.201267 Iteration 115Q (103.577242 sec): 102 clusters Score: Raw -3052142.783977 + Penalty 92227.021997 = -2959915.761981 nChanged 20 Deleting Class 123 (35 points): Lose 165.276703 but Gain 1223.919706 Iteration 116Q (103.780575 sec): 101 clusters Score: Raw -3052010.111551 + Penalty 91129.109088 = -2960881.002463 nChanged 47 Deleting Class 191 (2 points): Lose 82.887938 but Gain 1137.634591 Iteration 117Q (103.984814 sec): 100 clusters Score: Raw -3052016.275593 + Penalty 90100.113483 = -2961916.162109 nChanged 23 Deleting Class 195 (9 points): Lose 47.568604 but Gain 1095.558585 Iteration 118Q (104.186867 sec): 99 clusters Score: Raw -3052032.519109 + Penalty 89013.580464 = -2963018.938644 nChanged 25 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -3052032.519109 + Penalty 89013.580464 = -2963018.938644Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 1 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.323095 sec): 2 clusters Score: Raw -72761.938482 + Penalty 393.798834 = -72368.139648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.324934 sec): 3 clusters Score: Raw -72269.405872 + Penalty 808.074769 = -71461.331103 nChanged 344 SP:Iteration 1F (104.326713 sec): 3 clusters Score: Raw -72542.860218 + Penalty 836.654326 = -71706.205892 nChanged 118 SP:Iteration 2F (104.328500 sec): 3 clusters Score: Raw -72675.357165 + Penalty 854.659137 = -71820.698028 nChanged 60 SP:Iteration 3F (104.330281 sec): 3 clusters Score: Raw -72726.420564 + Penalty 865.477074 = -71860.943490 nChanged 42 SP:Iteration 4Q (104.332012 sec): 3 clusters Score: Raw -72761.847291 + Penalty 876.408338 = -71885.438953 nChanged 24 SP:Iteration 5Q (104.333727 sec): 3 clusters Score: Raw -72777.476389 + Penalty 881.277061 = -71896.199328 nChanged 15 SP:Iteration 6Q (104.335437 sec): 3 clusters Score: Raw -72788.399829 + Penalty 883.410528 = -71904.989301 nChanged 10 SP:Iteration 7Q (104.337093 sec): 3 clusters Score: Raw -72797.297814 + Penalty 884.677603 = -71912.620212 nChanged 8 SP:Iteration 8Q (104.338757 sec): 3 clusters Score: Raw -72804.212855 + Penalty 889.559411 = -71914.653444 nChanged 6 SP:Iteration 9Q (104.340360 sec): 3 clusters Score: Raw -72811.059863 + Penalty 893.039575 = -71918.020288 nChanged 8 SP:Iteration 10F (104.342108 sec): 3 clusters Score: Raw -72821.627011 + Penalty 898.487902 = -71923.139108 nChanged 8 SP:Iteration 11Q (104.343767 sec): 3 clusters Score: Raw -72830.519685 + Penalty 904.597768 = -71925.921917 nChanged 8 SP:Iteration 12Q (104.345363 sec): 3 clusters Score: Raw -72836.489404 + Penalty 911.487351 = -71925.002053 nChanged 6 SP:Iteration 13F (104.347153 sec): 3 clusters Score: Raw -72842.725632 + Penalty 912.462706 = -71930.262926 nChanged 1 SP:Iteration 14Q (104.348713 sec): 3 clusters Score: Raw -72843.381510 + Penalty 913.063241 = -71930.318269 nChanged 2 SP:Iteration 15Q (104.350268 sec): 3 clusters Score: Raw -72844.068742 + Penalty 913.294914 = -71930.773829 nChanged 1 SP:Iteration 16Q (104.351806 sec): 3 clusters Score: Raw -72844.474347 + Penalty 914.228245 = -71930.246102 nChanged 1 SP:Iteration 17F (104.353584 sec): 3 clusters Score: Raw -72845.064322 + Penalty 913.148536 = -71931.915787 nChanged 2 SP:Iteration 18Q (104.355137 sec): 3 clusters Score: Raw -72849.107493 + Penalty 913.148536 = -71935.958958 nChanged 0 SP:Iteration 19F (104.356917 sec): 3 clusters Score: Raw -72849.107493 + Penalty 913.148536 = -71935.958958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 2 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.358431 sec): 2 clusters Score: Raw -29060.712963 + Penalty 748.440734 = -28312.272229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.359259 sec): 3 clusters Score: Raw -28980.515959 + Penalty 1495.316303 = -27485.199657 nChanged 72 SP:Iteration 1F (104.360072 sec): 3 clusters Score: Raw -29089.155822 + Penalty 1493.918599 = -27595.237223 nChanged 25 SP:Iteration 2F (104.360888 sec): 3 clusters Score: Raw -29136.488196 + Penalty 1492.438816 = -27644.049381 nChanged 11 SP:Iteration 3Q (104.361681 sec): 3 clusters Score: Raw -29153.072255 + Penalty 1490.304224 = -27662.768031 nChanged 7 SP:Iteration 4Q (104.362491 sec): 3 clusters Score: Raw -29164.364626 + Penalty 1489.342518 = -27675.022108 nChanged 6 SP:Iteration 5Q (104.363289 sec): 3 clusters Score: Raw -29171.869284 + Penalty 1488.764869 = -27683.104415 nChanged 5 SP:Iteration 6Q (104.364110 sec): 3 clusters Score: Raw -29181.402692 + Penalty 1488.455515 = -27692.947177 nChanged 3 SP:Iteration 7Q (104.364923 sec): 3 clusters Score: Raw -29185.792737 + Penalty 1487.542456 = -27698.250282 nChanged 2 SP:Iteration 8Q (104.365732 sec): 3 clusters Score: Raw -29188.155991 + Penalty 1487.542456 = -27700.613535 nChanged 0 SP:Iteration 9F (104.366576 sec): 3 clusters Score: Raw -29188.155991 + Penalty 1487.542456 = -27700.613535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 3 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.368500 sec): 2 clusters Score: Raw -39549.472235 + Penalty 353.718721 = -39195.753514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.369686 sec): 3 clusters Score: Raw -39299.191255 + Penalty 711.542530 = -38587.648725 nChanged 161 SP:Iteration 1F (104.370845 sec): 3 clusters Score: Raw -39433.550780 + Penalty 716.674785 = -38716.875995 nChanged 52 SP:Iteration 2F (104.371947 sec): 3 clusters Score: Raw -39479.582922 + Penalty 721.832416 = -38757.750506 nChanged 33 SP:Iteration 3F (104.373077 sec): 3 clusters Score: Raw -39509.686566 + Penalty 727.377109 = -38782.309456 nChanged 23 SP:Iteration 4Q (104.374214 sec): 3 clusters Score: Raw -39528.740780 + Penalty 731.634197 = -38797.106583 nChanged 15 SP:Iteration 5Q (104.375315 sec): 3 clusters Score: Raw -39536.743529 + Penalty 736.025293 = -38800.718236 nChanged 12 SP:Iteration 6Q (104.376417 sec): 3 clusters Score: Raw -39545.623733 + Penalty 741.117475 = -38804.506259 nChanged 10 SP:Iteration 7Q (104.377540 sec): 3 clusters Score: Raw -39551.139247 + Penalty 742.604400 = -38808.534847 nChanged 4 SP:Iteration 8Q (104.378643 sec): 3 clusters Score: Raw -39553.744431 + Penalty 747.415498 = -38806.328933 nChanged 6 SP:Iteration 9F (104.379747 sec): 3 clusters Score: Raw -39560.098959 + Penalty 749.325697 = -38810.773262 nChanged 4 SP:Iteration 10F (104.380849 sec): 3 clusters Score: Raw -39562.334850 + Penalty 752.325956 = -38810.008894 nChanged 6 SP:Iteration 11F (104.381989 sec): 3 clusters Score: Raw -39565.608915 + Penalty 753.573156 = -38812.035759 nChanged 7 SP:Iteration 12Q (104.383147 sec): 3 clusters Score: Raw -39572.194967 + Penalty 756.776923 = -38815.418044 nChanged 4 SP:Iteration 13Q (104.384293 sec): 3 clusters Score: Raw -39575.073050 + Penalty 757.145149 = -38817.927901 nChanged 3 SP:Iteration 14Q (104.385426 sec): 3 clusters Score: Raw -39577.293569 + Penalty 758.871309 = -38818.422260 nChanged 1 SP:Iteration 15Q (104.386534 sec): 3 clusters Score: Raw -39577.916311 + Penalty 761.737448 = -38816.178863 nChanged 3 SP:Iteration 16F (104.387641 sec): 3 clusters Score: Raw -39580.720670 + Penalty 766.510737 = -38814.209933 nChanged 3 SP:Iteration 17F (104.388744 sec): 3 clusters Score: Raw -39582.827030 + Penalty 767.016277 = -38815.810753 nChanged 4 SP:Iteration 18Q (104.389832 sec): 3 clusters Score: Raw -39584.461471 + Penalty 767.811749 = -38816.649722 nChanged 2 SP:Iteration 19Q (104.390940 sec): 3 clusters Score: Raw -39584.750667 + Penalty 767.811749 = -38816.938918 nChanged 0 SP:Iteration 20F (104.392047 sec): 3 clusters Score: Raw -39584.750667 + Penalty 767.811749 = -38816.938918 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.406051 sec): 2 clusters Score: Raw -239561.401365 + Penalty 355.420833 = -239205.980531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.411750 sec): 3 clusters Score: Raw -237704.088253 + Penalty 711.252737 = -236992.835516 nChanged 1353 SP:Iteration 1F (104.417300 sec): 3 clusters Score: Raw -238427.198863 + Penalty 710.589250 = -237716.609612 nChanged 340 SP:Iteration 2F (104.422914 sec): 3 clusters Score: Raw -238624.564469 + Penalty 710.272236 = -237914.292233 nChanged 273 SP:Iteration 3F (104.428477 sec): 3 clusters Score: Raw -238888.817322 + Penalty 710.214174 = -238178.603148 nChanged 260 SP:Iteration 4F (104.433952 sec): 3 clusters Score: Raw -239179.664694 + Penalty 710.347577 = -238469.317117 nChanged 205 SP:Iteration 5F (104.439413 sec): 3 clusters Score: Raw -239360.973930 + Penalty 711.328355 = -238649.645574 nChanged 124 SP:Iteration 6Q (104.444940 sec): 3 clusters Score: Raw -239414.852596 + Penalty 712.327013 = -238702.525582 nChanged 68 SP:Iteration 7Q (104.450386 sec): 3 clusters Score: Raw -239440.104445 + Penalty 713.264763 = -238726.839681 nChanged 53 SP:Iteration 8Q (104.455642 sec): 3 clusters Score: Raw -239459.358447 + Penalty 714.057719 = -238745.300728 nChanged 44 SP:Iteration 9Q (104.460880 sec): 3 clusters Score: Raw -239476.145007 + Penalty 714.727713 = -238761.417295 nChanged 41 SP:Iteration 10F (104.466441 sec): 3 clusters Score: Raw -239490.408418 + Penalty 715.498164 = -238774.910253 nChanged 42 SP:Iteration 11Q (104.471750 sec): 3 clusters Score: Raw -239509.547064 + Penalty 715.667485 = -238793.879578 nChanged 40 SP:Iteration 12Q (104.476936 sec): 3 clusters Score: Raw -239524.004821 + Penalty 715.775934 = -238808.228887 nChanged 38 SP:Iteration 13Q (104.482164 sec): 3 clusters Score: Raw -239534.855076 + Penalty 716.026795 = -238818.828280 nChanged 29 SP:Iteration 14Q (104.487465 sec): 3 clusters Score: Raw -239542.524621 + Penalty 716.254870 = -238826.269750 nChanged 20 SP:Iteration 15Q (104.492637 sec): 3 clusters Score: Raw -239545.708178 + Penalty 716.659071 = -238829.049107 nChanged 17 SP:Iteration 16Q (104.497769 sec): 3 clusters Score: Raw -239549.237816 + Penalty 717.054421 = -238832.183394 nChanged 17 SP:Iteration 17Q (104.502969 sec): 3 clusters Score: Raw -239552.149196 + Penalty 717.234612 = -238834.914584 nChanged 15 SP:Iteration 18Q (104.508087 sec): 3 clusters Score: Raw -239554.683918 + Penalty 717.570951 = -238837.112968 nChanged 19 SP:Iteration 19Q (104.513258 sec): 3 clusters Score: Raw -239558.652465 + Penalty 717.873584 = -238840.778881 nChanged 17 SP:Iteration 20F (104.518699 sec): 3 clusters Score: Raw -239562.603059 + Penalty 718.214530 = -238844.388529 nChanged 14 SP:Iteration 21Q (104.523873 sec): 3 clusters Score: Raw -239566.560474 + Penalty 717.909164 = -238848.651310 nChanged 11 SP:Iteration 22Q (104.529316 sec): 3 clusters Score: Raw -239568.440862 + Penalty 717.971451 = -238850.469411 nChanged 3 SP:Iteration 23Q (104.534443 sec): 3 clusters Score: Raw -239568.643406 + Penalty 717.788716 = -238850.854689 nChanged 5 SP:Iteration 24Q (104.539525 sec): 3 clusters Score: Raw -239569.449153 + Penalty 717.513035 = -238851.936118 nChanged 7 SP:Iteration 25Q (104.544652 sec): 3 clusters Score: Raw -239571.025384 + Penalty 717.297418 = -238853.727966 nChanged 7 SP:Iteration 26Q (104.549755 sec): 3 clusters Score: Raw -239572.010016 + Penalty 717.303429 = -238854.706587 nChanged 5 SP:Iteration 27Q (104.554941 sec): 3 clusters Score: Raw -239572.640079 + Penalty 717.377352 = -238855.262727 nChanged 3 SP:Iteration 28Q (104.560074 sec): 3 clusters Score: Raw -239572.737942 + Penalty 717.486173 = -238855.251770 nChanged 3 SP:Iteration 29F (104.565504 sec): 3 clusters Score: Raw -239572.814419 + Penalty 717.542331 = -238855.272088 nChanged 2 SP:Iteration 30F (104.570922 sec): 3 clusters Score: Raw -239572.938302 + Penalty 717.535769 = -238855.402533 nChanged 4 SP:Iteration 31Q (104.576001 sec): 3 clusters Score: Raw -239573.499032 + Penalty 717.502895 = -238855.996137 nChanged 4 SP:Iteration 32Q (104.581103 sec): 3 clusters Score: Raw -239573.885986 + Penalty 717.480272 = -238856.405714 nChanged 3 SP:Iteration 33Q (104.586230 sec): 3 clusters Score: Raw -239573.957260 + Penalty 717.344435 = -238856.612825 nChanged 3 SP:Iteration 34Q (104.591358 sec): 3 clusters Score: Raw -239574.163523 + Penalty 717.326142 = -238856.837381 nChanged 2 SP:Iteration 35Q (104.596431 sec): 3 clusters Score: Raw -239574.501625 + Penalty 717.377003 = -238857.124621 nChanged 2 SP:Iteration 36Q (104.601532 sec): 3 clusters Score: Raw -239574.768159 + Penalty 717.429591 = -238857.338567 nChanged 1 SP:Iteration 37Q (104.606619 sec): 3 clusters Score: Raw -239574.779333 + Penalty 717.400612 = -238857.378721 nChanged 1 SP:Iteration 38Q (104.611686 sec): 3 clusters Score: Raw -239575.006957 + Penalty 717.476890 = -238857.530067 nChanged 2 SP:Iteration 39Q (104.616785 sec): 3 clusters Score: Raw -239575.076594 + Penalty 717.499410 = -238857.577183 nChanged 3 SP:Iteration 40F (104.622184 sec): 3 clusters Score: Raw -239575.195872 + Penalty 717.396980 = -238857.798893 nChanged 3 SP:Iteration 41Q (104.627426 sec): 3 clusters Score: Raw -239575.289253 + Penalty 717.396980 = -238857.892273 nChanged 0 SP:Iteration 42F (104.632955 sec): 3 clusters Score: Raw -239575.289253 + Penalty 717.396980 = -238857.892273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 6 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.635627 sec): 2 clusters Score: Raw -15870.690302 + Penalty 219.174248 = -15651.516054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.636251 sec): 3 clusters Score: Raw -15816.044889 + Penalty 438.186890 = -15377.857999 nChanged 71 SP:Iteration 1F (104.636854 sec): 3 clusters Score: Raw -15911.016535 + Penalty 435.943266 = -15475.073269 nChanged 24 SP:Iteration 2F (104.637486 sec): 3 clusters Score: Raw -15949.954215 + Penalty 436.691231 = -15513.262984 nChanged 9 SP:Iteration 3Q (104.638059 sec): 3 clusters Score: Raw -15966.979194 + Penalty 437.521261 = -15529.457933 nChanged 6 SP:Iteration 4Q (104.638625 sec): 3 clusters Score: Raw -15979.111260 + Penalty 438.028273 = -15541.082987 nChanged 3 SP:Iteration 5Q (104.639183 sec): 3 clusters Score: Raw -15981.937322 + Penalty 437.754124 = -15544.183198 nChanged 1 SP:Iteration 6Q (104.639758 sec): 3 clusters Score: Raw -15982.295423 + Penalty 437.507714 = -15544.787709 nChanged 1 SP:Iteration 7Q (104.640320 sec): 3 clusters Score: Raw -15982.535397 + Penalty 437.507714 = -15545.027683 nChanged 0 SP:Iteration 8F (104.640921 sec): 3 clusters Score: Raw -15982.535397 + Penalty 437.507714 = -15545.027683 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 7 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.643462 sec): 2 clusters Score: Raw -58129.907921 + Penalty 254.322176 = -57875.585745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.644992 sec): 3 clusters Score: Raw -57726.200359 + Penalty 510.931007 = -57215.269352 nChanged 308 SP:Iteration 1F (104.646484 sec): 3 clusters Score: Raw -57933.747737 + Penalty 519.544016 = -57414.203721 nChanged 100 SP:Iteration 2F (104.647967 sec): 3 clusters Score: Raw -58039.510862 + Penalty 534.589475 = -57504.921387 nChanged 61 SP:Iteration 3F (104.649451 sec): 3 clusters Score: Raw -58105.400905 + Penalty 541.720045 = -57563.680861 nChanged 29 SP:Iteration 4Q (104.650962 sec): 3 clusters Score: Raw -58131.587963 + Penalty 554.901928 = -57576.686036 nChanged 14 SP:Iteration 5Q (104.652444 sec): 3 clusters Score: Raw -58144.373518 + Penalty 571.331121 = -57573.042397 nChanged 8 SP:Iteration 6F (104.653922 sec): 3 clusters Score: Raw -58153.040148 + Penalty 588.480983 = -57564.559165 nChanged 9 SP:Iteration 7F (104.655376 sec): 3 clusters Score: Raw -58163.562325 + Penalty 594.221355 = -57569.340970 nChanged 6 SP:Iteration 8Q (104.656794 sec): 3 clusters Score: Raw -58169.598172 + Penalty 594.595726 = -57575.002445 nChanged 2 SP:Iteration 9Q (104.658174 sec): 3 clusters Score: Raw -58171.132147 + Penalty 597.631084 = -57573.501063 nChanged 1 SP:Iteration 10F (104.659644 sec): 3 clusters Score: Raw -58171.970970 + Penalty 595.703587 = -57576.267383 nChanged 1 SP:Iteration 11Q (104.660974 sec): 3 clusters Score: Raw -58172.807803 + Penalty 595.703587 = -57577.104216 nChanged 0 SP:Iteration 12F (104.662476 sec): 3 clusters Score: Raw -58172.807803 + Penalty 595.703587 = -57577.104216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.664521 sec): 2 clusters Score: Raw -24768.216408 + Penalty 211.683830 = -24556.532578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.665284 sec): 3 clusters Score: Raw -24587.511884 + Penalty 427.022582 = -24160.489303 nChanged 107 SP:Iteration 1F (104.666031 sec): 3 clusters Score: Raw -24663.578948 + Penalty 437.697683 = -24225.881265 nChanged 36 SP:Iteration 2F (104.666798 sec): 3 clusters Score: Raw -24692.911089 + Penalty 453.356839 = -24239.554249 nChanged 22 SP:Iteration 3F (104.667559 sec): 3 clusters Score: Raw -24712.056643 + Penalty 475.746605 = -24236.310038 nChanged 16 SP:Iteration 4F (104.668307 sec): 3 clusters Score: Raw -24728.057426 + Penalty 501.757780 = -24226.299645 nChanged 17 SP:Iteration 5F (104.669053 sec): 3 clusters Score: Raw -24752.219680 + Penalty 522.603609 = -24229.616071 nChanged 10 SP:Iteration 6Q (104.669797 sec): 3 clusters Score: Raw -24764.008478 + Penalty 541.006288 = -24223.002190 nChanged 6 SP:Iteration 7F (104.670547 sec): 3 clusters Score: Raw -24775.016849 + Penalty 542.757771 = -24232.259078 nChanged 1 SP:Iteration 8Q (104.671224 sec): 3 clusters Score: Raw -24775.085262 + Penalty 542.757771 = -24232.327492 nChanged 0 SP:Iteration 9F (104.672011 sec): 3 clusters Score: Raw -24775.085262 + Penalty 542.757771 = -24232.327492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.672721 sec): 2 clusters Score: Raw -6799.779671 + Penalty 447.895743 = -6351.883928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.673080 sec): 3 clusters Score: Raw -6793.569840 + Penalty 894.632958 = -5898.936882 nChanged 7 SP:Iteration 1F (104.673430 sec): 3 clusters Score: Raw -6803.837121 + Penalty 895.396199 = -5908.440923 nChanged 2 SP:Iteration 2Q (104.673775 sec): 3 clusters Score: Raw -6807.423616 + Penalty 895.817554 = -5911.606062 nChanged 1 SP:Iteration 3Q (104.674120 sec): 3 clusters Score: Raw -6808.000901 + Penalty 895.817554 = -5912.183347 nChanged 0 SP:Iteration 4F (104.674467 sec): 3 clusters Score: Raw -6808.000901 + Penalty 895.817554 = -5912.183347 nChanged 0 Memory request: 0.09 GB would take us to total of 0.46 GB. Trying to split cluster 10 (18593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.760589 sec): 2 clusters Score: Raw -1380959.022227 + Penalty 249.524549 = -1380709.497678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.795322 sec): 3 clusters Score: Raw -1368395.635970 + Penalty 579.562131 = -1367816.073839 nChanged 8952 SP:Iteration 1F (104.829340 sec): 3 clusters Score: Raw -1376074.260012 + Penalty 662.948668 = -1375411.311344 nChanged 2857 SP:Iteration 2F (104.863857 sec): 3 clusters Score: Raw -1379338.793283 + Penalty 672.235355 = -1378666.557928 nChanged 962 SP:Iteration 3F (104.898049 sec): 3 clusters Score: Raw -1380423.072688 + Penalty 669.430835 = -1379753.641854 nChanged 375 SP:Iteration 4Q (104.927114 sec): 3 clusters Score: Raw -1380858.765508 + Penalty 665.717730 = -1380193.047778 nChanged 84 SP:Iteration 5Q (104.954531 sec): 3 clusters Score: Raw -1380937.165471 + Penalty 634.859590 = -1380302.305881 nChanged 34 SP:Iteration 6Q (104.981100 sec): 3 clusters Score: Raw -1380965.514040 + Penalty 617.046019 = -1380348.468021 nChanged 15 SP:Iteration 7Q (105.007550 sec): 3 clusters Score: Raw -1380975.987792 + Penalty 619.352123 = -1380356.635669 nChanged 4 SP:Iteration 8Q (105.034148 sec): 3 clusters Score: Raw -1380977.307323 + Penalty 630.246902 = -1380347.060421 nChanged 5 SP:Iteration 9F (105.068467 sec): 3 clusters Score: Raw -1380980.527767 + Penalty 641.970456 = -1380338.557311 nChanged 4 SP:Iteration 10F (105.102345 sec): 3 clusters Score: Raw -1380982.366681 + Penalty 643.006283 = -1380339.360398 nChanged 2 SP:Iteration 11Q (105.128779 sec): 3 clusters Score: Raw -1380982.697807 + Penalty 639.971367 = -1380342.726440 nChanged 1 SP:Iteration 12Q (105.155550 sec): 3 clusters Score: Raw -1380983.032875 + Penalty 639.971367 = -1380343.061509 nChanged 0 SP:Iteration 13F (105.189495 sec): 3 clusters Score: Raw -1380983.032875 + Penalty 639.971367 = -1380343.061509 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 11 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.203216 sec): 2 clusters Score: Raw -57586.706863 + Penalty 404.880321 = -57181.826541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.204748 sec): 3 clusters Score: Raw -57190.847532 + Penalty 809.367751 = -56381.479782 nChanged 272 SP:Iteration 1F (105.206230 sec): 3 clusters Score: Raw -57377.667621 + Penalty 831.489297 = -56546.178324 nChanged 103 SP:Iteration 2F (105.207698 sec): 3 clusters Score: Raw -57478.261521 + Penalty 849.893234 = -56628.368288 nChanged 45 SP:Iteration 3F (105.209173 sec): 3 clusters Score: Raw -57519.125746 + Penalty 876.401068 = -56642.724678 nChanged 24 SP:Iteration 4Q (105.210646 sec): 3 clusters Score: Raw -57554.482755 + Penalty 899.960499 = -56654.522257 nChanged 20 SP:Iteration 5Q (105.212044 sec): 3 clusters Score: Raw -57576.672008 + Penalty 915.512662 = -56661.159346 nChanged 14 SP:Iteration 6Q (105.213448 sec): 3 clusters Score: Raw -57589.001254 + Penalty 929.077026 = -56659.924228 nChanged 5 SP:Iteration 7F (105.214930 sec): 3 clusters Score: Raw -57592.207133 + Penalty 929.857415 = -56662.349718 nChanged 5 SP:Iteration 8Q (105.216228 sec): 3 clusters Score: Raw -57599.135853 + Penalty 928.314296 = -56670.821557 nChanged 2 SP:Iteration 9Q (105.217551 sec): 3 clusters Score: Raw -57601.754819 + Penalty 926.709630 = -56675.045189 nChanged 1 SP:Iteration 10F (105.219027 sec): 3 clusters Score: Raw -57602.142352 + Penalty 926.709630 = -56675.432722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.220911 sec): 2 clusters Score: Raw -42824.240502 + Penalty 408.743907 = -42415.496595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.222031 sec): 3 clusters Score: Raw -42588.637919 + Penalty 829.057244 = -41759.580675 nChanged 183 SP:Iteration 1F (105.223158 sec): 3 clusters Score: Raw -42717.045643 + Penalty 844.908685 = -41872.136958 nChanged 55 SP:Iteration 2F (105.224265 sec): 3 clusters Score: Raw -42769.012809 + Penalty 867.299838 = -41901.712971 nChanged 36 SP:Iteration 3F (105.225364 sec): 3 clusters Score: Raw -42812.025424 + Penalty 898.813294 = -41913.212130 nChanged 37 SP:Iteration 4F (105.226468 sec): 3 clusters Score: Raw -42856.577220 + Penalty 924.790642 = -41931.786578 nChanged 22 SP:Iteration 5Q (105.227559 sec): 3 clusters Score: Raw -42882.497255 + Penalty 938.210651 = -41944.286604 nChanged 13 SP:Iteration 6Q (105.228606 sec): 3 clusters Score: Raw -42904.504528 + Penalty 945.993651 = -41958.510877 nChanged 12 SP:Iteration 7Q (105.229630 sec): 3 clusters Score: Raw -42924.877745 + Penalty 947.279236 = -41977.598509 nChanged 7 SP:Iteration 8Q (105.230631 sec): 3 clusters Score: Raw -42933.692164 + Penalty 950.124662 = -41983.567503 nChanged 2 SP:Iteration 9Q (105.231620 sec): 3 clusters Score: Raw -42940.472804 + Penalty 952.018998 = -41988.453806 nChanged 3 SP:Iteration 10F (105.232758 sec): 3 clusters Score: Raw -42945.408382 + Penalty 952.807248 = -41992.601134 nChanged 2 SP:Iteration 11Q (105.233756 sec): 3 clusters Score: Raw -42946.932230 + Penalty 951.621236 = -41995.310994 nChanged 2 SP:Iteration 12Q (105.234747 sec): 3 clusters Score: Raw -42948.276949 + Penalty 948.990179 = -41999.286770 nChanged 2 SP:Iteration 13Q (105.235736 sec): 3 clusters Score: Raw -42953.424551 + Penalty 946.172830 = -42007.251721 nChanged 2 SP:Iteration 14Q (105.236746 sec): 3 clusters Score: Raw -42956.495674 + Penalty 941.675429 = -42014.820245 nChanged 3 SP:Iteration 15Q (105.237749 sec): 3 clusters Score: Raw -42959.641372 + Penalty 940.179360 = -42019.462012 nChanged 4 SP:Iteration 16Q (105.238740 sec): 3 clusters Score: Raw -42967.282681 + Penalty 934.108141 = -42033.174540 nChanged 6 SP:Iteration 17Q (105.239729 sec): 3 clusters Score: Raw -42980.080531 + Penalty 933.040924 = -42047.039607 nChanged 3 SP:Iteration 18Q (105.240765 sec): 3 clusters Score: Raw -42982.595533 + Penalty 933.040924 = -42049.554610 nChanged 0 SP:Iteration 19F (105.241913 sec): 3 clusters Score: Raw -42982.595533 + Penalty 933.040924 = -42049.554610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (1333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.248800 sec): 2 clusters Score: Raw -108471.349680 + Penalty 316.025648 = -108155.324032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.251444 sec): 3 clusters Score: Raw -107671.320418 + Penalty 639.336123 = -107031.984295 nChanged 579 SP:Iteration 1F (105.253982 sec): 3 clusters Score: Raw -107985.714298 + Penalty 646.539973 = -107339.174325 nChanged 135 SP:Iteration 2F (105.256504 sec): 3 clusters Score: Raw -108066.027711 + Penalty 649.933439 = -107416.094272 nChanged 99 SP:Iteration 3F (105.259008 sec): 3 clusters Score: Raw -108153.040996 + Penalty 658.408906 = -107494.632090 nChanged 100 SP:Iteration 4F (105.261564 sec): 3 clusters Score: Raw -108254.376657 + Penalty 669.002251 = -107585.374406 nChanged 76 SP:Iteration 5F (105.264040 sec): 3 clusters Score: Raw -108321.352901 + Penalty 675.039217 = -107646.313684 nChanged 56 SP:Iteration 6Q (105.266368 sec): 3 clusters Score: Raw -108368.168943 + Penalty 698.634526 = -107669.534417 nChanged 47 SP:Iteration 7Q (105.268667 sec): 3 clusters Score: Raw -108412.217488 + Penalty 702.383867 = -107709.833621 nChanged 30 SP:Iteration 8Q (105.270897 sec): 3 clusters Score: Raw -108434.804834 + Penalty 701.853490 = -107732.951344 nChanged 19 SP:Iteration 9Q (105.273122 sec): 3 clusters Score: Raw -108448.025522 + Penalty 716.219197 = -107731.806326 nChanged 19 SP:Iteration 10F (105.275585 sec): 3 clusters Score: Raw -108458.074860 + Penalty 733.216176 = -107724.858683 nChanged 13 SP:Iteration 11F (105.278058 sec): 3 clusters Score: Raw -108462.228129 + Penalty 767.857145 = -107694.370984 nChanged 11 SP:Iteration 12F (105.280504 sec): 3 clusters Score: Raw -108466.326859 + Penalty 827.137410 = -107639.189449 nChanged 17 SP:Iteration 13F (105.282994 sec): 3 clusters Score: Raw -108477.082506 + Penalty 906.564982 = -107570.517524 nChanged 11 SP:Iteration 14F (105.285460 sec): 3 clusters Score: Raw -108481.569011 + Penalty 1012.381937 = -107469.187074 nChanged 4 SP:Iteration 15F (105.287933 sec): 3 clusters Score: Raw -108484.119259 + Penalty 1012.381937 = -107471.737323 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 14 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.297038 sec): 2 clusters Score: Raw -52806.413031 + Penalty 229.826408 = -52576.586623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.298491 sec): 3 clusters Score: Raw -52423.849376 + Penalty 465.632959 = -51958.216417 nChanged 279 SP:Iteration 1F (105.299895 sec): 3 clusters Score: Raw -52587.820227 + Penalty 469.208625 = -52118.611602 nChanged 75 SP:Iteration 2F (105.301317 sec): 3 clusters Score: Raw -52623.266160 + Penalty 471.571527 = -52151.694634 nChanged 39 SP:Iteration 3F (105.302759 sec): 3 clusters Score: Raw -52642.945780 + Penalty 475.227243 = -52167.718537 nChanged 39 SP:Iteration 4F (105.304160 sec): 3 clusters Score: Raw -52666.647504 + Penalty 478.673005 = -52187.974499 nChanged 28 SP:Iteration 5Q (105.305559 sec): 3 clusters Score: Raw -52683.978341 + Penalty 486.214215 = -52197.764126 nChanged 30 SP:Iteration 6Q (105.306970 sec): 3 clusters Score: Raw -52704.853057 + Penalty 489.876595 = -52214.976462 nChanged 29 SP:Iteration 7Q (105.308389 sec): 3 clusters Score: Raw -52723.909151 + Penalty 498.927884 = -52224.981267 nChanged 22 SP:Iteration 8Q (105.309793 sec): 3 clusters Score: Raw -52740.543637 + Penalty 508.022961 = -52232.520676 nChanged 26 SP:Iteration 9Q (105.311222 sec): 3 clusters Score: Raw -52766.653503 + Penalty 526.537361 = -52240.116143 nChanged 22 SP:Iteration 10F (105.312644 sec): 3 clusters Score: Raw -52799.988341 + Penalty 553.134606 = -52246.853735 nChanged 15 SP:Iteration 11Q (105.314048 sec): 3 clusters Score: Raw -52818.654240 + Penalty 592.711586 = -52225.942655 nChanged 16 SP:Iteration 12F (105.315487 sec): 3 clusters Score: Raw -52844.666923 + Penalty 642.363951 = -52202.302973 nChanged 10 SP:Iteration 13F (105.316892 sec): 3 clusters Score: Raw -52863.245675 + Penalty 663.550977 = -52199.694697 nChanged 4 SP:Iteration 14F (105.318289 sec): 3 clusters Score: Raw -52873.475086 + Penalty 664.682077 = -52208.793009 nChanged 1 SP:Iteration 15Q (105.319473 sec): 3 clusters Score: Raw -52875.227668 + Penalty 666.885026 = -52208.342642 nChanged 1 SP:Iteration 16F (105.320884 sec): 3 clusters Score: Raw -52876.269211 + Penalty 666.885026 = -52209.384184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 15 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.322818 sec): 2 clusters Score: Raw -42739.229004 + Penalty 498.600851 = -42240.628153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.324002 sec): 3 clusters Score: Raw -42500.232060 + Penalty 1025.710825 = -41474.521235 nChanged 152 SP:Iteration 1F (105.325134 sec): 3 clusters Score: Raw -42634.466933 + Penalty 1063.148500 = -41571.318433 nChanged 62 SP:Iteration 2F (105.326241 sec): 3 clusters Score: Raw -42700.116654 + Penalty 1100.955053 = -41599.161602 nChanged 30 SP:Iteration 3F (105.327344 sec): 3 clusters Score: Raw -42739.813919 + Penalty 1130.660553 = -41609.153366 nChanged 18 SP:Iteration 4Q (105.328460 sec): 3 clusters Score: Raw -42759.239465 + Penalty 1141.896578 = -41617.342887 nChanged 12 SP:Iteration 5Q (105.329539 sec): 3 clusters Score: Raw -42769.158451 + Penalty 1146.410444 = -41622.748007 nChanged 4 SP:Iteration 6Q (105.330596 sec): 3 clusters Score: Raw -42773.054281 + Penalty 1156.926138 = -41616.128143 nChanged 5 SP:Iteration 7F (105.331688 sec): 3 clusters Score: Raw -42776.599914 + Penalty 1160.973919 = -41615.625995 nChanged 3 SP:Iteration 8F (105.332826 sec): 3 clusters Score: Raw -42778.411659 + Penalty 1164.337339 = -41614.074320 nChanged 1 SP:Iteration 9F (105.333938 sec): 3 clusters Score: Raw -42779.580000 + Penalty 1171.078142 = -41608.501858 nChanged 2 SP:Iteration 10F (105.335041 sec): 3 clusters Score: Raw -42783.654074 + Penalty 1177.865084 = -41605.788989 nChanged 3 SP:Iteration 11F (105.336140 sec): 3 clusters Score: Raw -42787.612982 + Penalty 1186.491735 = -41601.121247 nChanged 2 SP:Iteration 12F (105.337262 sec): 3 clusters Score: Raw -42791.324757 + Penalty 1189.908513 = -41601.416244 nChanged 1 SP:Iteration 13Q (105.338300 sec): 3 clusters Score: Raw -42792.423962 + Penalty 1194.239649 = -41598.184313 nChanged 2 SP:Iteration 14F (105.339403 sec): 3 clusters Score: Raw -42793.369427 + Penalty 1194.797653 = -41598.571773 nChanged 1 SP:Iteration 15Q (105.340436 sec): 3 clusters Score: Raw -42794.477211 + Penalty 1195.673385 = -41598.803825 nChanged 1 SP:Iteration 16Q (105.341490 sec): 3 clusters Score: Raw -42796.267616 + Penalty 1198.287263 = -41597.980353 nChanged 1 SP:Iteration 17F (105.342622 sec): 3 clusters Score: Raw -42797.946542 + Penalty 1200.888866 = -41597.057677 nChanged 1 SP:Iteration 18F (105.343743 sec): 3 clusters Score: Raw -42800.733656 + Penalty 1204.974859 = -41595.758797 nChanged 2 SP:Iteration 19F (105.344873 sec): 3 clusters Score: Raw -42804.708525 + Penalty 1211.468076 = -41593.240448 nChanged 2 SP:Iteration 20F (105.346051 sec): 3 clusters Score: Raw -42809.606537 + Penalty 1214.454006 = -41595.152531 nChanged 1 SP:Iteration 21Q (105.347113 sec): 3 clusters Score: Raw -42811.374712 + Penalty 1216.906551 = -41594.468161 nChanged 1 SP:Iteration 22F (105.348270 sec): 3 clusters Score: Raw -42812.915479 + Penalty 1216.906551 = -41596.008929 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 16 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.350400 sec): 2 clusters Score: Raw -46600.009065 + Penalty 254.134944 = -46345.874121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.351693 sec): 3 clusters Score: Raw -46273.786919 + Penalty 526.406604 = -45747.380314 nChanged 229 SP:Iteration 1F (105.352960 sec): 3 clusters Score: Raw -46509.924890 + Penalty 557.300088 = -45952.624802 nChanged 72 SP:Iteration 2F (105.354220 sec): 3 clusters Score: Raw -46576.816245 + Penalty 572.460601 = -46004.355644 nChanged 21 SP:Iteration 3Q (105.355496 sec): 3 clusters Score: Raw -46597.083098 + Penalty 594.835871 = -46002.247227 nChanged 15 SP:Iteration 4F (105.356763 sec): 3 clusters Score: Raw -46611.321820 + Penalty 608.277632 = -46003.044187 nChanged 8 SP:Iteration 5Q (105.357943 sec): 3 clusters Score: Raw -46619.386891 + Penalty 615.794701 = -46003.592189 nChanged 2 SP:Iteration 6Q (105.359082 sec): 3 clusters Score: Raw -46621.116945 + Penalty 613.001883 = -46008.115062 nChanged 1 SP:Iteration 7Q (105.360271 sec): 3 clusters Score: Raw -46624.294360 + Penalty 613.001883 = -46011.292477 nChanged 0 SP:Iteration 8F (105.361534 sec): 3 clusters Score: Raw -46624.294360 + Penalty 613.001883 = -46011.292477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.363895 sec): 2 clusters Score: Raw -57263.895946 + Penalty 596.073316 = -56667.822630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.365327 sec): 3 clusters Score: Raw -56970.357471 + Penalty 1197.253417 = -55773.104054 nChanged 246 SP:Iteration 1F (105.366723 sec): 3 clusters Score: Raw -57135.774472 + Penalty 1208.965657 = -55926.808815 nChanged 68 SP:Iteration 2F (105.368108 sec): 3 clusters Score: Raw -57194.962273 + Penalty 1219.733444 = -55975.228829 nChanged 44 SP:Iteration 3F (105.369522 sec): 3 clusters Score: Raw -57236.223815 + Penalty 1228.471151 = -56007.752664 nChanged 33 SP:Iteration 4Q (105.370985 sec): 3 clusters Score: Raw -57263.719786 + Penalty 1235.881598 = -56027.838188 nChanged 23 SP:Iteration 5Q (105.372428 sec): 3 clusters Score: Raw -57287.096360 + Penalty 1247.306468 = -56039.789892 nChanged 21 SP:Iteration 6Q (105.373813 sec): 3 clusters Score: Raw -57309.268966 + Penalty 1252.959607 = -56056.309359 nChanged 10 SP:Iteration 7Q (105.375188 sec): 3 clusters Score: Raw -57318.932281 + Penalty 1255.055634 = -56063.876647 nChanged 11 SP:Iteration 8Q (105.376570 sec): 3 clusters Score: Raw -57331.588871 + Penalty 1256.503121 = -56075.085749 nChanged 7 SP:Iteration 9Q (105.377929 sec): 3 clusters Score: Raw -57340.815365 + Penalty 1254.976698 = -56085.838667 nChanged 6 SP:Iteration 10F (105.379344 sec): 3 clusters Score: Raw -57347.080803 + Penalty 1255.783334 = -56091.297469 nChanged 3 SP:Iteration 11Q (105.380710 sec): 3 clusters Score: Raw -57351.014602 + Penalty 1257.070740 = -56093.943862 nChanged 2 SP:Iteration 12Q (105.382058 sec): 3 clusters Score: Raw -57351.557173 + Penalty 1258.239753 = -56093.317421 nChanged 1 SP:Iteration 13F (105.383440 sec): 3 clusters Score: Raw -57352.823586 + Penalty 1258.364093 = -56094.459493 nChanged 2 SP:Iteration 14Q (105.384811 sec): 3 clusters Score: Raw -57353.921587 + Penalty 1258.711658 = -56095.209929 nChanged 1 SP:Iteration 15Q (105.386159 sec): 3 clusters Score: Raw -57354.838157 + Penalty 1258.492155 = -56096.346002 nChanged 1 SP:Iteration 16Q (105.387498 sec): 3 clusters Score: Raw -57355.214578 + Penalty 1258.492155 = -56096.722424 nChanged 0 SP:Iteration 17F (105.388909 sec): 3 clusters Score: Raw -57355.214578 + Penalty 1258.492155 = -56096.722424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.389819 sec): 2 clusters Score: Raw -3920.786708 + Penalty 635.986311 = -3284.800397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.390196 sec): 3 clusters Score: Raw -4203.932075 + Penalty 1271.987286 = -2931.944789 nChanged 4 SP:Iteration 1Q (105.390541 sec): 3 clusters Score: Raw -4216.231735 + Penalty 1271.368079 = -2944.863656 nChanged 1 SP:Iteration 2Q (105.390884 sec): 3 clusters Score: Raw -4221.329736 + Penalty 1271.368079 = -2949.961658 nChanged 0 SP:Iteration 3F (105.391251 sec): 3 clusters Score: Raw -4221.329736 + Penalty 1271.368079 = -2949.961658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 20 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.393290 sec): 2 clusters Score: Raw -38206.685367 + Penalty 457.671137 = -37749.014231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.394415 sec): 3 clusters Score: Raw -37997.733277 + Penalty 916.378850 = -37081.354427 nChanged 156 SP:Iteration 1F (105.395512 sec): 3 clusters Score: Raw -38132.863465 + Penalty 917.308762 = -37215.554703 nChanged 48 SP:Iteration 2F (105.396568 sec): 3 clusters Score: Raw -38186.461609 + Penalty 917.291765 = -37269.169844 nChanged 21 SP:Iteration 3Q (105.397639 sec): 3 clusters Score: Raw -38203.572091 + Penalty 917.620485 = -37285.951606 nChanged 19 SP:Iteration 4Q (105.398703 sec): 3 clusters Score: Raw -38213.892274 + Penalty 918.526861 = -37295.365413 nChanged 12 SP:Iteration 5Q (105.399749 sec): 3 clusters Score: Raw -38224.141028 + Penalty 918.890832 = -37305.250196 nChanged 10 SP:Iteration 6Q (105.400773 sec): 3 clusters Score: Raw -38235.801542 + Penalty 918.986180 = -37316.815362 nChanged 10 SP:Iteration 7Q (105.401789 sec): 3 clusters Score: Raw -38246.001756 + Penalty 918.867194 = -37327.134562 nChanged 5 SP:Iteration 8Q (105.402804 sec): 3 clusters Score: Raw -38247.753827 + Penalty 918.912413 = -37328.841414 nChanged 2 SP:Iteration 9Q (105.403835 sec): 3 clusters Score: Raw -38248.575347 + Penalty 918.916795 = -37329.658552 nChanged 1 SP:Iteration 10F (105.404891 sec): 3 clusters Score: Raw -38248.933071 + Penalty 919.171354 = -37329.761717 nChanged 1 SP:Iteration 11Q (105.405904 sec): 3 clusters Score: Raw -38249.337770 + Penalty 919.384875 = -37329.952895 nChanged 1 SP:Iteration 12Q (105.406917 sec): 3 clusters Score: Raw -38249.804242 + Penalty 919.930433 = -37329.873809 nChanged 2 SP:Iteration 13F (105.407974 sec): 3 clusters Score: Raw -38250.408635 + Penalty 919.813998 = -37330.594637 nChanged 1 SP:Iteration 14Q (105.409007 sec): 3 clusters Score: Raw -38251.243287 + Penalty 919.679521 = -37331.563766 nChanged 1 SP:Iteration 15Q (105.410024 sec): 3 clusters Score: Raw -38251.856803 + Penalty 919.679521 = -37332.177282 nChanged 0 SP:Iteration 16F (105.411076 sec): 3 clusters Score: Raw -38251.856803 + Penalty 919.679521 = -37332.177282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.412457 sec): 2 clusters Score: Raw -14546.127088 + Penalty 552.488380 = -13993.638709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.413032 sec): 3 clusters Score: Raw -14522.831517 + Penalty 1114.243530 = -13408.587987 nChanged 26 SP:Iteration 1F (105.413580 sec): 3 clusters Score: Raw -14569.340745 + Penalty 1115.748566 = -13453.592180 nChanged 10 SP:Iteration 2F (105.414123 sec): 3 clusters Score: Raw -14584.113651 + Penalty 1118.432616 = -13465.681035 nChanged 4 SP:Iteration 3Q (105.414652 sec): 3 clusters Score: Raw -14591.136178 + Penalty 1120.387086 = -13470.749092 nChanged 2 SP:Iteration 4Q (105.415176 sec): 3 clusters Score: Raw -14598.183332 + Penalty 1120.387086 = -13477.796246 nChanged 0 SP:Iteration 5F (105.415717 sec): 3 clusters Score: Raw -14598.183332 + Penalty 1120.387086 = -13477.796246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.417803 sec): 2 clusters Score: Raw -22776.021945 + Penalty 350.178186 = -22425.843759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.418514 sec): 3 clusters Score: Raw -22642.716365 + Penalty 699.828885 = -21942.887479 nChanged 85 SP:Iteration 1F (105.419209 sec): 3 clusters Score: Raw -22721.057213 + Penalty 698.361348 = -22022.695865 nChanged 30 SP:Iteration 2F (105.419903 sec): 3 clusters Score: Raw -22746.764298 + Penalty 696.555522 = -22050.208776 nChanged 13 SP:Iteration 3Q (105.420590 sec): 3 clusters Score: Raw -22757.598086 + Penalty 696.031729 = -22061.566356 nChanged 9 SP:Iteration 4Q (105.421276 sec): 3 clusters Score: Raw -22766.704596 + Penalty 694.595673 = -22072.108923 nChanged 4 SP:Iteration 5Q (105.421957 sec): 3 clusters Score: Raw -22769.985642 + Penalty 694.952879 = -22075.032762 nChanged 4 SP:Iteration 6Q (105.422663 sec): 3 clusters Score: Raw -22772.441784 + Penalty 694.622939 = -22077.818845 nChanged 2 SP:Iteration 7Q (105.423344 sec): 3 clusters Score: Raw -22773.482468 + Penalty 694.764801 = -22078.717668 nChanged 2 SP:Iteration 8Q (105.424022 sec): 3 clusters Score: Raw -22774.339931 + Penalty 694.643488 = -22079.696443 nChanged 1 SP:Iteration 9Q (105.424726 sec): 3 clusters Score: Raw -22774.710793 + Penalty 693.517497 = -22081.193297 nChanged 2 SP:Iteration 10F (105.425418 sec): 3 clusters Score: Raw -22781.723173 + Penalty 693.076939 = -22088.646234 nChanged 3 SP:Iteration 11Q (105.426089 sec): 3 clusters Score: Raw -22785.958571 + Penalty 694.011939 = -22091.946632 nChanged 3 SP:Iteration 12Q (105.426758 sec): 3 clusters Score: Raw -22790.065665 + Penalty 694.274731 = -22095.790934 nChanged 1 SP:Iteration 13Q (105.427446 sec): 3 clusters Score: Raw -22790.297591 + Penalty 694.690267 = -22095.607324 nChanged 1 SP:Iteration 14F (105.428138 sec): 3 clusters Score: Raw -22790.785976 + Penalty 694.427723 = -22096.358252 nChanged 1 SP:Iteration 15Q (105.428805 sec): 3 clusters Score: Raw -22791.285559 + Penalty 694.427723 = -22096.857835 nChanged 0 SP:Iteration 16F (105.429496 sec): 3 clusters Score: Raw -22791.285559 + Penalty 694.427723 = -22096.857835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.431875 sec): 2 clusters Score: Raw -28633.179338 + Penalty 894.906258 = -27738.273080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.432719 sec): 3 clusters Score: Raw -28608.212406 + Penalty 1784.155282 = -26824.057124 nChanged 73 SP:Iteration 1F (105.433542 sec): 3 clusters Score: Raw -28738.085313 + Penalty 1781.007044 = -26957.078269 nChanged 25 SP:Iteration 2F (105.434358 sec): 3 clusters Score: Raw -28798.184147 + Penalty 1777.656131 = -27020.528016 nChanged 12 SP:Iteration 3Q (105.435143 sec): 3 clusters Score: Raw -28823.282359 + Penalty 1774.874318 = -27048.408041 nChanged 7 SP:Iteration 4Q (105.435921 sec): 3 clusters Score: Raw -28832.716001 + Penalty 1773.857713 = -27058.858288 nChanged 3 SP:Iteration 5Q (105.436715 sec): 3 clusters Score: Raw -28838.830023 + Penalty 1772.673623 = -27066.156400 nChanged 2 SP:Iteration 6Q (105.437492 sec): 3 clusters Score: Raw -28840.866481 + Penalty 1772.126025 = -27068.740456 nChanged 2 SP:Iteration 7Q (105.438262 sec): 3 clusters Score: Raw -28843.907669 + Penalty 1772.126025 = -27071.781644 nChanged 0 SP:Iteration 8F (105.439079 sec): 3 clusters Score: Raw -28843.907669 + Penalty 1772.126025 = -27071.781644 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.443690 sec): 2 clusters Score: Raw -113278.790073 + Penalty 782.421734 = -112496.368339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.446198 sec): 3 clusters Score: Raw -112652.374412 + Penalty 1565.968171 = -111086.406241 nChanged 456 SP:Iteration 1F (105.448731 sec): 3 clusters Score: Raw -112962.815066 + Penalty 1566.969527 = -111395.845539 nChanged 107 SP:Iteration 2F (105.451269 sec): 3 clusters Score: Raw -113035.529230 + Penalty 1568.881147 = -111466.648083 nChanged 66 SP:Iteration 3F (105.453667 sec): 3 clusters Score: Raw -113082.427381 + Penalty 1569.512826 = -111512.914555 nChanged 54 SP:Iteration 4Q (105.456039 sec): 3 clusters Score: Raw -113118.468989 + Penalty 1571.066976 = -111547.402013 nChanged 38 SP:Iteration 5Q (105.458407 sec): 3 clusters Score: Raw -113141.281504 + Penalty 1572.483432 = -111568.798072 nChanged 40 SP:Iteration 6Q (105.460765 sec): 3 clusters Score: Raw -113165.302290 + Penalty 1574.439958 = -111590.862332 nChanged 28 SP:Iteration 7Q (105.463094 sec): 3 clusters Score: Raw -113186.273550 + Penalty 1576.304723 = -111609.968827 nChanged 28 SP:Iteration 8Q (105.465472 sec): 3 clusters Score: Raw -113205.600626 + Penalty 1578.361444 = -111627.239182 nChanged 24 SP:Iteration 9Q (105.468025 sec): 3 clusters Score: Raw -113220.395845 + Penalty 1580.096554 = -111640.299291 nChanged 14 SP:Iteration 10F (105.470835 sec): 3 clusters Score: Raw -113228.185819 + Penalty 1582.327455 = -111645.858364 nChanged 18 SP:Iteration 11Q (105.473390 sec): 3 clusters Score: Raw -113236.089281 + Penalty 1584.895503 = -111651.193779 nChanged 17 SP:Iteration 12Q (105.475711 sec): 3 clusters Score: Raw -113247.440668 + Penalty 1588.816962 = -111658.623706 nChanged 21 SP:Iteration 13Q (105.477979 sec): 3 clusters Score: Raw -113258.720986 + Penalty 1591.864104 = -111666.856882 nChanged 25 SP:Iteration 14Q (105.480264 sec): 3 clusters Score: Raw -113270.983137 + Penalty 1595.516458 = -111675.466679 nChanged 23 SP:Iteration 15Q (105.482538 sec): 3 clusters Score: Raw -113284.073859 + Penalty 1599.008650 = -111685.065209 nChanged 23 SP:Iteration 16Q (105.484833 sec): 3 clusters Score: Raw -113298.544906 + Penalty 1602.582418 = -111695.962488 nChanged 17 SP:Iteration 17Q (105.487116 sec): 3 clusters Score: Raw -113315.579373 + Penalty 1606.170944 = -111709.408429 nChanged 23 SP:Iteration 18Q (105.489372 sec): 3 clusters Score: Raw -113333.158159 + Penalty 1610.981119 = -111722.177040 nChanged 19 SP:Iteration 19Q (105.491622 sec): 3 clusters Score: Raw -113342.893522 + Penalty 1613.428325 = -111729.465198 nChanged 12 SP:Iteration 20F (105.493982 sec): 3 clusters Score: Raw -113348.147964 + Penalty 1615.701189 = -111732.446775 nChanged 11 SP:Iteration 21Q (105.496212 sec): 3 clusters Score: Raw -113354.012475 + Penalty 1619.544915 = -111734.467560 nChanged 10 SP:Iteration 22Q (105.498417 sec): 3 clusters Score: Raw -113362.396709 + Penalty 1624.127607 = -111738.269102 nChanged 13 SP:Iteration 23Q (105.500614 sec): 3 clusters Score: Raw -113369.442002 + Penalty 1627.547549 = -111741.894454 nChanged 10 SP:Iteration 24Q (105.502816 sec): 3 clusters Score: Raw -113373.983431 + Penalty 1632.104765 = -111741.878665 nChanged 15 SP:Iteration 25F (105.505207 sec): 3 clusters Score: Raw -113384.564233 + Penalty 1635.421622 = -111749.142611 nChanged 15 SP:Iteration 26Q (105.507393 sec): 3 clusters Score: Raw -113396.454544 + Penalty 1642.591411 = -111753.863133 nChanged 17 SP:Iteration 27Q (105.509541 sec): 3 clusters Score: Raw -113411.258050 + Penalty 1648.885860 = -111762.372189 nChanged 16 SP:Iteration 28Q (105.511654 sec): 3 clusters Score: Raw -113430.827643 + Penalty 1653.473056 = -111777.354587 nChanged 16 SP:Iteration 29Q (105.513780 sec): 3 clusters Score: Raw -113444.880314 + Penalty 1656.368467 = -111788.511846 nChanged 12 SP:Iteration 30F (105.516187 sec): 3 clusters Score: Raw -113454.718050 + Penalty 1659.906857 = -111794.811192 nChanged 7 SP:Iteration 31Q (105.518279 sec): 3 clusters Score: Raw -113461.058368 + Penalty 1661.201423 = -111799.856944 nChanged 4 SP:Iteration 32Q (105.520376 sec): 3 clusters Score: Raw -113462.661685 + Penalty 1661.737645 = -111800.924040 nChanged 2 SP:Iteration 33Q (105.522450 sec): 3 clusters Score: Raw -113463.074754 + Penalty 1661.737645 = -111801.337110 nChanged 0 SP:Iteration 34F (105.524863 sec): 3 clusters Score: Raw -113463.074754 + Penalty 1661.737645 = -111801.337110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.525902 sec): 2 clusters Score: Raw -11305.343633 + Penalty 471.517541 = -10833.826092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.526355 sec): 3 clusters Score: Raw -11279.005463 + Penalty 943.849341 = -10335.156122 nChanged 16 SP:Iteration 1F (105.526801 sec): 3 clusters Score: Raw -11298.273313 + Penalty 943.559568 = -10354.713745 nChanged 7 SP:Iteration 2F (105.527246 sec): 3 clusters Score: Raw -11310.903755 + Penalty 943.586495 = -10367.317260 nChanged 2 SP:Iteration 3Q (105.527685 sec): 3 clusters Score: Raw -11313.529455 + Penalty 943.280140 = -10370.249315 nChanged 3 SP:Iteration 4Q (105.528133 sec): 3 clusters Score: Raw -11318.838725 + Penalty 943.280140 = -10375.558585 nChanged 0 SP:Iteration 5F (105.528607 sec): 3 clusters Score: Raw -11318.838725 + Penalty 943.280140 = -10375.558585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.529276 sec): 2 clusters Score: Raw -4380.629133 + Penalty 253.276264 = -4127.352869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.529591 sec): 3 clusters Score: Raw -4394.830959 + Penalty 519.848673 = -3874.982286 nChanged 4 SP:Iteration 1F (105.529902 sec): 3 clusters Score: Raw -4406.212174 + Penalty 527.930623 = -3878.281551 nChanged 3 SP:Iteration 2F (105.530210 sec): 3 clusters Score: Raw -4413.069204 + Penalty 527.930623 = -3885.138580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.531669 sec): 2 clusters Score: Raw -26888.410021 + Penalty 321.510731 = -26566.899290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.532512 sec): 3 clusters Score: Raw -26732.683346 + Penalty 684.121739 = -26048.561607 nChanged 115 SP:Iteration 1F (105.533351 sec): 3 clusters Score: Raw -26873.385028 + Penalty 710.594753 = -26162.790275 nChanged 34 SP:Iteration 2F (105.534224 sec): 3 clusters Score: Raw -26920.522013 + Penalty 725.183505 = -26195.338507 nChanged 16 SP:Iteration 3Q (105.535044 sec): 3 clusters Score: Raw -26953.684779 + Penalty 726.172631 = -26227.512148 nChanged 6 SP:Iteration 4Q (105.535831 sec): 3 clusters Score: Raw -26960.672254 + Penalty 730.612151 = -26230.060103 nChanged 3 SP:Iteration 5Q (105.536600 sec): 3 clusters Score: Raw -26965.517848 + Penalty 732.853915 = -26232.663934 nChanged 2 SP:Iteration 6Q (105.537352 sec): 3 clusters Score: Raw -26969.030007 + Penalty 734.025084 = -26235.004923 nChanged 1 SP:Iteration 7Q (105.538102 sec): 3 clusters Score: Raw -26969.538750 + Penalty 731.943364 = -26237.595387 nChanged 1 SP:Iteration 8Q (105.538836 sec): 3 clusters Score: Raw -26969.996200 + Penalty 732.193868 = -26237.802332 nChanged 2 SP:Iteration 9Q (105.539566 sec): 3 clusters Score: Raw -26971.790622 + Penalty 732.193868 = -26239.596754 nChanged 0 SP:Iteration 10F (105.540375 sec): 3 clusters Score: Raw -26971.790622 + Penalty 732.193868 = -26239.596754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 30 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.540930 sec): 2 clusters Score: Raw -1836.987487 + Penalty 273.554911 = -1563.432576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.541188 sec): 3 clusters Score: Raw -1834.386440 + Penalty 546.759655 = -1287.626785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.541673 sec): 2 clusters Score: Raw -494.825020 + Penalty 170.654826 = -324.170194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.541892 sec): 3 clusters Score: Raw -493.851383 + Penalty 349.344440 = -144.506942 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.544296 sec): 2 clusters Score: Raw -53759.859922 + Penalty 504.361046 = -53255.498876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.545754 sec): 3 clusters Score: Raw -53418.044953 + Penalty 1010.095777 = -52407.949177 nChanged 236 SP:Iteration 1F (105.547196 sec): 3 clusters Score: Raw -53585.243824 + Penalty 1030.165648 = -52555.078176 nChanged 94 SP:Iteration 2F (105.548692 sec): 3 clusters Score: Raw -53696.190709 + Penalty 1057.885329 = -52638.305380 nChanged 54 SP:Iteration 3F (105.550162 sec): 3 clusters Score: Raw -53750.386210 + Penalty 1091.404908 = -52658.981303 nChanged 28 SP:Iteration 4Q (105.551625 sec): 3 clusters Score: Raw -53781.248801 + Penalty 1121.591908 = -52659.656893 nChanged 19 SP:Iteration 5Q (105.553099 sec): 3 clusters Score: Raw -53804.824516 + Penalty 1149.777463 = -52655.047053 nChanged 16 SP:Iteration 6F (105.554528 sec): 3 clusters Score: Raw -53820.765039 + Penalty 1158.802553 = -52661.962486 nChanged 8 SP:Iteration 7Q (105.555885 sec): 3 clusters Score: Raw -53833.039536 + Penalty 1169.518707 = -52663.520829 nChanged 5 SP:Iteration 8Q (105.557248 sec): 3 clusters Score: Raw -53841.089967 + Penalty 1193.780764 = -52647.309203 nChanged 5 SP:Iteration 9F (105.558662 sec): 3 clusters Score: Raw -53848.446721 + Penalty 1195.119345 = -52653.327375 nChanged 2 SP:Iteration 10F (105.560055 sec): 3 clusters Score: Raw -53850.810584 + Penalty 1195.151370 = -52655.659214 nChanged 1 SP:Iteration 11Q (105.561377 sec): 3 clusters Score: Raw -53853.252148 + Penalty 1200.986449 = -52652.265699 nChanged 2 SP:Iteration 12F (105.562785 sec): 3 clusters Score: Raw -53869.437170 + Penalty 1212.352847 = -52657.084323 nChanged 3 SP:Iteration 13Q (105.564055 sec): 3 clusters Score: Raw -53875.522139 + Penalty 1218.845224 = -52656.676915 nChanged 2 SP:Iteration 14F (105.565459 sec): 3 clusters Score: Raw -53877.164513 + Penalty 1215.210036 = -52661.954476 nChanged 1 SP:Iteration 15Q (105.566755 sec): 3 clusters Score: Raw -53880.624083 + Penalty 1217.148533 = -52663.475549 nChanged 1 SP:Iteration 16Q (105.568091 sec): 3 clusters Score: Raw -53883.175855 + Penalty 1216.507125 = -52666.668730 nChanged 1 SP:Iteration 17Q (105.569429 sec): 3 clusters Score: Raw -53884.704741 + Penalty 1220.600097 = -52664.104644 nChanged 1 SP:Iteration 18F (105.570930 sec): 3 clusters Score: Raw -53886.178552 + Penalty 1220.600097 = -52665.578455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.572170 sec): 2 clusters Score: Raw -17359.046075 + Penalty 849.202842 = -16509.843233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.572846 sec): 3 clusters Score: Raw -17375.935541 + Penalty 1699.412634 = -15676.522907 nChanged 41 SP:Iteration 1F (105.573493 sec): 3 clusters Score: Raw -17472.909781 + Penalty 1700.174157 = -15772.735624 nChanged 12 SP:Iteration 2Q (105.574139 sec): 3 clusters Score: Raw -17503.068189 + Penalty 1701.207597 = -15801.860593 nChanged 9 SP:Iteration 3Q (105.574769 sec): 3 clusters Score: Raw -17528.274384 + Penalty 1701.345903 = -15826.928481 nChanged 3 SP:Iteration 4Q (105.575393 sec): 3 clusters Score: Raw -17537.505837 + Penalty 1701.223199 = -15836.282638 nChanged 4 SP:Iteration 5Q (105.576001 sec): 3 clusters Score: Raw -17549.332545 + Penalty 1701.341560 = -15847.990985 nChanged 1 SP:Iteration 6Q (105.576606 sec): 3 clusters Score: Raw -17558.820623 + Penalty 1701.448936 = -15857.371687 nChanged 1 SP:Iteration 7Q (105.577205 sec): 3 clusters Score: Raw -17566.617702 + Penalty 1701.562307 = -15865.055395 nChanged 2 SP:Iteration 8Q (105.577803 sec): 3 clusters Score: Raw -17575.100262 + Penalty 1701.549817 = -15873.550445 nChanged 3 SP:Iteration 9Q (105.578399 sec): 3 clusters Score: Raw -17588.485282 + Penalty 1701.046103 = -15887.439179 nChanged 2 SP:Iteration 10F (105.579046 sec): 3 clusters Score: Raw -17598.246235 + Penalty 1700.883960 = -15897.362275 nChanged 1 SP:Iteration 11Q (105.579636 sec): 3 clusters Score: Raw -17600.307870 + Penalty 1700.779449 = -15899.528420 nChanged 1 SP:Iteration 12Q (105.580211 sec): 3 clusters Score: Raw -17603.255442 + Penalty 1700.779449 = -15902.475993 nChanged 0 SP:Iteration 13F (105.580858 sec): 3 clusters Score: Raw -17603.255442 + Penalty 1700.779449 = -15902.475993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 34 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.589191 sec): 2 clusters Score: Raw -146236.236618 + Penalty 1021.521144 = -145214.715474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.592402 sec): 3 clusters Score: Raw -145423.101919 + Penalty 2044.593275 = -143378.508644 nChanged 609 SP:Iteration 1F (105.595522 sec): 3 clusters Score: Raw -145776.306844 + Penalty 2047.700652 = -143728.606192 nChanged 162 SP:Iteration 2F (105.598629 sec): 3 clusters Score: Raw -145904.352558 + Penalty 2051.175683 = -143853.176875 nChanged 110 SP:Iteration 3F (105.601779 sec): 3 clusters Score: Raw -145986.453106 + Penalty 2054.594613 = -143931.858493 nChanged 99 SP:Iteration 4F (105.604863 sec): 3 clusters Score: Raw -146058.631577 + Penalty 2056.595360 = -144002.036217 nChanged 71 SP:Iteration 5Q (105.608015 sec): 3 clusters Score: Raw -146116.567596 + Penalty 2057.818564 = -144058.749032 nChanged 56 SP:Iteration 6Q (105.611134 sec): 3 clusters Score: Raw -146152.058136 + Penalty 2057.469401 = -144094.588735 nChanged 39 SP:Iteration 7Q (105.614276 sec): 3 clusters Score: Raw -146175.448747 + Penalty 2058.530595 = -144116.918152 nChanged 37 SP:Iteration 8Q (105.617415 sec): 3 clusters Score: Raw -146198.222465 + Penalty 2058.214924 = -144140.007541 nChanged 20 SP:Iteration 9Q (105.620542 sec): 3 clusters Score: Raw -146212.294541 + Penalty 2058.550583 = -144153.743958 nChanged 21 SP:Iteration 10F (105.623622 sec): 3 clusters Score: Raw -146227.629024 + Penalty 2061.281946 = -144166.347079 nChanged 18 SP:Iteration 11Q (105.626699 sec): 3 clusters Score: Raw -146240.650105 + Penalty 2062.930711 = -144177.719394 nChanged 14 SP:Iteration 12Q (105.629786 sec): 3 clusters Score: Raw -146248.673421 + Penalty 2065.221521 = -144183.451900 nChanged 11 SP:Iteration 13Q (105.632845 sec): 3 clusters Score: Raw -146258.067759 + Penalty 2068.375201 = -144189.692558 nChanged 12 SP:Iteration 14Q (105.635963 sec): 3 clusters Score: Raw -146268.483198 + Penalty 2070.571110 = -144197.912088 nChanged 12 SP:Iteration 15Q (105.639083 sec): 3 clusters Score: Raw -146276.533366 + Penalty 2071.115497 = -144205.417869 nChanged 10 SP:Iteration 16Q (105.642218 sec): 3 clusters Score: Raw -146282.981029 + Penalty 2074.180422 = -144208.800607 nChanged 9 SP:Iteration 17Q (105.645311 sec): 3 clusters Score: Raw -146288.331573 + Penalty 2077.072656 = -144211.258917 nChanged 7 SP:Iteration 18Q (105.648434 sec): 3 clusters Score: Raw -146294.629860 + Penalty 2079.336812 = -144215.293047 nChanged 9 SP:Iteration 19Q (105.651582 sec): 3 clusters Score: Raw -146300.752289 + Penalty 2081.687733 = -144219.064556 nChanged 7 SP:Iteration 20F (105.654713 sec): 3 clusters Score: Raw -146304.633509 + Penalty 2082.914647 = -144221.718862 nChanged 7 SP:Iteration 21Q (105.657820 sec): 3 clusters Score: Raw -146308.937731 + Penalty 2086.031150 = -144222.906582 nChanged 7 SP:Iteration 22Q (105.660936 sec): 3 clusters Score: Raw -146313.825062 + Penalty 2088.134084 = -144225.690978 nChanged 5 SP:Iteration 23Q (105.664021 sec): 3 clusters Score: Raw -146317.410423 + Penalty 2090.052166 = -144227.358257 nChanged 5 SP:Iteration 24Q (105.667134 sec): 3 clusters Score: Raw -146320.902872 + Penalty 2091.555812 = -144229.347060 nChanged 5 SP:Iteration 25Q (105.670238 sec): 3 clusters Score: Raw -146324.374384 + Penalty 2092.550894 = -144231.823490 nChanged 8 SP:Iteration 26Q (105.673248 sec): 3 clusters Score: Raw -146329.174045 + Penalty 2093.415732 = -144235.758313 nChanged 3 SP:Iteration 27Q (105.676289 sec): 3 clusters Score: Raw -146331.286832 + Penalty 2093.077681 = -144238.209151 nChanged 2 SP:Iteration 28Q (105.679303 sec): 3 clusters Score: Raw -146333.235122 + Penalty 2093.452455 = -144239.782667 nChanged 3 SP:Iteration 29Q (105.682389 sec): 3 clusters Score: Raw -146334.570897 + Penalty 2094.279414 = -144240.291483 nChanged 4 SP:Iteration 30F (105.685509 sec): 3 clusters Score: Raw -146337.647164 + Penalty 2095.372159 = -144242.275005 nChanged 6 SP:Iteration 31Q (105.688579 sec): 3 clusters Score: Raw -146343.194734 + Penalty 2096.058631 = -144247.136103 nChanged 6 SP:Iteration 32Q (105.691607 sec): 3 clusters Score: Raw -146347.030439 + Penalty 2097.768336 = -144249.262104 nChanged 4 SP:Iteration 33Q (105.694578 sec): 3 clusters Score: Raw -146349.330192 + Penalty 2098.899006 = -144250.431185 nChanged 5 SP:Iteration 34Q (105.697565 sec): 3 clusters Score: Raw -146351.790771 + Penalty 2099.350006 = -144252.440765 nChanged 3 SP:Iteration 35Q (105.700612 sec): 3 clusters Score: Raw -146353.702873 + Penalty 2100.154568 = -144253.548305 nChanged 2 SP:Iteration 36Q (105.703638 sec): 3 clusters Score: Raw -146355.439593 + Penalty 2100.942399 = -144254.497194 nChanged 4 SP:Iteration 37Q (105.706700 sec): 3 clusters Score: Raw -146359.089922 + Penalty 2101.808676 = -144257.281246 nChanged 3 SP:Iteration 38Q (105.709685 sec): 3 clusters Score: Raw -146363.629038 + Penalty 2101.250684 = -144262.378354 nChanged 4 SP:Iteration 39Q (105.712623 sec): 3 clusters Score: Raw -146365.230711 + Penalty 2103.689844 = -144261.540867 nChanged 3 SP:Iteration 40F (105.716017 sec): 3 clusters Score: Raw -146367.559523 + Penalty 2105.575283 = -144261.984240 nChanged 3 SP:Iteration 41Q (105.719304 sec): 3 clusters Score: Raw -146369.676802 + Penalty 2106.380031 = -144263.296771 nChanged 4 SP:Iteration 42Q (105.722611 sec): 3 clusters Score: Raw -146372.179450 + Penalty 2106.203712 = -144265.975738 nChanged 1 SP:Iteration 43Q (105.725689 sec): 3 clusters Score: Raw -146373.110732 + Penalty 2106.050534 = -144267.060198 nChanged 1 SP:Iteration 44Q (105.728627 sec): 3 clusters Score: Raw -146373.144836 + Penalty 2106.309707 = -144266.835129 nChanged 1 SP:Iteration 45F (105.731754 sec): 3 clusters Score: Raw -146373.343455 + Penalty 2106.069432 = -144267.274023 nChanged 1 SP:Iteration 46Q (105.734754 sec): 3 clusters Score: Raw -146374.682662 + Penalty 2107.353352 = -144267.329310 nChanged 1 SP:Iteration 47Q (105.737741 sec): 3 clusters Score: Raw -146375.144529 + Penalty 2108.289547 = -144266.854982 nChanged 1 SP:Iteration 48F (105.740897 sec): 3 clusters Score: Raw -146377.012480 + Penalty 2109.823088 = -144267.189392 nChanged 4 SP:Iteration 49Q (105.743841 sec): 3 clusters Score: Raw -146380.342333 + Penalty 2110.258577 = -144270.083756 nChanged 2 SP:Iteration 50F (105.746909 sec): 3 clusters Score: Raw -146381.652243 + Penalty 2111.073186 = -144270.579057 nChanged 2 SP:Iteration 51Q (105.749898 sec): 3 clusters Score: Raw -146383.272626 + Penalty 2114.192339 = -144269.080287 nChanged 4 SP:Iteration 52F (105.753017 sec): 3 clusters Score: Raw -146387.545855 + Penalty 2119.983409 = -144267.562445 nChanged 8 SP:Iteration 53F (105.756317 sec): 3 clusters Score: Raw -146395.792722 + Penalty 2124.809022 = -144270.983701 nChanged 7 SP:Iteration 54Q (105.759200 sec): 3 clusters Score: Raw -146402.707613 + Penalty 2125.066266 = -144277.641347 nChanged 1 SP:Iteration 55Q (105.762173 sec): 3 clusters Score: Raw -146404.095677 + Penalty 2126.029620 = -144278.066057 nChanged 3 SP:Iteration 56Q (105.765043 sec): 3 clusters Score: Raw -146407.480424 + Penalty 2127.696681 = -144279.783743 nChanged 4 SP:Iteration 57Q (105.767957 sec): 3 clusters Score: Raw -146411.776785 + Penalty 2129.447114 = -144282.329671 nChanged 5 SP:Iteration 58Q (105.770815 sec): 3 clusters Score: Raw -146415.160521 + Penalty 2132.673163 = -144282.487358 nChanged 4 SP:Iteration 59Q (105.773672 sec): 3 clusters Score: Raw -146419.824998 + Penalty 2133.891053 = -144285.933945 nChanged 3 SP:Iteration 60F (105.776808 sec): 3 clusters Score: Raw -146423.811398 + Penalty 2134.702975 = -144289.108423 nChanged 2 SP:Iteration 61Q (105.779617 sec): 3 clusters Score: Raw -146425.539615 + Penalty 2135.044321 = -144290.495294 nChanged 1 SP:Iteration 62Q (105.782464 sec): 3 clusters Score: Raw -146426.293017 + Penalty 2135.589362 = -144290.703655 nChanged 1 SP:Iteration 63Q (105.785329 sec): 3 clusters Score: Raw -146427.688840 + Penalty 2135.589362 = -144292.099478 nChanged 0 SP:Iteration 64F (105.788476 sec): 3 clusters Score: Raw -146427.688840 + Penalty 2135.589362 = -144292.099478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.790749 sec): 2 clusters Score: Raw -7541.152562 + Penalty 597.429991 = -6943.722571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.791179 sec): 3 clusters Score: Raw -7629.917097 + Penalty 1194.622628 = -6435.294468 nChanged 2 SP:Iteration 1Q (105.791573 sec): 3 clusters Score: Raw -7636.730603 + Penalty 1194.622628 = -6442.107975 nChanged 0 SP:Iteration 2F (105.791941 sec): 3 clusters Score: Raw -7636.730603 + Penalty 1194.622628 = -6442.107975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.792553 sec): 2 clusters Score: Raw -4201.582759 + Penalty 285.635427 = -3915.947332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.792857 sec): 3 clusters Score: Raw -4204.111780 + Penalty 574.406046 = -3629.705734 nChanged 5 SP:Iteration 1F (105.793155 sec): 3 clusters Score: Raw -4215.868017 + Penalty 580.381787 = -3635.486231 nChanged 4 SP:Iteration 2F (105.793453 sec): 3 clusters Score: Raw -4228.969536 + Penalty 580.381787 = -3648.587749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 37 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.795318 sec): 2 clusters Score: Raw -39995.459396 + Penalty 486.790027 = -39508.669369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.796435 sec): 3 clusters Score: Raw -39782.077932 + Penalty 974.626804 = -38807.451128 nChanged 142 SP:Iteration 1F (105.797517 sec): 3 clusters Score: Raw -39880.349511 + Penalty 974.675887 = -38905.673624 nChanged 49 SP:Iteration 2F (105.798590 sec): 3 clusters Score: Raw -39919.410465 + Penalty 976.964131 = -38942.446334 nChanged 32 SP:Iteration 3F (105.799684 sec): 3 clusters Score: Raw -39941.017406 + Penalty 975.647122 = -38965.370284 nChanged 15 SP:Iteration 4Q (105.800755 sec): 3 clusters Score: Raw -39948.127033 + Penalty 978.565226 = -38969.561807 nChanged 10 SP:Iteration 5Q (105.801824 sec): 3 clusters Score: Raw -39956.843934 + Penalty 977.063288 = -38979.780647 nChanged 8 SP:Iteration 6Q (105.802889 sec): 3 clusters Score: Raw -39962.469796 + Penalty 973.866401 = -38988.603395 nChanged 14 SP:Iteration 7Q (105.803953 sec): 3 clusters Score: Raw -39972.583586 + Penalty 973.966299 = -38998.617287 nChanged 10 SP:Iteration 8Q (105.805036 sec): 3 clusters Score: Raw -39981.282026 + Penalty 974.229650 = -39007.052375 nChanged 11 SP:Iteration 9Q (105.806107 sec): 3 clusters Score: Raw -39987.552639 + Penalty 976.427601 = -39011.125038 nChanged 15 SP:Iteration 10F (105.807178 sec): 3 clusters Score: Raw -39998.824743 + Penalty 979.523473 = -39019.301270 nChanged 8 SP:Iteration 11Q (105.808245 sec): 3 clusters Score: Raw -40005.238063 + Penalty 972.118546 = -39033.119517 nChanged 9 SP:Iteration 12Q (105.809330 sec): 3 clusters Score: Raw -40015.958380 + Penalty 971.793117 = -39044.165263 nChanged 4 SP:Iteration 13Q (105.810397 sec): 3 clusters Score: Raw -40018.568718 + Penalty 976.089592 = -39042.479126 nChanged 4 SP:Iteration 14F (105.811467 sec): 3 clusters Score: Raw -40021.292429 + Penalty 977.275383 = -39044.017046 nChanged 1 SP:Iteration 15Q (105.812527 sec): 3 clusters Score: Raw -40021.914792 + Penalty 980.050534 = -39041.864258 nChanged 2 SP:Iteration 16F (105.813616 sec): 3 clusters Score: Raw -40022.895499 + Penalty 983.361119 = -39039.534380 nChanged 2 SP:Iteration 17F (105.814690 sec): 3 clusters Score: Raw -40023.701394 + Penalty 984.516099 = -39039.185295 nChanged 1 SP:Iteration 18F (105.815769 sec): 3 clusters Score: Raw -40024.072382 + Penalty 984.723871 = -39039.348510 nChanged 2 SP:Iteration 19Q (105.816828 sec): 3 clusters Score: Raw -40027.226046 + Penalty 986.490137 = -39040.735909 nChanged 2 SP:Iteration 20F (105.817919 sec): 3 clusters Score: Raw -40029.663450 + Penalty 989.388443 = -39040.275007 nChanged 3 SP:Iteration 21F (105.818994 sec): 3 clusters Score: Raw -40031.685407 + Penalty 993.093537 = -39038.591870 nChanged 3 SP:Iteration 22F (105.820066 sec): 3 clusters Score: Raw -40033.550099 + Penalty 996.513844 = -39037.036256 nChanged 4 SP:Iteration 23F (105.821163 sec): 3 clusters Score: Raw -40036.701673 + Penalty 997.783106 = -39038.918568 nChanged 4 SP:Iteration 24Q (105.822241 sec): 3 clusters Score: Raw -40038.943612 + Penalty 997.806211 = -39041.137401 nChanged 4 SP:Iteration 25Q (105.823299 sec): 3 clusters Score: Raw -40041.474058 + Penalty 1005.088239 = -39036.385819 nChanged 3 SP:Iteration 26F (105.824368 sec): 3 clusters Score: Raw -40042.786228 + Penalty 1005.088239 = -39037.697989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.826771 sec): 2 clusters Score: Raw -32345.706828 + Penalty 681.238114 = -31664.468713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.827701 sec): 3 clusters Score: Raw -32237.616927 + Penalty 1367.191821 = -30870.425106 nChanged 111 SP:Iteration 1F (105.828608 sec): 3 clusters Score: Raw -32364.775535 + Penalty 1374.441947 = -30990.333589 nChanged 34 SP:Iteration 2F (105.829522 sec): 3 clusters Score: Raw -32410.394741 + Penalty 1378.960207 = -31031.434533 nChanged 17 SP:Iteration 3Q (105.830417 sec): 3 clusters Score: Raw -32436.137985 + Penalty 1380.902127 = -31055.235858 nChanged 11 SP:Iteration 4Q (105.831327 sec): 3 clusters Score: Raw -32448.540136 + Penalty 1383.224223 = -31065.315912 nChanged 4 SP:Iteration 5Q (105.832265 sec): 3 clusters Score: Raw -32452.060738 + Penalty 1385.458890 = -31066.601848 nChanged 2 SP:Iteration 6Q (105.833186 sec): 3 clusters Score: Raw -32455.617699 + Penalty 1386.459465 = -31069.158234 nChanged 2 SP:Iteration 7Q (105.834106 sec): 3 clusters Score: Raw -32458.997770 + Penalty 1387.222103 = -31071.775667 nChanged 1 SP:Iteration 8Q (105.835025 sec): 3 clusters Score: Raw -32460.557278 + Penalty 1387.097955 = -31073.459323 nChanged 2 SP:Iteration 9Q (105.835915 sec): 3 clusters Score: Raw -32462.381156 + Penalty 1387.097955 = -31075.283201 nChanged 0 SP:Iteration 10F (105.836821 sec): 3 clusters Score: Raw -32462.381156 + Penalty 1387.097955 = -31075.283201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 39 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.838052 sec): 2 clusters Score: Raw -17693.650180 + Penalty 823.614234 = -16870.035946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.838662 sec): 3 clusters Score: Raw -17731.331194 + Penalty 1646.570175 = -16084.761019 nChanged 35 SP:Iteration 1F (105.839262 sec): 3 clusters Score: Raw -17813.553762 + Penalty 1646.490700 = -16167.063062 nChanged 9 SP:Iteration 2Q (105.839886 sec): 3 clusters Score: Raw -17837.616439 + Penalty 1646.506499 = -16191.109940 nChanged 1 SP:Iteration 3Q (105.840476 sec): 3 clusters Score: Raw -17838.501849 + Penalty 1646.506499 = -16191.995349 nChanged 0 SP:Iteration 4F (105.841092 sec): 3 clusters Score: Raw -17838.501849 + Penalty 1646.506499 = -16191.995349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.842126 sec): 2 clusters Score: Raw -17436.839026 + Penalty 513.029900 = -16923.809126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.842729 sec): 3 clusters Score: Raw -17391.482866 + Penalty 1025.997334 = -16365.485532 nChanged 39 SP:Iteration 1F (105.843317 sec): 3 clusters Score: Raw -17439.746137 + Penalty 1025.996919 = -16413.749218 nChanged 10 SP:Iteration 2Q (105.843890 sec): 3 clusters Score: Raw -17457.731989 + Penalty 1026.059800 = -16431.672188 nChanged 4 SP:Iteration 3Q (105.844458 sec): 3 clusters Score: Raw -17464.305941 + Penalty 1026.080638 = -16438.225302 nChanged 2 SP:Iteration 4Q (105.845060 sec): 3 clusters Score: Raw -17467.173459 + Penalty 1026.135845 = -16441.037614 nChanged 1 SP:Iteration 5Q (105.845632 sec): 3 clusters Score: Raw -17468.868084 + Penalty 1026.135845 = -16442.732239 nChanged 0 SP:Iteration 6F (105.846236 sec): 3 clusters Score: Raw -17468.868084 + Penalty 1026.135845 = -16442.732239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.848074 sec): 2 clusters Score: Raw -38514.523208 + Penalty 747.476943 = -37767.046265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.849146 sec): 3 clusters Score: Raw -38383.582960 + Penalty 1494.052737 = -36889.530223 nChanged 119 SP:Iteration 1F (105.850223 sec): 3 clusters Score: Raw -38510.886559 + Penalty 1494.800616 = -37016.085943 nChanged 50 SP:Iteration 2F (105.851285 sec): 3 clusters Score: Raw -38591.186938 + Penalty 1492.825712 = -37098.361226 nChanged 40 SP:Iteration 3F (105.852361 sec): 3 clusters Score: Raw -38666.004707 + Penalty 1492.334129 = -37173.670577 nChanged 28 SP:Iteration 4F (105.853414 sec): 3 clusters Score: Raw -38713.039976 + Penalty 1492.746726 = -37220.293250 nChanged 19 SP:Iteration 5Q (105.854444 sec): 3 clusters Score: Raw -38745.237474 + Penalty 1493.809013 = -37251.428460 nChanged 11 SP:Iteration 6Q (105.855469 sec): 3 clusters Score: Raw -38756.100598 + Penalty 1493.620857 = -37262.479741 nChanged 7 SP:Iteration 7Q (105.856503 sec): 3 clusters Score: Raw -38762.842046 + Penalty 1493.970522 = -37268.871524 nChanged 3 SP:Iteration 8Q (105.857530 sec): 3 clusters Score: Raw -38765.458658 + Penalty 1493.237542 = -37272.221115 nChanged 1 SP:Iteration 9Q (105.858554 sec): 3 clusters Score: Raw -38766.070370 + Penalty 1493.237542 = -37272.832828 nChanged 0 SP:Iteration 10F (105.859623 sec): 3 clusters Score: Raw -38766.070370 + Penalty 1493.237542 = -37272.832828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.861894 sec): 2 clusters Score: Raw -26884.351980 + Penalty 338.198673 = -26546.153306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.862817 sec): 3 clusters Score: Raw -26724.124398 + Penalty 677.062887 = -26047.061511 nChanged 124 SP:Iteration 1F (105.863743 sec): 3 clusters Score: Raw -26840.143148 + Penalty 676.800449 = -26163.342699 nChanged 38 SP:Iteration 2F (105.864656 sec): 3 clusters Score: Raw -26895.371739 + Penalty 676.598082 = -26218.773657 nChanged 22 SP:Iteration 3F (105.865563 sec): 3 clusters Score: Raw -26944.848805 + Penalty 676.390366 = -26268.458439 nChanged 15 SP:Iteration 4Q (105.866438 sec): 3 clusters Score: Raw -26971.559880 + Penalty 676.397976 = -26295.161904 nChanged 12 SP:Iteration 5Q (105.867309 sec): 3 clusters Score: Raw -27008.852756 + Penalty 676.397347 = -26332.455410 nChanged 11 SP:Iteration 6Q (105.868194 sec): 3 clusters Score: Raw -27021.034999 + Penalty 676.202584 = -26344.832415 nChanged 7 SP:Iteration 7Q (105.869059 sec): 3 clusters Score: Raw -27033.241815 + Penalty 676.167081 = -26357.074734 nChanged 6 SP:Iteration 8Q (105.869916 sec): 3 clusters Score: Raw -27038.014676 + Penalty 676.213940 = -26361.800736 nChanged 1 SP:Iteration 9Q (105.870772 sec): 3 clusters Score: Raw -27039.303790 + Penalty 676.213940 = -26363.089850 nChanged 0 SP:Iteration 10F (105.871672 sec): 3 clusters Score: Raw -27044.433819 + Penalty 676.397347 = -26368.036472 nChanged 2 SP:Iteration 11Q (105.872551 sec): 3 clusters Score: Raw -27058.543142 + Penalty 676.299907 = -26382.243235 nChanged 3 SP:Iteration 12Q (105.873410 sec): 3 clusters Score: Raw -27060.660168 + Penalty 676.397347 = -26384.262821 nChanged 1 SP:Iteration 13Q (105.874268 sec): 3 clusters Score: Raw -27061.230246 + Penalty 676.397347 = -26384.832900 nChanged 0 SP:Iteration 14F (105.875170 sec): 3 clusters Score: Raw -27061.230246 + Penalty 676.397347 = -26384.832900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.877685 sec): 2 clusters Score: Raw -35291.889910 + Penalty 668.368735 = -34623.521174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.878713 sec): 3 clusters Score: Raw -35152.752119 + Penalty 1338.712622 = -33814.039497 nChanged 115 SP:Iteration 1F (105.879683 sec): 3 clusters Score: Raw -35265.183827 + Penalty 1342.229232 = -33922.954595 nChanged 24 SP:Iteration 2F (105.880653 sec): 3 clusters Score: Raw -35288.184957 + Penalty 1344.147087 = -33944.037870 nChanged 14 SP:Iteration 3Q (105.881607 sec): 3 clusters Score: Raw -35301.907466 + Penalty 1346.021907 = -33955.885558 nChanged 9 SP:Iteration 4Q (105.882567 sec): 3 clusters Score: Raw -35309.129125 + Penalty 1347.227969 = -33961.901156 nChanged 8 SP:Iteration 5Q (105.883521 sec): 3 clusters Score: Raw -35321.318621 + Penalty 1348.729766 = -33972.588854 nChanged 7 SP:Iteration 6Q (105.884467 sec): 3 clusters Score: Raw -35326.486168 + Penalty 1351.757843 = -33974.728325 nChanged 6 SP:Iteration 7Q (105.885412 sec): 3 clusters Score: Raw -35331.048339 + Penalty 1353.628527 = -33977.419812 nChanged 5 SP:Iteration 8Q (105.886358 sec): 3 clusters Score: Raw -35337.682594 + Penalty 1354.883790 = -33982.798804 nChanged 5 SP:Iteration 9Q (105.887400 sec): 3 clusters Score: Raw -35342.091663 + Penalty 1358.399075 = -33983.692589 nChanged 5 SP:Iteration 10F (105.888398 sec): 3 clusters Score: Raw -35350.876579 + Penalty 1360.060925 = -33990.815653 nChanged 5 SP:Iteration 11Q (105.889340 sec): 3 clusters Score: Raw -35353.957967 + Penalty 1360.991023 = -33992.966944 nChanged 1 SP:Iteration 12Q (105.890276 sec): 3 clusters Score: Raw -35354.933450 + Penalty 1362.247103 = -33992.686347 nChanged 1 SP:Iteration 13F (105.891245 sec): 3 clusters Score: Raw -35355.639538 + Penalty 1362.247103 = -33993.392435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 46 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.891813 sec): 2 clusters Score: Raw -1178.731496 + Penalty 275.060098 = -903.671398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.892052 sec): 3 clusters Score: Raw -1178.067580 + Penalty 554.349518 = -623.718062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.892553 sec): 2 clusters Score: Raw -792.583539 + Penalty 139.643536 = -652.940003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.892783 sec): 3 clusters Score: Raw -803.298576 + Penalty 279.287072 = -524.011505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.893263 sec): 2 clusters Score: Raw -864.294079 + Penalty 15.759472 = -848.534607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.893462 sec): 3 clusters Score: Raw -870.015187 + Penalty 30.924411 = -839.090775 nChanged 1 SP:Iteration 1F (105.893658 sec): 3 clusters Score: Raw -876.819164 + Penalty 30.924411 = -845.894753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.894173 sec): 2 clusters Score: Raw -1470.862164 + Penalty 252.811309 = -1218.050856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.894417 sec): 3 clusters Score: Raw -1502.176228 + Penalty 496.942611 = -1005.233617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.894890 sec): 2 clusters Score: Raw -158.918039 + Penalty 49.568944 = -109.349095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.895084 sec): 2 clusters Score: Raw -158.918039 + Penalty 49.568944 = -109.349095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 57 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.895672 sec): 2 clusters Score: Raw -2697.423094 + Penalty 326.790536 = -2370.632557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.895946 sec): 3 clusters Score: Raw -2750.402411 + Penalty 660.649721 = -2089.752690 nChanged 1 SP:Iteration 1Q (105.896206 sec): 3 clusters Score: Raw -2755.122879 + Penalty 660.649721 = -2094.473158 nChanged 0 SP:Iteration 2F (105.896475 sec): 3 clusters Score: Raw -2755.122879 + Penalty 660.649721 = -2094.473158 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 (105.896962 sec): 2 clusters Score: Raw -573.981362 + Penalty 198.286950 = -375.694412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.897183 sec): 3 clusters Score: Raw -581.946948 + Penalty 389.460349 = -192.486599 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 59 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.899334 sec): 2 clusters Score: Raw -50607.862689 + Penalty 549.866201 = -50057.996488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.900646 sec): 3 clusters Score: Raw -50331.831088 + Penalty 1099.734891 = -49232.096197 nChanged 202 SP:Iteration 1F (105.901913 sec): 3 clusters Score: Raw -50487.330029 + Penalty 1102.334272 = -49384.995758 nChanged 57 SP:Iteration 2F (105.903203 sec): 3 clusters Score: Raw -50539.313150 + Penalty 1107.934037 = -49431.379113 nChanged 37 SP:Iteration 3F (105.904496 sec): 3 clusters Score: Raw -50575.007321 + Penalty 1114.218887 = -49460.788434 nChanged 28 SP:Iteration 4Q (105.905753 sec): 3 clusters Score: Raw -50595.057643 + Penalty 1118.237887 = -49476.819755 nChanged 19 SP:Iteration 5Q (105.906996 sec): 3 clusters Score: Raw -50607.290903 + Penalty 1121.482769 = -49485.808133 nChanged 12 SP:Iteration 6Q (105.908267 sec): 3 clusters Score: Raw -50619.557023 + Penalty 1125.005315 = -49494.551708 nChanged 11 SP:Iteration 7Q (105.909510 sec): 3 clusters Score: Raw -50626.964290 + Penalty 1127.879919 = -49499.084371 nChanged 11 SP:Iteration 8Q (105.910740 sec): 3 clusters Score: Raw -50631.520575 + Penalty 1129.434772 = -49502.085803 nChanged 3 SP:Iteration 9Q (105.911948 sec): 3 clusters Score: Raw -50632.349131 + Penalty 1130.211262 = -49502.137869 nChanged 2 SP:Iteration 10F (105.913219 sec): 3 clusters Score: Raw -50634.008239 + Penalty 1131.856117 = -49502.152122 nChanged 3 SP:Iteration 11Q (105.914471 sec): 3 clusters Score: Raw -50634.853606 + Penalty 1133.039915 = -49501.813692 nChanged 2 SP:Iteration 12F (105.915736 sec): 3 clusters Score: Raw -50635.457706 + Penalty 1134.697081 = -49500.760625 nChanged 2 SP:Iteration 13F (105.916996 sec): 3 clusters Score: Raw -50637.260227 + Penalty 1137.294837 = -49499.965390 nChanged 6 SP:Iteration 14F (105.918274 sec): 3 clusters Score: Raw -50640.593767 + Penalty 1138.510960 = -49502.082807 nChanged 2 SP:Iteration 15Q (105.919510 sec): 3 clusters Score: Raw -50641.090537 + Penalty 1138.859220 = -49502.231317 nChanged 1 SP:Iteration 16Q (105.920740 sec): 3 clusters Score: Raw -50641.084973 + Penalty 1139.770016 = -49501.314957 nChanged 1 SP:Iteration 17F (105.922006 sec): 3 clusters Score: Raw -50642.275362 + Penalty 1140.275430 = -49501.999932 nChanged 2 SP:Iteration 18Q (105.923255 sec): 3 clusters Score: Raw -50643.010633 + Penalty 1142.212554 = -49500.798079 nChanged 2 SP:Iteration 19F (105.924596 sec): 3 clusters Score: Raw -50644.260584 + Penalty 1141.451174 = -49502.809410 nChanged 1 SP:Iteration 20F (105.925861 sec): 3 clusters Score: Raw -50645.966203 + Penalty 1141.451174 = -49504.515030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.926386 sec): 2 clusters Score: Raw -403.215807 + Penalty 124.784861 = -278.430946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.926640 sec): 3 clusters Score: Raw -403.380993 + Penalty 246.518863 = -156.862130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.927770 sec): 2 clusters Score: Raw -8958.665648 + Penalty 336.678083 = -8621.987565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.928204 sec): 3 clusters Score: Raw -8948.933292 + Penalty 675.165972 = -8273.767320 nChanged 20 SP:Iteration 1F (105.928627 sec): 3 clusters Score: Raw -8977.970752 + Penalty 682.529875 = -8295.440877 nChanged 8 SP:Iteration 2F (105.929054 sec): 3 clusters Score: Raw -8987.235297 + Penalty 688.173779 = -8299.061517 nChanged 5 SP:Iteration 3Q (105.929472 sec): 3 clusters Score: Raw -8997.373949 + Penalty 690.010897 = -8307.363052 nChanged 2 SP:Iteration 4Q (105.929887 sec): 3 clusters Score: Raw -9002.286472 + Penalty 693.102933 = -8309.183539 nChanged 2 SP:Iteration 5Q (105.930296 sec): 3 clusters Score: Raw -9004.838913 + Penalty 697.606492 = -8307.232421 nChanged 2 SP:Iteration 6F (105.930717 sec): 3 clusters Score: Raw -9005.894117 + Penalty 700.430259 = -8305.463859 nChanged 1 SP:Iteration 7F (105.931139 sec): 3 clusters Score: Raw -9007.266301 + Penalty 700.430259 = -8306.836043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.931683 sec): 2 clusters Score: Raw -930.281241 + Penalty 229.180713 = -701.100527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.931913 sec): 3 clusters Score: Raw -932.895345 + Penalty 455.400901 = -477.494444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 64 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.932416 sec): 2 clusters Score: Raw -1123.837019 + Penalty 265.325401 = -858.511617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.932649 sec): 3 clusters Score: Raw -1128.052884 + Penalty 527.271241 = -600.781643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.933161 sec): 2 clusters Score: Raw -1400.596773 + Penalty 296.219622 = -1104.377151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.933400 sec): 3 clusters Score: Raw -1422.864805 + Penalty 594.448117 = -828.416687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.935125 sec): 2 clusters Score: Raw -33364.869238 + Penalty 686.777321 = -32678.091917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.936138 sec): 3 clusters Score: Raw -33273.693250 + Penalty 1370.114945 = -31903.578305 nChanged 126 SP:Iteration 1F (105.937104 sec): 3 clusters Score: Raw -33476.847598 + Penalty 1367.231062 = -32109.616536 nChanged 42 SP:Iteration 2F (105.938062 sec): 3 clusters Score: Raw -33547.860556 + Penalty 1366.793648 = -32181.066909 nChanged 21 SP:Iteration 3Q (105.938980 sec): 3 clusters Score: Raw -33580.612817 + Penalty 1371.233937 = -32209.378880 nChanged 16 SP:Iteration 4Q (105.939892 sec): 3 clusters Score: Raw -33604.098439 + Penalty 1373.588894 = -32230.509545 nChanged 6 SP:Iteration 5Q (105.940814 sec): 3 clusters Score: Raw -33610.546286 + Penalty 1375.082421 = -32235.463865 nChanged 6 SP:Iteration 6Q (105.941724 sec): 3 clusters Score: Raw -33620.377248 + Penalty 1375.887507 = -32244.489741 nChanged 5 SP:Iteration 7Q (105.942627 sec): 3 clusters Score: Raw -33628.714163 + Penalty 1375.705206 = -32253.008957 nChanged 3 SP:Iteration 8Q (105.943530 sec): 3 clusters Score: Raw -33641.153757 + Penalty 1375.903824 = -32265.249933 nChanged 3 SP:Iteration 9Q (105.944433 sec): 3 clusters Score: Raw -33650.872411 + Penalty 1375.539325 = -32275.333086 nChanged 4 SP:Iteration 10F (105.945440 sec): 3 clusters Score: Raw -33653.962734 + Penalty 1376.155580 = -32277.807154 nChanged 1 SP:Iteration 11Q (105.946350 sec): 3 clusters Score: Raw -33654.663431 + Penalty 1376.805683 = -32277.857748 nChanged 1 SP:Iteration 12Q (105.947256 sec): 3 clusters Score: Raw -33655.041143 + Penalty 1376.805683 = -32278.235460 nChanged 0 SP:Iteration 13F (105.948214 sec): 3 clusters Score: Raw -33655.041143 + Penalty 1376.805683 = -32278.235460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.948748 sec): 2 clusters Score: Raw -879.163298 + Penalty 228.368140 = -650.795157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.948982 sec): 3 clusters Score: Raw -882.592394 + Penalty 474.288177 = -408.304217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.949449 sec): 2 clusters Score: Raw -75.264507 + Penalty 0.000000 = -75.264507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.949636 sec): 2 clusters Score: Raw -75.264507 + Penalty 0.000000 = -75.264507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.950120 sec): 2 clusters Score: Raw -484.119687 + Penalty 143.241844 = -340.877843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.950340 sec): 3 clusters Score: Raw -482.185092 + Penalty 303.682734 = -178.502358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.950826 sec): 2 clusters Score: Raw -575.350951 + Penalty 182.737862 = -392.613089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.951046 sec): 3 clusters Score: Raw -583.448079 + Penalty 342.450321 = -240.997758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.952332 sec): 2 clusters Score: Raw -24492.411388 + Penalty 335.623818 = -24156.787570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.953091 sec): 3 clusters Score: Raw -24347.582817 + Penalty 673.269867 = -23674.312950 nChanged 83 SP:Iteration 1F (105.953853 sec): 3 clusters Score: Raw -24414.519715 + Penalty 676.240432 = -23738.279283 nChanged 25 SP:Iteration 2F (105.954600 sec): 3 clusters Score: Raw -24434.666110 + Penalty 681.272157 = -23753.393953 nChanged 15 SP:Iteration 3F (105.955341 sec): 3 clusters Score: Raw -24443.441524 + Penalty 687.300328 = -23756.141195 nChanged 7 SP:Iteration 4Q (105.956082 sec): 3 clusters Score: Raw -24449.176841 + Penalty 690.728487 = -23758.448353 nChanged 8 SP:Iteration 5Q (105.956818 sec): 3 clusters Score: Raw -24456.814381 + Penalty 694.202288 = -23762.612093 nChanged 6 SP:Iteration 6Q (105.957529 sec): 3 clusters Score: Raw -24461.114716 + Penalty 697.324484 = -23763.790232 nChanged 7 SP:Iteration 7Q (105.958235 sec): 3 clusters Score: Raw -24466.133631 + Penalty 701.962929 = -23764.170703 nChanged 8 SP:Iteration 8Q (105.958962 sec): 3 clusters Score: Raw -24470.087819 + Penalty 700.498174 = -23769.589645 nChanged 4 SP:Iteration 9Q (105.959669 sec): 3 clusters Score: Raw -24474.826033 + Penalty 695.704463 = -23779.121570 nChanged 6 SP:Iteration 10F (105.960381 sec): 3 clusters Score: Raw -24482.898494 + Penalty 700.286223 = -23782.612271 nChanged 4 SP:Iteration 11Q (105.961069 sec): 3 clusters Score: Raw -24489.825150 + Penalty 705.741014 = -23784.084137 nChanged 5 SP:Iteration 12Q (105.961746 sec): 3 clusters Score: Raw -24495.813821 + Penalty 705.023017 = -23790.790804 nChanged 2 SP:Iteration 13Q (105.962433 sec): 3 clusters Score: Raw -24497.996925 + Penalty 705.023017 = -23792.973907 nChanged 0 SP:Iteration 14F (105.963145 sec): 3 clusters Score: Raw -24497.996925 + Penalty 705.023017 = -23792.973907 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 (105.963698 sec): 2 clusters Score: Raw -1239.485272 + Penalty 269.864349 = -969.620924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.963936 sec): 3 clusters Score: Raw -1259.624161 + Penalty 540.648078 = -718.976083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 85 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.964507 sec): 2 clusters Score: Raw -2740.944715 + Penalty 342.848379 = -2398.096336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.964781 sec): 3 clusters Score: Raw -2817.342095 + Penalty 694.001448 = -2123.340647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 86 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.965498 sec): 2 clusters Score: Raw -7705.002531 + Penalty 468.209206 = -7236.793326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.965872 sec): 3 clusters Score: Raw -7720.088033 + Penalty 934.612549 = -6785.475484 nChanged 13 SP:Iteration 1F (105.966241 sec): 3 clusters Score: Raw -7760.795243 + Penalty 935.551418 = -6825.243825 nChanged 3 SP:Iteration 2Q (105.966597 sec): 3 clusters Score: Raw -7768.478082 + Penalty 935.551418 = -6832.926664 nChanged 0 SP:Iteration 3F (105.966965 sec): 3 clusters Score: Raw -7768.478082 + Penalty 935.551418 = -6832.926664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.967452 sec): 2 clusters Score: Raw -473.663633 + Penalty 145.509042 = -328.154591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.967669 sec): 3 clusters Score: Raw -476.552348 + Penalty 283.837080 = -192.715267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.968289 sec): 2 clusters Score: Raw -3882.599583 + Penalty 146.417218 = -3736.182365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.968610 sec): 3 clusters Score: Raw -3901.775364 + Penalty 292.780070 = -3608.995294 nChanged 14 SP:Iteration 1F (105.968930 sec): 3 clusters Score: Raw -3920.580561 + Penalty 292.657259 = -3627.923303 nChanged 6 SP:Iteration 2F (105.969249 sec): 3 clusters Score: Raw -3928.905631 + Penalty 292.507732 = -3636.397899 nChanged 2 SP:Iteration 3Q (105.969557 sec): 3 clusters Score: Raw -3931.382359 + Penalty 293.621994 = -3637.760365 nChanged 2 SP:Iteration 4Q (105.969862 sec): 3 clusters Score: Raw -3933.436173 + Penalty 296.402847 = -3637.033326 nChanged 2 SP:Iteration 5F (105.970179 sec): 3 clusters Score: Raw -3935.981305 + Penalty 298.139912 = -3637.841393 nChanged 1 SP:Iteration 6Q (105.970483 sec): 3 clusters Score: Raw -3936.890499 + Penalty 300.477029 = -3636.413470 nChanged 1 SP:Iteration 7F (105.970800 sec): 3 clusters Score: Raw -3937.303544 + Penalty 300.477029 = -3636.826515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.971280 sec): 2 clusters Score: Raw -245.894560 + Penalty 98.576363 = -147.318197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.971492 sec): 3 clusters Score: Raw -239.412909 + Penalty 196.649259 = -42.763649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 93 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.972149 sec): 2 clusters Score: Raw -5157.926304 + Penalty 472.872536 = -4685.053768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.972476 sec): 3 clusters Score: Raw -5161.734613 + Penalty 944.491778 = -4217.242834 nChanged 3 SP:Iteration 1F (105.972798 sec): 3 clusters Score: Raw -5165.849404 + Penalty 944.491778 = -4221.357626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 97 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.973914 sec): 2 clusters Score: Raw -20831.873885 + Penalty 428.518580 = -20403.355305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.974549 sec): 3 clusters Score: Raw -20735.969453 + Penalty 862.470600 = -19873.498853 nChanged 50 SP:Iteration 1F (105.975172 sec): 3 clusters Score: Raw -20788.405661 + Penalty 866.664075 = -19921.741587 nChanged 14 SP:Iteration 2F (105.975822 sec): 3 clusters Score: Raw -20806.186429 + Penalty 869.491754 = -19936.694676 nChanged 10 SP:Iteration 3Q (105.976445 sec): 3 clusters Score: Raw -20815.772437 + Penalty 877.862427 = -19937.910010 nChanged 8 SP:Iteration 4Q (105.977091 sec): 3 clusters Score: Raw -20825.128725 + Penalty 879.867422 = -19945.261303 nChanged 3 SP:Iteration 5Q (105.977718 sec): 3 clusters Score: Raw -20832.148868 + Penalty 880.414303 = -19951.734566 nChanged 4 SP:Iteration 6Q (105.978339 sec): 3 clusters Score: Raw -20843.287454 + Penalty 880.653772 = -19962.633682 nChanged 2 SP:Iteration 7Q (105.978952 sec): 3 clusters Score: Raw -20847.034620 + Penalty 880.653772 = -19966.380848 nChanged 0 SP:Iteration 8F (105.979579 sec): 3 clusters Score: Raw -20847.034620 + Penalty 880.653772 = -19966.380848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.980077 sec): 2 clusters Score: Raw -338.438694 + Penalty 135.581781 = -202.856913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.980293 sec): 3 clusters Score: Raw -333.504526 + Penalty 242.273462 = -91.231064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.980916 sec): 2 clusters Score: Raw -4574.621430 + Penalty 421.320471 = -4153.300959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.981228 sec): 3 clusters Score: Raw -4580.111763 + Penalty 851.633105 = -3728.478658 nChanged 4 SP:Iteration 1F (105.981534 sec): 3 clusters Score: Raw -4593.228651 + Penalty 851.633105 = -3741.595546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.982010 sec): 2 clusters Score: Raw -153.952454 + Penalty 29.752893 = -124.199561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.982211 sec): 3 clusters Score: Raw -152.249166 + Penalty 59.505787 = -92.743379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.982706 sec): 2 clusters Score: Raw -754.720267 + Penalty 216.055224 = -538.665043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.982931 sec): 3 clusters Score: Raw -759.674744 + Penalty 433.938096 = -325.736649 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 (105.983395 sec): 2 clusters Score: Raw -74.251188 + Penalty 0.000000 = -74.251188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.983583 sec): 2 clusters Score: Raw -74.251188 + Penalty 0.000000 = -74.251188 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 (105.984087 sec): 2 clusters Score: Raw -495.596901 + Penalty 167.975916 = -327.620984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.984307 sec): 3 clusters Score: Raw -492.897694 + Penalty 335.951833 = -156.945862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.984792 sec): 2 clusters Score: Raw -619.414901 + Penalty 183.492004 = -435.922897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.985012 sec): 3 clusters Score: Raw -602.962829 + Penalty 364.175520 = -238.787309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.985492 sec): 2 clusters Score: Raw -231.981042 + Penalty 103.508083 = -128.472959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.985703 sec): 3 clusters Score: Raw -238.136572 + Penalty 205.247345 = -32.889226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 133 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.986229 sec): 2 clusters Score: Raw -1647.924265 + Penalty 270.736679 = -1377.187586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.986475 sec): 3 clusters Score: Raw -1677.426163 + Penalty 539.152866 = -1138.273297 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 (105.986942 sec): 2 clusters Score: Raw -153.239783 + Penalty 34.444020 = -118.795763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.987130 sec): 2 clusters Score: Raw -153.239783 + Penalty 34.444020 = -118.795763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 138 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.987614 sec): 2 clusters Score: Raw -586.234937 + Penalty 199.233397 = -387.001540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.987834 sec): 3 clusters Score: Raw -584.201493 + Penalty 400.494245 = -183.707248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 140 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.988327 sec): 2 clusters Score: Raw -708.588877 + Penalty 110.362663 = -598.226214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.988550 sec): 3 clusters Score: Raw -710.522772 + Penalty 237.397068 = -473.125704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.989035 sec): 2 clusters Score: Raw -562.332468 + Penalty 168.438417 = -393.894051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.989255 sec): 3 clusters Score: Raw -562.704766 + Penalty 337.622361 = -225.082405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.990007 sec): 2 clusters Score: Raw -8678.540170 + Penalty 584.230659 = -8094.309511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.990420 sec): 3 clusters Score: Raw -8711.215877 + Penalty 1171.717802 = -7539.498075 nChanged 8 SP:Iteration 1F (105.990823 sec): 3 clusters Score: Raw -8736.042464 + Penalty 1174.170590 = -7561.871874 nChanged 3 SP:Iteration 2Q (105.991211 sec): 3 clusters Score: Raw -8744.807541 + Penalty 1174.170590 = -7570.636951 nChanged 0 SP:Iteration 3F (105.991612 sec): 3 clusters Score: Raw -8744.807541 + Penalty 1174.170590 = -7570.636951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.992121 sec): 2 clusters Score: Raw -492.758661 + Penalty 151.282860 = -341.475802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.992339 sec): 3 clusters Score: Raw -486.588042 + Penalty 296.734193 = -189.853849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 152 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.992984 sec): 2 clusters Score: Raw -4499.436756 + Penalty 123.939184 = -4375.497571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.993311 sec): 3 clusters Score: Raw -4528.312318 + Penalty 258.191802 = -4270.120516 nChanged 21 SP:Iteration 1F (105.993633 sec): 3 clusters Score: Raw -4574.224285 + Penalty 273.754678 = -4300.469607 nChanged 7 SP:Iteration 2F (105.993953 sec): 3 clusters Score: Raw -4587.570161 + Penalty 273.754678 = -4313.815483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.994434 sec): 2 clusters Score: Raw -241.171600 + Penalty 96.391923 = -144.779677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.994645 sec): 3 clusters Score: Raw -238.329608 + Penalty 190.268335 = -48.061273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 158 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.995146 sec): 2 clusters Score: Raw -1056.859118 + Penalty 257.858016 = -799.001102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.995375 sec): 3 clusters Score: Raw -1051.387851 + Penalty 515.273655 = -536.114197 nChanged 1 SP:Iteration 1F (105.995605 sec): 3 clusters Score: Raw -1055.601027 + Penalty 515.273655 = -540.327372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 160 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.996105 sec): 2 clusters Score: Raw -1057.490069 + Penalty 252.140282 = -805.349787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.996337 sec): 3 clusters Score: Raw -1070.172439 + Penalty 507.522054 = -562.650385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.996823 sec): 2 clusters Score: Raw -589.800377 + Penalty 185.910347 = -403.890030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.997043 sec): 3 clusters Score: Raw -587.526231 + Penalty 339.503373 = -248.022858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.997517 sec): 2 clusters Score: Raw -240.720580 + Penalty 72.466313 = -168.254267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.997724 sec): 3 clusters Score: Raw -236.282983 + Penalty 134.369331 = -101.913652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.998200 sec): 2 clusters Score: Raw -334.366259 + Penalty 137.546169 = -196.820090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.998413 sec): 3 clusters Score: Raw -330.197758 + Penalty 252.925638 = -77.272119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.998889 sec): 2 clusters Score: Raw -248.468014 + Penalty 109.971147 = -138.496867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.999087 sec): 2 clusters Score: Raw -248.468014 + Penalty 109.971147 = -138.496867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.999592 sec): 2 clusters Score: Raw -599.320468 + Penalty 200.994418 = -398.326050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.999812 sec): 3 clusters Score: Raw -593.789263 + Penalty 414.700568 = -179.088695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.000294 sec): 2 clusters Score: Raw -518.122151 + Penalty 184.463783 = -333.658368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.000511 sec): 3 clusters Score: Raw -510.268448 + Penalty 365.885584 = -144.382865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.000986 sec): 2 clusters Score: Raw -341.274764 + Penalty 127.990874 = -213.283890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.001200 sec): 3 clusters Score: Raw -331.886073 + Penalty 127.990874 = -203.895198 nChanged 1 SP:Iteration 1F (106.001395 sec): 2 clusters Score: Raw -341.274764 + Penalty 127.990874 = -213.283890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 198 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.001872 sec): 2 clusters Score: Raw -334.836654 + Penalty 128.672900 = -206.163755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.002086 sec): 3 clusters Score: Raw -328.167583 + Penalty 257.345800 = -70.821783 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 (106.002560 sec): 2 clusters Score: Raw -164.550869 + Penalty 63.795089 = -100.755779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.002769 sec): 3 clusters Score: Raw -157.547661 + Penalty 127.590179 = -29.957482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.003238 sec): 2 clusters Score: Raw -165.231145 + Penalty 56.813606 = -108.417539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.003433 sec): 2 clusters Score: Raw -165.231145 + Penalty 56.813606 = -108.417539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 214 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.003925 sec): 2 clusters Score: Raw -725.487299 + Penalty 175.712124 = -549.775176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.004149 sec): 3 clusters Score: Raw -727.409586 + Penalty 351.616647 = -375.792939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 215 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.004639 sec): 2 clusters Score: Raw -715.468813 + Penalty 171.298765 = -544.170048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.004863 sec): 3 clusters Score: Raw -719.644171 + Penalty 355.453804 = -364.190367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.005324 sec): 2 clusters Score: Raw -147.288959 + Penalty 7.228681 = -140.060278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.005511 sec): 2 clusters Score: Raw -147.288959 + Penalty 7.228681 = -140.060278 nChanged 0 Deleting Class 146 (102 points): Lose 292.511956 but Gain 1341.717036 Iteration 119Q (106.222720 sec): 98 clusters Score: Raw -3051778.748669 + Penalty 87728.077555 = -2964050.671114 nChanged 118 Deleting Class 64 (12 points): Lose 61.069931 but Gain 1122.750546 Iteration 120F (108.071818 sec): 97 clusters Score: Raw -3051910.901810 + Penalty 86682.347462 = -2965228.554348 nChanged 40 Deleting Class 186 (3 points): Lose 20.885799 but Gain 1063.212510 Iteration 121Q (108.273281 sec): 96 clusters Score: Raw -3051945.418520 + Penalty 85682.915179 = -2966262.503341 nChanged 17 Deleting Class 138 (7 points): Lose 46.016959 but Gain 1087.489646 Iteration 122Q (108.471082 sec): 95 clusters Score: Raw -3051922.439414 + Penalty 84591.708799 = -2967330.730616 nChanged 23 Deleting Class 188 (6 points): Lose 52.426941 but Gain 1093.495946 Iteration 123Q (108.667156 sec): 94 clusters Score: Raw -3051888.339100 + Penalty 83494.938471 = -2968393.400629 nChanged 15 Deleting Class 58 (7 points): Lose 45.354350 but Gain 1082.323588 Iteration 124Q (108.862646 sec): 93 clusters Score: Raw -3051857.889609 + Penalty 82428.297603 = -2969429.592006 nChanged 15 Deleting Class 93 (60 points): Lose 202.238236 but Gain 1238.770780 Iteration 125Q (109.062433 sec): 92 clusters Score: Raw -3051673.935106 + Penalty 81241.059234 = -2970432.875872 nChanged 65 Deleting Class 158 (13 points): Lose 72.484042 but Gain 1115.446142 Iteration 126Q (109.272398 sec): 91 clusters Score: Raw -3051682.971875 + Penalty 80178.474005 = -2971504.497871 nChanged 30 Deleting Class 187 (7 points): Lose 61.171163 but Gain 1097.101951 Iteration 127Q (109.465720 sec): 90 clusters Score: Raw -3051654.487550 + Penalty 79124.973406 = -2972529.514144 nChanged 18 Deleting Class 35 (89 points): Lose 387.641983 but Gain 1411.480700 Iteration 128Q (109.658878 sec): 89 clusters Score: Raw -3051286.321110 + Penalty 77766.706468 = -2973519.614643 nChanged 97 Deleting Class 182 (4 points): Lose 30.401015 but Gain 1053.850041 Iteration 129Q (109.855449 sec): 88 clusters Score: Raw -3051453.849676 + Penalty 76713.671524 = -2974740.178151 nChanged 28 Deleting Class 46 (14 points): Lose 88.070982 but Gain 1107.043136 Iteration 130F (111.514241 sec): 87 clusters Score: Raw -3051384.241123 + Penalty 75620.838282 = -2975763.402841 nChanged 25 Deleting Class 99 (4 points): Lose 22.169956 but Gain 1038.799306 Iteration 131Q (111.703135 sec): 86 clusters Score: Raw -3051386.199146 + Penalty 74591.694521 = -2976794.504625 nChanged 14 Deleting Class 80 (15 points): Lose 59.108317 but Gain 1058.460310 Iteration 132Q (111.892257 sec): 85 clusters Score: Raw -3051341.041165 + Penalty 73545.403804 = -2977795.637361 nChanged 26 Deleting Class 65 (17 points): Lose 111.606927 but Gain 1110.504489 Iteration 133Q (112.083725 sec): 84 clusters Score: Raw -3051253.303967 + Penalty 72474.643019 = -2978778.660948 nChanged 25 Deleting Class 116 (5 points): Lose 34.252457 but Gain 1024.390300 Iteration 134Q (112.271467 sec): 83 clusters Score: Raw -3051258.505049 + Penalty 71533.004094 = -2979725.500955 nChanged 14 Deleting Class 63 (11 points): Lose 27.157023 but Gain 1015.157972 Iteration 135Q (112.457361 sec): 82 clusters Score: Raw -3051253.967422 + Penalty 70530.314098 = -2980723.653324 nChanged 18 Deleting Class 67 (12 points): Lose 53.437432 but Gain 1041.431188 Iteration 136Q (112.642527 sec): 81 clusters Score: Raw -3051216.315435 + Penalty 69500.484471 = -2981715.830964 nChanged 23 Deleting Class 164 (7 points): Lose 31.842071 but Gain 1014.767505 Iteration 137Q (112.827433 sec): 80 clusters Score: Raw -3051203.677523 + Penalty 68493.770234 = -2982709.907288 nChanged 13 Deleting Class 31 (6 points): Lose 33.705410 but Gain 1011.636851 Iteration 138Q (113.010735 sec): 79 clusters Score: Raw -3051181.775437 + Penalty 67493.294535 = -2983688.480902 nChanged 10 Deleting Class 110 (9 points): Lose 73.864187 but Gain 1044.422207 Iteration 139Q (113.197366 sec): 78 clusters Score: Raw -3051119.103629 + Penalty 66464.644233 = -2984654.459396 nChanged 16 Deleting Class 145 (9 points): Lose 57.427326 but Gain 1022.952320 Iteration 140F (114.697044 sec): 77 clusters Score: Raw -3051083.587539 + Penalty 65455.671098 = -2985627.916442 nChanged 14 Deleting Class 198 (4 points): Lose 20.561246 but Gain 985.864904 Iteration 141Q (114.893107 sec): 76 clusters Score: Raw -3051080.737807 + Penalty 64484.799615 = -2986595.938192 nChanged 14 Deleting Class 189 (4 points): Lose 19.002983 but Gain 980.639366 Iteration 142Q (115.076737 sec): 75 clusters Score: Raw -3051082.160966 + Penalty 63515.836730 = -2987566.324237 nChanged 13 Deleting Class 119 (7 points): Lose 43.349267 but Gain 1001.567295 Iteration 143Q (115.260138 sec): 74 clusters Score: Raw -3051055.374702 + Penalty 62518.264612 = -2988537.110090 nChanged 12 Deleting Class 204 (2 points): Lose 21.008400 but Gain 977.569320 Iteration 144Q (115.444974 sec): 73 clusters Score: Raw -3051046.795481 + Penalty 61554.447530 = -2989492.347951 nChanged 8 Deleting Class 91 (3 points): Lose 9.221648 but Gain 953.046544 Iteration 145Q (115.626511 sec): 72 clusters Score: Raw -3051049.135964 + Penalty 60602.650118 = -2990446.485845 nChanged 6 Deleting Class 160 (13 points): Lose 103.133110 but Gain 1044.117114 Iteration 146Q (115.809724 sec): 71 clusters Score: Raw -3050952.105319 + Penalty 59565.078254 = -2991387.027065 nChanged 14 Deleting Class 120 (3 points): Lose 77.595117 but Gain 1000.726934 Iteration 147Q (115.996072 sec): 70 clusters Score: Raw -3050892.804105 + Penalty 58538.160210 = -2992354.643895 nChanged 5 Deleting Class 74 (7 points): Lose 77.669501 but Gain 997.450907 Iteration 148Q (116.173122 sec): 69 clusters Score: Raw -3050827.311733 + Penalty 57538.896270 = -2993288.415463 nChanged 8 Deleting Class 106 (67 points): Lose 195.369323 but Gain 1112.733423 Iteration 149Q (116.350440 sec): 68 clusters Score: Raw -3050646.791034 + Penalty 56432.679208 = -2994214.111826 nChanged 70 Deleting Class 157 (3 points): Lose 16.112767 but Gain 931.927150 Iteration 150F (117.641756 sec): 67 clusters Score: Raw -3050725.196681 + Penalty 55509.591572 = -2995215.605109 nChanged 20 Deleting Class 86 (89 points): Lose 223.063657 but Gain 1096.457468 Iteration 151Q (117.817785 sec): 66 clusters Score: Raw -3050517.505526 + Penalty 54445.679200 = -2996071.826326 nChanged 103 Deleting Class 113 (1 points): Lose 24.440395 but Gain 888.160460 Iteration 152Q (117.997565 sec): 65 clusters Score: Raw -3050622.251034 + Penalty 53564.108033 = -2997058.143001 nChanged 27 Deleting Class 206 (2 points): Lose 8.329044 but Gain 870.587981 Iteration 153Q (118.171146 sec): 64 clusters Score: Raw -3050632.036664 + Penalty 52709.216317 = -2997922.820347 nChanged 24 Deleting Class 30 (22 points): Lose 79.147469 but Gain 939.994516 Iteration 154Q (118.344165 sec): 63 clusters Score: Raw -3050566.983359 + Penalty 51791.452743 = -2998775.530616 nChanged 41 Deleting Class 148 (6 points): Lose 40.843778 but Gain 896.800397 Iteration 155Q (118.517204 sec): 62 clusters Score: Raw -3050563.541752 + Penalty 50911.943548 = -2999651.598203 nChanged 27 Deleting Class 133 (20 points): Lose 106.545954 but Gain 959.908581 Iteration 156Q (118.689690 sec): 61 clusters Score: Raw -3050476.026515 + Penalty 49985.749225 = -3000490.277290 nChanged 43 Deleting Class 9 (105 points): Lose 296.560516 but Gain 1138.760096 Iteration 157Q (118.856564 sec): 60 clusters Score: Raw -3050226.409468 + Penalty 48896.938671 = -3001329.470796 nChanged 129 Deleting Class 214 (14 points): Lose 110.585997 but Gain 951.858165 Iteration 158Q (119.024075 sec): 59 clusters Score: Raw -3050260.430402 + Penalty 47969.636666 = -3002290.793736 nChanged 51 Deleting Class 89 (6 points): Lose 25.958829 but Gain 862.573371 Iteration 159Q (119.187095 sec): 58 clusters Score: Raw -3050296.494054 + Penalty 47126.255899 = -3003170.238155 nChanged 34 Deleting Class 71 (6 points): Lose 49.069639 but Gain 849.133487 Iteration 160F (120.297465 sec): 57 clusters Score: Raw -3050284.319185 + Penalty 46288.150108 = -3003996.169077 nChanged 34 Deleting Class 61 (5 points): Lose 27.719956 but Gain 823.518667 Iteration 161Q (120.457709 sec): 56 clusters Score: Raw -3050287.270780 + Penalty 45478.079983 = -3004809.190797 nChanged 27 Deleting Class 215 (9 points): Lose 61.274382 but Gain 828.067151 Iteration 162Q (120.616604 sec): 55 clusters Score: Raw -3050249.927982 + Penalty 44658.515301 = -3005591.412681 nChanged 26 Deleting Class 57 (34 points): Lose 231.972603 but Gain 995.597827 Iteration 163Q (120.775127 sec): 54 clusters Score: Raw -3050045.641811 + Penalty 43658.675163 = -3006386.966648 nChanged 50 Deleting Class 56 (2 points): Lose 7.497261 but Gain 759.573813 Iteration 164Q (120.942450 sec): 53 clusters Score: Raw -3050135.331196 + Penalty 42905.497006 = -3007229.834190 nChanged 30 Deleting Class 85 (36 points): Lose 267.485635 but Gain 1016.964137 Iteration 165Q (121.104924 sec): 52 clusters Score: Raw -3049896.900973 + Penalty 41999.725631 = -3007897.175341 nChanged 55 Deleting Class 55 (19 points): Lose 176.342629 but Gain 911.968237 Iteration 166Q (121.264938 sec): 51 clusters Score: Raw -3049857.182134 + Penalty 41154.466186 = -3008702.715948 nChanged 50 Deleting Class 181 (3 points): Lose 24.622491 but Gain 700.611859 Iteration 167Q (121.425495 sec): 50 clusters Score: Raw -3049990.457099 + Penalty 40452.756540 = -3009537.700559 nChanged 28 Deleting Class 27 (142 points): Lose 414.819407 but Gain 1053.935800 Iteration 168Q (121.584787 sec): 49 clusters Score: Raw -3049626.006606 + Penalty 39431.297903 = -3010194.708703 nChanged 154 Deleting Class 36 (55 points): Lose 174.549080 but Gain 792.224438 Iteration 169Q (121.742351 sec): 48 clusters Score: Raw -3049685.084629 + Penalty 38658.892955 = -3011026.191674 nChanged 112 Deleting Class 140 (10 points): Lose 81.069921 but Gain 699.336512 Iteration 170F (122.647708 sec): 47 clusters Score: Raw -3049705.862787 + Penalty 37974.059628 = -3011731.803159 nChanged 51 Deleting Class 47 (10 points): Lose 40.478651 but Gain 644.155801 Iteration 171Q (122.801156 sec): 46 clusters Score: Raw -3049699.522750 + Penalty 37325.700888 = -3012373.821862 nChanged 53 Deleting Class 136 (2 points): Lose 75.380735 but Gain 527.805787 Iteration 172Q (122.951171 sec): 45 clusters Score: Raw -3049657.400007 + Penalty 36772.179704 = -3012885.220303 nChanged 33 Deleting Class 28 (68 points): Lose 239.694083 but Gain 677.347931 Iteration 173Q (123.099825 sec): 44 clusters Score: Raw -3049434.348302 + Penalty 36102.854993 = -3013331.493310 nChanged 92 Deleting Class 107 (2 points): Lose 82.982969 but Gain 455.920920 Iteration 174Q (123.249098 sec): 43 clusters Score: Raw -3049462.891831 + Penalty 35627.140453 = -3013835.751378 nChanged 31 Deleting Class 23 (320 points): Lose 862.334263 but Gain 1209.300284 Iteration 175Q (123.394715 sec): 42 clusters Score: Raw -3048613.756896 + Penalty 34545.608754 = -3014068.148142 nChanged 325 Deleting Class 2 (352 points): Lose 1041.125352 but Gain 1354.164985 Iteration 176Q (123.551056 sec): 41 clusters Score: Raw -3048083.015445 + Penalty 33184.002004 = -3014899.013440 nChanged 435 Deleting Class 70 (1 points): Lose 7.230672 but Gain 312.652727 Iteration 177Q (123.707991 sec): 40 clusters Score: Raw -3048800.687030 + Penalty 32848.441703 = -3015952.245328 nChanged 84 Deleting Class 97 (244 points): Lose 552.778872 but Gain 835.034356 Iteration 178Q (123.850830 sec): 39 clusters Score: Raw -3048291.321661 + Penalty 32068.985564 = -3016222.336096 nChanged 290 Deleting Class 39 (246 points): Lose 1399.845633 but Gain 1609.393193 Iteration 179Q (123.997697 sec): 38 clusters Score: Raw -3047261.247706 + Penalty 30589.277659 = -3016671.970047 nChanged 325 Deleting Class 230 (2 points): Lose 20.153769 but Gain 110.769287 Iteration 180F (124.729746 sec): 37 clusters Score: Raw -3048042.168929 + Penalty 30503.459637 = -3017538.709292 nChanged 110 Deleting Class 152 (64 points): Lose 274.620968 but Gain 316.532054 Iteration 181Q (124.870738 sec): 36 clusters Score: Raw -3047828.409656 + Penalty 30256.474130 = -3017571.935526 nChanged 117 Iteration 182Q (125.010573 sec): 36 clusters Score: Raw -3048052.671506 + Penalty 30299.969218 = -3017752.702287 nChanged 63 Iteration 183Q (125.148347 sec): 36 clusters Score: Raw -3048092.572759 + Penalty 30304.075005 = -3017788.497754 nChanged 31 Iteration 184Q (125.286470 sec): 36 clusters Score: Raw -3048101.522769 + Penalty 30308.031906 = -3017793.490863 nChanged 24 Iteration 185Q (125.424316 sec): 36 clusters Score: Raw -3048111.095695 + Penalty 30307.671002 = -3017803.424694 nChanged 14 Iteration 186Q (125.560724 sec): 36 clusters Score: Raw -3048114.038095 + Penalty 30300.582565 = -3017813.455530 nChanged 17 Iteration 187Q (125.697996 sec): 36 clusters Score: Raw -3048117.302485 + Penalty 30300.208960 = -3017817.093525 nChanged 8 Iteration 188Q (125.835293 sec): 36 clusters Score: Raw -3048118.821997 + Penalty 30298.475637 = -3017820.346359 nChanged 8 Iteration 189Q (125.972376 sec): 36 clusters Score: Raw -3048120.536544 + Penalty 30299.436980 = -3017821.099563 nChanged 6 Iteration 190F (126.684551 sec): 36 clusters Score: Raw -3048124.322448 + Penalty 30295.232364 = -3017829.090085 nChanged 3 Iteration 191Q (126.822955 sec): 36 clusters Score: Raw -3048164.047891 + Penalty 30333.293885 = -3017830.754006 nChanged 10 Iteration 192Q (126.961572 sec): 36 clusters Score: Raw -3048190.946193 + Penalty 30309.185313 = -3017881.760879 nChanged 7 Iteration 193Q (127.099321 sec): 36 clusters Score: Raw -3048194.810285 + Penalty 30308.080134 = -3017886.730151 nChanged 10 Iteration 194Q (127.238388 sec): 36 clusters Score: Raw -3048198.491013 + Penalty 30313.023132 = -3017885.467882 nChanged 5 Iteration 195F (127.948999 sec): 36 clusters Score: Raw -3048213.081732 + Penalty 30325.147946 = -3017887.933786 nChanged 3 Iteration 196Q (128.087201 sec): 36 clusters Score: Raw -3048233.222400 + Penalty 30330.798106 = -3017902.424294 nChanged 3 Iteration 197Q (128.226035 sec): 36 clusters Score: Raw -3048234.801481 + Penalty 30329.756206 = -3017905.045275 nChanged 1 Iteration 198Q (128.363954 sec): 36 clusters Score: Raw -3048234.856448 + Penalty 30329.756206 = -3017905.100243 nChanged 0 Iteration 199F (129.073208 sec): 36 clusters Score: Raw -3048234.856448 + Penalty 30329.756206 = -3017905.100243 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -3048234.856448 + Penalty 30329.756206 = -3017905.100243Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 1 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.212585 sec): 2 clusters Score: Raw -82438.148122 + Penalty 417.016793 = -82021.131329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.214621 sec): 3 clusters Score: Raw -81851.382076 + Penalty 843.196399 = -81008.185677 nChanged 404 SP:Iteration 1F (129.216612 sec): 3 clusters Score: Raw -82158.557915 + Penalty 871.802343 = -81286.755572 nChanged 161 SP:Iteration 2F (129.218609 sec): 3 clusters Score: Raw -82350.185824 + Penalty 893.857116 = -81456.328708 nChanged 82 SP:Iteration 3F (129.220601 sec): 3 clusters Score: Raw -82436.997882 + Penalty 909.054651 = -81527.943232 nChanged 44 SP:Iteration 4Q (129.222562 sec): 3 clusters Score: Raw -82483.544032 + Penalty 916.954772 = -81566.589260 nChanged 30 SP:Iteration 5Q (129.224462 sec): 3 clusters Score: Raw -82511.579595 + Penalty 918.798050 = -81592.781546 nChanged 16 SP:Iteration 6Q (129.226321 sec): 3 clusters Score: Raw -82521.223833 + Penalty 919.402959 = -81601.820875 nChanged 11 SP:Iteration 7Q (129.228156 sec): 3 clusters Score: Raw -82528.769965 + Penalty 920.643716 = -81608.126248 nChanged 4 SP:Iteration 8Q (129.229965 sec): 3 clusters Score: Raw -82532.233795 + Penalty 920.278015 = -81611.955780 nChanged 6 SP:Iteration 9Q (129.231814 sec): 3 clusters Score: Raw -82540.425150 + Penalty 924.997839 = -81615.427311 nChanged 8 SP:Iteration 10F (129.233800 sec): 3 clusters Score: Raw -82544.523763 + Penalty 927.525268 = -81616.998495 nChanged 8 SP:Iteration 11Q (129.235573 sec): 3 clusters Score: Raw -82550.497377 + Penalty 931.166075 = -81619.331303 nChanged 10 SP:Iteration 12Q (129.237333 sec): 3 clusters Score: Raw -82558.389551 + Penalty 930.788179 = -81627.601372 nChanged 6 SP:Iteration 13Q (129.239113 sec): 3 clusters Score: Raw -82559.824117 + Penalty 930.788179 = -81629.035939 nChanged 0 SP:Iteration 14F (129.241125 sec): 3 clusters Score: Raw -82559.824117 + Penalty 930.788179 = -81629.035939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 3 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.243302 sec): 2 clusters Score: Raw -40131.402207 + Penalty 359.785322 = -39771.616885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.244499 sec): 3 clusters Score: Raw -39894.534071 + Penalty 728.438071 = -39166.096000 nChanged 171 SP:Iteration 1F (129.245613 sec): 3 clusters Score: Raw -40054.861485 + Penalty 734.183999 = -39320.677486 nChanged 46 SP:Iteration 2F (129.246742 sec): 3 clusters Score: Raw -40096.350553 + Penalty 736.499758 = -39359.850795 nChanged 24 SP:Iteration 3Q (129.247855 sec): 3 clusters Score: Raw -40117.168368 + Penalty 737.398714 = -39379.769654 nChanged 16 SP:Iteration 4Q (129.248978 sec): 3 clusters Score: Raw -40127.671581 + Penalty 738.943229 = -39388.728352 nChanged 7 SP:Iteration 5Q (129.250177 sec): 3 clusters Score: Raw -40131.045545 + Penalty 742.234397 = -39388.811147 nChanged 6 SP:Iteration 6Q (129.251317 sec): 3 clusters Score: Raw -40134.127771 + Penalty 742.162747 = -39391.965024 nChanged 6 SP:Iteration 7Q (129.252481 sec): 3 clusters Score: Raw -40136.404051 + Penalty 739.538913 = -39396.865138 nChanged 2 SP:Iteration 8Q (129.253629 sec): 3 clusters Score: Raw -40136.968988 + Penalty 739.538913 = -39397.430075 nChanged 0 SP:Iteration 9F (129.254785 sec): 3 clusters Score: Raw -40136.968988 + Penalty 739.538913 = -39397.430075 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (2940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.268705 sec): 2 clusters Score: Raw -236342.330398 + Penalty 353.995343 = -235988.335056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.274126 sec): 3 clusters Score: Raw -234532.667381 + Penalty 708.050004 = -233824.617377 nChanged 1315 SP:Iteration 1F (129.279596 sec): 3 clusters Score: Raw -235343.999084 + Penalty 708.307683 = -234635.691401 nChanged 326 SP:Iteration 2F (129.285034 sec): 3 clusters Score: Raw -235659.671439 + Penalty 709.484611 = -234950.186828 nChanged 259 SP:Iteration 3F (129.290538 sec): 3 clusters Score: Raw -235956.244847 + Penalty 712.094761 = -235244.150085 nChanged 214 SP:Iteration 4F (129.295958 sec): 3 clusters Score: Raw -236140.176782 + Penalty 713.163689 = -235427.013093 nChanged 127 SP:Iteration 5Q (129.301148 sec): 3 clusters Score: Raw -236209.285945 + Penalty 713.962206 = -235495.323740 nChanged 87 SP:Iteration 6Q (129.306538 sec): 3 clusters Score: Raw -236240.303199 + Penalty 715.477980 = -235524.825219 nChanged 56 SP:Iteration 7Q (129.311890 sec): 3 clusters Score: Raw -236264.175803 + Penalty 717.463343 = -235546.712460 nChanged 44 SP:Iteration 8Q (129.317007 sec): 3 clusters Score: Raw -236280.786282 + Penalty 718.977225 = -235561.809056 nChanged 33 SP:Iteration 9Q (129.322327 sec): 3 clusters Score: Raw -236294.216293 + Penalty 720.502291 = -235573.714002 nChanged 30 SP:Iteration 10F (129.327639 sec): 3 clusters Score: Raw -236302.659547 + Penalty 722.269529 = -235580.390018 nChanged 30 SP:Iteration 11Q (129.333071 sec): 3 clusters Score: Raw -236311.740320 + Penalty 724.089057 = -235587.651263 nChanged 32 SP:Iteration 12Q (129.338183 sec): 3 clusters Score: Raw -236320.834666 + Penalty 726.302283 = -235594.532383 nChanged 32 SP:Iteration 13Q (129.343386 sec): 3 clusters Score: Raw -236331.769479 + Penalty 728.924658 = -235602.844820 nChanged 42 SP:Iteration 14Q (129.348526 sec): 3 clusters Score: Raw -236344.073237 + Penalty 731.828273 = -235612.244964 nChanged 37 SP:Iteration 15Q (129.353581 sec): 3 clusters Score: Raw -236354.554204 + Penalty 734.203341 = -235620.350863 nChanged 28 SP:Iteration 16Q (129.358612 sec): 3 clusters Score: Raw -236362.744665 + Penalty 736.320476 = -235626.424188 nChanged 29 SP:Iteration 17Q (129.363754 sec): 3 clusters Score: Raw -236370.298896 + Penalty 738.232651 = -235632.066245 nChanged 34 SP:Iteration 18Q (129.368741 sec): 3 clusters Score: Raw -236377.876621 + Penalty 739.250013 = -235638.626608 nChanged 18 SP:Iteration 19Q (129.373749 sec): 3 clusters Score: Raw -236383.627684 + Penalty 740.066539 = -235643.561145 nChanged 19 SP:Iteration 20F (129.379059 sec): 3 clusters Score: Raw -236387.941425 + Penalty 741.230160 = -235646.711265 nChanged 19 SP:Iteration 21Q (129.384104 sec): 3 clusters Score: Raw -236392.584632 + Penalty 742.774203 = -235649.810429 nChanged 16 SP:Iteration 22Q (129.389073 sec): 3 clusters Score: Raw -236395.798415 + Penalty 743.204773 = -235652.593643 nChanged 13 SP:Iteration 23Q (129.394118 sec): 3 clusters Score: Raw -236398.956448 + Penalty 744.277066 = -235654.679382 nChanged 14 SP:Iteration 24Q (129.399151 sec): 3 clusters Score: Raw -236402.112847 + Penalty 745.159375 = -235656.953472 nChanged 12 SP:Iteration 25Q (129.404131 sec): 3 clusters Score: Raw -236404.273463 + Penalty 745.991827 = -235658.281636 nChanged 11 SP:Iteration 26Q (129.409384 sec): 3 clusters Score: Raw -236406.559199 + Penalty 746.638699 = -235659.920500 nChanged 15 SP:Iteration 27Q (129.414368 sec): 3 clusters Score: Raw -236410.020857 + Penalty 747.341781 = -235662.679076 nChanged 13 SP:Iteration 28Q (129.419297 sec): 3 clusters Score: Raw -236413.155764 + Penalty 747.816568 = -235665.339196 nChanged 13 SP:Iteration 29Q (129.424218 sec): 3 clusters Score: Raw -236416.374267 + Penalty 748.709303 = -235667.664965 nChanged 14 SP:Iteration 30F (129.429528 sec): 3 clusters Score: Raw -236419.091762 + Penalty 750.289394 = -235668.802368 nChanged 19 SP:Iteration 31Q (129.434426 sec): 3 clusters Score: Raw -236423.455632 + Penalty 751.035346 = -235672.420286 nChanged 15 SP:Iteration 32Q (129.439324 sec): 3 clusters Score: Raw -236427.088169 + Penalty 751.689226 = -235675.398944 nChanged 15 SP:Iteration 33Q (129.444291 sec): 3 clusters Score: Raw -236430.927309 + Penalty 752.000212 = -235678.927097 nChanged 11 SP:Iteration 34Q (129.449145 sec): 3 clusters Score: Raw -236433.931058 + Penalty 752.362137 = -235681.568921 nChanged 8 SP:Iteration 35Q (129.454078 sec): 3 clusters Score: Raw -236436.096778 + Penalty 753.212356 = -235682.884422 nChanged 10 SP:Iteration 36Q (129.458926 sec): 3 clusters Score: Raw -236438.236388 + Penalty 753.903266 = -235684.333122 nChanged 10 SP:Iteration 37Q (129.463854 sec): 3 clusters Score: Raw -236439.804307 + Penalty 753.949978 = -235685.854330 nChanged 9 SP:Iteration 38Q (129.468923 sec): 3 clusters Score: Raw -236441.660996 + Penalty 754.306201 = -235687.354795 nChanged 6 SP:Iteration 39Q (129.473827 sec): 3 clusters Score: Raw -236442.951315 + Penalty 754.884292 = -235688.067023 nChanged 9 SP:Iteration 40F (129.479246 sec): 3 clusters Score: Raw -236444.359446 + Penalty 755.394789 = -235688.964658 nChanged 4 SP:Iteration 41Q (129.484011 sec): 3 clusters Score: Raw -236444.924194 + Penalty 755.964973 = -235688.959222 nChanged 6 SP:Iteration 42F (129.489388 sec): 3 clusters Score: Raw -236445.977043 + Penalty 756.561331 = -235689.415712 nChanged 5 SP:Iteration 43Q (129.494246 sec): 3 clusters Score: Raw -236446.915921 + Penalty 757.235171 = -235689.680750 nChanged 6 SP:Iteration 44Q (129.499123 sec): 3 clusters Score: Raw -236448.168267 + Penalty 758.001578 = -235690.166689 nChanged 4 SP:Iteration 45Q (129.504023 sec): 3 clusters Score: Raw -236448.748130 + Penalty 758.375425 = -235690.372706 nChanged 2 SP:Iteration 46Q (129.509147 sec): 3 clusters Score: Raw -236449.003394 + Penalty 758.526154 = -235690.477239 nChanged 1 SP:Iteration 47Q (129.514249 sec): 3 clusters Score: Raw -236449.340647 + Penalty 758.526154 = -235690.814492 nChanged 0 SP:Iteration 48F (129.519566 sec): 3 clusters Score: Raw -236449.340647 + Penalty 758.526154 = -235690.814492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 6 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.522679 sec): 2 clusters Score: Raw -26143.449222 + Penalty 259.878130 = -25883.571092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.523548 sec): 3 clusters Score: Raw -25988.977588 + Penalty 522.879485 = -25466.098103 nChanged 124 SP:Iteration 1F (129.524455 sec): 3 clusters Score: Raw -26137.984198 + Penalty 523.979210 = -25614.004988 nChanged 36 SP:Iteration 2F (129.525317 sec): 3 clusters Score: Raw -26191.926957 + Penalty 528.332211 = -25663.594746 nChanged 22 SP:Iteration 3F (129.526167 sec): 3 clusters Score: Raw -26234.261540 + Penalty 528.566243 = -25705.695297 nChanged 15 SP:Iteration 4Q (129.526967 sec): 3 clusters Score: Raw -26251.755015 + Penalty 529.463715 = -25722.291300 nChanged 13 SP:Iteration 5Q (129.527759 sec): 3 clusters Score: Raw -26266.280415 + Penalty 531.172018 = -25735.108397 nChanged 8 SP:Iteration 6Q (129.528545 sec): 3 clusters Score: Raw -26272.172084 + Penalty 531.956698 = -25740.215387 nChanged 4 SP:Iteration 7Q (129.529348 sec): 3 clusters Score: Raw -26274.843948 + Penalty 532.230007 = -25742.613941 nChanged 2 SP:Iteration 8Q (129.530133 sec): 3 clusters Score: Raw -26277.177430 + Penalty 532.869226 = -25744.308204 nChanged 5 SP:Iteration 9Q (129.530914 sec): 3 clusters Score: Raw -26282.940069 + Penalty 531.076531 = -25751.863538 nChanged 8 SP:Iteration 10F (129.531762 sec): 3 clusters Score: Raw -26291.854787 + Penalty 531.216504 = -25760.638283 nChanged 5 SP:Iteration 11Q (129.532540 sec): 3 clusters Score: Raw -26295.363732 + Penalty 532.450006 = -25762.913725 nChanged 3 SP:Iteration 12Q (129.533316 sec): 3 clusters Score: Raw -26297.488409 + Penalty 532.526577 = -25764.961833 nChanged 1 SP:Iteration 13Q (129.534109 sec): 3 clusters Score: Raw -26298.016104 + Penalty 532.526577 = -25765.489528 nChanged 0 SP:Iteration 14F (129.534958 sec): 3 clusters Score: Raw -26298.016104 + Penalty 532.526577 = -25765.489528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 7 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.537530 sec): 2 clusters Score: Raw -58791.135678 + Penalty 256.279475 = -58534.856202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.539077 sec): 3 clusters Score: Raw -58394.591961 + Penalty 511.075748 = -57883.516213 nChanged 288 SP:Iteration 1F (129.540604 sec): 3 clusters Score: Raw -58630.978810 + Penalty 510.976583 = -58120.002228 nChanged 75 SP:Iteration 2F (129.542101 sec): 3 clusters Score: Raw -58676.926780 + Penalty 512.375623 = -58164.551158 nChanged 44 SP:Iteration 3F (129.543616 sec): 3 clusters Score: Raw -58705.544045 + Penalty 513.355991 = -58192.188054 nChanged 40 SP:Iteration 4F (129.545119 sec): 3 clusters Score: Raw -58734.439827 + Penalty 514.907274 = -58219.532553 nChanged 33 SP:Iteration 5Q (129.546611 sec): 3 clusters Score: Raw -58757.842111 + Penalty 520.610100 = -58237.232011 nChanged 27 SP:Iteration 6Q (129.548114 sec): 3 clusters Score: Raw -58776.578003 + Penalty 519.563452 = -58257.014551 nChanged 22 SP:Iteration 7Q (129.549576 sec): 3 clusters Score: Raw -58787.992723 + Penalty 522.773163 = -58265.219559 nChanged 20 SP:Iteration 8Q (129.551019 sec): 3 clusters Score: Raw -58801.306683 + Penalty 523.155704 = -58278.150979 nChanged 14 SP:Iteration 9Q (129.552509 sec): 3 clusters Score: Raw -58811.785055 + Penalty 527.054988 = -58284.730066 nChanged 11 SP:Iteration 10F (129.554011 sec): 3 clusters Score: Raw -58816.687454 + Penalty 532.074849 = -58284.612605 nChanged 8 SP:Iteration 11F (129.555520 sec): 3 clusters Score: Raw -58820.173028 + Penalty 530.740141 = -58289.432888 nChanged 6 SP:Iteration 12Q (129.556960 sec): 3 clusters Score: Raw -58822.408722 + Penalty 532.984051 = -58289.424671 nChanged 4 SP:Iteration 13F (129.558477 sec): 3 clusters Score: Raw -58823.747557 + Penalty 536.366298 = -58287.381259 nChanged 4 SP:Iteration 14F (129.559974 sec): 3 clusters Score: Raw -58825.024806 + Penalty 541.092113 = -58283.932693 nChanged 3 SP:Iteration 15F (129.561491 sec): 3 clusters Score: Raw -58826.041235 + Penalty 545.326858 = -58280.714377 nChanged 2 SP:Iteration 16F (129.562992 sec): 3 clusters Score: Raw -58826.741895 + Penalty 546.057717 = -58280.684178 nChanged 1 SP:Iteration 17F (129.564520 sec): 3 clusters Score: Raw -58827.377288 + Penalty 546.057717 = -58281.319570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.565908 sec): 2 clusters Score: Raw -26311.099258 + Penalty 230.224967 = -26080.874291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.566696 sec): 3 clusters Score: Raw -26121.429070 + Penalty 458.555265 = -25662.873805 nChanged 122 SP:Iteration 1F (129.567519 sec): 3 clusters Score: Raw -26184.066022 + Penalty 456.228335 = -25727.837687 nChanged 38 SP:Iteration 2F (129.568342 sec): 3 clusters Score: Raw -26217.845308 + Penalty 456.827347 = -25761.017961 nChanged 31 SP:Iteration 3F (129.569113 sec): 3 clusters Score: Raw -26253.631706 + Penalty 458.093997 = -25795.537709 nChanged 20 SP:Iteration 4F (129.569900 sec): 3 clusters Score: Raw -26286.492054 + Penalty 461.742080 = -25824.749974 nChanged 16 SP:Iteration 5Q (129.570679 sec): 3 clusters Score: Raw -26305.674903 + Penalty 465.241339 = -25840.433564 nChanged 9 SP:Iteration 6Q (129.571434 sec): 3 clusters Score: Raw -26310.564789 + Penalty 469.953180 = -25840.611609 nChanged 7 SP:Iteration 7Q (129.572187 sec): 3 clusters Score: Raw -26315.220269 + Penalty 473.529292 = -25841.690977 nChanged 5 SP:Iteration 8Q (129.572935 sec): 3 clusters Score: Raw -26318.203436 + Penalty 476.757933 = -25841.445503 nChanged 4 SP:Iteration 9F (129.573706 sec): 3 clusters Score: Raw -26320.031689 + Penalty 481.091855 = -25838.939834 nChanged 5 SP:Iteration 10F (129.574476 sec): 3 clusters Score: Raw -26321.398555 + Penalty 485.367426 = -25836.031130 nChanged 5 SP:Iteration 11F (129.575266 sec): 3 clusters Score: Raw -26322.182644 + Penalty 487.442608 = -25834.740036 nChanged 3 SP:Iteration 12F (129.576041 sec): 3 clusters Score: Raw -26323.083451 + Penalty 488.939009 = -25834.144443 nChanged 3 SP:Iteration 13F (129.576811 sec): 3 clusters Score: Raw -26323.826569 + Penalty 492.578077 = -25831.248493 nChanged 4 SP:Iteration 14F (129.577580 sec): 3 clusters Score: Raw -26325.191131 + Penalty 500.181550 = -25825.009580 nChanged 7 SP:Iteration 15F (129.578350 sec): 3 clusters Score: Raw -26328.246909 + Penalty 505.542549 = -25822.704360 nChanged 5 SP:Iteration 16F (129.579120 sec): 3 clusters Score: Raw -26330.296028 + Penalty 510.086824 = -25820.209204 nChanged 4 SP:Iteration 17F (129.579910 sec): 3 clusters Score: Raw -26332.132473 + Penalty 515.940272 = -25816.192201 nChanged 5 SP:Iteration 18F (129.580683 sec): 3 clusters Score: Raw -26334.130606 + Penalty 518.335928 = -25815.794678 nChanged 2 SP:Iteration 19F (129.581453 sec): 3 clusters Score: Raw -26334.757977 + Penalty 523.073101 = -25811.684877 nChanged 3 SP:Iteration 20F (129.582223 sec): 3 clusters Score: Raw -26336.529246 + Penalty 528.552302 = -25807.976944 nChanged 4 SP:Iteration 21F (129.582992 sec): 3 clusters Score: Raw -26338.380496 + Penalty 533.402533 = -25804.977963 nChanged 3 SP:Iteration 22F (129.583762 sec): 3 clusters Score: Raw -26340.049749 + Penalty 543.876777 = -25796.172972 nChanged 6 SP:Iteration 23F (129.584550 sec): 3 clusters Score: Raw -26342.550962 + Penalty 552.329421 = -25790.221541 nChanged 5 SP:Iteration 24F (129.585331 sec): 3 clusters Score: Raw -26344.990252 + Penalty 561.306730 = -25783.683522 nChanged 4 SP:Iteration 25F (129.586102 sec): 3 clusters Score: Raw -26347.018390 + Penalty 568.989959 = -25778.028431 nChanged 3 SP:Iteration 26F (129.586873 sec): 3 clusters Score: Raw -26348.438445 + Penalty 574.168413 = -25774.270032 nChanged 2 SP:Iteration 27F (129.587643 sec): 3 clusters Score: Raw -26349.109932 + Penalty 574.168413 = -25774.941519 nChanged 0 Memory request: 0.09 GB would take us to total of 0.46 GB. Trying to split cluster 10 (18866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.671341 sec): 2 clusters Score: Raw -1401027.417614 + Penalty 255.735371 = -1400771.682243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.707478 sec): 3 clusters Score: Raw -1388263.995051 + Penalty 536.637420 = -1387727.357631 nChanged 9080 SP:Iteration 1F (129.742708 sec): 3 clusters Score: Raw -1396496.650694 + Penalty 682.046258 = -1395814.604437 nChanged 3268 SP:Iteration 2F (129.777762 sec): 3 clusters Score: Raw -1400425.350202 + Penalty 840.664926 = -1399584.685276 nChanged 499 SP:Iteration 3Q (129.813942 sec): 3 clusters Score: Raw -1400939.471032 + Penalty 1029.865497 = -1399909.605535 nChanged 93 SP:Iteration 4Q (129.842821 sec): 3 clusters Score: Raw -1401060.945981 + Penalty 1117.784321 = -1399943.161659 nChanged 14 SP:Iteration 5Q (129.870088 sec): 3 clusters Score: Raw -1401076.602645 + Penalty 1133.340883 = -1399943.261762 nChanged 4 SP:Iteration 6Q (129.897222 sec): 3 clusters Score: Raw -1401080.379030 + Penalty 1145.922671 = -1399934.456359 nChanged 1 SP:Iteration 7F (129.932753 sec): 3 clusters Score: Raw -1401081.777542 + Penalty 1159.316360 = -1399922.461182 nChanged 1 SP:Iteration 8F (129.967595 sec): 3 clusters Score: Raw -1401084.146722 + Penalty 1159.316360 = -1399924.830362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 11 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.981413 sec): 2 clusters Score: Raw -66493.352457 + Penalty 469.628971 = -66023.723487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.983105 sec): 3 clusters Score: Raw -66020.932259 + Penalty 944.246386 = -65076.685873 nChanged 305 SP:Iteration 1F (129.984805 sec): 3 clusters Score: Raw -66249.205681 + Penalty 956.297344 = -65292.908337 nChanged 98 SP:Iteration 2F (129.986482 sec): 3 clusters Score: Raw -66343.365067 + Penalty 975.289795 = -65368.075272 nChanged 62 SP:Iteration 3F (129.988116 sec): 3 clusters Score: Raw -66425.652767 + Penalty 1001.422690 = -65424.230078 nChanged 49 SP:Iteration 4F (129.989780 sec): 3 clusters Score: Raw -66481.529685 + Penalty 1006.265041 = -65475.264644 nChanged 20 SP:Iteration 5Q (129.991346 sec): 3 clusters Score: Raw -66506.546200 + Penalty 1010.984350 = -65495.561850 nChanged 8 SP:Iteration 6Q (129.992861 sec): 3 clusters Score: Raw -66514.561873 + Penalty 1012.394712 = -65502.167161 nChanged 7 SP:Iteration 7Q (129.994396 sec): 3 clusters Score: Raw -66519.492726 + Penalty 1009.847567 = -65509.645159 nChanged 4 SP:Iteration 8Q (129.995913 sec): 3 clusters Score: Raw -66523.058228 + Penalty 1012.912171 = -65510.146057 nChanged 3 SP:Iteration 9Q (129.997391 sec): 3 clusters Score: Raw -66524.870086 + Penalty 1014.911922 = -65509.958165 nChanged 2 SP:Iteration 10F (129.999073 sec): 3 clusters Score: Raw -66525.485750 + Penalty 1018.264226 = -65507.221524 nChanged 2 SP:Iteration 11F (130.000813 sec): 3 clusters Score: Raw -66526.734257 + Penalty 1022.271074 = -65504.463183 nChanged 2 SP:Iteration 12F (130.002472 sec): 3 clusters Score: Raw -66527.134647 + Penalty 1022.573446 = -65504.561201 nChanged 1 SP:Iteration 13Q (130.003936 sec): 3 clusters Score: Raw -66527.695110 + Penalty 1025.444088 = -65502.251022 nChanged 3 SP:Iteration 14F (130.005573 sec): 3 clusters Score: Raw -66529.725546 + Penalty 1031.234432 = -65498.491114 nChanged 3 SP:Iteration 15F (130.007205 sec): 3 clusters Score: Raw -66530.309447 + Penalty 1032.330189 = -65497.979258 nChanged 1 SP:Iteration 16F (130.008912 sec): 3 clusters Score: Raw -66530.527864 + Penalty 1032.330189 = -65498.197675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.010941 sec): 2 clusters Score: Raw -43053.429524 + Penalty 410.625981 = -42642.803543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.012116 sec): 3 clusters Score: Raw -42816.374648 + Penalty 873.350966 = -41943.023682 nChanged 189 SP:Iteration 1F (130.013257 sec): 3 clusters Score: Raw -43072.903616 + Penalty 925.607991 = -42147.295625 nChanged 63 SP:Iteration 2F (130.014398 sec): 3 clusters Score: Raw -43155.110428 + Penalty 951.381983 = -42203.728446 nChanged 23 SP:Iteration 3Q (130.015472 sec): 3 clusters Score: Raw -43186.410779 + Penalty 955.124430 = -42231.286349 nChanged 5 SP:Iteration 4Q (130.016498 sec): 3 clusters Score: Raw -43194.905213 + Penalty 962.457475 = -42232.447738 nChanged 5 SP:Iteration 5Q (130.017537 sec): 3 clusters Score: Raw -43204.039437 + Penalty 965.648603 = -42238.390834 nChanged 5 SP:Iteration 6Q (130.018546 sec): 3 clusters Score: Raw -43206.889067 + Penalty 965.743252 = -42241.145815 nChanged 1 SP:Iteration 7Q (130.019555 sec): 3 clusters Score: Raw -43207.141331 + Penalty 967.926347 = -42239.214984 nChanged 1 SP:Iteration 8F (130.020655 sec): 3 clusters Score: Raw -43208.450897 + Penalty 971.044369 = -42237.406528 nChanged 1 SP:Iteration 9F (130.021836 sec): 3 clusters Score: Raw -43209.361863 + Penalty 973.712233 = -42235.649629 nChanged 1 SP:Iteration 10F (130.022995 sec): 3 clusters Score: Raw -43210.284447 + Penalty 975.644080 = -42234.640367 nChanged 1 SP:Iteration 11F (130.024147 sec): 3 clusters Score: Raw -43211.542585 + Penalty 975.644080 = -42235.898505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.031471 sec): 2 clusters Score: Raw -115718.803469 + Penalty 335.604117 = -115383.199353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.034207 sec): 3 clusters Score: Raw -114889.809860 + Penalty 673.672047 = -114216.137813 nChanged 563 SP:Iteration 1F (130.036875 sec): 3 clusters Score: Raw -115181.615258 + Penalty 674.221878 = -114507.393380 nChanged 107 SP:Iteration 2F (130.039563 sec): 3 clusters Score: Raw -115237.366381 + Penalty 676.717194 = -114560.649187 nChanged 95 SP:Iteration 3F (130.042257 sec): 3 clusters Score: Raw -115311.641384 + Penalty 681.592663 = -114630.048721 nChanged 98 SP:Iteration 4F (130.044916 sec): 3 clusters Score: Raw -115399.366521 + Penalty 689.711608 = -114709.654912 nChanged 91 SP:Iteration 5F (130.047593 sec): 3 clusters Score: Raw -115484.333089 + Penalty 698.420313 = -114785.912776 nChanged 70 SP:Iteration 6Q (130.050151 sec): 3 clusters Score: Raw -115544.742416 + Penalty 708.116293 = -114836.626123 nChanged 56 SP:Iteration 7Q (130.052690 sec): 3 clusters Score: Raw -115585.339288 + Penalty 716.795755 = -114868.543533 nChanged 39 SP:Iteration 8Q (130.055223 sec): 3 clusters Score: Raw -115607.926440 + Penalty 730.836933 = -114877.089508 nChanged 39 SP:Iteration 9Q (130.057720 sec): 3 clusters Score: Raw -115636.686512 + Penalty 741.451487 = -114895.235025 nChanged 31 SP:Iteration 10F (130.060339 sec): 3 clusters Score: Raw -115663.501723 + Penalty 752.069343 = -114911.432380 nChanged 25 SP:Iteration 11Q (130.062717 sec): 3 clusters Score: Raw -115685.954890 + Penalty 760.755724 = -114925.199166 nChanged 21 SP:Iteration 12Q (130.065064 sec): 3 clusters Score: Raw -115706.415192 + Penalty 764.788672 = -114941.626520 nChanged 16 SP:Iteration 13Q (130.067359 sec): 3 clusters Score: Raw -115718.294320 + Penalty 768.336170 = -114949.958150 nChanged 6 SP:Iteration 14Q (130.069600 sec): 3 clusters Score: Raw -115721.397722 + Penalty 765.791469 = -114955.606253 nChanged 2 SP:Iteration 15Q (130.071821 sec): 3 clusters Score: Raw -115721.905700 + Penalty 766.191557 = -114955.714143 nChanged 2 SP:Iteration 16Q (130.074095 sec): 3 clusters Score: Raw -115723.441534 + Penalty 765.407435 = -114958.034099 nChanged 3 SP:Iteration 17Q (130.076350 sec): 3 clusters Score: Raw -115725.320826 + Penalty 761.294062 = -114964.026764 nChanged 3 SP:Iteration 18Q (130.078587 sec): 3 clusters Score: Raw -115726.178461 + Penalty 759.377106 = -114966.801355 nChanged 4 SP:Iteration 19Q (130.080829 sec): 3 clusters Score: Raw -115728.239307 + Penalty 763.281284 = -114964.958023 nChanged 2 SP:Iteration 20F (130.083517 sec): 3 clusters Score: Raw -115728.946093 + Penalty 769.395911 = -114959.550181 nChanged 3 SP:Iteration 21F (130.086156 sec): 3 clusters Score: Raw -115730.921738 + Penalty 763.758215 = -114967.163523 nChanged 1 SP:Iteration 22Q (130.088367 sec): 3 clusters Score: Raw -115732.000886 + Penalty 764.713696 = -114967.287191 nChanged 1 SP:Iteration 23Q (130.090589 sec): 3 clusters Score: Raw -115731.480081 + Penalty 767.045500 = -114964.434581 nChanged 1 SP:Iteration 24F (130.093260 sec): 3 clusters Score: Raw -115731.543034 + Penalty 767.045500 = -114964.497535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 14 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.102406 sec): 2 clusters Score: Raw -55038.766767 + Penalty 230.391136 = -54808.375631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.103911 sec): 3 clusters Score: Raw -54643.452158 + Penalty 462.005981 = -54181.446177 nChanged 294 SP:Iteration 1F (130.105407 sec): 3 clusters Score: Raw -54868.787422 + Penalty 461.862175 = -54406.925247 nChanged 77 SP:Iteration 2F (130.106919 sec): 3 clusters Score: Raw -54914.020279 + Penalty 461.227647 = -54452.792632 nChanged 35 SP:Iteration 3Q (130.108394 sec): 3 clusters Score: Raw -54936.249372 + Penalty 463.722869 = -54472.526503 nChanged 30 SP:Iteration 4Q (130.109885 sec): 3 clusters Score: Raw -54956.101848 + Penalty 465.168656 = -54490.933192 nChanged 22 SP:Iteration 5Q (130.111345 sec): 3 clusters Score: Raw -54965.980568 + Penalty 468.213165 = -54497.767403 nChanged 20 SP:Iteration 6Q (130.112836 sec): 3 clusters Score: Raw -54975.876190 + Penalty 467.737078 = -54508.139112 nChanged 9 SP:Iteration 7Q (130.114303 sec): 3 clusters Score: Raw -54979.313238 + Penalty 468.409067 = -54510.904171 nChanged 5 SP:Iteration 8Q (130.115760 sec): 3 clusters Score: Raw -54980.680710 + Penalty 469.017258 = -54511.663452 nChanged 4 SP:Iteration 9Q (130.117236 sec): 3 clusters Score: Raw -54981.575605 + Penalty 467.387607 = -54514.187998 nChanged 5 SP:Iteration 10F (130.118706 sec): 3 clusters Score: Raw -54985.514809 + Penalty 467.949028 = -54517.565781 nChanged 6 SP:Iteration 11Q (130.120162 sec): 3 clusters Score: Raw -54988.006233 + Penalty 467.346100 = -54520.660133 nChanged 5 SP:Iteration 12Q (130.121672 sec): 3 clusters Score: Raw -54990.840209 + Penalty 467.265902 = -54523.574307 nChanged 4 SP:Iteration 13Q (130.123131 sec): 3 clusters Score: Raw -54992.930791 + Penalty 468.048555 = -54524.882236 nChanged 5 SP:Iteration 14Q (130.124687 sec): 3 clusters Score: Raw -54996.310234 + Penalty 467.776394 = -54528.533840 nChanged 6 SP:Iteration 15Q (130.126228 sec): 3 clusters Score: Raw -54998.215135 + Penalty 467.104706 = -54531.110429 nChanged 4 SP:Iteration 16Q (130.127765 sec): 3 clusters Score: Raw -54998.776612 + Penalty 467.480209 = -54531.296403 nChanged 3 SP:Iteration 17Q (130.129281 sec): 3 clusters Score: Raw -54999.086573 + Penalty 467.452568 = -54531.634004 nChanged 4 SP:Iteration 18Q (130.130755 sec): 3 clusters Score: Raw -54999.716664 + Penalty 469.642567 = -54530.074097 nChanged 4 SP:Iteration 19F (130.132235 sec): 3 clusters Score: Raw -55000.837491 + Penalty 468.447475 = -54532.390016 nChanged 3 SP:Iteration 20F (130.133692 sec): 3 clusters Score: Raw -55003.018019 + Penalty 468.033487 = -54534.984532 nChanged 4 SP:Iteration 21Q (130.135168 sec): 3 clusters Score: Raw -55005.565980 + Penalty 468.358859 = -54537.207121 nChanged 5 SP:Iteration 22Q (130.136651 sec): 3 clusters Score: Raw -55010.436357 + Penalty 467.229096 = -54543.207262 nChanged 5 SP:Iteration 23Q (130.138104 sec): 3 clusters Score: Raw -55012.705382 + Penalty 465.687270 = -54547.018112 nChanged 6 SP:Iteration 24Q (130.139564 sec): 3 clusters Score: Raw -55014.724643 + Penalty 466.715821 = -54548.008822 nChanged 5 SP:Iteration 25Q (130.140995 sec): 3 clusters Score: Raw -55016.864275 + Penalty 467.874125 = -54548.990150 nChanged 4 SP:Iteration 26Q (130.142457 sec): 3 clusters Score: Raw -55019.007793 + Penalty 468.061484 = -54550.946309 nChanged 3 SP:Iteration 27Q (130.143912 sec): 3 clusters Score: Raw -55020.194020 + Penalty 472.057043 = -54548.136977 nChanged 4 SP:Iteration 28F (130.145407 sec): 3 clusters Score: Raw -55024.730769 + Penalty 477.374696 = -54547.356073 nChanged 8 SP:Iteration 29F (130.146868 sec): 3 clusters Score: Raw -55031.910376 + Penalty 481.634456 = -54550.275921 nChanged 9 SP:Iteration 30F (130.148347 sec): 3 clusters Score: Raw -55034.938975 + Penalty 484.590164 = -54550.348812 nChanged 4 SP:Iteration 31Q (130.149782 sec): 3 clusters Score: Raw -55037.025471 + Penalty 487.756310 = -54549.269161 nChanged 8 SP:Iteration 32F (130.151245 sec): 3 clusters Score: Raw -55043.188102 + Penalty 493.319213 = -54549.868889 nChanged 7 SP:Iteration 33Q (130.152659 sec): 3 clusters Score: Raw -55046.172561 + Penalty 498.147862 = -54548.024699 nChanged 7 SP:Iteration 34F (130.154152 sec): 3 clusters Score: Raw -55050.443200 + Penalty 511.201321 = -54539.241879 nChanged 11 SP:Iteration 35F (130.155684 sec): 3 clusters Score: Raw -55056.657153 + Penalty 519.963682 = -54536.693471 nChanged 3 SP:Iteration 36F (130.157147 sec): 3 clusters Score: Raw -55058.760029 + Penalty 521.311432 = -54537.448597 nChanged 4 SP:Iteration 37Q (130.158572 sec): 3 clusters Score: Raw -55061.679752 + Penalty 530.378119 = -54531.301633 nChanged 4 SP:Iteration 38F (130.160028 sec): 3 clusters Score: Raw -55066.299005 + Penalty 554.228575 = -54512.070430 nChanged 6 SP:Iteration 39F (130.161494 sec): 3 clusters Score: Raw -55075.590990 + Penalty 561.205150 = -54514.385840 nChanged 7 SP:Iteration 40F (130.162932 sec): 3 clusters Score: Raw -55087.028817 + Penalty 561.858702 = -54525.170115 nChanged 1 SP:Iteration 41Q (130.164209 sec): 3 clusters Score: Raw -55088.006315 + Penalty 561.858702 = -54526.147612 nChanged 0 SP:Iteration 42F (130.165685 sec): 3 clusters Score: Raw -55088.006315 + Penalty 561.858702 = -54526.147612 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 15 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.167766 sec): 2 clusters Score: Raw -46899.670962 + Penalty 520.167012 = -46379.503950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.168975 sec): 3 clusters Score: Raw -46614.554924 + Penalty 1038.803161 = -45575.751763 nChanged 182 SP:Iteration 1F (130.170185 sec): 3 clusters Score: Raw -46720.964060 + Penalty 1045.083926 = -45675.880134 nChanged 55 SP:Iteration 2F (130.171382 sec): 3 clusters Score: Raw -46769.128118 + Penalty 1058.710916 = -45710.417203 nChanged 49 SP:Iteration 3F (130.172570 sec): 3 clusters Score: Raw -46815.702475 + Penalty 1080.152328 = -45735.550147 nChanged 37 SP:Iteration 4F (130.173758 sec): 3 clusters Score: Raw -46858.335555 + Penalty 1105.060450 = -45753.275105 nChanged 33 SP:Iteration 5F (130.174958 sec): 3 clusters Score: Raw -46896.248300 + Penalty 1118.474375 = -45777.773924 nChanged 21 SP:Iteration 6Q (130.176162 sec): 3 clusters Score: Raw -46919.889864 + Penalty 1122.217868 = -45797.671997 nChanged 9 SP:Iteration 7Q (130.177317 sec): 3 clusters Score: Raw -46932.424404 + Penalty 1129.353765 = -45803.070639 nChanged 5 SP:Iteration 8Q (130.178456 sec): 3 clusters Score: Raw -46938.361323 + Penalty 1130.131641 = -45808.229682 nChanged 2 SP:Iteration 9Q (130.179574 sec): 3 clusters Score: Raw -46942.225615 + Penalty 1130.080644 = -45812.144971 nChanged 3 SP:Iteration 10F (130.180774 sec): 3 clusters Score: Raw -46947.753909 + Penalty 1131.753884 = -45816.000025 nChanged 3 SP:Iteration 11Q (130.181908 sec): 3 clusters Score: Raw -46953.902264 + Penalty 1133.229161 = -45820.673103 nChanged 2 SP:Iteration 12Q (130.183022 sec): 3 clusters Score: Raw -46956.988535 + Penalty 1133.229161 = -45823.759374 nChanged 0 SP:Iteration 13F (130.184208 sec): 3 clusters Score: Raw -46956.988535 + Penalty 1133.229161 = -45823.759374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 16 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.186401 sec): 2 clusters Score: Raw -48876.363744 + Penalty 273.422279 = -48602.941465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.187760 sec): 3 clusters Score: Raw -48520.019460 + Penalty 560.636701 = -47959.382759 nChanged 241 SP:Iteration 1F (130.189072 sec): 3 clusters Score: Raw -48694.998802 + Penalty 590.384067 = -48104.614734 nChanged 92 SP:Iteration 2F (130.190416 sec): 3 clusters Score: Raw -48814.871543 + Penalty 671.119803 = -48143.751740 nChanged 46 SP:Iteration 3F (130.191733 sec): 3 clusters Score: Raw -48878.367566 + Penalty 708.250289 = -48170.117277 nChanged 15 SP:Iteration 4Q (130.193019 sec): 3 clusters Score: Raw -48897.390786 + Penalty 736.996908 = -48160.393878 nChanged 2 SP:Iteration 5F (130.194343 sec): 3 clusters Score: Raw -48900.627439 + Penalty 741.535159 = -48159.092280 nChanged 1 SP:Iteration 6F (130.195676 sec): 3 clusters Score: Raw -48905.222100 + Penalty 758.988152 = -48146.233948 nChanged 1 SP:Iteration 7F (130.196982 sec): 3 clusters Score: Raw -48910.294071 + Penalty 774.163723 = -48136.130348 nChanged 2 SP:Iteration 8F (130.198293 sec): 3 clusters Score: Raw -48913.276552 + Penalty 774.163723 = -48139.112829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.200863 sec): 2 clusters Score: Raw -55729.637425 + Penalty 591.368382 = -55138.269043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.202284 sec): 3 clusters Score: Raw -55443.325756 + Penalty 1189.459410 = -54253.866347 nChanged 216 SP:Iteration 1F (130.203632 sec): 3 clusters Score: Raw -55626.437619 + Penalty 1196.048545 = -54430.389074 nChanged 70 SP:Iteration 2F (130.205001 sec): 3 clusters Score: Raw -55697.605955 + Penalty 1200.072139 = -54497.533816 nChanged 38 SP:Iteration 3F (130.206372 sec): 3 clusters Score: Raw -55730.759561 + Penalty 1202.264494 = -54528.495066 nChanged 26 SP:Iteration 4Q (130.207703 sec): 3 clusters Score: Raw -55759.823775 + Penalty 1205.371091 = -54554.452684 nChanged 17 SP:Iteration 5Q (130.209024 sec): 3 clusters Score: Raw -55773.349837 + Penalty 1207.756194 = -54565.593643 nChanged 15 SP:Iteration 6Q (130.210377 sec): 3 clusters Score: Raw -55782.476624 + Penalty 1206.482046 = -54575.994578 nChanged 10 SP:Iteration 7Q (130.211693 sec): 3 clusters Score: Raw -55790.448794 + Penalty 1212.712866 = -54577.735928 nChanged 11 SP:Iteration 8Q (130.213006 sec): 3 clusters Score: Raw -55797.322555 + Penalty 1218.003546 = -54579.319009 nChanged 6 SP:Iteration 9Q (130.214323 sec): 3 clusters Score: Raw -55802.327853 + Penalty 1219.565265 = -54582.762588 nChanged 6 SP:Iteration 10F (130.215691 sec): 3 clusters Score: Raw -55812.154173 + Penalty 1221.663010 = -54590.491163 nChanged 6 SP:Iteration 11Q (130.217001 sec): 3 clusters Score: Raw -55817.616718 + Penalty 1222.497709 = -54595.119009 nChanged 4 SP:Iteration 12Q (130.218312 sec): 3 clusters Score: Raw -55819.854659 + Penalty 1222.790250 = -54597.064409 nChanged 2 SP:Iteration 13Q (130.219601 sec): 3 clusters Score: Raw -55820.845517 + Penalty 1223.284940 = -54597.560577 nChanged 2 SP:Iteration 14Q (130.220901 sec): 3 clusters Score: Raw -55822.448044 + Penalty 1223.284940 = -54599.163104 nChanged 0 SP:Iteration 15F (130.222273 sec): 3 clusters Score: Raw -55822.448044 + Penalty 1223.284940 = -54599.163104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.223629 sec): 2 clusters Score: Raw -4046.860797 + Penalty 620.700292 = -3426.160505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.224014 sec): 3 clusters Score: Raw -4281.099638 + Penalty 1228.642897 = -3052.456742 nChanged 10 SP:Iteration 1F (130.224411 sec): 3 clusters Score: Raw -4316.168519 + Penalty 1219.663122 = -3096.505398 nChanged 3 SP:Iteration 2Q (130.224770 sec): 3 clusters Score: Raw -4344.866618 + Penalty 1216.056260 = -3128.810359 nChanged 1 SP:Iteration 3Q (130.225145 sec): 3 clusters Score: Raw -4353.792356 + Penalty 1212.109124 = -3141.683232 nChanged 1 SP:Iteration 4Q (130.225490 sec): 3 clusters Score: Raw -4358.994517 + Penalty 1212.109124 = -3146.885393 nChanged 0 SP:Iteration 5F (130.225870 sec): 3 clusters Score: Raw -4358.994517 + Penalty 1212.109124 = -3146.885393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 20 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.228197 sec): 2 clusters Score: Raw -41372.590915 + Penalty 470.377839 = -40902.213076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.229384 sec): 3 clusters Score: Raw -41145.564379 + Penalty 944.652555 = -40200.911824 nChanged 183 SP:Iteration 1F (130.230554 sec): 3 clusters Score: Raw -41334.348116 + Penalty 948.778442 = -40385.569673 nChanged 57 SP:Iteration 2F (130.231675 sec): 3 clusters Score: Raw -41394.188177 + Penalty 950.485149 = -40443.703028 nChanged 37 SP:Iteration 3F (130.232786 sec): 3 clusters Score: Raw -41436.294879 + Penalty 952.739922 = -40483.554957 nChanged 20 SP:Iteration 4Q (130.233883 sec): 3 clusters Score: Raw -41457.068139 + Penalty 955.165855 = -40501.902284 nChanged 19 SP:Iteration 5Q (130.235000 sec): 3 clusters Score: Raw -41481.296555 + Penalty 956.928379 = -40524.368176 nChanged 15 SP:Iteration 6Q (130.236100 sec): 3 clusters Score: Raw -41501.674072 + Penalty 958.600543 = -40543.073529 nChanged 8 SP:Iteration 7Q (130.237188 sec): 3 clusters Score: Raw -41516.097369 + Penalty 965.412513 = -40550.684856 nChanged 5 SP:Iteration 8Q (130.238261 sec): 3 clusters Score: Raw -41522.053290 + Penalty 969.304946 = -40552.748344 nChanged 5 SP:Iteration 9Q (130.239344 sec): 3 clusters Score: Raw -41528.066326 + Penalty 971.530110 = -40556.536215 nChanged 2 SP:Iteration 10F (130.240457 sec): 3 clusters Score: Raw -41528.896654 + Penalty 973.975649 = -40554.921005 nChanged 2 SP:Iteration 11F (130.241587 sec): 3 clusters Score: Raw -41529.593037 + Penalty 974.564034 = -40555.029003 nChanged 1 SP:Iteration 12Q (130.242635 sec): 3 clusters Score: Raw -41530.028654 + Penalty 974.564034 = -40555.464621 nChanged 0 SP:Iteration 13F (130.243757 sec): 3 clusters Score: Raw -41530.028654 + Penalty 974.564034 = -40555.464621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.245585 sec): 2 clusters Score: Raw -23571.255326 + Penalty 357.955437 = -23213.299889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.246307 sec): 3 clusters Score: Raw -23431.892134 + Penalty 716.528833 = -22715.363300 nChanged 93 SP:Iteration 1F (130.247016 sec): 3 clusters Score: Raw -23492.294361 + Penalty 715.891417 = -22776.402943 nChanged 42 SP:Iteration 2F (130.247777 sec): 3 clusters Score: Raw -23530.180812 + Penalty 715.840841 = -22814.339972 nChanged 14 SP:Iteration 3Q (130.248509 sec): 3 clusters Score: Raw -23538.185414 + Penalty 715.873536 = -22822.311878 nChanged 3 SP:Iteration 4Q (130.249239 sec): 3 clusters Score: Raw -23543.051377 + Penalty 715.931550 = -22827.119827 nChanged 1 SP:Iteration 5Q (130.249961 sec): 3 clusters Score: Raw -23543.276910 + Penalty 715.900897 = -22827.376012 nChanged 3 SP:Iteration 6Q (130.250683 sec): 3 clusters Score: Raw -23544.341244 + Penalty 715.808016 = -22828.533227 nChanged 2 SP:Iteration 7Q (130.251382 sec): 3 clusters Score: Raw -23545.497285 + Penalty 715.569242 = -22829.928043 nChanged 4 SP:Iteration 8Q (130.252079 sec): 3 clusters Score: Raw -23546.437277 + Penalty 715.661533 = -22830.775744 nChanged 3 SP:Iteration 9Q (130.252787 sec): 3 clusters Score: Raw -23547.033160 + Penalty 715.830205 = -22831.202954 nChanged 4 SP:Iteration 10F (130.253497 sec): 3 clusters Score: Raw -23549.232871 + Penalty 715.976935 = -22833.255936 nChanged 9 SP:Iteration 11Q (130.254196 sec): 3 clusters Score: Raw -23553.797984 + Penalty 716.870502 = -22836.927481 nChanged 11 SP:Iteration 12Q (130.254923 sec): 3 clusters Score: Raw -23560.140202 + Penalty 716.200985 = -22843.939217 nChanged 6 SP:Iteration 13Q (130.255624 sec): 3 clusters Score: Raw -23563.360685 + Penalty 716.068134 = -22847.292551 nChanged 6 SP:Iteration 14Q (130.256322 sec): 3 clusters Score: Raw -23565.160795 + Penalty 716.164161 = -22848.996635 nChanged 4 SP:Iteration 15Q (130.257040 sec): 3 clusters Score: Raw -23566.206613 + Penalty 715.837627 = -22850.368986 nChanged 4 SP:Iteration 16Q (130.257741 sec): 3 clusters Score: Raw -23568.131276 + Penalty 713.205113 = -22854.926163 nChanged 8 SP:Iteration 17Q (130.258438 sec): 3 clusters Score: Raw -23573.814817 + Penalty 713.778277 = -22860.036540 nChanged 5 SP:Iteration 18Q (130.259136 sec): 3 clusters Score: Raw -23575.995542 + Penalty 713.686269 = -22862.309273 nChanged 2 SP:Iteration 19Q (130.259835 sec): 3 clusters Score: Raw -23576.881580 + Penalty 713.686269 = -22863.195311 nChanged 0 SP:Iteration 20F (130.260539 sec): 3 clusters Score: Raw -23576.881580 + Penalty 713.686269 = -22863.195311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.262620 sec): 2 clusters Score: Raw -41087.039291 + Penalty 926.667619 = -40160.371672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.263755 sec): 3 clusters Score: Raw -40952.338521 + Penalty 1852.983777 = -39099.354744 nChanged 128 SP:Iteration 1F (130.264874 sec): 3 clusters Score: Raw -41074.134489 + Penalty 1851.887809 = -39222.246680 nChanged 33 SP:Iteration 2F (130.265954 sec): 3 clusters Score: Raw -41114.337904 + Penalty 1851.639345 = -39262.698559 nChanged 17 SP:Iteration 3Q (130.267023 sec): 3 clusters Score: Raw -41130.207281 + Penalty 1851.774769 = -39278.432512 nChanged 5 SP:Iteration 4Q (130.268074 sec): 3 clusters Score: Raw -41133.111265 + Penalty 1851.584713 = -39281.526552 nChanged 6 SP:Iteration 5Q (130.269119 sec): 3 clusters Score: Raw -41137.692334 + Penalty 1851.958151 = -39285.734183 nChanged 4 SP:Iteration 6Q (130.270164 sec): 3 clusters Score: Raw -41140.210125 + Penalty 1852.549451 = -39287.660675 nChanged 7 SP:Iteration 7Q (130.271209 sec): 3 clusters Score: Raw -41144.978243 + Penalty 1853.257247 = -39291.720995 nChanged 3 SP:Iteration 8Q (130.272276 sec): 3 clusters Score: Raw -41147.652574 + Penalty 1854.386009 = -39293.266565 nChanged 4 SP:Iteration 9Q (130.273324 sec): 3 clusters Score: Raw -41151.107552 + Penalty 1855.099633 = -39296.007919 nChanged 4 SP:Iteration 10F (130.274391 sec): 3 clusters Score: Raw -41155.646025 + Penalty 1855.844517 = -39299.801508 nChanged 5 SP:Iteration 11Q (130.275441 sec): 3 clusters Score: Raw -41160.059124 + Penalty 1856.496459 = -39303.562665 nChanged 2 SP:Iteration 12Q (130.276506 sec): 3 clusters Score: Raw -41162.110927 + Penalty 1856.496459 = -39305.614469 nChanged 0 SP:Iteration 13F (130.277575 sec): 3 clusters Score: Raw -41162.110927 + Penalty 1856.496459 = -39305.614469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.281597 sec): 2 clusters Score: Raw -113878.596038 + Penalty 781.531872 = -113097.064166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.284029 sec): 3 clusters Score: Raw -113268.628595 + Penalty 1563.799169 = -111704.829427 nChanged 486 SP:Iteration 1F (130.286398 sec): 3 clusters Score: Raw -113573.741598 + Penalty 1563.320094 = -112010.421504 nChanged 97 SP:Iteration 2F (130.288736 sec): 3 clusters Score: Raw -113621.798479 + Penalty 1563.081729 = -112058.716749 nChanged 50 SP:Iteration 3Q (130.291092 sec): 3 clusters Score: Raw -113649.882127 + Penalty 1562.962349 = -112086.919778 nChanged 41 SP:Iteration 4Q (130.293438 sec): 3 clusters Score: Raw -113681.359114 + Penalty 1563.429831 = -112117.929283 nChanged 45 SP:Iteration 5Q (130.295798 sec): 3 clusters Score: Raw -113716.921027 + Penalty 1564.416049 = -112152.504978 nChanged 49 SP:Iteration 6Q (130.298203 sec): 3 clusters Score: Raw -113761.394295 + Penalty 1566.329824 = -112195.064471 nChanged 57 SP:Iteration 7Q (130.300580 sec): 3 clusters Score: Raw -113821.662681 + Penalty 1569.478255 = -112252.184426 nChanged 67 SP:Iteration 8F (130.302969 sec): 3 clusters Score: Raw -113880.270067 + Penalty 1572.884784 = -112307.385284 nChanged 59 SP:Iteration 9Q (130.305365 sec): 3 clusters Score: Raw -113918.431977 + Penalty 1575.579358 = -112342.852619 nChanged 49 SP:Iteration 10F (130.307728 sec): 3 clusters Score: Raw -113965.699763 + Penalty 1576.357550 = -112389.342213 nChanged 37 SP:Iteration 11Q (130.310072 sec): 3 clusters Score: Raw -114005.882533 + Penalty 1576.330695 = -112429.551838 nChanged 29 SP:Iteration 12Q (130.312408 sec): 3 clusters Score: Raw -114027.033436 + Penalty 1577.355505 = -112449.677931 nChanged 22 SP:Iteration 13Q (130.314768 sec): 3 clusters Score: Raw -114039.626524 + Penalty 1578.247630 = -112461.378894 nChanged 15 SP:Iteration 14Q (130.317054 sec): 3 clusters Score: Raw -114047.094509 + Penalty 1578.261761 = -112468.832748 nChanged 8 SP:Iteration 15Q (130.319405 sec): 3 clusters Score: Raw -114052.407834 + Penalty 1578.789658 = -112473.618176 nChanged 12 SP:Iteration 16Q (130.321726 sec): 3 clusters Score: Raw -114058.747756 + Penalty 1579.650758 = -112479.096998 nChanged 10 SP:Iteration 17Q (130.324040 sec): 3 clusters Score: Raw -114063.912475 + Penalty 1579.676655 = -112484.235820 nChanged 6 SP:Iteration 18Q (130.326581 sec): 3 clusters Score: Raw -114067.180643 + Penalty 1579.436144 = -112487.744499 nChanged 2 SP:Iteration 19Q (130.329084 sec): 3 clusters Score: Raw -114068.495886 + Penalty 1579.412375 = -112489.083511 nChanged 1 SP:Iteration 20F (130.331745 sec): 3 clusters Score: Raw -114068.695498 + Penalty 1579.680699 = -112489.014799 nChanged 1 SP:Iteration 21F (130.334162 sec): 3 clusters Score: Raw -114068.893506 + Penalty 1579.850426 = -112489.043081 nChanged 1 SP:Iteration 22Q (130.336498 sec): 3 clusters Score: Raw -114069.204419 + Penalty 1579.755290 = -112489.449130 nChanged 1 SP:Iteration 23Q (130.338845 sec): 3 clusters Score: Raw -114069.368564 + Penalty 1579.755290 = -112489.613274 nChanged 0 SP:Iteration 24F (130.341242 sec): 3 clusters Score: Raw -114069.368564 + Penalty 1579.755290 = -112489.613274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.343386 sec): 2 clusters Score: Raw -26496.087430 + Penalty 320.772846 = -26175.314584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.344257 sec): 3 clusters Score: Raw -26359.121143 + Penalty 658.228246 = -25700.892897 nChanged 126 SP:Iteration 1F (130.345058 sec): 3 clusters Score: Raw -26477.529111 + Penalty 677.131465 = -25800.397646 nChanged 35 SP:Iteration 2F (130.345883 sec): 3 clusters Score: Raw -26506.298744 + Penalty 679.462064 = -25826.836680 nChanged 17 SP:Iteration 3Q (130.346678 sec): 3 clusters Score: Raw -26524.643782 + Penalty 678.562026 = -25846.081756 nChanged 16 SP:Iteration 4Q (130.347469 sec): 3 clusters Score: Raw -26546.878842 + Penalty 674.891387 = -25871.987455 nChanged 16 SP:Iteration 5Q (130.348254 sec): 3 clusters Score: Raw -26571.718605 + Penalty 672.337676 = -25899.380929 nChanged 12 SP:Iteration 6Q (130.349029 sec): 3 clusters Score: Raw -26596.493181 + Penalty 666.838517 = -25929.654664 nChanged 15 SP:Iteration 7Q (130.349777 sec): 3 clusters Score: Raw -26633.698048 + Penalty 660.693033 = -25973.005015 nChanged 9 SP:Iteration 8Q (130.350516 sec): 3 clusters Score: Raw -26667.596798 + Penalty 656.806525 = -26010.790273 nChanged 8 SP:Iteration 9Q (130.351223 sec): 3 clusters Score: Raw -26681.796570 + Penalty 657.483876 = -26024.312694 nChanged 3 SP:Iteration 10F (130.352021 sec): 3 clusters Score: Raw -26685.469134 + Penalty 657.607541 = -26027.861594 nChanged 3 SP:Iteration 11Q (130.352748 sec): 3 clusters Score: Raw -26692.374415 + Penalty 658.846030 = -26033.528385 nChanged 3 SP:Iteration 12Q (130.353444 sec): 3 clusters Score: Raw -26698.396078 + Penalty 659.758203 = -26038.637874 nChanged 3 SP:Iteration 13Q (130.354140 sec): 3 clusters Score: Raw -26704.614639 + Penalty 660.788619 = -26043.826021 nChanged 1 SP:Iteration 14Q (130.354851 sec): 3 clusters Score: Raw -26705.856673 + Penalty 660.788619 = -26045.068054 nChanged 0 SP:Iteration 15F (130.355654 sec): 3 clusters Score: Raw -26705.856673 + Penalty 660.788619 = -26045.068054 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.358784 sec): 2 clusters Score: Raw -60120.960169 + Penalty 557.818116 = -59563.142053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.360445 sec): 3 clusters Score: Raw -59754.746204 + Penalty 1117.737900 = -58637.008304 nChanged 263 SP:Iteration 1F (130.361985 sec): 3 clusters Score: Raw -59937.332200 + Penalty 1129.493939 = -58807.838261 nChanged 93 SP:Iteration 2F (130.363513 sec): 3 clusters Score: Raw -60039.262119 + Penalty 1155.855375 = -58883.406744 nChanged 55 SP:Iteration 3F (130.365044 sec): 3 clusters Score: Raw -60099.618470 + Penalty 1177.537332 = -58922.081139 nChanged 41 SP:Iteration 4F (130.366599 sec): 3 clusters Score: Raw -60146.288003 + Penalty 1209.084356 = -58937.203646 nChanged 27 SP:Iteration 5Q (130.368099 sec): 3 clusters Score: Raw -60177.588232 + Penalty 1238.540233 = -58939.047999 nChanged 15 SP:Iteration 6Q (130.369589 sec): 3 clusters Score: Raw -60194.573868 + Penalty 1245.032977 = -58949.540891 nChanged 7 SP:Iteration 7Q (130.371057 sec): 3 clusters Score: Raw -60205.370064 + Penalty 1267.389268 = -58937.980797 nChanged 8 SP:Iteration 8F (130.372664 sec): 3 clusters Score: Raw -60215.548288 + Penalty 1293.534793 = -58922.013495 nChanged 7 SP:Iteration 9F (130.374211 sec): 3 clusters Score: Raw -60236.275100 + Penalty 1310.694639 = -58925.580461 nChanged 3 SP:Iteration 10F (130.375726 sec): 3 clusters Score: Raw -60244.465508 + Penalty 1320.551796 = -58923.913712 nChanged 1 SP:Iteration 11F (130.377243 sec): 3 clusters Score: Raw -60247.680190 + Penalty 1330.315047 = -58917.365143 nChanged 1 SP:Iteration 12F (130.378797 sec): 3 clusters Score: Raw -60251.008331 + Penalty 1330.315047 = -58920.693284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.380223 sec): 2 clusters Score: Raw -22197.617494 + Penalty 887.033146 = -21310.584348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.380975 sec): 3 clusters Score: Raw -22207.556817 + Penalty 1773.400890 = -20434.155927 nChanged 64 SP:Iteration 1F (130.381713 sec): 3 clusters Score: Raw -22336.064441 + Penalty 1773.984577 = -20562.079864 nChanged 20 SP:Iteration 2F (130.382458 sec): 3 clusters Score: Raw -22404.168865 + Penalty 1774.102724 = -20630.066141 nChanged 17 SP:Iteration 3F (130.383200 sec): 3 clusters Score: Raw -22466.165357 + Penalty 1774.102874 = -20692.062483 nChanged 14 SP:Iteration 4Q (130.383884 sec): 3 clusters Score: Raw -22517.625319 + Penalty 1774.105195 = -20743.520123 nChanged 10 SP:Iteration 5Q (130.384558 sec): 3 clusters Score: Raw -22567.952770 + Penalty 1774.026238 = -20793.926532 nChanged 5 SP:Iteration 6Q (130.385225 sec): 3 clusters Score: Raw -22614.518927 + Penalty 1773.763487 = -20840.755440 nChanged 4 SP:Iteration 7Q (130.385891 sec): 3 clusters Score: Raw -22646.679782 + Penalty 1773.585388 = -20873.094394 nChanged 2 SP:Iteration 8Q (130.386548 sec): 3 clusters Score: Raw -22653.261404 + Penalty 1773.500879 = -20879.760525 nChanged 3 SP:Iteration 9Q (130.387213 sec): 3 clusters Score: Raw -22657.874298 + Penalty 1773.500879 = -20884.373419 nChanged 0 SP:Iteration 10F (130.387953 sec): 3 clusters Score: Raw -22657.874298 + Penalty 1773.500879 = -20884.373419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 34 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.398077 sec): 2 clusters Score: Raw -171834.743964 + Penalty 1036.842927 = -170797.901038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.401753 sec): 3 clusters Score: Raw -170922.813083 + Penalty 2072.376705 = -168850.436378 nChanged 744 SP:Iteration 1F (130.405562 sec): 3 clusters Score: Raw -171522.271368 + Penalty 2073.865903 = -169448.405465 nChanged 217 SP:Iteration 2F (130.409270 sec): 3 clusters Score: Raw -171745.535601 + Penalty 2076.259992 = -169669.275609 nChanged 158 SP:Iteration 3F (130.413018 sec): 3 clusters Score: Raw -171904.387928 + Penalty 2076.094609 = -169828.293319 nChanged 115 SP:Iteration 4F (130.416930 sec): 3 clusters Score: Raw -172009.234836 + Penalty 2077.219084 = -169932.015752 nChanged 76 SP:Iteration 5Q (130.420452 sec): 3 clusters Score: Raw -172049.627373 + Penalty 2079.079347 = -169970.548026 nChanged 33 SP:Iteration 6Q (130.423960 sec): 3 clusters Score: Raw -172066.101352 + Penalty 2080.093534 = -169986.007819 nChanged 22 SP:Iteration 7Q (130.427579 sec): 3 clusters Score: Raw -172078.273913 + Penalty 2081.870230 = -169996.403683 nChanged 25 SP:Iteration 8Q (130.431389 sec): 3 clusters Score: Raw -172088.707650 + Penalty 2083.003412 = -170005.704238 nChanged 15 SP:Iteration 9Q (130.435118 sec): 3 clusters Score: Raw -172097.598593 + Penalty 2083.958914 = -170013.639678 nChanged 10 SP:Iteration 10F (130.438853 sec): 3 clusters Score: Raw -172101.396307 + Penalty 2084.475177 = -170016.921130 nChanged 7 SP:Iteration 11Q (130.442360 sec): 3 clusters Score: Raw -172104.477569 + Penalty 2084.621017 = -170019.856551 nChanged 3 SP:Iteration 12Q (130.445899 sec): 3 clusters Score: Raw -172105.579070 + Penalty 2084.780956 = -170020.798114 nChanged 3 SP:Iteration 13Q (130.449439 sec): 3 clusters Score: Raw -172108.427325 + Penalty 2085.280841 = -170023.146484 nChanged 5 SP:Iteration 14Q (130.452949 sec): 3 clusters Score: Raw -172110.348017 + Penalty 2085.742143 = -170024.605874 nChanged 3 SP:Iteration 15Q (130.456498 sec): 3 clusters Score: Raw -172111.597623 + Penalty 2086.075644 = -170025.521979 nChanged 2 SP:Iteration 16Q (130.460029 sec): 3 clusters Score: Raw -172111.817409 + Penalty 2086.223901 = -170025.593509 nChanged 1 SP:Iteration 17Q (130.463507 sec): 3 clusters Score: Raw -172112.050053 + Penalty 2086.378574 = -170025.671479 nChanged 1 SP:Iteration 18Q (130.466931 sec): 3 clusters Score: Raw -172112.330312 + Penalty 2086.723123 = -170025.607189 nChanged 2 SP:Iteration 19F (130.470543 sec): 3 clusters Score: Raw -172112.725687 + Penalty 2086.723123 = -170026.002564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 37 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.474753 sec): 2 clusters Score: Raw -46468.544001 + Penalty 555.648907 = -45912.895094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.475987 sec): 3 clusters Score: Raw -46199.712638 + Penalty 1115.307829 = -45084.404809 nChanged 193 SP:Iteration 1F (130.477193 sec): 3 clusters Score: Raw -46339.769725 + Penalty 1122.769707 = -45217.000018 nChanged 59 SP:Iteration 2F (130.478416 sec): 3 clusters Score: Raw -46417.781566 + Penalty 1136.253303 = -45281.528263 nChanged 54 SP:Iteration 3F (130.479624 sec): 3 clusters Score: Raw -46495.229094 + Penalty 1145.472731 = -45349.756363 nChanged 34 SP:Iteration 4F (130.480825 sec): 3 clusters Score: Raw -46544.797928 + Penalty 1157.295299 = -45387.502629 nChanged 27 SP:Iteration 5Q (130.481988 sec): 3 clusters Score: Raw -46578.154157 + Penalty 1166.690085 = -45411.464072 nChanged 16 SP:Iteration 6Q (130.483149 sec): 3 clusters Score: Raw -46605.159764 + Penalty 1174.494003 = -45430.665761 nChanged 12 SP:Iteration 7Q (130.484286 sec): 3 clusters Score: Raw -46619.638342 + Penalty 1179.805906 = -45439.832436 nChanged 7 SP:Iteration 8Q (130.485441 sec): 3 clusters Score: Raw -46624.506609 + Penalty 1183.167255 = -45441.339354 nChanged 5 SP:Iteration 9Q (130.486569 sec): 3 clusters Score: Raw -46627.155341 + Penalty 1185.047926 = -45442.107415 nChanged 3 SP:Iteration 10F (130.487795 sec): 3 clusters Score: Raw -46629.649767 + Penalty 1186.081864 = -45443.567903 nChanged 2 SP:Iteration 11Q (130.488920 sec): 3 clusters Score: Raw -46630.570358 + Penalty 1188.975566 = -45441.594792 nChanged 3 SP:Iteration 12F (130.490120 sec): 3 clusters Score: Raw -46631.457542 + Penalty 1194.036731 = -45437.420811 nChanged 4 SP:Iteration 13F (130.491318 sec): 3 clusters Score: Raw -46633.256180 + Penalty 1195.656384 = -45437.599796 nChanged 2 SP:Iteration 14Q (130.492457 sec): 3 clusters Score: Raw -46635.643733 + Penalty 1198.374221 = -45437.269513 nChanged 2 SP:Iteration 15F (130.493674 sec): 3 clusters Score: Raw -46636.816990 + Penalty 1200.919204 = -45435.897786 nChanged 2 SP:Iteration 16F (130.494874 sec): 3 clusters Score: Raw -46638.330985 + Penalty 1205.016172 = -45433.314813 nChanged 3 SP:Iteration 17F (130.496076 sec): 3 clusters Score: Raw -46640.160046 + Penalty 1206.150917 = -45434.009130 nChanged 2 SP:Iteration 18Q (130.497208 sec): 3 clusters Score: Raw -46641.918174 + Penalty 1207.175552 = -45434.742621 nChanged 1 SP:Iteration 19Q (130.498319 sec): 3 clusters Score: Raw -46641.980161 + Penalty 1207.175552 = -45434.804609 nChanged 0 SP:Iteration 20F (130.499516 sec): 3 clusters Score: Raw -46641.980161 + Penalty 1207.175552 = -45434.804609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.500873 sec): 2 clusters Score: Raw -25886.849908 + Penalty 651.299036 = -25235.550872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.501666 sec): 3 clusters Score: Raw -25832.864587 + Penalty 1303.889899 = -24528.974688 nChanged 73 SP:Iteration 1F (130.502418 sec): 3 clusters Score: Raw -25920.168789 + Penalty 1304.988471 = -24615.180318 nChanged 26 SP:Iteration 2F (130.503170 sec): 3 clusters Score: Raw -25959.339787 + Penalty 1305.944545 = -24653.395242 nChanged 5 SP:Iteration 3Q (130.503897 sec): 3 clusters Score: Raw -25964.660217 + Penalty 1306.906928 = -24657.753289 nChanged 3 SP:Iteration 4Q (130.504622 sec): 3 clusters Score: Raw -25966.822632 + Penalty 1308.095809 = -24658.726823 nChanged 3 SP:Iteration 5Q (130.505345 sec): 3 clusters Score: Raw -25968.231615 + Penalty 1308.689243 = -24659.542371 nChanged 1 SP:Iteration 6Q (130.506093 sec): 3 clusters Score: Raw -25968.514346 + Penalty 1308.689243 = -24659.825102 nChanged 0 SP:Iteration 7F (130.506842 sec): 3 clusters Score: Raw -25968.514346 + Penalty 1308.689243 = -24659.825102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.508125 sec): 2 clusters Score: Raw -24306.039681 + Penalty 551.517288 = -23754.522393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.508858 sec): 3 clusters Score: Raw -24204.083338 + Penalty 1105.596308 = -23098.487030 nChanged 75 SP:Iteration 1F (130.509579 sec): 3 clusters Score: Raw -24281.819526 + Penalty 1109.939284 = -23171.880242 nChanged 24 SP:Iteration 2F (130.510319 sec): 3 clusters Score: Raw -24325.196001 + Penalty 1112.854301 = -23212.341700 nChanged 13 SP:Iteration 3Q (130.511029 sec): 3 clusters Score: Raw -24347.808528 + Penalty 1116.976090 = -23230.832438 nChanged 8 SP:Iteration 4Q (130.511729 sec): 3 clusters Score: Raw -24355.563484 + Penalty 1120.440093 = -23235.123391 nChanged 6 SP:Iteration 5Q (130.512428 sec): 3 clusters Score: Raw -24365.692855 + Penalty 1122.146805 = -23243.546050 nChanged 7 SP:Iteration 6Q (130.513141 sec): 3 clusters Score: Raw -24376.082734 + Penalty 1125.478353 = -23250.604381 nChanged 6 SP:Iteration 7Q (130.513833 sec): 3 clusters Score: Raw -24387.805250 + Penalty 1126.660706 = -23261.144544 nChanged 2 SP:Iteration 8Q (130.514569 sec): 3 clusters Score: Raw -24390.128796 + Penalty 1126.660706 = -23263.468090 nChanged 0 SP:Iteration 9F (130.515288 sec): 3 clusters Score: Raw -24390.128796 + Penalty 1126.660706 = -23263.468090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.517217 sec): 2 clusters Score: Raw -41898.479953 + Penalty 770.559359 = -41127.920593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.518363 sec): 3 clusters Score: Raw -41737.053055 + Penalty 1546.659439 = -40190.393616 nChanged 148 SP:Iteration 1F (130.519545 sec): 3 clusters Score: Raw -41895.133765 + Penalty 1551.528140 = -40343.605624 nChanged 49 SP:Iteration 2F (130.520683 sec): 3 clusters Score: Raw -41975.866689 + Penalty 1555.520395 = -40420.346294 nChanged 33 SP:Iteration 3F (130.521811 sec): 3 clusters Score: Raw -42022.742141 + Penalty 1558.511412 = -40464.230729 nChanged 18 SP:Iteration 4Q (130.522895 sec): 3 clusters Score: Raw -42042.749280 + Penalty 1559.553640 = -40483.195640 nChanged 17 SP:Iteration 5Q (130.523995 sec): 3 clusters Score: Raw -42060.986002 + Penalty 1561.227560 = -40499.758442 nChanged 12 SP:Iteration 6Q (130.525071 sec): 3 clusters Score: Raw -42077.231324 + Penalty 1561.463108 = -40515.768216 nChanged 11 SP:Iteration 7Q (130.526146 sec): 3 clusters Score: Raw -42094.614614 + Penalty 1564.451155 = -40530.163459 nChanged 12 SP:Iteration 8Q (130.527216 sec): 3 clusters Score: Raw -42110.693791 + Penalty 1564.961951 = -40545.731840 nChanged 13 SP:Iteration 9Q (130.528299 sec): 3 clusters Score: Raw -42130.442606 + Penalty 1564.615045 = -40565.827561 nChanged 4 SP:Iteration 10F (130.529430 sec): 3 clusters Score: Raw -42133.916364 + Penalty 1562.627061 = -40571.289302 nChanged 4 SP:Iteration 11Q (130.530493 sec): 3 clusters Score: Raw -42136.377780 + Penalty 1562.026722 = -40574.351059 nChanged 4 SP:Iteration 12Q (130.531552 sec): 3 clusters Score: Raw -42138.984302 + Penalty 1561.246101 = -40577.738201 nChanged 4 SP:Iteration 13Q (130.532630 sec): 3 clusters Score: Raw -42141.212057 + Penalty 1561.458118 = -40579.753939 nChanged 2 SP:Iteration 14Q (130.533698 sec): 3 clusters Score: Raw -42145.248933 + Penalty 1561.458118 = -40583.790815 nChanged 0 SP:Iteration 15F (130.534829 sec): 3 clusters Score: Raw -42145.248933 + Penalty 1561.458118 = -40583.790815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.536761 sec): 2 clusters Score: Raw -33999.417187 + Penalty 395.810130 = -33603.607057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.537921 sec): 3 clusters Score: Raw -33797.323408 + Penalty 801.934896 = -32995.388512 nChanged 186 SP:Iteration 1F (130.539057 sec): 3 clusters Score: Raw -34027.353726 + Penalty 808.422516 = -33218.931209 nChanged 48 SP:Iteration 2F (130.540186 sec): 3 clusters Score: Raw -34071.130738 + Penalty 811.167074 = -33259.963664 nChanged 12 SP:Iteration 3Q (130.541275 sec): 3 clusters Score: Raw -34082.858557 + Penalty 814.803309 = -33268.055248 nChanged 9 SP:Iteration 4Q (130.542348 sec): 3 clusters Score: Raw -34089.366583 + Penalty 818.779745 = -33270.586838 nChanged 11 SP:Iteration 5Q (130.543405 sec): 3 clusters Score: Raw -34101.467565 + Penalty 826.515380 = -33274.952185 nChanged 12 SP:Iteration 6Q (130.544457 sec): 3 clusters Score: Raw -34116.025136 + Penalty 830.611009 = -33285.414127 nChanged 12 SP:Iteration 7Q (130.545507 sec): 3 clusters Score: Raw -34124.997774 + Penalty 830.893259 = -33294.104515 nChanged 5 SP:Iteration 8Q (130.546571 sec): 3 clusters Score: Raw -34132.615450 + Penalty 833.639342 = -33298.976109 nChanged 5 SP:Iteration 9Q (130.547616 sec): 3 clusters Score: Raw -34136.235472 + Penalty 834.245455 = -33301.990017 nChanged 2 SP:Iteration 10F (130.548694 sec): 3 clusters Score: Raw -34137.573867 + Penalty 836.288714 = -33301.285153 nChanged 2 SP:Iteration 11F (130.549804 sec): 3 clusters Score: Raw -34140.288452 + Penalty 835.338993 = -33304.949459 nChanged 2 SP:Iteration 12Q (130.550866 sec): 3 clusters Score: Raw -34141.769169 + Penalty 835.719847 = -33306.049322 nChanged 1 SP:Iteration 13Q (130.551910 sec): 3 clusters Score: Raw -34141.924773 + Penalty 835.719847 = -33306.204926 nChanged 0 SP:Iteration 14F (130.552990 sec): 3 clusters Score: Raw -34141.924773 + Penalty 835.719847 = -33306.204926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.554870 sec): 2 clusters Score: Raw -40899.055169 + Penalty 689.295499 = -40209.759670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.555987 sec): 3 clusters Score: Raw -40734.283171 + Penalty 1377.321335 = -39356.961836 nChanged 154 SP:Iteration 1F (130.557082 sec): 3 clusters Score: Raw -40866.457024 + Penalty 1375.622564 = -39490.834460 nChanged 30 SP:Iteration 2F (130.558169 sec): 3 clusters Score: Raw -40888.622835 + Penalty 1375.199377 = -39513.423458 nChanged 12 SP:Iteration 3Q (130.559240 sec): 3 clusters Score: Raw -40900.362783 + Penalty 1374.573287 = -39525.789496 nChanged 13 SP:Iteration 4Q (130.560321 sec): 3 clusters Score: Raw -40911.223481 + Penalty 1373.315033 = -39537.908448 nChanged 15 SP:Iteration 5Q (130.561410 sec): 3 clusters Score: Raw -40921.178847 + Penalty 1370.974687 = -39550.204159 nChanged 15 SP:Iteration 6Q (130.562481 sec): 3 clusters Score: Raw -40939.122227 + Penalty 1366.432484 = -39572.689743 nChanged 26 SP:Iteration 7F (130.563572 sec): 3 clusters Score: Raw -40962.812676 + Penalty 1363.935735 = -39598.876940 nChanged 13 SP:Iteration 8Q (130.564636 sec): 3 clusters Score: Raw -40975.605105 + Penalty 1368.915493 = -39606.689612 nChanged 12 SP:Iteration 9Q (130.565721 sec): 3 clusters Score: Raw -40986.604827 + Penalty 1366.486759 = -39620.118068 nChanged 10 SP:Iteration 10F (130.566811 sec): 3 clusters Score: Raw -40994.551764 + Penalty 1370.943221 = -39623.608543 nChanged 10 SP:Iteration 11Q (130.567869 sec): 3 clusters Score: Raw -41000.997765 + Penalty 1373.861802 = -39627.135963 nChanged 6 SP:Iteration 12Q (130.568927 sec): 3 clusters Score: Raw -41007.953005 + Penalty 1377.642738 = -39630.310267 nChanged 2 SP:Iteration 13Q (130.569997 sec): 3 clusters Score: Raw -41010.008580 + Penalty 1378.555261 = -39631.453319 nChanged 2 SP:Iteration 14Q (130.571046 sec): 3 clusters Score: Raw -41014.011016 + Penalty 1374.870012 = -39639.141004 nChanged 3 SP:Iteration 15Q (130.572084 sec): 3 clusters Score: Raw -41018.401788 + Penalty 1372.538030 = -39645.863758 nChanged 2 SP:Iteration 16Q (130.573135 sec): 3 clusters Score: Raw -41022.248631 + Penalty 1372.858674 = -39649.389957 nChanged 1 SP:Iteration 17Q (130.574167 sec): 3 clusters Score: Raw -41023.004034 + Penalty 1372.858674 = -39650.145360 nChanged 0 SP:Iteration 18F (130.575258 sec): 3 clusters Score: Raw -41023.004034 + Penalty 1372.858674 = -39650.145360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.575797 sec): 2 clusters Score: Raw -1265.531621 + Penalty 41.942552 = -1223.589069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.576021 sec): 3 clusters Score: Raw -1282.729122 + Penalty 73.809208 = -1208.919914 nChanged 3 SP:Iteration 1F (130.576241 sec): 3 clusters Score: Raw -1294.289492 + Penalty 73.809208 = -1220.480284 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 59 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.578557 sec): 2 clusters Score: Raw -53077.742191 + Penalty 562.231059 = -52515.511132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.579905 sec): 3 clusters Score: Raw -52782.534775 + Penalty 1124.306858 = -51658.227917 nChanged 198 SP:Iteration 1F (130.581276 sec): 3 clusters Score: Raw -52938.329196 + Penalty 1124.513199 = -51813.815997 nChanged 56 SP:Iteration 2F (130.582654 sec): 3 clusters Score: Raw -52985.177921 + Penalty 1124.455952 = -51860.721970 nChanged 28 SP:Iteration 3Q (130.583961 sec): 3 clusters Score: Raw -53005.593557 + Penalty 1124.457688 = -51881.135868 nChanged 21 SP:Iteration 4Q (130.585277 sec): 3 clusters Score: Raw -53017.745341 + Penalty 1124.304114 = -51893.441228 nChanged 15 SP:Iteration 5Q (130.586593 sec): 3 clusters Score: Raw -53030.397623 + Penalty 1124.275646 = -51906.121976 nChanged 10 SP:Iteration 6Q (130.587891 sec): 3 clusters Score: Raw -53035.932978 + Penalty 1124.600785 = -51911.332193 nChanged 7 SP:Iteration 7Q (130.589211 sec): 3 clusters Score: Raw -53040.244013 + Penalty 1124.617452 = -51915.626561 nChanged 5 SP:Iteration 8Q (130.590530 sec): 3 clusters Score: Raw -53042.525041 + Penalty 1124.702177 = -51917.822864 nChanged 8 SP:Iteration 9Q (130.591831 sec): 3 clusters Score: Raw -53048.408718 + Penalty 1124.641603 = -51923.767115 nChanged 6 SP:Iteration 10F (130.593147 sec): 3 clusters Score: Raw -53051.089232 + Penalty 1124.358312 = -51926.730921 nChanged 9 SP:Iteration 11Q (130.594488 sec): 3 clusters Score: Raw -53054.246518 + Penalty 1124.164366 = -51930.082152 nChanged 2 SP:Iteration 12Q (130.595792 sec): 3 clusters Score: Raw -53054.599480 + Penalty 1124.189835 = -51930.409645 nChanged 1 SP:Iteration 13Q (130.597093 sec): 3 clusters Score: Raw -53055.137934 + Penalty 1124.189835 = -51930.948099 nChanged 0 SP:Iteration 14F (130.598405 sec): 3 clusters Score: Raw -53055.137934 + Penalty 1124.189835 = -51930.948099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.599582 sec): 2 clusters Score: Raw -17564.457562 + Penalty 507.953206 = -17056.504356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.600214 sec): 3 clusters Score: Raw -17515.889902 + Penalty 1033.248654 = -16482.641248 nChanged 53 SP:Iteration 1F (130.600834 sec): 3 clusters Score: Raw -17592.346635 + Penalty 1050.141752 = -16542.204883 nChanged 23 SP:Iteration 2F (130.601454 sec): 3 clusters Score: Raw -17630.679089 + Penalty 1054.186459 = -16576.492629 nChanged 5 SP:Iteration 3Q (130.602057 sec): 3 clusters Score: Raw -17637.819664 + Penalty 1056.334840 = -16581.484825 nChanged 1 SP:Iteration 4Q (130.602655 sec): 3 clusters Score: Raw -17640.538703 + Penalty 1055.750661 = -16584.788042 nChanged 1 SP:Iteration 5Q (130.603252 sec): 3 clusters Score: Raw -17641.731367 + Penalty 1055.750661 = -16585.980706 nChanged 0 SP:Iteration 6F (130.603890 sec): 3 clusters Score: Raw -17641.731367 + Penalty 1055.750661 = -16585.980706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 66 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.605906 sec): 2 clusters Score: Raw -43343.180611 + Penalty 745.563383 = -42597.617228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.607113 sec): 3 clusters Score: Raw -43161.317744 + Penalty 1489.741307 = -41671.576437 nChanged 171 SP:Iteration 1F (130.608303 sec): 3 clusters Score: Raw -43394.828825 + Penalty 1489.602728 = -41905.226097 nChanged 52 SP:Iteration 2F (130.609509 sec): 3 clusters Score: Raw -43487.347016 + Penalty 1490.980631 = -41996.366386 nChanged 29 SP:Iteration 3F (130.610701 sec): 3 clusters Score: Raw -43556.138245 + Penalty 1494.557984 = -42061.580261 nChanged 26 SP:Iteration 4Q (130.611846 sec): 3 clusters Score: Raw -43601.261171 + Penalty 1496.777613 = -42104.483559 nChanged 22 SP:Iteration 5Q (130.612984 sec): 3 clusters Score: Raw -43660.526250 + Penalty 1501.539280 = -42158.986970 nChanged 24 SP:Iteration 6Q (130.614129 sec): 3 clusters Score: Raw -43731.582122 + Penalty 1505.890348 = -42225.691773 nChanged 27 SP:Iteration 7Q (130.615282 sec): 3 clusters Score: Raw -43793.586143 + Penalty 1504.767130 = -42288.819013 nChanged 16 SP:Iteration 8Q (130.616390 sec): 3 clusters Score: Raw -43813.918861 + Penalty 1504.522275 = -42309.396586 nChanged 7 SP:Iteration 9Q (130.617488 sec): 3 clusters Score: Raw -43821.052814 + Penalty 1503.873025 = -42317.179789 nChanged 4 SP:Iteration 10F (130.618692 sec): 3 clusters Score: Raw -43823.038954 + Penalty 1503.873025 = -42319.165930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.621029 sec): 2 clusters Score: Raw -32610.689838 + Penalty 408.631200 = -32202.058638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.621922 sec): 3 clusters Score: Raw -32434.245292 + Penalty 832.685509 = -31601.559783 nChanged 123 SP:Iteration 1F (130.622823 sec): 3 clusters Score: Raw -32553.320392 + Penalty 861.869385 = -31691.451007 nChanged 30 SP:Iteration 2F (130.623706 sec): 3 clusters Score: Raw -32585.770035 + Penalty 884.719039 = -31701.050996 nChanged 19 SP:Iteration 3Q (130.624576 sec): 3 clusters Score: Raw -32608.723972 + Penalty 912.497497 = -31696.226475 nChanged 9 SP:Iteration 4F (130.625453 sec): 3 clusters Score: Raw -32625.402406 + Penalty 920.244972 = -31705.157434 nChanged 6 SP:Iteration 5Q (130.626272 sec): 3 clusters Score: Raw -32637.795280 + Penalty 922.162017 = -31715.633263 nChanged 1 SP:Iteration 6Q (130.627075 sec): 3 clusters Score: Raw -32640.094973 + Penalty 919.216161 = -31720.878813 nChanged 1 SP:Iteration 7Q (130.627853 sec): 3 clusters Score: Raw -32641.170853 + Penalty 919.216161 = -31721.954692 nChanged 0 SP:Iteration 8F (130.628729 sec): 3 clusters Score: Raw -32641.170853 + Penalty 919.216161 = -31721.954692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.629439 sec): 2 clusters Score: Raw -4584.158124 + Penalty 150.897400 = -4433.260723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.629786 sec): 3 clusters Score: Raw -4593.045315 + Penalty 300.852452 = -4292.192863 nChanged 15 SP:Iteration 1F (130.630125 sec): 3 clusters Score: Raw -4621.942221 + Penalty 297.379371 = -4324.562850 nChanged 9 SP:Iteration 2F (130.630460 sec): 3 clusters Score: Raw -4636.289878 + Penalty 304.229988 = -4332.059889 nChanged 5 SP:Iteration 3F (130.630794 sec): 3 clusters Score: Raw -4649.510188 + Penalty 308.721537 = -4340.788650 nChanged 3 SP:Iteration 4Q (130.631128 sec): 3 clusters Score: Raw -4657.428072 + Penalty 314.221605 = -4343.206467 nChanged 2 SP:Iteration 5Q (130.631466 sec): 3 clusters Score: Raw -4660.726600 + Penalty 319.827275 = -4340.899325 nChanged 1 SP:Iteration 6F (130.631804 sec): 3 clusters Score: Raw -4661.158859 + Penalty 319.827275 = -4341.331584 nChanged 0 Time taken for this iteration:129.478195 seconds. 300->36 Clusters: Score -3017905.100243, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 200 (time per iteration =653.386765 ms) Total iterations: 2622 (time per iteration =49.838807 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6643296875.000000 (time per metric unit =19.670557ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 166082421875.000000 (time per metric unit=786.822299ps) That took 130.677353 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 6 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.27 and 0.41 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 29863 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 29863 points ------ Starting initial clusters from distinct float masks Not enough masks (228) to generate starting clusters (300), so starting with (229) clusters instead. Assigned 229 initial classes from 228 unique masks. Deleting Class 176 (2 points): Lose 10.451871 but Gain 1622.516409 Iteration 0F (4.095134 sec): 228 clusters Score: Raw -2556245.144647 + Penalty 196116.860042 = -2360128.284605 nChanged 7927 Deleting Class 211 (3 points): Lose 36.474056 but Gain 1624.034392 Iteration 1F (6.811407 sec): 193 clusters Score: Raw -2578472.156274 + Penalty 180584.343105 = -2397887.813169 nChanged 2757 Deleting Class 188 (2 points): Lose 18.109774 but Gain 1586.488861 Iteration 2F (9.314599 sec): 180 clusters Score: Raw -2583520.072489 + Penalty 171496.497977 = -2412023.574512 nChanged 1569 Deleting Class 195 (8 points): Lose 77.288641 but Gain 1633.484918 Iteration 3F (11.679544 sec): 173 clusters Score: Raw -2584847.237353 + Penalty 167390.743583 = -2417456.493769 nChanged 936 Deleting Class 106 (2 points): Lose 8.481052 but Gain 1547.129646 Iteration 4Q (11.970345 sec): 172 clusters Score: Raw -2585640.813078 + Penalty 163331.701260 = -2422309.111818 nChanged 686 Deleting Class 99 (13 points): Lose 112.116838 but Gain 1618.293093 Iteration 5Q (12.230999 sec): 170 clusters Score: Raw -2586042.502335 + Penalty 161914.339994 = -2424128.162341 nChanged 488 Deleting Class 104 (6 points): Lose 114.747910 but Gain 1607.916749 Iteration 6Q (12.470823 sec): 169 clusters Score: Raw -2586321.318908 + Penalty 160168.123331 = -2426153.195577 nChanged 393 Deleting Class 192 (1 points): Lose 2.082508 but Gain 1536.635340 Iteration 7Q (12.697193 sec): 168 clusters Score: Raw -2586608.140815 + Penalty 158672.574401 = -2427935.566414 nChanged 341 Deleting Class 148 (6 points): Lose 56.289750 but Gain 1544.887769 Iteration 8Q (12.923566 sec): 167 clusters Score: Raw -2586718.494564 + Penalty 157191.969101 = -2429526.525463 nChanged 290 Deleting Class 166 (3 points): Lose 66.987868 but Gain 1528.279723 Iteration 9Q (13.135668 sec): 166 clusters Score: Raw -2586770.848673 + Penalty 155967.282514 = -2430803.566159 nChanged 205 Deleting Class 96 (4 points): Lose 24.702971 but Gain 1483.784770 Iteration 10F (15.364240 sec): 165 clusters Score: Raw -2586917.251775 + Penalty 154532.581103 = -2432384.670672 nChanged 189 Deleting Class 140 (3 points): Lose 20.142174 but Gain 1459.544712 Iteration 11Q (15.567493 sec): 164 clusters Score: Raw -2587016.059806 + Penalty 153176.533882 = -2433839.525924 nChanged 145 Deleting Class 144 (14 points): Lose 130.620996 but Gain 1544.185893 Iteration 12Q (15.765301 sec): 163 clusters Score: Raw -2586949.679962 + Penalty 151663.625367 = -2435286.054595 nChanged 148 Deleting Class 143 (2 points): Lose 9.708407 but Gain 1413.243826 Iteration 13Q (15.963044 sec): 162 clusters Score: Raw -2587051.942161 + Penalty 150269.146106 = -2436782.796055 nChanged 166 Deleting Class 185 (4 points): Lose 27.231906 but Gain 1405.274843 Iteration 14Q (16.161569 sec): 161 clusters Score: Raw -2587097.504547 + Penalty 148874.462873 = -2438223.041674 nChanged 181 Deleting Class 177 (2 points): Lose 4.039647 but Gain 1364.911436 Iteration 15Q (16.368862 sec): 160 clusters Score: Raw -2587151.571343 + Penalty 147513.442681 = -2439638.128662 nChanged 188 Deleting Class 155 (17 points): Lose 124.553359 but Gain 1482.247725 Iteration 16Q (16.566859 sec): 159 clusters Score: Raw -2587085.948869 + Penalty 146385.960293 = -2440699.988576 nChanged 233 Deleting Class 107 (1 points): Lose 14.206420 but Gain 1373.765833 Iteration 17Q (16.769199 sec): 158 clusters Score: Raw -2587216.929600 + Penalty 145327.628433 = -2441889.301168 nChanged 233 Deleting Class 21 (11 points): Lose 103.922597 but Gain 1451.498123 Iteration 18Q (16.969179 sec): 157 clusters Score: Raw -2587215.949547 + Penalty 144026.141373 = -2443189.808173 nChanged 288 Deleting Class 172 (2 points): Lose 40.699247 but Gain 1385.210862 Iteration 19Q (17.171697 sec): 156 clusters Score: Raw -2587375.379972 + Penalty 142706.350945 = -2444669.029028 nChanged 285 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2587375.379972 + Penalty 142706.350945 = -2444669.029028Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (2128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.286144 sec): 2 clusters Score: Raw -188177.363662 + Penalty 220.217771 = -187957.145890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.290095 sec): 3 clusters Score: Raw -186793.039879 + Penalty 443.731594 = -186349.308285 nChanged 958 SP:Iteration 1F (17.294113 sec): 3 clusters Score: Raw -188397.192793 + Penalty 428.304283 = -187968.888510 nChanged 165 SP:Iteration 2F (17.298127 sec): 3 clusters Score: Raw -188730.124758 + Penalty 429.482969 = -188300.641789 nChanged 26 SP:Iteration 3Q (17.301454 sec): 3 clusters Score: Raw -188749.399968 + Penalty 429.842590 = -188319.557378 nChanged 12 SP:Iteration 4Q (17.304785 sec): 3 clusters Score: Raw -188754.385547 + Penalty 430.263551 = -188324.121995 nChanged 8 SP:Iteration 5Q (17.308117 sec): 3 clusters Score: Raw -188757.539232 + Penalty 430.863434 = -188326.675798 nChanged 5 SP:Iteration 6Q (17.311422 sec): 3 clusters Score: Raw -188758.114024 + Penalty 430.760351 = -188327.353673 nChanged 1 SP:Iteration 7Q (17.314645 sec): 3 clusters Score: Raw -188758.117397 + Penalty 430.760351 = -188327.357046 nChanged 0 SP:Iteration 8F (17.318524 sec): 3 clusters Score: Raw -188758.117397 + Penalty 430.760351 = -188327.357046 nChanged 0 Score: Raw -2600832.365621 + Penalty 142989.468184 = -2457842.897437 Splitting cluster 1 changes total score from -2444669.029028 to -2457842.897437 So it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.450559 sec): 2 clusters Score: Raw -10013.063412 + Penalty 140.096143 = -9872.967269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.450979 sec): 3 clusters Score: Raw -9951.987511 + Penalty 279.125397 = -9672.862114 nChanged 38 SP:Iteration 1F (19.451413 sec): 3 clusters Score: Raw -9986.017814 + Penalty 279.276066 = -9706.741749 nChanged 10 SP:Iteration 2F (19.451827 sec): 3 clusters Score: Raw -9997.083192 + Penalty 279.723414 = -9717.359778 nChanged 6 SP:Iteration 3F (19.452241 sec): 3 clusters Score: Raw -10000.566796 + Penalty 280.545237 = -9720.021559 nChanged 2 SP:Iteration 4Q (19.452650 sec): 3 clusters Score: Raw -10001.478537 + Penalty 281.274747 = -9720.203790 nChanged 2 SP:Iteration 5Q (19.453054 sec): 3 clusters Score: Raw -10001.977983 + Penalty 281.274747 = -9720.703236 nChanged 0 SP:Iteration 6F (19.453499 sec): 3 clusters Score: Raw -10001.977983 + Penalty 281.274747 = -9720.703236 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.457489 sec): 2 clusters Score: Raw -63916.641432 + Penalty 319.198769 = -63597.442663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.458999 sec): 3 clusters Score: Raw -63522.120361 + Penalty 638.279925 = -62883.840436 nChanged 260 SP:Iteration 1F (19.460478 sec): 3 clusters Score: Raw -63689.559094 + Penalty 638.126454 = -63051.432640 nChanged 109 SP:Iteration 2F (19.461894 sec): 3 clusters Score: Raw -63784.653833 + Penalty 639.223205 = -63145.430628 nChanged 48 SP:Iteration 3F (19.463376 sec): 3 clusters Score: Raw -63819.562209 + Penalty 640.319093 = -63179.243116 nChanged 24 SP:Iteration 4Q (19.464746 sec): 3 clusters Score: Raw -63832.763541 + Penalty 641.124729 = -63191.638812 nChanged 18 SP:Iteration 5Q (19.466135 sec): 3 clusters Score: Raw -63837.213995 + Penalty 641.750873 = -63195.463122 nChanged 8 SP:Iteration 6Q (19.467496 sec): 3 clusters Score: Raw -63840.956672 + Penalty 642.587969 = -63198.368703 nChanged 11 SP:Iteration 7Q (19.468844 sec): 3 clusters Score: Raw -63846.000407 + Penalty 642.801480 = -63203.198927 nChanged 8 SP:Iteration 8Q (19.470207 sec): 3 clusters Score: Raw -63851.453294 + Penalty 643.383872 = -63208.069422 nChanged 12 SP:Iteration 9Q (19.471555 sec): 3 clusters Score: Raw -63857.141935 + Penalty 643.672315 = -63213.469620 nChanged 6 SP:Iteration 10F (19.472933 sec): 3 clusters Score: Raw -63858.640796 + Penalty 643.865556 = -63214.775240 nChanged 3 SP:Iteration 11Q (19.474350 sec): 3 clusters Score: Raw -63860.224372 + Penalty 644.164985 = -63216.059388 nChanged 6 SP:Iteration 12Q (19.475720 sec): 3 clusters Score: Raw -63862.815519 + Penalty 644.440296 = -63218.375223 nChanged 4 SP:Iteration 13Q (19.477136 sec): 3 clusters Score: Raw -63865.089911 + Penalty 644.938652 = -63220.151259 nChanged 5 SP:Iteration 14Q (19.478471 sec): 3 clusters Score: Raw -63868.756847 + Penalty 645.304922 = -63223.451925 nChanged 7 SP:Iteration 15Q (19.479899 sec): 3 clusters Score: Raw -63872.003244 + Penalty 645.567832 = -63226.435412 nChanged 2 SP:Iteration 16Q (19.481227 sec): 3 clusters Score: Raw -63873.509561 + Penalty 646.385557 = -63227.124004 nChanged 8 SP:Iteration 17Q (19.482623 sec): 3 clusters Score: Raw -63876.603539 + Penalty 647.499471 = -63229.104068 nChanged 5 SP:Iteration 18Q (19.483957 sec): 3 clusters Score: Raw -63878.865695 + Penalty 647.792627 = -63231.073068 nChanged 3 SP:Iteration 19Q (19.485366 sec): 3 clusters Score: Raw -63879.946703 + Penalty 648.019411 = -63231.927292 nChanged 1 SP:Iteration 20F (19.486745 sec): 3 clusters Score: Raw -63880.171884 + Penalty 648.119640 = -63232.052244 nChanged 3 SP:Iteration 21Q (19.488153 sec): 3 clusters Score: Raw -63880.752115 + Penalty 647.930657 = -63232.821458 nChanged 3 SP:Iteration 22Q (19.489495 sec): 3 clusters Score: Raw -63882.524003 + Penalty 648.565555 = -63233.958448 nChanged 3 SP:Iteration 23Q (19.490900 sec): 3 clusters Score: Raw -63883.734660 + Penalty 648.785641 = -63234.949019 nChanged 2 SP:Iteration 24Q (19.492218 sec): 3 clusters Score: Raw -63884.552460 + Penalty 648.896803 = -63235.655657 nChanged 2 SP:Iteration 25Q (19.493594 sec): 3 clusters Score: Raw -63885.252624 + Penalty 649.068401 = -63236.184223 nChanged 1 SP:Iteration 26Q (19.494935 sec): 3 clusters Score: Raw -63885.584107 + Penalty 649.189404 = -63236.394704 nChanged 2 SP:Iteration 27Q (19.496320 sec): 3 clusters Score: Raw -63885.884316 + Penalty 649.189404 = -63236.694913 nChanged 0 SP:Iteration 28F (19.497696 sec): 3 clusters Score: Raw -63885.884316 + Penalty 649.189404 = -63236.694913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.499995 sec): 2 clusters Score: Raw -43067.975967 + Penalty 310.043122 = -42757.932845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.501016 sec): 3 clusters Score: Raw -42803.043153 + Penalty 618.306352 = -42184.736801 nChanged 161 SP:Iteration 1F (19.502015 sec): 3 clusters Score: Raw -42900.620816 + Penalty 617.317164 = -42283.303652 nChanged 41 SP:Iteration 2F (19.503012 sec): 3 clusters Score: Raw -42929.529037 + Penalty 617.976299 = -42311.552738 nChanged 21 SP:Iteration 3Q (19.504031 sec): 3 clusters Score: Raw -42942.536213 + Penalty 619.705197 = -42322.831016 nChanged 21 SP:Iteration 4Q (19.505033 sec): 3 clusters Score: Raw -42950.633429 + Penalty 619.878026 = -42330.755403 nChanged 7 SP:Iteration 5Q (19.506031 sec): 3 clusters Score: Raw -42954.930679 + Penalty 620.086245 = -42334.844434 nChanged 7 SP:Iteration 6Q (19.507027 sec): 3 clusters Score: Raw -42956.723579 + Penalty 621.094034 = -42335.629545 nChanged 5 SP:Iteration 7Q (19.508021 sec): 3 clusters Score: Raw -42958.149998 + Penalty 622.449004 = -42335.700994 nChanged 7 SP:Iteration 8Q (19.509036 sec): 3 clusters Score: Raw -42960.247219 + Penalty 623.954022 = -42336.293197 nChanged 11 SP:Iteration 9Q (19.510109 sec): 3 clusters Score: Raw -42964.806139 + Penalty 623.819426 = -42340.986713 nChanged 11 SP:Iteration 10F (19.511105 sec): 3 clusters Score: Raw -42972.461780 + Penalty 623.888469 = -42348.573311 nChanged 11 SP:Iteration 11Q (19.512173 sec): 3 clusters Score: Raw -42981.766297 + Penalty 622.063918 = -42359.702379 nChanged 17 SP:Iteration 12Q (19.513232 sec): 3 clusters Score: Raw -42995.257033 + Penalty 621.343826 = -42373.913207 nChanged 12 SP:Iteration 13Q (19.514309 sec): 3 clusters Score: Raw -43002.023237 + Penalty 620.813123 = -42381.210114 nChanged 9 SP:Iteration 14Q (19.515369 sec): 3 clusters Score: Raw -43005.223491 + Penalty 620.086245 = -42385.137246 nChanged 5 SP:Iteration 15Q (19.516422 sec): 3 clusters Score: Raw -43006.661576 + Penalty 619.523009 = -42387.138568 nChanged 5 SP:Iteration 16Q (19.517470 sec): 3 clusters Score: Raw -43008.531606 + Penalty 619.071388 = -42389.460219 nChanged 6 SP:Iteration 17Q (19.518536 sec): 3 clusters Score: Raw -43012.266280 + Penalty 618.909818 = -42393.356462 nChanged 12 SP:Iteration 18Q (19.519585 sec): 3 clusters Score: Raw -43022.861727 + Penalty 618.399878 = -42404.461849 nChanged 8 SP:Iteration 19Q (19.520627 sec): 3 clusters Score: Raw -43029.019100 + Penalty 618.301251 = -42410.717850 nChanged 8 SP:Iteration 20F (19.521839 sec): 3 clusters Score: Raw -43032.474215 + Penalty 618.726848 = -42413.747366 nChanged 4 SP:Iteration 21Q (19.522909 sec): 3 clusters Score: Raw -43035.153515 + Penalty 618.621140 = -42416.532374 nChanged 2 SP:Iteration 22Q (19.523952 sec): 3 clusters Score: Raw -43036.499410 + Penalty 618.853975 = -42417.645435 nChanged 2 SP:Iteration 23Q (19.525019 sec): 3 clusters Score: Raw -43036.684827 + Penalty 618.853975 = -42417.830852 nChanged 0 SP:Iteration 24F (19.526069 sec): 3 clusters Score: Raw -43036.684827 + Penalty 618.853975 = -42417.830852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 5 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.527222 sec): 2 clusters Score: Raw -7541.775433 + Penalty 230.163406 = -7311.612027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.527585 sec): 3 clusters Score: Raw -7508.335555 + Penalty 471.307489 = -7037.028066 nChanged 21 SP:Iteration 1F (19.527939 sec): 3 clusters Score: Raw -7530.450917 + Penalty 472.488631 = -7057.962286 nChanged 5 SP:Iteration 2F (19.528293 sec): 3 clusters Score: Raw -7535.959516 + Penalty 477.999976 = -7057.959540 nChanged 3 SP:Iteration 3F (19.528645 sec): 3 clusters Score: Raw -7539.160635 + Penalty 479.345366 = -7059.815269 nChanged 4 SP:Iteration 4Q (19.528994 sec): 3 clusters Score: Raw -7544.063527 + Penalty 497.034073 = -7047.029454 nChanged 4 SP:Iteration 5F (19.529345 sec): 3 clusters Score: Raw -7546.587017 + Penalty 492.576880 = -7054.010137 nChanged 1 SP:Iteration 6Q (19.529715 sec): 3 clusters Score: Raw -7546.189529 + Penalty 500.894439 = -7045.295090 nChanged 1 SP:Iteration 7F (19.530071 sec): 3 clusters Score: Raw -7546.006126 + Penalty 500.894439 = -7045.111687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.531595 sec): 2 clusters Score: Raw -21587.810319 + Penalty 156.305601 = -21431.504718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.532275 sec): 3 clusters Score: Raw -21477.123179 + Penalty 342.477169 = -21134.646011 nChanged 82 SP:Iteration 1F (19.532944 sec): 3 clusters Score: Raw -21573.015620 + Penalty 359.731480 = -21213.284139 nChanged 22 SP:Iteration 2F (19.533660 sec): 3 clusters Score: Raw -21597.274762 + Penalty 373.921926 = -21223.352836 nChanged 10 SP:Iteration 3Q (19.534347 sec): 3 clusters Score: Raw -21606.254906 + Penalty 374.254650 = -21232.000256 nChanged 7 SP:Iteration 4Q (19.535013 sec): 3 clusters Score: Raw -21611.400837 + Penalty 400.636769 = -21210.764068 nChanged 6 SP:Iteration 5F (19.535719 sec): 3 clusters Score: Raw -21622.512222 + Penalty 425.853322 = -21196.658900 nChanged 3 SP:Iteration 6F (19.536429 sec): 3 clusters Score: Raw -21626.965664 + Penalty 425.853322 = -21201.112342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 7 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.537346 sec): 2 clusters Score: Raw -1688.780786 + Penalty 221.035080 = -1467.745706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.537592 sec): 3 clusters Score: Raw -1690.240795 + Penalty 445.608827 = -1244.631969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.548854 sec): 2 clusters Score: Raw -210158.931902 + Penalty 334.391509 = -209824.540393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.553218 sec): 3 clusters Score: Raw -208728.756496 + Penalty 662.258427 = -208066.498069 nChanged 1047 SP:Iteration 1F (19.557484 sec): 3 clusters Score: Raw -209472.297766 + Penalty 658.568110 = -208813.729656 nChanged 269 SP:Iteration 2F (19.561717 sec): 3 clusters Score: Raw -209717.396825 + Penalty 655.891623 = -209061.505203 nChanged 189 SP:Iteration 3F (19.565903 sec): 3 clusters Score: Raw -209871.602697 + Penalty 656.451722 = -209215.150975 nChanged 92 SP:Iteration 4Q (19.570138 sec): 3 clusters Score: Raw -209923.924015 + Penalty 656.217102 = -209267.706914 nChanged 46 SP:Iteration 5Q (19.574310 sec): 3 clusters Score: Raw -209941.882401 + Penalty 655.812535 = -209286.069867 nChanged 32 SP:Iteration 6Q (19.578368 sec): 3 clusters Score: Raw -209951.458874 + Penalty 655.192642 = -209296.266233 nChanged 32 SP:Iteration 7Q (19.582419 sec): 3 clusters Score: Raw -209959.726910 + Penalty 654.773100 = -209304.953810 nChanged 24 SP:Iteration 8Q (19.586799 sec): 3 clusters Score: Raw -209964.855161 + Penalty 655.118955 = -209309.736207 nChanged 19 SP:Iteration 9Q (19.590808 sec): 3 clusters Score: Raw -209968.157686 + Penalty 654.799816 = -209313.357870 nChanged 19 SP:Iteration 10F (19.595125 sec): 3 clusters Score: Raw -209971.678668 + Penalty 653.769014 = -209317.909654 nChanged 21 SP:Iteration 11Q (19.599064 sec): 3 clusters Score: Raw -209975.776721 + Penalty 652.431733 = -209323.344988 nChanged 22 SP:Iteration 12Q (19.603070 sec): 3 clusters Score: Raw -209979.859807 + Penalty 652.176025 = -209327.683782 nChanged 25 SP:Iteration 13Q (19.607142 sec): 3 clusters Score: Raw -209984.601883 + Penalty 651.270549 = -209333.331334 nChanged 24 SP:Iteration 14Q (19.611106 sec): 3 clusters Score: Raw -209989.214242 + Penalty 650.475486 = -209338.738755 nChanged 22 SP:Iteration 15Q (19.615009 sec): 3 clusters Score: Raw -209993.237049 + Penalty 650.329863 = -209342.907186 nChanged 24 SP:Iteration 16Q (19.618906 sec): 3 clusters Score: Raw -209997.599065 + Penalty 649.236253 = -209348.362812 nChanged 26 SP:Iteration 17Q (19.622892 sec): 3 clusters Score: Raw -210004.693775 + Penalty 648.012983 = -209356.680792 nChanged 34 SP:Iteration 18Q (19.627032 sec): 3 clusters Score: Raw -210017.461446 + Penalty 646.965134 = -209370.496312 nChanged 39 SP:Iteration 19Q (19.631055 sec): 3 clusters Score: Raw -210032.700091 + Penalty 645.572968 = -209387.127123 nChanged 29 SP:Iteration 20F (19.635354 sec): 3 clusters Score: Raw -210042.201841 + Penalty 642.116573 = -209400.085269 nChanged 29 SP:Iteration 21Q (19.639182 sec): 3 clusters Score: Raw -210053.377853 + Penalty 638.341477 = -209415.036376 nChanged 23 SP:Iteration 22Q (19.643021 sec): 3 clusters Score: Raw -210063.773483 + Penalty 635.119346 = -209428.654137 nChanged 20 SP:Iteration 23Q (19.646860 sec): 3 clusters Score: Raw -210071.156487 + Penalty 633.536241 = -209437.620246 nChanged 25 SP:Iteration 24Q (19.650616 sec): 3 clusters Score: Raw -210080.925671 + Penalty 630.908111 = -209450.017560 nChanged 25 SP:Iteration 25Q (19.654379 sec): 3 clusters Score: Raw -210092.280336 + Penalty 632.012338 = -209460.267998 nChanged 26 SP:Iteration 26Q (19.658104 sec): 3 clusters Score: Raw -210105.580095 + Penalty 630.000982 = -209475.579113 nChanged 25 SP:Iteration 27Q (19.661786 sec): 3 clusters Score: Raw -210117.394056 + Penalty 631.632348 = -209485.761709 nChanged 22 SP:Iteration 28Q (19.665493 sec): 3 clusters Score: Raw -210127.747879 + Penalty 633.447799 = -209494.300080 nChanged 17 SP:Iteration 29Q (19.669131 sec): 3 clusters Score: Raw -210134.063968 + Penalty 634.660234 = -209499.403734 nChanged 15 SP:Iteration 30F (19.673355 sec): 3 clusters Score: Raw -210138.264340 + Penalty 636.525661 = -209501.738679 nChanged 10 SP:Iteration 31Q (19.676996 sec): 3 clusters Score: Raw -210141.880878 + Penalty 637.600103 = -209504.280776 nChanged 5 SP:Iteration 32Q (19.680592 sec): 3 clusters Score: Raw -210142.406205 + Penalty 638.631968 = -209503.774237 nChanged 4 SP:Iteration 33F (19.684858 sec): 3 clusters Score: Raw -210144.037845 + Penalty 640.087800 = -209503.950045 nChanged 4 SP:Iteration 34Q (19.688426 sec): 3 clusters Score: Raw -210146.570768 + Penalty 641.664954 = -209504.905815 nChanged 7 SP:Iteration 35Q (19.692079 sec): 3 clusters Score: Raw -210149.875760 + Penalty 644.197524 = -209505.678236 nChanged 8 SP:Iteration 36Q (19.695727 sec): 3 clusters Score: Raw -210151.048556 + Penalty 643.860173 = -209507.188383 nChanged 4 SP:Iteration 37Q (19.699212 sec): 3 clusters Score: Raw -210151.981785 + Penalty 644.528340 = -209507.453444 nChanged 6 SP:Iteration 38Q (19.702720 sec): 3 clusters Score: Raw -210153.228349 + Penalty 642.944379 = -209510.283970 nChanged 2 SP:Iteration 39Q (19.706346 sec): 3 clusters Score: Raw -210153.779377 + Penalty 640.715703 = -209513.063674 nChanged 1 SP:Iteration 40F (19.710548 sec): 3 clusters Score: Raw -210153.858998 + Penalty 640.715703 = -209513.143294 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 9 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.731515 sec): 2 clusters Score: Raw -355051.555001 + Penalty 244.133946 = -354807.421055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.739364 sec): 3 clusters Score: Raw -352324.845120 + Penalty 483.796278 = -351841.048842 nChanged 1948 SP:Iteration 1F (19.747174 sec): 3 clusters Score: Raw -354174.138539 + Penalty 480.687165 = -353693.451373 nChanged 377 SP:Iteration 2F (19.754960 sec): 3 clusters Score: Raw -354464.845751 + Penalty 479.957076 = -353984.888675 nChanged 190 SP:Iteration 3Q (19.762718 sec): 3 clusters Score: Raw -354590.363496 + Penalty 479.761846 = -354110.601650 nChanged 96 SP:Iteration 4Q (19.770362 sec): 3 clusters Score: Raw -354629.637515 + Penalty 479.691151 = -354149.946364 nChanged 50 SP:Iteration 5Q (19.778057 sec): 3 clusters Score: Raw -354645.666625 + Penalty 479.019652 = -354166.646972 nChanged 30 SP:Iteration 6Q (19.785683 sec): 3 clusters Score: Raw -354657.178437 + Penalty 478.123508 = -354179.054929 nChanged 29 SP:Iteration 7Q (19.793411 sec): 3 clusters Score: Raw -354664.479452 + Penalty 477.588098 = -354186.891354 nChanged 16 SP:Iteration 8Q (19.800910 sec): 3 clusters Score: Raw -354667.383384 + Penalty 477.119385 = -354190.263999 nChanged 11 SP:Iteration 9Q (19.808586 sec): 3 clusters Score: Raw -354670.527831 + Penalty 476.654313 = -354193.873518 nChanged 10 SP:Iteration 10F (19.816380 sec): 3 clusters Score: Raw -354670.959965 + Penalty 476.403869 = -354194.556096 nChanged 5 SP:Iteration 11Q (19.823857 sec): 3 clusters Score: Raw -354671.140230 + Penalty 476.291837 = -354194.848393 nChanged 5 SP:Iteration 12Q (19.831536 sec): 3 clusters Score: Raw -354671.317435 + Penalty 476.182354 = -354195.135081 nChanged 2 SP:Iteration 13Q (19.839101 sec): 3 clusters Score: Raw -354671.351274 + Penalty 476.144749 = -354195.206525 nChanged 2 SP:Iteration 14Q (19.846707 sec): 3 clusters Score: Raw -354671.368459 + Penalty 476.144749 = -354195.223710 nChanged 0 SP:Iteration 15F (19.854512 sec): 3 clusters Score: Raw -354671.368459 + Penalty 476.144749 = -354195.223710 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (1942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.862853 sec): 2 clusters Score: Raw -169818.226390 + Penalty 99.984053 = -169718.242337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.866688 sec): 3 clusters Score: Raw -168536.693901 + Penalty 212.368575 = -168324.325326 nChanged 899 SP:Iteration 1F (19.870479 sec): 3 clusters Score: Raw -169300.985449 + Penalty 232.351801 = -169068.633649 nChanged 254 SP:Iteration 2F (19.874347 sec): 3 clusters Score: Raw -169545.242246 + Penalty 255.469724 = -169289.772522 nChanged 161 SP:Iteration 3F (19.877985 sec): 3 clusters Score: Raw -169795.053620 + Penalty 268.254935 = -169526.798686 nChanged 77 SP:Iteration 4Q (19.881426 sec): 3 clusters Score: Raw -169871.439637 + Penalty 275.283404 = -169596.156233 nChanged 41 SP:Iteration 5Q (19.884644 sec): 3 clusters Score: Raw -169895.623364 + Penalty 280.709260 = -169614.914104 nChanged 31 SP:Iteration 6Q (19.887837 sec): 3 clusters Score: Raw -169915.560318 + Penalty 284.902785 = -169630.657533 nChanged 19 SP:Iteration 7Q (19.890958 sec): 3 clusters Score: Raw -169922.648499 + Penalty 287.593055 = -169635.055445 nChanged 19 SP:Iteration 8Q (19.894035 sec): 3 clusters Score: Raw -169928.614839 + Penalty 290.420240 = -169638.194599 nChanged 10 SP:Iteration 9Q (19.897146 sec): 3 clusters Score: Raw -169931.381132 + Penalty 292.393941 = -169638.987191 nChanged 10 SP:Iteration 10F (19.900660 sec): 3 clusters Score: Raw -169933.968254 + Penalty 294.715101 = -169639.253152 nChanged 8 SP:Iteration 11Q (19.903721 sec): 3 clusters Score: Raw -169935.147071 + Penalty 298.327389 = -169636.819682 nChanged 10 SP:Iteration 12F (19.907312 sec): 3 clusters Score: Raw -169937.157550 + Penalty 299.268229 = -169637.889322 nChanged 4 SP:Iteration 13Q (19.910420 sec): 3 clusters Score: Raw -169937.750915 + Penalty 299.443293 = -169638.307622 nChanged 2 SP:Iteration 14Q (19.913567 sec): 3 clusters Score: Raw -169938.034424 + Penalty 299.851796 = -169638.182628 nChanged 1 SP:Iteration 15F (19.917129 sec): 3 clusters Score: Raw -169938.146587 + Penalty 299.851796 = -169638.294791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.918830 sec): 2 clusters Score: Raw -298.249959 + Penalty 144.390347 = -153.859612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.919055 sec): 3 clusters Score: Raw -284.648115 + Penalty 285.624031 = 0.975916 nChanged 0 Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 12 (2979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.928389 sec): 2 clusters Score: Raw -255479.866510 + Penalty 155.724316 = -255324.142194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.934293 sec): 3 clusters Score: Raw -253523.122212 + Penalty 311.334317 = -253211.787894 nChanged 1401 SP:Iteration 1F (19.939864 sec): 3 clusters Score: Raw -254287.511848 + Penalty 311.631610 = -253975.880238 nChanged 252 SP:Iteration 2F (19.945848 sec): 3 clusters Score: Raw -254386.681779 + Penalty 311.887556 = -254074.794224 nChanged 152 SP:Iteration 3F (19.951419 sec): 3 clusters Score: Raw -254430.821759 + Penalty 311.919097 = -254118.902663 nChanged 105 SP:Iteration 4Q (19.957500 sec): 3 clusters Score: Raw -254466.029399 + Penalty 311.905109 = -254154.124290 nChanged 115 SP:Iteration 5Q (19.963080 sec): 3 clusters Score: Raw -254527.476205 + Penalty 312.029591 = -254215.446614 nChanged 132 SP:Iteration 6Q (19.968602 sec): 3 clusters Score: Raw -254662.793643 + Penalty 312.121554 = -254350.672089 nChanged 134 SP:Iteration 7Q (19.974029 sec): 3 clusters Score: Raw -254767.762730 + Penalty 311.960450 = -254455.802280 nChanged 109 SP:Iteration 8Q (19.979513 sec): 3 clusters Score: Raw -254815.173002 + Penalty 311.414314 = -254503.758689 nChanged 63 SP:Iteration 9Q (19.984987 sec): 3 clusters Score: Raw -254845.319958 + Penalty 311.364268 = -254533.955690 nChanged 58 SP:Iteration 10F (19.990476 sec): 3 clusters Score: Raw -254869.958382 + Penalty 311.303076 = -254558.655306 nChanged 52 SP:Iteration 11Q (19.996511 sec): 3 clusters Score: Raw -254895.651652 + Penalty 311.621780 = -254584.029872 nChanged 63 SP:Iteration 12Q (20.001848 sec): 3 clusters Score: Raw -254932.643036 + Penalty 312.331957 = -254620.311079 nChanged 77 SP:Iteration 13Q (20.007834 sec): 3 clusters Score: Raw -254976.506140 + Penalty 312.816272 = -254663.689868 nChanged 79 SP:Iteration 14Q (20.013198 sec): 3 clusters Score: Raw -255022.427891 + Penalty 314.083725 = -254708.344166 nChanged 68 SP:Iteration 15Q (20.018961 sec): 3 clusters Score: Raw -255059.760878 + Penalty 313.492616 = -254746.268262 nChanged 65 SP:Iteration 16Q (20.024703 sec): 3 clusters Score: Raw -255097.361215 + Penalty 314.018583 = -254783.342632 nChanged 58 SP:Iteration 17Q (20.030511 sec): 3 clusters Score: Raw -255128.629646 + Penalty 315.066738 = -254813.562908 nChanged 54 SP:Iteration 18Q (20.036623 sec): 3 clusters Score: Raw -255156.894668 + Penalty 314.898201 = -254841.996466 nChanged 47 SP:Iteration 19Q (20.041934 sec): 3 clusters Score: Raw -255176.994864 + Penalty 315.881913 = -254861.112951 nChanged 41 SP:Iteration 20F (20.047978 sec): 3 clusters Score: Raw -255191.601935 + Penalty 314.496022 = -254877.105913 nChanged 42 SP:Iteration 21Q (20.053537 sec): 3 clusters Score: Raw -255204.069915 + Penalty 313.498676 = -254890.571239 nChanged 39 SP:Iteration 22Q (20.059348 sec): 3 clusters Score: Raw -255217.275175 + Penalty 314.316372 = -254902.958803 nChanged 43 SP:Iteration 23Q (20.064850 sec): 3 clusters Score: Raw -255232.609356 + Penalty 315.767026 = -254916.842330 nChanged 44 SP:Iteration 24Q (20.070390 sec): 3 clusters Score: Raw -255250.415100 + Penalty 316.927531 = -254933.487569 nChanged 43 SP:Iteration 25Q (20.075806 sec): 3 clusters Score: Raw -255268.166073 + Penalty 315.790902 = -254952.375171 nChanged 40 SP:Iteration 26Q (20.081184 sec): 3 clusters Score: Raw -255287.727351 + Penalty 314.916363 = -254972.810988 nChanged 43 SP:Iteration 27Q (20.086505 sec): 3 clusters Score: Raw -255313.471684 + Penalty 308.791368 = -255004.680317 nChanged 43 SP:Iteration 28Q (20.091819 sec): 3 clusters Score: Raw -255333.806201 + Penalty 305.728917 = -255028.077284 nChanged 36 SP:Iteration 29Q (20.097088 sec): 3 clusters Score: Raw -255351.854860 + Penalty 303.047367 = -255048.807493 nChanged 39 SP:Iteration 30F (20.103216 sec): 3 clusters Score: Raw -255371.067986 + Penalty 301.410240 = -255069.657747 nChanged 31 SP:Iteration 31Q (20.108523 sec): 3 clusters Score: Raw -255388.237604 + Penalty 301.594948 = -255086.642656 nChanged 29 SP:Iteration 32Q (20.114049 sec): 3 clusters Score: Raw -255403.133200 + Penalty 307.582175 = -255095.551024 nChanged 19 SP:Iteration 33Q (20.119303 sec): 3 clusters Score: Raw -255411.661297 + Penalty 310.159857 = -255101.501441 nChanged 12 SP:Iteration 34Q (20.124529 sec): 3 clusters Score: Raw -255418.201746 + Penalty 309.996479 = -255108.205267 nChanged 13 SP:Iteration 35Q (20.129821 sec): 3 clusters Score: Raw -255425.070298 + Penalty 302.663816 = -255122.406482 nChanged 16 SP:Iteration 36Q (20.135115 sec): 3 clusters Score: Raw -255433.743392 + Penalty 299.921571 = -255133.821820 nChanged 19 SP:Iteration 37Q (20.140436 sec): 3 clusters Score: Raw -255441.428345 + Penalty 294.300108 = -255147.128237 nChanged 11 SP:Iteration 38Q (20.145804 sec): 3 clusters Score: Raw -255445.336806 + Penalty 275.601050 = -255169.735756 nChanged 16 SP:Iteration 39Q (20.150951 sec): 3 clusters Score: Raw -255452.774926 + Penalty 245.903651 = -255206.871275 nChanged 19 SP:Iteration 40F (20.157055 sec): 3 clusters Score: Raw -255467.489367 + Penalty 250.458926 = -255217.030441 nChanged 10 SP:Iteration 41Q (20.162115 sec): 3 clusters Score: Raw -255476.750956 + Penalty 261.011672 = -255215.739284 nChanged 2 SP:Iteration 42F (20.168169 sec): 3 clusters Score: Raw -255478.615682 + Penalty 276.099346 = -255202.516336 nChanged 2 SP:Iteration 43F (20.174106 sec): 3 clusters Score: Raw -255480.227726 + Penalty 287.886701 = -255192.341025 nChanged 2 SP:Iteration 44F (20.180135 sec): 3 clusters Score: Raw -255481.356996 + Penalty 306.271376 = -255175.085620 nChanged 1 SP:Iteration 45F (20.186328 sec): 3 clusters Score: Raw -255481.493649 + Penalty 333.867880 = -255147.625769 nChanged 1 SP:Iteration 46F (20.192742 sec): 3 clusters Score: Raw -255481.828718 + Penalty 333.867880 = -255147.960838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 13 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.200211 sec): 2 clusters Score: Raw -125492.805613 + Penalty 211.661723 = -125281.143889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.203162 sec): 3 clusters Score: Raw -124636.427918 + Penalty 433.813686 = -124202.614231 nChanged 636 SP:Iteration 1F (20.205889 sec): 3 clusters Score: Raw -125063.783163 + Penalty 427.008912 = -124636.774251 nChanged 134 SP:Iteration 2F (20.208590 sec): 3 clusters Score: Raw -125148.118564 + Penalty 419.290889 = -124728.827675 nChanged 84 SP:Iteration 3F (20.211296 sec): 3 clusters Score: Raw -125215.169976 + Penalty 413.114193 = -124802.055782 nChanged 65 SP:Iteration 4Q (20.213937 sec): 3 clusters Score: Raw -125268.105001 + Penalty 408.361434 = -124859.743567 nChanged 42 SP:Iteration 5Q (20.216494 sec): 3 clusters Score: Raw -125295.270741 + Penalty 403.297610 = -124891.973132 nChanged 21 SP:Iteration 6Q (20.219034 sec): 3 clusters Score: Raw -125305.702112 + Penalty 401.082491 = -124904.619621 nChanged 22 SP:Iteration 7Q (20.221557 sec): 3 clusters Score: Raw -125313.185023 + Penalty 399.713053 = -124913.471970 nChanged 15 SP:Iteration 8Q (20.224026 sec): 3 clusters Score: Raw -125317.250869 + Penalty 397.815793 = -124919.435076 nChanged 18 SP:Iteration 9Q (20.226516 sec): 3 clusters Score: Raw -125323.869919 + Penalty 396.620432 = -124927.249487 nChanged 16 SP:Iteration 10F (20.229208 sec): 3 clusters Score: Raw -125329.332305 + Penalty 395.668458 = -124933.663848 nChanged 17 SP:Iteration 11Q (20.231628 sec): 3 clusters Score: Raw -125333.280349 + Penalty 394.034313 = -124939.246036 nChanged 19 SP:Iteration 12Q (20.234059 sec): 3 clusters Score: Raw -125339.096728 + Penalty 387.363236 = -124951.733492 nChanged 29 SP:Iteration 13Q (20.236470 sec): 3 clusters Score: Raw -125354.170279 + Penalty 387.164688 = -124967.005591 nChanged 34 SP:Iteration 14Q (20.238877 sec): 3 clusters Score: Raw -125370.166180 + Penalty 390.871358 = -124979.294822 nChanged 23 SP:Iteration 15Q (20.241303 sec): 3 clusters Score: Raw -125381.367882 + Penalty 380.721954 = -125000.645929 nChanged 30 SP:Iteration 16Q (20.243828 sec): 3 clusters Score: Raw -125395.556117 + Penalty 382.774312 = -125012.781806 nChanged 23 SP:Iteration 17Q (20.246173 sec): 3 clusters Score: Raw -125409.321986 + Penalty 406.414015 = -125002.907971 nChanged 38 SP:Iteration 18F (20.248867 sec): 3 clusters Score: Raw -125447.741267 + Penalty 512.324293 = -124935.416974 nChanged 33 SP:Iteration 19F (20.251562 sec): 3 clusters Score: Raw -125486.462197 + Penalty 580.647802 = -124905.814396 nChanged 9 SP:Iteration 20F (20.254173 sec): 3 clusters Score: Raw -125494.567973 + Penalty 580.647802 = -124913.920172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.259507 sec): 2 clusters Score: Raw -69307.600553 + Penalty 441.254651 = -68866.345903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.261136 sec): 3 clusters Score: Raw -68916.940516 + Penalty 883.596193 = -68033.344323 nChanged 279 SP:Iteration 1F (20.262844 sec): 3 clusters Score: Raw -69072.336661 + Penalty 885.855554 = -68186.481107 nChanged 54 SP:Iteration 2F (20.264393 sec): 3 clusters Score: Raw -69107.611887 + Penalty 888.491963 = -68219.119924 nChanged 47 SP:Iteration 3F (20.265983 sec): 3 clusters Score: Raw -69137.377097 + Penalty 890.386459 = -68246.990638 nChanged 38 SP:Iteration 4F (20.267456 sec): 3 clusters Score: Raw -69164.540845 + Penalty 893.966840 = -68270.574005 nChanged 40 SP:Iteration 5F (20.269059 sec): 3 clusters Score: Raw -69185.080961 + Penalty 896.401659 = -68288.679302 nChanged 15 SP:Iteration 6Q (20.270588 sec): 3 clusters Score: Raw -69190.382554 + Penalty 898.474503 = -68291.908051 nChanged 12 SP:Iteration 7Q (20.272138 sec): 3 clusters Score: Raw -69194.392415 + Penalty 901.233973 = -68293.158442 nChanged 8 SP:Iteration 8Q (20.273597 sec): 3 clusters Score: Raw -69196.555618 + Penalty 903.423689 = -68293.131929 nChanged 6 SP:Iteration 9F (20.275075 sec): 3 clusters Score: Raw -69200.687532 + Penalty 906.763322 = -68293.924210 nChanged 8 SP:Iteration 10F (20.276523 sec): 3 clusters Score: Raw -69204.080138 + Penalty 909.454346 = -68294.625792 nChanged 12 SP:Iteration 11Q (20.277997 sec): 3 clusters Score: Raw -69211.260443 + Penalty 917.089344 = -68294.171099 nChanged 16 SP:Iteration 12F (20.279485 sec): 3 clusters Score: Raw -69221.563729 + Penalty 921.741462 = -68299.822267 nChanged 14 SP:Iteration 13Q (20.280944 sec): 3 clusters Score: Raw -69229.669881 + Penalty 928.197289 = -68301.472592 nChanged 16 SP:Iteration 14Q (20.282406 sec): 3 clusters Score: Raw -69240.015895 + Penalty 936.902477 = -68303.113419 nChanged 21 SP:Iteration 15Q (20.283880 sec): 3 clusters Score: Raw -69251.592100 + Penalty 947.885974 = -68303.706126 nChanged 14 SP:Iteration 16Q (20.285326 sec): 3 clusters Score: Raw -69260.636641 + Penalty 953.352094 = -68307.284547 nChanged 7 SP:Iteration 17Q (20.286747 sec): 3 clusters Score: Raw -69264.787051 + Penalty 959.313367 = -68305.473684 nChanged 9 SP:Iteration 18F (20.288249 sec): 3 clusters Score: Raw -69269.027546 + Penalty 963.579383 = -68305.448163 nChanged 7 SP:Iteration 19F (20.289723 sec): 3 clusters Score: Raw -69273.634273 + Penalty 964.817871 = -68308.816401 nChanged 8 SP:Iteration 20F (20.291196 sec): 3 clusters Score: Raw -69281.218785 + Penalty 970.864950 = -68310.353835 nChanged 12 SP:Iteration 21Q (20.292610 sec): 3 clusters Score: Raw -69289.696107 + Penalty 971.307454 = -68318.388653 nChanged 9 SP:Iteration 22Q (20.294005 sec): 3 clusters Score: Raw -69293.933437 + Penalty 971.310642 = -68322.622795 nChanged 4 SP:Iteration 23Q (20.295369 sec): 3 clusters Score: Raw -69296.156554 + Penalty 971.835342 = -68324.321212 nChanged 2 SP:Iteration 24Q (20.296753 sec): 3 clusters Score: Raw -69299.091170 + Penalty 971.993855 = -68327.097316 nChanged 3 SP:Iteration 25Q (20.298105 sec): 3 clusters Score: Raw -69302.283646 + Penalty 973.367404 = -68328.916242 nChanged 3 SP:Iteration 26Q (20.299438 sec): 3 clusters Score: Raw -69304.599442 + Penalty 973.186656 = -68331.412786 nChanged 2 SP:Iteration 27Q (20.300795 sec): 3 clusters Score: Raw -69306.332373 + Penalty 973.636547 = -68332.695826 nChanged 2 SP:Iteration 28Q (20.302145 sec): 3 clusters Score: Raw -69308.502663 + Penalty 975.737162 = -68332.765502 nChanged 2 SP:Iteration 29Q (20.303485 sec): 3 clusters Score: Raw -69310.515293 + Penalty 978.096612 = -68332.418682 nChanged 1 SP:Iteration 30F (20.304954 sec): 3 clusters Score: Raw -69311.216462 + Penalty 981.594557 = -68329.621905 nChanged 2 SP:Iteration 31F (20.306451 sec): 3 clusters Score: Raw -69313.067313 + Penalty 983.704428 = -68329.362886 nChanged 2 SP:Iteration 32F (20.307923 sec): 3 clusters Score: Raw -69313.947133 + Penalty 986.285145 = -68327.661988 nChanged 3 SP:Iteration 33F (20.309391 sec): 3 clusters Score: Raw -69316.127691 + Penalty 983.766651 = -68332.361040 nChanged 2 SP:Iteration 34Q (20.310696 sec): 3 clusters Score: Raw -69319.928835 + Penalty 985.619915 = -68334.308920 nChanged 3 SP:Iteration 35Q (20.312046 sec): 3 clusters Score: Raw -69321.190253 + Penalty 987.729015 = -68333.461238 nChanged 2 SP:Iteration 36F (20.313517 sec): 3 clusters Score: Raw -69322.462593 + Penalty 987.729015 = -68334.733578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.315902 sec): 2 clusters Score: Raw -1018.111952 + Penalty 295.391944 = -722.720008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.316141 sec): 3 clusters Score: Raw -1001.857683 + Penalty 601.541574 = -400.316108 nChanged 1 SP:Iteration 1F (20.316372 sec): 3 clusters Score: Raw -1006.102394 + Penalty 556.656603 = -449.445791 nChanged 1 SP:Iteration 2F (20.316599 sec): 3 clusters Score: Raw -1008.380361 + Penalty 556.656603 = -451.723758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 16 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.317139 sec): 2 clusters Score: Raw -2725.671835 + Penalty 428.905213 = -2296.766622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.317399 sec): 3 clusters Score: Raw -2756.265836 + Penalty 859.024846 = -1897.240990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.318305 sec): 2 clusters Score: Raw -14245.210195 + Penalty 310.841254 = -13934.368940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.318818 sec): 3 clusters Score: Raw -14195.078658 + Penalty 612.484369 = -13582.594290 nChanged 35 SP:Iteration 1F (20.319299 sec): 3 clusters Score: Raw -14235.364872 + Penalty 609.576631 = -13625.788241 nChanged 7 SP:Iteration 2Q (20.319777 sec): 3 clusters Score: Raw -14242.136521 + Penalty 609.576631 = -13632.559890 nChanged 0 SP:Iteration 3F (20.320258 sec): 3 clusters Score: Raw -14242.136521 + Penalty 609.576631 = -13632.559890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.320969 sec): 2 clusters Score: Raw -4751.857644 + Penalty 389.550256 = -4362.307387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.321275 sec): 3 clusters Score: Raw -4774.580368 + Penalty 778.846582 = -3995.733786 nChanged 1 SP:Iteration 1Q (20.321568 sec): 3 clusters Score: Raw -4777.732320 + Penalty 778.846582 = -3998.885737 nChanged 0 SP:Iteration 2F (20.321876 sec): 3 clusters Score: Raw -4777.732320 + Penalty 778.846582 = -3998.885737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 19 (2259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.329183 sec): 2 clusters Score: Raw -196951.997838 + Penalty 267.914370 = -196684.083468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.333521 sec): 3 clusters Score: Raw -195506.540025 + Penalty 521.857918 = -194984.682108 nChanged 1041 SP:Iteration 1F (20.337688 sec): 3 clusters Score: Raw -196499.989668 + Penalty 500.915084 = -195999.074583 nChanged 340 SP:Iteration 2F (20.342401 sec): 3 clusters Score: Raw -196735.522947 + Penalty 491.011054 = -196244.511893 nChanged 121 SP:Iteration 3F (20.346839 sec): 3 clusters Score: Raw -196806.876563 + Penalty 485.595974 = -196321.280589 nChanged 66 SP:Iteration 4Q (20.350889 sec): 3 clusters Score: Raw -196833.583998 + Penalty 479.009433 = -196354.574565 nChanged 57 SP:Iteration 5Q (20.354928 sec): 3 clusters Score: Raw -196854.801769 + Penalty 472.713063 = -196382.088706 nChanged 51 SP:Iteration 6Q (20.359015 sec): 3 clusters Score: Raw -196876.137007 + Penalty 466.148975 = -196409.988032 nChanged 46 SP:Iteration 7Q (20.362993 sec): 3 clusters Score: Raw -196894.105550 + Penalty 460.638449 = -196433.467101 nChanged 40 SP:Iteration 8Q (20.366981 sec): 3 clusters Score: Raw -196907.323332 + Penalty 452.925730 = -196454.397603 nChanged 38 SP:Iteration 9Q (20.370841 sec): 3 clusters Score: Raw -196918.333014 + Penalty 446.795411 = -196471.537603 nChanged 32 SP:Iteration 10F (20.375099 sec): 3 clusters Score: Raw -196926.582146 + Penalty 442.760735 = -196483.821411 nChanged 23 SP:Iteration 11Q (20.378985 sec): 3 clusters Score: Raw -196931.056188 + Penalty 437.931729 = -196493.124459 nChanged 20 SP:Iteration 12Q (20.383016 sec): 3 clusters Score: Raw -196934.031371 + Penalty 434.825670 = -196499.205700 nChanged 16 SP:Iteration 13Q (20.386848 sec): 3 clusters Score: Raw -196936.120004 + Penalty 432.173258 = -196503.946746 nChanged 13 SP:Iteration 14Q (20.390735 sec): 3 clusters Score: Raw -196938.539489 + Penalty 428.917071 = -196509.622418 nChanged 11 SP:Iteration 15Q (20.394591 sec): 3 clusters Score: Raw -196941.599284 + Penalty 425.993428 = -196515.605856 nChanged 10 SP:Iteration 16Q (20.398486 sec): 3 clusters Score: Raw -196944.874057 + Penalty 422.682348 = -196522.191709 nChanged 8 SP:Iteration 17Q (20.402257 sec): 3 clusters Score: Raw -196947.938088 + Penalty 419.305402 = -196528.632686 nChanged 10 SP:Iteration 18Q (20.406182 sec): 3 clusters Score: Raw -196948.984223 + Penalty 418.165800 = -196530.818422 nChanged 4 SP:Iteration 19Q (20.409999 sec): 3 clusters Score: Raw -196949.433099 + Penalty 416.826223 = -196532.606876 nChanged 4 SP:Iteration 20F (20.414302 sec): 3 clusters Score: Raw -196951.227351 + Penalty 416.826223 = -196534.401128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.415565 sec): 2 clusters Score: Raw -7450.140784 + Penalty 452.638772 = -6997.502012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.415916 sec): 3 clusters Score: Raw -7437.400666 + Penalty 907.541166 = -6529.859500 nChanged 10 SP:Iteration 1F (20.416265 sec): 3 clusters Score: Raw -7457.298064 + Penalty 909.131751 = -6548.166313 nChanged 4 SP:Iteration 2F (20.416609 sec): 3 clusters Score: Raw -7463.076860 + Penalty 909.131751 = -6553.945110 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 22 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.421938 sec): 2 clusters Score: Raw -132354.502305 + Penalty 508.131191 = -131846.371114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.424847 sec): 3 clusters Score: Raw -131568.416129 + Penalty 1018.960616 = -130549.455514 nChanged 548 SP:Iteration 1F (20.427520 sec): 3 clusters Score: Raw -131914.526231 + Penalty 1019.928258 = -130894.597973 nChanged 147 SP:Iteration 2F (20.430258 sec): 3 clusters Score: Raw -132008.192103 + Penalty 1019.295286 = -130988.896818 nChanged 119 SP:Iteration 3F (20.432894 sec): 3 clusters Score: Raw -132097.272765 + Penalty 1015.277750 = -131081.995015 nChanged 89 SP:Iteration 4F (20.435631 sec): 3 clusters Score: Raw -132166.867675 + Penalty 1015.098669 = -131151.769006 nChanged 66 SP:Iteration 5Q (20.438330 sec): 3 clusters Score: Raw -132213.334674 + Penalty 1011.251184 = -131202.083489 nChanged 51 SP:Iteration 6Q (20.440964 sec): 3 clusters Score: Raw -132252.409781 + Penalty 1023.145878 = -131229.263902 nChanged 48 SP:Iteration 7Q (20.443599 sec): 3 clusters Score: Raw -132289.336337 + Penalty 1035.720541 = -131253.615796 nChanged 36 SP:Iteration 8Q (20.446250 sec): 3 clusters Score: Raw -132324.139846 + Penalty 1050.134841 = -131274.005005 nChanged 30 SP:Iteration 9Q (20.448971 sec): 3 clusters Score: Raw -132352.994332 + Penalty 1064.610435 = -131288.383897 nChanged 14 SP:Iteration 10F (20.451737 sec): 3 clusters Score: Raw -132362.407826 + Penalty 1055.035711 = -131307.372115 nChanged 4 SP:Iteration 11Q (20.454186 sec): 3 clusters Score: Raw -132365.434167 + Penalty 1062.737430 = -131302.696737 nChanged 1 SP:Iteration 12F (20.456879 sec): 3 clusters Score: Raw -132367.598069 + Penalty 1077.699306 = -131289.898763 nChanged 3 SP:Iteration 13F (20.459782 sec): 3 clusters Score: Raw -132376.131780 + Penalty 1077.815761 = -131298.316019 nChanged 1 SP:Iteration 14Q (20.462028 sec): 3 clusters Score: Raw -132377.698895 + Penalty 1088.079195 = -131289.619701 nChanged 2 SP:Iteration 15F (20.464633 sec): 3 clusters Score: Raw -132387.953226 + Penalty 1088.079195 = -131299.874031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.465739 sec): 2 clusters Score: Raw -918.514325 + Penalty 289.166150 = -629.348176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.465978 sec): 3 clusters Score: Raw -901.267286 + Penalty 555.666532 = -345.600754 nChanged 1 SP:Iteration 1F (20.466197 sec): 3 clusters Score: Raw -909.220589 + Penalty 289.166150 = -620.054440 nChanged 1 SP:Iteration 2F (20.466398 sec): 2 clusters Score: Raw -918.514325 + Penalty 289.166150 = -629.348176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.467357 sec): 2 clusters Score: Raw -3389.496087 + Penalty 216.742242 = -3172.753845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.467676 sec): 3 clusters Score: Raw -3474.588741 + Penalty 434.257155 = -3040.331586 nChanged 5 SP:Iteration 1F (20.467985 sec): 3 clusters Score: Raw -3485.327220 + Penalty 434.257155 = -3051.070065 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 25 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.472462 sec): 2 clusters Score: Raw -126088.593292 + Penalty 419.669927 = -125668.923364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.475055 sec): 3 clusters Score: Raw -125243.891462 + Penalty 843.934572 = -124399.956890 nChanged 567 SP:Iteration 1F (20.477811 sec): 3 clusters Score: Raw -125545.044317 + Penalty 854.524774 = -124690.519544 nChanged 156 SP:Iteration 2F (20.480404 sec): 3 clusters Score: Raw -125642.806768 + Penalty 874.488422 = -124768.318346 nChanged 115 SP:Iteration 3F (20.483097 sec): 3 clusters Score: Raw -125745.032617 + Penalty 899.340095 = -124845.692522 nChanged 105 SP:Iteration 4F (20.485783 sec): 3 clusters Score: Raw -125844.262651 + Penalty 919.393230 = -124924.869421 nChanged 82 SP:Iteration 5F (20.488432 sec): 3 clusters Score: Raw -125917.270417 + Penalty 936.705243 = -124980.565174 nChanged 65 SP:Iteration 6Q (20.490968 sec): 3 clusters Score: Raw -125972.434092 + Penalty 956.306509 = -125016.127583 nChanged 51 SP:Iteration 7Q (20.493393 sec): 3 clusters Score: Raw -126027.476915 + Penalty 972.968495 = -125054.508420 nChanged 42 SP:Iteration 8Q (20.495794 sec): 3 clusters Score: Raw -126071.989875 + Penalty 985.970604 = -125086.019271 nChanged 27 SP:Iteration 9Q (20.498135 sec): 3 clusters Score: Raw -126101.087972 + Penalty 987.874823 = -125113.213148 nChanged 17 SP:Iteration 10F (20.500787 sec): 3 clusters Score: Raw -126113.258746 + Penalty 992.328135 = -125120.930611 nChanged 7 SP:Iteration 11Q (20.503042 sec): 3 clusters Score: Raw -126117.388510 + Penalty 996.947327 = -125120.441183 nChanged 7 SP:Iteration 12F (20.505656 sec): 3 clusters Score: Raw -126121.004882 + Penalty 996.446294 = -125124.558588 nChanged 2 SP:Iteration 13Q (20.507860 sec): 3 clusters Score: Raw -126121.298600 + Penalty 997.749805 = -125123.548795 nChanged 2 SP:Iteration 14F (20.510471 sec): 3 clusters Score: Raw -126122.934213 + Penalty 997.514471 = -125125.419743 nChanged 1 SP:Iteration 15Q (20.512782 sec): 3 clusters Score: Raw -126123.697765 + Penalty 1000.291720 = -125123.406045 nChanged 2 SP:Iteration 16F (20.515386 sec): 3 clusters Score: Raw -126124.688122 + Penalty 1001.439116 = -125123.249006 nChanged 1 SP:Iteration 17F (20.517978 sec): 3 clusters Score: Raw -126125.346663 + Penalty 1001.439116 = -125123.907547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.520620 sec): 2 clusters Score: Raw -31215.789599 + Penalty 259.852817 = -30955.936783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.521486 sec): 3 clusters Score: Raw -31014.441936 + Penalty 534.601614 = -30479.840322 nChanged 109 SP:Iteration 1F (20.522280 sec): 3 clusters Score: Raw -31086.958542 + Penalty 565.187595 = -30521.770947 nChanged 41 SP:Iteration 2F (20.523073 sec): 3 clusters Score: Raw -31129.160971 + Penalty 608.635737 = -30520.525235 nChanged 35 SP:Iteration 3F (20.523865 sec): 3 clusters Score: Raw -31162.239208 + Penalty 637.306252 = -30524.932956 nChanged 21 SP:Iteration 4F (20.524656 sec): 3 clusters Score: Raw -31178.738814 + Penalty 667.479361 = -30511.259453 nChanged 15 SP:Iteration 5F (20.525466 sec): 3 clusters Score: Raw -31190.439400 + Penalty 701.616645 = -30488.822756 nChanged 12 SP:Iteration 6F (20.526259 sec): 3 clusters Score: Raw -31201.657053 + Penalty 694.289777 = -30507.367276 nChanged 9 SP:Iteration 7Q (20.527002 sec): 3 clusters Score: Raw -31207.696193 + Penalty 704.131509 = -30503.564683 nChanged 5 SP:Iteration 8F (20.527793 sec): 3 clusters Score: Raw -31210.582805 + Penalty 691.561709 = -30519.021095 nChanged 4 SP:Iteration 9Q (20.528480 sec): 3 clusters Score: Raw -31214.121664 + Penalty 674.920347 = -30539.201317 nChanged 1 SP:Iteration 10F (20.529270 sec): 3 clusters Score: Raw -31213.686377 + Penalty 695.002300 = -30518.684077 nChanged 1 SP:Iteration 11F (20.530079 sec): 3 clusters Score: Raw -31215.488812 + Penalty 695.002300 = -30520.486512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 27 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.531393 sec): 2 clusters Score: Raw -6494.009385 + Penalty 507.982342 = -5986.027043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.531728 sec): 3 clusters Score: Raw -6521.951813 + Penalty 1015.783232 = -5506.168581 nChanged 2 SP:Iteration 1Q (20.532049 sec): 3 clusters Score: Raw -6529.271544 + Penalty 1015.560373 = -5513.711171 nChanged 1 SP:Iteration 2Q (20.532369 sec): 3 clusters Score: Raw -6535.145270 + Penalty 1015.560373 = -5519.584896 nChanged 0 SP:Iteration 3F (20.532696 sec): 3 clusters Score: Raw -6535.145270 + Penalty 1015.560373 = -5519.584896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 28 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.533534 sec): 2 clusters Score: Raw -1597.823615 + Penalty 209.896211 = -1387.927404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.533773 sec): 3 clusters Score: Raw -1591.652605 + Penalty 421.152299 = -1170.500306 nChanged 1 SP:Iteration 1F (20.534009 sec): 3 clusters Score: Raw -1594.040499 + Penalty 421.152299 = -1172.888200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 29 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.534826 sec): 2 clusters Score: Raw -759.809151 + Penalty 203.730537 = -556.078613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.535050 sec): 3 clusters Score: Raw -755.482322 + Penalty 393.649730 = -361.832592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.535891 sec): 2 clusters Score: Raw -3459.122666 + Penalty 444.801459 = -3014.321206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.536167 sec): 3 clusters Score: Raw -3532.025667 + Penalty 887.986680 = -2644.038987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 31 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.541065 sec): 2 clusters Score: Raw -125160.826143 + Penalty 307.997348 = -124852.828795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.543843 sec): 3 clusters Score: Raw -124347.092248 + Penalty 615.980392 = -123731.111856 nChanged 578 SP:Iteration 1F (20.546673 sec): 3 clusters Score: Raw -124681.816432 + Penalty 618.801216 = -124063.015216 nChanged 127 SP:Iteration 2F (20.549658 sec): 3 clusters Score: Raw -124776.545039 + Penalty 625.742911 = -124150.802127 nChanged 114 SP:Iteration 3F (20.552516 sec): 3 clusters Score: Raw -124871.179237 + Penalty 647.103041 = -124224.076196 nChanged 118 SP:Iteration 4F (20.555419 sec): 3 clusters Score: Raw -124986.874235 + Penalty 673.429566 = -124313.444668 nChanged 83 SP:Iteration 5F (20.558319 sec): 3 clusters Score: Raw -125070.019525 + Penalty 718.448134 = -124351.571390 nChanged 58 SP:Iteration 6Q (20.561174 sec): 3 clusters Score: Raw -125125.375347 + Penalty 811.659031 = -124313.716317 nChanged 23 SP:Iteration 7F (20.564106 sec): 3 clusters Score: Raw -125145.719111 + Penalty 882.533017 = -124263.186094 nChanged 12 SP:Iteration 8F (20.567019 sec): 3 clusters Score: Raw -125158.069939 + Penalty 889.365512 = -124268.704427 nChanged 4 SP:Iteration 9Q (20.569444 sec): 3 clusters Score: Raw -125157.779613 + Penalty 900.850236 = -124256.929377 nChanged 2 SP:Iteration 10F (20.572362 sec): 3 clusters Score: Raw -125158.758061 + Penalty 307.997348 = -124850.760714 nChanged 1 SP:Iteration 11Q (20.574713 sec): 2 clusters Score: Raw -125160.826143 + Penalty 307.997348 = -124852.828795 nChanged 0 SP:Iteration 12F (20.577017 sec): 2 clusters Score: Raw -125160.826143 + Penalty 307.997348 = -124852.828795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.578061 sec): 2 clusters Score: Raw -1188.554519 + Penalty 296.385551 = -892.168969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.578299 sec): 3 clusters Score: Raw -1190.499972 + Penalty 592.771102 = -597.728870 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.583281 sec): 2 clusters Score: Raw -84988.538912 + Penalty 704.727345 = -84283.811567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.584972 sec): 3 clusters Score: Raw -84607.720290 + Penalty 1409.784187 = -83197.936103 nChanged 293 SP:Iteration 1F (20.586741 sec): 3 clusters Score: Raw -84804.095551 + Penalty 1410.077501 = -83394.018050 nChanged 69 SP:Iteration 2F (20.588402 sec): 3 clusters Score: Raw -84844.004082 + Penalty 1409.935452 = -83434.068630 nChanged 21 SP:Iteration 3Q (20.590167 sec): 3 clusters Score: Raw -84855.995900 + Penalty 1410.071395 = -83445.924505 nChanged 18 SP:Iteration 4Q (20.591780 sec): 3 clusters Score: Raw -84862.762435 + Penalty 1410.087070 = -83452.675365 nChanged 12 SP:Iteration 5Q (20.593546 sec): 3 clusters Score: Raw -84871.656707 + Penalty 1409.778634 = -83461.878074 nChanged 16 SP:Iteration 6Q (20.595225 sec): 3 clusters Score: Raw -84879.917137 + Penalty 1409.731654 = -83470.185483 nChanged 9 SP:Iteration 7Q (20.597006 sec): 3 clusters Score: Raw -84883.361016 + Penalty 1409.495201 = -83473.865815 nChanged 3 SP:Iteration 8Q (20.598648 sec): 3 clusters Score: Raw -84884.451634 + Penalty 1409.252748 = -83475.198886 nChanged 3 SP:Iteration 9Q (20.600402 sec): 3 clusters Score: Raw -84884.999916 + Penalty 1409.252748 = -83475.747168 nChanged 0 SP:Iteration 10F (20.602062 sec): 3 clusters Score: Raw -84884.999916 + Penalty 1409.252748 = -83475.747168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 34 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.603852 sec): 2 clusters Score: Raw -4697.009905 + Penalty 532.141801 = -4164.868104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.604154 sec): 3 clusters Score: Raw -4765.075389 + Penalty 1064.526712 = -3700.548677 nChanged 1 SP:Iteration 1Q (20.604440 sec): 3 clusters Score: Raw -4770.296395 + Penalty 1065.423835 = -3704.872559 nChanged 1 SP:Iteration 2Q (20.604724 sec): 3 clusters Score: Raw -4777.123705 + Penalty 1065.423835 = -3711.699870 nChanged 0 SP:Iteration 3F (20.605029 sec): 3 clusters Score: Raw -4777.123705 + Penalty 1065.423835 = -3711.699870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.605611 sec): 2 clusters Score: Raw -4150.718016 + Penalty 308.095467 = -3842.622549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.605903 sec): 3 clusters Score: Raw -4164.627637 + Penalty 617.058844 = -3547.568793 nChanged 6 SP:Iteration 1F (20.606190 sec): 3 clusters Score: Raw -4183.214350 + Penalty 620.634076 = -3562.580274 nChanged 3 SP:Iteration 2F (20.606483 sec): 3 clusters Score: Raw -4192.988309 + Penalty 620.368155 = -3572.620154 nChanged 1 SP:Iteration 3Q (20.606756 sec): 3 clusters Score: Raw -4196.772713 + Penalty 620.368155 = -3576.404559 nChanged 0 SP:Iteration 4F (20.607044 sec): 3 clusters Score: Raw -4196.772713 + Penalty 620.368155 = -3576.404559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 36 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.607712 sec): 2 clusters Score: Raw -7491.909578 + Penalty 433.756947 = -7058.152631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.608064 sec): 3 clusters Score: Raw -7504.655048 + Penalty 870.367536 = -6634.287511 nChanged 7 SP:Iteration 1F (20.608408 sec): 3 clusters Score: Raw -7527.152776 + Penalty 870.424284 = -6656.728492 nChanged 2 SP:Iteration 2Q (20.608742 sec): 3 clusters Score: Raw -7533.045384 + Penalty 870.424284 = -6662.621100 nChanged 0 SP:Iteration 3F (20.609085 sec): 3 clusters Score: Raw -7533.045384 + Penalty 870.424284 = -6662.621100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.609573 sec): 2 clusters Score: Raw -1066.872323 + Penalty 214.978594 = -851.893728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.609801 sec): 3 clusters Score: Raw -1055.444779 + Penalty 427.611944 = -627.832836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.610608 sec): 2 clusters Score: Raw -13028.421592 + Penalty 472.260102 = -12556.161490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.611063 sec): 3 clusters Score: Raw -13002.138883 + Penalty 951.690885 = -12050.447998 nChanged 20 SP:Iteration 1F (20.611508 sec): 3 clusters Score: Raw -13029.818366 + Penalty 952.931868 = -12076.886498 nChanged 5 SP:Iteration 2Q (20.611947 sec): 3 clusters Score: Raw -13035.993970 + Penalty 956.245896 = -12079.748074 nChanged 2 SP:Iteration 3Q (20.612417 sec): 3 clusters Score: Raw -13041.151114 + Penalty 958.561311 = -12082.589804 nChanged 1 SP:Iteration 4Q (20.612855 sec): 3 clusters Score: Raw -13044.373055 + Penalty 958.561311 = -12085.811744 nChanged 0 SP:Iteration 5F (20.613295 sec): 3 clusters Score: Raw -13044.373055 + Penalty 958.561311 = -12085.811744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 39 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.613968 sec): 2 clusters Score: Raw -7228.729222 + Penalty 322.843665 = -6905.885557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.614324 sec): 3 clusters Score: Raw -7225.872507 + Penalty 644.375232 = -6581.497275 nChanged 12 SP:Iteration 1F (20.614672 sec): 3 clusters Score: Raw -7245.818433 + Penalty 642.639472 = -6603.178961 nChanged 3 SP:Iteration 2Q (20.615016 sec): 3 clusters Score: Raw -7253.667392 + Penalty 639.311365 = -6614.356027 nChanged 2 SP:Iteration 3Q (20.615358 sec): 3 clusters Score: Raw -7258.731542 + Penalty 640.659887 = -6618.071655 nChanged 1 SP:Iteration 4Q (20.615696 sec): 3 clusters Score: Raw -7260.495305 + Penalty 641.902341 = -6618.592964 nChanged 1 SP:Iteration 5Q (20.616034 sec): 3 clusters Score: Raw -7262.527485 + Penalty 643.473150 = -6619.054335 nChanged 1 SP:Iteration 6Q (20.616372 sec): 3 clusters Score: Raw -7265.733923 + Penalty 641.733204 = -6624.000719 nChanged 1 SP:Iteration 7Q (20.616708 sec): 3 clusters Score: Raw -7266.650044 + Penalty 641.733204 = -6624.916840 nChanged 0 SP:Iteration 8F (20.617056 sec): 3 clusters Score: Raw -7266.650044 + Penalty 641.733204 = -6624.916840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.617536 sec): 2 clusters Score: Raw -609.085725 + Penalty 244.425163 = -364.660562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.617755 sec): 3 clusters Score: Raw -594.153844 + Penalty 494.834830 = -99.319015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.618234 sec): 2 clusters Score: Raw -787.033128 + Penalty 217.144945 = -569.888183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.618457 sec): 3 clusters Score: Raw -775.524952 + Penalty 426.651696 = -348.873256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.619114 sec): 2 clusters Score: Raw -7183.062796 + Penalty 222.739558 = -6960.323238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.619469 sec): 3 clusters Score: Raw -7143.948709 + Penalty 445.077093 = -6698.871616 nChanged 19 SP:Iteration 1F (20.619821 sec): 3 clusters Score: Raw -7162.623772 + Penalty 444.311247 = -6718.312526 nChanged 5 SP:Iteration 2F (20.620168 sec): 3 clusters Score: Raw -7167.763178 + Penalty 443.101589 = -6724.661589 nChanged 2 SP:Iteration 3Q (20.620516 sec): 3 clusters Score: Raw -7169.142110 + Penalty 442.519629 = -6726.622481 nChanged 1 SP:Iteration 4Q (20.620862 sec): 3 clusters Score: Raw -7169.546200 + Penalty 442.478446 = -6727.067754 nChanged 1 SP:Iteration 5Q (20.621208 sec): 3 clusters Score: Raw -7170.273226 + Penalty 441.450645 = -6728.822580 nChanged 1 SP:Iteration 6Q (20.621552 sec): 3 clusters Score: Raw -7172.197671 + Penalty 441.386606 = -6730.811064 nChanged 1 SP:Iteration 7Q (20.621897 sec): 3 clusters Score: Raw -7173.056419 + Penalty 441.386606 = -6731.669813 nChanged 0 SP:Iteration 8F (20.622243 sec): 3 clusters Score: Raw -7173.056419 + Penalty 441.386606 = -6731.669813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.624368 sec): 2 clusters Score: Raw -44799.638341 + Penalty 457.231418 = -44342.406923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.625446 sec): 3 clusters Score: Raw -44566.761076 + Penalty 914.674460 = -43652.086615 nChanged 160 SP:Iteration 1F (20.626549 sec): 3 clusters Score: Raw -44696.173587 + Penalty 920.115674 = -43776.057913 nChanged 47 SP:Iteration 2F (20.627646 sec): 3 clusters Score: Raw -44755.838869 + Penalty 928.405819 = -43827.433050 nChanged 36 SP:Iteration 3F (20.628738 sec): 3 clusters Score: Raw -44786.723478 + Penalty 934.612714 = -43852.110765 nChanged 18 SP:Iteration 4Q (20.629830 sec): 3 clusters Score: Raw -44801.192341 + Penalty 940.511988 = -43860.680352 nChanged 14 SP:Iteration 5Q (20.630855 sec): 3 clusters Score: Raw -44812.184539 + Penalty 942.497575 = -43869.686964 nChanged 5 SP:Iteration 6Q (20.631918 sec): 3 clusters Score: Raw -44815.097647 + Penalty 943.476871 = -43871.620776 nChanged 8 SP:Iteration 7Q (20.632929 sec): 3 clusters Score: Raw -44818.469915 + Penalty 944.625830 = -43873.844085 nChanged 5 SP:Iteration 8Q (20.633986 sec): 3 clusters Score: Raw -44821.807329 + Penalty 945.799313 = -43876.008016 nChanged 2 SP:Iteration 9Q (20.634999 sec): 3 clusters Score: Raw -44825.126655 + Penalty 947.008211 = -43878.118443 nChanged 2 SP:Iteration 10F (20.636082 sec): 3 clusters Score: Raw -44826.471943 + Penalty 947.919585 = -43878.552358 nChanged 1 SP:Iteration 11Q (20.637093 sec): 3 clusters Score: Raw -44828.513172 + Penalty 949.359828 = -43879.153343 nChanged 4 SP:Iteration 12Q (20.638144 sec): 3 clusters Score: Raw -44830.169066 + Penalty 949.359828 = -43880.809238 nChanged 0 SP:Iteration 13F (20.639202 sec): 3 clusters Score: Raw -44830.169066 + Penalty 949.359828 = -43880.809238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.640177 sec): 2 clusters Score: Raw -754.235538 + Penalty 204.150742 = -550.084796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.640409 sec): 3 clusters Score: Raw -750.987876 + Penalty 408.301484 = -342.686392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.641174 sec): 2 clusters Score: Raw -271.881034 + Penalty 96.767258 = -175.113776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.641385 sec): 3 clusters Score: Raw -267.267174 + Penalty 206.853212 = -60.413961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 46 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.642170 sec): 2 clusters Score: Raw -1611.824820 + Penalty 222.415145 = -1389.409675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.642410 sec): 3 clusters Score: Raw -1604.385011 + Penalty 448.263056 = -1156.121955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.643360 sec): 2 clusters Score: Raw -7485.330076 + Penalty 412.203937 = -7073.126139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.643717 sec): 3 clusters Score: Raw -7453.815274 + Penalty 820.540330 = -6633.274944 nChanged 8 SP:Iteration 1F (20.644064 sec): 3 clusters Score: Raw -7461.776376 + Penalty 818.998817 = -6642.777559 nChanged 3 SP:Iteration 2Q (20.644409 sec): 3 clusters Score: Raw -7468.109241 + Penalty 819.006873 = -6649.102368 nChanged 3 SP:Iteration 3Q (20.644755 sec): 3 clusters Score: Raw -7473.134488 + Penalty 820.263846 = -6652.870642 nChanged 3 SP:Iteration 4Q (20.645099 sec): 3 clusters Score: Raw -7478.660162 + Penalty 820.423676 = -6658.236486 nChanged 1 SP:Iteration 5Q (20.645443 sec): 3 clusters Score: Raw -7480.062156 + Penalty 820.423676 = -6659.638480 nChanged 0 SP:Iteration 6F (20.645813 sec): 3 clusters Score: Raw -7480.062156 + Penalty 820.423676 = -6659.638480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.646671 sec): 2 clusters Score: Raw -2293.809553 + Penalty 284.514714 = -2009.294839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.646924 sec): 3 clusters Score: Raw -2298.796287 + Penalty 567.850750 = -1730.945537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.647797 sec): 2 clusters Score: Raw -4529.742793 + Penalty 331.440748 = -4198.302045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.648094 sec): 3 clusters Score: Raw -4514.521311 + Penalty 662.397214 = -3852.124097 nChanged 1 SP:Iteration 1Q (20.648381 sec): 3 clusters Score: Raw -4515.464848 + Penalty 660.927683 = -3854.537165 nChanged 2 SP:Iteration 2Q (20.648668 sec): 3 clusters Score: Raw -4518.894122 + Penalty 661.628140 = -3857.265983 nChanged 1 SP:Iteration 3Q (20.648954 sec): 3 clusters Score: Raw -4519.824288 + Penalty 662.539510 = -3857.284779 nChanged 2 SP:Iteration 4Q (20.649245 sec): 3 clusters Score: Raw -4522.596835 + Penalty 660.686267 = -3861.910568 nChanged 1 SP:Iteration 5Q (20.649534 sec): 3 clusters Score: Raw -4523.662214 + Penalty 658.784806 = -3864.877408 nChanged 1 SP:Iteration 6Q (20.649823 sec): 3 clusters Score: Raw -4525.238131 + Penalty 658.784806 = -3866.453325 nChanged 0 SP:Iteration 7F (20.650112 sec): 3 clusters Score: Raw -4525.238131 + Penalty 658.784806 = -3866.453325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.651109 sec): 2 clusters Score: Raw -7831.160466 + Penalty 620.380544 = -7210.779922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.651465 sec): 3 clusters Score: Raw -7897.896770 + Penalty 1240.352531 = -6657.544239 nChanged 3 SP:Iteration 1Q (20.651801 sec): 3 clusters Score: Raw -7909.091075 + Penalty 1240.352531 = -6668.738545 nChanged 0 SP:Iteration 2F (20.652149 sec): 3 clusters Score: Raw -7909.091075 + Penalty 1240.352531 = -6668.738545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.652951 sec): 2 clusters Score: Raw -660.102158 + Penalty 201.829622 = -458.272535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.653173 sec): 3 clusters Score: Raw -654.384719 + Penalty 408.402492 = -245.982226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.653941 sec): 2 clusters Score: Raw -557.633515 + Penalty 162.759267 = -394.874248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.654162 sec): 3 clusters Score: Raw -555.033528 + Penalty 325.518534 = -229.514994 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 53 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.657010 sec): 2 clusters Score: Raw -67014.799753 + Penalty 400.166837 = -66614.632916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.658542 sec): 3 clusters Score: Raw -66636.084035 + Penalty 801.491655 = -65834.592380 nChanged 265 SP:Iteration 1F (20.659966 sec): 3 clusters Score: Raw -66784.284700 + Penalty 801.998638 = -65982.286063 nChanged 59 SP:Iteration 2F (20.661367 sec): 3 clusters Score: Raw -66815.704551 + Penalty 803.305188 = -66012.399362 nChanged 41 SP:Iteration 3F (20.662781 sec): 3 clusters Score: Raw -66833.302405 + Penalty 804.290900 = -66029.011505 nChanged 38 SP:Iteration 4F (20.664202 sec): 3 clusters Score: Raw -66851.750754 + Penalty 802.807686 = -66048.943068 nChanged 28 SP:Iteration 5Q (20.665627 sec): 3 clusters Score: Raw -66870.344501 + Penalty 803.808889 = -66066.535612 nChanged 19 SP:Iteration 6Q (20.667028 sec): 3 clusters Score: Raw -66881.302231 + Penalty 803.906670 = -66077.395561 nChanged 17 SP:Iteration 7Q (20.668403 sec): 3 clusters Score: Raw -66890.642649 + Penalty 803.448039 = -66087.194610 nChanged 25 SP:Iteration 8Q (20.669806 sec): 3 clusters Score: Raw -66905.117496 + Penalty 806.558037 = -66098.559459 nChanged 24 SP:Iteration 9Q (20.671215 sec): 3 clusters Score: Raw -66914.663401 + Penalty 810.791721 = -66103.871679 nChanged 24 SP:Iteration 10F (20.672626 sec): 3 clusters Score: Raw -66928.638720 + Penalty 817.736223 = -66110.902497 nChanged 27 SP:Iteration 11Q (20.674020 sec): 3 clusters Score: Raw -66952.700298 + Penalty 829.807272 = -66122.893025 nChanged 29 SP:Iteration 12Q (20.675379 sec): 3 clusters Score: Raw -66983.687115 + Penalty 837.002840 = -66146.684274 nChanged 15 SP:Iteration 13Q (20.676729 sec): 3 clusters Score: Raw -66990.884502 + Penalty 850.244406 = -66140.640096 nChanged 12 SP:Iteration 14F (20.678153 sec): 3 clusters Score: Raw -66996.723637 + Penalty 871.979699 = -66124.743938 nChanged 11 SP:Iteration 15F (20.679550 sec): 3 clusters Score: Raw -67001.447110 + Penalty 871.554491 = -66129.892619 nChanged 10 SP:Iteration 16Q (20.680805 sec): 3 clusters Score: Raw -67008.523940 + Penalty 888.577597 = -66119.946343 nChanged 8 SP:Iteration 17F (20.682217 sec): 3 clusters Score: Raw -67011.041276 + Penalty 961.808265 = -66049.233012 nChanged 3 SP:Iteration 18F (20.683610 sec): 3 clusters Score: Raw -67011.362328 + Penalty 400.166837 = -66611.195490 nChanged 2 SP:Iteration 19Q (20.684691 sec): 2 clusters Score: Raw -67014.799753 + Penalty 400.166837 = -66614.632916 nChanged 0 SP:Iteration 20F (20.685794 sec): 2 clusters Score: Raw -67014.799753 + Penalty 400.166837 = -66614.632916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.687083 sec): 2 clusters Score: Raw -13038.787135 + Penalty 594.615589 = -12444.171546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.687525 sec): 3 clusters Score: Raw -13022.237055 + Penalty 1190.350519 = -11831.886536 nChanged 13 SP:Iteration 1F (20.687976 sec): 3 clusters Score: Raw -13045.279720 + Penalty 1190.917877 = -11854.361844 nChanged 2 SP:Iteration 2Q (20.688404 sec): 3 clusters Score: Raw -13051.712722 + Penalty 1190.145211 = -11861.567512 nChanged 2 SP:Iteration 3Q (20.688848 sec): 3 clusters Score: Raw -13056.286393 + Penalty 1190.046919 = -11866.239474 nChanged 2 SP:Iteration 4Q (20.689274 sec): 3 clusters Score: Raw -13061.629341 + Penalty 1189.823569 = -11871.805772 nChanged 2 SP:Iteration 5Q (20.689736 sec): 3 clusters Score: Raw -13066.014072 + Penalty 1189.869703 = -11876.144368 nChanged 1 SP:Iteration 6Q (20.690165 sec): 3 clusters Score: Raw -13068.885577 + Penalty 1189.605730 = -11879.279848 nChanged 1 SP:Iteration 7Q (20.690608 sec): 3 clusters Score: Raw -13072.227213 + Penalty 1189.259578 = -11882.967635 nChanged 1 SP:Iteration 8Q (20.691032 sec): 3 clusters Score: Raw -13076.029496 + Penalty 1188.965870 = -11887.063625 nChanged 1 SP:Iteration 9Q (20.691469 sec): 3 clusters Score: Raw -13077.891896 + Penalty 1188.571656 = -11889.320241 nChanged 1 SP:Iteration 10F (20.691900 sec): 3 clusters Score: Raw -13079.151147 + Penalty 1188.657152 = -11890.493996 nChanged 1 SP:Iteration 11Q (20.692337 sec): 3 clusters Score: Raw -13079.332602 + Penalty 1188.657152 = -11890.675450 nChanged 0 SP:Iteration 12F (20.692770 sec): 3 clusters Score: Raw -13079.332602 + Penalty 1188.657152 = -11890.675450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.693723 sec): 2 clusters Score: Raw -4321.537020 + Penalty 283.737159 = -4037.799861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.694045 sec): 3 clusters Score: Raw -4308.473803 + Penalty 577.915029 = -3730.558774 nChanged 5 SP:Iteration 1F (20.694339 sec): 3 clusters Score: Raw -4320.494712 + Penalty 586.001829 = -3734.492884 nChanged 2 SP:Iteration 2Q (20.694623 sec): 3 clusters Score: Raw -4327.000014 + Penalty 595.185482 = -3731.814532 nChanged 1 SP:Iteration 3F (20.694911 sec): 3 clusters Score: Raw -4327.697883 + Penalty 595.185482 = -3732.512401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 56 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.695803 sec): 2 clusters Score: Raw -3997.806429 + Penalty 189.920365 = -3807.886064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.696091 sec): 3 clusters Score: Raw -3975.005065 + Penalty 371.402463 = -3603.602601 nChanged 6 SP:Iteration 1F (20.696374 sec): 3 clusters Score: Raw -3981.631240 + Penalty 376.819386 = -3604.811855 nChanged 5 SP:Iteration 2F (20.696659 sec): 3 clusters Score: Raw -3988.571552 + Penalty 468.448685 = -3520.122867 nChanged 4 SP:Iteration 3F (20.696937 sec): 3 clusters Score: Raw -3994.204497 + Penalty 189.920365 = -3804.284132 nChanged 1 SP:Iteration 4Q (20.697185 sec): 2 clusters Score: Raw -3997.806429 + Penalty 189.920365 = -3807.886064 nChanged 0 SP:Iteration 5F (20.697434 sec): 2 clusters Score: Raw -3997.806429 + Penalty 189.920365 = -3807.886064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.699779 sec): 2 clusters Score: Raw -32948.442737 + Penalty 476.710738 = -32471.731999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.700591 sec): 3 clusters Score: Raw -32812.010310 + Penalty 951.993486 = -31860.016824 nChanged 105 SP:Iteration 1F (20.701459 sec): 3 clusters Score: Raw -32900.781578 + Penalty 952.664378 = -31948.117200 nChanged 35 SP:Iteration 2F (20.702254 sec): 3 clusters Score: Raw -32930.927383 + Penalty 954.803448 = -31976.123935 nChanged 14 SP:Iteration 3Q (20.703098 sec): 3 clusters Score: Raw -32946.685941 + Penalty 956.298297 = -31990.387644 nChanged 13 SP:Iteration 4Q (20.703959 sec): 3 clusters Score: Raw -32957.954907 + Penalty 960.299056 = -31997.655851 nChanged 14 SP:Iteration 5Q (20.704809 sec): 3 clusters Score: Raw -32969.864601 + Penalty 963.224987 = -32006.639614 nChanged 7 SP:Iteration 6Q (20.705653 sec): 3 clusters Score: Raw -32975.232131 + Penalty 963.757079 = -32011.475052 nChanged 2 SP:Iteration 7Q (20.706492 sec): 3 clusters Score: Raw -32976.502757 + Penalty 964.711757 = -32011.791000 nChanged 2 SP:Iteration 8Q (20.707330 sec): 3 clusters Score: Raw -32977.525614 + Penalty 965.486326 = -32012.039288 nChanged 2 SP:Iteration 9Q (20.708168 sec): 3 clusters Score: Raw -32978.518274 + Penalty 965.486326 = -32013.031948 nChanged 0 SP:Iteration 10F (20.709044 sec): 3 clusters Score: Raw -32978.518274 + Penalty 965.486326 = -32013.031948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.710268 sec): 2 clusters Score: Raw -2136.024735 + Penalty 310.038610 = -1825.986126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.710526 sec): 3 clusters Score: Raw -2129.777593 + Penalty 620.413880 = -1509.363713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.711689 sec): 2 clusters Score: Raw -14083.952923 + Penalty 406.748777 = -13677.204146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.712166 sec): 3 clusters Score: Raw -14046.756279 + Penalty 812.834268 = -13233.922011 nChanged 45 SP:Iteration 1F (20.712655 sec): 3 clusters Score: Raw -14104.414059 + Penalty 810.023411 = -13294.390648 nChanged 13 SP:Iteration 2F (20.713178 sec): 3 clusters Score: Raw -14118.844861 + Penalty 806.819304 = -13312.025558 nChanged 5 SP:Iteration 3Q (20.713665 sec): 3 clusters Score: Raw -14124.840217 + Penalty 803.825058 = -13321.015159 nChanged 2 SP:Iteration 4Q (20.714130 sec): 3 clusters Score: Raw -14127.576817 + Penalty 803.825058 = -13323.751759 nChanged 0 SP:Iteration 5F (20.714611 sec): 3 clusters Score: Raw -14127.576817 + Penalty 803.825058 = -13323.751759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 60 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.715474 sec): 2 clusters Score: Raw -650.527581 + Penalty 89.546043 = -560.981539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.715683 sec): 3 clusters Score: Raw -641.407309 + Penalty 182.094991 = -459.312318 nChanged 1 SP:Iteration 1F (20.715887 sec): 3 clusters Score: Raw -642.779721 + Penalty 182.094991 = -460.684730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 61 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.716661 sec): 2 clusters Score: Raw -1147.822968 + Penalty 253.147080 = -894.675887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.716891 sec): 3 clusters Score: Raw -1144.454707 + Penalty 500.599503 = -643.855204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.718336 sec): 2 clusters Score: Raw -23216.476768 + Penalty 698.182236 = -22518.294532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.718945 sec): 3 clusters Score: Raw -23186.702250 + Penalty 1396.614979 = -21790.087271 nChanged 37 SP:Iteration 1F (20.719576 sec): 3 clusters Score: Raw -23259.098199 + Penalty 1396.735819 = -21862.362381 nChanged 9 SP:Iteration 2Q (20.720164 sec): 3 clusters Score: Raw -23273.039902 + Penalty 1396.987354 = -21876.052548 nChanged 3 SP:Iteration 3Q (20.720785 sec): 3 clusters Score: Raw -23278.683628 + Penalty 1397.131540 = -21881.552088 nChanged 1 SP:Iteration 4Q (20.721371 sec): 3 clusters Score: Raw -23279.723494 + Penalty 1397.265768 = -21882.457726 nChanged 1 SP:Iteration 5Q (20.722008 sec): 3 clusters Score: Raw -23280.631621 + Penalty 1397.353097 = -21883.278525 nChanged 1 SP:Iteration 6Q (20.722601 sec): 3 clusters Score: Raw -23282.425654 + Penalty 1397.391553 = -21885.034101 nChanged 2 SP:Iteration 7Q (20.723217 sec): 3 clusters Score: Raw -23288.063593 + Penalty 1397.333496 = -21890.730097 nChanged 2 SP:Iteration 8Q (20.723801 sec): 3 clusters Score: Raw -23292.217795 + Penalty 1397.333496 = -21894.884299 nChanged 0 SP:Iteration 9F (20.724430 sec): 3 clusters Score: Raw -23292.217795 + Penalty 1397.333496 = -21894.884299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 63 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.725621 sec): 2 clusters Score: Raw -3228.371123 + Penalty 276.270288 = -2952.100835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.725982 sec): 3 clusters Score: Raw -3770.387069 + Penalty 684.349416 = -3086.037653 nChanged 21 SP:Iteration 1F (20.726355 sec): 3 clusters Score: Raw -3955.296090 + Penalty 721.181760 = -3234.114330 nChanged 2 SP:Iteration 2Q (20.726687 sec): 3 clusters Score: Raw -4007.882217 + Penalty 721.181760 = -3286.700457 nChanged 0 SP:Iteration 3F (20.727043 sec): 3 clusters Score: Raw -4007.882217 + Penalty 721.181760 = -3286.700457 nChanged 0 Score: Raw -2601611.853071 + Penalty 144024.161129 = -2457587.691941 Splitting cluster 63 changes total score from -2444669.029028 to -2457587.691941 So it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.856123 sec): 2 clusters Score: Raw -927.140211 + Penalty 239.025845 = -688.114367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.856401 sec): 3 clusters Score: Raw -939.033466 + Penalty 475.809684 = -463.223781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.857175 sec): 2 clusters Score: Raw -338.320935 + Penalty 63.076393 = -275.244542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.857372 sec): 3 clusters Score: Raw -345.761102 + Penalty 126.152787 = -219.608315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.858134 sec): 2 clusters Score: Raw -584.861788 + Penalty 203.759246 = -381.102543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.858335 sec): 2 clusters Score: Raw -584.861788 + Penalty 203.759246 = -381.102543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 67 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.859160 sec): 2 clusters Score: Raw -2169.202643 + Penalty 223.423532 = -1945.779111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.859414 sec): 3 clusters Score: Raw -2180.083619 + Penalty 442.975217 = -1737.108401 nChanged 1 SP:Iteration 1Q (22.859662 sec): 3 clusters Score: Raw -2182.625578 + Penalty 442.975217 = -1739.650361 nChanged 0 SP:Iteration 2F (22.859912 sec): 3 clusters Score: Raw -2182.625578 + Penalty 442.975217 = -1739.650361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 68 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.860953 sec): 2 clusters Score: Raw -9655.522440 + Penalty 710.917903 = -8944.604537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.861352 sec): 3 clusters Score: Raw -9818.923358 + Penalty 1421.207920 = -8397.715438 nChanged 7 SP:Iteration 1F (22.861743 sec): 3 clusters Score: Raw -9847.277305 + Penalty 1420.870585 = -8426.406720 nChanged 1 SP:Iteration 2Q (22.862114 sec): 3 clusters Score: Raw -9853.104247 + Penalty 1420.756959 = -8432.347288 nChanged 2 SP:Iteration 3Q (22.862487 sec): 3 clusters Score: Raw -9859.603259 + Penalty 1420.756959 = -8438.846300 nChanged 0 SP:Iteration 4F (22.862878 sec): 3 clusters Score: Raw -9859.603259 + Penalty 1420.756959 = -8438.846300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.863690 sec): 2 clusters Score: Raw -502.542324 + Penalty 198.810724 = -303.731601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.863909 sec): 3 clusters Score: Raw -485.257483 + Penalty 394.042723 = -91.214760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.865366 sec): 2 clusters Score: Raw -22498.045754 + Penalty 659.666422 = -21838.379332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.865977 sec): 3 clusters Score: Raw -22421.441839 + Penalty 1319.224869 = -21102.216970 nChanged 35 SP:Iteration 1F (22.866612 sec): 3 clusters Score: Raw -22459.139090 + Penalty 1319.664092 = -21139.474998 nChanged 10 SP:Iteration 2Q (22.867254 sec): 3 clusters Score: Raw -22474.698819 + Penalty 1320.670242 = -21154.028577 nChanged 14 SP:Iteration 3F (22.867871 sec): 3 clusters Score: Raw -22500.391549 + Penalty 1321.205664 = -21179.185884 nChanged 3 SP:Iteration 4Q (22.868480 sec): 3 clusters Score: Raw -22504.509555 + Penalty 1322.185428 = -21182.324127 nChanged 2 SP:Iteration 5Q (22.869090 sec): 3 clusters Score: Raw -22511.453144 + Penalty 1322.175534 = -21189.277610 nChanged 4 SP:Iteration 6Q (22.869699 sec): 3 clusters Score: Raw -22517.824832 + Penalty 1323.045874 = -21194.778957 nChanged 3 SP:Iteration 7Q (22.870336 sec): 3 clusters Score: Raw -22520.144426 + Penalty 1324.307452 = -21195.836974 nChanged 2 SP:Iteration 8Q (22.870947 sec): 3 clusters Score: Raw -22522.138753 + Penalty 1325.183619 = -21196.955135 nChanged 1 SP:Iteration 9Q (22.871541 sec): 3 clusters Score: Raw -22522.722954 + Penalty 1325.836487 = -21196.886467 nChanged 1 SP:Iteration 10F (22.872138 sec): 3 clusters Score: Raw -22525.860252 + Penalty 1325.836487 = -21200.023765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.873183 sec): 2 clusters Score: Raw -258.912053 + Penalty 37.013559 = -221.898494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.873386 sec): 2 clusters Score: Raw -258.912053 + Penalty 37.013559 = -221.898494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 72 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.874349 sec): 2 clusters Score: Raw -7805.876039 + Penalty 466.951176 = -7338.924863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.874708 sec): 3 clusters Score: Raw -7798.370971 + Penalty 936.367406 = -6862.003565 nChanged 10 SP:Iteration 1F (22.875064 sec): 3 clusters Score: Raw -7815.531369 + Penalty 936.824110 = -6878.707259 nChanged 3 SP:Iteration 2Q (22.875415 sec): 3 clusters Score: Raw -7821.658492 + Penalty 938.144750 = -6883.513742 nChanged 1 SP:Iteration 3Q (22.875763 sec): 3 clusters Score: Raw -7822.550331 + Penalty 938.144750 = -6884.405581 nChanged 0 SP:Iteration 4F (22.876114 sec): 3 clusters Score: Raw -7822.550331 + Penalty 938.144750 = -6884.405581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 73 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.876993 sec): 2 clusters Score: Raw -3010.221145 + Penalty 339.452438 = -2670.768707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.877259 sec): 3 clusters Score: Raw -3020.664715 + Penalty 679.241120 = -2341.423594 nChanged 1 SP:Iteration 1Q (22.877517 sec): 3 clusters Score: Raw -3023.405171 + Penalty 681.547977 = -2341.857194 nChanged 1 SP:Iteration 2Q (22.877773 sec): 3 clusters Score: Raw -3026.152705 + Penalty 681.547977 = -2344.604728 nChanged 0 SP:Iteration 3F (22.878035 sec): 3 clusters Score: Raw -3026.152705 + Penalty 681.547977 = -2344.604728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.878785 sec): 2 clusters Score: Raw -186.223399 + Penalty 84.387352 = -101.836047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.878991 sec): 3 clusters Score: Raw -180.354841 + Penalty 168.774705 = -11.580136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.879749 sec): 2 clusters Score: Raw -579.178591 + Penalty 182.585297 = -396.593294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.879970 sec): 3 clusters Score: Raw -568.342996 + Penalty 182.585297 = -385.757699 nChanged 2 SP:Iteration 1F (22.880166 sec): 2 clusters Score: Raw -579.178591 + Penalty 182.585297 = -396.593294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.880937 sec): 2 clusters Score: Raw -567.904686 + Penalty 266.067059 = -301.837627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.881156 sec): 3 clusters Score: Raw -587.092313 + Penalty 518.910055 = -68.182259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.881942 sec): 2 clusters Score: Raw -1049.541720 + Penalty 155.384404 = -894.157316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.882172 sec): 3 clusters Score: Raw -1039.786639 + Penalty 304.870883 = -734.915756 nChanged 1 SP:Iteration 1F (22.882396 sec): 3 clusters Score: Raw -1041.332370 + Penalty 298.675143 = -742.657227 nChanged 1 SP:Iteration 2F (22.882614 sec): 3 clusters Score: Raw -1044.726597 + Penalty 155.384404 = -889.342193 nChanged 1 SP:Iteration 3F (22.882817 sec): 2 clusters Score: Raw -1049.541720 + Penalty 155.384404 = -894.157316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.883557 sec): 2 clusters Score: Raw -171.188791 + Penalty 18.765043 = -152.423748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.883757 sec): 3 clusters Score: Raw -167.041609 + Penalty 37.530087 = -129.511523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 80 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.884529 sec): 2 clusters Score: Raw -595.765093 + Penalty 223.186923 = -372.578170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.884749 sec): 3 clusters Score: Raw -584.595071 + Penalty 446.373845 = -138.221226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 81 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.885549 sec): 2 clusters Score: Raw -2391.066937 + Penalty 291.903465 = -2099.163472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.885806 sec): 3 clusters Score: Raw -2400.826995 + Penalty 581.529474 = -1819.297521 nChanged 4 SP:Iteration 1F (22.886058 sec): 3 clusters Score: Raw -2418.320683 + Penalty 575.663326 = -1842.657356 nChanged 3 SP:Iteration 2F (22.886311 sec): 3 clusters Score: Raw -2432.251986 + Penalty 575.663326 = -1856.588660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.887076 sec): 2 clusters Score: Raw -866.357891 + Penalty 221.835205 = -644.522685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.887301 sec): 3 clusters Score: Raw -858.932393 + Penalty 442.852185 = -416.080208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.888028 sec): 2 clusters Score: Raw -164.160225 + Penalty 3.465736 = -160.694489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.888218 sec): 3 clusters Score: Raw -162.360190 + Penalty 6.931472 = -155.428718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.888993 sec): 2 clusters Score: Raw -847.443232 + Penalty 178.204638 = -669.238595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.889220 sec): 3 clusters Score: Raw -840.550657 + Penalty 361.818500 = -478.732158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.889977 sec): 2 clusters Score: Raw -764.000143 + Penalty 202.923642 = -561.076500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.890198 sec): 3 clusters Score: Raw -753.687296 + Penalty 397.061064 = -356.626232 nChanged 1 SP:Iteration 1F (22.890417 sec): 3 clusters Score: Raw -757.779290 + Penalty 397.061064 = -360.718226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 86 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.891716 sec): 2 clusters Score: Raw -18822.279273 + Penalty 257.350570 = -18564.928704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.892312 sec): 3 clusters Score: Raw -18708.324261 + Penalty 516.128705 = -18192.195556 nChanged 84 SP:Iteration 1F (22.892894 sec): 3 clusters Score: Raw -18772.634050 + Penalty 521.257998 = -18251.376051 nChanged 24 SP:Iteration 2F (22.893457 sec): 3 clusters Score: Raw -18796.440648 + Penalty 526.074098 = -18270.366549 nChanged 17 SP:Iteration 3F (22.894017 sec): 3 clusters Score: Raw -18809.686707 + Penalty 534.613125 = -18275.073582 nChanged 7 SP:Iteration 4Q (22.894576 sec): 3 clusters Score: Raw -18815.627239 + Penalty 539.357354 = -18276.269885 nChanged 6 SP:Iteration 5Q (22.895134 sec): 3 clusters Score: Raw -18817.984017 + Penalty 539.270582 = -18278.713435 nChanged 1 SP:Iteration 6Q (22.895690 sec): 3 clusters Score: Raw -18817.905871 + Penalty 539.270582 = -18278.635289 nChanged 0 SP:Iteration 7F (22.896248 sec): 3 clusters Score: Raw -18817.905871 + Penalty 539.270582 = -18278.635289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.897121 sec): 2 clusters Score: Raw -187.510954 + Penalty 70.013380 = -117.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.897318 sec): 2 clusters Score: Raw -187.510954 + Penalty 70.013380 = -117.497574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 88 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.898205 sec): 2 clusters Score: Raw -4516.902698 + Penalty 527.566541 = -3989.336156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.898499 sec): 3 clusters Score: Raw -4539.514748 + Penalty 1055.210431 = -3484.304317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 89 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.899285 sec): 2 clusters Score: Raw -1009.989948 + Penalty 156.864925 = -853.125023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.899512 sec): 3 clusters Score: Raw -1005.489506 + Penalty 312.127848 = -693.361658 nChanged 1 SP:Iteration 1F (22.899735 sec): 3 clusters Score: Raw -1006.030002 + Penalty 312.127848 = -693.902154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.900503 sec): 2 clusters Score: Raw -1128.993683 + Penalty 311.826681 = -817.167002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.900733 sec): 3 clusters Score: Raw -1113.347305 + Penalty 623.817742 = -489.529564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.901497 sec): 2 clusters Score: Raw -923.782411 + Penalty 294.419115 = -629.363296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.901722 sec): 3 clusters Score: Raw -909.502395 + Penalty 591.823942 = -317.678453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.902496 sec): 2 clusters Score: Raw -661.414220 + Penalty 155.184872 = -506.229348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.902716 sec): 3 clusters Score: Raw -655.300130 + Penalty 155.184872 = -500.115258 nChanged 1 SP:Iteration 1F (22.902914 sec): 2 clusters Score: Raw -661.414220 + Penalty 155.184872 = -506.229348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.903651 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.903833 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.904829 sec): 2 clusters Score: Raw -7901.833881 + Penalty 71.569964 = -7830.263917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.905222 sec): 3 clusters Score: Raw -7865.837626 + Penalty 148.486382 = -7717.351244 nChanged 24 SP:Iteration 1F (22.905608 sec): 3 clusters Score: Raw -7882.450140 + Penalty 155.658769 = -7726.791371 nChanged 8 SP:Iteration 2F (22.905992 sec): 3 clusters Score: Raw -7894.523417 + Penalty 166.228005 = -7728.295412 nChanged 6 SP:Iteration 3F (22.906374 sec): 3 clusters Score: Raw -7900.430191 + Penalty 167.664515 = -7732.765676 nChanged 3 SP:Iteration 4Q (22.906749 sec): 3 clusters Score: Raw -7905.445195 + Penalty 171.870879 = -7733.574316 nChanged 5 SP:Iteration 5F (22.907131 sec): 3 clusters Score: Raw -7907.875210 + Penalty 176.913375 = -7730.961835 nChanged 3 SP:Iteration 6F (22.907513 sec): 3 clusters Score: Raw -7909.465957 + Penalty 182.616775 = -7726.849182 nChanged 3 SP:Iteration 7F (22.907894 sec): 3 clusters Score: Raw -7911.726594 + Penalty 189.286853 = -7722.439741 nChanged 3 SP:Iteration 8F (22.908274 sec): 3 clusters Score: Raw -7913.724337 + Penalty 192.956812 = -7720.767525 nChanged 2 SP:Iteration 9F (22.908654 sec): 3 clusters Score: Raw -7917.949205 + Penalty 192.956812 = -7724.992393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.909455 sec): 2 clusters Score: Raw -384.263528 + Penalty 126.493660 = -257.769869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.909670 sec): 3 clusters Score: Raw -371.807660 + Penalty 252.987319 = -118.820341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 101 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.910468 sec): 2 clusters Score: Raw -1654.169117 + Penalty 327.341895 = -1326.827222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.910711 sec): 3 clusters Score: Raw -1656.990671 + Penalty 661.110177 = -995.880494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.911487 sec): 2 clusters Score: Raw -1101.099569 + Penalty 146.351641 = -954.747928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.911718 sec): 3 clusters Score: Raw -1094.797164 + Penalty 296.234517 = -798.562647 nChanged 1 SP:Iteration 1F (22.911944 sec): 3 clusters Score: Raw -1097.530774 + Penalty 294.648780 = -802.881994 nChanged 1 SP:Iteration 2F (22.912169 sec): 3 clusters Score: Raw -1099.025957 + Penalty 294.648780 = -804.377178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.912917 sec): 2 clusters Score: Raw -478.219923 + Penalty 167.264556 = -310.955367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.913133 sec): 3 clusters Score: Raw -469.437946 + Penalty 326.799010 = -142.638936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.913867 sec): 2 clusters Score: Raw -91.621975 + Penalty 0.000000 = -91.621975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.914061 sec): 2 clusters Score: Raw -91.621975 + Penalty 0.000000 = -91.621975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 110 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.914842 sec): 2 clusters Score: Raw -1078.800156 + Penalty 248.710736 = -830.089420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.915093 sec): 3 clusters Score: Raw -1067.083822 + Penalty 495.633785 = -571.450037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 111 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.915932 sec): 2 clusters Score: Raw -3842.581808 + Penalty 461.422386 = -3381.159422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.916214 sec): 3 clusters Score: Raw -3882.979723 + Penalty 923.738792 = -2959.240930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 115 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.916985 sec): 2 clusters Score: Raw -1001.179277 + Penalty 272.935991 = -728.243286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.917212 sec): 3 clusters Score: Raw -990.102904 + Penalty 551.775440 = -438.327463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 116 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.917964 sec): 2 clusters Score: Raw -650.796229 + Penalty 153.604118 = -497.192111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.918185 sec): 3 clusters Score: Raw -641.515267 + Penalty 337.545474 = -303.969793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 117 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.919021 sec): 2 clusters Score: Raw -3246.922126 + Penalty 406.208090 = -2840.714036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.919290 sec): 3 clusters Score: Raw -3262.414644 + Penalty 812.548774 = -2449.865870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 118 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.920166 sec): 2 clusters Score: Raw -4795.737169 + Penalty 598.427827 = -4197.309342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.920460 sec): 3 clusters Score: Raw -4859.135013 + Penalty 1197.284765 = -3661.850248 nChanged 1 SP:Iteration 1Q (22.920736 sec): 3 clusters Score: Raw -4862.370582 + Penalty 1197.284765 = -3665.085817 nChanged 0 SP:Iteration 2F (22.921029 sec): 3 clusters Score: Raw -4862.370582 + Penalty 1197.284765 = -3665.085817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 119 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.921827 sec): 2 clusters Score: Raw -1736.049070 + Penalty 268.521398 = -1467.527672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.922069 sec): 3 clusters Score: Raw -1728.115543 + Penalty 543.823633 = -1184.291910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.922819 sec): 2 clusters Score: Raw -349.094474 + Penalty 89.733556 = -259.360918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.923025 sec): 3 clusters Score: Raw -351.611705 + Penalty 162.896878 = -188.714827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.923778 sec): 2 clusters Score: Raw -183.049847 + Penalty 54.209817 = -128.840031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.923972 sec): 2 clusters Score: Raw -183.049847 + Penalty 54.209817 = -128.840031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 122 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.924734 sec): 2 clusters Score: Raw -1118.461443 + Penalty 299.553502 = -818.907942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.924962 sec): 3 clusters Score: Raw -1106.247316 + Penalty 591.609355 = -514.637961 nChanged 1 SP:Iteration 1F (22.925208 sec): 3 clusters Score: Raw -1108.086424 + Penalty 591.609355 = -516.477069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.925966 sec): 2 clusters Score: Raw -699.655397 + Penalty 236.016511 = -463.638886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926186 sec): 3 clusters Score: Raw -685.749170 + Penalty 477.320218 = -208.428952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 124 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.926933 sec): 2 clusters Score: Raw -563.835779 + Penalty 161.223975 = -402.611804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.927153 sec): 3 clusters Score: Raw -558.312115 + Penalty 337.813330 = -220.498785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 125 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.927932 sec): 2 clusters Score: Raw -965.381070 + Penalty 307.443210 = -657.937859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.928159 sec): 3 clusters Score: Raw -979.611912 + Penalty 616.562648 = -363.049264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.928899 sec): 2 clusters Score: Raw -192.680254 + Penalty 83.929587 = -108.750667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.929092 sec): 2 clusters Score: Raw -192.680254 + Penalty 83.929587 = -108.750667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.929822 sec): 2 clusters Score: Raw -90.046137 + Penalty 0.000000 = -90.046137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.930012 sec): 2 clusters Score: Raw -90.046137 + Penalty 0.000000 = -90.046137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.930757 sec): 2 clusters Score: Raw -597.578362 + Penalty 220.716352 = -376.862010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.930978 sec): 3 clusters Score: Raw -586.271324 + Penalty 451.143377 = -135.127947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.931733 sec): 2 clusters Score: Raw -451.712180 + Penalty 110.202095 = -341.510084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.931950 sec): 3 clusters Score: Raw -446.511067 + Penalty 223.330233 = -223.180834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.932723 sec): 2 clusters Score: Raw -872.490745 + Penalty 219.164546 = -653.326199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.932946 sec): 3 clusters Score: Raw -862.467143 + Penalty 445.829130 = -416.638013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.933696 sec): 2 clusters Score: Raw -687.813479 + Penalty 236.936331 = -450.877148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.933918 sec): 3 clusters Score: Raw -680.863114 + Penalty 453.715688 = -227.147426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.934647 sec): 2 clusters Score: Raw -87.340246 + Penalty 0.000000 = -87.340246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.934852 sec): 2 clusters Score: Raw -87.340246 + Penalty 0.000000 = -87.340246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.935602 sec): 2 clusters Score: Raw -459.363269 + Penalty 113.310822 = -346.052447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.935818 sec): 3 clusters Score: Raw -454.111513 + Penalty 217.352997 = -236.758516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 135 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.936603 sec): 2 clusters Score: Raw -1160.941704 + Penalty 255.431995 = -905.509709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.936835 sec): 3 clusters Score: Raw -1150.570885 + Penalty 473.995637 = -676.575249 nChanged 1 SP:Iteration 1F (22.937061 sec): 3 clusters Score: Raw -1153.716112 + Penalty 473.995637 = -679.720475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 136 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.937832 sec): 2 clusters Score: Raw -1345.588878 + Penalty 352.361412 = -993.227466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.938063 sec): 3 clusters Score: Raw -1332.366170 + Penalty 698.985725 = -633.380445 nChanged 1 SP:Iteration 1F (22.938291 sec): 3 clusters Score: Raw -1333.670642 + Penalty 709.527402 = -624.143239 nChanged 1 SP:Iteration 2F (22.938518 sec): 3 clusters Score: Raw -1333.711511 + Penalty 709.527402 = -624.184109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 137 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.939302 sec): 2 clusters Score: Raw -1889.860059 + Penalty 324.014994 = -1565.845065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.939547 sec): 3 clusters Score: Raw -1881.955438 + Penalty 649.051547 = -1232.903891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.940294 sec): 2 clusters Score: Raw -361.795480 + Penalty 139.074584 = -222.720896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.940509 sec): 3 clusters Score: Raw -369.837166 + Penalty 278.149168 = -91.687998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 141 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.941376 sec): 2 clusters Score: Raw -4493.486139 + Penalty 566.584534 = -3926.901605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.941670 sec): 3 clusters Score: Raw -4537.433861 + Penalty 1136.701182 = -3400.732678 nChanged 2 SP:Iteration 1Q (22.941942 sec): 3 clusters Score: Raw -4539.800597 + Penalty 1136.701182 = -3403.099415 nChanged 0 SP:Iteration 2F (22.942225 sec): 3 clusters Score: Raw -4539.800597 + Penalty 1136.701182 = -3403.099415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 142 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.943143 sec): 2 clusters Score: Raw -6540.019207 + Penalty 461.917437 = -6078.101770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.943478 sec): 3 clusters Score: Raw -6551.221776 + Penalty 924.765676 = -5626.456100 nChanged 5 SP:Iteration 1F (22.943805 sec): 3 clusters Score: Raw -6566.575659 + Penalty 926.055591 = -5640.520068 nChanged 3 SP:Iteration 2Q (22.944124 sec): 3 clusters Score: Raw -6570.884023 + Penalty 927.534080 = -5643.349943 nChanged 1 SP:Iteration 3Q (22.944444 sec): 3 clusters Score: Raw -6575.434900 + Penalty 927.534080 = -5647.900819 nChanged 0 SP:Iteration 4F (22.944797 sec): 3 clusters Score: Raw -6575.434900 + Penalty 927.534080 = -5647.900819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.945574 sec): 2 clusters Score: Raw -248.534422 + Penalty 8.788898 = -239.745523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.945764 sec): 3 clusters Score: Raw -246.117225 + Penalty 15.929878 = -230.187347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.946517 sec): 2 clusters Score: Raw -568.781268 + Penalty 151.857772 = -416.923496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.946736 sec): 3 clusters Score: Raw -561.855538 + Penalty 295.510917 = -266.344621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.947468 sec): 2 clusters Score: Raw -90.107449 + Penalty 0.000000 = -90.107449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.947659 sec): 2 clusters Score: Raw -90.107449 + Penalty 0.000000 = -90.107449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.948396 sec): 2 clusters Score: Raw -291.137175 + Penalty 126.667206 = -164.469969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.948609 sec): 3 clusters Score: Raw -281.038410 + Penalty 126.667206 = -154.371204 nChanged 1 SP:Iteration 1F (22.948803 sec): 2 clusters Score: Raw -291.137175 + Penalty 126.667206 = -164.469969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.949565 sec): 2 clusters Score: Raw -377.517030 + Penalty 132.203171 = -245.313859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.949779 sec): 3 clusters Score: Raw -369.099253 + Penalty 266.842800 = -102.256453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.950537 sec): 2 clusters Score: Raw -884.285488 + Penalty 191.414242 = -692.871247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.950761 sec): 3 clusters Score: Raw -873.203949 + Penalty 387.484900 = -485.719049 nChanged 1 SP:Iteration 1F (22.950981 sec): 3 clusters Score: Raw -874.825099 + Penalty 387.484900 = -487.340198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 161 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.951757 sec): 2 clusters Score: Raw -1651.553276 + Penalty 289.801414 = -1361.751862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.951996 sec): 3 clusters Score: Raw -1652.715764 + Penalty 581.035065 = -1071.680699 nChanged 1 SP:Iteration 1F (22.952232 sec): 3 clusters Score: Raw -1655.833593 + Penalty 581.035065 = -1074.798529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.952977 sec): 2 clusters Score: Raw -290.557954 + Penalty 125.750512 = -164.807442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.953190 sec): 3 clusters Score: Raw -279.860799 + Penalty 258.403509 = -21.457290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 163 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.953982 sec): 2 clusters Score: Raw -1504.424548 + Penalty 320.917057 = -1183.507491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.954236 sec): 3 clusters Score: Raw -1494.409491 + Penalty 668.153948 = -826.255544 nChanged 1 SP:Iteration 1F (22.954468 sec): 3 clusters Score: Raw -1495.527149 + Penalty 665.311873 = -830.215276 nChanged 1 SP:Iteration 2F (22.954698 sec): 3 clusters Score: Raw -1495.159749 + Penalty 320.917057 = -1174.242692 nChanged 1 SP:Iteration 3F (22.954907 sec): 2 clusters Score: Raw -1504.424548 + Penalty 320.917057 = -1183.507491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.955656 sec): 2 clusters Score: Raw -284.301607 + Penalty 129.792766 = -154.508841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.955866 sec): 3 clusters Score: Raw -282.866232 + Penalty 244.241559 = -38.624674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.956590 sec): 2 clusters Score: Raw -164.072101 + Penalty 3.465736 = -160.606365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.956778 sec): 3 clusters Score: Raw -162.360191 + Penalty 6.931472 = -155.428719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.957502 sec): 2 clusters Score: Raw -82.685470 + Penalty 0.000000 = -82.685470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.957685 sec): 2 clusters Score: Raw -82.685470 + Penalty 0.000000 = -82.685470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 170 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.958462 sec): 2 clusters Score: Raw -844.531209 + Penalty 65.556099 = -778.975109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.958681 sec): 3 clusters Score: Raw -867.633660 + Penalty 136.543755 = -731.089906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.959422 sec): 2 clusters Score: Raw -297.112235 + Penalty 141.053461 = -156.058774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.959619 sec): 2 clusters Score: Raw -297.112235 + Penalty 141.053461 = -156.058774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 173 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.960385 sec): 2 clusters Score: Raw -1217.805634 + Penalty 240.763670 = -977.041964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.960616 sec): 3 clusters Score: Raw -1218.313444 + Penalty 434.288928 = -784.024516 nChanged 1 SP:Iteration 1F (22.960844 sec): 3 clusters Score: Raw -1219.051177 + Penalty 434.288928 = -784.762249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.961573 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.961756 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.962504 sec): 2 clusters Score: Raw -88.866122 + Penalty 0.000000 = -88.866122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.962692 sec): 2 clusters Score: Raw -88.866122 + Penalty 0.000000 = -88.866122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 186 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.963438 sec): 2 clusters Score: Raw -397.318564 + Penalty 169.694490 = -227.624073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.963672 sec): 3 clusters Score: Raw -383.080576 + Penalty 169.694490 = -213.386086 nChanged 1 SP:Iteration 1F (22.963866 sec): 2 clusters Score: Raw -397.318564 + Penalty 169.694490 = -227.624073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.964606 sec): 2 clusters Score: Raw -187.854651 + Penalty 70.633078 = -117.221572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.964799 sec): 2 clusters Score: Raw -187.854651 + Penalty 70.633078 = -117.221572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 193 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.965520 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.965700 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.966449 sec): 2 clusters Score: Raw -296.054774 + Penalty 138.842378 = -157.212396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.966661 sec): 3 clusters Score: Raw -283.990124 + Penalty 292.715344 = 8.725220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.967433 sec): 2 clusters Score: Raw -878.537521 + Penalty 220.621473 = -657.916048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.967658 sec): 3 clusters Score: Raw -872.893534 + Penalty 450.510510 = -422.383025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 198 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.968408 sec): 2 clusters Score: Raw -698.704959 + Penalty 266.546730 = -432.158230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.968629 sec): 3 clusters Score: Raw -686.542296 + Penalty 535.992313 = -150.549983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.969371 sec): 2 clusters Score: Raw -294.151025 + Penalty 130.493529 = -163.657496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.969566 sec): 2 clusters Score: Raw -294.151025 + Penalty 130.493529 = -163.657496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 201 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.970310 sec): 2 clusters Score: Raw -367.521293 + Penalty 104.976484 = -262.544809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.970526 sec): 3 clusters Score: Raw -362.242090 + Penalty 209.952969 = -152.289121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 203 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.971294 sec): 2 clusters Score: Raw -502.449374 + Penalty 205.656065 = -296.793309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.971512 sec): 3 clusters Score: Raw -486.835128 + Penalty 417.850451 = -68.984677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.972241 sec): 2 clusters Score: Raw -83.467669 + Penalty 0.000000 = -83.467669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.972425 sec): 2 clusters Score: Raw -83.467669 + Penalty 0.000000 = -83.467669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.973177 sec): 2 clusters Score: Raw -89.809095 + Penalty 0.000000 = -89.809095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.973370 sec): 2 clusters Score: Raw -89.809095 + Penalty 0.000000 = -89.809095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 214 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.974106 sec): 2 clusters Score: Raw -90.060158 + Penalty 0.000000 = -90.060158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.974295 sec): 2 clusters Score: Raw -90.060158 + Penalty 0.000000 = -90.060158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 215 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.975036 sec): 2 clusters Score: Raw -289.853459 + Penalty 128.752606 = -161.100853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.975248 sec): 3 clusters Score: Raw -279.149349 + Penalty 256.877810 = -22.271539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.976001 sec): 2 clusters Score: Raw -296.613437 + Penalty 143.653393 = -152.960044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.976197 sec): 2 clusters Score: Raw -296.613437 + Penalty 143.653393 = -152.960044 nChanged 0 Deleting Class 40 (6 points): Lose 61.350973 but Gain 1405.684587 Iteration 20F (25.098805 sec): 157 clusters Score: Raw -2588984.373393 + Penalty 142938.106220 = -2446046.267173 nChanged 500 Deleting Class 126 (1 points): Lose 0.850815 but Gain 1350.217646 Iteration 21Q (25.317930 sec): 156 clusters Score: Raw -2589224.057705 + Penalty 141722.803007 = -2447501.254698 nChanged 360 Deleting Class 198 (7 points): Lose 68.397806 but Gain 1411.471953 Iteration 22Q (25.521702 sec): 155 clusters Score: Raw -2589269.169980 + Penalty 140445.990991 = -2448823.178989 nChanged 303 Deleting Class 219 (4 points): Lose 43.688165 but Gain 1417.042450 Iteration 23Q (25.719424 sec): 154 clusters Score: Raw -2589378.399334 + Penalty 138989.537859 = -2450388.861476 nChanged 320 Deleting Class 214 (2 points): Lose 41.399620 but Gain 1382.766015 Iteration 24Q (25.918305 sec): 153 clusters Score: Raw -2589473.077556 + Penalty 138101.937908 = -2451371.139648 nChanged 297 Deleting Class 136 (13 points): Lose 81.640988 but Gain 1415.569591 Iteration 25Q (26.114157 sec): 152 clusters Score: Raw -2589522.114965 + Penalty 136714.407444 = -2452807.707521 nChanged 282 Deleting Class 141 (43 points): Lose 222.016751 but Gain 1552.243866 Iteration 26Q (26.307113 sec): 151 clusters Score: Raw -2589406.506338 + Penalty 135282.451433 = -2454124.054906 nChanged 308 Deleting Class 109 (1 points): Lose 6.488859 but Gain 1328.828359 Iteration 27Q (26.502089 sec): 150 clusters Score: Raw -2589579.130601 + Penalty 134149.286695 = -2455429.843906 nChanged 272 Deleting Class 171 (3 points): Lose 4.622567 but Gain 1323.003432 Iteration 28Q (26.691440 sec): 149 clusters Score: Raw -2589681.517970 + Penalty 132856.644832 = -2456824.873138 nChanged 261 Deleting Class 11 (7 points): Lose 106.974272 but Gain 1421.863784 Iteration 29Q (26.879571 sec): 148 clusters Score: Raw -2589654.231621 + Penalty 131517.354821 = -2458136.876799 nChanged 229 Deleting Class 194 (3 points): Lose 9.517713 but Gain 1302.264701 Iteration 30F (28.854445 sec): 147 clusters Score: Raw -2589770.051871 + Penalty 130362.484891 = -2459407.566980 nChanged 200 Deleting Class 203 (5 points): Lose 26.188118 but Gain 1316.706478 Iteration 31Q (29.035815 sec): 146 clusters Score: Raw -2589818.597754 + Penalty 129079.765039 = -2460738.832714 nChanged 171 Deleting Class 91 (9 points): Lose 93.799821 but Gain 1380.744217 Iteration 32Q (29.214823 sec): 145 clusters Score: Raw -2589778.040246 + Penalty 127748.404243 = -2462029.636004 nChanged 159 Deleting Class 90 (11 points): Lose 63.992564 but Gain 1339.999816 Iteration 33Q (29.391620 sec): 144 clusters Score: Raw -2589767.537338 + Penalty 126462.304010 = -2463305.233328 nChanged 136 Deleting Class 15 (10 points): Lose 57.859207 but Gain 1321.918364 Iteration 34Q (29.567765 sec): 143 clusters Score: Raw -2589764.748844 + Penalty 125180.224419 = -2464584.524425 nChanged 125 Deleting Class 118 (56 points): Lose 354.082250 but Gain 1605.432837 Iteration 35Q (29.739959 sec): 142 clusters Score: Raw -2589456.419472 + Penalty 123796.792022 = -2465659.627450 nChanged 151 Deleting Class 69 (5 points): Lose 23.046851 but Gain 1272.879394 Iteration 36Q (29.915705 sec): 141 clusters Score: Raw -2589608.371910 + Penalty 122553.006654 = -2467055.365257 nChanged 108 Deleting Class 186 (4 points): Lose 18.813341 but Gain 1261.345213 Iteration 37Q (30.089358 sec): 140 clusters Score: Raw -2589623.184018 + Penalty 121328.341996 = -2468294.842021 nChanged 90 Deleting Class 80 (6 points): Lose 51.344340 but Gain 1283.543860 Iteration 38Q (30.257092 sec): 139 clusters Score: Raw -2589612.534706 + Penalty 120187.761870 = -2469424.772836 nChanged 92 Deleting Class 157 (3 points): Lose 75.053674 but Gain 1391.547953 Iteration 39Q (30.424148 sec): 138 clusters Score: Raw -2589595.223265 + Penalty 118917.774304 = -2470677.448960 nChanged 89 Deleting Class 122 (11 points): Lose 62.018377 but Gain 1287.258793 Iteration 40F (32.297419 sec): 137 clusters Score: Raw -2589594.398305 + Penalty 117700.258899 = -2471894.139406 nChanged 88 Deleting Class 77 (6 points): Lose 312.248846 but Gain 1530.146732 Iteration 41Q (32.466163 sec): 136 clusters Score: Raw -2589323.822496 + Penalty 116108.724911 = -2473215.097585 nChanged 84 Deleting Class 125 (8 points): Lose 167.335004 but Gain 1384.833654 Iteration 42Q (32.632646 sec): 135 clusters Score: Raw -2589201.789007 + Penalty 114735.341111 = -2474466.447896 nChanged 99 Deleting Class 132 (7 points): Lose 42.323833 but Gain 1254.673006 Iteration 43Q (32.800392 sec): 134 clusters Score: Raw -2589213.558303 + Penalty 113483.328708 = -2475730.229594 nChanged 86 Deleting Class 128 (6 points): Lose 61.809876 but Gain 1269.335656 Iteration 44Q (32.965669 sec): 133 clusters Score: Raw -2589180.781609 + Penalty 112664.904291 = -2476515.877318 nChanged 81 Deleting Class 199 (3 points): Lose 21.636790 but Gain 1223.957116 Iteration 45Q (33.130434 sec): 132 clusters Score: Raw -2589221.974866 + Penalty 111458.432555 = -2477763.542311 nChanged 86 Deleting Class 123 (7 points): Lose 50.816037 but Gain 1249.802190 Iteration 46Q (33.296484 sec): 131 clusters Score: Raw -2589189.138640 + Penalty 110242.606366 = -2478946.532274 nChanged 91 Deleting Class 23 (9 points): Lose 158.806749 but Gain 1356.109261 Iteration 47Q (33.465233 sec): 130 clusters Score: Raw -2589064.704436 + Penalty 108870.576511 = -2480194.127925 nChanged 110 Deleting Class 215 (3 points): Lose 13.703753 but Gain 1207.628221 Iteration 48Q (33.633068 sec): 129 clusters Score: Raw -2589115.017340 + Penalty 107721.082156 = -2481393.935184 nChanged 93 Deleting Class 16 (30 points): Lose 166.107705 but Gain 1357.469053 Iteration 49Q (33.797631 sec): 128 clusters Score: Raw -2588996.015865 + Penalty 106561.187464 = -2482434.828401 nChanged 138 Deleting Class 115 (11 points): Lose 80.453510 but Gain 1260.471102 Iteration 50F (35.538991 sec): 127 clusters Score: Raw -2589052.510913 + Penalty 105452.502167 = -2483600.008747 nChanged 141 Deleting Class 154 (3 points): Lose 16.611321 but Gain 1188.068324 Iteration 51Q (35.703844 sec): 126 clusters Score: Raw -2589107.327402 + Penalty 104319.000443 = -2484788.326958 nChanged 120 Deleting Class 163 (16 points): Lose 79.357568 but Gain 1248.241146 Iteration 52Q (35.866388 sec): 125 clusters Score: Raw -2589064.744190 + Penalty 103125.169432 = -2485939.574758 nChanged 123 Deleting Class 75 (2 points): Lose 96.158801 but Gain 1254.508413 Iteration 53Q (36.030067 sec): 124 clusters Score: Raw -2589038.068013 + Penalty 101818.018769 = -2487220.049244 nChanged 104 Deleting Class 162 (3 points): Lose 22.085819 but Gain 1179.470240 Iteration 54Q (36.189700 sec): 123 clusters Score: Raw -2589048.742596 + Penalty 100672.589020 = -2488376.153576 nChanged 94 Deleting Class 32 (12 points): Lose 79.521943 but Gain 1229.047385 Iteration 55Q (36.349250 sec): 122 clusters Score: Raw -2589011.531987 + Penalty 99294.207995 = -2489717.323991 nChanged 92 Deleting Class 76 (6 points): Lose 49.738058 but Gain 1192.088450 Iteration 56Q (36.505685 sec): 121 clusters Score: Raw -2589024.850751 + Penalty 98277.772176 = -2490747.078575 nChanged 74 Deleting Class 66 (6 points): Lose 42.449050 but Gain 1171.815649 Iteration 57Q (36.672639 sec): 120 clusters Score: Raw -2589026.299498 + Penalty 97090.503959 = -2491935.795539 nChanged 57 Deleting Class 165 (3 points): Lose 104.920452 but Gain 1217.384343 Iteration 58Q (36.831039 sec): 119 clusters Score: Raw -2588945.462634 + Penalty 95820.675728 = -2493124.786907 nChanged 46 Deleting Class 34 (51 points): Lose 303.347570 but Gain 1415.553346 Iteration 59Q (36.988646 sec): 118 clusters Score: Raw -2588654.964729 + Penalty 94625.692973 = -2494029.271757 nChanged 88 Deleting Class 51 (13 points): Lose 125.366265 but Gain 1253.752922 Iteration 60F (38.558027 sec): 117 clusters Score: Raw -2588737.784640 + Penalty 93702.408999 = -2495035.375641 nChanged 61 Deleting Class 88 (69 points): Lose 365.155661 but Gain 1472.181775 Iteration 61Q (38.714827 sec): 116 clusters Score: Raw -2588466.542029 + Penalty 92653.110741 = -2495813.431288 nChanged 106 Deleting Class 105 (9 points): Lose 65.131385 but Gain 1188.489512 Iteration 62Q (38.873852 sec): 115 clusters Score: Raw -2588646.166613 + Penalty 91873.062142 = -2496773.104471 nChanged 68 Deleting Class 44 (6 points): Lose 35.770567 but Gain 1155.925934 Iteration 63Q (39.033885 sec): 114 clusters Score: Raw -2588735.451152 + Penalty 90790.410844 = -2497945.040307 nChanged 44 Deleting Class 97 (10 points): Lose 70.899137 but Gain 1165.018160 Iteration 64Q (39.189153 sec): 113 clusters Score: Raw -2588717.813938 + Penalty 89623.032074 = -2499094.781864 nChanged 42 Deleting Class 30 (36 points): Lose 212.211985 but Gain 1279.022479 Iteration 65Q (39.343298 sec): 112 clusters Score: Raw -2588543.875540 + Penalty 88427.242303 = -2500116.633237 nChanged 53 Deleting Class 137 (19 points): Lose 72.133809 but Gain 1133.924729 Iteration 66Q (39.501812 sec): 111 clusters Score: Raw -2588623.408125 + Penalty 87351.547851 = -2501271.860274 nChanged 48 Deleting Class 111 (48 points): Lose 277.952416 but Gain 1335.891887 Iteration 67Q (39.649610 sec): 110 clusters Score: Raw -2588414.470573 + Penalty 85240.903749 = -2503173.566824 nChanged 66 Deleting Class 64 (13 points): Lose 110.984482 but Gain 1164.889636 Iteration 68Q (39.797836 sec): 108 clusters Score: Raw -2588472.759983 + Penalty 84081.272280 = -2504391.487703 nChanged 42 Deleting Class 58 (30 points): Lose 84.958347 but Gain 1138.353519 Iteration 69Q (39.944015 sec): 107 clusters Score: Raw -2588458.624885 + Penalty 83002.455046 = -2505456.169839 nChanged 57 Deleting Class 209 (1 points): Lose 4.505419 but Gain 1049.490437 Iteration 70F (41.413303 sec): 106 clusters Score: Raw -2588510.879123 + Penalty 81961.829704 = -2506549.049419 nChanged 15 Deleting Class 190 (2 points): Lose 6.457196 but Gain 1050.036394 Iteration 71Q (41.558940 sec): 105 clusters Score: Raw -2588513.570538 + Penalty 80919.749730 = -2507593.820809 nChanged 9 Deleting Class 87 (10 points): Lose 65.369857 but Gain 1105.699812 Iteration 72Q (41.703033 sec): 104 clusters Score: Raw -2588453.090711 + Penalty 79816.491420 = -2508636.599290 nChanged 14 Deleting Class 127 (1 points): Lose 4.921640 but Gain 1044.858776 Iteration 73Q (41.846668 sec): 103 clusters Score: Raw -2588462.088053 + Penalty 78777.161903 = -2509684.926150 nChanged 8 Deleting Class 41 (9 points): Lose 58.048013 but Gain 1095.089048 Iteration 74Q (41.989707 sec): 102 clusters Score: Raw -2588408.162266 + Penalty 77702.973236 = -2510705.189031 nChanged 15 Deleting Class 121 (5 points): Lose 45.904165 but Gain 1071.744236 Iteration 75Q (42.131985 sec): 101 clusters Score: Raw -2588385.585935 + Penalty 76728.472577 = -2511657.113358 nChanged 13 Deleting Class 82 (13 points): Lose 67.996093 but Gain 1106.356477 Iteration 76Q (42.274465 sec): 100 clusters Score: Raw -2588355.066906 + Penalty 75807.868618 = -2512547.198288 nChanged 17 Deleting Class 71 (7 points): Lose 95.724885 but Gain 1151.170642 Iteration 77Q (42.416903 sec): 99 clusters Score: Raw -2588294.798146 + Penalty 74920.268421 = -2513374.529725 nChanged 9 Deleting Class 27 (71 points): Lose 245.136468 but Gain 1269.114563 Iteration 78Q (42.557185 sec): 98 clusters Score: Raw -2588088.603868 + Penalty 73894.315146 = -2514194.288722 nChanged 79 Deleting Class 161 (21 points): Lose 117.633093 but Gain 1137.837528 Iteration 79Q (42.700886 sec): 97 clusters Score: Raw -2588175.638588 + Penalty 72987.311595 = -2515188.326993 nChanged 40 Deleting Class 101 (30 points): Lose 220.106547 but Gain 1240.528558 Iteration 80F (44.008594 sec): 96 clusters Score: Raw -2588030.740503 + Penalty 71885.159054 = -2516145.581449 nChanged 39 Deleting Class 110 (17 points): Lose 144.825970 but Gain 1171.077882 Iteration 81Q (44.153235 sec): 95 clusters Score: Raw -2587971.286992 + Penalty 70878.097903 = -2517093.189089 nChanged 38 Deleting Class 85 (10 points): Lose 51.370304 but Gain 1046.495045 Iteration 82Q (44.298271 sec): 94 clusters Score: Raw -2587994.689003 + Penalty 69904.293707 = -2518090.395296 nChanged 35 Deleting Class 29 (10 points): Lose 45.461278 but Gain 1039.870211 Iteration 83Q (44.441101 sec): 93 clusters Score: Raw -2588006.851925 + Penalty 68941.220025 = -2519065.631900 nChanged 24 Deleting Class 50 (87 points): Lose 469.786750 but Gain 1458.784687 Iteration 84Q (44.589965 sec): 92 clusters Score: Raw -2587563.321216 + Penalty 67686.731465 = -2519876.589750 nChanged 96 Deleting Class 135 (14 points): Lose 88.458211 but Gain 1075.831323 Iteration 85Q (44.736031 sec): 91 clusters Score: Raw -2587761.827955 + Penalty 66739.555189 = -2521022.272766 nChanged 45 Deleting Class 153 (1 points): Lose 5.976962 but Gain 992.882081 Iteration 86Q (44.873208 sec): 90 clusters Score: Raw -2587824.908601 + Penalty 65824.225960 = -2522000.682641 nChanged 24 Deleting Class 201 (8 points): Lose 92.123221 but Gain 1076.960450 Iteration 87Q (45.009495 sec): 89 clusters Score: Raw -2587782.313949 + Penalty 64724.038881 = -2523058.275068 nChanged 23 Deleting Class 61 (19 points): Lose 142.861006 but Gain 1124.633412 Iteration 88Q (45.144980 sec): 88 clusters Score: Raw -2587695.757812 + Penalty 63626.449389 = -2524069.308423 nChanged 35 Deleting Class 72 (106 points): Lose 283.859192 but Gain 1264.596371 Iteration 89Q (45.280157 sec): 87 clusters Score: Raw -2587475.687076 + Penalty 62463.109352 = -2525012.577724 nChanged 122 Deleting Class 196 (12 points): Lose 142.721090 but Gain 1116.311785 Iteration 90F (46.449282 sec): 86 clusters Score: Raw -2587525.685040 + Penalty 61399.258186 = -2526126.426854 nChanged 47 Deleting Class 93 (10 points): Lose 73.616735 but Gain 1031.140578 Iteration 91Q (46.586906 sec): 85 clusters Score: Raw -2587523.062294 + Penalty 60399.486958 = -2527123.575335 nChanged 42 Deleting Class 116 (9 points): Lose 65.836904 but Gain 1022.796996 Iteration 92Q (46.730555 sec): 84 clusters Score: Raw -2587494.903632 + Penalty 59409.398074 = -2528085.505558 nChanged 33 Deleting Class 124 (7 points): Lose 32.480370 but Gain 968.848929 Iteration 93Q (46.867418 sec): 83 clusters Score: Raw -2587491.893120 + Penalty 58464.599891 = -2529027.293229 nChanged 28 Deleting Class 131 (11 points): Lose 110.392412 but Gain 1042.048135 Iteration 94Q (47.005902 sec): 82 clusters Score: Raw -2587396.496234 + Penalty 57462.267598 = -2529934.228636 nChanged 32 Deleting Class 151 (7 points): Lose 36.038988 but Gain 956.722814 Iteration 95Q (47.142455 sec): 81 clusters Score: Raw -2587398.296838 + Penalty 56641.230768 = -2530757.066070 nChanged 24 Deleting Class 52 (6 points): Lose 21.440044 but Gain 936.025531 Iteration 96Q (47.276550 sec): 80 clusters Score: Raw -2587415.563267 + Penalty 55715.499395 = -2531700.063872 nChanged 19 Deleting Class 37 (11 points): Lose 45.241215 but Gain 949.226420 Iteration 97Q (47.407694 sec): 79 clusters Score: Raw -2587384.482598 + Penalty 54789.336399 = -2532595.146199 nChanged 22 Deleting Class 173 (13 points): Lose 67.465974 but Gain 967.239084 Iteration 98Q (47.539381 sec): 78 clusters Score: Raw -2587347.873616 + Penalty 53857.152955 = -2533490.720661 nChanged 21 Deleting Class 158 (8 points): Lose 19.209158 but Gain 915.288516 Iteration 99Q (47.669436 sec): 77 clusters Score: Raw -2587365.827647 + Penalty 52941.655491 = -2534424.172156 nChanged 18 Deleting Class 119 (19 points): Lose 92.695627 but Gain 970.990142 Iteration 100F (48.702915 sec): 76 clusters Score: Raw -2587298.623892 + Penalty 52038.401338 = -2535260.222554 nChanged 25 Deleting Class 117 (57 points): Lose 384.866945 but Gain 1259.216524 Iteration 101Q (48.832605 sec): 75 clusters Score: Raw -2586966.658410 + Penalty 50913.837557 = -2536052.820853 nChanged 67 Deleting Class 46 (18 points): Lose 99.984504 but Gain 988.402574 Iteration 102Q (48.962923 sec): 74 clusters Score: Raw -2587069.269675 + Penalty 50038.691803 = -2537030.577872 nChanged 48 Deleting Class 81 (13 points): Lose 107.859518 but Gain 970.263474 Iteration 103Q (49.093902 sec): 73 clusters Score: Raw -2587027.631136 + Penalty 49003.019057 = -2538024.612079 nChanged 33 Deleting Class 73 (38 points): Lose 246.536757 but Gain 1106.215278 Iteration 104Q (49.230664 sec): 72 clusters Score: Raw -2586831.577828 + Penalty 47929.273119 = -2538902.304709 nChanged 46 Deleting Class 20 (82 points): Lose 252.623471 but Gain 1089.971636 Iteration 105Q (49.361191 sec): 71 clusters Score: Raw -2586673.450714 + Penalty 46866.331297 = -2539807.119417 nChanged 96 Deleting Class 84 (9 points): Lose 12.976506 but Gain 835.730461 Iteration 106Q (49.508681 sec): 70 clusters Score: Raw -2586793.787911 + Penalty 46032.298645 = -2540761.489266 nChanged 26 Deleting Class 68 (123 points): Lose 745.531255 but Gain 1568.903122 Iteration 107Q (49.637123 sec): 69 clusters Score: Raw -2586065.839634 + Penalty 44704.372541 = -2541361.467093 nChanged 127 Deleting Class 138 (4 points): Lose 217.455059 but Gain 1033.746354 Iteration 108Q (49.765889 sec): 68 clusters Score: Raw -2586435.913363 + Penalty 43751.992071 = -2542683.921291 nChanged 57 Deleting Class 45 (3 points): Lose 101.913948 but Gain 907.623351 Iteration 109Q (49.890525 sec): 67 clusters Score: Raw -2586402.807242 + Penalty 42811.659664 = -2543591.147578 nChanged 29 Deleting Class 134 (7 points): Lose 32.002122 but Gain 836.461567 Iteration 110F (50.774352 sec): 66 clusters Score: Raw -2586403.367431 + Penalty 42024.068400 = -2544379.299031 nChanged 28 Deleting Class 142 (107 points): Lose 413.007463 but Gain 1206.735257 Iteration 111Q (50.901430 sec): 65 clusters Score: Raw -2586035.138837 + Penalty 41076.961718 = -2544958.177119 nChanged 130 Deleting Class 28 (11 points): Lose 18.443408 but Gain 792.517670 Iteration 112Q (51.026704 sec): 64 clusters Score: Raw -2586294.188468 + Penalty 40326.536286 = -2545967.652182 nChanged 55 Deleting Class 89 (17 points): Lose 74.821958 but Gain 840.508927 Iteration 113Q (51.149329 sec): 63 clusters Score: Raw -2586261.463499 + Penalty 39503.946173 = -2546757.517326 nChanged 38 Deleting Class 47 (151 points): Lose 333.584601 but Gain 1093.638345 Iteration 114Q (51.270926 sec): 62 clusters Score: Raw -2585963.356507 + Penalty 38468.107138 = -2547495.249369 nChanged 171 Deleting Class 36 (86 points): Lose 289.792455 but Gain 1048.627463 Iteration 115Q (51.397558 sec): 61 clusters Score: Raw -2585885.420856 + Penalty 37473.115558 = -2548412.305298 nChanged 124 Deleting Class 48 (94 points): Lose 428.893416 but Gain 1163.943646 Iteration 116Q (51.520204 sec): 60 clusters Score: Raw -2585615.364168 + Penalty 36453.080423 = -2549162.283745 nChanged 126 Deleting Class 7 (18 points): Lose 53.316378 but Gain 783.963194 Iteration 117Q (51.641607 sec): 59 clusters Score: Raw -2585821.459039 + Penalty 35738.010719 = -2550083.448320 nChanged 83 Deleting Class 103 (36 points): Lose 213.666749 but Gain 948.720468 Iteration 118Q (51.762509 sec): 58 clusters Score: Raw -2585679.481978 + Penalty 34833.977217 = -2550845.504761 nChanged 89 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2585679.481978 + Penalty 34833.977217 = -2550845.504761Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 1 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.831351 sec): 2 clusters Score: Raw -81601.371829 + Penalty 194.680399 = -81406.691430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.833178 sec): 3 clusters Score: Raw -81026.735865 + Penalty 411.426666 = -80615.309198 nChanged 404 SP:Iteration 1F (51.834979 sec): 3 clusters Score: Raw -81485.956911 + Penalty 400.081660 = -81085.875251 nChanged 81 SP:Iteration 2F (51.836776 sec): 3 clusters Score: Raw -81566.025469 + Penalty 393.943227 = -81172.082242 nChanged 24 SP:Iteration 3Q (51.838463 sec): 3 clusters Score: Raw -81582.546308 + Penalty 388.275122 = -81194.271186 nChanged 15 SP:Iteration 4Q (51.840124 sec): 3 clusters Score: Raw -81589.485817 + Penalty 389.281760 = -81200.204056 nChanged 12 SP:Iteration 5Q (51.841760 sec): 3 clusters Score: Raw -81594.402622 + Penalty 395.659176 = -81198.743445 nChanged 14 SP:Iteration 6F (51.843516 sec): 3 clusters Score: Raw -81606.132852 + Penalty 399.835722 = -81206.297130 nChanged 10 SP:Iteration 7Q (51.845109 sec): 3 clusters Score: Raw -81615.460120 + Penalty 422.263686 = -81193.196435 nChanged 6 SP:Iteration 8F (51.846870 sec): 3 clusters Score: Raw -81619.886680 + Penalty 431.915439 = -81187.971241 nChanged 5 SP:Iteration 9F (51.848625 sec): 3 clusters Score: Raw -81623.975573 + Penalty 456.468534 = -81167.507039 nChanged 6 SP:Iteration 10F (51.850437 sec): 3 clusters Score: Raw -81627.260757 + Penalty 470.760862 = -81156.499895 nChanged 2 SP:Iteration 11F (51.852236 sec): 3 clusters Score: Raw -81628.477754 + Penalty 480.186613 = -81148.291141 nChanged 1 SP:Iteration 12F (51.854085 sec): 3 clusters Score: Raw -81628.860436 + Penalty 488.949678 = -81139.910758 nChanged 1 SP:Iteration 13F (51.855933 sec): 3 clusters Score: Raw -81628.924020 + Penalty 495.715199 = -81133.208821 nChanged 1 SP:Iteration 14F (51.857726 sec): 3 clusters Score: Raw -81629.430075 + Penalty 495.715199 = -81133.714876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.858497 sec): 2 clusters Score: Raw -8463.913242 + Penalty 134.573788 = -8329.339454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.858921 sec): 3 clusters Score: Raw -8420.268938 + Penalty 269.450264 = -8150.818674 nChanged 36 SP:Iteration 1F (51.859312 sec): 3 clusters Score: Raw -8441.104439 + Penalty 270.904984 = -8170.199455 nChanged 6 SP:Iteration 2F (51.859701 sec): 3 clusters Score: Raw -8449.893366 + Penalty 270.904984 = -8178.988382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.862389 sec): 2 clusters Score: Raw -71942.152411 + Penalty 319.769977 = -71622.382434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.863966 sec): 3 clusters Score: Raw -71485.341779 + Penalty 639.399763 = -70845.942015 nChanged 305 SP:Iteration 1F (51.865531 sec): 3 clusters Score: Raw -71631.921305 + Penalty 638.580776 = -70993.340529 nChanged 91 SP:Iteration 2F (51.867133 sec): 3 clusters Score: Raw -71692.704514 + Penalty 637.354828 = -71055.349686 nChanged 75 SP:Iteration 3F (51.868662 sec): 3 clusters Score: Raw -71755.840534 + Penalty 636.528879 = -71119.311655 nChanged 58 SP:Iteration 4F (51.870296 sec): 3 clusters Score: Raw -71799.312494 + Penalty 635.070090 = -71164.242404 nChanged 31 SP:Iteration 5Q (51.871915 sec): 3 clusters Score: Raw -71815.727215 + Penalty 633.395550 = -71182.331665 nChanged 24 SP:Iteration 6Q (51.873419 sec): 3 clusters Score: Raw -71831.924824 + Penalty 631.447180 = -71200.477644 nChanged 18 SP:Iteration 7Q (51.874989 sec): 3 clusters Score: Raw -71841.235461 + Penalty 630.926704 = -71210.308757 nChanged 16 SP:Iteration 8Q (51.876523 sec): 3 clusters Score: Raw -71848.548127 + Penalty 630.731974 = -71217.816153 nChanged 14 SP:Iteration 9Q (51.878049 sec): 3 clusters Score: Raw -71853.698519 + Penalty 630.677499 = -71223.021021 nChanged 6 SP:Iteration 10F (51.879601 sec): 3 clusters Score: Raw -71855.414790 + Penalty 630.837201 = -71224.577589 nChanged 5 SP:Iteration 11Q (51.881131 sec): 3 clusters Score: Raw -71856.453156 + Penalty 631.041706 = -71225.411450 nChanged 2 SP:Iteration 12Q (51.882676 sec): 3 clusters Score: Raw -71856.975659 + Penalty 631.355875 = -71225.619784 nChanged 4 SP:Iteration 13Q (51.884243 sec): 3 clusters Score: Raw -71857.943439 + Penalty 631.903171 = -71226.040268 nChanged 6 SP:Iteration 14Q (51.885773 sec): 3 clusters Score: Raw -71860.386794 + Penalty 631.196028 = -71229.190766 nChanged 7 SP:Iteration 15Q (51.887298 sec): 3 clusters Score: Raw -71863.673359 + Penalty 629.784036 = -71233.889322 nChanged 8 SP:Iteration 16Q (51.888827 sec): 3 clusters Score: Raw -71866.997627 + Penalty 628.717462 = -71238.280165 nChanged 5 SP:Iteration 17Q (51.890353 sec): 3 clusters Score: Raw -71869.406583 + Penalty 628.048952 = -71241.357631 nChanged 5 SP:Iteration 18Q (51.891876 sec): 3 clusters Score: Raw -71870.307485 + Penalty 627.960450 = -71242.347036 nChanged 5 SP:Iteration 19Q (51.893419 sec): 3 clusters Score: Raw -71871.825812 + Penalty 627.647580 = -71244.178232 nChanged 3 SP:Iteration 20F (51.894939 sec): 3 clusters Score: Raw -71872.561716 + Penalty 627.244441 = -71245.317275 nChanged 1 SP:Iteration 21Q (51.896436 sec): 3 clusters Score: Raw -71873.392856 + Penalty 627.302063 = -71246.090793 nChanged 1 SP:Iteration 22Q (51.897984 sec): 3 clusters Score: Raw -71873.516943 + Penalty 627.401166 = -71246.115777 nChanged 1 SP:Iteration 23Q (51.899508 sec): 3 clusters Score: Raw -71873.592639 + Penalty 627.401166 = -71246.191473 nChanged 0 SP:Iteration 24F (51.901018 sec): 3 clusters Score: Raw -71873.592639 + Penalty 627.401166 = -71246.191473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.903548 sec): 2 clusters Score: Raw -41596.693512 + Penalty 339.024277 = -41257.669235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.904532 sec): 3 clusters Score: Raw -41370.309433 + Penalty 714.549747 = -40655.759686 nChanged 171 SP:Iteration 1F (51.905505 sec): 3 clusters Score: Raw -41538.042472 + Penalty 741.231211 = -40796.811261 nChanged 38 SP:Iteration 2F (51.906500 sec): 3 clusters Score: Raw -41587.251911 + Penalty 767.055922 = -40820.195989 nChanged 24 SP:Iteration 3F (51.907471 sec): 3 clusters Score: Raw -41612.230153 + Penalty 788.890005 = -40823.340148 nChanged 14 SP:Iteration 4Q (51.908413 sec): 3 clusters Score: Raw -41624.686190 + Penalty 803.766974 = -40820.919216 nChanged 6 SP:Iteration 5F (51.909378 sec): 3 clusters Score: Raw -41633.582721 + Penalty 812.887329 = -40820.695393 nChanged 5 SP:Iteration 6F (51.910392 sec): 3 clusters Score: Raw -41638.131013 + Penalty 816.762911 = -40821.368102 nChanged 3 SP:Iteration 7Q (51.911322 sec): 3 clusters Score: Raw -41638.529534 + Penalty 816.109142 = -40822.420392 nChanged 1 SP:Iteration 8Q (51.912240 sec): 3 clusters Score: Raw -41638.488723 + Penalty 821.215148 = -40817.273576 nChanged 2 SP:Iteration 9F (51.913248 sec): 3 clusters Score: Raw -41638.571766 + Penalty 821.215148 = -40817.356618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 5 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.914502 sec): 2 clusters Score: Raw -26470.934624 + Penalty 250.489372 = -26220.445252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.915265 sec): 3 clusters Score: Raw -26322.351769 + Penalty 498.965731 = -25823.386038 nChanged 105 SP:Iteration 1F (51.916047 sec): 3 clusters Score: Raw -26443.345686 + Penalty 501.712518 = -25941.633168 nChanged 30 SP:Iteration 2F (51.916763 sec): 3 clusters Score: Raw -26468.492617 + Penalty 502.755319 = -25965.737298 nChanged 7 SP:Iteration 3Q (51.917472 sec): 3 clusters Score: Raw -26472.932714 + Penalty 502.984658 = -25969.948056 nChanged 8 SP:Iteration 4Q (51.918177 sec): 3 clusters Score: Raw -26477.199154 + Penalty 504.301266 = -25972.897888 nChanged 4 SP:Iteration 5Q (51.918879 sec): 3 clusters Score: Raw -26478.812636 + Penalty 504.609078 = -25974.203558 nChanged 4 SP:Iteration 6Q (51.919598 sec): 3 clusters Score: Raw -26479.740003 + Penalty 506.116871 = -25973.623132 nChanged 2 SP:Iteration 7F (51.920315 sec): 3 clusters Score: Raw -26480.542756 + Penalty 510.473205 = -25970.069551 nChanged 4 SP:Iteration 8F (51.921031 sec): 3 clusters Score: Raw -26483.750662 + Penalty 511.874045 = -25971.876617 nChanged 3 SP:Iteration 9Q (51.921727 sec): 3 clusters Score: Raw -26484.491744 + Penalty 512.755105 = -25971.736638 nChanged 2 SP:Iteration 10F (51.922441 sec): 3 clusters Score: Raw -26484.885630 + Penalty 512.755105 = -25972.130524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.923334 sec): 2 clusters Score: Raw -15185.057408 + Penalty 154.983759 = -15030.073649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.923863 sec): 3 clusters Score: Raw -15114.661196 + Penalty 311.885414 = -14802.775782 nChanged 66 SP:Iteration 1F (51.924366 sec): 3 clusters Score: Raw -15180.453632 + Penalty 321.608733 = -14858.844899 nChanged 16 SP:Iteration 2F (51.924869 sec): 3 clusters Score: Raw -15198.571817 + Penalty 322.985681 = -14875.586136 nChanged 6 SP:Iteration 3Q (51.925363 sec): 3 clusters Score: Raw -15204.280727 + Penalty 326.613419 = -14877.667308 nChanged 8 SP:Iteration 4Q (51.925855 sec): 3 clusters Score: Raw -15210.702159 + Penalty 333.162231 = -14877.539927 nChanged 5 SP:Iteration 5F (51.926354 sec): 3 clusters Score: Raw -15213.040155 + Penalty 335.824307 = -14877.215848 nChanged 2 SP:Iteration 6F (51.926853 sec): 3 clusters Score: Raw -15214.389403 + Penalty 335.688017 = -14878.701386 nChanged 2 SP:Iteration 7Q (51.927346 sec): 3 clusters Score: Raw -15215.893670 + Penalty 336.916159 = -14878.977511 nChanged 1 SP:Iteration 8Q (51.927837 sec): 3 clusters Score: Raw -15215.903935 + Penalty 336.916159 = -14878.987777 nChanged 0 SP:Iteration 9F (51.928371 sec): 3 clusters Score: Raw -15215.903935 + Penalty 336.916159 = -14878.987777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (2086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.938341 sec): 2 clusters Score: Raw -190648.925207 + Penalty 348.151896 = -190300.773311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.942293 sec): 3 clusters Score: Raw -189380.843236 + Penalty 704.815932 = -188676.027304 nChanged 927 SP:Iteration 1F (51.946273 sec): 3 clusters Score: Raw -190041.151184 + Penalty 708.841183 = -189332.310001 nChanged 192 SP:Iteration 2F (51.950121 sec): 3 clusters Score: Raw -190160.537641 + Penalty 711.074548 = -189449.463093 nChanged 143 SP:Iteration 3F (51.953923 sec): 3 clusters Score: Raw -190267.763616 + Penalty 718.920354 = -189548.843263 nChanged 127 SP:Iteration 4F (51.957780 sec): 3 clusters Score: Raw -190384.976669 + Penalty 738.125684 = -189646.850985 nChanged 117 SP:Iteration 5F (51.961656 sec): 3 clusters Score: Raw -190520.045625 + Penalty 806.545509 = -189713.500116 nChanged 84 SP:Iteration 6Q (51.965394 sec): 3 clusters Score: Raw -190624.032629 + Penalty 915.179849 = -189708.852780 nChanged 37 SP:Iteration 7F (51.969352 sec): 3 clusters Score: Raw -190666.695761 + Penalty 957.932026 = -189708.763734 nChanged 8 SP:Iteration 8F (51.973119 sec): 3 clusters Score: Raw -190672.424070 + Penalty 973.756423 = -189698.667648 nChanged 3 SP:Iteration 9F (51.977007 sec): 3 clusters Score: Raw -190676.032603 + Penalty 1017.724277 = -189658.308326 nChanged 4 SP:Iteration 10F (51.980899 sec): 3 clusters Score: Raw -190685.364459 + Penalty 1029.106866 = -189656.257593 nChanged 2 SP:Iteration 11F (51.985006 sec): 3 clusters Score: Raw -190689.468140 + Penalty 1028.639535 = -189660.828604 nChanged 1 SP:Iteration 12Q (51.988114 sec): 3 clusters Score: Raw -190691.256586 + Penalty 1028.639535 = -189662.617051 nChanged 0 SP:Iteration 13F (51.992286 sec): 3 clusters Score: Raw -190691.256586 + Penalty 1028.639535 = -189662.617051 nChanged 0 Memory request: 0.04 GB would take us to total of 0.31 GB. Trying to split cluster 9 (7596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.027229 sec): 2 clusters Score: Raw -648979.140101 + Penalty 279.986443 = -648699.153658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.041331 sec): 3 clusters Score: Raw -643923.144755 + Penalty 547.533206 = -643375.611549 nChanged 3557 SP:Iteration 1F (52.055150 sec): 3 clusters Score: Raw -646631.142483 + Penalty 511.697826 = -646119.444657 nChanged 978 SP:Iteration 2F (52.068960 sec): 3 clusters Score: Raw -647691.271786 + Penalty 490.674900 = -647200.596886 nChanged 738 SP:Iteration 3F (52.082819 sec): 3 clusters Score: Raw -648528.502438 + Penalty 461.417561 = -648067.084877 nChanged 297 SP:Iteration 4Q (52.096437 sec): 3 clusters Score: Raw -648835.663063 + Penalty 456.505924 = -648379.157139 nChanged 133 SP:Iteration 5Q (52.108848 sec): 3 clusters Score: Raw -648961.759039 + Penalty 476.858108 = -648484.900932 nChanged 64 SP:Iteration 6Q (52.120081 sec): 3 clusters Score: Raw -649026.376295 + Penalty 524.990061 = -648501.386234 nChanged 34 SP:Iteration 7Q (52.131089 sec): 3 clusters Score: Raw -649059.212123 + Penalty 604.253813 = -648454.958309 nChanged 17 SP:Iteration 8F (52.144804 sec): 3 clusters Score: Raw -649075.732068 + Penalty 665.060377 = -648410.671691 nChanged 7 SP:Iteration 9F (52.159040 sec): 3 clusters Score: Raw -649083.426183 + Penalty 738.534771 = -648344.891412 nChanged 6 SP:Iteration 10F (52.173045 sec): 3 clusters Score: Raw -649091.783251 + Penalty 754.490142 = -648337.293108 nChanged 1 SP:Iteration 11F (52.187152 sec): 3 clusters Score: Raw -649092.058148 + Penalty 754.490142 = -648337.568005 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (1382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.196321 sec): 2 clusters Score: Raw -121096.521285 + Penalty 60.310543 = -121036.210742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.199015 sec): 3 clusters Score: Raw -120213.804973 + Penalty 119.959735 = -120093.845237 nChanged 625 SP:Iteration 1F (52.201567 sec): 3 clusters Score: Raw -120559.300354 + Penalty 120.280809 = -120439.019545 nChanged 72 SP:Iteration 2F (52.204095 sec): 3 clusters Score: Raw -120585.515160 + Penalty 119.514962 = -120466.000198 nChanged 80 SP:Iteration 3F (52.206643 sec): 3 clusters Score: Raw -120633.189662 + Penalty 116.678043 = -120516.511620 nChanged 108 SP:Iteration 4F (52.209162 sec): 3 clusters Score: Raw -120751.532511 + Penalty 113.613601 = -120637.918909 nChanged 137 SP:Iteration 5F (52.211728 sec): 3 clusters Score: Raw -120929.125647 + Penalty 106.255651 = -120822.869997 nChanged 74 SP:Iteration 6F (52.214232 sec): 3 clusters Score: Raw -121012.313029 + Penalty 107.474101 = -120904.838928 nChanged 42 SP:Iteration 7Q (52.216545 sec): 3 clusters Score: Raw -121046.906147 + Penalty 106.154089 = -120940.752058 nChanged 27 SP:Iteration 8Q (52.218792 sec): 3 clusters Score: Raw -121071.528794 + Penalty 60.310543 = -121011.218251 nChanged 21 SP:Iteration 9Q (52.220768 sec): 2 clusters Score: Raw -121096.521285 + Penalty 60.310543 = -121036.210742 nChanged 0 SP:Iteration 10F (52.222757 sec): 2 clusters Score: Raw -121096.521285 + Penalty 60.310543 = -121036.210742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.234881 sec): 2 clusters Score: Raw -202492.511888 + Penalty 142.034796 = -202350.477093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.239340 sec): 3 clusters Score: Raw -200983.047139 + Penalty 298.330515 = -200684.716625 nChanged 1087 SP:Iteration 1F (52.243761 sec): 3 clusters Score: Raw -201734.660966 + Penalty 309.258892 = -201425.402074 nChanged 241 SP:Iteration 2F (52.248118 sec): 3 clusters Score: Raw -201956.254814 + Penalty 314.580554 = -201641.674260 nChanged 190 SP:Iteration 3F (52.252424 sec): 3 clusters Score: Raw -202142.759279 + Penalty 313.672523 = -201829.086756 nChanged 111 SP:Iteration 4Q (52.256492 sec): 3 clusters Score: Raw -202236.189637 + Penalty 311.377375 = -201924.812262 nChanged 85 SP:Iteration 5Q (52.260429 sec): 3 clusters Score: Raw -202295.086953 + Penalty 306.611103 = -201988.475849 nChanged 55 SP:Iteration 6Q (52.264317 sec): 3 clusters Score: Raw -202327.996115 + Penalty 304.680549 = -202023.315566 nChanged 34 SP:Iteration 7Q (52.268173 sec): 3 clusters Score: Raw -202348.313169 + Penalty 301.418313 = -202046.894856 nChanged 38 SP:Iteration 8Q (52.271892 sec): 3 clusters Score: Raw -202368.832193 + Penalty 298.778288 = -202070.053904 nChanged 33 SP:Iteration 9Q (52.275576 sec): 3 clusters Score: Raw -202393.498365 + Penalty 298.000536 = -202095.497829 nChanged 25 SP:Iteration 10F (52.279922 sec): 3 clusters Score: Raw -202407.202501 + Penalty 295.973880 = -202111.228621 nChanged 15 SP:Iteration 11Q (52.283582 sec): 3 clusters Score: Raw -202411.196485 + Penalty 298.156573 = -202113.039911 nChanged 14 SP:Iteration 12Q (52.287184 sec): 3 clusters Score: Raw -202415.316726 + Penalty 301.182404 = -202114.134322 nChanged 13 SP:Iteration 13Q (52.291039 sec): 3 clusters Score: Raw -202419.941259 + Penalty 300.618971 = -202119.322288 nChanged 13 SP:Iteration 14Q (52.294674 sec): 3 clusters Score: Raw -202423.445741 + Penalty 298.875267 = -202124.570473 nChanged 13 SP:Iteration 15Q (52.298246 sec): 3 clusters Score: Raw -202427.691085 + Penalty 297.170244 = -202130.520841 nChanged 13 SP:Iteration 16Q (52.301814 sec): 3 clusters Score: Raw -202432.498120 + Penalty 294.419080 = -202138.079041 nChanged 17 SP:Iteration 17Q (52.305333 sec): 3 clusters Score: Raw -202439.897729 + Penalty 298.663367 = -202141.234363 nChanged 17 SP:Iteration 18Q (52.308868 sec): 3 clusters Score: Raw -202446.367181 + Penalty 298.024651 = -202148.342530 nChanged 9 SP:Iteration 19Q (52.312442 sec): 3 clusters Score: Raw -202448.180740 + Penalty 301.677690 = -202146.503050 nChanged 8 SP:Iteration 20F (52.316779 sec): 3 clusters Score: Raw -202449.757301 + Penalty 303.495199 = -202146.262101 nChanged 13 SP:Iteration 21F (52.321051 sec): 3 clusters Score: Raw -202453.847749 + Penalty 307.609525 = -202146.238224 nChanged 11 SP:Iteration 22F (52.325364 sec): 3 clusters Score: Raw -202457.774010 + Penalty 315.703575 = -202142.070435 nChanged 11 SP:Iteration 23F (52.329783 sec): 3 clusters Score: Raw -202462.373331 + Penalty 328.016159 = -202134.357173 nChanged 11 SP:Iteration 24F (52.334488 sec): 3 clusters Score: Raw -202468.575461 + Penalty 324.260531 = -202144.314930 nChanged 13 SP:Iteration 25Q (52.338056 sec): 3 clusters Score: Raw -202477.511559 + Penalty 314.715441 = -202162.796117 nChanged 9 SP:Iteration 26Q (52.341474 sec): 3 clusters Score: Raw -202487.204674 + Penalty 325.970307 = -202161.234367 nChanged 3 SP:Iteration 27F (52.345770 sec): 3 clusters Score: Raw -202488.075577 + Penalty 336.061437 = -202152.014140 nChanged 4 SP:Iteration 28F (52.350187 sec): 3 clusters Score: Raw -202489.064717 + Penalty 342.205744 = -202146.858973 nChanged 4 SP:Iteration 29F (52.354562 sec): 3 clusters Score: Raw -202489.870575 + Penalty 344.486558 = -202145.384017 nChanged 2 SP:Iteration 30F (52.358831 sec): 3 clusters Score: Raw -202489.882730 + Penalty 344.486558 = -202145.396172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 13 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.365620 sec): 2 clusters Score: Raw -124798.632784 + Penalty 224.088442 = -124574.544341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.368329 sec): 3 clusters Score: Raw -123919.703516 + Penalty 446.427995 = -123473.275521 nChanged 585 SP:Iteration 1F (52.371017 sec): 3 clusters Score: Raw -124168.277814 + Penalty 442.803022 = -123725.474791 nChanged 147 SP:Iteration 2F (52.373628 sec): 3 clusters Score: Raw -124241.378708 + Penalty 438.908956 = -123802.469751 nChanged 117 SP:Iteration 3F (52.376284 sec): 3 clusters Score: Raw -124301.392620 + Penalty 436.834922 = -123864.557698 nChanged 106 SP:Iteration 4F (52.378930 sec): 3 clusters Score: Raw -124367.873078 + Penalty 435.665517 = -123932.207560 nChanged 98 SP:Iteration 5F (52.381545 sec): 3 clusters Score: Raw -124447.615522 + Penalty 438.027524 = -124009.587998 nChanged 79 SP:Iteration 6F (52.384210 sec): 3 clusters Score: Raw -124498.831190 + Penalty 441.565848 = -124057.265342 nChanged 72 SP:Iteration 7F (52.386862 sec): 3 clusters Score: Raw -124536.884854 + Penalty 443.156785 = -124093.728070 nChanged 44 SP:Iteration 8Q (52.389493 sec): 3 clusters Score: Raw -124556.874289 + Penalty 443.176835 = -124113.697454 nChanged 18 SP:Iteration 9Q (52.392298 sec): 3 clusters Score: Raw -124563.077229 + Penalty 441.707318 = -124121.369911 nChanged 19 SP:Iteration 10F (52.395087 sec): 3 clusters Score: Raw -124569.497582 + Penalty 440.335445 = -124129.162137 nChanged 13 SP:Iteration 11Q (52.397655 sec): 3 clusters Score: Raw -124573.404748 + Penalty 439.419530 = -124133.985217 nChanged 9 SP:Iteration 12Q (52.400213 sec): 3 clusters Score: Raw -124577.538337 + Penalty 437.973516 = -124139.564821 nChanged 17 SP:Iteration 13Q (52.402771 sec): 3 clusters Score: Raw -124584.863777 + Penalty 437.010100 = -124147.853678 nChanged 21 SP:Iteration 14Q (52.405329 sec): 3 clusters Score: Raw -124593.644073 + Penalty 435.906261 = -124157.737812 nChanged 20 SP:Iteration 15Q (52.407852 sec): 3 clusters Score: Raw -124600.725145 + Penalty 434.004972 = -124166.720173 nChanged 20 SP:Iteration 16Q (52.410349 sec): 3 clusters Score: Raw -124606.382201 + Penalty 432.299667 = -124174.082533 nChanged 16 SP:Iteration 17Q (52.412876 sec): 3 clusters Score: Raw -124609.494811 + Penalty 432.712231 = -124176.782580 nChanged 12 SP:Iteration 18Q (52.415499 sec): 3 clusters Score: Raw -124612.227849 + Penalty 433.075026 = -124179.152823 nChanged 14 SP:Iteration 19Q (52.417992 sec): 3 clusters Score: Raw -124615.951024 + Penalty 433.173430 = -124182.777594 nChanged 12 SP:Iteration 20F (52.420600 sec): 3 clusters Score: Raw -124619.223496 + Penalty 433.090002 = -124186.133494 nChanged 13 SP:Iteration 21Q (52.423046 sec): 3 clusters Score: Raw -124624.714242 + Penalty 432.882078 = -124191.832165 nChanged 9 SP:Iteration 22Q (52.425504 sec): 3 clusters Score: Raw -124626.578335 + Penalty 433.144284 = -124193.434050 nChanged 8 SP:Iteration 23Q (52.427917 sec): 3 clusters Score: Raw -124628.527933 + Penalty 433.179509 = -124195.348424 nChanged 7 SP:Iteration 24Q (52.430379 sec): 3 clusters Score: Raw -124630.312833 + Penalty 432.939342 = -124197.373491 nChanged 11 SP:Iteration 25Q (52.432874 sec): 3 clusters Score: Raw -124634.251163 + Penalty 432.361039 = -124201.890124 nChanged 17 SP:Iteration 26Q (52.435355 sec): 3 clusters Score: Raw -124639.936396 + Penalty 433.487248 = -124206.449148 nChanged 12 SP:Iteration 27Q (52.437819 sec): 3 clusters Score: Raw -124644.676421 + Penalty 434.408129 = -124210.268292 nChanged 18 SP:Iteration 28Q (52.440188 sec): 3 clusters Score: Raw -124650.457998 + Penalty 437.147224 = -124213.310774 nChanged 16 SP:Iteration 29Q (52.442650 sec): 3 clusters Score: Raw -124654.399261 + Penalty 438.680445 = -124215.718816 nChanged 14 SP:Iteration 30F (52.445262 sec): 3 clusters Score: Raw -124657.456330 + Penalty 438.901062 = -124218.555268 nChanged 11 SP:Iteration 31Q (52.447686 sec): 3 clusters Score: Raw -124659.603951 + Penalty 437.156878 = -124222.447073 nChanged 11 SP:Iteration 32Q (52.450101 sec): 3 clusters Score: Raw -124662.242481 + Penalty 438.967844 = -124223.274638 nChanged 10 SP:Iteration 33Q (52.452523 sec): 3 clusters Score: Raw -124664.041914 + Penalty 439.444022 = -124224.597892 nChanged 7 SP:Iteration 34Q (52.454916 sec): 3 clusters Score: Raw -124665.368321 + Penalty 441.381161 = -124223.987160 nChanged 10 SP:Iteration 35F (52.457555 sec): 3 clusters Score: Raw -124667.477041 + Penalty 440.683170 = -124226.793870 nChanged 14 SP:Iteration 36Q (52.459933 sec): 3 clusters Score: Raw -124671.087656 + Penalty 443.490219 = -124227.597437 nChanged 16 SP:Iteration 37Q (52.462328 sec): 3 clusters Score: Raw -124674.926740 + Penalty 445.755628 = -124229.171112 nChanged 16 SP:Iteration 38Q (52.464689 sec): 3 clusters Score: Raw -124678.539631 + Penalty 453.510242 = -124225.029389 nChanged 17 SP:Iteration 39F (52.467356 sec): 3 clusters Score: Raw -124685.026184 + Penalty 464.369364 = -124220.656821 nChanged 25 SP:Iteration 40F (52.469986 sec): 3 clusters Score: Raw -124697.520242 + Penalty 477.622816 = -124219.897426 nChanged 33 SP:Iteration 41F (52.472645 sec): 3 clusters Score: Raw -124714.993103 + Penalty 491.230485 = -124223.762619 nChanged 28 SP:Iteration 42Q (52.474964 sec): 3 clusters Score: Raw -124733.083319 + Penalty 536.542098 = -124196.541222 nChanged 36 SP:Iteration 43F (52.477575 sec): 3 clusters Score: Raw -124769.583559 + Penalty 576.937749 = -124192.645810 nChanged 24 SP:Iteration 44F (52.480161 sec): 3 clusters Score: Raw -124789.361255 + Penalty 571.116857 = -124218.244398 nChanged 14 SP:Iteration 45Q (52.482368 sec): 3 clusters Score: Raw -124803.184736 + Penalty 571.481949 = -124231.702788 nChanged 11 SP:Iteration 46Q (52.484547 sec): 3 clusters Score: Raw -124811.908409 + Penalty 618.760707 = -124193.147702 nChanged 7 SP:Iteration 47F (52.487173 sec): 3 clusters Score: Raw -124814.682953 + Penalty 618.760707 = -124195.922246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.491494 sec): 2 clusters Score: Raw -64581.968215 + Penalty 461.245931 = -64120.722284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.492918 sec): 3 clusters Score: Raw -64216.043068 + Penalty 925.286100 = -63290.756968 nChanged 246 SP:Iteration 1F (52.494317 sec): 3 clusters Score: Raw -64349.892221 + Penalty 930.698253 = -63419.193969 nChanged 71 SP:Iteration 2F (52.495741 sec): 3 clusters Score: Raw -64402.526435 + Penalty 935.966488 = -63466.559947 nChanged 46 SP:Iteration 3F (52.497140 sec): 3 clusters Score: Raw -64432.304029 + Penalty 942.421969 = -63489.882060 nChanged 45 SP:Iteration 4F (52.498610 sec): 3 clusters Score: Raw -64456.803015 + Penalty 950.573614 = -63506.229401 nChanged 25 SP:Iteration 5Q (52.500054 sec): 3 clusters Score: Raw -64475.698127 + Penalty 960.997808 = -63514.700320 nChanged 33 SP:Iteration 6Q (52.501448 sec): 3 clusters Score: Raw -64499.661233 + Penalty 971.499058 = -63528.162175 nChanged 23 SP:Iteration 7Q (52.502827 sec): 3 clusters Score: Raw -64519.774658 + Penalty 985.567221 = -63534.207437 nChanged 25 SP:Iteration 8Q (52.504214 sec): 3 clusters Score: Raw -64553.606317 + Penalty 1001.013126 = -63552.593190 nChanged 23 SP:Iteration 9Q (52.505572 sec): 3 clusters Score: Raw -64572.506343 + Penalty 1001.906309 = -63570.600034 nChanged 12 SP:Iteration 10F (52.507005 sec): 3 clusters Score: Raw -64581.824890 + Penalty 1007.136203 = -63574.688687 nChanged 4 SP:Iteration 11Q (52.508348 sec): 3 clusters Score: Raw -64584.662754 + Penalty 1015.703116 = -63568.959638 nChanged 8 SP:Iteration 12F (52.509779 sec): 3 clusters Score: Raw -64592.343753 + Penalty 1018.111790 = -63574.231963 nChanged 6 SP:Iteration 13Q (52.511075 sec): 3 clusters Score: Raw -64595.299981 + Penalty 1020.161756 = -63575.138225 nChanged 4 SP:Iteration 14Q (52.512361 sec): 3 clusters Score: Raw -64597.204305 + Penalty 1024.130354 = -63573.073951 nChanged 4 SP:Iteration 15F (52.513877 sec): 3 clusters Score: Raw -64601.170730 + Penalty 1027.535824 = -63573.634906 nChanged 5 SP:Iteration 16Q (52.515163 sec): 3 clusters Score: Raw -64603.322857 + Penalty 1027.324848 = -63575.998009 nChanged 2 SP:Iteration 17Q (52.516435 sec): 3 clusters Score: Raw -64605.574206 + Penalty 1027.752632 = -63577.821574 nChanged 4 SP:Iteration 18Q (52.517704 sec): 3 clusters Score: Raw -64608.230577 + Penalty 1028.116622 = -63580.113955 nChanged 4 SP:Iteration 19Q (52.518989 sec): 3 clusters Score: Raw -64612.839618 + Penalty 1029.878095 = -63582.961523 nChanged 3 SP:Iteration 20F (52.520395 sec): 3 clusters Score: Raw -64614.908516 + Penalty 1029.878095 = -63585.030421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.525016 sec): 2 clusters Score: Raw -14318.296756 + Penalty 309.948347 = -14008.348409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.525502 sec): 3 clusters Score: Raw -14264.577336 + Penalty 621.145627 = -13643.431709 nChanged 35 SP:Iteration 1F (52.525978 sec): 3 clusters Score: Raw -14298.312559 + Penalty 623.417077 = -13674.895482 nChanged 10 SP:Iteration 2F (52.526453 sec): 3 clusters Score: Raw -14307.853542 + Penalty 621.826208 = -13686.027334 nChanged 4 SP:Iteration 3Q (52.526925 sec): 3 clusters Score: Raw -14312.344837 + Penalty 622.742623 = -13689.602213 nChanged 1 SP:Iteration 4Q (52.527397 sec): 3 clusters Score: Raw -14312.378952 + Penalty 624.152467 = -13688.226485 nChanged 1 SP:Iteration 5F (52.527871 sec): 3 clusters Score: Raw -14312.392181 + Penalty 624.152467 = -13688.239714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.529460 sec): 2 clusters Score: Raw -9187.546840 + Penalty 565.886966 = -8621.659874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.529847 sec): 3 clusters Score: Raw -9225.081696 + Penalty 1131.254160 = -8093.827536 nChanged 10 SP:Iteration 1F (52.530228 sec): 3 clusters Score: Raw -9256.831495 + Penalty 1131.134835 = -8125.696660 nChanged 2 SP:Iteration 2Q (52.530596 sec): 3 clusters Score: Raw -9269.751350 + Penalty 1129.907377 = -8139.843973 nChanged 1 SP:Iteration 3Q (52.530983 sec): 3 clusters Score: Raw -9272.202261 + Penalty 1129.907377 = -8142.294885 nChanged 0 SP:Iteration 4F (52.531366 sec): 3 clusters Score: Raw -9272.202261 + Penalty 1129.907377 = -8142.294885 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.535868 sec): 2 clusters Score: Raw -71079.707062 + Penalty 301.500636 = -70778.206426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.537561 sec): 3 clusters Score: Raw -70589.613329 + Penalty 602.983701 = -69986.629628 nChanged 329 SP:Iteration 1F (52.539172 sec): 3 clusters Score: Raw -70764.443976 + Penalty 603.091283 = -70161.352693 nChanged 94 SP:Iteration 2F (52.540772 sec): 3 clusters Score: Raw -70801.238475 + Penalty 603.730234 = -70197.508240 nChanged 48 SP:Iteration 3F (52.542356 sec): 3 clusters Score: Raw -70824.470687 + Penalty 605.112979 = -70219.357708 nChanged 40 SP:Iteration 4F (52.543933 sec): 3 clusters Score: Raw -70851.496229 + Penalty 607.904353 = -70243.591876 nChanged 48 SP:Iteration 5F (52.545532 sec): 3 clusters Score: Raw -70887.688551 + Penalty 613.513805 = -70274.174746 nChanged 52 SP:Iteration 6F (52.547096 sec): 3 clusters Score: Raw -70939.222506 + Penalty 620.453361 = -70318.769145 nChanged 48 SP:Iteration 7F (52.548647 sec): 3 clusters Score: Raw -70977.647166 + Penalty 625.904077 = -70351.743089 nChanged 38 SP:Iteration 8Q (52.550225 sec): 3 clusters Score: Raw -71005.334246 + Penalty 628.381035 = -70376.953211 nChanged 30 SP:Iteration 9Q (52.551800 sec): 3 clusters Score: Raw -71024.336642 + Penalty 625.549994 = -70398.786649 nChanged 20 SP:Iteration 10F (52.553382 sec): 3 clusters Score: Raw -71037.993640 + Penalty 627.710368 = -70410.283272 nChanged 20 SP:Iteration 11Q (52.554880 sec): 3 clusters Score: Raw -71049.881218 + Penalty 630.987655 = -70418.893563 nChanged 22 SP:Iteration 12Q (52.556335 sec): 3 clusters Score: Raw -71061.091258 + Penalty 628.473608 = -70432.617650 nChanged 16 SP:Iteration 13Q (52.557803 sec): 3 clusters Score: Raw -71069.781062 + Penalty 633.388233 = -70436.392829 nChanged 18 SP:Iteration 14Q (52.559265 sec): 3 clusters Score: Raw -71079.468097 + Penalty 633.269025 = -70446.199073 nChanged 10 SP:Iteration 15Q (52.560701 sec): 3 clusters Score: Raw -71085.867055 + Penalty 635.810633 = -70450.056422 nChanged 7 SP:Iteration 16Q (52.562100 sec): 3 clusters Score: Raw -71090.410977 + Penalty 639.172810 = -70451.238167 nChanged 7 SP:Iteration 17Q (52.563550 sec): 3 clusters Score: Raw -71093.438776 + Penalty 636.792070 = -70456.646707 nChanged 5 SP:Iteration 18Q (52.564961 sec): 3 clusters Score: Raw -71096.252510 + Penalty 634.210890 = -70462.041620 nChanged 6 SP:Iteration 19Q (52.566371 sec): 3 clusters Score: Raw -71099.583948 + Penalty 632.067609 = -70467.516339 nChanged 6 SP:Iteration 20F (52.567992 sec): 3 clusters Score: Raw -71102.356210 + Penalty 635.142872 = -70467.213338 nChanged 4 SP:Iteration 21F (52.569573 sec): 3 clusters Score: Raw -71103.539645 + Penalty 642.142608 = -70461.397038 nChanged 5 SP:Iteration 22F (52.571130 sec): 3 clusters Score: Raw -71105.150750 + Penalty 641.805875 = -70463.344875 nChanged 6 SP:Iteration 23Q (52.572509 sec): 3 clusters Score: Raw -71107.090085 + Penalty 639.154447 = -70467.935637 nChanged 3 SP:Iteration 24Q (52.573901 sec): 3 clusters Score: Raw -71108.665910 + Penalty 644.618226 = -70464.047684 nChanged 4 SP:Iteration 25F (52.575479 sec): 3 clusters Score: Raw -71110.860169 + Penalty 642.861944 = -70467.998225 nChanged 3 SP:Iteration 26Q (52.576843 sec): 3 clusters Score: Raw -71112.581400 + Penalty 643.778630 = -70468.802770 nChanged 1 SP:Iteration 27Q (52.578193 sec): 3 clusters Score: Raw -71112.581038 + Penalty 643.778630 = -70468.802408 nChanged 0 SP:Iteration 28F (52.579769 sec): 3 clusters Score: Raw -71112.581038 + Penalty 643.778630 = -70468.802408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 21 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.587071 sec): 2 clusters Score: Raw -109777.201687 + Penalty 194.270419 = -109582.931268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.589588 sec): 3 clusters Score: Raw -109035.688250 + Penalty 415.592684 = -108620.095567 nChanged 539 SP:Iteration 1F (52.591883 sec): 3 clusters Score: Raw -109574.647211 + Penalty 423.450988 = -109151.196224 nChanged 101 SP:Iteration 2F (52.594170 sec): 3 clusters Score: Raw -109713.386714 + Penalty 377.128189 = -109336.258525 nChanged 47 SP:Iteration 3Q (52.596556 sec): 3 clusters Score: Raw -109770.971748 + Penalty 194.270419 = -109576.701330 nChanged 5 SP:Iteration 4Q (52.598562 sec): 2 clusters Score: Raw -109777.201687 + Penalty 194.270419 = -109582.931268 nChanged 0 SP:Iteration 5F (52.600385 sec): 2 clusters Score: Raw -109777.201687 + Penalty 194.270419 = -109582.931268 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 22 (1394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.607744 sec): 2 clusters Score: Raw -132102.265509 + Penalty 531.798495 = -131570.467014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.610454 sec): 3 clusters Score: Raw -131330.141673 + Penalty 1064.699282 = -130265.442391 nChanged 576 SP:Iteration 1F (52.613123 sec): 3 clusters Score: Raw -131692.423227 + Penalty 1064.736698 = -130627.686529 nChanged 148 SP:Iteration 2F (52.615766 sec): 3 clusters Score: Raw -131811.649150 + Penalty 1067.582710 = -130744.066440 nChanged 111 SP:Iteration 3F (52.618473 sec): 3 clusters Score: Raw -131895.460501 + Penalty 1071.082106 = -130824.378395 nChanged 74 SP:Iteration 4F (52.621131 sec): 3 clusters Score: Raw -131940.287151 + Penalty 1073.354649 = -130866.932501 nChanged 56 SP:Iteration 5Q (52.623680 sec): 3 clusters Score: Raw -131970.874514 + Penalty 1074.658057 = -130896.216457 nChanged 40 SP:Iteration 6Q (52.626280 sec): 3 clusters Score: Raw -131989.827602 + Penalty 1078.074583 = -130911.753019 nChanged 37 SP:Iteration 7Q (52.628884 sec): 3 clusters Score: Raw -132006.204532 + Penalty 1081.720775 = -130924.483757 nChanged 23 SP:Iteration 8Q (52.631477 sec): 3 clusters Score: Raw -132012.997464 + Penalty 1084.086699 = -130928.910765 nChanged 16 SP:Iteration 9Q (52.634041 sec): 3 clusters Score: Raw -132015.987257 + Penalty 1086.519422 = -130929.467835 nChanged 12 SP:Iteration 10F (52.636658 sec): 3 clusters Score: Raw -132018.936880 + Penalty 1088.682939 = -130930.253941 nChanged 9 SP:Iteration 11Q (52.639245 sec): 3 clusters Score: Raw -132020.782588 + Penalty 1091.919162 = -130928.863426 nChanged 13 SP:Iteration 12F (52.641877 sec): 3 clusters Score: Raw -132024.167186 + Penalty 1094.741660 = -130929.425525 nChanged 12 SP:Iteration 13Q (52.644439 sec): 3 clusters Score: Raw -132027.192668 + Penalty 1096.641010 = -130930.551658 nChanged 7 SP:Iteration 14Q (52.647001 sec): 3 clusters Score: Raw -132029.146793 + Penalty 1098.992070 = -130930.154723 nChanged 9 SP:Iteration 15F (52.649573 sec): 3 clusters Score: Raw -132031.557297 + Penalty 1100.683245 = -130930.874052 nChanged 9 SP:Iteration 16Q (52.652116 sec): 3 clusters Score: Raw -132032.972956 + Penalty 1102.280048 = -130930.692908 nChanged 6 SP:Iteration 17F (52.654755 sec): 3 clusters Score: Raw -132034.079626 + Penalty 1103.486278 = -130930.593347 nChanged 7 SP:Iteration 18F (52.657419 sec): 3 clusters Score: Raw -132035.477502 + Penalty 1105.151174 = -130930.326329 nChanged 7 SP:Iteration 19F (52.660053 sec): 3 clusters Score: Raw -132036.616313 + Penalty 1106.965569 = -130929.650745 nChanged 8 SP:Iteration 20F (52.662702 sec): 3 clusters Score: Raw -132037.983611 + Penalty 1108.760207 = -130929.223404 nChanged 8 SP:Iteration 21F (52.665327 sec): 3 clusters Score: Raw -132039.864967 + Penalty 1112.205092 = -130927.659875 nChanged 13 SP:Iteration 22F (52.667986 sec): 3 clusters Score: Raw -132043.840133 + Penalty 1113.524302 = -130930.315831 nChanged 11 SP:Iteration 23Q (52.670522 sec): 3 clusters Score: Raw -132046.611396 + Penalty 1116.290602 = -130930.320793 nChanged 10 SP:Iteration 24Q (52.673029 sec): 3 clusters Score: Raw -132049.625065 + Penalty 1120.725257 = -130928.899808 nChanged 15 SP:Iteration 25F (52.675662 sec): 3 clusters Score: Raw -132053.633702 + Penalty 1122.759444 = -130930.874258 nChanged 12 SP:Iteration 26Q (52.678215 sec): 3 clusters Score: Raw -132056.638051 + Penalty 1124.144049 = -130932.494003 nChanged 10 SP:Iteration 27Q (52.680799 sec): 3 clusters Score: Raw -132058.484083 + Penalty 1125.218770 = -130933.265313 nChanged 7 SP:Iteration 28Q (52.683321 sec): 3 clusters Score: Raw -132061.417957 + Penalty 1125.592436 = -130935.825521 nChanged 9 SP:Iteration 29Q (52.685794 sec): 3 clusters Score: Raw -132065.517975 + Penalty 1127.344231 = -130938.173745 nChanged 8 SP:Iteration 30F (52.688391 sec): 3 clusters Score: Raw -132068.234913 + Penalty 1129.286355 = -130938.948558 nChanged 10 SP:Iteration 31Q (52.690857 sec): 3 clusters Score: Raw -132071.578046 + Penalty 1131.243543 = -130940.334504 nChanged 11 SP:Iteration 32Q (52.693372 sec): 3 clusters Score: Raw -132075.504825 + Penalty 1133.287736 = -130942.217089 nChanged 9 SP:Iteration 33Q (52.695898 sec): 3 clusters Score: Raw -132079.152740 + Penalty 1135.802143 = -130943.350597 nChanged 10 SP:Iteration 34Q (52.698421 sec): 3 clusters Score: Raw -132082.248713 + Penalty 1137.363161 = -130944.885552 nChanged 8 SP:Iteration 35Q (52.701189 sec): 3 clusters Score: Raw -132084.750512 + Penalty 1139.228953 = -130945.521560 nChanged 8 SP:Iteration 36Q (52.703818 sec): 3 clusters Score: Raw -132088.164254 + Penalty 1140.682412 = -130947.481842 nChanged 8 SP:Iteration 37Q (52.706491 sec): 3 clusters Score: Raw -132090.431616 + Penalty 1142.852952 = -130947.578665 nChanged 7 SP:Iteration 38Q (52.708988 sec): 3 clusters Score: Raw -132092.221354 + Penalty 1142.975881 = -130949.245473 nChanged 5 SP:Iteration 39Q (52.711487 sec): 3 clusters Score: Raw -132093.496039 + Penalty 1143.517275 = -130949.978764 nChanged 4 SP:Iteration 40F (52.714108 sec): 3 clusters Score: Raw -132096.816179 + Penalty 1143.921628 = -130952.894551 nChanged 5 SP:Iteration 41Q (52.716633 sec): 3 clusters Score: Raw -132098.402708 + Penalty 1144.241937 = -130954.160772 nChanged 6 SP:Iteration 42Q (52.719115 sec): 3 clusters Score: Raw -132100.254482 + Penalty 1144.908178 = -130955.346304 nChanged 3 SP:Iteration 43Q (52.721575 sec): 3 clusters Score: Raw -132101.620734 + Penalty 1144.615809 = -130957.004925 nChanged 2 SP:Iteration 44Q (52.724038 sec): 3 clusters Score: Raw -132102.022436 + Penalty 1144.615809 = -130957.406626 nChanged 0 SP:Iteration 45F (52.726694 sec): 3 clusters Score: Raw -132102.022436 + Penalty 1144.615809 = -130957.406626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.727999 sec): 2 clusters Score: Raw -3212.186428 + Penalty 222.953213 = -2989.233215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.728304 sec): 3 clusters Score: Raw -3300.355078 + Penalty 446.122924 = -2854.232154 nChanged 8 SP:Iteration 1F (52.728600 sec): 3 clusters Score: Raw -3315.281218 + Penalty 447.551778 = -2867.729440 nChanged 2 SP:Iteration 2Q (52.728895 sec): 3 clusters Score: Raw -3323.647682 + Penalty 447.551778 = -2876.095905 nChanged 0 SP:Iteration 3F (52.729184 sec): 3 clusters Score: Raw -3323.647682 + Penalty 447.551778 = -2876.095905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 25 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.737433 sec): 2 clusters Score: Raw -154507.353901 + Penalty 459.366148 = -154047.987753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.740727 sec): 3 clusters Score: Raw -153496.790279 + Penalty 925.360374 = -152571.429906 nChanged 695 SP:Iteration 1F (52.743877 sec): 3 clusters Score: Raw -153993.853555 + Penalty 932.817743 = -153061.035812 nChanged 196 SP:Iteration 2F (52.746995 sec): 3 clusters Score: Raw -154154.325606 + Penalty 939.399532 = -153214.926074 nChanged 114 SP:Iteration 3F (52.750073 sec): 3 clusters Score: Raw -154237.055145 + Penalty 946.777391 = -153290.277754 nChanged 84 SP:Iteration 4F (52.753161 sec): 3 clusters Score: Raw -154292.803587 + Penalty 953.170946 = -153339.632641 nChanged 55 SP:Iteration 5Q (52.756162 sec): 3 clusters Score: Raw -154319.816702 + Penalty 959.007191 = -153360.809511 nChanged 36 SP:Iteration 6Q (52.759177 sec): 3 clusters Score: Raw -154335.026842 + Penalty 965.261196 = -153369.765646 nChanged 30 SP:Iteration 7Q (52.762137 sec): 3 clusters Score: Raw -154348.223628 + Penalty 971.060490 = -153377.163138 nChanged 29 SP:Iteration 8Q (52.765118 sec): 3 clusters Score: Raw -154358.419627 + Penalty 977.245070 = -153381.174556 nChanged 27 SP:Iteration 9Q (52.768128 sec): 3 clusters Score: Raw -154366.716133 + Penalty 983.432640 = -153383.283493 nChanged 20 SP:Iteration 10F (52.771269 sec): 3 clusters Score: Raw -154374.590050 + Penalty 987.533117 = -153387.056933 nChanged 15 SP:Iteration 11Q (52.774360 sec): 3 clusters Score: Raw -154379.412352 + Penalty 993.241143 = -153386.171208 nChanged 20 SP:Iteration 12F (52.777497 sec): 3 clusters Score: Raw -154386.828541 + Penalty 1001.501945 = -153385.326597 nChanged 21 SP:Iteration 13F (52.780543 sec): 3 clusters Score: Raw -154393.742930 + Penalty 1007.345034 = -153386.397896 nChanged 15 SP:Iteration 14Q (52.783504 sec): 3 clusters Score: Raw -154397.787422 + Penalty 1012.593211 = -153385.194210 nChanged 16 SP:Iteration 15F (52.786620 sec): 3 clusters Score: Raw -154401.852275 + Penalty 1017.782282 = -153384.069993 nChanged 16 SP:Iteration 16F (52.789674 sec): 3 clusters Score: Raw -154406.840087 + Penalty 1022.705042 = -153384.135045 nChanged 16 SP:Iteration 17Q (52.792583 sec): 3 clusters Score: Raw -154410.436357 + Penalty 1027.673533 = -153382.762824 nChanged 15 SP:Iteration 18F (52.795739 sec): 3 clusters Score: Raw -154414.365718 + Penalty 1032.403283 = -153381.962435 nChanged 15 SP:Iteration 19F (52.798988 sec): 3 clusters Score: Raw -154418.419009 + Penalty 1034.549887 = -153383.869123 nChanged 10 SP:Iteration 20F (52.802406 sec): 3 clusters Score: Raw -154420.541089 + Penalty 1040.753184 = -153379.787904 nChanged 16 SP:Iteration 21F (52.805571 sec): 3 clusters Score: Raw -154425.011897 + Penalty 1048.719783 = -153376.292114 nChanged 19 SP:Iteration 22F (52.808702 sec): 3 clusters Score: Raw -154431.686837 + Penalty 1059.701177 = -153371.985660 nChanged 23 SP:Iteration 23F (52.811740 sec): 3 clusters Score: Raw -154442.261604 + Penalty 1070.384735 = -153371.876869 nChanged 19 SP:Iteration 24F (52.814834 sec): 3 clusters Score: Raw -154451.082561 + Penalty 1083.351072 = -153367.731489 nChanged 19 SP:Iteration 25F (52.817898 sec): 3 clusters Score: Raw -154459.691779 + Penalty 1096.840510 = -153362.851269 nChanged 18 SP:Iteration 26F (52.820985 sec): 3 clusters Score: Raw -154467.110251 + Penalty 1107.952635 = -153359.157615 nChanged 20 SP:Iteration 27F (52.824009 sec): 3 clusters Score: Raw -154475.730352 + Penalty 1119.002650 = -153356.727702 nChanged 15 SP:Iteration 28F (52.827176 sec): 3 clusters Score: Raw -154484.074064 + Penalty 1135.645925 = -153348.428139 nChanged 21 SP:Iteration 29F (52.830351 sec): 3 clusters Score: Raw -154494.922138 + Penalty 1147.706437 = -153347.215701 nChanged 18 SP:Iteration 30F (52.833490 sec): 3 clusters Score: Raw -154504.051212 + Penalty 1151.193437 = -153352.857776 nChanged 13 SP:Iteration 31Q (52.836254 sec): 3 clusters Score: Raw -154513.539472 + Penalty 1156.793107 = -153356.746365 nChanged 12 SP:Iteration 32Q (52.839009 sec): 3 clusters Score: Raw -154521.047241 + Penalty 1161.322757 = -153359.724484 nChanged 8 SP:Iteration 33Q (52.841658 sec): 3 clusters Score: Raw -154528.275543 + Penalty 1164.201757 = -153364.073786 nChanged 4 SP:Iteration 34Q (52.844449 sec): 3 clusters Score: Raw -154532.801400 + Penalty 1165.182642 = -153367.618757 nChanged 2 SP:Iteration 35Q (52.847141 sec): 3 clusters Score: Raw -154533.828901 + Penalty 1165.107055 = -153368.721847 nChanged 3 SP:Iteration 36Q (52.849837 sec): 3 clusters Score: Raw -154536.106890 + Penalty 1165.827610 = -153370.279280 nChanged 2 SP:Iteration 37Q (52.852540 sec): 3 clusters Score: Raw -154537.049020 + Penalty 1166.479581 = -153370.569439 nChanged 2 SP:Iteration 38Q (52.855393 sec): 3 clusters Score: Raw -154537.967092 + Penalty 1167.717217 = -153370.249876 nChanged 2 SP:Iteration 39F (52.858483 sec): 3 clusters Score: Raw -154539.594313 + Penalty 1167.717217 = -153371.877096 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 31 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.864179 sec): 2 clusters Score: Raw -123734.055073 + Penalty 326.385114 = -123407.669959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.866779 sec): 3 clusters Score: Raw -122949.611960 + Penalty 662.990148 = -122286.621812 nChanged 541 SP:Iteration 1F (52.869324 sec): 3 clusters Score: Raw -123244.854759 + Penalty 686.459631 = -122558.395128 nChanged 167 SP:Iteration 2F (52.871843 sec): 3 clusters Score: Raw -123383.780722 + Penalty 716.997056 = -122666.783666 nChanged 134 SP:Iteration 3F (52.874386 sec): 3 clusters Score: Raw -123483.973693 + Penalty 746.741057 = -122737.232636 nChanged 93 SP:Iteration 4F (52.876941 sec): 3 clusters Score: Raw -123569.856774 + Penalty 779.453423 = -122790.403351 nChanged 74 SP:Iteration 5F (52.879512 sec): 3 clusters Score: Raw -123640.824161 + Penalty 811.510184 = -122829.313977 nChanged 49 SP:Iteration 6Q (52.882012 sec): 3 clusters Score: Raw -123686.554734 + Penalty 840.575335 = -122845.979398 nChanged 38 SP:Iteration 7Q (52.884464 sec): 3 clusters Score: Raw -123711.526412 + Penalty 872.773639 = -122838.752772 nChanged 36 SP:Iteration 8F (52.887015 sec): 3 clusters Score: Raw -123734.675428 + Penalty 899.012893 = -122835.662536 nChanged 27 SP:Iteration 9F (52.889548 sec): 3 clusters Score: Raw -123750.079319 + Penalty 933.473933 = -122816.605386 nChanged 24 SP:Iteration 10F (52.892061 sec): 3 clusters Score: Raw -123764.202368 + Penalty 947.059403 = -122817.142965 nChanged 10 SP:Iteration 11Q (52.894325 sec): 3 clusters Score: Raw -123767.293537 + Penalty 958.739011 = -122808.554526 nChanged 8 SP:Iteration 12F (52.896882 sec): 3 clusters Score: Raw -123769.859737 + Penalty 965.542910 = -122804.316827 nChanged 4 SP:Iteration 13F (52.899426 sec): 3 clusters Score: Raw -123772.098806 + Penalty 969.345467 = -122802.753339 nChanged 2 SP:Iteration 14F (52.901978 sec): 3 clusters Score: Raw -123772.681626 + Penalty 974.974499 = -122797.707127 nChanged 2 SP:Iteration 15F (52.904764 sec): 3 clusters Score: Raw -123773.009688 + Penalty 984.971782 = -122788.037906 nChanged 4 SP:Iteration 16F (52.907354 sec): 3 clusters Score: Raw -123775.405103 + Penalty 992.206056 = -122783.199047 nChanged 2 SP:Iteration 17F (52.909928 sec): 3 clusters Score: Raw -123776.092615 + Penalty 994.435100 = -122781.657515 nChanged 1 SP:Iteration 18F (52.912483 sec): 3 clusters Score: Raw -123776.464045 + Penalty 994.435100 = -122782.028945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.915547 sec): 2 clusters Score: Raw -94804.483300 + Penalty 733.339964 = -94071.143336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.917414 sec): 3 clusters Score: Raw -94356.129401 + Penalty 1466.647391 = -92889.482010 nChanged 344 SP:Iteration 1F (52.919215 sec): 3 clusters Score: Raw -94564.962971 + Penalty 1466.646650 = -93098.316321 nChanged 74 SP:Iteration 2F (52.921062 sec): 3 clusters Score: Raw -94618.927979 + Penalty 1466.870441 = -93152.057537 nChanged 61 SP:Iteration 3F (52.922884 sec): 3 clusters Score: Raw -94653.362708 + Penalty 1467.322107 = -93186.040601 nChanged 36 SP:Iteration 4Q (52.924698 sec): 3 clusters Score: Raw -94678.292501 + Penalty 1468.087744 = -93210.204757 nChanged 37 SP:Iteration 5Q (52.926530 sec): 3 clusters Score: Raw -94701.816888 + Penalty 1469.280573 = -93232.536314 nChanged 29 SP:Iteration 6Q (52.928347 sec): 3 clusters Score: Raw -94724.999940 + Penalty 1470.968722 = -93254.031217 nChanged 29 SP:Iteration 7Q (52.930182 sec): 3 clusters Score: Raw -94752.257483 + Penalty 1473.153574 = -93279.103910 nChanged 24 SP:Iteration 8Q (52.932001 sec): 3 clusters Score: Raw -94771.339615 + Penalty 1474.795456 = -93296.544159 nChanged 13 SP:Iteration 9Q (52.933790 sec): 3 clusters Score: Raw -94778.770049 + Penalty 1476.328331 = -93302.441718 nChanged 12 SP:Iteration 10F (52.935620 sec): 3 clusters Score: Raw -94785.015787 + Penalty 1477.898222 = -93307.117565 nChanged 13 SP:Iteration 11Q (52.937407 sec): 3 clusters Score: Raw -94794.432072 + Penalty 1479.038452 = -93315.393619 nChanged 12 SP:Iteration 12Q (52.939188 sec): 3 clusters Score: Raw -94802.345417 + Penalty 1480.944822 = -93321.400595 nChanged 15 SP:Iteration 13Q (52.940968 sec): 3 clusters Score: Raw -94810.888400 + Penalty 1482.225372 = -93328.663028 nChanged 12 SP:Iteration 14Q (52.942714 sec): 3 clusters Score: Raw -94818.068984 + Penalty 1483.341517 = -93334.727466 nChanged 15 SP:Iteration 15Q (52.944448 sec): 3 clusters Score: Raw -94827.260427 + Penalty 1484.969856 = -93342.290571 nChanged 14 SP:Iteration 16Q (52.946244 sec): 3 clusters Score: Raw -94837.792350 + Penalty 1486.985811 = -93350.806539 nChanged 20 SP:Iteration 17Q (52.948014 sec): 3 clusters Score: Raw -94852.909775 + Penalty 1489.164041 = -93363.745734 nChanged 18 SP:Iteration 18Q (52.949782 sec): 3 clusters Score: Raw -94864.724947 + Penalty 1490.688738 = -93374.036209 nChanged 17 SP:Iteration 19Q (52.951574 sec): 3 clusters Score: Raw -94879.410920 + Penalty 1492.201917 = -93387.209003 nChanged 11 SP:Iteration 20F (52.953394 sec): 3 clusters Score: Raw -94887.188164 + Penalty 1493.512507 = -93393.675657 nChanged 8 SP:Iteration 21Q (52.955167 sec): 3 clusters Score: Raw -94893.716117 + Penalty 1494.790070 = -93398.926047 nChanged 10 SP:Iteration 22Q (52.956901 sec): 3 clusters Score: Raw -94898.360304 + Penalty 1496.294058 = -93402.066246 nChanged 6 SP:Iteration 23Q (52.958652 sec): 3 clusters Score: Raw -94900.710876 + Penalty 1496.866630 = -93403.844246 nChanged 2 SP:Iteration 24Q (52.960425 sec): 3 clusters Score: Raw -94901.686694 + Penalty 1496.782638 = -93404.904055 nChanged 3 SP:Iteration 25Q (52.962200 sec): 3 clusters Score: Raw -94902.905452 + Penalty 1497.150220 = -93405.755232 nChanged 2 SP:Iteration 26Q (52.963949 sec): 3 clusters Score: Raw -94904.502613 + Penalty 1498.042156 = -93406.460456 nChanged 4 SP:Iteration 27Q (52.965709 sec): 3 clusters Score: Raw -94906.306754 + Penalty 1498.727573 = -93407.579181 nChanged 2 SP:Iteration 28Q (52.967458 sec): 3 clusters Score: Raw -94906.950331 + Penalty 1498.727573 = -93408.222758 nChanged 0 SP:Iteration 29F (52.969273 sec): 3 clusters Score: Raw -94906.950331 + Penalty 1498.727573 = -93408.222758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.970105 sec): 2 clusters Score: Raw -7253.674192 + Penalty 379.527629 = -6874.146563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.970504 sec): 3 clusters Score: Raw -7257.024648 + Penalty 757.193608 = -6499.831040 nChanged 6 SP:Iteration 1F (52.970875 sec): 3 clusters Score: Raw -7271.279289 + Penalty 757.666947 = -6513.612342 nChanged 5 SP:Iteration 2F (52.971238 sec): 3 clusters Score: Raw -7279.515465 + Penalty 758.015772 = -6521.499693 nChanged 2 SP:Iteration 3Q (52.971593 sec): 3 clusters Score: Raw -7282.552871 + Penalty 763.206490 = -6519.346381 nChanged 3 SP:Iteration 4F (52.971948 sec): 3 clusters Score: Raw -7287.558836 + Penalty 769.196018 = -6518.362818 nChanged 2 SP:Iteration 5F (52.972303 sec): 3 clusters Score: Raw -7291.891168 + Penalty 769.196018 = -6522.695150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.973634 sec): 2 clusters Score: Raw -16156.179627 + Penalty 545.024318 = -15611.155309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.974150 sec): 3 clusters Score: Raw -16111.978093 + Penalty 1089.997725 = -15021.980368 nChanged 23 SP:Iteration 1F (52.974670 sec): 3 clusters Score: Raw -16145.702906 + Penalty 1090.551892 = -15055.151014 nChanged 9 SP:Iteration 2F (52.975201 sec): 3 clusters Score: Raw -16155.541792 + Penalty 1090.752746 = -15064.789045 nChanged 1 SP:Iteration 3Q (52.975716 sec): 3 clusters Score: Raw -16156.900694 + Penalty 1090.752746 = -15066.147948 nChanged 0 SP:Iteration 4F (52.976227 sec): 3 clusters Score: Raw -16156.900694 + Penalty 1090.752746 = -15066.147948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 39 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.977475 sec): 2 clusters Score: Raw -8272.338318 + Penalty 374.689255 = -7897.649063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.977861 sec): 3 clusters Score: Raw -8283.402765 + Penalty 749.231803 = -7534.170963 nChanged 13 SP:Iteration 1F (52.978238 sec): 3 clusters Score: Raw -8307.261731 + Penalty 749.746623 = -7557.515108 nChanged 5 SP:Iteration 2F (52.978615 sec): 3 clusters Score: Raw -8311.208699 + Penalty 750.597763 = -7560.610936 nChanged 1 SP:Iteration 3Q (52.979017 sec): 3 clusters Score: Raw -8313.335314 + Penalty 751.488944 = -7561.846369 nChanged 1 SP:Iteration 4Q (52.979383 sec): 3 clusters Score: Raw -8315.290961 + Penalty 753.753045 = -7561.537916 nChanged 2 SP:Iteration 5F (52.979761 sec): 3 clusters Score: Raw -8316.847211 + Penalty 754.918413 = -7561.928797 nChanged 1 SP:Iteration 6Q (52.980125 sec): 3 clusters Score: Raw -8317.514226 + Penalty 757.313316 = -7560.200911 nChanged 2 SP:Iteration 7F (52.980501 sec): 3 clusters Score: Raw -8318.781932 + Penalty 759.267018 = -7559.514913 nChanged 1 SP:Iteration 8F (52.980878 sec): 3 clusters Score: Raw -8319.280278 + Penalty 759.267018 = -7560.013260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.981827 sec): 2 clusters Score: Raw -3515.040329 + Penalty 171.917464 = -3343.122866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.982106 sec): 3 clusters Score: Raw -3501.675251 + Penalty 343.796453 = -3157.878798 nChanged 6 SP:Iteration 1F (52.982380 sec): 3 clusters Score: Raw -3515.637890 + Penalty 343.834927 = -3171.802963 nChanged 1 SP:Iteration 2Q (52.982653 sec): 3 clusters Score: Raw -3515.988644 + Penalty 343.834927 = -3172.153717 nChanged 0 SP:Iteration 3F (52.982926 sec): 3 clusters Score: Raw -3515.988644 + Penalty 343.834927 = -3172.153717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.986000 sec): 2 clusters Score: Raw -48102.027476 + Penalty 540.862177 = -47561.165298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.987125 sec): 3 clusters Score: Raw -47887.994849 + Penalty 1081.711932 = -46806.282917 nChanged 186 SP:Iteration 1F (52.988242 sec): 3 clusters Score: Raw -48050.040693 + Penalty 1082.355492 = -46967.685201 nChanged 50 SP:Iteration 2F (52.989345 sec): 3 clusters Score: Raw -48094.750870 + Penalty 1082.104298 = -47012.646572 nChanged 27 SP:Iteration 3F (52.990441 sec): 3 clusters Score: Raw -48117.818522 + Penalty 1081.501150 = -47036.317372 nChanged 18 SP:Iteration 4Q (52.991509 sec): 3 clusters Score: Raw -48127.918228 + Penalty 1081.349345 = -47046.568882 nChanged 8 SP:Iteration 5Q (52.992592 sec): 3 clusters Score: Raw -48131.851704 + Penalty 1080.853524 = -47050.998179 nChanged 13 SP:Iteration 6Q (52.993657 sec): 3 clusters Score: Raw -48142.919668 + Penalty 1081.156667 = -47061.763000 nChanged 12 SP:Iteration 7Q (52.994717 sec): 3 clusters Score: Raw -48157.390754 + Penalty 1081.431690 = -47075.959064 nChanged 10 SP:Iteration 8Q (52.995776 sec): 3 clusters Score: Raw -48170.360157 + Penalty 1081.341098 = -47089.019059 nChanged 7 SP:Iteration 9Q (52.996845 sec): 3 clusters Score: Raw -48173.493909 + Penalty 1081.002669 = -47092.491240 nChanged 7 SP:Iteration 10F (52.997941 sec): 3 clusters Score: Raw -48178.625224 + Penalty 1081.720843 = -47096.904381 nChanged 10 SP:Iteration 11Q (52.998985 sec): 3 clusters Score: Raw -48187.862730 + Penalty 1082.893774 = -47104.968956 nChanged 9 SP:Iteration 12Q (53.000027 sec): 3 clusters Score: Raw -48192.329599 + Penalty 1083.320791 = -47109.008807 nChanged 5 SP:Iteration 13Q (53.001083 sec): 3 clusters Score: Raw -48194.399734 + Penalty 1083.419211 = -47110.980523 nChanged 1 SP:Iteration 14Q (53.002120 sec): 3 clusters Score: Raw -48194.525913 + Penalty 1083.365331 = -47111.160582 nChanged 1 SP:Iteration 15Q (53.003154 sec): 3 clusters Score: Raw -48194.794318 + Penalty 1083.365331 = -47111.428987 nChanged 0 SP:Iteration 16F (53.004247 sec): 3 clusters Score: Raw -48194.794318 + Penalty 1083.365331 = -47111.428987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.006032 sec): 2 clusters Score: Raw -8910.971127 + Penalty 468.348465 = -8442.622663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.006444 sec): 3 clusters Score: Raw -8905.814633 + Penalty 938.843190 = -7966.971443 nChanged 10 SP:Iteration 1F (53.006821 sec): 3 clusters Score: Raw -8926.899250 + Penalty 939.477627 = -7987.421624 nChanged 3 SP:Iteration 2Q (53.007192 sec): 3 clusters Score: Raw -8935.693891 + Penalty 937.269922 = -7998.423969 nChanged 3 SP:Iteration 3Q (53.007562 sec): 3 clusters Score: Raw -8941.386847 + Penalty 936.696930 = -8004.689917 nChanged 1 SP:Iteration 4Q (53.007928 sec): 3 clusters Score: Raw -8942.659083 + Penalty 936.696930 = -8005.962154 nChanged 0 SP:Iteration 5F (53.008301 sec): 3 clusters Score: Raw -8942.659083 + Penalty 936.696930 = -8005.962154 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 53 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.011169 sec): 2 clusters Score: Raw -67244.412122 + Penalty 406.775625 = -66837.636496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.012668 sec): 3 clusters Score: Raw -66873.046248 + Penalty 818.673426 = -66054.372821 nChanged 244 SP:Iteration 1F (53.014138 sec): 3 clusters Score: Raw -67041.772252 + Penalty 824.444365 = -66217.327887 nChanged 74 SP:Iteration 2F (53.015552 sec): 3 clusters Score: Raw -67091.764119 + Penalty 830.570636 = -66261.193483 nChanged 40 SP:Iteration 3F (53.016951 sec): 3 clusters Score: Raw -67123.700915 + Penalty 835.512989 = -66288.187926 nChanged 39 SP:Iteration 4F (53.018350 sec): 3 clusters Score: Raw -67155.090644 + Penalty 840.383229 = -66314.707414 nChanged 34 SP:Iteration 5Q (53.019759 sec): 3 clusters Score: Raw -67182.379891 + Penalty 842.970908 = -66339.408983 nChanged 29 SP:Iteration 6Q (53.021117 sec): 3 clusters Score: Raw -67205.901948 + Penalty 847.696821 = -66358.205127 nChanged 21 SP:Iteration 7Q (53.022434 sec): 3 clusters Score: Raw -67220.154187 + Penalty 850.040812 = -66370.113375 nChanged 9 SP:Iteration 8Q (53.023758 sec): 3 clusters Score: Raw -67226.066100 + Penalty 854.321863 = -66371.744237 nChanged 6 SP:Iteration 9Q (53.025047 sec): 3 clusters Score: Raw -67230.283605 + Penalty 859.089241 = -66371.194364 nChanged 7 SP:Iteration 10F (53.026449 sec): 3 clusters Score: Raw -67233.732524 + Penalty 859.914157 = -66373.818367 nChanged 4 SP:Iteration 11Q (53.027706 sec): 3 clusters Score: Raw -67236.423927 + Penalty 861.950677 = -66374.473250 nChanged 4 SP:Iteration 12Q (53.028982 sec): 3 clusters Score: Raw -67240.172125 + Penalty 863.783466 = -66376.388660 nChanged 3 SP:Iteration 13Q (53.030250 sec): 3 clusters Score: Raw -67240.854602 + Penalty 864.158609 = -66376.695993 nChanged 1 SP:Iteration 14Q (53.031515 sec): 3 clusters Score: Raw -67241.854487 + Penalty 864.158609 = -66377.695878 nChanged 0 SP:Iteration 15F (53.032922 sec): 3 clusters Score: Raw -67241.854487 + Penalty 864.158609 = -66377.695878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.035120 sec): 2 clusters Score: Raw -25561.763306 + Penalty 786.433670 = -24775.329637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.035808 sec): 3 clusters Score: Raw -25517.334854 + Penalty 1573.468822 = -23943.866032 nChanged 34 SP:Iteration 1F (53.036483 sec): 3 clusters Score: Raw -25572.557931 + Penalty 1573.426440 = -23999.131491 nChanged 17 SP:Iteration 2F (53.037156 sec): 3 clusters Score: Raw -25598.628960 + Penalty 1573.093719 = -24025.535241 nChanged 5 SP:Iteration 3Q (53.037816 sec): 3 clusters Score: Raw -25607.088409 + Penalty 1572.807710 = -24034.280700 nChanged 6 SP:Iteration 4Q (53.038470 sec): 3 clusters Score: Raw -25615.449790 + Penalty 1572.789836 = -24042.659954 nChanged 5 SP:Iteration 5Q (53.039106 sec): 3 clusters Score: Raw -25624.714930 + Penalty 1572.368157 = -24052.346773 nChanged 6 SP:Iteration 6Q (53.039739 sec): 3 clusters Score: Raw -25631.697410 + Penalty 1572.484859 = -24059.212551 nChanged 3 SP:Iteration 7Q (53.040403 sec): 3 clusters Score: Raw -25637.477628 + Penalty 1573.504199 = -24063.973429 nChanged 6 SP:Iteration 8Q (53.041036 sec): 3 clusters Score: Raw -25644.983741 + Penalty 1574.202808 = -24070.780933 nChanged 6 SP:Iteration 9Q (53.041667 sec): 3 clusters Score: Raw -25649.084347 + Penalty 1573.703711 = -24075.380636 nChanged 2 SP:Iteration 10F (53.042337 sec): 3 clusters Score: Raw -25653.912324 + Penalty 1574.495761 = -24079.416562 nChanged 2 SP:Iteration 11Q (53.042969 sec): 3 clusters Score: Raw -25655.959680 + Penalty 1574.495761 = -24081.463919 nChanged 0 SP:Iteration 12F (53.043621 sec): 3 clusters Score: Raw -25655.959680 + Penalty 1574.495761 = -24081.463919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.044911 sec): 2 clusters Score: Raw -9589.668491 + Penalty 440.701765 = -9148.966726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.045303 sec): 3 clusters Score: Raw -9569.524029 + Penalty 872.879824 = -8696.644205 nChanged 11 SP:Iteration 1F (53.045685 sec): 3 clusters Score: Raw -9589.121264 + Penalty 871.796058 = -8717.325206 nChanged 3 SP:Iteration 2Q (53.046064 sec): 3 clusters Score: Raw -9592.542863 + Penalty 871.796058 = -8720.746805 nChanged 0 SP:Iteration 3F (53.046466 sec): 3 clusters Score: Raw -9592.542863 + Penalty 871.796058 = -8720.746805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 56 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.047405 sec): 2 clusters Score: Raw -4374.695769 + Penalty 211.915033 = -4162.780736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.047700 sec): 3 clusters Score: Raw -4350.891299 + Penalty 433.648401 = -3917.242898 nChanged 10 SP:Iteration 1F (53.047988 sec): 3 clusters Score: Raw -4364.001496 + Penalty 447.897363 = -3916.104133 nChanged 5 SP:Iteration 2F (53.048277 sec): 3 clusters Score: Raw -4369.117968 + Penalty 467.423861 = -3901.694107 nChanged 3 SP:Iteration 3F (53.048568 sec): 3 clusters Score: Raw -4369.196224 + Penalty 473.460667 = -3895.735557 nChanged 1 SP:Iteration 4F (53.048860 sec): 3 clusters Score: Raw -4368.174911 + Penalty 473.460667 = -3894.714245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.050701 sec): 2 clusters Score: Raw -37223.640405 + Penalty 498.839446 = -36724.800959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.051600 sec): 3 clusters Score: Raw -37056.824594 + Penalty 1001.269901 = -36055.554694 nChanged 111 SP:Iteration 1F (53.052476 sec): 3 clusters Score: Raw -37156.171267 + Penalty 1002.908785 = -36153.262482 nChanged 37 SP:Iteration 2F (53.053345 sec): 3 clusters Score: Raw -37180.277443 + Penalty 1001.741796 = -36178.535647 nChanged 13 SP:Iteration 3Q (53.054210 sec): 3 clusters Score: Raw -37189.488414 + Penalty 1002.368666 = -36187.119749 nChanged 7 SP:Iteration 4Q (53.055079 sec): 3 clusters Score: Raw -37194.534724 + Penalty 1001.657714 = -36192.877010 nChanged 3 SP:Iteration 5Q (53.055960 sec): 3 clusters Score: Raw -37196.958391 + Penalty 1001.897297 = -36195.061094 nChanged 5 SP:Iteration 6Q (53.056824 sec): 3 clusters Score: Raw -37199.847011 + Penalty 1001.930749 = -36197.916262 nChanged 6 SP:Iteration 7Q (53.057688 sec): 3 clusters Score: Raw -37212.294953 + Penalty 1001.570773 = -36210.724180 nChanged 9 SP:Iteration 8Q (53.058547 sec): 3 clusters Score: Raw -37219.643380 + Penalty 1001.884432 = -36217.758948 nChanged 7 SP:Iteration 9Q (53.059402 sec): 3 clusters Score: Raw -37225.683829 + Penalty 1002.707850 = -36222.975979 nChanged 5 SP:Iteration 10F (53.060289 sec): 3 clusters Score: Raw -37231.640447 + Penalty 1004.813602 = -36226.826846 nChanged 6 SP:Iteration 11Q (53.061142 sec): 3 clusters Score: Raw -37236.278650 + Penalty 1005.217850 = -36231.060800 nChanged 2 SP:Iteration 12Q (53.062023 sec): 3 clusters Score: Raw -37236.754629 + Penalty 1005.473688 = -36231.280941 nChanged 1 SP:Iteration 13Q (53.062872 sec): 3 clusters Score: Raw -37237.770425 + Penalty 1006.691838 = -36231.078587 nChanged 5 SP:Iteration 14F (53.063740 sec): 3 clusters Score: Raw -37242.907918 + Penalty 1008.189406 = -36234.718512 nChanged 4 SP:Iteration 15Q (53.064606 sec): 3 clusters Score: Raw -37246.869653 + Penalty 1008.999817 = -36237.869835 nChanged 4 SP:Iteration 16Q (53.065454 sec): 3 clusters Score: Raw -37250.859823 + Penalty 1008.793898 = -36242.065925 nChanged 4 SP:Iteration 17Q (53.066295 sec): 3 clusters Score: Raw -37255.893223 + Penalty 1009.695075 = -36246.198148 nChanged 3 SP:Iteration 18Q (53.067131 sec): 3 clusters Score: Raw -37259.411354 + Penalty 1009.361147 = -36250.050207 nChanged 3 SP:Iteration 19Q (53.067968 sec): 3 clusters Score: Raw -37265.736859 + Penalty 1009.385145 = -36256.351714 nChanged 3 SP:Iteration 20F (53.068837 sec): 3 clusters Score: Raw -37267.793379 + Penalty 1010.020039 = -36257.773340 nChanged 1 SP:Iteration 21Q (53.069667 sec): 3 clusters Score: Raw -37267.884507 + Penalty 1010.020039 = -36257.864467 nChanged 0 SP:Iteration 22F (53.070540 sec): 3 clusters Score: Raw -37267.884507 + Penalty 1010.020039 = -36257.864467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.072088 sec): 2 clusters Score: Raw -19388.174053 + Penalty 556.203240 = -18831.970813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.072671 sec): 3 clusters Score: Raw -19330.261853 + Penalty 1110.728992 = -18219.532861 nChanged 42 SP:Iteration 1F (53.073243 sec): 3 clusters Score: Raw -19392.763617 + Penalty 1106.791565 = -18285.972052 nChanged 16 SP:Iteration 2F (53.073835 sec): 3 clusters Score: Raw -19416.600082 + Penalty 1105.565486 = -18311.034596 nChanged 7 SP:Iteration 3Q (53.074399 sec): 3 clusters Score: Raw -19425.492418 + Penalty 1103.886127 = -18321.606291 nChanged 3 SP:Iteration 4Q (53.074958 sec): 3 clusters Score: Raw -19427.442568 + Penalty 1104.586394 = -18322.856175 nChanged 2 SP:Iteration 5Q (53.075525 sec): 3 clusters Score: Raw -19428.199053 + Penalty 1105.307728 = -18322.891325 nChanged 1 SP:Iteration 6Q (53.076084 sec): 3 clusters Score: Raw -19428.959408 + Penalty 1105.307728 = -18323.651680 nChanged 0 SP:Iteration 7F (53.076655 sec): 3 clusters Score: Raw -19428.959408 + Penalty 1105.307728 = -18323.651680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.077641 sec): 2 clusters Score: Raw -745.778680 + Penalty 103.706683 = -642.071997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.077868 sec): 3 clusters Score: Raw -734.206610 + Penalty 229.474849 = -504.731761 nChanged 1 SP:Iteration 1F (53.078092 sec): 3 clusters Score: Raw -735.507401 + Penalty 229.474849 = -506.032552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.079537 sec): 2 clusters Score: Raw -21750.898101 + Penalty 745.007337 = -21005.890765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.080161 sec): 3 clusters Score: Raw -21753.388408 + Penalty 1491.295860 = -20262.092548 nChanged 29 SP:Iteration 1F (53.080773 sec): 3 clusters Score: Raw -21816.071235 + Penalty 1492.453412 = -20323.617823 nChanged 7 SP:Iteration 2Q (53.081367 sec): 3 clusters Score: Raw -21833.499475 + Penalty 1492.822596 = -20340.676879 nChanged 4 SP:Iteration 3Q (53.081955 sec): 3 clusters Score: Raw -21843.609287 + Penalty 1492.800564 = -20350.808723 nChanged 4 SP:Iteration 4Q (53.082532 sec): 3 clusters Score: Raw -21851.399310 + Penalty 1492.557566 = -20358.841744 nChanged 1 SP:Iteration 5Q (53.083130 sec): 3 clusters Score: Raw -21852.368581 + Penalty 1492.557566 = -20359.811015 nChanged 0 SP:Iteration 6F (53.083724 sec): 3 clusters Score: Raw -21852.368581 + Penalty 1492.557566 = -20359.811015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 63 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.084841 sec): 2 clusters Score: Raw -3094.243482 + Penalty 168.777222 = -2925.466260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.085171 sec): 3 clusters Score: Raw -3551.904375 + Penalty 458.018241 = -3093.886134 nChanged 14 SP:Iteration 1F (53.085490 sec): 3 clusters Score: Raw -3642.713906 + Penalty 589.183764 = -3053.530143 nChanged 5 SP:Iteration 2F (53.085809 sec): 3 clusters Score: Raw -3733.717989 + Penalty 589.183764 = -3144.534226 nChanged 0 Score: Raw -2598694.245499 + Penalty 35879.568819 = -2562814.676680 Splitting cluster 63 changes total score from -2550845.504761 to -2562814.676680 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.859011 sec): 2 clusters Score: Raw -338.320935 + Penalty 63.076393 = -275.244542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.859242 sec): 3 clusters Score: Raw -345.268004 + Penalty 126.152787 = -219.115217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 67 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.860156 sec): 2 clusters Score: Raw -3734.937529 + Penalty 291.088309 = -3443.849220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.860453 sec): 3 clusters Score: Raw -3750.354745 + Penalty 584.040209 = -3166.314536 nChanged 2 SP:Iteration 1Q (53.860735 sec): 3 clusters Score: Raw -3754.461652 + Penalty 584.040209 = -3170.421444 nChanged 0 SP:Iteration 2F (53.861018 sec): 3 clusters Score: Raw -3754.461652 + Penalty 584.040209 = -3170.421444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.863050 sec): 2 clusters Score: Raw -37722.499256 + Penalty 766.994236 = -36955.505020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.864022 sec): 3 clusters Score: Raw -37587.216769 + Penalty 1531.110324 = -36056.106446 nChanged 91 SP:Iteration 1F (53.864949 sec): 3 clusters Score: Raw -37672.442669 + Penalty 1530.537868 = -36141.904801 nChanged 33 SP:Iteration 2F (53.865873 sec): 3 clusters Score: Raw -37709.574242 + Penalty 1530.102588 = -36179.471654 nChanged 15 SP:Iteration 3Q (53.866778 sec): 3 clusters Score: Raw -37723.114714 + Penalty 1530.652191 = -36192.462523 nChanged 13 SP:Iteration 4Q (53.867694 sec): 3 clusters Score: Raw -37736.190281 + Penalty 1531.087159 = -36205.103123 nChanged 7 SP:Iteration 5Q (53.868595 sec): 3 clusters Score: Raw -37743.594833 + Penalty 1531.065904 = -36212.528929 nChanged 4 SP:Iteration 6Q (53.869507 sec): 3 clusters Score: Raw -37759.483142 + Penalty 1531.153323 = -36228.329819 nChanged 7 SP:Iteration 7Q (53.870409 sec): 3 clusters Score: Raw -37772.957895 + Penalty 1531.592777 = -36241.365118 nChanged 5 SP:Iteration 8Q (53.871304 sec): 3 clusters Score: Raw -37777.591192 + Penalty 1531.630822 = -36245.960370 nChanged 3 SP:Iteration 9Q (53.872198 sec): 3 clusters Score: Raw -37781.435317 + Penalty 1532.636109 = -36248.799208 nChanged 4 SP:Iteration 10F (53.873116 sec): 3 clusters Score: Raw -37785.724127 + Penalty 1533.815394 = -36251.908733 nChanged 6 SP:Iteration 11Q (53.874035 sec): 3 clusters Score: Raw -37792.591660 + Penalty 1534.842443 = -36257.749217 nChanged 5 SP:Iteration 12Q (53.874938 sec): 3 clusters Score: Raw -37798.450297 + Penalty 1535.585237 = -36262.865060 nChanged 2 SP:Iteration 13Q (53.875841 sec): 3 clusters Score: Raw -37799.355945 + Penalty 1535.953805 = -36263.402140 nChanged 1 SP:Iteration 14Q (53.876776 sec): 3 clusters Score: Raw -37801.243547 + Penalty 1536.071635 = -36265.171913 nChanged 2 SP:Iteration 15Q (53.877675 sec): 3 clusters Score: Raw -37803.871914 + Penalty 1536.071635 = -36267.800280 nChanged 0 SP:Iteration 16F (53.878616 sec): 3 clusters Score: Raw -37803.871914 + Penalty 1536.071635 = -36267.800280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 74 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.879583 sec): 2 clusters Score: Raw -1044.465861 + Penalty 387.076360 = -657.389500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.879843 sec): 3 clusters Score: Raw -1507.208519 + Penalty 799.404790 = -707.803729 nChanged 1 SP:Iteration 1Q (53.880083 sec): 3 clusters Score: Raw -1551.003556 + Penalty 799.404790 = -751.598766 nChanged 0 SP:Iteration 2F (53.880330 sec): 3 clusters Score: Raw -1551.003556 + Penalty 799.404790 = -751.598766 nChanged 0 Score: Raw -2599200.687260 + Penalty 37234.630157 = -2561966.057103 Splitting cluster 74 changes total score from -2550845.504761 to -2561966.057103 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.655039 sec): 2 clusters Score: Raw -955.588307 + Penalty 144.834063 = -810.754244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.655278 sec): 3 clusters Score: Raw -943.091359 + Penalty 289.668127 = -653.423232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 79 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.656076 sec): 2 clusters Score: Raw -443.212590 + Penalty 95.608008 = -347.604582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.656286 sec): 3 clusters Score: Raw -443.857937 + Penalty 171.533929 = -272.324008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.657039 sec): 2 clusters Score: Raw -164.160225 + Penalty 3.465736 = -160.694489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.657227 sec): 3 clusters Score: Raw -162.360190 + Penalty 6.931472 = -155.428718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 86 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.658992 sec): 2 clusters Score: Raw -32791.112869 + Penalty 282.806550 = -32508.306320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.659868 sec): 3 clusters Score: Raw -32588.823087 + Penalty 584.021204 = -32004.801883 nChanged 115 SP:Iteration 1F (54.660747 sec): 3 clusters Score: Raw -32663.367091 + Penalty 614.921614 = -32048.445476 nChanged 54 SP:Iteration 2F (54.661588 sec): 3 clusters Score: Raw -32716.068503 + Penalty 651.803347 = -32064.265156 nChanged 30 SP:Iteration 3F (54.662409 sec): 3 clusters Score: Raw -32752.976213 + Penalty 679.993678 = -32072.982534 nChanged 13 SP:Iteration 4Q (54.663213 sec): 3 clusters Score: Raw -32765.739750 + Penalty 716.547183 = -32049.192567 nChanged 12 SP:Iteration 5F (54.664029 sec): 3 clusters Score: Raw -32780.276216 + Penalty 755.307394 = -32024.968822 nChanged 10 SP:Iteration 6F (54.664848 sec): 3 clusters Score: Raw -32789.534807 + Penalty 732.264270 = -32057.270537 nChanged 2 SP:Iteration 7Q (54.665583 sec): 3 clusters Score: Raw -32789.668908 + Penalty 721.867983 = -32067.800925 nChanged 1 SP:Iteration 8Q (54.666288 sec): 3 clusters Score: Raw -32789.201588 + Penalty 720.618719 = -32068.582868 nChanged 1 SP:Iteration 9Q (54.666989 sec): 3 clusters Score: Raw -32788.999894 + Penalty 720.618719 = -32068.381175 nChanged 0 SP:Iteration 10F (54.667804 sec): 3 clusters Score: Raw -32788.999894 + Penalty 720.618719 = -32068.381175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.668736 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.668925 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.670078 sec): 2 clusters Score: Raw -12762.310111 + Penalty 92.605800 = -12669.704311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.670580 sec): 3 clusters Score: Raw -12683.182672 + Penalty 191.292660 = -12491.890012 nChanged 64 SP:Iteration 1F (54.671052 sec): 3 clusters Score: Raw -12732.229942 + Penalty 186.268189 = -12545.961753 nChanged 13 SP:Iteration 2F (54.671523 sec): 3 clusters Score: Raw -12744.985605 + Penalty 194.219930 = -12550.765675 nChanged 8 SP:Iteration 3F (54.671992 sec): 3 clusters Score: Raw -12757.069457 + Penalty 206.558877 = -12550.510581 nChanged 5 SP:Iteration 4F (54.672492 sec): 3 clusters Score: Raw -12761.633482 + Penalty 208.605209 = -12553.028274 nChanged 4 SP:Iteration 5Q (54.672960 sec): 3 clusters Score: Raw -12764.777311 + Penalty 208.605209 = -12556.172102 nChanged 0 SP:Iteration 6F (54.673461 sec): 3 clusters Score: Raw -12764.777311 + Penalty 208.605209 = -12556.172102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.674306 sec): 2 clusters Score: Raw -349.094474 + Penalty 89.733556 = -259.360918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.674518 sec): 3 clusters Score: Raw -356.892860 + Penalty 179.467112 = -177.425748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 130 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.675313 sec): 2 clusters Score: Raw -1000.242246 + Penalty 173.896510 = -826.345737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.675545 sec): 3 clusters Score: Raw -1002.729479 + Penalty 342.961095 = -659.768385 nChanged 1 SP:Iteration 1F (54.675770 sec): 3 clusters Score: Raw -1006.917840 + Penalty 342.961095 = -663.956745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.676524 sec): 2 clusters Score: Raw -184.247607 + Penalty 44.278536 = -139.969072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.676716 sec): 2 clusters Score: Raw -184.247607 + Penalty 44.278536 = -139.969072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.677450 sec): 2 clusters Score: Raw -248.534422 + Penalty 8.788898 = -239.745523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.677633 sec): 2 clusters Score: Raw -248.534422 + Penalty 8.788898 = -239.745523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.678362 sec): 2 clusters Score: Raw -164.072101 + Penalty 3.465736 = -160.606365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.678551 sec): 3 clusters Score: Raw -162.360191 + Penalty 6.931472 = -155.428719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.679280 sec): 2 clusters Score: Raw -82.685470 + Penalty 0.000000 = -82.685470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.679463 sec): 2 clusters Score: Raw -82.685470 + Penalty 0.000000 = -82.685470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 170 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.680284 sec): 2 clusters Score: Raw -1352.030291 + Penalty 82.390725 = -1269.639566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.680528 sec): 3 clusters Score: Raw -1382.057107 + Penalty 160.820668 = -1221.236439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.681280 sec): 2 clusters Score: Raw -165.146028 + Penalty 4.290165 = -160.855863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.681470 sec): 3 clusters Score: Raw -162.757087 + Penalty 8.580330 = -154.176757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.682209 sec): 2 clusters Score: Raw -88.866122 + Penalty 0.000000 = -88.866122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.682397 sec): 2 clusters Score: Raw -88.866122 + Penalty 0.000000 = -88.866122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 193 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.683136 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.683317 sec): 2 clusters Score: Raw -81.690921 + Penalty 0.000000 = -81.690921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.684050 sec): 2 clusters Score: Raw -83.467669 + Penalty 0.000000 = -83.467669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.684234 sec): 2 clusters Score: Raw -83.467669 + Penalty 0.000000 = -83.467669 nChanged 0 Deleting Class 74 (9 points): Lose 675.348434 but Gain 1504.438828 Iteration 119Q (54.826307 sec): 59 clusters Score: Raw -2586244.328366 + Penalty 35934.691794 = -2550309.636572 nChanged 47 Deleting Class 130 (11 points): Lose 42.534179 but Gain 747.278232 Iteration 120F (55.604317 sec): 58 clusters Score: Raw -2586261.946277 + Penalty 35201.174532 = -2551060.771745 nChanged 39 Deleting Class 18 (97 points): Lose 572.364207 but Gain 1274.640483 Iteration 121Q (55.722807 sec): 57 clusters Score: Raw -2585720.234480 + Penalty 34073.745500 = -2551646.488980 nChanged 118 Deleting Class 133 (2 points): Lose 20.123637 but Gain 658.247874 Iteration 122Q (55.843330 sec): 56 clusters Score: Raw -2586023.697248 + Penalty 33441.808799 = -2552581.888448 nChanged 41 Deleting Class 49 (90 points): Lose 429.174425 but Gain 1063.765579 Iteration 123Q (55.959859 sec): 55 clusters Score: Raw -2585648.439116 + Penalty 32472.662252 = -2553175.776863 nChanged 118 Deleting Class 78 (10 points): Lose 22.890294 but Gain 648.151759 Iteration 124Q (56.084626 sec): 54 clusters Score: Raw -2585881.917789 + Penalty 31829.131423 = -2554052.786366 nChanged 60 Deleting Class 180 (1 points): Lose 84.294519 but Gain 708.524803 Iteration 125Q (56.202056 sec): 53 clusters Score: Raw -2585851.749444 + Penalty 31090.367100 = -2554761.382344 nChanged 32 Deleting Class 35 (79 points): Lose 335.053590 but Gain 921.871571 Iteration 126Q (56.330244 sec): 52 clusters Score: Raw -2585555.274190 + Penalty 30207.003341 = -2555348.270849 nChanged 104 Deleting Class 55 (122 points): Lose 441.339529 but Gain 1002.178949 Iteration 127Q (56.446019 sec): 51 clusters Score: Raw -2585306.195947 + Penalty 29249.317838 = -2556056.878108 nChanged 162 Deleting Class 63 (11 points): Lose 668.925600 but Gain 1213.496241 Iteration 128Q (56.562279 sec): 50 clusters Score: Raw -2584900.063325 + Penalty 28051.571658 = -2556848.491667 nChanged 87 Deleting Class 79 (5 points): Lose 76.399921 but Gain 612.127258 Iteration 129Q (56.676523 sec): 49 clusters Score: Raw -2584904.699952 + Penalty 27441.749207 = -2557462.950745 nChanged 52 Deleting Class 120 (4 points): Lose 172.948727 but Gain 666.992729 Iteration 130F (57.319704 sec): 48 clusters Score: Raw -2584759.646300 + Penalty 26786.976141 = -2557972.670160 nChanged 35 Deleting Class 56 (47 points): Lose 85.390122 but Gain 571.695984 Iteration 131Q (57.437967 sec): 47 clusters Score: Raw -2584719.501904 + Penalty 26228.328198 = -2558491.173706 nChanged 72 Deleting Class 60 (8 points): Lose 45.092839 but Gain 513.903655 Iteration 132Q (57.553628 sec): 46 clusters Score: Raw -2584738.604804 + Penalty 25712.797526 = -2559025.807279 nChanged 28 Deleting Class 42 (38 points): Lose 86.146116 but Gain 486.999353 Iteration 133Q (57.668013 sec): 45 clusters Score: Raw -2584668.442835 + Penalty 25271.361474 = -2559397.081361 nChanged 53 Deleting Class 11 (14 points): Lose 760.633226 but Gain 1122.696351 Iteration 134Q (57.783079 sec): 44 clusters Score: Raw -2583973.743516 + Penalty 24190.964861 = -2559782.778655 nChanged 32 Deleting Class 67 (115 points): Lose 555.066390 but Gain 884.282566 Iteration 135Q (57.896081 sec): 43 clusters Score: Raw -2583527.379565 + Penalty 23349.911384 = -2560177.468181 nChanged 123 Deleting Class 65 (4 points): Lose 146.427831 but Gain 468.849087 Iteration 136Q (58.010741 sec): 42 clusters Score: Raw -2583626.917110 + Penalty 22881.250637 = -2560745.666473 nChanged 44 Deleting Class 206 (1 points): Lose 34.600368 but Gain 350.846629 Iteration 137Q (58.123852 sec): 41 clusters Score: Raw -2583618.327149 + Penalty 22531.910039 = -2561086.417110 nChanged 37 Deleting Class 54 (261 points): Lose 1160.602394 but Gain 1465.084706 Iteration 138Q (58.235371 sec): 40 clusters Score: Raw -2582473.957669 + Penalty 21249.899779 = -2561224.057890 nChanged 286 Deleting Class 39 (125 points): Lose 709.078939 but Gain 967.137307 Iteration 139Q (58.351281 sec): 39 clusters Score: Raw -2582319.513973 + Penalty 20377.515653 = -2561941.998320 nChanged 207 Deleting Class 59 (293 points): Lose 1050.564621 but Gain 1216.336811 Iteration 140F (58.863802 sec): 38 clusters Score: Raw -2581611.896410 + Penalty 19345.030598 = -2562266.865812 nChanged 361 Deleting Class 169 (1 points): Lose 26.480173 but Gain 120.904474 Iteration 141Q (58.977529 sec): 37 clusters Score: Raw -2582241.932965 + Penalty 19236.039262 = -2563005.893703 nChanged 163 Deleting Class 193 (1 points): Lose 10.779487 but Gain 51.521878 Iteration 142Q (59.088047 sec): 36 clusters Score: Raw -2582336.007473 + Penalty 19220.243714 = -2563115.763759 nChanged 109 Deleting Class 94 (1 points): Lose 15.646343 but Gain 51.521878 Iteration 143Q (59.197292 sec): 35 clusters Score: Raw -2582373.426602 + Penalty 19172.987965 = -2563200.438637 nChanged 70 Deleting Class 150 (3 points): Lose 55.244623 but Gain 82.435004 Iteration 144Q (59.304683 sec): 34 clusters Score: Raw -2582351.049817 + Penalty 19098.931416 = -2563252.118401 nChanged 63 Deleting Class 175 (2 points): Lose 37.528914 but Gain 63.777899 Iteration 145Q (59.410779 sec): 33 clusters Score: Raw -2582344.745180 + Penalty 19044.696085 = -2563300.049095 nChanged 45 Deleting Class 86 (353 points): Lose 484.259484 but Gain 502.870734 Iteration 146Q (59.517115 sec): 32 clusters Score: Raw -2581877.881118 + Penalty 18548.595394 = -2563329.285724 nChanged 390 Deleting Class 167 (2 points): Lose 33.224645 but Gain 51.521878 Iteration 147Q (59.624351 sec): 31 clusters Score: Raw -2582257.921107 + Penalty 18491.693541 = -2563766.227566 nChanged 85 Iteration 148Q (59.726766 sec): 31 clusters Score: Raw -2582271.129479 + Penalty 18494.360108 = -2563776.769371 nChanged 53 Deleting Class 17 (169 points): Lose 684.627051 but Gain 684.643221 Iteration 149Q (59.828948 sec): 30 clusters Score: Raw -2581600.743997 + Penalty 17918.011378 = -2563682.732620 nChanged 230 Iteration 150F (60.277256 sec): 30 clusters Score: Raw -2582145.388494 + Penalty 17935.112127 = -2564210.276367 nChanged 64 Iteration 151Q (60.377898 sec): 30 clusters Score: Raw -2582187.041424 + Penalty 17953.318175 = -2564233.723249 nChanged 58 Iteration 152Q (60.477189 sec): 30 clusters Score: Raw -2582203.443907 + Penalty 17966.389485 = -2564237.054421 nChanged 50 Iteration 153Q (60.576703 sec): 30 clusters Score: Raw -2582220.764627 + Penalty 17980.400227 = -2564240.364400 nChanged 63 Iteration 154Q (60.678213 sec): 30 clusters Score: Raw -2582236.695994 + Penalty 17988.192495 = -2564248.503498 nChanged 63 Iteration 155Q (60.779080 sec): 30 clusters Score: Raw -2582250.515897 + Penalty 17994.212758 = -2564256.303138 nChanged 51 Iteration 156Q (60.880019 sec): 30 clusters Score: Raw -2582263.756425 + Penalty 18003.195745 = -2564260.560680 nChanged 49 Iteration 157Q (60.980083 sec): 30 clusters Score: Raw -2582278.052140 + Penalty 18011.795189 = -2564266.256951 nChanged 46 Iteration 158Q (61.080606 sec): 30 clusters Score: Raw -2582293.962066 + Penalty 18022.178873 = -2564271.783193 nChanged 33 Iteration 159Q (61.179291 sec): 30 clusters Score: Raw -2582307.435226 + Penalty 18033.006911 = -2564274.428314 nChanged 26 Iteration 160F (61.612031 sec): 30 clusters Score: Raw -2582322.176011 + Penalty 18047.750891 = -2564274.425120 nChanged 24 Iteration 161F (62.040272 sec): 30 clusters Score: Raw -2582338.533451 + Penalty 18057.558319 = -2564280.975132 nChanged 29 Iteration 162Q (62.139886 sec): 30 clusters Score: Raw -2582350.819790 + Penalty 18061.227090 = -2564289.592700 nChanged 20 Iteration 163Q (62.240174 sec): 30 clusters Score: Raw -2582359.775559 + Penalty 18064.671770 = -2564295.103789 nChanged 9 Iteration 164Q (62.341905 sec): 30 clusters Score: Raw -2582363.536827 + Penalty 18064.525144 = -2564299.011683 nChanged 7 Iteration 165Q (62.441366 sec): 30 clusters Score: Raw -2582366.298340 + Penalty 18064.071788 = -2564302.226552 nChanged 9 Iteration 166Q (62.541497 sec): 30 clusters Score: Raw -2582369.788015 + Penalty 18068.206141 = -2564301.581874 nChanged 12 Iteration 167F (62.976714 sec): 30 clusters Score: Raw -2582373.482546 + Penalty 18072.266441 = -2564301.216105 nChanged 11 Iteration 168F (63.408380 sec): 30 clusters Score: Raw -2582376.034885 + Penalty 18070.895944 = -2564305.138941 nChanged 6 Iteration 169Q (63.508352 sec): 30 clusters Score: Raw -2582377.298671 + Penalty 18068.412903 = -2564308.885768 nChanged 6 Iteration 170F (63.940891 sec): 30 clusters Score: Raw -2582378.075422 + Penalty 18067.704360 = -2564310.371062 nChanged 4 Iteration 171Q (64.041091 sec): 30 clusters Score: Raw -2582379.451653 + Penalty 18068.824000 = -2564310.627653 nChanged 2 Iteration 172Q (64.142105 sec): 30 clusters Score: Raw -2582379.873220 + Penalty 18069.512009 = -2564310.361211 nChanged 2 Iteration 173F (64.573881 sec): 30 clusters Score: Raw -2582380.908471 + Penalty 18070.317165 = -2564310.591306 nChanged 4 Iteration 174Q (64.675144 sec): 30 clusters Score: Raw -2582381.703792 + Penalty 18068.892636 = -2564312.811156 nChanged 3 Iteration 175Q (64.775119 sec): 30 clusters Score: Raw -2582382.010325 + Penalty 18068.902527 = -2564313.107797 nChanged 1 Iteration 176Q (64.876247 sec): 30 clusters Score: Raw -2582382.092157 + Penalty 18068.902527 = -2564313.189629 nChanged 0 Iteration 177F (65.307064 sec): 30 clusters Score: Raw -2582382.092157 + Penalty 18068.902527 = -2564313.189629 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2582382.092157 + Penalty 18068.902527 = -2564313.189629Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 1 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.370694 sec): 2 clusters Score: Raw -83769.664138 + Penalty 201.608545 = -83568.055593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.372571 sec): 3 clusters Score: Raw -83175.335539 + Penalty 402.912916 = -82772.422623 nChanged 420 SP:Iteration 1F (65.374422 sec): 3 clusters Score: Raw -83457.703699 + Penalty 402.941761 = -83054.761938 nChanged 116 SP:Iteration 2F (65.376275 sec): 3 clusters Score: Raw -83520.992392 + Penalty 403.341991 = -83117.650401 nChanged 71 SP:Iteration 3F (65.378179 sec): 3 clusters Score: Raw -83573.662944 + Penalty 403.737175 = -83169.925769 nChanged 54 SP:Iteration 4F (65.380045 sec): 3 clusters Score: Raw -83601.425393 + Penalty 403.886204 = -83197.539190 nChanged 30 SP:Iteration 5Q (65.381826 sec): 3 clusters Score: Raw -83607.857960 + Penalty 403.939227 = -83203.918733 nChanged 17 SP:Iteration 6Q (65.383604 sec): 3 clusters Score: Raw -83615.885168 + Penalty 404.006405 = -83211.878763 nChanged 24 SP:Iteration 7Q (65.385421 sec): 3 clusters Score: Raw -83624.453233 + Penalty 403.733094 = -83220.720140 nChanged 26 SP:Iteration 8Q (65.387216 sec): 3 clusters Score: Raw -83635.199773 + Penalty 402.252125 = -83232.947648 nChanged 22 SP:Iteration 9Q (65.389006 sec): 3 clusters Score: Raw -83649.905885 + Penalty 400.580654 = -83249.325231 nChanged 27 SP:Iteration 10F (65.390855 sec): 3 clusters Score: Raw -83665.821440 + Penalty 399.578647 = -83266.242793 nChanged 20 SP:Iteration 11Q (65.392601 sec): 3 clusters Score: Raw -83674.975739 + Penalty 399.058450 = -83275.917289 nChanged 16 SP:Iteration 12Q (65.394397 sec): 3 clusters Score: Raw -83680.777280 + Penalty 398.655101 = -83282.122179 nChanged 13 SP:Iteration 13Q (65.396199 sec): 3 clusters Score: Raw -83684.052625 + Penalty 398.872172 = -83285.180453 nChanged 13 SP:Iteration 14Q (65.397965 sec): 3 clusters Score: Raw -83687.746279 + Penalty 399.150151 = -83288.596128 nChanged 12 SP:Iteration 15Q (65.399788 sec): 3 clusters Score: Raw -83692.395210 + Penalty 399.643378 = -83292.751832 nChanged 12 SP:Iteration 16Q (65.401616 sec): 3 clusters Score: Raw -83695.202800 + Penalty 400.339045 = -83294.863755 nChanged 12 SP:Iteration 17Q (65.403469 sec): 3 clusters Score: Raw -83697.975595 + Penalty 400.954956 = -83297.020639 nChanged 13 SP:Iteration 18Q (65.405254 sec): 3 clusters Score: Raw -83700.558529 + Penalty 401.645511 = -83298.913018 nChanged 11 SP:Iteration 19Q (65.407009 sec): 3 clusters Score: Raw -83702.158085 + Penalty 402.075170 = -83300.082915 nChanged 6 SP:Iteration 20F (65.408841 sec): 3 clusters Score: Raw -83703.176986 + Penalty 402.324519 = -83300.852467 nChanged 4 SP:Iteration 21Q (65.410647 sec): 3 clusters Score: Raw -83703.519494 + Penalty 402.631892 = -83300.887602 nChanged 5 SP:Iteration 22Q (65.412475 sec): 3 clusters Score: Raw -83704.012644 + Penalty 402.739401 = -83301.273243 nChanged 2 SP:Iteration 23Q (65.414278 sec): 3 clusters Score: Raw -83704.119172 + Penalty 402.739401 = -83301.379771 nChanged 0 SP:Iteration 24F (65.416144 sec): 3 clusters Score: Raw -83704.119172 + Penalty 402.739401 = -83301.379771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.418060 sec): 2 clusters Score: Raw -25988.108326 + Penalty 317.634194 = -25670.474132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.418773 sec): 3 clusters Score: Raw -25851.979254 + Penalty 636.198941 = -25215.780314 nChanged 93 SP:Iteration 1F (65.419484 sec): 3 clusters Score: Raw -25944.103869 + Penalty 633.233156 = -25310.870713 nChanged 32 SP:Iteration 2F (65.420190 sec): 3 clusters Score: Raw -25989.723799 + Penalty 627.795764 = -25361.928034 nChanged 27 SP:Iteration 3F (65.420889 sec): 3 clusters Score: Raw -26023.830539 + Penalty 622.672902 = -25401.157637 nChanged 12 SP:Iteration 4Q (65.421565 sec): 3 clusters Score: Raw -26037.176993 + Penalty 623.686561 = -25413.490431 nChanged 4 SP:Iteration 5Q (65.422235 sec): 3 clusters Score: Raw -26041.311042 + Penalty 625.413452 = -25415.897589 nChanged 2 SP:Iteration 6Q (65.422902 sec): 3 clusters Score: Raw -26042.760837 + Penalty 625.068549 = -25417.692288 nChanged 2 SP:Iteration 7Q (65.423570 sec): 3 clusters Score: Raw -26044.408054 + Penalty 627.376680 = -25417.031374 nChanged 5 SP:Iteration 8F (65.424287 sec): 3 clusters Score: Raw -26049.797170 + Penalty 630.255419 = -25419.541751 nChanged 3 SP:Iteration 9Q (65.424958 sec): 3 clusters Score: Raw -26051.307143 + Penalty 633.239874 = -25418.067269 nChanged 3 SP:Iteration 10F (65.425685 sec): 3 clusters Score: Raw -26052.818667 + Penalty 633.239874 = -25419.578793 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.428340 sec): 2 clusters Score: Raw -72552.613489 + Penalty 316.215660 = -72236.397829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.429939 sec): 3 clusters Score: Raw -72108.294394 + Penalty 644.287258 = -71464.007136 nChanged 314 SP:Iteration 1F (65.431545 sec): 3 clusters Score: Raw -72355.049561 + Penalty 653.877953 = -71701.171607 nChanged 91 SP:Iteration 2F (65.433096 sec): 3 clusters Score: Raw -72452.977384 + Penalty 651.382524 = -71801.594860 nChanged 61 SP:Iteration 3F (65.434662 sec): 3 clusters Score: Raw -72513.763128 + Penalty 650.452151 = -71863.310977 nChanged 31 SP:Iteration 4Q (65.436160 sec): 3 clusters Score: Raw -72531.385891 + Penalty 648.862241 = -71882.523649 nChanged 11 SP:Iteration 5Q (65.437645 sec): 3 clusters Score: Raw -72536.629320 + Penalty 648.782866 = -71887.846454 nChanged 7 SP:Iteration 6Q (65.439129 sec): 3 clusters Score: Raw -72539.587386 + Penalty 649.034722 = -71890.552664 nChanged 5 SP:Iteration 7Q (65.440623 sec): 3 clusters Score: Raw -72542.318332 + Penalty 650.278850 = -71892.039482 nChanged 4 SP:Iteration 8Q (65.442116 sec): 3 clusters Score: Raw -72544.853326 + Penalty 650.023814 = -71894.829512 nChanged 3 SP:Iteration 9Q (65.443617 sec): 3 clusters Score: Raw -72545.683037 + Penalty 650.023814 = -71895.659223 nChanged 0 SP:Iteration 10F (65.445161 sec): 3 clusters Score: Raw -72545.683037 + Penalty 650.023814 = -71895.659223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.447599 sec): 2 clusters Score: Raw -39250.615287 + Penalty 370.922747 = -38879.692540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.448611 sec): 3 clusters Score: Raw -39071.115270 + Penalty 752.886583 = -38318.228686 nChanged 141 SP:Iteration 1F (65.449545 sec): 3 clusters Score: Raw -39207.617343 + Penalty 775.600437 = -38432.016906 nChanged 45 SP:Iteration 2F (65.450473 sec): 3 clusters Score: Raw -39272.762936 + Penalty 792.788318 = -38479.974618 nChanged 29 SP:Iteration 3F (65.451400 sec): 3 clusters Score: Raw -39302.786682 + Penalty 807.499203 = -38495.287479 nChanged 19 SP:Iteration 4Q (65.452331 sec): 3 clusters Score: Raw -39317.771406 + Penalty 810.655886 = -38507.115520 nChanged 7 SP:Iteration 5Q (65.453235 sec): 3 clusters Score: Raw -39320.027780 + Penalty 813.850132 = -38506.177648 nChanged 5 SP:Iteration 6F (65.454161 sec): 3 clusters Score: Raw -39322.295772 + Penalty 816.318560 = -38505.977211 nChanged 2 SP:Iteration 7F (65.455088 sec): 3 clusters Score: Raw -39323.215550 + Penalty 817.235931 = -38505.979620 nChanged 3 SP:Iteration 8Q (65.455985 sec): 3 clusters Score: Raw -39326.068612 + Penalty 820.357524 = -38505.711087 nChanged 3 SP:Iteration 9F (65.456929 sec): 3 clusters Score: Raw -39328.102948 + Penalty 820.357524 = -38507.745424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 5 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.458300 sec): 2 clusters Score: Raw -31454.452418 + Penalty 270.446317 = -31184.006101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.459123 sec): 3 clusters Score: Raw -31250.549353 + Penalty 539.887278 = -30710.662076 nChanged 139 SP:Iteration 1F (65.459932 sec): 3 clusters Score: Raw -31333.054387 + Penalty 539.280264 = -30793.774123 nChanged 42 SP:Iteration 2F (65.460739 sec): 3 clusters Score: Raw -31351.733959 + Penalty 539.740837 = -30811.993123 nChanged 16 SP:Iteration 3Q (65.461556 sec): 3 clusters Score: Raw -31356.358550 + Penalty 540.712248 = -30815.646302 nChanged 7 SP:Iteration 4Q (65.462388 sec): 3 clusters Score: Raw -31359.464484 + Penalty 543.172234 = -30816.292249 nChanged 11 SP:Iteration 5Q (65.463278 sec): 3 clusters Score: Raw -31364.857633 + Penalty 546.341242 = -30818.516391 nChanged 13 SP:Iteration 6Q (65.464114 sec): 3 clusters Score: Raw -31373.856346 + Penalty 549.920939 = -30823.935407 nChanged 11 SP:Iteration 7Q (65.464951 sec): 3 clusters Score: Raw -31386.640891 + Penalty 547.963089 = -30838.677802 nChanged 10 SP:Iteration 8Q (65.465787 sec): 3 clusters Score: Raw -31404.394262 + Penalty 546.694515 = -30857.699747 nChanged 7 SP:Iteration 9Q (65.466585 sec): 3 clusters Score: Raw -31414.384175 + Penalty 548.332717 = -30866.051458 nChanged 6 SP:Iteration 10F (65.467390 sec): 3 clusters Score: Raw -31425.542591 + Penalty 550.183732 = -30875.358859 nChanged 10 SP:Iteration 11Q (65.468161 sec): 3 clusters Score: Raw -31433.367235 + Penalty 550.654977 = -30882.712258 nChanged 7 SP:Iteration 12Q (65.468917 sec): 3 clusters Score: Raw -31437.468491 + Penalty 555.125025 = -30882.343465 nChanged 6 SP:Iteration 13F (65.469725 sec): 3 clusters Score: Raw -31440.650879 + Penalty 560.271026 = -30880.379854 nChanged 4 SP:Iteration 14F (65.470549 sec): 3 clusters Score: Raw -31442.607847 + Penalty 562.655044 = -30879.952803 nChanged 4 SP:Iteration 15F (65.471356 sec): 3 clusters Score: Raw -31444.538673 + Penalty 570.158258 = -30874.380414 nChanged 6 SP:Iteration 16F (65.472164 sec): 3 clusters Score: Raw -31447.137787 + Penalty 579.715910 = -30867.421877 nChanged 4 SP:Iteration 17F (65.472969 sec): 3 clusters Score: Raw -31449.150974 + Penalty 583.752445 = -30865.398530 nChanged 6 SP:Iteration 18F (65.473772 sec): 3 clusters Score: Raw -31451.497981 + Penalty 582.886812 = -30868.611169 nChanged 3 SP:Iteration 19Q (65.474501 sec): 3 clusters Score: Raw -31453.226784 + Penalty 582.218092 = -30871.008692 nChanged 4 SP:Iteration 20F (65.475329 sec): 3 clusters Score: Raw -31455.141319 + Penalty 582.087485 = -30873.053835 nChanged 5 SP:Iteration 21Q (65.476081 sec): 3 clusters Score: Raw -31458.468240 + Penalty 584.320506 = -30874.147734 nChanged 3 SP:Iteration 22Q (65.476816 sec): 3 clusters Score: Raw -31460.602904 + Penalty 592.523874 = -30868.079030 nChanged 2 SP:Iteration 23F (65.477659 sec): 3 clusters Score: Raw -31463.504918 + Penalty 593.514363 = -30869.990555 nChanged 1 SP:Iteration 24Q (65.478401 sec): 3 clusters Score: Raw -31463.742045 + Penalty 596.603468 = -30867.138577 nChanged 1 SP:Iteration 25F (65.479236 sec): 3 clusters Score: Raw -31463.785664 + Penalty 610.378639 = -30853.407025 nChanged 2 SP:Iteration 26F (65.480076 sec): 3 clusters Score: Raw -31464.794186 + Penalty 622.643234 = -30842.150952 nChanged 3 SP:Iteration 27F (65.480890 sec): 3 clusters Score: Raw -31466.934188 + Penalty 644.992468 = -30821.941720 nChanged 3 SP:Iteration 28F (65.481694 sec): 3 clusters Score: Raw -31469.833486 + Penalty 721.765449 = -30748.068037 nChanged 4 SP:Iteration 29F (65.482499 sec): 3 clusters Score: Raw -31479.827361 + Penalty 721.765449 = -30758.061912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.483388 sec): 2 clusters Score: Raw -14749.045608 + Penalty 201.262365 = -14547.783243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.483888 sec): 3 clusters Score: Raw -14681.458243 + Penalty 438.363438 = -14243.094805 nChanged 67 SP:Iteration 1F (65.484400 sec): 3 clusters Score: Raw -14770.748001 + Penalty 537.351721 = -14233.396280 nChanged 28 SP:Iteration 2F (65.484896 sec): 3 clusters Score: Raw -14817.404301 + Penalty 576.223251 = -14241.181050 nChanged 6 SP:Iteration 3Q (65.485359 sec): 3 clusters Score: Raw -14830.936177 + Penalty 586.051138 = -14244.885039 nChanged 1 SP:Iteration 4Q (65.485805 sec): 3 clusters Score: Raw -14831.491481 + Penalty 589.898397 = -14241.593083 nChanged 2 SP:Iteration 5F (65.486295 sec): 3 clusters Score: Raw -14838.597046 + Penalty 599.910860 = -14238.686186 nChanged 1 SP:Iteration 6F (65.486808 sec): 3 clusters Score: Raw -14840.304754 + Penalty 599.910860 = -14240.393894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 7 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.487551 sec): 2 clusters Score: Raw -3637.050627 + Penalty 100.567815 = -3536.482812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.487876 sec): 3 clusters Score: Raw -3950.158040 + Penalty 261.771231 = -3688.386809 nChanged 21 SP:Iteration 1F (65.488196 sec): 3 clusters Score: Raw -4085.281814 + Penalty 256.134758 = -3829.147057 nChanged 4 SP:Iteration 2F (65.488516 sec): 3 clusters Score: Raw -4153.253602 + Penalty 234.392654 = -3918.860948 nChanged 3 SP:Iteration 3Q (65.488817 sec): 3 clusters Score: Raw -4210.732548 + Penalty 223.965525 = -3986.767023 nChanged 2 SP:Iteration 4Q (65.489112 sec): 3 clusters Score: Raw -4233.001584 + Penalty 215.945165 = -4017.056419 nChanged 2 SP:Iteration 5Q (65.489408 sec): 3 clusters Score: Raw -4248.558046 + Penalty 215.945165 = -4032.612881 nChanged 0 SP:Iteration 6F (65.489727 sec): 3 clusters Score: Raw -4248.558046 + Penalty 215.945165 = -4032.612881 nChanged 0 Score: Raw -2595139.873462 + Penalty 18355.857120 = -2576784.016342 Splitting cluster 7 changes total score from -2564313.189629 to -2576784.016342 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.933882 sec): 2 clusters Score: Raw -196479.867743 + Penalty 350.067964 = -196129.799779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.937886 sec): 3 clusters Score: Raw -195140.644323 + Penalty 700.233284 = -194440.411038 nChanged 955 SP:Iteration 1F (65.941849 sec): 3 clusters Score: Raw -195811.272859 + Penalty 697.144237 = -195114.128622 nChanged 216 SP:Iteration 2F (65.945842 sec): 3 clusters Score: Raw -196033.115646 + Penalty 694.434801 = -195338.680845 nChanged 187 SP:Iteration 3F (65.949839 sec): 3 clusters Score: Raw -196189.546532 + Penalty 692.462067 = -195497.084465 nChanged 111 SP:Iteration 4F (65.953756 sec): 3 clusters Score: Raw -196244.566469 + Penalty 690.880397 = -195553.686072 nChanged 67 SP:Iteration 5Q (65.957649 sec): 3 clusters Score: Raw -196269.943197 + Penalty 689.659979 = -195580.283218 nChanged 46 SP:Iteration 6Q (65.961600 sec): 3 clusters Score: Raw -196284.967675 + Penalty 689.176994 = -195595.790682 nChanged 34 SP:Iteration 7Q (65.965467 sec): 3 clusters Score: Raw -196294.862965 + Penalty 689.020627 = -195605.842339 nChanged 32 SP:Iteration 8Q (65.969236 sec): 3 clusters Score: Raw -196306.055037 + Penalty 689.127646 = -195616.927390 nChanged 31 SP:Iteration 9Q (65.973100 sec): 3 clusters Score: Raw -196315.544723 + Penalty 689.810243 = -195625.734480 nChanged 31 SP:Iteration 10F (65.977298 sec): 3 clusters Score: Raw -196326.244545 + Penalty 690.166920 = -195636.077626 nChanged 21 SP:Iteration 11Q (65.981043 sec): 3 clusters Score: Raw -196330.987636 + Penalty 690.589291 = -195640.398344 nChanged 17 SP:Iteration 12Q (65.984856 sec): 3 clusters Score: Raw -196334.405771 + Penalty 690.753106 = -195643.652665 nChanged 18 SP:Iteration 13Q (65.988677 sec): 3 clusters Score: Raw -196337.112212 + Penalty 690.835959 = -195646.276253 nChanged 16 SP:Iteration 14Q (65.992508 sec): 3 clusters Score: Raw -196339.227593 + Penalty 691.080236 = -195648.147356 nChanged 19 SP:Iteration 15Q (65.996245 sec): 3 clusters Score: Raw -196341.001202 + Penalty 691.122934 = -195649.878267 nChanged 9 SP:Iteration 16Q (66.000028 sec): 3 clusters Score: Raw -196341.595915 + Penalty 691.082404 = -195650.513510 nChanged 7 SP:Iteration 17Q (66.003739 sec): 3 clusters Score: Raw -196342.123374 + Penalty 691.203618 = -195650.919756 nChanged 4 SP:Iteration 18Q (66.007480 sec): 3 clusters Score: Raw -196342.288103 + Penalty 690.933669 = -195651.354434 nChanged 5 SP:Iteration 19Q (66.011523 sec): 3 clusters Score: Raw -196342.609347 + Penalty 691.131225 = -195651.478121 nChanged 4 SP:Iteration 20F (66.015727 sec): 3 clusters Score: Raw -196342.834991 + Penalty 690.783419 = -195652.051572 nChanged 6 SP:Iteration 21Q (66.019450 sec): 3 clusters Score: Raw -196343.569025 + Penalty 690.504398 = -195653.064627 nChanged 10 SP:Iteration 22Q (66.023185 sec): 3 clusters Score: Raw -196345.112178 + Penalty 690.029376 = -195655.082801 nChanged 15 SP:Iteration 23Q (66.026857 sec): 3 clusters Score: Raw -196348.274882 + Penalty 690.178005 = -195658.096878 nChanged 19 SP:Iteration 24Q (66.030625 sec): 3 clusters Score: Raw -196352.063420 + Penalty 689.711010 = -195662.352411 nChanged 15 SP:Iteration 25Q (66.034414 sec): 3 clusters Score: Raw -196355.026871 + Penalty 689.142752 = -195665.884119 nChanged 14 SP:Iteration 26Q (66.038141 sec): 3 clusters Score: Raw -196358.438077 + Penalty 687.357418 = -195671.080659 nChanged 16 SP:Iteration 27Q (66.041879 sec): 3 clusters Score: Raw -196361.887275 + Penalty 685.370995 = -195676.516281 nChanged 19 SP:Iteration 28Q (66.045535 sec): 3 clusters Score: Raw -196366.373081 + Penalty 683.637251 = -195682.735830 nChanged 21 SP:Iteration 29Q (66.049291 sec): 3 clusters Score: Raw -196371.407277 + Penalty 682.475515 = -195688.931762 nChanged 29 SP:Iteration 30F (66.053200 sec): 3 clusters Score: Raw -196380.652060 + Penalty 681.207774 = -195699.444286 nChanged 28 SP:Iteration 31Q (66.056864 sec): 3 clusters Score: Raw -196386.751384 + Penalty 681.121362 = -195705.630023 nChanged 17 SP:Iteration 32Q (66.060579 sec): 3 clusters Score: Raw -196391.287448 + Penalty 681.043633 = -195710.243815 nChanged 25 SP:Iteration 33Q (66.064523 sec): 3 clusters Score: Raw -196400.721049 + Penalty 681.434011 = -195719.287039 nChanged 27 SP:Iteration 34Q (66.068312 sec): 3 clusters Score: Raw -196410.745850 + Penalty 682.509257 = -195728.236593 nChanged 27 SP:Iteration 35Q (66.071994 sec): 3 clusters Score: Raw -196417.723433 + Penalty 682.134762 = -195735.588671 nChanged 19 SP:Iteration 36Q (66.075630 sec): 3 clusters Score: Raw -196422.059946 + Penalty 684.062001 = -195737.997944 nChanged 18 SP:Iteration 37Q (66.079197 sec): 3 clusters Score: Raw -196426.638946 + Penalty 684.980769 = -195741.658177 nChanged 24 SP:Iteration 38Q (66.082709 sec): 3 clusters Score: Raw -196434.921478 + Penalty 685.695456 = -195749.226022 nChanged 24 SP:Iteration 39Q (66.086246 sec): 3 clusters Score: Raw -196441.676674 + Penalty 686.963355 = -195754.713319 nChanged 18 SP:Iteration 40F (66.090185 sec): 3 clusters Score: Raw -196447.431476 + Penalty 684.310892 = -195763.120584 nChanged 21 SP:Iteration 41Q (66.093651 sec): 3 clusters Score: Raw -196457.043553 + Penalty 684.438411 = -195772.605142 nChanged 24 SP:Iteration 42Q (66.097131 sec): 3 clusters Score: Raw -196467.446079 + Penalty 686.769279 = -195780.676800 nChanged 23 SP:Iteration 43Q (66.100534 sec): 3 clusters Score: Raw -196480.659224 + Penalty 686.382565 = -195794.276659 nChanged 23 SP:Iteration 44Q (66.103920 sec): 3 clusters Score: Raw -196491.873335 + Penalty 687.042620 = -195804.830716 nChanged 24 SP:Iteration 45Q (66.107436 sec): 3 clusters Score: Raw -196502.236109 + Penalty 690.700122 = -195811.535987 nChanged 18 SP:Iteration 46Q (66.110829 sec): 3 clusters Score: Raw -196511.108814 + Penalty 697.516061 = -195813.592753 nChanged 12 SP:Iteration 47Q (66.114165 sec): 3 clusters Score: Raw -196516.765642 + Penalty 701.342519 = -195815.423124 nChanged 10 SP:Iteration 48Q (66.117631 sec): 3 clusters Score: Raw -196521.986662 + Penalty 702.207767 = -195819.778895 nChanged 4 SP:Iteration 49Q (66.120942 sec): 3 clusters Score: Raw -196523.153085 + Penalty 703.408657 = -195819.744429 nChanged 1 SP:Iteration 50F (66.124877 sec): 3 clusters Score: Raw -196523.164922 + Penalty 704.084244 = -195819.080678 nChanged 1 SP:Iteration 51F (66.128815 sec): 3 clusters Score: Raw -196523.731523 + Penalty 706.656653 = -195817.074870 nChanged 2 SP:Iteration 52F (66.132766 sec): 3 clusters Score: Raw -196524.476899 + Penalty 707.180179 = -195817.296720 nChanged 2 SP:Iteration 53Q (66.136025 sec): 3 clusters Score: Raw -196525.347130 + Penalty 708.977554 = -195816.369576 nChanged 2 SP:Iteration 54F (66.139993 sec): 3 clusters Score: Raw -196525.873990 + Penalty 711.768803 = -195814.105187 nChanged 3 SP:Iteration 55F (66.143988 sec): 3 clusters Score: Raw -196526.407496 + Penalty 712.508479 = -195813.899018 nChanged 1 SP:Iteration 56F (66.147961 sec): 3 clusters Score: Raw -196526.483394 + Penalty 712.508479 = -195813.974915 nChanged 0 Memory request: 0.04 GB would take us to total of 0.31 GB. Trying to split cluster 9 (8100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.185446 sec): 2 clusters Score: Raw -690808.769306 + Penalty 287.139640 = -690521.629666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.200310 sec): 3 clusters Score: Raw -685507.837355 + Penalty 580.298563 = -684927.538792 nChanged 3841 SP:Iteration 1F (66.215160 sec): 3 clusters Score: Raw -688640.448435 + Penalty 576.971721 = -688063.476714 nChanged 707 SP:Iteration 2F (66.230122 sec): 3 clusters Score: Raw -688825.288182 + Penalty 575.114212 = -688250.173970 nChanged 235 SP:Iteration 3Q (66.245051 sec): 3 clusters Score: Raw -688913.643984 + Penalty 574.561413 = -688339.082571 nChanged 178 SP:Iteration 4Q (66.259846 sec): 3 clusters Score: Raw -688981.082876 + Penalty 574.407282 = -688406.675594 nChanged 137 SP:Iteration 5Q (66.274683 sec): 3 clusters Score: Raw -689025.041648 + Penalty 574.284962 = -688450.756687 nChanged 135 SP:Iteration 6Q (66.289990 sec): 3 clusters Score: Raw -689073.011279 + Penalty 574.516692 = -688498.494587 nChanged 198 SP:Iteration 7Q (66.304837 sec): 3 clusters Score: Raw -689182.948022 + Penalty 575.601317 = -688607.346705 nChanged 230 SP:Iteration 8Q (66.320707 sec): 3 clusters Score: Raw -689303.029948 + Penalty 576.960001 = -688726.069947 nChanged 250 SP:Iteration 9Q (66.335751 sec): 3 clusters Score: Raw -689435.917425 + Penalty 579.488283 = -688856.429141 nChanged 281 SP:Iteration 10F (66.350651 sec): 3 clusters Score: Raw -689609.307230 + Penalty 580.922474 = -689028.384755 nChanged 287 SP:Iteration 11Q (66.365566 sec): 3 clusters Score: Raw -689834.357397 + Penalty 581.651696 = -689252.705701 nChanged 297 SP:Iteration 12Q (66.380682 sec): 3 clusters Score: Raw -690084.925679 + Penalty 578.148325 = -689506.777354 nChanged 238 SP:Iteration 13Q (66.395581 sec): 3 clusters Score: Raw -690252.261930 + Penalty 574.552985 = -689677.708946 nChanged 179 SP:Iteration 14Q (66.409799 sec): 3 clusters Score: Raw -690340.474543 + Penalty 572.714055 = -689767.760488 nChanged 118 SP:Iteration 15Q (66.423305 sec): 3 clusters Score: Raw -690375.686369 + Penalty 571.461269 = -689804.225099 nChanged 80 SP:Iteration 16Q (66.436290 sec): 3 clusters Score: Raw -690392.326440 + Penalty 569.991462 = -689822.334979 nChanged 66 SP:Iteration 17Q (66.449519 sec): 3 clusters Score: Raw -690406.166899 + Penalty 569.097105 = -689837.069794 nChanged 52 SP:Iteration 18Q (66.462679 sec): 3 clusters Score: Raw -690417.962047 + Penalty 568.110651 = -689849.851396 nChanged 51 SP:Iteration 19Q (66.475531 sec): 3 clusters Score: Raw -690428.620124 + Penalty 567.436457 = -689861.183667 nChanged 39 SP:Iteration 20F (66.490265 sec): 3 clusters Score: Raw -690434.990267 + Penalty 567.262777 = -689867.727489 nChanged 41 SP:Iteration 21Q (66.502950 sec): 3 clusters Score: Raw -690438.967588 + Penalty 566.143040 = -689872.824548 nChanged 30 SP:Iteration 22Q (66.515919 sec): 3 clusters Score: Raw -690441.497240 + Penalty 565.236250 = -689876.260990 nChanged 24 SP:Iteration 23Q (66.528967 sec): 3 clusters Score: Raw -690443.956960 + Penalty 564.961894 = -689878.995067 nChanged 24 SP:Iteration 24Q (66.541719 sec): 3 clusters Score: Raw -690446.055315 + Penalty 565.740443 = -689880.314872 nChanged 21 SP:Iteration 25Q (66.554400 sec): 3 clusters Score: Raw -690448.838923 + Penalty 565.605784 = -689883.233138 nChanged 30 SP:Iteration 26Q (66.567315 sec): 3 clusters Score: Raw -690452.631810 + Penalty 564.797190 = -689887.834621 nChanged 29 SP:Iteration 27Q (66.580316 sec): 3 clusters Score: Raw -690456.491537 + Penalty 563.677393 = -689892.814144 nChanged 25 SP:Iteration 28Q (66.593023 sec): 3 clusters Score: Raw -690462.033758 + Penalty 563.319625 = -689898.714133 nChanged 31 SP:Iteration 29Q (66.605652 sec): 3 clusters Score: Raw -690468.651747 + Penalty 561.552773 = -689907.098974 nChanged 31 SP:Iteration 30F (66.620513 sec): 3 clusters Score: Raw -690474.833318 + Penalty 561.123446 = -689913.709872 nChanged 34 SP:Iteration 31Q (66.633685 sec): 3 clusters Score: Raw -690479.819449 + Penalty 560.802581 = -689919.016868 nChanged 43 SP:Iteration 32Q (66.646605 sec): 3 clusters Score: Raw -690487.299643 + Penalty 561.737684 = -689925.561959 nChanged 43 SP:Iteration 33Q (66.663289 sec): 3 clusters Score: Raw -690494.535063 + Penalty 561.812885 = -689932.722178 nChanged 35 SP:Iteration 34Q (66.683278 sec): 3 clusters Score: Raw -690500.720092 + Penalty 560.188688 = -689940.531404 nChanged 41 SP:Iteration 35Q (66.696220 sec): 3 clusters Score: Raw -690511.501869 + Penalty 559.016517 = -689952.485352 nChanged 50 SP:Iteration 36Q (66.709013 sec): 3 clusters Score: Raw -690526.161105 + Penalty 557.050501 = -689969.110604 nChanged 59 SP:Iteration 37Q (66.721773 sec): 3 clusters Score: Raw -690550.200616 + Penalty 558.317966 = -689991.882650 nChanged 52 SP:Iteration 38Q (66.734662 sec): 3 clusters Score: Raw -690568.453790 + Penalty 557.728392 = -690010.725398 nChanged 48 SP:Iteration 39Q (66.747437 sec): 3 clusters Score: Raw -690581.210003 + Penalty 559.436117 = -690021.773885 nChanged 44 SP:Iteration 40F (66.762404 sec): 3 clusters Score: Raw -690595.940012 + Penalty 558.965950 = -690036.974062 nChanged 44 SP:Iteration 41Q (66.774869 sec): 3 clusters Score: Raw -690612.369522 + Penalty 557.439686 = -690054.929836 nChanged 34 SP:Iteration 42Q (66.787552 sec): 3 clusters Score: Raw -690623.155555 + Penalty 555.321817 = -690067.833738 nChanged 43 SP:Iteration 43Q (66.800072 sec): 3 clusters Score: Raw -690635.524750 + Penalty 554.979925 = -690080.544826 nChanged 34 SP:Iteration 44Q (66.812554 sec): 3 clusters Score: Raw -690643.704783 + Penalty 553.086293 = -690090.618489 nChanged 37 SP:Iteration 45Q (66.824883 sec): 3 clusters Score: Raw -690652.547223 + Penalty 553.674366 = -690098.872857 nChanged 34 SP:Iteration 46Q (66.837399 sec): 3 clusters Score: Raw -690658.515819 + Penalty 553.666590 = -690104.849229 nChanged 31 SP:Iteration 47Q (66.849726 sec): 3 clusters Score: Raw -690664.047488 + Penalty 552.431003 = -690111.616485 nChanged 41 SP:Iteration 48Q (66.861965 sec): 3 clusters Score: Raw -690671.712911 + Penalty 552.335275 = -690119.377635 nChanged 38 SP:Iteration 49Q (66.874168 sec): 3 clusters Score: Raw -690679.238970 + Penalty 551.845059 = -690127.393911 nChanged 26 SP:Iteration 50F (66.889013 sec): 3 clusters Score: Raw -690683.705203 + Penalty 552.448937 = -690131.256266 nChanged 24 SP:Iteration 51Q (66.901280 sec): 3 clusters Score: Raw -690687.032379 + Penalty 552.520928 = -690134.511451 nChanged 18 SP:Iteration 52Q (66.913415 sec): 3 clusters Score: Raw -690689.132701 + Penalty 553.091137 = -690136.041564 nChanged 20 SP:Iteration 53Q (66.925651 sec): 3 clusters Score: Raw -690691.846340 + Penalty 551.065410 = -690140.780930 nChanged 20 SP:Iteration 54Q (66.938128 sec): 3 clusters Score: Raw -690695.517805 + Penalty 551.278434 = -690144.239371 nChanged 21 SP:Iteration 55Q (66.950360 sec): 3 clusters Score: Raw -690699.689036 + Penalty 549.790080 = -690149.898957 nChanged 15 SP:Iteration 56Q (66.962444 sec): 3 clusters Score: Raw -690702.504444 + Penalty 548.822955 = -690153.681489 nChanged 11 SP:Iteration 57Q (66.974599 sec): 3 clusters Score: Raw -690704.650356 + Penalty 546.201311 = -690158.449045 nChanged 13 SP:Iteration 58Q (66.987032 sec): 3 clusters Score: Raw -690706.718572 + Penalty 546.329960 = -690160.388613 nChanged 11 SP:Iteration 59Q (66.999231 sec): 3 clusters Score: Raw -690708.287020 + Penalty 547.040026 = -690161.246994 nChanged 10 SP:Iteration 60F (67.013973 sec): 3 clusters Score: Raw -690709.760456 + Penalty 547.628714 = -690162.131742 nChanged 9 SP:Iteration 61Q (67.026026 sec): 3 clusters Score: Raw -690710.753279 + Penalty 548.502143 = -690162.251137 nChanged 11 SP:Iteration 62Q (67.038245 sec): 3 clusters Score: Raw -690712.511379 + Penalty 549.759634 = -690162.751746 nChanged 11 SP:Iteration 63Q (67.050357 sec): 3 clusters Score: Raw -690714.414220 + Penalty 551.290518 = -690163.123702 nChanged 13 SP:Iteration 64Q (67.062342 sec): 3 clusters Score: Raw -690716.884597 + Penalty 551.889465 = -690164.995132 nChanged 19 SP:Iteration 65Q (67.074310 sec): 3 clusters Score: Raw -690720.458593 + Penalty 552.395192 = -690168.063401 nChanged 17 SP:Iteration 66Q (67.086381 sec): 3 clusters Score: Raw -690723.441927 + Penalty 552.079363 = -690171.362564 nChanged 13 SP:Iteration 67Q (67.098415 sec): 3 clusters Score: Raw -690725.254595 + Penalty 551.862200 = -690173.392395 nChanged 10 SP:Iteration 68Q (67.110532 sec): 3 clusters Score: Raw -690726.606613 + Penalty 550.841773 = -690175.764839 nChanged 9 SP:Iteration 69Q (67.122422 sec): 3 clusters Score: Raw -690727.890345 + Penalty 551.465200 = -690176.425145 nChanged 8 SP:Iteration 70F (67.137099 sec): 3 clusters Score: Raw -690729.056302 + Penalty 551.682400 = -690177.373902 nChanged 8 SP:Iteration 71Q (67.149070 sec): 3 clusters Score: Raw -690730.546842 + Penalty 552.019836 = -690178.527006 nChanged 15 SP:Iteration 72Q (67.160964 sec): 3 clusters Score: Raw -690734.098242 + Penalty 551.628325 = -690182.469917 nChanged 17 SP:Iteration 73Q (67.172911 sec): 3 clusters Score: Raw -690738.122341 + Penalty 551.927902 = -690186.194439 nChanged 19 SP:Iteration 74Q (67.184778 sec): 3 clusters Score: Raw -690744.877978 + Penalty 553.134566 = -690191.743412 nChanged 18 SP:Iteration 75Q (67.196730 sec): 3 clusters Score: Raw -690749.616177 + Penalty 550.414114 = -690199.202063 nChanged 15 SP:Iteration 76Q (67.208508 sec): 3 clusters Score: Raw -690753.235536 + Penalty 551.115210 = -690202.120326 nChanged 22 SP:Iteration 77Q (67.220265 sec): 3 clusters Score: Raw -690761.373570 + Penalty 550.552305 = -690210.821265 nChanged 22 SP:Iteration 78Q (67.231996 sec): 3 clusters Score: Raw -690768.378343 + Penalty 554.136534 = -690214.241809 nChanged 15 SP:Iteration 79Q (67.243839 sec): 3 clusters Score: Raw -690772.683400 + Penalty 548.383704 = -690224.299695 nChanged 19 SP:Iteration 80F (67.258461 sec): 3 clusters Score: Raw -690779.111676 + Penalty 550.392411 = -690228.719265 nChanged 21 SP:Iteration 81Q (67.270339 sec): 3 clusters Score: Raw -690789.179803 + Penalty 554.167183 = -690235.012620 nChanged 13 SP:Iteration 82Q (67.282012 sec): 3 clusters Score: Raw -690795.909299 + Penalty 557.519423 = -690238.389877 nChanged 14 SP:Iteration 83Q (67.293730 sec): 3 clusters Score: Raw -690802.520381 + Penalty 559.140342 = -690243.380039 nChanged 12 SP:Iteration 84Q (67.305336 sec): 3 clusters Score: Raw -690806.599503 + Penalty 563.478663 = -690243.120840 nChanged 13 SP:Iteration 85F (67.320112 sec): 3 clusters Score: Raw -690811.812543 + Penalty 566.795769 = -690245.016774 nChanged 17 SP:Iteration 86Q (67.331873 sec): 3 clusters Score: Raw -690820.492762 + Penalty 574.947582 = -690245.545180 nChanged 17 SP:Iteration 87Q (67.343605 sec): 3 clusters Score: Raw -690830.008574 + Penalty 576.372749 = -690253.635825 nChanged 13 SP:Iteration 88Q (67.355282 sec): 3 clusters Score: Raw -690835.793524 + Penalty 577.048552 = -690258.744972 nChanged 11 SP:Iteration 89Q (67.366894 sec): 3 clusters Score: Raw -690839.630666 + Penalty 583.166432 = -690256.464235 nChanged 4 SP:Iteration 90F (67.381414 sec): 3 clusters Score: Raw -690841.067694 + Penalty 587.277338 = -690253.790356 nChanged 5 SP:Iteration 91F (67.396232 sec): 3 clusters Score: Raw -690842.542437 + Penalty 587.479962 = -690255.062475 nChanged 3 SP:Iteration 92Q (67.407714 sec): 3 clusters Score: Raw -690843.104028 + Penalty 592.414937 = -690250.689091 nChanged 1 SP:Iteration 93F (67.422344 sec): 3 clusters Score: Raw -690843.395637 + Penalty 592.770906 = -690250.624731 nChanged 1 SP:Iteration 94F (67.437194 sec): 3 clusters Score: Raw -690843.694980 + Penalty 592.770906 = -690250.924074 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.445992 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.448660 sec): 3 clusters Score: Raw -118766.550991 + Penalty 119.110007 = -118647.440984 nChanged 627 SP:Iteration 1F (67.451240 sec): 3 clusters Score: Raw -119409.705091 + Penalty 118.243956 = -119291.461135 nChanged 91 SP:Iteration 2F (67.453861 sec): 3 clusters Score: Raw -119466.830418 + Penalty 118.785915 = -119348.044503 nChanged 40 SP:Iteration 3Q (67.456256 sec): 3 clusters Score: Raw -119479.668633 + Penalty 118.615970 = -119361.052663 nChanged 31 SP:Iteration 4Q (67.458664 sec): 3 clusters Score: Raw -119489.091853 + Penalty 118.497343 = -119370.594510 nChanged 29 SP:Iteration 5Q (67.461029 sec): 3 clusters Score: Raw -119499.514108 + Penalty 116.465587 = -119383.048521 nChanged 24 SP:Iteration 6Q (67.463383 sec): 3 clusters Score: Raw -119507.241920 + Penalty 116.941811 = -119390.300108 nChanged 18 SP:Iteration 7Q (67.465722 sec): 3 clusters Score: Raw -119511.622139 + Penalty 116.956188 = -119394.665951 nChanged 11 SP:Iteration 8Q (67.468057 sec): 3 clusters Score: Raw -119512.510354 + Penalty 117.406890 = -119395.103464 nChanged 9 SP:Iteration 9Q (67.470308 sec): 3 clusters Score: Raw -119512.992859 + Penalty 117.990884 = -119395.001975 nChanged 10 SP:Iteration 10F (67.472810 sec): 3 clusters Score: Raw -119514.168621 + Penalty 114.636487 = -119399.532135 nChanged 8 SP:Iteration 11Q (67.475162 sec): 3 clusters Score: Raw -119515.044267 + Penalty 114.482878 = -119400.561389 nChanged 12 SP:Iteration 12Q (67.477457 sec): 3 clusters Score: Raw -119516.838322 + Penalty 115.518923 = -119401.319399 nChanged 14 SP:Iteration 13Q (67.479725 sec): 3 clusters Score: Raw -119519.311694 + Penalty 116.832098 = -119402.479596 nChanged 17 SP:Iteration 14Q (67.481951 sec): 3 clusters Score: Raw -119521.809714 + Penalty 116.097730 = -119405.711984 nChanged 20 SP:Iteration 15Q (67.484195 sec): 3 clusters Score: Raw -119526.949191 + Penalty 118.532088 = -119408.417103 nChanged 27 SP:Iteration 16Q (67.486564 sec): 3 clusters Score: Raw -119540.636644 + Penalty 127.025476 = -119413.611168 nChanged 37 SP:Iteration 17Q (67.489136 sec): 3 clusters Score: Raw -119566.780523 + Penalty 151.168593 = -119415.611930 nChanged 37 SP:Iteration 18Q (67.491723 sec): 3 clusters Score: Raw -119603.456112 + Penalty 653.376405 = -118950.079707 nChanged 27 SP:Iteration 19F (67.494583 sec): 3 clusters Score: Raw -119634.174547 + Penalty 868.376962 = -118765.797585 nChanged 1 SP:Iteration 20F (67.497354 sec): 3 clusters Score: Raw -119632.840976 + Penalty 60.513550 = -119572.327425 nChanged 1 SP:Iteration 21Q (67.499533 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 SP:Iteration 22F (67.501787 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.513212 sec): 2 clusters Score: Raw -194866.087518 + Penalty 143.699545 = -194722.387973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.518006 sec): 3 clusters Score: Raw -193418.520628 + Penalty 289.812246 = -193128.708381 nChanged 1063 SP:Iteration 1F (67.522528 sec): 3 clusters Score: Raw -194424.709647 + Penalty 290.375644 = -194134.334003 nChanged 163 SP:Iteration 2F (67.527051 sec): 3 clusters Score: Raw -194519.788422 + Penalty 290.079296 = -194229.709126 nChanged 84 SP:Iteration 3Q (67.531477 sec): 3 clusters Score: Raw -194548.586732 + Penalty 289.917972 = -194258.668760 nChanged 47 SP:Iteration 4Q (67.536054 sec): 3 clusters Score: Raw -194562.918247 + Penalty 289.967176 = -194272.951071 nChanged 51 SP:Iteration 5Q (67.540854 sec): 3 clusters Score: Raw -194582.966330 + Penalty 290.641921 = -194292.324409 nChanged 53 SP:Iteration 6Q (67.545580 sec): 3 clusters Score: Raw -194608.625400 + Penalty 290.561830 = -194318.063569 nChanged 53 SP:Iteration 7Q (67.550331 sec): 3 clusters Score: Raw -194636.281755 + Penalty 290.781785 = -194345.499970 nChanged 38 SP:Iteration 8Q (67.554696 sec): 3 clusters Score: Raw -194650.553245 + Penalty 291.088175 = -194359.465070 nChanged 34 SP:Iteration 9Q (67.558900 sec): 3 clusters Score: Raw -194665.065432 + Penalty 291.395374 = -194373.670058 nChanged 33 SP:Iteration 10F (67.563022 sec): 3 clusters Score: Raw -194675.496713 + Penalty 291.433131 = -194384.063582 nChanged 20 SP:Iteration 11Q (67.566921 sec): 3 clusters Score: Raw -194681.709722 + Penalty 291.380399 = -194390.329323 nChanged 27 SP:Iteration 12Q (67.570828 sec): 3 clusters Score: Raw -194690.848569 + Penalty 291.309181 = -194399.539388 nChanged 19 SP:Iteration 13Q (67.574767 sec): 3 clusters Score: Raw -194697.617634 + Penalty 291.085898 = -194406.531735 nChanged 30 SP:Iteration 14Q (67.578687 sec): 3 clusters Score: Raw -194703.856329 + Penalty 291.274492 = -194412.581837 nChanged 16 SP:Iteration 15Q (67.582538 sec): 3 clusters Score: Raw -194706.426276 + Penalty 291.409878 = -194415.016398 nChanged 14 SP:Iteration 16Q (67.586409 sec): 3 clusters Score: Raw -194708.515671 + Penalty 291.649268 = -194416.866403 nChanged 11 SP:Iteration 17Q (67.590356 sec): 3 clusters Score: Raw -194709.668015 + Penalty 291.723368 = -194417.944647 nChanged 11 SP:Iteration 18Q (67.594267 sec): 3 clusters Score: Raw -194710.605015 + Penalty 291.832515 = -194418.772500 nChanged 8 SP:Iteration 19Q (67.598162 sec): 3 clusters Score: Raw -194711.443016 + Penalty 292.086659 = -194419.356357 nChanged 8 SP:Iteration 20F (67.602308 sec): 3 clusters Score: Raw -194711.959566 + Penalty 292.194548 = -194419.765018 nChanged 3 SP:Iteration 21Q (67.606268 sec): 3 clusters Score: Raw -194712.016305 + Penalty 292.282599 = -194419.733705 nChanged 2 SP:Iteration 22F (67.610465 sec): 3 clusters Score: Raw -194712.060379 + Penalty 292.394514 = -194419.665865 nChanged 2 SP:Iteration 23F (67.614594 sec): 3 clusters Score: Raw -194712.105458 + Penalty 292.525329 = -194419.580130 nChanged 2 SP:Iteration 24F (67.618786 sec): 3 clusters Score: Raw -194712.127429 + Penalty 292.572186 = -194419.555243 nChanged 1 SP:Iteration 25F (67.622936 sec): 3 clusters Score: Raw -194712.138460 + Penalty 292.353500 = -194419.784960 nChanged 1 SP:Iteration 26Q (67.626786 sec): 3 clusters Score: Raw -194712.161782 + Penalty 292.197697 = -194419.964085 nChanged 3 SP:Iteration 27Q (67.630660 sec): 3 clusters Score: Raw -194712.331669 + Penalty 292.353327 = -194419.978341 nChanged 2 SP:Iteration 28Q (67.634518 sec): 3 clusters Score: Raw -194712.408777 + Penalty 292.516446 = -194419.892331 nChanged 3 SP:Iteration 29F (67.638561 sec): 3 clusters Score: Raw -194712.496328 + Penalty 292.514107 = -194419.982221 nChanged 2 SP:Iteration 30F (67.642717 sec): 3 clusters Score: Raw -194712.567972 + Penalty 292.633219 = -194419.934754 nChanged 3 SP:Iteration 31F (67.646839 sec): 3 clusters Score: Raw -194712.613476 + Penalty 292.633219 = -194419.980257 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 13 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.653325 sec): 2 clusters Score: Raw -121468.557661 + Penalty 222.056182 = -121246.501479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.656106 sec): 3 clusters Score: Raw -120596.995300 + Penalty 460.104253 = -120136.891047 nChanged 584 SP:Iteration 1F (67.658789 sec): 3 clusters Score: Raw -120876.147548 + Penalty 494.108674 = -120382.038874 nChanged 203 SP:Iteration 2F (67.661362 sec): 3 clusters Score: Raw -121051.190258 + Penalty 528.767884 = -120522.422375 nChanged 147 SP:Iteration 3F (67.664314 sec): 3 clusters Score: Raw -121199.891873 + Penalty 569.861832 = -120630.030041 nChanged 131 SP:Iteration 4F (67.666858 sec): 3 clusters Score: Raw -121340.682869 + Penalty 614.174982 = -120726.507887 nChanged 79 SP:Iteration 5F (67.669412 sec): 3 clusters Score: Raw -121425.351685 + Penalty 667.794841 = -120757.556845 nChanged 47 SP:Iteration 6Q (67.671805 sec): 3 clusters Score: Raw -121471.691751 + Penalty 704.536620 = -120767.155131 nChanged 17 SP:Iteration 7Q (67.674062 sec): 3 clusters Score: Raw -121492.735221 + Penalty 741.585581 = -120751.149640 nChanged 8 SP:Iteration 8F (67.676633 sec): 3 clusters Score: Raw -121500.827649 + Penalty 740.290601 = -120760.537048 nChanged 1 SP:Iteration 9Q (67.678672 sec): 3 clusters Score: Raw -121501.144675 + Penalty 743.663843 = -120757.480832 nChanged 1 SP:Iteration 10F (67.681260 sec): 3 clusters Score: Raw -121502.033467 + Penalty 759.656169 = -120742.377298 nChanged 1 SP:Iteration 11F (67.683839 sec): 3 clusters Score: Raw -121501.730270 + Penalty 759.656169 = -120742.074102 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.689210 sec): 2 clusters Score: Raw -92710.774093 + Penalty 483.932989 = -92226.841104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.691208 sec): 3 clusters Score: Raw -92161.612227 + Penalty 966.255552 = -91195.356674 nChanged 390 SP:Iteration 1F (67.693148 sec): 3 clusters Score: Raw -92362.125600 + Penalty 963.391379 = -91398.734221 nChanged 120 SP:Iteration 2F (67.695083 sec): 3 clusters Score: Raw -92454.916796 + Penalty 962.465185 = -91492.451611 nChanged 89 SP:Iteration 3F (67.697036 sec): 3 clusters Score: Raw -92516.279118 + Penalty 967.511782 = -91548.767335 nChanged 59 SP:Iteration 4F (67.698958 sec): 3 clusters Score: Raw -92559.124998 + Penalty 981.715481 = -91577.409517 nChanged 59 SP:Iteration 5F (67.700890 sec): 3 clusters Score: Raw -92628.097201 + Penalty 1018.661145 = -91609.436056 nChanged 62 SP:Iteration 6F (67.702816 sec): 3 clusters Score: Raw -92712.554139 + Penalty 1045.882896 = -91666.671243 nChanged 39 SP:Iteration 7Q (67.704788 sec): 3 clusters Score: Raw -92779.888084 + Penalty 1056.314351 = -91723.573734 nChanged 10 SP:Iteration 8Q (67.706815 sec): 3 clusters Score: Raw -92800.128450 + Penalty 1073.973608 = -91726.154842 nChanged 9 SP:Iteration 9Q (67.708791 sec): 3 clusters Score: Raw -92816.448789 + Penalty 1092.059383 = -91724.389406 nChanged 8 SP:Iteration 10F (67.710838 sec): 3 clusters Score: Raw -92840.421803 + Penalty 1095.952513 = -91744.469290 nChanged 5 SP:Iteration 11Q (67.712574 sec): 3 clusters Score: Raw -92856.336056 + Penalty 1097.913150 = -91758.422906 nChanged 7 SP:Iteration 12Q (67.714269 sec): 3 clusters Score: Raw -92882.862126 + Penalty 1104.303726 = -91778.558400 nChanged 4 SP:Iteration 13Q (67.715942 sec): 3 clusters Score: Raw -92890.286842 + Penalty 1108.359708 = -91781.927134 nChanged 4 SP:Iteration 14Q (67.717645 sec): 3 clusters Score: Raw -92896.413073 + Penalty 1115.080438 = -91781.332636 nChanged 3 SP:Iteration 15F (67.719749 sec): 3 clusters Score: Raw -92908.779401 + Penalty 1120.179503 = -91788.599898 nChanged 4 SP:Iteration 16Q (67.721534 sec): 3 clusters Score: Raw -92913.509131 + Penalty 1124.991201 = -91788.517930 nChanged 2 SP:Iteration 17F (67.723603 sec): 3 clusters Score: Raw -92919.144212 + Penalty 1124.991201 = -91794.153011 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.731198 sec): 2 clusters Score: Raw -70234.380691 + Penalty 300.454354 = -69933.926336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.732917 sec): 3 clusters Score: Raw -69775.708028 + Penalty 599.747590 = -69175.960439 nChanged 323 SP:Iteration 1F (67.734603 sec): 3 clusters Score: Raw -70084.678337 + Penalty 601.808889 = -69482.869447 nChanged 106 SP:Iteration 2F (67.736195 sec): 3 clusters Score: Raw -70167.128700 + Penalty 603.700026 = -69563.428675 nChanged 42 SP:Iteration 3F (67.737742 sec): 3 clusters Score: Raw -70189.958242 + Penalty 604.786935 = -69585.171307 nChanged 33 SP:Iteration 4Q (67.739320 sec): 3 clusters Score: Raw -70214.762715 + Penalty 603.879631 = -69610.883084 nChanged 29 SP:Iteration 5Q (67.740876 sec): 3 clusters Score: Raw -70235.512151 + Penalty 605.640810 = -69629.871341 nChanged 15 SP:Iteration 6Q (67.742398 sec): 3 clusters Score: Raw -70242.149721 + Penalty 607.162287 = -69634.987434 nChanged 13 SP:Iteration 7Q (67.743933 sec): 3 clusters Score: Raw -70246.941203 + Penalty 606.424506 = -69640.516697 nChanged 4 SP:Iteration 8Q (67.745468 sec): 3 clusters Score: Raw -70247.966777 + Penalty 608.184370 = -69639.782407 nChanged 5 SP:Iteration 9F (67.747031 sec): 3 clusters Score: Raw -70249.422956 + Penalty 608.388617 = -69641.034339 nChanged 8 SP:Iteration 10F (67.748583 sec): 3 clusters Score: Raw -70253.111842 + Penalty 607.823869 = -69645.287974 nChanged 6 SP:Iteration 11Q (67.750088 sec): 3 clusters Score: Raw -70254.411605 + Penalty 608.177383 = -69646.234223 nChanged 5 SP:Iteration 12Q (67.751588 sec): 3 clusters Score: Raw -70256.338946 + Penalty 608.919195 = -69647.419751 nChanged 4 SP:Iteration 13Q (67.753128 sec): 3 clusters Score: Raw -70257.271708 + Penalty 608.120008 = -69649.151701 nChanged 4 SP:Iteration 14Q (67.754620 sec): 3 clusters Score: Raw -70258.080988 + Penalty 608.980027 = -69649.100961 nChanged 3 SP:Iteration 15F (67.756191 sec): 3 clusters Score: Raw -70258.261135 + Penalty 609.633814 = -69648.627321 nChanged 2 SP:Iteration 16F (67.757772 sec): 3 clusters Score: Raw -70258.570472 + Penalty 609.950338 = -69648.620135 nChanged 3 SP:Iteration 17F (67.759342 sec): 3 clusters Score: Raw -70259.114175 + Penalty 610.010357 = -69649.103817 nChanged 4 SP:Iteration 18Q (67.760818 sec): 3 clusters Score: Raw -70259.958830 + Penalty 611.026211 = -69648.932619 nChanged 5 SP:Iteration 19F (67.762393 sec): 3 clusters Score: Raw -70260.731033 + Penalty 610.871967 = -69649.859067 nChanged 2 SP:Iteration 20F (67.763929 sec): 3 clusters Score: Raw -70261.112179 + Penalty 609.595574 = -69651.516606 nChanged 4 SP:Iteration 21Q (67.765424 sec): 3 clusters Score: Raw -70262.079152 + Penalty 606.850052 = -69655.229100 nChanged 7 SP:Iteration 22Q (67.766919 sec): 3 clusters Score: Raw -70264.493047 + Penalty 598.127722 = -69666.365325 nChanged 7 SP:Iteration 23Q (67.768371 sec): 3 clusters Score: Raw -70267.981168 + Penalty 595.193497 = -69672.787671 nChanged 10 SP:Iteration 24Q (67.769815 sec): 3 clusters Score: Raw -70274.699972 + Penalty 591.063545 = -69683.636427 nChanged 5 SP:Iteration 25Q (67.771271 sec): 3 clusters Score: Raw -70277.649114 + Penalty 589.736581 = -69687.912533 nChanged 3 SP:Iteration 26Q (67.772704 sec): 3 clusters Score: Raw -70278.868676 + Penalty 588.429493 = -69690.439183 nChanged 3 SP:Iteration 27Q (67.774119 sec): 3 clusters Score: Raw -70280.416244 + Penalty 586.559397 = -69693.856846 nChanged 2 SP:Iteration 28Q (67.775545 sec): 3 clusters Score: Raw -70281.038492 + Penalty 586.559397 = -69694.479095 nChanged 0 SP:Iteration 29F (67.777125 sec): 3 clusters Score: Raw -70281.038492 + Penalty 586.559397 = -69694.479095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 21 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.781339 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.783663 sec): 3 clusters Score: Raw -106731.845992 + Penalty 398.071235 = -106333.774757 nChanged 534 SP:Iteration 1F (67.785927 sec): 3 clusters Score: Raw -107366.923873 + Penalty 380.147632 = -106986.776241 nChanged 80 SP:Iteration 2F (67.788169 sec): 3 clusters Score: Raw -107456.957283 + Penalty 712.304419 = -106744.652863 nChanged 26 SP:Iteration 3F (67.790458 sec): 3 clusters Score: Raw -107485.477989 + Penalty 779.024564 = -106706.453425 nChanged 1 SP:Iteration 4F (67.792691 sec): 3 clusters Score: Raw -107485.324329 + Penalty 193.362015 = -107291.962313 nChanged 1 SP:Iteration 5Q (67.794521 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 SP:Iteration 6F (67.796278 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 22 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.801508 sec): 2 clusters Score: Raw -139117.225092 + Penalty 549.277110 = -138567.947982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.804318 sec): 3 clusters Score: Raw -138296.343264 + Penalty 1095.376313 = -137200.966951 nChanged 584 SP:Iteration 1F (67.807049 sec): 3 clusters Score: Raw -138597.311032 + Penalty 1092.136283 = -137505.174749 nChanged 152 SP:Iteration 2F (67.809806 sec): 3 clusters Score: Raw -138682.321114 + Penalty 1090.393236 = -137591.927878 nChanged 104 SP:Iteration 3F (67.812539 sec): 3 clusters Score: Raw -138745.628360 + Penalty 1092.714301 = -137652.914059 nChanged 88 SP:Iteration 4F (67.815325 sec): 3 clusters Score: Raw -138807.919811 + Penalty 1099.469434 = -137708.450377 nChanged 85 SP:Iteration 5F (67.818124 sec): 3 clusters Score: Raw -138884.359553 + Penalty 1112.297083 = -137772.062470 nChanged 98 SP:Iteration 6F (67.820869 sec): 3 clusters Score: Raw -138954.453473 + Penalty 1126.909397 = -137827.544076 nChanged 83 SP:Iteration 7F (67.823614 sec): 3 clusters Score: Raw -139009.107596 + Penalty 1148.279701 = -137860.827895 nChanged 61 SP:Iteration 8Q (67.826426 sec): 3 clusters Score: Raw -139055.096661 + Penalty 1167.563049 = -137887.533612 nChanged 46 SP:Iteration 9Q (67.829197 sec): 3 clusters Score: Raw -139094.629427 + Penalty 1192.891365 = -137901.738062 nChanged 40 SP:Iteration 10F (67.831978 sec): 3 clusters Score: Raw -139139.750542 + Penalty 1221.368628 = -137918.381914 nChanged 37 SP:Iteration 11Q (67.834773 sec): 3 clusters Score: Raw -139189.691506 + Penalty 1239.478135 = -137950.213371 nChanged 28 SP:Iteration 12Q (67.837471 sec): 3 clusters Score: Raw -139225.794488 + Penalty 1249.627879 = -137976.166609 nChanged 19 SP:Iteration 13Q (67.840027 sec): 3 clusters Score: Raw -139241.153760 + Penalty 1255.634770 = -137985.518990 nChanged 11 SP:Iteration 14Q (67.842494 sec): 3 clusters Score: Raw -139246.989214 + Penalty 1259.929905 = -137987.059309 nChanged 11 SP:Iteration 15Q (67.845042 sec): 3 clusters Score: Raw -139254.000738 + Penalty 1261.833881 = -137992.166858 nChanged 6 SP:Iteration 16Q (67.847506 sec): 3 clusters Score: Raw -139257.380377 + Penalty 1265.401901 = -137991.978475 nChanged 2 SP:Iteration 17F (67.850277 sec): 3 clusters Score: Raw -139259.838056 + Penalty 1269.638538 = -137990.199518 nChanged 5 SP:Iteration 18F (67.852980 sec): 3 clusters Score: Raw -139264.465517 + Penalty 1274.001227 = -137990.464290 nChanged 3 SP:Iteration 19Q (67.855435 sec): 3 clusters Score: Raw -139266.148919 + Penalty 1273.254079 = -137992.894840 nChanged 1 SP:Iteration 20F (67.858209 sec): 3 clusters Score: Raw -139266.728108 + Penalty 1273.254079 = -137993.474029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.859450 sec): 2 clusters Score: Raw -3611.229715 + Penalty 216.577054 = -3394.652661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.859768 sec): 3 clusters Score: Raw -3707.577525 + Penalty 433.487513 = -3274.090012 nChanged 5 SP:Iteration 1F (67.860097 sec): 3 clusters Score: Raw -3721.714438 + Penalty 435.226717 = -3286.487721 nChanged 2 SP:Iteration 2Q (67.860398 sec): 3 clusters Score: Raw -3726.327392 + Penalty 435.032613 = -3291.294779 nChanged 1 SP:Iteration 3Q (67.860726 sec): 3 clusters Score: Raw -3727.380846 + Penalty 435.032613 = -3292.348232 nChanged 0 SP:Iteration 4F (67.861042 sec): 3 clusters Score: Raw -3727.380846 + Penalty 435.032613 = -3292.348232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 25 (1681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.866461 sec): 2 clusters Score: Raw -155890.113633 + Penalty 460.688894 = -155429.424739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.869616 sec): 3 clusters Score: Raw -154866.586692 + Penalty 930.764911 = -153935.821782 nChanged 721 SP:Iteration 1F (67.872771 sec): 3 clusters Score: Raw -155294.990806 + Penalty 946.242673 = -154348.748133 nChanged 202 SP:Iteration 2F (67.875908 sec): 3 clusters Score: Raw -155479.653139 + Penalty 982.668985 = -154496.984154 nChanged 149 SP:Iteration 3F (67.879011 sec): 3 clusters Score: Raw -155647.931486 + Penalty 1038.957122 = -154608.974364 nChanged 103 SP:Iteration 4F (67.882148 sec): 3 clusters Score: Raw -155778.633981 + Penalty 1096.199863 = -154682.434118 nChanged 63 SP:Iteration 5Q (67.885105 sec): 3 clusters Score: Raw -155857.898530 + Penalty 1121.248870 = -154736.649659 nChanged 30 SP:Iteration 6Q (67.887856 sec): 3 clusters Score: Raw -155892.735423 + Penalty 1151.867231 = -154740.868193 nChanged 23 SP:Iteration 7Q (67.890505 sec): 3 clusters Score: Raw -155918.170010 + Penalty 1175.159438 = -154743.010572 nChanged 10 SP:Iteration 8Q (67.893051 sec): 3 clusters Score: Raw -155923.880402 + Penalty 1197.335088 = -154726.545315 nChanged 5 SP:Iteration 9F (67.896179 sec): 3 clusters Score: Raw -155927.977006 + Penalty 1208.520789 = -154719.456217 nChanged 3 SP:Iteration 10F (67.899296 sec): 3 clusters Score: Raw -155927.652462 + Penalty 1208.520789 = -154719.131673 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 31 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.904008 sec): 2 clusters Score: Raw -126064.640986 + Penalty 330.654323 = -125733.986663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.906590 sec): 3 clusters Score: Raw -125222.754981 + Penalty 662.174042 = -124560.580939 nChanged 596 SP:Iteration 1F (67.909124 sec): 3 clusters Score: Raw -125537.122806 + Penalty 669.182616 = -124867.940190 nChanged 142 SP:Iteration 2F (67.911701 sec): 3 clusters Score: Raw -125615.286985 + Penalty 682.719931 = -124932.567055 nChanged 108 SP:Iteration 3F (67.914247 sec): 3 clusters Score: Raw -125688.867667 + Penalty 707.108313 = -124981.759354 nChanged 100 SP:Iteration 4F (67.916779 sec): 3 clusters Score: Raw -125768.663766 + Penalty 745.969932 = -125022.693834 nChanged 100 SP:Iteration 5F (67.919281 sec): 3 clusters Score: Raw -125872.443964 + Penalty 796.014952 = -125076.429012 nChanged 77 SP:Iteration 6F (67.921805 sec): 3 clusters Score: Raw -125966.461797 + Penalty 836.712705 = -125129.749092 nChanged 55 SP:Iteration 7Q (67.924312 sec): 3 clusters Score: Raw -126027.111584 + Penalty 861.604891 = -125165.506693 nChanged 32 SP:Iteration 8Q (67.926803 sec): 3 clusters Score: Raw -126054.189647 + Penalty 882.300949 = -125171.888698 nChanged 21 SP:Iteration 9Q (67.929213 sec): 3 clusters Score: Raw -126070.432579 + Penalty 904.905575 = -125165.527004 nChanged 21 SP:Iteration 10F (67.931803 sec): 3 clusters Score: Raw -126085.723651 + Penalty 929.515281 = -125156.208370 nChanged 16 SP:Iteration 11F (67.934439 sec): 3 clusters Score: Raw -126095.293875 + Penalty 944.247000 = -125151.046876 nChanged 10 SP:Iteration 12F (67.937013 sec): 3 clusters Score: Raw -126099.230674 + Penalty 950.915603 = -125148.315071 nChanged 9 SP:Iteration 13F (67.939560 sec): 3 clusters Score: Raw -126104.762493 + Penalty 955.253634 = -125149.508860 nChanged 7 SP:Iteration 14Q (67.941823 sec): 3 clusters Score: Raw -126109.592397 + Penalty 952.927089 = -125156.665308 nChanged 4 SP:Iteration 15Q (67.944084 sec): 3 clusters Score: Raw -126112.078022 + Penalty 951.528044 = -125160.549978 nChanged 3 SP:Iteration 16Q (67.946305 sec): 3 clusters Score: Raw -126114.500964 + Penalty 955.229307 = -125159.271657 nChanged 3 SP:Iteration 17F (67.948811 sec): 3 clusters Score: Raw -126115.429048 + Penalty 954.296578 = -125161.132470 nChanged 1 SP:Iteration 18Q (67.951015 sec): 3 clusters Score: Raw -126115.551740 + Penalty 953.318447 = -125162.233293 nChanged 3 SP:Iteration 19Q (67.953257 sec): 3 clusters Score: Raw -126116.181546 + Penalty 953.674164 = -125162.507382 nChanged 1 SP:Iteration 20F (67.955832 sec): 3 clusters Score: Raw -126116.209690 + Penalty 953.674164 = -125162.535526 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.959551 sec): 2 clusters Score: Raw -96221.771918 + Penalty 739.984484 = -95481.787433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.961566 sec): 3 clusters Score: Raw -95770.472426 + Penalty 1483.440805 = -94287.031621 nChanged 335 SP:Iteration 1F (67.963522 sec): 3 clusters Score: Raw -95995.429962 + Penalty 1490.940653 = -94504.489309 nChanged 85 SP:Iteration 2F (67.965462 sec): 3 clusters Score: Raw -96069.770500 + Penalty 1497.890217 = -94571.880283 nChanged 47 SP:Iteration 3Q (67.967337 sec): 3 clusters Score: Raw -96110.718438 + Penalty 1508.093045 = -94602.625393 nChanged 45 SP:Iteration 4Q (67.969205 sec): 3 clusters Score: Raw -96155.916583 + Penalty 1515.724944 = -94640.191639 nChanged 41 SP:Iteration 5Q (67.971015 sec): 3 clusters Score: Raw -96187.949869 + Penalty 1525.056005 = -94662.893864 nChanged 33 SP:Iteration 6Q (67.972811 sec): 3 clusters Score: Raw -96215.406222 + Penalty 1532.095007 = -94683.311215 nChanged 31 SP:Iteration 7Q (67.974648 sec): 3 clusters Score: Raw -96242.624472 + Penalty 1536.810371 = -94705.814101 nChanged 20 SP:Iteration 8Q (67.976474 sec): 3 clusters Score: Raw -96257.557862 + Penalty 1541.781203 = -94715.776659 nChanged 19 SP:Iteration 9Q (67.978275 sec): 3 clusters Score: Raw -96274.417779 + Penalty 1546.026840 = -94728.390939 nChanged 14 SP:Iteration 10F (67.980136 sec): 3 clusters Score: Raw -96285.868441 + Penalty 1547.430389 = -94738.438052 nChanged 11 SP:Iteration 11Q (67.981924 sec): 3 clusters Score: Raw -96294.431728 + Penalty 1549.215616 = -94745.216111 nChanged 7 SP:Iteration 12Q (67.983734 sec): 3 clusters Score: Raw -96301.786910 + Penalty 1548.954888 = -94752.832022 nChanged 6 SP:Iteration 13Q (67.985627 sec): 3 clusters Score: Raw -96306.577232 + Penalty 1549.148757 = -94757.428476 nChanged 6 SP:Iteration 14Q (67.987507 sec): 3 clusters Score: Raw -96309.451720 + Penalty 1550.072644 = -94759.379076 nChanged 7 SP:Iteration 15Q (67.989284 sec): 3 clusters Score: Raw -96316.000272 + Penalty 1552.385716 = -94763.614556 nChanged 5 SP:Iteration 16Q (67.991058 sec): 3 clusters Score: Raw -96321.917295 + Penalty 1554.162149 = -94767.755146 nChanged 6 SP:Iteration 17Q (67.992814 sec): 3 clusters Score: Raw -96326.630534 + Penalty 1555.879208 = -94770.751326 nChanged 4 SP:Iteration 18Q (67.994586 sec): 3 clusters Score: Raw -96331.112800 + Penalty 1555.324542 = -94775.788258 nChanged 7 SP:Iteration 19Q (67.996333 sec): 3 clusters Score: Raw -96338.482461 + Penalty 1556.735595 = -94781.746866 nChanged 8 SP:Iteration 20F (67.998167 sec): 3 clusters Score: Raw -96348.487278 + Penalty 1557.974659 = -94790.512619 nChanged 17 SP:Iteration 21Q (67.999878 sec): 3 clusters Score: Raw -96366.369291 + Penalty 1558.442212 = -94807.927079 nChanged 8 SP:Iteration 22Q (68.001603 sec): 3 clusters Score: Raw -96382.613159 + Penalty 1558.876954 = -94823.736205 nChanged 9 SP:Iteration 23Q (68.003306 sec): 3 clusters Score: Raw -96391.751809 + Penalty 1557.868842 = -94833.882967 nChanged 5 SP:Iteration 24Q (68.004986 sec): 3 clusters Score: Raw -96393.745130 + Penalty 1557.688038 = -94836.057091 nChanged 1 SP:Iteration 25Q (68.006648 sec): 3 clusters Score: Raw -96394.063512 + Penalty 1557.688038 = -94836.375474 nChanged 0 SP:Iteration 26F (68.008502 sec): 3 clusters Score: Raw -96394.063512 + Penalty 1557.688038 = -94836.375474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.010601 sec): 2 clusters Score: Raw -22674.980184 + Penalty 599.508515 = -22075.471669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.011228 sec): 3 clusters Score: Raw -22602.504446 + Penalty 1199.017030 = -21403.487416 nChanged 48 SP:Iteration 1F (68.011846 sec): 3 clusters Score: Raw -22663.802659 + Penalty 1199.002498 = -21464.800161 nChanged 21 SP:Iteration 2F (68.012461 sec): 3 clusters Score: Raw -22697.101124 + Penalty 1197.950205 = -21499.150919 nChanged 14 SP:Iteration 3F (68.013077 sec): 3 clusters Score: Raw -22716.560486 + Penalty 1197.432492 = -21519.127993 nChanged 8 SP:Iteration 4Q (68.013702 sec): 3 clusters Score: Raw -22725.948013 + Penalty 1195.670590 = -21530.277422 nChanged 7 SP:Iteration 5Q (68.014308 sec): 3 clusters Score: Raw -22733.943554 + Penalty 1195.220036 = -21538.723519 nChanged 5 SP:Iteration 6Q (68.014909 sec): 3 clusters Score: Raw -22740.764666 + Penalty 1195.053075 = -21545.711591 nChanged 3 SP:Iteration 7Q (68.015508 sec): 3 clusters Score: Raw -22744.274081 + Penalty 1194.945830 = -21549.328251 nChanged 1 SP:Iteration 8Q (68.016108 sec): 3 clusters Score: Raw -22745.375476 + Penalty 1194.218100 = -21551.157376 nChanged 1 SP:Iteration 9Q (68.016711 sec): 3 clusters Score: Raw -22746.182608 + Penalty 1194.218100 = -21551.964508 nChanged 0 SP:Iteration 10F (68.017325 sec): 3 clusters Score: Raw -22746.182608 + Penalty 1194.218100 = -21551.964508 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 43 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.020272 sec): 2 clusters Score: Raw -66072.664074 + Penalty 631.392945 = -65441.271129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.021724 sec): 3 clusters Score: Raw -65743.239215 + Penalty 1270.994994 = -64472.244222 nChanged 236 SP:Iteration 1F (68.023177 sec): 3 clusters Score: Raw -65926.243441 + Penalty 1291.470866 = -64634.772576 nChanged 89 SP:Iteration 2F (68.024623 sec): 3 clusters Score: Raw -66040.254621 + Penalty 1325.193824 = -64715.060797 nChanged 63 SP:Iteration 3F (68.026052 sec): 3 clusters Score: Raw -66130.745078 + Penalty 1355.014153 = -64775.730925 nChanged 47 SP:Iteration 4F (68.027479 sec): 3 clusters Score: Raw -66224.906891 + Penalty 1380.065184 = -64844.841708 nChanged 44 SP:Iteration 5F (68.028931 sec): 3 clusters Score: Raw -66283.570949 + Penalty 1394.922612 = -64888.648337 nChanged 20 SP:Iteration 6Q (68.030285 sec): 3 clusters Score: Raw -66306.723726 + Penalty 1400.667891 = -64906.055835 nChanged 10 SP:Iteration 7Q (68.031596 sec): 3 clusters Score: Raw -66314.210617 + Penalty 1404.076465 = -64910.134152 nChanged 5 SP:Iteration 8Q (68.032923 sec): 3 clusters Score: Raw -66320.280665 + Penalty 1404.251863 = -64916.028802 nChanged 2 SP:Iteration 9Q (68.034220 sec): 3 clusters Score: Raw -66321.907061 + Penalty 1405.955474 = -64915.951587 nChanged 1 SP:Iteration 10F (68.035648 sec): 3 clusters Score: Raw -66322.816903 + Penalty 1405.955474 = -64916.861429 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 53 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.038611 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.040141 sec): 3 clusters Score: Raw -72365.565453 + Penalty 830.233405 = -71535.332048 nChanged 277 SP:Iteration 1F (68.041643 sec): 3 clusters Score: Raw -72560.618786 + Penalty 823.543291 = -71737.075495 nChanged 81 SP:Iteration 2F (68.043165 sec): 3 clusters Score: Raw -72631.836451 + Penalty 818.919180 = -71812.917270 nChanged 56 SP:Iteration 3F (68.044665 sec): 3 clusters Score: Raw -72668.682203 + Penalty 816.534515 = -71852.147688 nChanged 29 SP:Iteration 4Q (68.046178 sec): 3 clusters Score: Raw -72684.254984 + Penalty 815.821115 = -71868.433869 nChanged 15 SP:Iteration 5Q (68.047649 sec): 3 clusters Score: Raw -72689.142358 + Penalty 815.073904 = -71874.068454 nChanged 9 SP:Iteration 6Q (68.049124 sec): 3 clusters Score: Raw -72691.216125 + Penalty 814.213593 = -71877.002532 nChanged 8 SP:Iteration 7Q (68.050578 sec): 3 clusters Score: Raw -72693.101747 + Penalty 812.308096 = -71880.793651 nChanged 5 SP:Iteration 8Q (68.052037 sec): 3 clusters Score: Raw -72694.211026 + Penalty 810.878021 = -71883.333005 nChanged 9 SP:Iteration 9Q (68.053466 sec): 3 clusters Score: Raw -72696.075299 + Penalty 811.370753 = -71884.704546 nChanged 2 SP:Iteration 10F (68.054973 sec): 3 clusters Score: Raw -72696.461223 + Penalty 810.850410 = -71885.610814 nChanged 1 SP:Iteration 11Q (68.056436 sec): 3 clusters Score: Raw -72696.495613 + Penalty 810.840083 = -71885.655530 nChanged 1 SP:Iteration 12Q (68.057888 sec): 3 clusters Score: Raw -72696.545927 + Penalty 810.419350 = -71886.126577 nChanged 1 SP:Iteration 13Q (68.059343 sec): 3 clusters Score: Raw -72696.555986 + Penalty 810.419350 = -71886.136636 nChanged 0 SP:Iteration 14F (68.060857 sec): 3 clusters Score: Raw -72696.555986 + Penalty 810.419350 = -71886.136636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.064200 sec): 2 clusters Score: Raw -44074.362187 + Penalty 513.256293 = -43561.105894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.065273 sec): 3 clusters Score: Raw -43882.309243 + Penalty 1027.893794 = -42854.415449 nChanged 149 SP:Iteration 1F (68.066347 sec): 3 clusters Score: Raw -44033.569899 + Penalty 1029.904391 = -43003.665508 nChanged 50 SP:Iteration 2F (68.067432 sec): 3 clusters Score: Raw -44095.686262 + Penalty 1031.120142 = -43064.566120 nChanged 26 SP:Iteration 3F (68.068509 sec): 3 clusters Score: Raw -44122.560586 + Penalty 1031.939519 = -43090.621067 nChanged 17 SP:Iteration 4Q (68.069554 sec): 3 clusters Score: Raw -44141.654451 + Penalty 1032.988881 = -43108.665570 nChanged 19 SP:Iteration 5Q (68.070607 sec): 3 clusters Score: Raw -44156.459996 + Penalty 1034.558415 = -43121.901581 nChanged 8 SP:Iteration 6Q (68.071648 sec): 3 clusters Score: Raw -44162.382668 + Penalty 1035.729619 = -43126.653049 nChanged 10 SP:Iteration 7Q (68.072676 sec): 3 clusters Score: Raw -44167.881849 + Penalty 1037.070541 = -43130.811308 nChanged 7 SP:Iteration 8Q (68.073678 sec): 3 clusters Score: Raw -44174.573834 + Penalty 1037.540699 = -43137.033135 nChanged 7 SP:Iteration 9Q (68.074657 sec): 3 clusters Score: Raw -44178.054032 + Penalty 1038.583347 = -43139.470686 nChanged 6 SP:Iteration 10F (68.075665 sec): 3 clusters Score: Raw -44180.675698 + Penalty 1039.090835 = -43141.584863 nChanged 2 SP:Iteration 11Q (68.076626 sec): 3 clusters Score: Raw -44182.071646 + Penalty 1039.249392 = -43142.822254 nChanged 3 SP:Iteration 12Q (68.077580 sec): 3 clusters Score: Raw -44183.978765 + Penalty 1039.094242 = -43144.884523 nChanged 1 SP:Iteration 13Q (68.078531 sec): 3 clusters Score: Raw -44184.431964 + Penalty 1039.094242 = -43145.337722 nChanged 0 SP:Iteration 14F (68.079551 sec): 3 clusters Score: Raw -44184.431964 + Penalty 1039.094242 = -43145.337722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.081637 sec): 2 clusters Score: Raw -27314.680503 + Penalty 779.708280 = -26534.972223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.082356 sec): 3 clusters Score: Raw -27257.549917 + Penalty 1559.557676 = -25697.992242 nChanged 54 SP:Iteration 1F (68.083061 sec): 3 clusters Score: Raw -27347.857607 + Penalty 1561.269442 = -25786.588165 nChanged 21 SP:Iteration 2F (68.083788 sec): 3 clusters Score: Raw -27409.519816 + Penalty 1561.725661 = -25847.794156 nChanged 11 SP:Iteration 3Q (68.084503 sec): 3 clusters Score: Raw -27430.682973 + Penalty 1561.789610 = -25868.893363 nChanged 7 SP:Iteration 4Q (68.085184 sec): 3 clusters Score: Raw -27454.904837 + Penalty 1560.665223 = -25894.239614 nChanged 9 SP:Iteration 5Q (68.085855 sec): 3 clusters Score: Raw -27474.593496 + Penalty 1560.951760 = -25913.641736 nChanged 4 SP:Iteration 6Q (68.086522 sec): 3 clusters Score: Raw -27479.650947 + Penalty 1560.819140 = -25918.831807 nChanged 1 SP:Iteration 7Q (68.087183 sec): 3 clusters Score: Raw -27481.394303 + Penalty 1560.819140 = -25920.575164 nChanged 0 SP:Iteration 8F (68.087885 sec): 3 clusters Score: Raw -27481.394303 + Penalty 1560.819140 = -25920.575164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.090256 sec): 2 clusters Score: Raw -42995.062466 + Penalty 875.664391 = -42119.398074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.091235 sec): 3 clusters Score: Raw -42873.898713 + Penalty 1747.385637 = -41126.513077 nChanged 94 SP:Iteration 1F (68.092198 sec): 3 clusters Score: Raw -42996.598394 + Penalty 1742.631997 = -41253.966397 nChanged 35 SP:Iteration 2F (68.093178 sec): 3 clusters Score: Raw -43029.174779 + Penalty 1741.554381 = -41287.620399 nChanged 12 SP:Iteration 3Q (68.094131 sec): 3 clusters Score: Raw -43045.408050 + Penalty 1741.029232 = -41304.378818 nChanged 9 SP:Iteration 4Q (68.095078 sec): 3 clusters Score: Raw -43055.524213 + Penalty 1741.111473 = -41314.412740 nChanged 6 SP:Iteration 5Q (68.096020 sec): 3 clusters Score: Raw -43060.680996 + Penalty 1740.337304 = -41320.343692 nChanged 3 SP:Iteration 6Q (68.096967 sec): 3 clusters Score: Raw -43063.730518 + Penalty 1739.033304 = -41324.697214 nChanged 4 SP:Iteration 7Q (68.097933 sec): 3 clusters Score: Raw -43067.064458 + Penalty 1738.544272 = -41328.520186 nChanged 4 SP:Iteration 8Q (68.098934 sec): 3 clusters Score: Raw -43069.858611 + Penalty 1738.978903 = -41330.879708 nChanged 4 SP:Iteration 9Q (68.099923 sec): 3 clusters Score: Raw -43075.692748 + Penalty 1738.645643 = -41337.047105 nChanged 4 SP:Iteration 10F (68.100924 sec): 3 clusters Score: Raw -43078.555506 + Penalty 1738.547484 = -41340.008022 nChanged 2 SP:Iteration 11Q (68.101899 sec): 3 clusters Score: Raw -43079.917356 + Penalty 1738.547484 = -41341.369872 nChanged 0 SP:Iteration 12F (68.102944 sec): 3 clusters Score: Raw -43079.917356 + Penalty 1738.547484 = -41341.369872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.104121 sec): 2 clusters Score: Raw -164.160225 + Penalty 3.465736 = -160.694489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.104302 sec): 2 clusters Score: Raw -164.160225 + Penalty 3.465736 = -160.694489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.105568 sec): 2 clusters Score: Raw -13524.404327 + Penalty 103.136539 = -13421.267787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.106070 sec): 3 clusters Score: Raw -13449.539272 + Penalty 245.670815 = -13203.868458 nChanged 64 SP:Iteration 1F (68.106568 sec): 3 clusters Score: Raw -13528.651646 + Penalty 251.994918 = -13276.656728 nChanged 10 SP:Iteration 2F (68.107062 sec): 3 clusters Score: Raw -13537.418495 + Penalty 257.260905 = -13280.157590 nChanged 4 SP:Iteration 3Q (68.107531 sec): 3 clusters Score: Raw -13540.596094 + Penalty 266.441466 = -13274.154628 nChanged 3 SP:Iteration 4F (68.108022 sec): 3 clusters Score: Raw -13543.630673 + Penalty 283.527209 = -13260.103464 nChanged 3 SP:Iteration 5F (68.108517 sec): 3 clusters Score: Raw -13546.610663 + Penalty 298.723261 = -13247.887402 nChanged 2 SP:Iteration 6F (68.109030 sec): 3 clusters Score: Raw -13547.553212 + Penalty 298.723261 = -13248.829951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 170 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.109940 sec): 2 clusters Score: Raw -1624.326735 + Penalty 101.699724 = -1522.627011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.110199 sec): 3 clusters Score: Raw -1669.375093 + Penalty 192.718268 = -1476.656825 nChanged 0 Iteration 178F (68.573082 sec): 31 clusters Score: Raw -2582996.260316 + Penalty 18357.972991 = -2564638.287326 nChanged 2 Iteration 179Q (68.673913 sec): 31 clusters Score: Raw -2582996.988661 + Penalty 18357.972991 = -2564639.015671 nChanged 0 Iteration 180F (69.111904 sec): 31 clusters Score: Raw -2582996.988661 + Penalty 18357.972991 = -2564639.015671 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2582996.988661 + Penalty 18357.972991 = -2564639.015671Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 1 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.175909 sec): 2 clusters Score: Raw -83769.664138 + Penalty 201.608545 = -83568.055593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.177816 sec): 3 clusters Score: Raw -83190.271417 + Penalty 426.659250 = -82763.612168 nChanged 419 SP:Iteration 1F (69.179668 sec): 3 clusters Score: Raw -83555.956481 + Penalty 472.882197 = -83083.074284 nChanged 111 SP:Iteration 2F (69.181521 sec): 3 clusters Score: Raw -83663.566639 + Penalty 514.619537 = -83148.947102 nChanged 50 SP:Iteration 3F (69.183396 sec): 3 clusters Score: Raw -83728.091086 + Penalty 564.116754 = -83163.974331 nChanged 37 SP:Iteration 4Q (69.185231 sec): 3 clusters Score: Raw -83771.243241 + Penalty 626.675753 = -83144.567487 nChanged 21 SP:Iteration 5F (69.187090 sec): 3 clusters Score: Raw -83801.044083 + Penalty 692.035382 = -83109.008701 nChanged 10 SP:Iteration 6F (69.189016 sec): 3 clusters Score: Raw -83817.551892 + Penalty 696.062273 = -83121.489619 nChanged 1 SP:Iteration 7Q (69.190586 sec): 3 clusters Score: Raw -83817.732860 + Penalty 713.074917 = -83104.657943 nChanged 1 SP:Iteration 8F (69.192525 sec): 3 clusters Score: Raw -83818.485103 + Penalty 713.074917 = -83105.410186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.194426 sec): 2 clusters Score: Raw -25988.108326 + Penalty 317.634194 = -25670.474132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.195141 sec): 3 clusters Score: Raw -25855.004610 + Penalty 713.953273 = -25141.051338 nChanged 92 SP:Iteration 1F (69.195845 sec): 3 clusters Score: Raw -26019.830595 + Penalty 831.999381 = -25187.831214 nChanged 34 SP:Iteration 2F (69.196545 sec): 3 clusters Score: Raw -26092.270409 + Penalty 856.714972 = -25235.555438 nChanged 8 SP:Iteration 3Q (69.197201 sec): 3 clusters Score: Raw -26114.771710 + Penalty 856.714972 = -25258.056738 nChanged 0 SP:Iteration 4F (69.197904 sec): 3 clusters Score: Raw -26114.771710 + Penalty 856.714972 = -25258.056738 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.200546 sec): 2 clusters Score: Raw -72552.613489 + Penalty 316.215660 = -72236.397829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.202138 sec): 3 clusters Score: Raw -72117.749256 + Penalty 632.637989 = -71485.111267 nChanged 294 SP:Iteration 1F (69.203676 sec): 3 clusters Score: Raw -72354.141849 + Penalty 634.785678 = -71719.356171 nChanged 82 SP:Iteration 2F (69.205337 sec): 3 clusters Score: Raw -72403.014619 + Penalty 634.985474 = -71768.029144 nChanged 39 SP:Iteration 3F (69.206973 sec): 3 clusters Score: Raw -72429.602960 + Penalty 634.382318 = -71795.220642 nChanged 32 SP:Iteration 4Q (69.208541 sec): 3 clusters Score: Raw -72445.772036 + Penalty 634.420041 = -71811.351996 nChanged 24 SP:Iteration 5Q (69.210053 sec): 3 clusters Score: Raw -72456.181009 + Penalty 635.690039 = -71820.490969 nChanged 14 SP:Iteration 6Q (69.211578 sec): 3 clusters Score: Raw -72460.239122 + Penalty 636.245278 = -71823.993843 nChanged 11 SP:Iteration 7Q (69.213220 sec): 3 clusters Score: Raw -72462.976283 + Penalty 636.522371 = -71826.453912 nChanged 10 SP:Iteration 8Q (69.214746 sec): 3 clusters Score: Raw -72467.407995 + Penalty 637.449205 = -71829.958790 nChanged 15 SP:Iteration 9Q (69.216252 sec): 3 clusters Score: Raw -72474.318135 + Penalty 639.593691 = -71834.724444 nChanged 17 SP:Iteration 10F (69.217817 sec): 3 clusters Score: Raw -72481.699339 + Penalty 642.792758 = -71838.906581 nChanged 14 SP:Iteration 11Q (69.219331 sec): 3 clusters Score: Raw -72489.553653 + Penalty 644.281460 = -71845.272193 nChanged 13 SP:Iteration 12Q (69.220826 sec): 3 clusters Score: Raw -72496.285918 + Penalty 646.182345 = -71850.103573 nChanged 15 SP:Iteration 13Q (69.222347 sec): 3 clusters Score: Raw -72504.972368 + Penalty 647.341296 = -71857.631071 nChanged 16 SP:Iteration 14Q (69.223816 sec): 3 clusters Score: Raw -72512.841461 + Penalty 647.323632 = -71865.517829 nChanged 15 SP:Iteration 15Q (69.225328 sec): 3 clusters Score: Raw -72517.527755 + Penalty 646.664927 = -71870.862828 nChanged 10 SP:Iteration 16Q (69.226813 sec): 3 clusters Score: Raw -72519.293728 + Penalty 646.803361 = -71872.490367 nChanged 4 SP:Iteration 17Q (69.228314 sec): 3 clusters Score: Raw -72519.622086 + Penalty 647.342077 = -71872.280008 nChanged 2 SP:Iteration 18F (69.229863 sec): 3 clusters Score: Raw -72520.186711 + Penalty 647.503149 = -71872.683563 nChanged 1 SP:Iteration 19Q (69.231351 sec): 3 clusters Score: Raw -72520.350823 + Penalty 647.532908 = -71872.817916 nChanged 2 SP:Iteration 20F (69.232913 sec): 3 clusters Score: Raw -72521.016263 + Penalty 647.390594 = -71873.625669 nChanged 1 SP:Iteration 21Q (69.234383 sec): 3 clusters Score: Raw -72522.236995 + Penalty 647.245227 = -71874.991768 nChanged 4 SP:Iteration 22Q (69.235839 sec): 3 clusters Score: Raw -72523.285269 + Penalty 648.691330 = -71874.593939 nChanged 4 SP:Iteration 23F (69.237412 sec): 3 clusters Score: Raw -72524.173530 + Penalty 648.384605 = -71875.788925 nChanged 3 SP:Iteration 24Q (69.238894 sec): 3 clusters Score: Raw -72525.658261 + Penalty 649.037513 = -71876.620748 nChanged 3 SP:Iteration 25Q (69.240347 sec): 3 clusters Score: Raw -72526.315623 + Penalty 649.037513 = -71877.278110 nChanged 0 SP:Iteration 26F (69.241911 sec): 3 clusters Score: Raw -72526.315623 + Penalty 649.037513 = -71877.278110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.244343 sec): 2 clusters Score: Raw -39250.615287 + Penalty 370.922747 = -38879.692540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.245289 sec): 3 clusters Score: Raw -39022.528115 + Penalty 743.714102 = -38278.814013 nChanged 152 SP:Iteration 1F (69.246218 sec): 3 clusters Score: Raw -39139.022387 + Penalty 757.314509 = -38381.707878 nChanged 60 SP:Iteration 2F (69.247199 sec): 3 clusters Score: Raw -39202.675192 + Penalty 773.811787 = -38428.863405 nChanged 31 SP:Iteration 3F (69.248136 sec): 3 clusters Score: Raw -39233.645201 + Penalty 811.858085 = -38421.787117 nChanged 22 SP:Iteration 4F (69.249062 sec): 3 clusters Score: Raw -39271.847142 + Penalty 841.581842 = -38430.265300 nChanged 15 SP:Iteration 5Q (69.249977 sec): 3 clusters Score: Raw -39293.823311 + Penalty 876.153930 = -38417.669381 nChanged 12 SP:Iteration 6F (69.250901 sec): 3 clusters Score: Raw -39308.413116 + Penalty 901.661947 = -38406.751170 nChanged 8 SP:Iteration 7F (69.251845 sec): 3 clusters Score: Raw -39320.832389 + Penalty 916.768435 = -38404.063954 nChanged 4 SP:Iteration 8F (69.252806 sec): 3 clusters Score: Raw -39327.623598 + Penalty 926.605792 = -38401.017807 nChanged 2 SP:Iteration 9F (69.253731 sec): 3 clusters Score: Raw -39330.893223 + Penalty 923.721235 = -38407.171988 nChanged 2 SP:Iteration 10F (69.254657 sec): 3 clusters Score: Raw -39333.411667 + Penalty 924.762316 = -38408.649351 nChanged 1 SP:Iteration 11Q (69.255478 sec): 3 clusters Score: Raw -39335.168628 + Penalty 924.818707 = -38410.349921 nChanged 1 SP:Iteration 12Q (69.256317 sec): 3 clusters Score: Raw -39336.017541 + Penalty 924.818707 = -38411.198834 nChanged 0 SP:Iteration 13F (69.257245 sec): 3 clusters Score: Raw -39336.017541 + Penalty 924.818707 = -38411.198834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 5 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.258612 sec): 2 clusters Score: Raw -31454.452418 + Penalty 270.446317 = -31184.006101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.259437 sec): 3 clusters Score: Raw -31260.206986 + Penalty 541.213872 = -30718.993114 nChanged 132 SP:Iteration 1F (69.260247 sec): 3 clusters Score: Raw -31336.142610 + Penalty 540.875299 = -30795.267310 nChanged 45 SP:Iteration 2F (69.261089 sec): 3 clusters Score: Raw -31375.732547 + Penalty 541.058707 = -30834.673840 nChanged 22 SP:Iteration 3F (69.261901 sec): 3 clusters Score: Raw -31397.111654 + Penalty 541.132448 = -30855.979206 nChanged 23 SP:Iteration 4F (69.262710 sec): 3 clusters Score: Raw -31419.623252 + Penalty 541.688581 = -30877.934670 nChanged 25 SP:Iteration 5F (69.263527 sec): 3 clusters Score: Raw -31442.261502 + Penalty 542.180035 = -30900.081466 nChanged 13 SP:Iteration 6Q (69.264321 sec): 3 clusters Score: Raw -31453.126137 + Penalty 543.163014 = -30909.963122 nChanged 10 SP:Iteration 7Q (69.265108 sec): 3 clusters Score: Raw -31457.223787 + Penalty 543.395295 = -30913.828492 nChanged 4 SP:Iteration 8Q (69.265913 sec): 3 clusters Score: Raw -31458.471118 + Penalty 543.204087 = -30915.267031 nChanged 1 SP:Iteration 9Q (69.266699 sec): 3 clusters Score: Raw -31458.898478 + Penalty 542.554161 = -30916.344317 nChanged 3 SP:Iteration 10F (69.267508 sec): 3 clusters Score: Raw -31459.934859 + Penalty 542.406085 = -30917.528774 nChanged 2 SP:Iteration 11Q (69.268293 sec): 3 clusters Score: Raw -31463.229625 + Penalty 542.825708 = -30920.403917 nChanged 2 SP:Iteration 12Q (69.269076 sec): 3 clusters Score: Raw -31463.527887 + Penalty 543.113500 = -30920.414387 nChanged 1 SP:Iteration 13Q (69.269858 sec): 3 clusters Score: Raw -31463.759217 + Penalty 543.605124 = -30920.154093 nChanged 2 SP:Iteration 14F (69.270689 sec): 3 clusters Score: Raw -31464.087914 + Penalty 543.605124 = -30920.482791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.271588 sec): 2 clusters Score: Raw -14749.045608 + Penalty 201.262365 = -14547.783243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.272090 sec): 3 clusters Score: Raw -14690.693496 + Penalty 480.746412 = -14209.947084 nChanged 44 SP:Iteration 1F (69.272603 sec): 3 clusters Score: Raw -14780.194533 + Penalty 537.547081 = -14242.647452 nChanged 15 SP:Iteration 2F (69.273107 sec): 3 clusters Score: Raw -14822.661228 + Penalty 574.421686 = -14248.239542 nChanged 8 SP:Iteration 3Q (69.273579 sec): 3 clusters Score: Raw -14840.408936 + Penalty 582.054259 = -14258.354677 nChanged 2 SP:Iteration 4Q (69.274030 sec): 3 clusters Score: Raw -14845.367381 + Penalty 589.754270 = -14255.613111 nChanged 1 SP:Iteration 5F (69.274534 sec): 3 clusters Score: Raw -14846.324848 + Penalty 589.754270 = -14256.570578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 7 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.275093 sec): 2 clusters Score: Raw -2874.056360 + Penalty 69.656476 = -2804.399884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.275407 sec): 3 clusters Score: Raw -2938.746389 + Penalty 137.086572 = -2801.659817 nChanged 8 SP:Iteration 1F (69.275689 sec): 3 clusters Score: Raw -2950.781189 + Penalty 140.121143 = -2810.660046 nChanged 3 SP:Iteration 2F (69.275968 sec): 3 clusters Score: Raw -2956.430995 + Penalty 154.748235 = -2801.682760 nChanged 4 SP:Iteration 3F (69.276246 sec): 3 clusters Score: Raw -2966.031169 + Penalty 160.182418 = -2805.848751 nChanged 1 SP:Iteration 4Q (69.276518 sec): 3 clusters Score: Raw -2970.012705 + Penalty 160.182418 = -2809.830287 nChanged 0 SP:Iteration 5F (69.276799 sec): 3 clusters Score: Raw -2970.012705 + Penalty 160.182418 = -2809.830287 nChanged 0 Score: Raw -2595242.304954 + Penalty 18609.163297 = -2576633.141657 Splitting cluster 7 changes total score from -2564639.015671 to -2576633.141657 So it's getting split into cluster 15. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.735381 sec): 2 clusters Score: Raw -196479.867743 + Penalty 350.067964 = -196129.799779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.739573 sec): 3 clusters Score: Raw -195174.065837 + Penalty 700.755132 = -194473.310705 nChanged 941 SP:Iteration 1F (69.743596 sec): 3 clusters Score: Raw -195832.295552 + Penalty 701.954789 = -195130.340763 nChanged 208 SP:Iteration 2F (69.747604 sec): 3 clusters Score: Raw -195955.361394 + Penalty 698.125664 = -195257.235730 nChanged 144 SP:Iteration 3F (69.751572 sec): 3 clusters Score: Raw -196050.514153 + Penalty 691.141173 = -195359.372980 nChanged 93 SP:Iteration 4Q (69.755650 sec): 3 clusters Score: Raw -196127.331301 + Penalty 686.872784 = -195440.458517 nChanged 58 SP:Iteration 5Q (69.759673 sec): 3 clusters Score: Raw -196197.895532 + Penalty 684.171609 = -195513.723923 nChanged 45 SP:Iteration 6Q (69.763619 sec): 3 clusters Score: Raw -196253.834470 + Penalty 686.885246 = -195566.949224 nChanged 50 SP:Iteration 7Q (69.767463 sec): 3 clusters Score: Raw -196293.009198 + Penalty 692.884432 = -195600.124766 nChanged 46 SP:Iteration 8Q (69.771218 sec): 3 clusters Score: Raw -196343.028873 + Penalty 698.409437 = -195644.619435 nChanged 36 SP:Iteration 9Q (69.774818 sec): 3 clusters Score: Raw -196372.475549 + Penalty 703.174121 = -195669.301429 nChanged 39 SP:Iteration 10F (69.778753 sec): 3 clusters Score: Raw -196398.942280 + Penalty 708.726512 = -195690.215768 nChanged 31 SP:Iteration 11Q (69.782245 sec): 3 clusters Score: Raw -196414.909062 + Penalty 712.221481 = -195702.687581 nChanged 26 SP:Iteration 12Q (69.785619 sec): 3 clusters Score: Raw -196428.355301 + Penalty 714.970470 = -195713.384831 nChanged 18 SP:Iteration 13Q (69.788971 sec): 3 clusters Score: Raw -196438.173826 + Penalty 716.271059 = -195721.902767 nChanged 16 SP:Iteration 14Q (69.792310 sec): 3 clusters Score: Raw -196450.229170 + Penalty 717.874990 = -195732.354180 nChanged 13 SP:Iteration 15Q (69.795586 sec): 3 clusters Score: Raw -196459.738973 + Penalty 715.461403 = -195744.277570 nChanged 8 SP:Iteration 16Q (69.798921 sec): 3 clusters Score: Raw -196467.839726 + Penalty 713.672715 = -195754.167011 nChanged 7 SP:Iteration 17Q (69.802279 sec): 3 clusters Score: Raw -196470.191119 + Penalty 720.383891 = -195749.807228 nChanged 6 SP:Iteration 18F (69.806267 sec): 3 clusters Score: Raw -196472.225004 + Penalty 724.720403 = -195747.504600 nChanged 10 SP:Iteration 19F (69.810251 sec): 3 clusters Score: Raw -196475.716666 + Penalty 732.500184 = -195743.216481 nChanged 7 SP:Iteration 20F (69.814273 sec): 3 clusters Score: Raw -196477.867923 + Penalty 737.408147 = -195740.459776 nChanged 6 SP:Iteration 21F (69.818217 sec): 3 clusters Score: Raw -196478.481854 + Penalty 743.786791 = -195734.695063 nChanged 5 SP:Iteration 22F (69.822146 sec): 3 clusters Score: Raw -196478.999364 + Penalty 744.692750 = -195734.306614 nChanged 4 SP:Iteration 23F (69.826133 sec): 3 clusters Score: Raw -196479.930520 + Penalty 752.587551 = -195727.342969 nChanged 5 SP:Iteration 24F (69.830128 sec): 3 clusters Score: Raw -196479.602386 + Penalty 752.785785 = -195726.816600 nChanged 2 SP:Iteration 25F (69.834185 sec): 3 clusters Score: Raw -196479.468417 + Penalty 757.715241 = -195721.753177 nChanged 2 SP:Iteration 26F (69.838144 sec): 3 clusters Score: Raw -196479.637031 + Penalty 760.958533 = -195718.678498 nChanged 6 SP:Iteration 27F (69.842017 sec): 3 clusters Score: Raw -196483.047592 + Penalty 765.573599 = -195717.473993 nChanged 5 SP:Iteration 28F (69.845969 sec): 3 clusters Score: Raw -196483.716845 + Penalty 772.648598 = -195711.068247 nChanged 3 SP:Iteration 29F (69.849961 sec): 3 clusters Score: Raw -196484.405862 + Penalty 762.601194 = -195721.804668 nChanged 3 SP:Iteration 30F (69.853908 sec): 3 clusters Score: Raw -196484.355603 + Penalty 766.837969 = -195717.517635 nChanged 3 SP:Iteration 31F (69.857827 sec): 3 clusters Score: Raw -196484.454363 + Penalty 765.284361 = -195719.170002 nChanged 1 SP:Iteration 32Q (69.861017 sec): 3 clusters Score: Raw -196483.727525 + Penalty 762.695431 = -195721.032094 nChanged 2 SP:Iteration 33Q (69.864246 sec): 3 clusters Score: Raw -196483.520856 + Penalty 763.443926 = -195720.076930 nChanged 2 SP:Iteration 34F (69.868184 sec): 3 clusters Score: Raw -196484.449188 + Penalty 764.816204 = -195719.632985 nChanged 2 SP:Iteration 35F (69.872081 sec): 3 clusters Score: Raw -196485.422682 + Penalty 768.759617 = -195716.663066 nChanged 3 SP:Iteration 36F (69.875954 sec): 3 clusters Score: Raw -196484.949991 + Penalty 793.866852 = -195691.083140 nChanged 6 SP:Iteration 37F (69.879942 sec): 3 clusters Score: Raw -196486.157002 + Penalty 878.717482 = -195607.439520 nChanged 6 SP:Iteration 38F (69.883879 sec): 3 clusters Score: Raw -196490.222851 + Penalty 929.586562 = -195560.636289 nChanged 2 SP:Iteration 39F (69.887875 sec): 3 clusters Score: Raw -196493.829653 + Penalty 930.614882 = -195563.214772 nChanged 1 SP:Iteration 40F (69.891832 sec): 3 clusters Score: Raw -196498.395170 + Penalty 930.614882 = -195567.780289 nChanged 0 Memory request: 0.04 GB would take us to total of 0.31 GB. Trying to split cluster 9 (8098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.931139 sec): 2 clusters Score: Raw -690681.216718 + Penalty 287.152184 = -690394.064534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.946662 sec): 3 clusters Score: Raw -685240.757866 + Penalty 567.433173 = -684673.324693 nChanged 3758 SP:Iteration 1F (69.962659 sec): 3 clusters Score: Raw -686796.358889 + Penalty 566.378609 = -686229.980280 nChanged 1678 SP:Iteration 2F (69.982810 sec): 3 clusters Score: Raw -688449.972803 + Penalty 593.727523 = -687856.245280 nChanged 1196 SP:Iteration 3F (69.997584 sec): 3 clusters Score: Raw -689959.435196 + Penalty 859.879336 = -689099.555860 nChanged 656 SP:Iteration 4F (70.012778 sec): 3 clusters Score: Raw -690889.909976 + Penalty 998.894932 = -689891.015045 nChanged 66 SP:Iteration 5Q (70.025888 sec): 3 clusters Score: Raw -690994.101711 + Penalty 1033.595738 = -689960.505974 nChanged 20 SP:Iteration 6Q (70.037589 sec): 3 clusters Score: Raw -691022.190287 + Penalty 1054.072274 = -689968.118013 nChanged 8 SP:Iteration 7Q (70.049257 sec): 3 clusters Score: Raw -691032.517021 + Penalty 1073.403888 = -689959.113132 nChanged 7 SP:Iteration 8F (70.063935 sec): 3 clusters Score: Raw -691046.573562 + Penalty 1089.066417 = -689957.507145 nChanged 8 SP:Iteration 9F (70.079034 sec): 3 clusters Score: Raw -691053.147422 + Penalty 1089.055263 = -689964.092159 nChanged 3 SP:Iteration 10F (70.093946 sec): 3 clusters Score: Raw -691054.633593 + Penalty 1089.055263 = -689965.578330 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.102747 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.105475 sec): 3 clusters Score: Raw -118761.351791 + Penalty 121.291356 = -118640.060436 nChanged 629 SP:Iteration 1F (70.108330 sec): 3 clusters Score: Raw -119393.781292 + Penalty 121.211245 = -119272.570047 nChanged 75 SP:Iteration 2F (70.111021 sec): 3 clusters Score: Raw -119422.342070 + Penalty 121.295951 = -119301.046119 nChanged 19 SP:Iteration 3Q (70.113725 sec): 3 clusters Score: Raw -119427.248103 + Penalty 121.429356 = -119305.818747 nChanged 12 SP:Iteration 4Q (70.116350 sec): 3 clusters Score: Raw -119429.021792 + Penalty 121.578005 = -119307.443786 nChanged 9 SP:Iteration 5Q (70.118952 sec): 3 clusters Score: Raw -119429.871753 + Penalty 121.646987 = -119308.224766 nChanged 4 SP:Iteration 6Q (70.121564 sec): 3 clusters Score: Raw -119430.024894 + Penalty 121.684503 = -119308.340391 nChanged 2 SP:Iteration 7Q (70.124192 sec): 3 clusters Score: Raw -119430.170095 + Penalty 121.742439 = -119308.427657 nChanged 3 SP:Iteration 8Q (70.126775 sec): 3 clusters Score: Raw -119430.261120 + Penalty 121.782174 = -119308.478946 nChanged 2 SP:Iteration 9Q (70.129392 sec): 3 clusters Score: Raw -119430.270060 + Penalty 121.802248 = -119308.467813 nChanged 1 SP:Iteration 10F (70.132057 sec): 3 clusters Score: Raw -119430.297324 + Penalty 121.822671 = -119308.474653 nChanged 1 SP:Iteration 11Q (70.134677 sec): 3 clusters Score: Raw -119430.308500 + Penalty 121.864192 = -119308.444308 nChanged 2 SP:Iteration 12F (70.137334 sec): 3 clusters Score: Raw -119430.356628 + Penalty 121.904881 = -119308.451747 nChanged 2 SP:Iteration 13Q (70.139916 sec): 3 clusters Score: Raw -119430.611601 + Penalty 121.990882 = -119308.620718 nChanged 4 SP:Iteration 14Q (70.142463 sec): 3 clusters Score: Raw -119430.891809 + Penalty 122.099057 = -119308.792752 nChanged 6 SP:Iteration 15Q (70.145045 sec): 3 clusters Score: Raw -119431.322307 + Penalty 122.145264 = -119309.177043 nChanged 2 SP:Iteration 16Q (70.147663 sec): 3 clusters Score: Raw -119431.329797 + Penalty 122.145264 = -119309.184533 nChanged 0 SP:Iteration 17F (70.150348 sec): 3 clusters Score: Raw -119431.329797 + Penalty 122.145264 = -119309.184533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.151494 sec): 2 clusters Score: Raw -1560.129513 + Penalty 106.677733 = -1453.451780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.151754 sec): 3 clusters Score: Raw -1690.898453 + Penalty 242.760871 = -1448.137582 nChanged 5 SP:Iteration 1F (70.152009 sec): 3 clusters Score: Raw -1711.841373 + Penalty 242.760871 = -1469.080502 nChanged 0 Score: Raw -2595393.923672 + Penalty 19050.393003 = -2576343.530668 Splitting cluster 11 changes total score from -2564639.015671 to -2576343.530668 So it's getting split into cluster 16. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.630670 sec): 2 clusters Score: Raw -194866.087518 + Penalty 143.699545 = -194722.387973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.634956 sec): 3 clusters Score: Raw -193368.897121 + Penalty 260.579034 = -193108.318087 nChanged 1084 SP:Iteration 1F (70.639071 sec): 3 clusters Score: Raw -194231.667612 + Penalty 264.272725 = -193967.394887 nChanged 285 SP:Iteration 2F (70.643165 sec): 3 clusters Score: Raw -194522.818141 + Penalty 276.328503 = -194246.489638 nChanged 148 SP:Iteration 3F (70.647252 sec): 3 clusters Score: Raw -194717.458947 + Penalty 280.975702 = -194436.483245 nChanged 52 SP:Iteration 4Q (70.650912 sec): 3 clusters Score: Raw -194755.697618 + Penalty 286.030885 = -194469.666733 nChanged 36 SP:Iteration 5Q (70.654353 sec): 3 clusters Score: Raw -194781.044427 + Penalty 295.517378 = -194485.527049 nChanged 36 SP:Iteration 6Q (70.657753 sec): 3 clusters Score: Raw -194809.932024 + Penalty 305.185545 = -194504.746479 nChanged 23 SP:Iteration 7Q (70.661181 sec): 3 clusters Score: Raw -194827.754615 + Penalty 317.366755 = -194510.387861 nChanged 17 SP:Iteration 8Q (70.664512 sec): 3 clusters Score: Raw -194839.158665 + Penalty 325.881092 = -194513.277573 nChanged 9 SP:Iteration 9Q (70.667812 sec): 3 clusters Score: Raw -194844.361907 + Penalty 338.119195 = -194506.242712 nChanged 10 SP:Iteration 10F (70.671982 sec): 3 clusters Score: Raw -194849.684247 + Penalty 357.938529 = -194491.745718 nChanged 8 SP:Iteration 11F (70.676207 sec): 3 clusters Score: Raw -194854.771313 + Penalty 376.314471 = -194478.456842 nChanged 8 SP:Iteration 12F (70.680510 sec): 3 clusters Score: Raw -194858.903648 + Penalty 419.650440 = -194439.253208 nChanged 6 SP:Iteration 13F (70.684692 sec): 3 clusters Score: Raw -194864.264505 + Penalty 458.113949 = -194406.150557 nChanged 4 SP:Iteration 14F (70.688871 sec): 3 clusters Score: Raw -194869.354828 + Penalty 502.077000 = -194367.277828 nChanged 3 SP:Iteration 15F (70.692976 sec): 3 clusters Score: Raw -194872.404450 + Penalty 534.121755 = -194338.282695 nChanged 2 SP:Iteration 16F (70.697086 sec): 3 clusters Score: Raw -194875.398063 + Penalty 600.059451 = -194275.338612 nChanged 3 SP:Iteration 17F (70.701262 sec): 3 clusters Score: Raw -194883.281815 + Penalty 658.710173 = -194224.571642 nChanged 3 SP:Iteration 18F (70.705460 sec): 3 clusters Score: Raw -194894.715532 + Penalty 648.460874 = -194246.254658 nChanged 2 SP:Iteration 19Q (70.708664 sec): 3 clusters Score: Raw -194898.523776 + Penalty 648.460874 = -194250.062902 nChanged 0 SP:Iteration 20F (70.712776 sec): 3 clusters Score: Raw -194898.523776 + Penalty 648.460874 = -194250.062902 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 13 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.719245 sec): 2 clusters Score: Raw -121468.557661 + Penalty 222.056182 = -121246.501479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.722112 sec): 3 clusters Score: Raw -120641.624072 + Penalty 443.867358 = -120197.756714 nChanged 580 SP:Iteration 1F (70.724731 sec): 3 clusters Score: Raw -121069.977072 + Penalty 451.998020 = -120617.979052 nChanged 196 SP:Iteration 2F (70.727351 sec): 3 clusters Score: Raw -121283.666620 + Penalty 460.133676 = -120823.532945 nChanged 91 SP:Iteration 3F (70.729950 sec): 3 clusters Score: Raw -121375.317490 + Penalty 464.852672 = -120910.464818 nChanged 36 SP:Iteration 4Q (70.732377 sec): 3 clusters Score: Raw -121399.990699 + Penalty 464.895514 = -120935.095185 nChanged 21 SP:Iteration 5Q (70.734715 sec): 3 clusters Score: Raw -121409.318038 + Penalty 464.050243 = -120945.267796 nChanged 19 SP:Iteration 6Q (70.737000 sec): 3 clusters Score: Raw -121417.414152 + Penalty 462.393701 = -120955.020451 nChanged 15 SP:Iteration 7Q (70.739287 sec): 3 clusters Score: Raw -121425.067864 + Penalty 461.418110 = -120963.649754 nChanged 14 SP:Iteration 8Q (70.741528 sec): 3 clusters Score: Raw -121430.817279 + Penalty 459.302819 = -120971.514459 nChanged 9 SP:Iteration 9Q (70.743779 sec): 3 clusters Score: Raw -121432.673230 + Penalty 459.108937 = -120973.564293 nChanged 7 SP:Iteration 10F (70.746298 sec): 3 clusters Score: Raw -121433.978887 + Penalty 458.642176 = -120975.336711 nChanged 4 SP:Iteration 11Q (70.748545 sec): 3 clusters Score: Raw -121434.594710 + Penalty 458.518509 = -120976.076201 nChanged 6 SP:Iteration 12Q (70.750814 sec): 3 clusters Score: Raw -121435.578500 + Penalty 457.774790 = -120977.803711 nChanged 3 SP:Iteration 13Q (70.753043 sec): 3 clusters Score: Raw -121435.928558 + Penalty 457.774790 = -120978.153769 nChanged 0 SP:Iteration 14F (70.755560 sec): 3 clusters Score: Raw -121435.928558 + Penalty 457.774790 = -120978.153769 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.761175 sec): 2 clusters Score: Raw -92710.774093 + Penalty 483.932989 = -92226.841104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.763199 sec): 3 clusters Score: Raw -92176.044233 + Penalty 965.329300 = -91210.714933 nChanged 387 SP:Iteration 1F (70.765127 sec): 3 clusters Score: Raw -92376.402377 + Penalty 962.900344 = -91413.502033 nChanged 115 SP:Iteration 2F (70.767075 sec): 3 clusters Score: Raw -92452.693059 + Penalty 959.605060 = -91493.087999 nChanged 81 SP:Iteration 3F (70.769002 sec): 3 clusters Score: Raw -92502.312388 + Penalty 956.613492 = -91545.698896 nChanged 54 SP:Iteration 4F (70.770931 sec): 3 clusters Score: Raw -92529.263889 + Penalty 955.932450 = -91573.331440 nChanged 32 SP:Iteration 5Q (70.772848 sec): 3 clusters Score: Raw -92546.316694 + Penalty 955.748455 = -91590.568239 nChanged 23 SP:Iteration 6Q (70.774750 sec): 3 clusters Score: Raw -92554.849227 + Penalty 955.742249 = -91599.106979 nChanged 12 SP:Iteration 7Q (70.776645 sec): 3 clusters Score: Raw -92560.905070 + Penalty 955.378442 = -91605.526628 nChanged 19 SP:Iteration 8Q (70.778513 sec): 3 clusters Score: Raw -92572.711807 + Penalty 955.672000 = -91617.039807 nChanged 18 SP:Iteration 9Q (70.780412 sec): 3 clusters Score: Raw -92582.275621 + Penalty 956.311294 = -91625.964327 nChanged 17 SP:Iteration 10F (70.782339 sec): 3 clusters Score: Raw -92588.161654 + Penalty 957.246479 = -91630.915175 nChanged 15 SP:Iteration 11Q (70.784210 sec): 3 clusters Score: Raw -92594.083083 + Penalty 956.372005 = -91637.711078 nChanged 14 SP:Iteration 12Q (70.786082 sec): 3 clusters Score: Raw -92598.914023 + Penalty 956.529524 = -91642.384498 nChanged 10 SP:Iteration 13Q (70.787928 sec): 3 clusters Score: Raw -92601.443547 + Penalty 958.192728 = -91643.250820 nChanged 10 SP:Iteration 14Q (70.789802 sec): 3 clusters Score: Raw -92605.303863 + Penalty 961.171610 = -91644.132253 nChanged 18 SP:Iteration 15Q (70.791686 sec): 3 clusters Score: Raw -92615.138937 + Penalty 964.021552 = -91651.117385 nChanged 24 SP:Iteration 16Q (70.793570 sec): 3 clusters Score: Raw -92628.806263 + Penalty 972.766588 = -91656.039676 nChanged 29 SP:Iteration 17Q (70.795448 sec): 3 clusters Score: Raw -92650.127598 + Penalty 982.968339 = -91667.159259 nChanged 28 SP:Iteration 18Q (70.797326 sec): 3 clusters Score: Raw -92670.976512 + Penalty 994.991063 = -91675.985449 nChanged 32 SP:Iteration 19Q (70.799166 sec): 3 clusters Score: Raw -92692.505495 + Penalty 1011.125060 = -91681.380435 nChanged 27 SP:Iteration 20F (70.801114 sec): 3 clusters Score: Raw -92716.082465 + Penalty 1029.712827 = -91686.369638 nChanged 27 SP:Iteration 21Q (70.802939 sec): 3 clusters Score: Raw -92741.833880 + Penalty 1047.097476 = -91694.736404 nChanged 24 SP:Iteration 22Q (70.804739 sec): 3 clusters Score: Raw -92763.651640 + Penalty 1065.296519 = -91698.355122 nChanged 21 SP:Iteration 23Q (70.806513 sec): 3 clusters Score: Raw -92784.258845 + Penalty 1073.946238 = -91710.312607 nChanged 13 SP:Iteration 24Q (70.808269 sec): 3 clusters Score: Raw -92793.194599 + Penalty 1083.572479 = -91709.622120 nChanged 9 SP:Iteration 25F (70.810235 sec): 3 clusters Score: Raw -92801.696205 + Penalty 1093.034618 = -91708.661587 nChanged 6 SP:Iteration 26F (70.812163 sec): 3 clusters Score: Raw -92809.912179 + Penalty 1102.519531 = -91707.392648 nChanged 4 SP:Iteration 27F (70.814101 sec): 3 clusters Score: Raw -92815.042612 + Penalty 1107.177667 = -91707.864946 nChanged 6 SP:Iteration 28Q (70.815814 sec): 3 clusters Score: Raw -92819.253832 + Penalty 1111.717645 = -91707.536187 nChanged 3 SP:Iteration 29F (70.817759 sec): 3 clusters Score: Raw -92822.122118 + Penalty 1111.717645 = -91710.404474 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.825728 sec): 2 clusters Score: Raw -70234.380691 + Penalty 300.454354 = -69933.926336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.827344 sec): 3 clusters Score: Raw -69778.989549 + Penalty 617.810972 = -69161.178577 nChanged 332 SP:Iteration 1F (70.828951 sec): 3 clusters Score: Raw -70176.181895 + Penalty 630.687296 = -69545.494599 nChanged 71 SP:Iteration 2F (70.830556 sec): 3 clusters Score: Raw -70241.416352 + Penalty 630.472350 = -69610.944002 nChanged 16 SP:Iteration 3Q (70.832089 sec): 3 clusters Score: Raw -70253.985048 + Penalty 635.524964 = -69618.460085 nChanged 8 SP:Iteration 4Q (70.833561 sec): 3 clusters Score: Raw -70257.400827 + Penalty 638.490923 = -69618.909904 nChanged 9 SP:Iteration 5Q (70.835042 sec): 3 clusters Score: Raw -70259.868210 + Penalty 640.400118 = -69619.468092 nChanged 6 SP:Iteration 6Q (70.836495 sec): 3 clusters Score: Raw -70262.095083 + Penalty 641.473802 = -69620.621281 nChanged 6 SP:Iteration 7Q (70.837930 sec): 3 clusters Score: Raw -70263.613525 + Penalty 644.026386 = -69619.587139 nChanged 8 SP:Iteration 8F (70.839495 sec): 3 clusters Score: Raw -70267.646907 + Penalty 645.474415 = -69622.172492 nChanged 7 SP:Iteration 9Q (70.840937 sec): 3 clusters Score: Raw -70270.254036 + Penalty 649.337637 = -69620.916398 nChanged 9 SP:Iteration 10F (70.842502 sec): 3 clusters Score: Raw -70273.658724 + Penalty 647.614249 = -69626.044476 nChanged 4 SP:Iteration 11Q (70.843920 sec): 3 clusters Score: Raw -70275.059168 + Penalty 650.530249 = -69624.528920 nChanged 2 SP:Iteration 12F (70.845492 sec): 3 clusters Score: Raw -70275.643642 + Penalty 650.931754 = -69624.711887 nChanged 2 SP:Iteration 13Q (70.846888 sec): 3 clusters Score: Raw -70276.244291 + Penalty 644.111207 = -69632.133084 nChanged 3 SP:Iteration 14Q (70.848310 sec): 3 clusters Score: Raw -70278.458123 + Penalty 643.000977 = -69635.457146 nChanged 1 SP:Iteration 15Q (70.849702 sec): 3 clusters Score: Raw -70278.911686 + Penalty 643.000977 = -69635.910709 nChanged 0 SP:Iteration 16F (70.851264 sec): 3 clusters Score: Raw -70278.911686 + Penalty 643.000977 = -69635.910709 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 21 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.855400 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.857743 sec): 3 clusters Score: Raw -106751.084319 + Penalty 389.014254 = -106362.070065 nChanged 515 SP:Iteration 1F (70.860059 sec): 3 clusters Score: Raw -107101.683192 + Penalty 387.168033 = -106714.515159 nChanged 113 SP:Iteration 2F (70.862373 sec): 3 clusters Score: Raw -107188.147855 + Penalty 384.577993 = -106803.569862 nChanged 109 SP:Iteration 3F (70.864658 sec): 3 clusters Score: Raw -107308.284394 + Penalty 387.677157 = -106920.607237 nChanged 91 SP:Iteration 4F (70.867006 sec): 3 clusters Score: Raw -107420.202104 + Penalty 558.548499 = -106861.653606 nChanged 49 SP:Iteration 5F (70.869280 sec): 3 clusters Score: Raw -107479.441562 + Penalty 913.981717 = -106565.459845 nChanged 6 SP:Iteration 6F (70.871561 sec): 3 clusters Score: Raw -107485.379477 + Penalty 193.362015 = -107292.017462 nChanged 1 SP:Iteration 7Q (70.873322 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 SP:Iteration 8F (70.875068 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 22 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.880314 sec): 2 clusters Score: Raw -139117.225092 + Penalty 549.277110 = -138567.947982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.883168 sec): 3 clusters Score: Raw -138266.287854 + Penalty 1098.659722 = -137167.628132 nChanged 617 SP:Iteration 1F (70.885956 sec): 3 clusters Score: Raw -138582.536216 + Penalty 1098.032469 = -137484.503746 nChanged 144 SP:Iteration 2F (70.888729 sec): 3 clusters Score: Raw -138660.303758 + Penalty 1096.278312 = -137564.025445 nChanged 118 SP:Iteration 3F (70.891632 sec): 3 clusters Score: Raw -138728.639899 + Penalty 1094.797508 = -137633.842392 nChanged 102 SP:Iteration 4F (70.894569 sec): 3 clusters Score: Raw -138780.131543 + Penalty 1093.017688 = -137687.113855 nChanged 69 SP:Iteration 5Q (70.897344 sec): 3 clusters Score: Raw -138806.866517 + Penalty 1092.049022 = -137714.817495 nChanged 50 SP:Iteration 6Q (70.900141 sec): 3 clusters Score: Raw -138822.727353 + Penalty 1091.952719 = -137730.774633 nChanged 39 SP:Iteration 7Q (70.902956 sec): 3 clusters Score: Raw -138834.850622 + Penalty 1090.725950 = -137744.124672 nChanged 27 SP:Iteration 8Q (70.905728 sec): 3 clusters Score: Raw -138841.999416 + Penalty 1090.083071 = -137751.916345 nChanged 27 SP:Iteration 9Q (70.908477 sec): 3 clusters Score: Raw -138849.979969 + Penalty 1089.739785 = -137760.240184 nChanged 13 SP:Iteration 10F (70.911258 sec): 3 clusters Score: Raw -138853.785642 + Penalty 1089.303452 = -137764.482190 nChanged 16 SP:Iteration 11Q (70.914051 sec): 3 clusters Score: Raw -138857.217736 + Penalty 1090.003812 = -137767.213924 nChanged 16 SP:Iteration 12Q (70.916839 sec): 3 clusters Score: Raw -138861.184399 + Penalty 1089.967310 = -137771.217088 nChanged 16 SP:Iteration 13Q (70.919609 sec): 3 clusters Score: Raw -138864.167728 + Penalty 1090.939223 = -137773.228505 nChanged 15 SP:Iteration 14Q (70.922461 sec): 3 clusters Score: Raw -138867.394240 + Penalty 1091.316839 = -137776.077401 nChanged 17 SP:Iteration 15Q (70.925186 sec): 3 clusters Score: Raw -138871.393163 + Penalty 1091.506775 = -137779.886388 nChanged 10 SP:Iteration 16Q (70.927985 sec): 3 clusters Score: Raw -138873.824810 + Penalty 1091.496543 = -137782.328266 nChanged 9 SP:Iteration 17Q (70.930782 sec): 3 clusters Score: Raw -138875.052044 + Penalty 1091.757109 = -137783.294936 nChanged 7 SP:Iteration 18Q (70.933588 sec): 3 clusters Score: Raw -138875.741892 + Penalty 1091.240503 = -137784.501389 nChanged 12 SP:Iteration 19Q (70.936443 sec): 3 clusters Score: Raw -138878.786283 + Penalty 1092.514119 = -137786.272163 nChanged 20 SP:Iteration 20F (70.939190 sec): 3 clusters Score: Raw -138884.416309 + Penalty 1093.640664 = -137790.775645 nChanged 24 SP:Iteration 21Q (70.941949 sec): 3 clusters Score: Raw -138891.794986 + Penalty 1095.360042 = -137796.434944 nChanged 28 SP:Iteration 22Q (70.944740 sec): 3 clusters Score: Raw -138901.128725 + Penalty 1099.719976 = -137801.408749 nChanged 26 SP:Iteration 23Q (70.947520 sec): 3 clusters Score: Raw -138912.072311 + Penalty 1102.821967 = -137809.250345 nChanged 23 SP:Iteration 24Q (70.950340 sec): 3 clusters Score: Raw -138921.244232 + Penalty 1103.682007 = -137817.562225 nChanged 27 SP:Iteration 25Q (70.953087 sec): 3 clusters Score: Raw -138933.062884 + Penalty 1106.596626 = -137826.466258 nChanged 27 SP:Iteration 26Q (70.955840 sec): 3 clusters Score: Raw -138947.802178 + Penalty 1112.741509 = -137835.060670 nChanged 31 SP:Iteration 27Q (70.958625 sec): 3 clusters Score: Raw -138964.493822 + Penalty 1119.612742 = -137844.881080 nChanged 37 SP:Iteration 28Q (70.961459 sec): 3 clusters Score: Raw -138987.371371 + Penalty 1131.628187 = -137855.743185 nChanged 41 SP:Iteration 29Q (70.964251 sec): 3 clusters Score: Raw -139020.950770 + Penalty 1147.694820 = -137873.255949 nChanged 53 SP:Iteration 30F (70.967037 sec): 3 clusters Score: Raw -139093.116201 + Penalty 1177.460207 = -137915.655994 nChanged 51 SP:Iteration 31Q (70.969816 sec): 3 clusters Score: Raw -139147.667752 + Penalty 1205.364917 = -137942.302834 nChanged 35 SP:Iteration 32Q (70.972548 sec): 3 clusters Score: Raw -139187.744702 + Penalty 1231.032445 = -137956.712256 nChanged 26 SP:Iteration 33Q (70.975137 sec): 3 clusters Score: Raw -139217.001727 + Penalty 1237.611405 = -137979.390321 nChanged 13 SP:Iteration 34Q (70.977668 sec): 3 clusters Score: Raw -139232.886102 + Penalty 1253.402746 = -137979.483356 nChanged 12 SP:Iteration 35Q (70.980113 sec): 3 clusters Score: Raw -139248.691945 + Penalty 1267.744800 = -137980.947145 nChanged 9 SP:Iteration 36Q (70.982534 sec): 3 clusters Score: Raw -139259.253292 + Penalty 1272.961340 = -137986.291952 nChanged 4 SP:Iteration 37Q (70.984908 sec): 3 clusters Score: Raw -139263.801678 + Penalty 1274.183020 = -137989.618658 nChanged 1 SP:Iteration 38Q (70.987218 sec): 3 clusters Score: Raw -139264.300443 + Penalty 1274.183020 = -137990.117422 nChanged 0 SP:Iteration 39F (70.989927 sec): 3 clusters Score: Raw -139264.300443 + Penalty 1274.183020 = -137990.117422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.991190 sec): 2 clusters Score: Raw -3611.229715 + Penalty 216.577054 = -3394.652661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.991522 sec): 3 clusters Score: Raw -3704.296329 + Penalty 429.982644 = -3274.313685 nChanged 12 SP:Iteration 1F (70.991846 sec): 3 clusters Score: Raw -3741.384464 + Penalty 429.982644 = -3311.401819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 25 (1681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.997376 sec): 2 clusters Score: Raw -155890.113633 + Penalty 460.688894 = -155429.424739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.000823 sec): 3 clusters Score: Raw -154884.540539 + Penalty 907.913450 = -153976.627089 nChanged 689 SP:Iteration 1F (71.004453 sec): 3 clusters Score: Raw -155306.711692 + Penalty 902.370138 = -154404.341554 nChanged 172 SP:Iteration 2F (71.007919 sec): 3 clusters Score: Raw -155403.040935 + Penalty 896.757711 = -154506.283224 nChanged 106 SP:Iteration 3F (71.011316 sec): 3 clusters Score: Raw -155470.545871 + Penalty 890.371180 = -154580.174691 nChanged 81 SP:Iteration 4Q (71.014751 sec): 3 clusters Score: Raw -155519.129218 + Penalty 883.961356 = -154635.167861 nChanged 66 SP:Iteration 5Q (71.018169 sec): 3 clusters Score: Raw -155556.248565 + Penalty 876.869371 = -154679.379193 nChanged 47 SP:Iteration 6Q (71.021599 sec): 3 clusters Score: Raw -155583.748784 + Penalty 871.256829 = -154712.491955 nChanged 43 SP:Iteration 7Q (71.025017 sec): 3 clusters Score: Raw -155601.837359 + Penalty 867.493770 = -154734.343589 nChanged 32 SP:Iteration 8Q (71.028429 sec): 3 clusters Score: Raw -155612.965987 + Penalty 864.437954 = -154748.528033 nChanged 33 SP:Iteration 9Q (71.031850 sec): 3 clusters Score: Raw -155623.575853 + Penalty 861.048104 = -154762.527749 nChanged 28 SP:Iteration 10F (71.035517 sec): 3 clusters Score: Raw -155632.934313 + Penalty 859.426171 = -154773.508141 nChanged 24 SP:Iteration 11Q (71.038835 sec): 3 clusters Score: Raw -155638.287629 + Penalty 858.592856 = -154779.694773 nChanged 16 SP:Iteration 12Q (71.042188 sec): 3 clusters Score: Raw -155641.658807 + Penalty 858.737328 = -154782.921479 nChanged 16 SP:Iteration 13Q (71.045554 sec): 3 clusters Score: Raw -155645.032977 + Penalty 859.130265 = -154785.902712 nChanged 9 SP:Iteration 14Q (71.048879 sec): 3 clusters Score: Raw -155646.179845 + Penalty 858.087345 = -154788.092500 nChanged 5 SP:Iteration 15Q (71.052194 sec): 3 clusters Score: Raw -155646.707205 + Penalty 856.948479 = -154789.758726 nChanged 8 SP:Iteration 16Q (71.055493 sec): 3 clusters Score: Raw -155647.659592 + Penalty 856.411388 = -154791.248204 nChanged 7 SP:Iteration 17Q (71.058855 sec): 3 clusters Score: Raw -155648.304653 + Penalty 855.437143 = -154792.867510 nChanged 10 SP:Iteration 18Q (71.062169 sec): 3 clusters Score: Raw -155649.585716 + Penalty 855.226473 = -154794.359243 nChanged 8 SP:Iteration 19Q (71.065465 sec): 3 clusters Score: Raw -155651.063277 + Penalty 854.356039 = -154796.707238 nChanged 12 SP:Iteration 20F (71.068937 sec): 3 clusters Score: Raw -155653.047019 + Penalty 852.239103 = -154800.807916 nChanged 11 SP:Iteration 21Q (71.072248 sec): 3 clusters Score: Raw -155654.107741 + Penalty 850.265243 = -154803.842498 nChanged 11 SP:Iteration 22Q (71.075510 sec): 3 clusters Score: Raw -155655.724668 + Penalty 848.148282 = -154807.576386 nChanged 13 SP:Iteration 23Q (71.078825 sec): 3 clusters Score: Raw -155657.463556 + Penalty 845.540931 = -154811.922624 nChanged 15 SP:Iteration 24Q (71.082160 sec): 3 clusters Score: Raw -155659.954499 + Penalty 842.755117 = -154817.199382 nChanged 17 SP:Iteration 25Q (71.085406 sec): 3 clusters Score: Raw -155662.750611 + Penalty 838.921401 = -154823.829209 nChanged 19 SP:Iteration 26Q (71.088686 sec): 3 clusters Score: Raw -155667.604646 + Penalty 836.305112 = -154831.299534 nChanged 29 SP:Iteration 27Q (71.092140 sec): 3 clusters Score: Raw -155678.327007 + Penalty 834.642073 = -154843.684934 nChanged 34 SP:Iteration 28Q (71.095379 sec): 3 clusters Score: Raw -155692.063875 + Penalty 827.942082 = -154864.121794 nChanged 30 SP:Iteration 29Q (71.098661 sec): 3 clusters Score: Raw -155704.773976 + Penalty 823.699286 = -154881.074690 nChanged 28 SP:Iteration 30F (71.102118 sec): 3 clusters Score: Raw -155716.529956 + Penalty 813.355199 = -154903.174757 nChanged 34 SP:Iteration 31Q (71.105318 sec): 3 clusters Score: Raw -155731.369622 + Penalty 805.450958 = -154925.918664 nChanged 33 SP:Iteration 32Q (71.108509 sec): 3 clusters Score: Raw -155747.037502 + Penalty 795.456365 = -154951.581137 nChanged 30 SP:Iteration 33Q (71.111694 sec): 3 clusters Score: Raw -155763.305350 + Penalty 780.756780 = -154982.548570 nChanged 35 SP:Iteration 34Q (71.115021 sec): 3 clusters Score: Raw -155784.765431 + Penalty 768.655938 = -155016.109493 nChanged 35 SP:Iteration 35Q (71.118411 sec): 3 clusters Score: Raw -155807.463136 + Penalty 750.577263 = -155056.885874 nChanged 32 SP:Iteration 36Q (71.121223 sec): 3 clusters Score: Raw -155832.129628 + Penalty 736.365037 = -155095.764591 nChanged 32 SP:Iteration 37Q (71.124010 sec): 3 clusters Score: Raw -155865.102796 + Penalty 584.397384 = -155280.705412 nChanged 21 SP:Iteration 38Q (71.127035 sec): 3 clusters Score: Raw -155888.113529 + Penalty 460.688894 = -155427.424635 nChanged 1 SP:Iteration 39Q (71.129454 sec): 2 clusters Score: Raw -155890.113633 + Penalty 460.688894 = -155429.424739 nChanged 0 SP:Iteration 40F (71.131885 sec): 2 clusters Score: Raw -155890.113633 + Penalty 460.688894 = -155429.424739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 31 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.136615 sec): 2 clusters Score: Raw -126064.640986 + Penalty 330.654323 = -125733.986663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.139429 sec): 3 clusters Score: Raw -125255.515780 + Penalty 669.891630 = -124585.624150 nChanged 574 SP:Iteration 1F (71.142186 sec): 3 clusters Score: Raw -125573.014296 + Penalty 688.846830 = -124884.167466 nChanged 165 SP:Iteration 2F (71.144945 sec): 3 clusters Score: Raw -125696.845476 + Penalty 725.602253 = -124971.243222 nChanged 132 SP:Iteration 3F (71.147756 sec): 3 clusters Score: Raw -125827.850164 + Penalty 774.268474 = -125053.581690 nChanged 94 SP:Iteration 4F (71.150607 sec): 3 clusters Score: Raw -125940.674320 + Penalty 824.757656 = -125115.916664 nChanged 65 SP:Iteration 5Q (71.153446 sec): 3 clusters Score: Raw -126013.195185 + Penalty 875.442676 = -125137.752510 nChanged 51 SP:Iteration 6Q (71.156200 sec): 3 clusters Score: Raw -126057.598586 + Penalty 906.615162 = -125150.983425 nChanged 31 SP:Iteration 7Q (71.158820 sec): 3 clusters Score: Raw -126082.313616 + Penalty 935.879586 = -125146.434030 nChanged 25 SP:Iteration 8F (71.161677 sec): 3 clusters Score: Raw -126098.721519 + Penalty 948.431886 = -125150.289633 nChanged 11 SP:Iteration 9Q (71.164279 sec): 3 clusters Score: Raw -126106.575702 + Penalty 950.730822 = -125155.844880 nChanged 10 SP:Iteration 10F (71.167183 sec): 3 clusters Score: Raw -126114.524358 + Penalty 951.858937 = -125162.665422 nChanged 5 SP:Iteration 11Q (71.169716 sec): 3 clusters Score: Raw -126117.442678 + Penalty 951.858937 = -125165.583741 nChanged 0 SP:Iteration 12F (71.172568 sec): 3 clusters Score: Raw -126117.442678 + Penalty 951.858937 = -125165.583741 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.176365 sec): 2 clusters Score: Raw -96221.771918 + Penalty 739.984484 = -95481.787433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.178362 sec): 3 clusters Score: Raw -95781.534451 + Penalty 1480.570219 = -94300.964231 nChanged 340 SP:Iteration 1F (71.180320 sec): 3 clusters Score: Raw -96006.172735 + Penalty 1482.426246 = -94523.746489 nChanged 67 SP:Iteration 2F (71.182298 sec): 3 clusters Score: Raw -96051.295311 + Penalty 1486.167810 = -94565.127501 nChanged 47 SP:Iteration 3Q (71.184272 sec): 3 clusters Score: Raw -96086.798955 + Penalty 1490.644262 = -94596.154693 nChanged 41 SP:Iteration 4Q (71.186278 sec): 3 clusters Score: Raw -96118.756605 + Penalty 1498.184766 = -94620.571839 nChanged 44 SP:Iteration 5Q (71.188262 sec): 3 clusters Score: Raw -96159.218550 + Penalty 1503.858266 = -94655.360284 nChanged 32 SP:Iteration 6Q (71.190223 sec): 3 clusters Score: Raw -96183.724334 + Penalty 1510.188366 = -94673.535968 nChanged 28 SP:Iteration 7Q (71.192196 sec): 3 clusters Score: Raw -96204.188859 + Penalty 1515.705180 = -94688.483679 nChanged 27 SP:Iteration 8Q (71.194143 sec): 3 clusters Score: Raw -96229.303936 + Penalty 1523.495796 = -94705.808140 nChanged 26 SP:Iteration 9Q (71.196143 sec): 3 clusters Score: Raw -96257.492712 + Penalty 1531.632373 = -94725.860338 nChanged 25 SP:Iteration 10F (71.198153 sec): 3 clusters Score: Raw -96280.133202 + Penalty 1537.660121 = -94742.473080 nChanged 20 SP:Iteration 11Q (71.200107 sec): 3 clusters Score: Raw -96292.987634 + Penalty 1540.445005 = -94752.542629 nChanged 10 SP:Iteration 12Q (71.202050 sec): 3 clusters Score: Raw -96301.977689 + Penalty 1542.441602 = -94759.536087 nChanged 9 SP:Iteration 13Q (71.203966 sec): 3 clusters Score: Raw -96310.795912 + Penalty 1543.891540 = -94766.904372 nChanged 7 SP:Iteration 14Q (71.205915 sec): 3 clusters Score: Raw -96314.999574 + Penalty 1545.869586 = -94769.129989 nChanged 5 SP:Iteration 15Q (71.207878 sec): 3 clusters Score: Raw -96318.836266 + Penalty 1546.335776 = -94772.500489 nChanged 6 SP:Iteration 16Q (71.209806 sec): 3 clusters Score: Raw -96321.787942 + Penalty 1546.029684 = -94775.758258 nChanged 1 SP:Iteration 17Q (71.211763 sec): 3 clusters Score: Raw -96322.271037 + Penalty 1546.096313 = -94776.174724 nChanged 1 SP:Iteration 18Q (71.213698 sec): 3 clusters Score: Raw -96323.122306 + Penalty 1546.096313 = -94777.025993 nChanged 0 SP:Iteration 19F (71.215715 sec): 3 clusters Score: Raw -96323.122306 + Penalty 1546.096313 = -94777.025993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.217780 sec): 2 clusters Score: Raw -22674.980184 + Penalty 599.508515 = -22075.471669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.218433 sec): 3 clusters Score: Raw -22607.360110 + Penalty 1192.079337 = -21415.280773 nChanged 47 SP:Iteration 1F (71.219089 sec): 3 clusters Score: Raw -22676.740211 + Penalty 1189.324116 = -21487.416094 nChanged 21 SP:Iteration 2F (71.219723 sec): 3 clusters Score: Raw -22699.018806 + Penalty 1189.490271 = -21509.528535 nChanged 4 SP:Iteration 3Q (71.220367 sec): 3 clusters Score: Raw -22702.641767 + Penalty 1189.549546 = -21513.092221 nChanged 2 SP:Iteration 4Q (71.220993 sec): 3 clusters Score: Raw -22704.276137 + Penalty 1189.726617 = -21514.549520 nChanged 2 SP:Iteration 5Q (71.221616 sec): 3 clusters Score: Raw -22708.054053 + Penalty 1189.909768 = -21518.144285 nChanged 1 SP:Iteration 6Q (71.222240 sec): 3 clusters Score: Raw -22708.314144 + Penalty 1189.575596 = -21518.738548 nChanged 1 SP:Iteration 7Q (71.222860 sec): 3 clusters Score: Raw -22709.053513 + Penalty 1189.575596 = -21519.477917 nChanged 0 SP:Iteration 8F (71.223491 sec): 3 clusters Score: Raw -22709.053513 + Penalty 1189.575596 = -21519.477917 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 43 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.226514 sec): 2 clusters Score: Raw -66072.664074 + Penalty 631.392945 = -65441.271129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.228052 sec): 3 clusters Score: Raw -65742.008873 + Penalty 1268.512247 = -64473.496626 nChanged 218 SP:Iteration 1F (71.229559 sec): 3 clusters Score: Raw -65909.343688 + Penalty 1277.224588 = -64632.119100 nChanged 85 SP:Iteration 2F (71.231085 sec): 3 clusters Score: Raw -66022.461816 + Penalty 1284.607970 = -64737.853846 nChanged 66 SP:Iteration 3F (71.232592 sec): 3 clusters Score: Raw -66093.554670 + Penalty 1288.135457 = -64805.419212 nChanged 41 SP:Iteration 4F (71.234115 sec): 3 clusters Score: Raw -66143.541290 + Penalty 1288.691184 = -64854.850105 nChanged 30 SP:Iteration 5Q (71.235591 sec): 3 clusters Score: Raw -66169.973640 + Penalty 1292.438269 = -64877.535371 nChanged 19 SP:Iteration 6Q (71.237084 sec): 3 clusters Score: Raw -66188.765935 + Penalty 1293.871017 = -64894.894919 nChanged 14 SP:Iteration 7Q (71.238528 sec): 3 clusters Score: Raw -66209.152792 + Penalty 1294.088043 = -64915.064749 nChanged 14 SP:Iteration 8Q (71.239959 sec): 3 clusters Score: Raw -66229.967312 + Penalty 1296.437766 = -64933.529546 nChanged 10 SP:Iteration 9Q (71.241380 sec): 3 clusters Score: Raw -66240.799147 + Penalty 1296.506489 = -64944.292657 nChanged 6 SP:Iteration 10F (71.242872 sec): 3 clusters Score: Raw -66244.533835 + Penalty 1296.131724 = -64948.402111 nChanged 9 SP:Iteration 11Q (71.244298 sec): 3 clusters Score: Raw -66249.093374 + Penalty 1296.599664 = -64952.493710 nChanged 3 SP:Iteration 12Q (71.245708 sec): 3 clusters Score: Raw -66252.798287 + Penalty 1296.453070 = -64956.345217 nChanged 3 SP:Iteration 13Q (71.247111 sec): 3 clusters Score: Raw -66254.191025 + Penalty 1296.151389 = -64958.039636 nChanged 1 SP:Iteration 14Q (71.248553 sec): 3 clusters Score: Raw -66254.419632 + Penalty 1296.327549 = -64958.092083 nChanged 1 SP:Iteration 15Q (71.249957 sec): 3 clusters Score: Raw -66255.450283 + Penalty 1296.807688 = -64958.642595 nChanged 1 SP:Iteration 16Q (71.251369 sec): 3 clusters Score: Raw -66255.987549 + Penalty 1296.807688 = -64959.179861 nChanged 0 SP:Iteration 17F (71.252861 sec): 3 clusters Score: Raw -66255.987549 + Penalty 1296.807688 = -64959.179861 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 53 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.255848 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.257458 sec): 3 clusters Score: Raw -72386.643813 + Penalty 824.747681 = -71561.896132 nChanged 295 SP:Iteration 1F (71.259050 sec): 3 clusters Score: Raw -72536.968023 + Penalty 820.213502 = -71716.754522 nChanged 66 SP:Iteration 2F (71.260617 sec): 3 clusters Score: Raw -72575.481291 + Penalty 814.819519 = -71760.661772 nChanged 55 SP:Iteration 3F (71.262156 sec): 3 clusters Score: Raw -72614.144750 + Penalty 812.727564 = -71801.417187 nChanged 43 SP:Iteration 4F (71.263698 sec): 3 clusters Score: Raw -72646.523088 + Penalty 813.906442 = -71832.616646 nChanged 45 SP:Iteration 5F (71.265246 sec): 3 clusters Score: Raw -72678.411230 + Penalty 819.461044 = -71858.950186 nChanged 34 SP:Iteration 6Q (71.266760 sec): 3 clusters Score: Raw -72701.541230 + Penalty 827.435127 = -71874.106103 nChanged 38 SP:Iteration 7F (71.268275 sec): 3 clusters Score: Raw -72732.494792 + Penalty 847.969843 = -71884.524949 nChanged 25 SP:Iteration 8Q (71.269797 sec): 3 clusters Score: Raw -72754.492709 + Penalty 883.780576 = -71870.712133 nChanged 18 SP:Iteration 9F (71.271303 sec): 3 clusters Score: Raw -72771.924266 + Penalty 951.414175 = -71820.510090 nChanged 13 SP:Iteration 10F (71.272876 sec): 3 clusters Score: Raw -72784.059088 + Penalty 988.467115 = -71795.591974 nChanged 5 SP:Iteration 11F (71.274441 sec): 3 clusters Score: Raw -72786.830271 + Penalty 1007.772496 = -71779.057775 nChanged 3 SP:Iteration 12F (71.275924 sec): 3 clusters Score: Raw -72786.563125 + Penalty 1058.213202 = -71728.349923 nChanged 4 SP:Iteration 13F (71.277419 sec): 3 clusters Score: Raw -72787.352428 + Penalty 935.542347 = -71851.810081 nChanged 2 SP:Iteration 14Q (71.278615 sec): 3 clusters Score: Raw -72785.592081 + Penalty 816.488526 = -71969.103555 nChanged 1 SP:Iteration 15Q (71.279791 sec): 3 clusters Score: Raw -72785.719534 + Penalty 416.427961 = -72369.291573 nChanged 1 SP:Iteration 16Q (71.280971 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 SP:Iteration 17F (71.282132 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.285219 sec): 2 clusters Score: Raw -44074.362187 + Penalty 513.256293 = -43561.105894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.286363 sec): 3 clusters Score: Raw -43855.602010 + Penalty 1021.187891 = -42834.414118 nChanged 142 SP:Iteration 1F (71.287444 sec): 3 clusters Score: Raw -43978.961783 + Penalty 1012.156781 = -42966.805001 nChanged 52 SP:Iteration 2F (71.288524 sec): 3 clusters Score: Raw -44032.432297 + Penalty 1007.279274 = -43025.153023 nChanged 35 SP:Iteration 3F (71.289608 sec): 3 clusters Score: Raw -44068.481642 + Penalty 1004.567893 = -43063.913750 nChanged 27 SP:Iteration 4F (71.290696 sec): 3 clusters Score: Raw -44099.396199 + Penalty 1005.876399 = -43093.519800 nChanged 22 SP:Iteration 5Q (71.291787 sec): 3 clusters Score: Raw -44121.849757 + Penalty 1005.464561 = -43116.385196 nChanged 10 SP:Iteration 6Q (71.292865 sec): 3 clusters Score: Raw -44130.207323 + Penalty 1006.620019 = -43123.587303 nChanged 9 SP:Iteration 7Q (71.293933 sec): 3 clusters Score: Raw -44136.234250 + Penalty 1010.429971 = -43125.804279 nChanged 8 SP:Iteration 8Q (71.295000 sec): 3 clusters Score: Raw -44141.371016 + Penalty 1018.589185 = -43122.781831 nChanged 8 SP:Iteration 9F (71.296123 sec): 3 clusters Score: Raw -44151.822135 + Penalty 1020.738529 = -43131.083606 nChanged 9 SP:Iteration 10F (71.297230 sec): 3 clusters Score: Raw -44163.613310 + Penalty 1023.172143 = -43140.441167 nChanged 4 SP:Iteration 11Q (71.298284 sec): 3 clusters Score: Raw -44166.675419 + Penalty 1023.264206 = -43143.411213 nChanged 2 SP:Iteration 12Q (71.299334 sec): 3 clusters Score: Raw -44170.413058 + Penalty 1022.803801 = -43147.609258 nChanged 1 SP:Iteration 13Q (71.300400 sec): 3 clusters Score: Raw -44170.906672 + Penalty 1022.803801 = -43148.102871 nChanged 0 SP:Iteration 14F (71.301504 sec): 3 clusters Score: Raw -44170.906672 + Penalty 1022.803801 = -43148.102871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.303523 sec): 2 clusters Score: Raw -27314.680503 + Penalty 779.708280 = -26534.972223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.304278 sec): 3 clusters Score: Raw -27268.364778 + Penalty 1558.227810 = -25710.136968 nChanged 64 SP:Iteration 1F (71.305038 sec): 3 clusters Score: Raw -27372.852940 + Penalty 1556.674670 = -25816.178270 nChanged 17 SP:Iteration 2F (71.305778 sec): 3 clusters Score: Raw -27425.398382 + Penalty 1554.045373 = -25871.353009 nChanged 23 SP:Iteration 3F (71.306514 sec): 3 clusters Score: Raw -27464.642266 + Penalty 1553.576913 = -25911.065353 nChanged 6 SP:Iteration 4Q (71.307216 sec): 3 clusters Score: Raw -27477.208179 + Penalty 1554.326759 = -25922.881420 nChanged 3 SP:Iteration 5Q (71.307916 sec): 3 clusters Score: Raw -27486.693420 + Penalty 1554.443900 = -25932.249520 nChanged 2 SP:Iteration 6Q (71.308613 sec): 3 clusters Score: Raw -27489.374274 + Penalty 1554.193852 = -25935.180422 nChanged 1 SP:Iteration 7Q (71.309361 sec): 3 clusters Score: Raw -27490.248762 + Penalty 1553.960127 = -25936.288635 nChanged 1 SP:Iteration 8Q (71.310062 sec): 3 clusters Score: Raw -27490.862034 + Penalty 1553.960127 = -25936.901907 nChanged 0 SP:Iteration 9F (71.310796 sec): 3 clusters Score: Raw -27490.862034 + Penalty 1553.960127 = -25936.901907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.313155 sec): 2 clusters Score: Raw -42995.062466 + Penalty 875.664391 = -42119.398074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.314206 sec): 3 clusters Score: Raw -42863.723740 + Penalty 1750.098964 = -41113.624776 nChanged 117 SP:Iteration 1F (71.315227 sec): 3 clusters Score: Raw -43003.325394 + Penalty 1748.668821 = -41254.656574 nChanged 33 SP:Iteration 2F (71.316238 sec): 3 clusters Score: Raw -43059.431856 + Penalty 1747.406043 = -41312.025813 nChanged 18 SP:Iteration 3Q (71.317301 sec): 3 clusters Score: Raw -43082.673564 + Penalty 1746.553959 = -41336.119606 nChanged 10 SP:Iteration 4Q (71.318359 sec): 3 clusters Score: Raw -43090.694509 + Penalty 1746.089886 = -41344.604623 nChanged 3 SP:Iteration 5Q (71.319389 sec): 3 clusters Score: Raw -43092.892713 + Penalty 1745.666304 = -41347.226409 nChanged 3 SP:Iteration 6Q (71.320426 sec): 3 clusters Score: Raw -43095.706501 + Penalty 1744.935166 = -41350.771335 nChanged 2 SP:Iteration 7Q (71.321450 sec): 3 clusters Score: Raw -43097.525810 + Penalty 1744.239298 = -41353.286512 nChanged 4 SP:Iteration 8Q (71.322477 sec): 3 clusters Score: Raw -43103.176849 + Penalty 1743.073451 = -41360.103399 nChanged 6 SP:Iteration 9Q (71.323503 sec): 3 clusters Score: Raw -43109.877387 + Penalty 1742.385876 = -41367.491512 nChanged 5 SP:Iteration 10F (71.324525 sec): 3 clusters Score: Raw -43116.705035 + Penalty 1741.682457 = -41375.022578 nChanged 6 SP:Iteration 11Q (71.325499 sec): 3 clusters Score: Raw -43120.973427 + Penalty 1741.392822 = -41379.580605 nChanged 3 SP:Iteration 12Q (71.326472 sec): 3 clusters Score: Raw -43122.522697 + Penalty 1740.871749 = -41381.650948 nChanged 2 SP:Iteration 13Q (71.327445 sec): 3 clusters Score: Raw -43126.604210 + Penalty 1740.394707 = -41386.209503 nChanged 3 SP:Iteration 14Q (71.328415 sec): 3 clusters Score: Raw -43128.877025 + Penalty 1739.530855 = -41389.346170 nChanged 3 SP:Iteration 15Q (71.329403 sec): 3 clusters Score: Raw -43130.824612 + Penalty 1739.083133 = -41391.741479 nChanged 3 SP:Iteration 16Q (71.330372 sec): 3 clusters Score: Raw -43133.581821 + Penalty 1738.507669 = -41395.074152 nChanged 3 SP:Iteration 17Q (71.331337 sec): 3 clusters Score: Raw -43137.609558 + Penalty 1738.811553 = -41398.798006 nChanged 5 SP:Iteration 18Q (71.332352 sec): 3 clusters Score: Raw -43143.901587 + Penalty 1738.783626 = -41405.117961 nChanged 3 SP:Iteration 19Q (71.333318 sec): 3 clusters Score: Raw -43145.773258 + Penalty 1738.692333 = -41407.080924 nChanged 2 SP:Iteration 20F (71.334336 sec): 3 clusters Score: Raw -43148.453191 + Penalty 1738.692333 = -41409.760857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.335505 sec): 2 clusters Score: Raw -164.160225 + Penalty 3.465736 = -160.694489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.335710 sec): 3 clusters Score: Raw -162.360190 + Penalty 6.931472 = -155.428718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.336965 sec): 2 clusters Score: Raw -13524.404327 + Penalty 103.136539 = -13421.267787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.337475 sec): 3 clusters Score: Raw -13457.645913 + Penalty 209.018784 = -13248.627129 nChanged 64 SP:Iteration 1F (71.338046 sec): 3 clusters Score: Raw -13510.420814 + Penalty 211.829311 = -13298.591503 nChanged 4 SP:Iteration 2Q (71.338564 sec): 3 clusters Score: Raw -13512.906738 + Penalty 213.386856 = -13299.519883 nChanged 2 SP:Iteration 3Q (71.339077 sec): 3 clusters Score: Raw -13513.566959 + Penalty 215.836025 = -13297.730934 nChanged 3 SP:Iteration 4F (71.339595 sec): 3 clusters Score: Raw -13514.330551 + Penalty 218.409585 = -13295.920967 nChanged 3 SP:Iteration 5F (71.340113 sec): 3 clusters Score: Raw -13515.739950 + Penalty 223.024611 = -13292.715340 nChanged 4 SP:Iteration 6F (71.340632 sec): 3 clusters Score: Raw -13518.145487 + Penalty 227.380419 = -13290.765068 nChanged 5 SP:Iteration 7F (71.341129 sec): 3 clusters Score: Raw -13521.867173 + Penalty 231.216179 = -13290.650994 nChanged 3 SP:Iteration 8F (71.341622 sec): 3 clusters Score: Raw -13523.525079 + Penalty 230.607900 = -13292.917179 nChanged 2 SP:Iteration 9Q (71.342116 sec): 3 clusters Score: Raw -13525.284677 + Penalty 230.607900 = -13294.676777 nChanged 0 SP:Iteration 10F (71.342642 sec): 3 clusters Score: Raw -13525.284677 + Penalty 230.607900 = -13294.676777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 170 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.343545 sec): 2 clusters Score: Raw -1624.326735 + Penalty 101.699724 = -1522.627011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.343803 sec): 3 clusters Score: Raw -1662.186653 + Penalty 184.766723 = -1477.419930 nChanged 0 Deleting Class 11 (8 points): Lose 242.426225 but Gain 536.572438 Iteration 181F (71.834552 sec): 32 clusters Score: Raw -2583003.758162 + Penalty 18505.820576 = -2564497.937586 nChanged 10 Deleting Class 7 (9 points): Lose 127.455592 but Gain 273.850095 Iteration 182F (72.292637 sec): 31 clusters Score: Raw -2582949.761626 + Penalty 18213.939686 = -2564735.821940 nChanged 11 Iteration 183Q (72.393333 sec): 31 clusters Score: Raw -2583016.843105 + Penalty 18213.939686 = -2564802.903418 nChanged 0 Iteration 184F (72.836315 sec): 31 clusters Score: Raw -2583016.843105 + Penalty 18213.939686 = -2564802.903418 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2583016.843105 + Penalty 18213.939686 = -2564802.903418Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 1 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.900485 sec): 2 clusters Score: Raw -83769.664138 + Penalty 201.608545 = -83568.055593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.902384 sec): 3 clusters Score: Raw -83182.619728 + Penalty 411.918768 = -82770.700960 nChanged 394 SP:Iteration 1F (72.904242 sec): 3 clusters Score: Raw -83523.567370 + Penalty 416.422013 = -83107.145357 nChanged 116 SP:Iteration 2F (72.906125 sec): 3 clusters Score: Raw -83623.144230 + Penalty 416.632670 = -83206.511559 nChanged 63 SP:Iteration 3F (72.907986 sec): 3 clusters Score: Raw -83666.648877 + Penalty 417.038244 = -83249.610633 nChanged 26 SP:Iteration 4Q (72.909852 sec): 3 clusters Score: Raw -83674.424664 + Penalty 417.204471 = -83257.220194 nChanged 15 SP:Iteration 5Q (72.911828 sec): 3 clusters Score: Raw -83679.231776 + Penalty 417.246233 = -83261.985543 nChanged 12 SP:Iteration 6Q (72.913747 sec): 3 clusters Score: Raw -83683.213040 + Penalty 417.452070 = -83265.760970 nChanged 17 SP:Iteration 7Q (72.915571 sec): 3 clusters Score: Raw -83688.216627 + Penalty 418.613140 = -83269.603486 nChanged 17 SP:Iteration 8Q (72.917386 sec): 3 clusters Score: Raw -83695.478405 + Penalty 419.930103 = -83275.548303 nChanged 13 SP:Iteration 9Q (72.919202 sec): 3 clusters Score: Raw -83699.992103 + Penalty 420.146429 = -83279.845674 nChanged 7 SP:Iteration 10F (72.921111 sec): 3 clusters Score: Raw -83702.072888 + Penalty 420.605340 = -83281.467548 nChanged 6 SP:Iteration 11Q (72.922932 sec): 3 clusters Score: Raw -83702.829993 + Penalty 420.788595 = -83282.041397 nChanged 4 SP:Iteration 12Q (72.924797 sec): 3 clusters Score: Raw -83703.660890 + Penalty 420.824181 = -83282.836709 nChanged 2 SP:Iteration 13Q (72.926608 sec): 3 clusters Score: Raw -83704.118138 + Penalty 420.505610 = -83283.612528 nChanged 3 SP:Iteration 14Q (72.928414 sec): 3 clusters Score: Raw -83704.686159 + Penalty 420.550494 = -83284.135665 nChanged 2 SP:Iteration 15Q (72.930227 sec): 3 clusters Score: Raw -83704.985863 + Penalty 420.346108 = -83284.639755 nChanged 2 SP:Iteration 16Q (72.932151 sec): 3 clusters Score: Raw -83705.919779 + Penalty 420.850958 = -83285.068821 nChanged 4 SP:Iteration 17Q (72.933978 sec): 3 clusters Score: Raw -83707.095341 + Penalty 421.148242 = -83285.947099 nChanged 5 SP:Iteration 18Q (72.935787 sec): 3 clusters Score: Raw -83708.205500 + Penalty 420.547217 = -83287.658283 nChanged 5 SP:Iteration 19Q (72.937617 sec): 3 clusters Score: Raw -83710.778171 + Penalty 420.127317 = -83290.650853 nChanged 3 SP:Iteration 20F (72.939549 sec): 3 clusters Score: Raw -83712.723568 + Penalty 420.283714 = -83292.439854 nChanged 2 SP:Iteration 21Q (72.941355 sec): 3 clusters Score: Raw -83712.786078 + Penalty 420.396658 = -83292.389420 nChanged 1 SP:Iteration 22F (72.943277 sec): 3 clusters Score: Raw -83712.781106 + Penalty 420.396658 = -83292.384448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.945129 sec): 2 clusters Score: Raw -25988.108326 + Penalty 317.634194 = -25670.474132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.945858 sec): 3 clusters Score: Raw -25856.226914 + Penalty 650.144510 = -25206.082405 nChanged 98 SP:Iteration 1F (72.946570 sec): 3 clusters Score: Raw -25949.807230 + Penalty 676.672378 = -25273.134852 nChanged 34 SP:Iteration 2F (72.947278 sec): 3 clusters Score: Raw -26008.712975 + Penalty 714.326772 = -25294.386204 nChanged 23 SP:Iteration 3F (72.947990 sec): 3 clusters Score: Raw -26043.144999 + Penalty 731.798089 = -25311.346910 nChanged 8 SP:Iteration 4Q (72.948666 sec): 3 clusters Score: Raw -26048.973799 + Penalty 737.684588 = -25311.289211 nChanged 6 SP:Iteration 5F (72.949372 sec): 3 clusters Score: Raw -26054.979604 + Penalty 749.208275 = -25305.771330 nChanged 6 SP:Iteration 6F (72.950077 sec): 3 clusters Score: Raw -26058.935110 + Penalty 754.588197 = -25304.346913 nChanged 2 SP:Iteration 7F (72.950781 sec): 3 clusters Score: Raw -26059.823263 + Penalty 760.596670 = -25299.226592 nChanged 2 SP:Iteration 8F (72.951484 sec): 3 clusters Score: Raw -26060.729006 + Penalty 761.685528 = -25299.043479 nChanged 2 SP:Iteration 9F (72.952188 sec): 3 clusters Score: Raw -26061.924260 + Penalty 769.769813 = -25292.154447 nChanged 4 SP:Iteration 10F (72.952915 sec): 3 clusters Score: Raw -26065.007476 + Penalty 775.172748 = -25289.834727 nChanged 3 SP:Iteration 11F (72.953622 sec): 3 clusters Score: Raw -26066.937693 + Penalty 792.874100 = -25274.063593 nChanged 5 SP:Iteration 12F (72.954324 sec): 3 clusters Score: Raw -26071.960259 + Penalty 792.874100 = -25279.086159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.956967 sec): 2 clusters Score: Raw -72552.613489 + Penalty 316.215660 = -72236.397829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.958596 sec): 3 clusters Score: Raw -72105.456308 + Penalty 628.025757 = -71477.430552 nChanged 299 SP:Iteration 1F (72.960170 sec): 3 clusters Score: Raw -72358.065692 + Penalty 628.149001 = -71729.916691 nChanged 88 SP:Iteration 2F (72.961727 sec): 3 clusters Score: Raw -72434.005850 + Penalty 629.442489 = -71804.563361 nChanged 38 SP:Iteration 3Q (72.963330 sec): 3 clusters Score: Raw -72454.512633 + Penalty 630.948036 = -71823.564596 nChanged 19 SP:Iteration 4Q (72.964899 sec): 3 clusters Score: Raw -72467.747664 + Penalty 632.672690 = -71835.074974 nChanged 15 SP:Iteration 5Q (72.966471 sec): 3 clusters Score: Raw -72474.921340 + Penalty 633.778732 = -71841.142608 nChanged 9 SP:Iteration 6Q (72.968070 sec): 3 clusters Score: Raw -72477.140276 + Penalty 634.281513 = -71842.858763 nChanged 3 SP:Iteration 7Q (72.969650 sec): 3 clusters Score: Raw -72477.465613 + Penalty 634.785626 = -71842.679987 nChanged 3 SP:Iteration 8F (72.971312 sec): 3 clusters Score: Raw -72478.047206 + Penalty 635.483656 = -71842.563550 nChanged 4 SP:Iteration 9F (72.972916 sec): 3 clusters Score: Raw -72478.986061 + Penalty 636.285043 = -71842.701018 nChanged 5 SP:Iteration 10F (72.974499 sec): 3 clusters Score: Raw -72479.726760 + Penalty 636.741958 = -71842.984802 nChanged 3 SP:Iteration 11Q (72.976088 sec): 3 clusters Score: Raw -72480.234145 + Penalty 637.487755 = -71842.746390 nChanged 4 SP:Iteration 12F (72.977765 sec): 3 clusters Score: Raw -72480.884452 + Penalty 637.776653 = -71843.107799 nChanged 2 SP:Iteration 13Q (72.979419 sec): 3 clusters Score: Raw -72481.012893 + Penalty 637.970132 = -71843.042761 nChanged 2 SP:Iteration 14F (72.980997 sec): 3 clusters Score: Raw -72481.802402 + Penalty 637.878937 = -71843.923465 nChanged 2 SP:Iteration 15Q (72.982574 sec): 3 clusters Score: Raw -72482.110452 + Penalty 637.878937 = -71844.231515 nChanged 0 SP:Iteration 16F (72.984163 sec): 3 clusters Score: Raw -72482.110452 + Penalty 637.878937 = -71844.231515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.986569 sec): 2 clusters Score: Raw -39250.615287 + Penalty 370.922747 = -38879.692540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.987564 sec): 3 clusters Score: Raw -39033.376644 + Penalty 741.597047 = -38291.779596 nChanged 161 SP:Iteration 1F (72.988543 sec): 3 clusters Score: Raw -39145.695200 + Penalty 741.588697 = -38404.106503 nChanged 47 SP:Iteration 2F (72.989531 sec): 3 clusters Score: Raw -39199.135110 + Penalty 742.287648 = -38456.847462 nChanged 31 SP:Iteration 3F (72.990516 sec): 3 clusters Score: Raw -39232.253231 + Penalty 744.440040 = -38487.813191 nChanged 22 SP:Iteration 4F (72.991510 sec): 3 clusters Score: Raw -39253.164346 + Penalty 746.662592 = -38506.501755 nChanged 12 SP:Iteration 5Q (72.992440 sec): 3 clusters Score: Raw -39264.633082 + Penalty 749.414863 = -38515.218219 nChanged 14 SP:Iteration 6Q (72.993368 sec): 3 clusters Score: Raw -39276.057378 + Penalty 753.280373 = -38522.777004 nChanged 14 SP:Iteration 7Q (72.994292 sec): 3 clusters Score: Raw -39285.944385 + Penalty 758.883839 = -38527.060547 nChanged 11 SP:Iteration 8Q (72.995212 sec): 3 clusters Score: Raw -39292.907686 + Penalty 766.539035 = -38526.368651 nChanged 14 SP:Iteration 9F (72.996178 sec): 3 clusters Score: Raw -39301.552242 + Penalty 771.164254 = -38530.387988 nChanged 8 SP:Iteration 10F (72.997129 sec): 3 clusters Score: Raw -39305.918063 + Penalty 774.488091 = -38531.429973 nChanged 7 SP:Iteration 11Q (72.998054 sec): 3 clusters Score: Raw -39309.440554 + Penalty 780.071916 = -38529.368638 nChanged 6 SP:Iteration 12F (72.999003 sec): 3 clusters Score: Raw -39311.784605 + Penalty 783.591138 = -38528.193467 nChanged 4 SP:Iteration 13F (72.999951 sec): 3 clusters Score: Raw -39313.352781 + Penalty 786.642916 = -38526.709864 nChanged 6 SP:Iteration 14F (73.000920 sec): 3 clusters Score: Raw -39317.491636 + Penalty 789.444235 = -38528.047400 nChanged 3 SP:Iteration 15Q (73.001849 sec): 3 clusters Score: Raw -39319.234019 + Penalty 795.180856 = -38524.053163 nChanged 5 SP:Iteration 16F (73.002802 sec): 3 clusters Score: Raw -39321.929348 + Penalty 801.222017 = -38520.707331 nChanged 5 SP:Iteration 17F (73.003751 sec): 3 clusters Score: Raw -39323.445621 + Penalty 801.636075 = -38521.809546 nChanged 1 SP:Iteration 18Q (73.004674 sec): 3 clusters Score: Raw -39324.076973 + Penalty 802.451556 = -38521.625417 nChanged 1 SP:Iteration 19F (73.005643 sec): 3 clusters Score: Raw -39324.603411 + Penalty 805.023145 = -38519.580266 nChanged 2 SP:Iteration 20F (73.006626 sec): 3 clusters Score: Raw -39325.600567 + Penalty 806.716223 = -38518.884344 nChanged 1 SP:Iteration 21F (73.007576 sec): 3 clusters Score: Raw -39325.673207 + Penalty 806.716223 = -38518.956984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 5 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.008949 sec): 2 clusters Score: Raw -31454.452418 + Penalty 270.446317 = -31184.006101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.009809 sec): 3 clusters Score: Raw -31256.509897 + Penalty 552.382630 = -30704.127267 nChanged 124 SP:Iteration 1F (73.010643 sec): 3 clusters Score: Raw -31323.575935 + Penalty 562.964738 = -30760.611197 nChanged 38 SP:Iteration 2F (73.011473 sec): 3 clusters Score: Raw -31349.707906 + Penalty 573.577421 = -30776.130484 nChanged 22 SP:Iteration 3F (73.012303 sec): 3 clusters Score: Raw -31368.468507 + Penalty 581.930921 = -30786.537586 nChanged 18 SP:Iteration 4F (73.013137 sec): 3 clusters Score: Raw -31386.622977 + Penalty 591.265224 = -30795.357754 nChanged 14 SP:Iteration 5Q (73.013949 sec): 3 clusters Score: Raw -31400.931732 + Penalty 602.797096 = -30798.134637 nChanged 17 SP:Iteration 6Q (73.014769 sec): 3 clusters Score: Raw -31415.836926 + Penalty 627.708537 = -30788.128388 nChanged 14 SP:Iteration 7F (73.015606 sec): 3 clusters Score: Raw -31427.825133 + Penalty 663.935180 = -30763.889953 nChanged 14 SP:Iteration 8F (73.016442 sec): 3 clusters Score: Raw -31443.950736 + Penalty 693.821098 = -30750.129638 nChanged 7 SP:Iteration 9F (73.017278 sec): 3 clusters Score: Raw -31450.379045 + Penalty 708.446227 = -30741.932818 nChanged 5 SP:Iteration 10F (73.018114 sec): 3 clusters Score: Raw -31455.824770 + Penalty 715.539805 = -30740.284965 nChanged 1 SP:Iteration 11F (73.018950 sec): 3 clusters Score: Raw -31456.536698 + Penalty 720.013345 = -30736.523352 nChanged 1 SP:Iteration 12F (73.019759 sec): 3 clusters Score: Raw -31457.365610 + Penalty 720.013345 = -30737.352265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.020648 sec): 2 clusters Score: Raw -14749.045608 + Penalty 201.262365 = -14547.783243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.021159 sec): 3 clusters Score: Raw -14672.089639 + Penalty 425.105059 = -14246.984579 nChanged 55 SP:Iteration 1F (73.021663 sec): 3 clusters Score: Raw -14747.107986 + Penalty 473.690630 = -14273.417356 nChanged 21 SP:Iteration 2F (73.022167 sec): 3 clusters Score: Raw -14788.945568 + Penalty 509.611253 = -14279.334314 nChanged 10 SP:Iteration 3F (73.022674 sec): 3 clusters Score: Raw -14816.741586 + Penalty 537.803726 = -14278.937860 nChanged 9 SP:Iteration 4F (73.023178 sec): 3 clusters Score: Raw -14841.942480 + Penalty 557.152433 = -14284.790047 nChanged 6 SP:Iteration 5Q (73.023668 sec): 3 clusters Score: Raw -14849.781463 + Penalty 570.511915 = -14279.269548 nChanged 2 SP:Iteration 6F (73.024176 sec): 3 clusters Score: Raw -14852.238792 + Penalty 570.511915 = -14281.726877 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.034603 sec): 2 clusters Score: Raw -196479.867743 + Penalty 350.067964 = -196129.799779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.038688 sec): 3 clusters Score: Raw -195134.583037 + Penalty 700.637180 = -194433.945858 nChanged 963 SP:Iteration 1F (73.043036 sec): 3 clusters Score: Raw -195740.169136 + Penalty 687.555115 = -195052.614021 nChanged 296 SP:Iteration 2F (73.047085 sec): 3 clusters Score: Raw -196019.152478 + Penalty 673.347574 = -195345.804903 nChanged 152 SP:Iteration 3F (73.051075 sec): 3 clusters Score: Raw -196200.759828 + Penalty 661.488667 = -195539.271162 nChanged 88 SP:Iteration 4Q (73.054945 sec): 3 clusters Score: Raw -196275.324161 + Penalty 651.201247 = -195624.122913 nChanged 60 SP:Iteration 5Q (73.058640 sec): 3 clusters Score: Raw -196322.323691 + Penalty 643.901367 = -195678.422324 nChanged 51 SP:Iteration 6Q (73.062143 sec): 3 clusters Score: Raw -196359.717845 + Penalty 638.248932 = -195721.468913 nChanged 36 SP:Iteration 7Q (73.065602 sec): 3 clusters Score: Raw -196382.730805 + Penalty 633.832191 = -195748.898614 nChanged 40 SP:Iteration 8Q (73.069068 sec): 3 clusters Score: Raw -196408.976054 + Penalty 636.414450 = -195772.561605 nChanged 32 SP:Iteration 9Q (73.072471 sec): 3 clusters Score: Raw -196427.703642 + Penalty 639.791206 = -195787.912436 nChanged 23 SP:Iteration 10F (73.076426 sec): 3 clusters Score: Raw -196444.201969 + Penalty 636.501509 = -195807.700461 nChanged 17 SP:Iteration 11Q (73.079771 sec): 3 clusters Score: Raw -196456.164116 + Penalty 626.967734 = -195829.196381 nChanged 16 SP:Iteration 12Q (73.083328 sec): 3 clusters Score: Raw -196463.902767 + Penalty 635.008783 = -195828.893984 nChanged 14 SP:Iteration 13F (73.087547 sec): 3 clusters Score: Raw -196471.000936 + Penalty 638.773558 = -195832.227378 nChanged 12 SP:Iteration 14Q (73.090834 sec): 3 clusters Score: Raw -196476.097263 + Penalty 645.864353 = -195830.232911 nChanged 6 SP:Iteration 15F (73.094763 sec): 3 clusters Score: Raw -196478.181658 + Penalty 659.780143 = -195818.401515 nChanged 8 SP:Iteration 16F (73.098680 sec): 3 clusters Score: Raw -196481.509362 + Penalty 677.421361 = -195804.088001 nChanged 7 SP:Iteration 17F (73.102648 sec): 3 clusters Score: Raw -196487.297541 + Penalty 719.544246 = -195767.753295 nChanged 8 SP:Iteration 18F (73.106539 sec): 3 clusters Score: Raw -196492.626233 + Penalty 705.473050 = -195787.153183 nChanged 3 SP:Iteration 19Q (73.109702 sec): 3 clusters Score: Raw -196492.452110 + Penalty 717.126187 = -195775.325923 nChanged 1 SP:Iteration 20F (73.113712 sec): 3 clusters Score: Raw -196492.621833 + Penalty 724.972272 = -195767.649562 nChanged 1 SP:Iteration 21F (73.117750 sec): 3 clusters Score: Raw -196492.637225 + Penalty 766.910809 = -195725.726416 nChanged 3 SP:Iteration 22F (73.121860 sec): 3 clusters Score: Raw -196499.415814 + Penalty 791.014778 = -195708.401036 nChanged 2 SP:Iteration 23F (73.125844 sec): 3 clusters Score: Raw -196500.593184 + Penalty 812.844482 = -195687.748702 nChanged 2 SP:Iteration 24F (73.129819 sec): 3 clusters Score: Raw -196502.194448 + Penalty 831.864072 = -195670.330376 nChanged 1 SP:Iteration 25F (73.133807 sec): 3 clusters Score: Raw -196502.002923 + Penalty 882.523825 = -195619.479098 nChanged 2 SP:Iteration 26F (73.138061 sec): 3 clusters Score: Raw -196506.758648 + Penalty 914.409090 = -195592.349558 nChanged 2 SP:Iteration 27F (73.141871 sec): 3 clusters Score: Raw -196510.373424 + Penalty 914.409090 = -195595.964334 nChanged 0 Memory request: 0.04 GB would take us to total of 0.31 GB. Trying to split cluster 9 (8095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.179515 sec): 2 clusters Score: Raw -690488.467843 + Penalty 287.178381 = -690201.289462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.195084 sec): 3 clusters Score: Raw -685065.575886 + Penalty 610.414359 = -684455.161527 nChanged 3807 SP:Iteration 1F (73.210377 sec): 3 clusters Score: Raw -688040.608313 + Penalty 646.015132 = -687394.593181 nChanged 1404 SP:Iteration 2F (73.225601 sec): 3 clusters Score: Raw -689748.697425 + Penalty 724.709537 = -689023.987888 nChanged 623 SP:Iteration 3F (73.240942 sec): 3 clusters Score: Raw -690512.025461 + Penalty 878.064351 = -689633.961110 nChanged 192 SP:Iteration 4Q (73.256335 sec): 3 clusters Score: Raw -690746.406497 + Penalty 992.524372 = -689753.882125 nChanged 48 SP:Iteration 5Q (73.269531 sec): 3 clusters Score: Raw -690802.086683 + Penalty 1032.608364 = -689769.478318 nChanged 9 SP:Iteration 6Q (73.282286 sec): 3 clusters Score: Raw -690814.259688 + Penalty 1052.722424 = -689761.537264 nChanged 6 SP:Iteration 7F (73.302985 sec): 3 clusters Score: Raw -690825.429315 + Penalty 1071.863082 = -689753.566234 nChanged 5 SP:Iteration 8F (73.318140 sec): 3 clusters Score: Raw -690837.397740 + Penalty 1084.358219 = -689753.039522 nChanged 2 SP:Iteration 9F (73.333220 sec): 3 clusters Score: Raw -690847.685315 + Penalty 1091.997821 = -689755.687494 nChanged 3 SP:Iteration 10F (73.348439 sec): 3 clusters Score: Raw -690853.911729 + Penalty 1100.765845 = -689753.145884 nChanged 2 SP:Iteration 11F (73.363605 sec): 3 clusters Score: Raw -690855.809540 + Penalty 1100.765845 = -689755.043695 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.373230 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.375956 sec): 3 clusters Score: Raw -118768.853195 + Penalty 126.696632 = -118642.156563 nChanged 617 SP:Iteration 1F (73.378663 sec): 3 clusters Score: Raw -119260.036378 + Penalty 126.289505 = -119133.746873 nChanged 157 SP:Iteration 2F (73.381371 sec): 3 clusters Score: Raw -119411.818773 + Penalty 123.469439 = -119288.349334 nChanged 102 SP:Iteration 3F (73.384156 sec): 3 clusters Score: Raw -119547.134924 + Penalty 108.174433 = -119438.960491 nChanged 35 SP:Iteration 4Q (73.386634 sec): 3 clusters Score: Raw -119569.788903 + Penalty 99.201446 = -119470.587457 nChanged 39 SP:Iteration 5Q (73.389084 sec): 3 clusters Score: Raw -119610.851464 + Penalty 60.513550 = -119550.337914 nChanged 21 SP:Iteration 6Q (73.391185 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 SP:Iteration 7F (73.393188 sec): 2 clusters Score: Raw -119634.933635 + Penalty 60.513550 = -119574.420085 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.404684 sec): 2 clusters Score: Raw -194866.087518 + Penalty 143.699545 = -194722.387973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.409179 sec): 3 clusters Score: Raw -193399.977658 + Penalty 271.420145 = -193128.557513 nChanged 1065 SP:Iteration 1F (73.413614 sec): 3 clusters Score: Raw -194075.562732 + Penalty 265.077269 = -193810.485463 nChanged 210 SP:Iteration 2F (73.417995 sec): 3 clusters Score: Raw -194314.782190 + Penalty 265.429219 = -194049.352970 nChanged 168 SP:Iteration 3F (73.422172 sec): 3 clusters Score: Raw -194574.002239 + Penalty 272.172103 = -194301.830136 nChanged 98 SP:Iteration 4Q (73.426145 sec): 3 clusters Score: Raw -194635.831181 + Penalty 275.821739 = -194360.009442 nChanged 70 SP:Iteration 5Q (73.430064 sec): 3 clusters Score: Raw -194671.471546 + Penalty 279.971816 = -194391.499730 nChanged 50 SP:Iteration 6Q (73.433863 sec): 3 clusters Score: Raw -194693.594538 + Penalty 281.956470 = -194411.638067 nChanged 32 SP:Iteration 7Q (73.437855 sec): 3 clusters Score: Raw -194704.156303 + Penalty 285.790180 = -194418.366123 nChanged 27 SP:Iteration 8Q (73.441468 sec): 3 clusters Score: Raw -194715.792343 + Penalty 283.252582 = -194432.539761 nChanged 23 SP:Iteration 9Q (73.445127 sec): 3 clusters Score: Raw -194724.804251 + Penalty 284.316684 = -194440.487566 nChanged 21 SP:Iteration 10F (73.449337 sec): 3 clusters Score: Raw -194732.309936 + Penalty 280.505086 = -194451.804851 nChanged 22 SP:Iteration 11Q (73.453015 sec): 3 clusters Score: Raw -194740.006171 + Penalty 278.858092 = -194461.148079 nChanged 25 SP:Iteration 12Q (73.456623 sec): 3 clusters Score: Raw -194748.725036 + Penalty 282.771508 = -194465.953528 nChanged 23 SP:Iteration 13Q (73.460141 sec): 3 clusters Score: Raw -194759.007603 + Penalty 287.057095 = -194471.950508 nChanged 31 SP:Iteration 14Q (73.463631 sec): 3 clusters Score: Raw -194775.689447 + Penalty 292.242923 = -194483.446524 nChanged 32 SP:Iteration 15Q (73.467176 sec): 3 clusters Score: Raw -194793.134930 + Penalty 292.877007 = -194500.257924 nChanged 24 SP:Iteration 16Q (73.470639 sec): 3 clusters Score: Raw -194807.123792 + Penalty 295.256835 = -194511.866957 nChanged 20 SP:Iteration 17Q (73.474146 sec): 3 clusters Score: Raw -194820.222130 + Penalty 321.838184 = -194498.383946 nChanged 21 SP:Iteration 18F (73.478283 sec): 3 clusters Score: Raw -194837.407072 + Penalty 324.471896 = -194512.935176 nChanged 18 SP:Iteration 19Q (73.481547 sec): 3 clusters Score: Raw -194851.126637 + Penalty 359.979153 = -194491.147484 nChanged 8 SP:Iteration 20F (73.485784 sec): 3 clusters Score: Raw -194857.284277 + Penalty 539.252922 = -194318.031355 nChanged 8 SP:Iteration 21F (73.489946 sec): 3 clusters Score: Raw -194865.061701 + Penalty 665.142940 = -194199.918761 nChanged 2 SP:Iteration 22F (73.493981 sec): 3 clusters Score: Raw -194864.030808 + Penalty 143.699545 = -194720.331262 nChanged 1 SP:Iteration 23Q (73.497113 sec): 2 clusters Score: Raw -194866.087518 + Penalty 143.699545 = -194722.387973 nChanged 0 SP:Iteration 24F (73.500304 sec): 2 clusters Score: Raw -194866.087518 + Penalty 143.699545 = -194722.387973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 13 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.506835 sec): 2 clusters Score: Raw -121468.557661 + Penalty 222.056182 = -121246.501479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.509633 sec): 3 clusters Score: Raw -120621.056155 + Penalty 452.185793 = -120168.870362 nChanged 576 SP:Iteration 1F (73.512486 sec): 3 clusters Score: Raw -121049.986510 + Penalty 446.921474 = -120603.065036 nChanged 160 SP:Iteration 2F (73.515355 sec): 3 clusters Score: Raw -121190.896648 + Penalty 436.668129 = -120754.228519 nChanged 78 SP:Iteration 3F (73.518241 sec): 3 clusters Score: Raw -121286.575677 + Penalty 429.382521 = -120857.193156 nChanged 49 SP:Iteration 4Q (73.520935 sec): 3 clusters Score: Raw -121327.079621 + Penalty 428.634623 = -120898.444998 nChanged 30 SP:Iteration 5Q (73.523612 sec): 3 clusters Score: Raw -121341.274716 + Penalty 425.651990 = -120915.622726 nChanged 24 SP:Iteration 6Q (73.526303 sec): 3 clusters Score: Raw -121354.409463 + Penalty 424.303837 = -120930.105626 nChanged 14 SP:Iteration 7Q (73.528988 sec): 3 clusters Score: Raw -121357.026550 + Penalty 426.583275 = -120930.443274 nChanged 12 SP:Iteration 8Q (73.531628 sec): 3 clusters Score: Raw -121360.116776 + Penalty 428.257989 = -120931.858787 nChanged 9 SP:Iteration 9Q (73.534332 sec): 3 clusters Score: Raw -121361.314241 + Penalty 428.938955 = -120932.375286 nChanged 10 SP:Iteration 10F (73.537165 sec): 3 clusters Score: Raw -121362.633685 + Penalty 430.195723 = -120932.437962 nChanged 6 SP:Iteration 11Q (73.539748 sec): 3 clusters Score: Raw -121364.914404 + Penalty 430.389845 = -120934.524559 nChanged 6 SP:Iteration 12Q (73.542308 sec): 3 clusters Score: Raw -121366.461933 + Penalty 432.871433 = -120933.590500 nChanged 8 SP:Iteration 13F (73.545227 sec): 3 clusters Score: Raw -121369.847704 + Penalty 438.132662 = -120931.715042 nChanged 11 SP:Iteration 14F (73.548149 sec): 3 clusters Score: Raw -121374.197959 + Penalty 442.676586 = -120931.521373 nChanged 14 SP:Iteration 15F (73.551098 sec): 3 clusters Score: Raw -121380.775473 + Penalty 448.838710 = -120931.936763 nChanged 16 SP:Iteration 16Q (73.553722 sec): 3 clusters Score: Raw -121387.799752 + Penalty 457.369961 = -120930.429791 nChanged 20 SP:Iteration 17F (73.556658 sec): 3 clusters Score: Raw -121396.542788 + Penalty 461.306937 = -120935.235851 nChanged 25 SP:Iteration 18Q (73.559277 sec): 3 clusters Score: Raw -121412.135864 + Penalty 474.534169 = -120937.601695 nChanged 29 SP:Iteration 19Q (73.561880 sec): 3 clusters Score: Raw -121437.005517 + Penalty 502.694387 = -120934.311131 nChanged 22 SP:Iteration 20F (73.564772 sec): 3 clusters Score: Raw -121452.465056 + Penalty 510.669819 = -120941.795237 nChanged 18 SP:Iteration 21Q (73.567345 sec): 3 clusters Score: Raw -121465.568790 + Penalty 535.853789 = -120929.715001 nChanged 14 SP:Iteration 22F (73.570305 sec): 3 clusters Score: Raw -121484.331566 + Penalty 574.066494 = -120910.265071 nChanged 6 SP:Iteration 23F (73.573246 sec): 3 clusters Score: Raw -121487.800133 + Penalty 594.519302 = -120893.280831 nChanged 2 SP:Iteration 24F (73.576196 sec): 3 clusters Score: Raw -121487.585877 + Penalty 632.633142 = -120854.952735 nChanged 4 SP:Iteration 25F (73.578811 sec): 3 clusters Score: Raw -121490.055555 + Penalty 692.397119 = -120797.658436 nChanged 5 SP:Iteration 26F (73.581380 sec): 3 clusters Score: Raw -121495.341809 + Penalty 703.612971 = -120791.728839 nChanged 2 SP:Iteration 27F (73.583935 sec): 3 clusters Score: Raw -121494.994751 + Penalty 703.612971 = -120791.381781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.590003 sec): 2 clusters Score: Raw -92710.774093 + Penalty 483.932989 = -92226.841104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.592109 sec): 3 clusters Score: Raw -92184.999198 + Penalty 986.985178 = -91198.014020 nChanged 385 SP:Iteration 1F (73.594272 sec): 3 clusters Score: Raw -92540.460466 + Penalty 1014.465897 = -91525.994569 nChanged 125 SP:Iteration 2F (73.596405 sec): 3 clusters Score: Raw -92695.404400 + Penalty 1038.655395 = -91656.749005 nChanged 77 SP:Iteration 3F (73.598480 sec): 3 clusters Score: Raw -92756.727307 + Penalty 1055.798173 = -91700.929134 nChanged 43 SP:Iteration 4Q (73.600439 sec): 3 clusters Score: Raw -92795.412027 + Penalty 1067.305801 = -91728.106226 nChanged 27 SP:Iteration 5Q (73.602352 sec): 3 clusters Score: Raw -92811.942600 + Penalty 1075.599403 = -91736.343196 nChanged 16 SP:Iteration 6Q (73.604278 sec): 3 clusters Score: Raw -92820.230179 + Penalty 1084.759288 = -91735.470892 nChanged 13 SP:Iteration 7F (73.606256 sec): 3 clusters Score: Raw -92828.844640 + Penalty 1090.094089 = -91738.750551 nChanged 9 SP:Iteration 8Q (73.608140 sec): 3 clusters Score: Raw -92835.352593 + Penalty 1098.214279 = -91737.138314 nChanged 10 SP:Iteration 9F (73.610097 sec): 3 clusters Score: Raw -92844.370597 + Penalty 1102.555679 = -91741.814918 nChanged 8 SP:Iteration 10F (73.612061 sec): 3 clusters Score: Raw -92849.876717 + Penalty 1105.912904 = -91743.963813 nChanged 5 SP:Iteration 11Q (73.613898 sec): 3 clusters Score: Raw -92852.092374 + Penalty 1109.746621 = -91742.345753 nChanged 6 SP:Iteration 12F (73.615874 sec): 3 clusters Score: Raw -92856.663944 + Penalty 1112.932140 = -91743.731804 nChanged 4 SP:Iteration 13Q (73.617735 sec): 3 clusters Score: Raw -92859.941517 + Penalty 1114.832402 = -91745.109114 nChanged 3 SP:Iteration 14Q (73.619588 sec): 3 clusters Score: Raw -92862.663441 + Penalty 1115.379981 = -91747.283461 nChanged 3 SP:Iteration 15Q (73.621386 sec): 3 clusters Score: Raw -92863.871632 + Penalty 1116.548770 = -91747.322861 nChanged 1 SP:Iteration 16Q (73.623169 sec): 3 clusters Score: Raw -92864.398689 + Penalty 1116.548770 = -91747.849918 nChanged 0 SP:Iteration 17F (73.625096 sec): 3 clusters Score: Raw -92864.398689 + Penalty 1116.548770 = -91747.849918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 15 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.630102 sec): 2 clusters Score: Raw -3100.066126 + Penalty 63.035062 = -3037.031063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.630399 sec): 3 clusters Score: Raw -3133.891266 + Penalty 148.223248 = -2985.668019 nChanged 10 SP:Iteration 1F (73.630688 sec): 3 clusters Score: Raw -3157.655847 + Penalty 185.266258 = -2972.389588 nChanged 4 SP:Iteration 2F (73.630976 sec): 3 clusters Score: Raw -3168.859140 + Penalty 185.266258 = -2983.592882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 16 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.631533 sec): 2 clusters Score: Raw -1499.712020 + Penalty 60.024887 = -1439.687133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.631787 sec): 3 clusters Score: Raw -1535.406968 + Penalty 177.460677 = -1357.946290 nChanged 9 SP:Iteration 1F (73.632030 sec): 3 clusters Score: Raw -1559.166280 + Penalty 177.460677 = -1381.705603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.635111 sec): 2 clusters Score: Raw -70234.380691 + Penalty 300.454354 = -69933.926336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.636813 sec): 3 clusters Score: Raw -69781.532536 + Penalty 598.518129 = -69183.014407 nChanged 330 SP:Iteration 1F (73.638485 sec): 3 clusters Score: Raw -69973.716647 + Penalty 594.524874 = -69379.191773 nChanged 82 SP:Iteration 2F (73.640161 sec): 3 clusters Score: Raw -70032.324692 + Penalty 591.966209 = -69440.358483 nChanged 58 SP:Iteration 3F (73.641870 sec): 3 clusters Score: Raw -70110.020873 + Penalty 588.526850 = -69521.494022 nChanged 65 SP:Iteration 4F (73.643575 sec): 3 clusters Score: Raw -70167.494731 + Penalty 586.761776 = -69580.732955 nChanged 43 SP:Iteration 5F (73.645297 sec): 3 clusters Score: Raw -70192.875476 + Penalty 583.732755 = -69609.142721 nChanged 27 SP:Iteration 6Q (73.646971 sec): 3 clusters Score: Raw -70208.382768 + Penalty 581.900300 = -69626.482468 nChanged 24 SP:Iteration 7Q (73.648656 sec): 3 clusters Score: Raw -70221.570083 + Penalty 583.809225 = -69637.760858 nChanged 29 SP:Iteration 8Q (73.650355 sec): 3 clusters Score: Raw -70242.410336 + Penalty 582.785068 = -69659.625268 nChanged 24 SP:Iteration 9Q (73.652044 sec): 3 clusters Score: Raw -70255.664620 + Penalty 578.362865 = -69677.301755 nChanged 17 SP:Iteration 10F (73.653787 sec): 3 clusters Score: Raw -70264.560904 + Penalty 576.625497 = -69687.935407 nChanged 13 SP:Iteration 11Q (73.655425 sec): 3 clusters Score: Raw -70270.133957 + Penalty 576.500624 = -69693.633333 nChanged 9 SP:Iteration 12Q (73.657074 sec): 3 clusters Score: Raw -70272.353598 + Penalty 578.098321 = -69694.255277 nChanged 6 SP:Iteration 13Q (73.658693 sec): 3 clusters Score: Raw -70274.422521 + Penalty 580.164384 = -69694.258138 nChanged 7 SP:Iteration 14Q (73.660309 sec): 3 clusters Score: Raw -70276.545480 + Penalty 582.130939 = -69694.414541 nChanged 6 SP:Iteration 15Q (73.661949 sec): 3 clusters Score: Raw -70278.158952 + Penalty 582.830732 = -69695.328220 nChanged 5 SP:Iteration 16Q (73.663567 sec): 3 clusters Score: Raw -70279.357765 + Penalty 584.819834 = -69694.537931 nChanged 5 SP:Iteration 17F (73.665309 sec): 3 clusters Score: Raw -70280.516664 + Penalty 586.479601 = -69694.037063 nChanged 3 SP:Iteration 18F (73.667039 sec): 3 clusters Score: Raw -70281.204333 + Penalty 588.248789 = -69692.955545 nChanged 6 SP:Iteration 19F (73.668866 sec): 3 clusters Score: Raw -70283.303268 + Penalty 590.324452 = -69692.978816 nChanged 5 SP:Iteration 20F (73.670714 sec): 3 clusters Score: Raw -70285.256432 + Penalty 590.806008 = -69694.450424 nChanged 1 SP:Iteration 21Q (73.672341 sec): 3 clusters Score: Raw -70285.291928 + Penalty 591.937282 = -69693.354646 nChanged 1 SP:Iteration 22F (73.674097 sec): 3 clusters Score: Raw -70285.356962 + Penalty 592.072580 = -69693.284381 nChanged 2 SP:Iteration 23F (73.675868 sec): 3 clusters Score: Raw -70285.706865 + Penalty 593.223775 = -69692.483090 nChanged 2 SP:Iteration 24F (73.677647 sec): 3 clusters Score: Raw -70285.997027 + Penalty 593.197863 = -69692.799163 nChanged 2 SP:Iteration 25Q (73.679224 sec): 3 clusters Score: Raw -70286.079110 + Penalty 588.803254 = -69697.275856 nChanged 1 SP:Iteration 26Q (73.680796 sec): 3 clusters Score: Raw -70286.263715 + Penalty 588.803254 = -69697.460461 nChanged 0 SP:Iteration 27F (73.682567 sec): 3 clusters Score: Raw -70286.263715 + Penalty 588.803254 = -69697.460461 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 21 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.686819 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.689345 sec): 3 clusters Score: Raw -106725.992418 + Penalty 384.629116 = -106341.363302 nChanged 552 SP:Iteration 1F (73.691797 sec): 3 clusters Score: Raw -107201.829323 + Penalty 387.107272 = -106814.722051 nChanged 132 SP:Iteration 2F (73.694268 sec): 3 clusters Score: Raw -107292.134693 + Penalty 387.903329 = -106904.231364 nChanged 51 SP:Iteration 3Q (73.696786 sec): 3 clusters Score: Raw -107310.146534 + Penalty 388.258337 = -106921.888198 nChanged 19 SP:Iteration 4Q (73.699312 sec): 3 clusters Score: Raw -107315.248630 + Penalty 388.611648 = -106926.636982 nChanged 11 SP:Iteration 5Q (73.701731 sec): 3 clusters Score: Raw -107319.953173 + Penalty 388.587904 = -106931.365269 nChanged 15 SP:Iteration 6Q (73.704147 sec): 3 clusters Score: Raw -107325.006798 + Penalty 388.932885 = -106936.073913 nChanged 14 SP:Iteration 7Q (73.706479 sec): 3 clusters Score: Raw -107329.019768 + Penalty 388.450201 = -106940.569567 nChanged 12 SP:Iteration 8Q (73.708826 sec): 3 clusters Score: Raw -107331.359372 + Penalty 388.154203 = -106943.205168 nChanged 9 SP:Iteration 9Q (73.711156 sec): 3 clusters Score: Raw -107332.756808 + Penalty 388.556323 = -106944.200484 nChanged 11 SP:Iteration 10F (73.713557 sec): 3 clusters Score: Raw -107334.167096 + Penalty 388.785154 = -106945.381942 nChanged 7 SP:Iteration 11Q (73.715901 sec): 3 clusters Score: Raw -107334.853211 + Penalty 389.159327 = -106945.693883 nChanged 11 SP:Iteration 12Q (73.718265 sec): 3 clusters Score: Raw -107336.062449 + Penalty 389.380378 = -106946.682071 nChanged 6 SP:Iteration 13Q (73.720586 sec): 3 clusters Score: Raw -107336.647423 + Penalty 389.793068 = -106946.854355 nChanged 4 SP:Iteration 14Q (73.722896 sec): 3 clusters Score: Raw -107337.306989 + Penalty 389.475637 = -106947.831352 nChanged 2 SP:Iteration 15Q (73.725191 sec): 3 clusters Score: Raw -107337.553384 + Penalty 389.522191 = -106948.031193 nChanged 3 SP:Iteration 16Q (73.727495 sec): 3 clusters Score: Raw -107338.030817 + Penalty 389.845343 = -106948.185474 nChanged 7 SP:Iteration 17Q (73.729771 sec): 3 clusters Score: Raw -107338.901455 + Penalty 389.676012 = -106949.225443 nChanged 4 SP:Iteration 18Q (73.732015 sec): 3 clusters Score: Raw -107339.412104 + Penalty 390.299918 = -106949.112186 nChanged 5 SP:Iteration 19F (73.734421 sec): 3 clusters Score: Raw -107339.805619 + Penalty 390.766549 = -106949.039070 nChanged 4 SP:Iteration 20F (73.736851 sec): 3 clusters Score: Raw -107340.139414 + Penalty 391.047930 = -106949.091484 nChanged 3 SP:Iteration 21Q (73.739162 sec): 3 clusters Score: Raw -107340.297035 + Penalty 391.348481 = -106948.948554 nChanged 3 SP:Iteration 22F (73.741551 sec): 3 clusters Score: Raw -107340.415827 + Penalty 391.616820 = -106948.799006 nChanged 5 SP:Iteration 23F (73.743943 sec): 3 clusters Score: Raw -107340.895222 + Penalty 391.585132 = -106949.310090 nChanged 5 SP:Iteration 24Q (73.746229 sec): 3 clusters Score: Raw -107341.391539 + Penalty 391.559223 = -106949.832316 nChanged 6 SP:Iteration 25Q (73.748541 sec): 3 clusters Score: Raw -107342.120503 + Penalty 392.520597 = -106949.599906 nChanged 9 SP:Iteration 26F (73.750932 sec): 3 clusters Score: Raw -107344.085065 + Penalty 394.290446 = -106949.794619 nChanged 17 SP:Iteration 27Q (73.753216 sec): 3 clusters Score: Raw -107349.566961 + Penalty 395.592067 = -106953.974894 nChanged 17 SP:Iteration 28Q (73.755463 sec): 3 clusters Score: Raw -107355.521668 + Penalty 393.829726 = -106961.691942 nChanged 27 SP:Iteration 29Q (73.757684 sec): 3 clusters Score: Raw -107367.035464 + Penalty 394.804992 = -106972.230471 nChanged 20 SP:Iteration 30F (73.760013 sec): 3 clusters Score: Raw -107373.793606 + Penalty 397.301963 = -106976.491643 nChanged 13 SP:Iteration 31Q (73.762187 sec): 3 clusters Score: Raw -107378.127432 + Penalty 396.558813 = -106981.568619 nChanged 19 SP:Iteration 32Q (73.764384 sec): 3 clusters Score: Raw -107383.655060 + Penalty 398.062260 = -106985.592800 nChanged 12 SP:Iteration 33Q (73.766544 sec): 3 clusters Score: Raw -107385.830715 + Penalty 397.433219 = -106988.397496 nChanged 10 SP:Iteration 34Q (73.768717 sec): 3 clusters Score: Raw -107387.176959 + Penalty 397.619905 = -106989.557053 nChanged 6 SP:Iteration 35Q (73.770816 sec): 3 clusters Score: Raw -107387.783831 + Penalty 398.304567 = -106989.479264 nChanged 8 SP:Iteration 36F (73.773138 sec): 3 clusters Score: Raw -107389.131406 + Penalty 399.936922 = -106989.194483 nChanged 13 SP:Iteration 37F (73.775466 sec): 3 clusters Score: Raw -107393.063770 + Penalty 401.798213 = -106991.265557 nChanged 11 SP:Iteration 38Q (73.777580 sec): 3 clusters Score: Raw -107396.548127 + Penalty 404.173074 = -106992.375052 nChanged 16 SP:Iteration 39Q (73.779663 sec): 3 clusters Score: Raw -107402.024842 + Penalty 408.051503 = -106993.973339 nChanged 15 SP:Iteration 40F (73.781934 sec): 3 clusters Score: Raw -107407.570267 + Penalty 406.524523 = -107001.045744 nChanged 16 SP:Iteration 41Q (73.784034 sec): 3 clusters Score: Raw -107411.395348 + Penalty 408.758112 = -107002.637237 nChanged 14 SP:Iteration 42Q (73.786095 sec): 3 clusters Score: Raw -107416.228240 + Penalty 405.400275 = -107010.827965 nChanged 17 SP:Iteration 43Q (73.788144 sec): 3 clusters Score: Raw -107421.530048 + Penalty 399.984351 = -107021.545697 nChanged 12 SP:Iteration 44Q (73.790137 sec): 3 clusters Score: Raw -107422.874365 + Penalty 400.637568 = -107022.236797 nChanged 14 SP:Iteration 45Q (73.792145 sec): 3 clusters Score: Raw -107425.562135 + Penalty 400.585045 = -107024.977090 nChanged 17 SP:Iteration 46Q (73.794204 sec): 3 clusters Score: Raw -107431.222897 + Penalty 403.356563 = -107027.866333 nChanged 21 SP:Iteration 47Q (73.796214 sec): 3 clusters Score: Raw -107442.164633 + Penalty 395.329244 = -107046.835389 nChanged 23 SP:Iteration 48Q (73.798265 sec): 3 clusters Score: Raw -107466.083597 + Penalty 193.362015 = -107272.721582 nChanged 18 SP:Iteration 49Q (73.800116 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 SP:Iteration 50F (73.801936 sec): 2 clusters Score: Raw -107487.429057 + Penalty 193.362015 = -107294.067042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 22 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.807151 sec): 2 clusters Score: Raw -139117.225092 + Penalty 549.277110 = -138567.947982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.810211 sec): 3 clusters Score: Raw -138276.204450 + Penalty 1100.896507 = -137175.307943 nChanged 602 SP:Iteration 1F (73.813228 sec): 3 clusters Score: Raw -138576.192570 + Penalty 1105.959678 = -137470.232893 nChanged 154 SP:Iteration 2F (73.816244 sec): 3 clusters Score: Raw -138658.413805 + Penalty 1116.115898 = -137542.297907 nChanged 106 SP:Iteration 3F (73.819296 sec): 3 clusters Score: Raw -138736.258202 + Penalty 1129.437022 = -137606.821179 nChanged 84 SP:Iteration 4F (73.822345 sec): 3 clusters Score: Raw -138816.663775 + Penalty 1153.624906 = -137663.038868 nChanged 106 SP:Iteration 5F (73.825374 sec): 3 clusters Score: Raw -138908.324645 + Penalty 1182.959044 = -137725.365600 nChanged 92 SP:Iteration 6F (73.828470 sec): 3 clusters Score: Raw -139004.958649 + Penalty 1216.444613 = -137788.514036 nChanged 89 SP:Iteration 7F (73.831490 sec): 3 clusters Score: Raw -139088.301666 + Penalty 1241.232190 = -137847.069476 nChanged 64 SP:Iteration 8Q (73.834478 sec): 3 clusters Score: Raw -139145.327794 + Penalty 1262.188035 = -137883.139759 nChanged 47 SP:Iteration 9Q (73.837393 sec): 3 clusters Score: Raw -139185.565853 + Penalty 1275.820284 = -137909.745569 nChanged 39 SP:Iteration 10F (73.840552 sec): 3 clusters Score: Raw -139214.600840 + Penalty 1285.959744 = -137928.641096 nChanged 20 SP:Iteration 11Q (73.843458 sec): 3 clusters Score: Raw -139228.927808 + Penalty 1288.648704 = -137940.279104 nChanged 16 SP:Iteration 12Q (73.846312 sec): 3 clusters Score: Raw -139241.076079 + Penalty 1290.118160 = -137950.957919 nChanged 8 SP:Iteration 13Q (73.849116 sec): 3 clusters Score: Raw -139247.052127 + Penalty 1294.046556 = -137953.005571 nChanged 4 SP:Iteration 14Q (73.851929 sec): 3 clusters Score: Raw -139252.162943 + Penalty 1293.620978 = -137958.541965 nChanged 4 SP:Iteration 15Q (73.854739 sec): 3 clusters Score: Raw -139254.475396 + Penalty 1293.620978 = -137960.854417 nChanged 0 SP:Iteration 16F (73.857870 sec): 3 clusters Score: Raw -139254.475396 + Penalty 1293.620978 = -137960.854417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.859115 sec): 2 clusters Score: Raw -3597.815583 + Penalty 217.129329 = -3380.686254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.859450 sec): 3 clusters Score: Raw -3688.743854 + Penalty 437.758157 = -3250.985696 nChanged 3 SP:Iteration 1Q (73.859768 sec): 3 clusters Score: Raw -3698.626735 + Penalty 445.300570 = -3253.326165 nChanged 2 SP:Iteration 2Q (73.860076 sec): 3 clusters Score: Raw -3701.626757 + Penalty 445.300570 = -3256.326187 nChanged 0 SP:Iteration 3F (73.860399 sec): 3 clusters Score: Raw -3701.626757 + Penalty 445.300570 = -3256.326187 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 25 (1681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.866035 sec): 2 clusters Score: Raw -155890.113633 + Penalty 460.688894 = -155429.424739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.869538 sec): 3 clusters Score: Raw -154842.011732 + Penalty 924.144545 = -153917.867188 nChanged 724 SP:Iteration 1F (73.872998 sec): 3 clusters Score: Raw -155305.777286 + Penalty 928.936942 = -154376.840344 nChanged 197 SP:Iteration 2F (73.876455 sec): 3 clusters Score: Raw -155465.145373 + Penalty 941.869491 = -154523.275882 nChanged 142 SP:Iteration 3F (73.879877 sec): 3 clusters Score: Raw -155574.587935 + Penalty 963.063405 = -154611.524530 nChanged 108 SP:Iteration 4F (73.883306 sec): 3 clusters Score: Raw -155647.236625 + Penalty 986.711112 = -154660.525513 nChanged 77 SP:Iteration 5Q (73.886739 sec): 3 clusters Score: Raw -155708.038240 + Penalty 1010.907516 = -154697.130724 nChanged 60 SP:Iteration 6Q (73.890078 sec): 3 clusters Score: Raw -155750.568178 + Penalty 1030.461206 = -154720.106972 nChanged 41 SP:Iteration 7Q (73.894795 sec): 3 clusters Score: Raw -155780.199087 + Penalty 1049.062767 = -154731.136320 nChanged 39 SP:Iteration 8Q (73.901397 sec): 3 clusters Score: Raw -155804.677293 + Penalty 1067.684766 = -154736.992527 nChanged 36 SP:Iteration 9Q (73.906239 sec): 3 clusters Score: Raw -155823.256666 + Penalty 1086.095031 = -154737.161635 nChanged 34 SP:Iteration 10F (73.909692 sec): 3 clusters Score: Raw -155842.084217 + Penalty 1107.615026 = -154734.469191 nChanged 31 SP:Iteration 11F (73.913222 sec): 3 clusters Score: Raw -155864.427272 + Penalty 1138.819300 = -154725.607973 nChanged 32 SP:Iteration 12F (73.916654 sec): 3 clusters Score: Raw -155894.318059 + Penalty 1167.541504 = -154726.776555 nChanged 26 SP:Iteration 13Q (73.919777 sec): 3 clusters Score: Raw -155916.446333 + Penalty 1187.268537 = -154729.177796 nChanged 26 SP:Iteration 14Q (73.922886 sec): 3 clusters Score: Raw -155933.487524 + Penalty 1196.898089 = -154736.589435 nChanged 12 SP:Iteration 15Q (73.925891 sec): 3 clusters Score: Raw -155938.425439 + Penalty 1201.978941 = -154736.446498 nChanged 4 SP:Iteration 16F (73.929375 sec): 3 clusters Score: Raw -155942.310962 + Penalty 1205.692793 = -154736.618169 nChanged 4 SP:Iteration 17Q (73.932427 sec): 3 clusters Score: Raw -155943.819168 + Penalty 1208.492824 = -154735.326345 nChanged 3 SP:Iteration 18F (73.935965 sec): 3 clusters Score: Raw -155944.447397 + Penalty 1209.016673 = -154735.430724 nChanged 3 SP:Iteration 19Q (73.939081 sec): 3 clusters Score: Raw -155946.387560 + Penalty 1209.361915 = -154737.025645 nChanged 3 SP:Iteration 20F (73.942629 sec): 3 clusters Score: Raw -155949.358846 + Penalty 1211.272955 = -154738.085891 nChanged 3 SP:Iteration 21Q (73.945608 sec): 3 clusters Score: Raw -155951.796803 + Penalty 1215.541777 = -154736.255026 nChanged 4 SP:Iteration 22F (73.949176 sec): 3 clusters Score: Raw -155954.009035 + Penalty 1218.037023 = -154735.972012 nChanged 1 SP:Iteration 23F (73.952780 sec): 3 clusters Score: Raw -155954.140730 + Penalty 1218.037023 = -154736.103707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 31 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.957502 sec): 2 clusters Score: Raw -126064.640986 + Penalty 330.654323 = -125733.986663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.960102 sec): 3 clusters Score: Raw -125264.994029 + Penalty 663.915817 = -124601.078212 nChanged 588 SP:Iteration 1F (73.962634 sec): 3 clusters Score: Raw -125542.321791 + Penalty 670.598516 = -124871.723275 nChanged 116 SP:Iteration 2F (73.965188 sec): 3 clusters Score: Raw -125615.610502 + Penalty 686.649921 = -124928.960581 nChanged 124 SP:Iteration 3F (73.967745 sec): 3 clusters Score: Raw -125728.084656 + Penalty 716.316294 = -125011.768362 nChanged 129 SP:Iteration 4F (73.970330 sec): 3 clusters Score: Raw -125841.707387 + Penalty 746.698077 = -125095.009310 nChanged 93 SP:Iteration 5F (73.972898 sec): 3 clusters Score: Raw -125919.558082 + Penalty 769.765420 = -125149.792663 nChanged 71 SP:Iteration 6F (73.975562 sec): 3 clusters Score: Raw -125976.419069 + Penalty 795.768887 = -125180.650183 nChanged 49 SP:Iteration 7Q (73.978165 sec): 3 clusters Score: Raw -126011.124578 + Penalty 818.203416 = -125192.921161 nChanged 38 SP:Iteration 8Q (73.980526 sec): 3 clusters Score: Raw -126035.802117 + Penalty 836.100783 = -125199.701334 nChanged 37 SP:Iteration 9Q (73.982853 sec): 3 clusters Score: Raw -126063.749377 + Penalty 857.512020 = -125206.237357 nChanged 29 SP:Iteration 10F (73.985596 sec): 3 clusters Score: Raw -126083.466247 + Penalty 876.559494 = -125206.906753 nChanged 25 SP:Iteration 11Q (73.987915 sec): 3 clusters Score: Raw -126098.028699 + Penalty 883.953805 = -125214.074894 nChanged 13 SP:Iteration 12Q (73.990218 sec): 3 clusters Score: Raw -126105.181817 + Penalty 898.859519 = -125206.322297 nChanged 13 SP:Iteration 13F (73.992951 sec): 3 clusters Score: Raw -126110.088247 + Penalty 909.723838 = -125200.364410 nChanged 8 SP:Iteration 14F (73.995539 sec): 3 clusters Score: Raw -126113.484228 + Penalty 917.417708 = -125196.066520 nChanged 3 SP:Iteration 15F (73.998174 sec): 3 clusters Score: Raw -126115.159847 + Penalty 918.664824 = -125196.495023 nChanged 1 SP:Iteration 16Q (74.000414 sec): 3 clusters Score: Raw -126115.411984 + Penalty 918.664824 = -125196.747160 nChanged 0 SP:Iteration 17F (74.003080 sec): 3 clusters Score: Raw -126115.411984 + Penalty 918.664824 = -125196.747160 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.006749 sec): 2 clusters Score: Raw -96221.771918 + Penalty 739.984484 = -95481.787433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.008646 sec): 3 clusters Score: Raw -95793.444166 + Penalty 1484.348403 = -94309.095764 nChanged 322 SP:Iteration 1F (74.010501 sec): 3 clusters Score: Raw -96005.244388 + Penalty 1487.381209 = -94517.863179 nChanged 70 SP:Iteration 2F (74.012366 sec): 3 clusters Score: Raw -96070.165611 + Penalty 1491.564560 = -94578.601052 nChanged 52 SP:Iteration 3F (74.014179 sec): 3 clusters Score: Raw -96119.202783 + Penalty 1496.457153 = -94622.745630 nChanged 51 SP:Iteration 4F (74.015987 sec): 3 clusters Score: Raw -96167.956411 + Penalty 1503.156670 = -94664.799741 nChanged 46 SP:Iteration 5Q (74.017905 sec): 3 clusters Score: Raw -96234.105898 + Penalty 1508.574740 = -94725.531158 nChanged 53 SP:Iteration 6F (74.019765 sec): 3 clusters Score: Raw -96287.777575 + Penalty 1512.013995 = -94775.763580 nChanged 31 SP:Iteration 7Q (74.021564 sec): 3 clusters Score: Raw -96313.737642 + Penalty 1515.255621 = -94798.482021 nChanged 16 SP:Iteration 8Q (74.023340 sec): 3 clusters Score: Raw -96326.924798 + Penalty 1520.166198 = -94806.758601 nChanged 17 SP:Iteration 9Q (74.025077 sec): 3 clusters Score: Raw -96347.560314 + Penalty 1524.522910 = -94823.037404 nChanged 16 SP:Iteration 10F (74.026882 sec): 3 clusters Score: Raw -96366.915798 + Penalty 1526.510439 = -94840.405359 nChanged 13 SP:Iteration 11Q (74.028630 sec): 3 clusters Score: Raw -96378.569820 + Penalty 1530.359553 = -94848.210267 nChanged 15 SP:Iteration 12Q (74.030362 sec): 3 clusters Score: Raw -96391.303619 + Penalty 1528.711455 = -94862.592164 nChanged 8 SP:Iteration 13Q (74.032078 sec): 3 clusters Score: Raw -96395.646621 + Penalty 1527.522567 = -94868.124053 nChanged 4 SP:Iteration 14Q (74.033770 sec): 3 clusters Score: Raw -96397.917276 + Penalty 1528.072238 = -94869.845039 nChanged 5 SP:Iteration 15Q (74.035491 sec): 3 clusters Score: Raw -96400.879500 + Penalty 1530.170067 = -94870.709433 nChanged 5 SP:Iteration 16Q (74.037237 sec): 3 clusters Score: Raw -96404.969596 + Penalty 1531.082185 = -94873.887411 nChanged 4 SP:Iteration 17Q (74.038951 sec): 3 clusters Score: Raw -96408.030834 + Penalty 1532.707537 = -94875.323297 nChanged 5 SP:Iteration 18Q (74.040624 sec): 3 clusters Score: Raw -96410.125014 + Penalty 1533.743775 = -94876.381239 nChanged 3 SP:Iteration 19Q (74.042411 sec): 3 clusters Score: Raw -96411.555133 + Penalty 1534.243885 = -94877.311249 nChanged 1 SP:Iteration 20F (74.044260 sec): 3 clusters Score: Raw -96412.149221 + Penalty 1534.598771 = -94877.550450 nChanged 2 SP:Iteration 21Q (74.045957 sec): 3 clusters Score: Raw -96413.705966 + Penalty 1535.306542 = -94878.399424 nChanged 3 SP:Iteration 22Q (74.047671 sec): 3 clusters Score: Raw -96416.284287 + Penalty 1535.493522 = -94880.790766 nChanged 1 SP:Iteration 23Q (74.049370 sec): 3 clusters Score: Raw -96416.753073 + Penalty 1535.243286 = -94881.509787 nChanged 1 SP:Iteration 24Q (74.051107 sec): 3 clusters Score: Raw -96418.901628 + Penalty 1535.584713 = -94883.316915 nChanged 1 SP:Iteration 25Q (74.052886 sec): 3 clusters Score: Raw -96420.039176 + Penalty 1535.773269 = -94884.265907 nChanged 1 SP:Iteration 26Q (74.054667 sec): 3 clusters Score: Raw -96420.881061 + Penalty 1537.098210 = -94883.782851 nChanged 4 SP:Iteration 27F (74.056554 sec): 3 clusters Score: Raw -96422.841626 + Penalty 1537.635467 = -94885.206159 nChanged 1 SP:Iteration 28Q (74.058232 sec): 3 clusters Score: Raw -96422.905619 + Penalty 1537.635467 = -94885.270152 nChanged 0 SP:Iteration 29F (74.060069 sec): 3 clusters Score: Raw -96422.905619 + Penalty 1537.635467 = -94885.270152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.062174 sec): 2 clusters Score: Raw -22674.980184 + Penalty 599.508515 = -22075.471669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.062804 sec): 3 clusters Score: Raw -22608.095307 + Penalty 1204.737130 = -21403.358177 nChanged 44 SP:Iteration 1F (74.063425 sec): 3 clusters Score: Raw -22666.669553 + Penalty 1209.248605 = -21457.420948 nChanged 17 SP:Iteration 2F (74.064041 sec): 3 clusters Score: Raw -22705.639242 + Penalty 1215.924370 = -21489.714873 nChanged 13 SP:Iteration 3F (74.064655 sec): 3 clusters Score: Raw -22736.047126 + Penalty 1224.041811 = -21512.005315 nChanged 11 SP:Iteration 4Q (74.065254 sec): 3 clusters Score: Raw -22777.328085 + Penalty 1223.533447 = -21553.794638 nChanged 9 SP:Iteration 5Q (74.065861 sec): 3 clusters Score: Raw -22797.601170 + Penalty 1221.918170 = -21575.683001 nChanged 6 SP:Iteration 6Q (74.066475 sec): 3 clusters Score: Raw -22808.287753 + Penalty 1220.876561 = -21587.411192 nChanged 3 SP:Iteration 7Q (74.067058 sec): 3 clusters Score: Raw -22812.538635 + Penalty 1221.253598 = -21591.285037 nChanged 2 SP:Iteration 8Q (74.067634 sec): 3 clusters Score: Raw -22820.197515 + Penalty 1223.042726 = -21597.154788 nChanged 3 SP:Iteration 9Q (74.068212 sec): 3 clusters Score: Raw -22825.126637 + Penalty 1224.194146 = -21600.932492 nChanged 5 SP:Iteration 10F (74.068825 sec): 3 clusters Score: Raw -22841.371469 + Penalty 1223.788719 = -21617.582749 nChanged 2 SP:Iteration 11Q (74.069392 sec): 3 clusters Score: Raw -22843.747768 + Penalty 1223.788719 = -21619.959049 nChanged 0 SP:Iteration 12F (74.070005 sec): 3 clusters Score: Raw -22843.747768 + Penalty 1223.788719 = -21619.959049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 43 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.073028 sec): 2 clusters Score: Raw -66072.664074 + Penalty 631.392945 = -65441.271129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.074555 sec): 3 clusters Score: Raw -65750.141440 + Penalty 1259.123022 = -64491.018418 nChanged 252 SP:Iteration 1F (74.076007 sec): 3 clusters Score: Raw -65992.248871 + Penalty 1252.708557 = -64739.540314 nChanged 95 SP:Iteration 2F (74.077417 sec): 3 clusters Score: Raw -66103.551496 + Penalty 1260.060619 = -64843.490876 nChanged 53 SP:Iteration 3F (74.078852 sec): 3 clusters Score: Raw -66161.587734 + Penalty 1273.116173 = -64888.471561 nChanged 38 SP:Iteration 4F (74.080294 sec): 3 clusters Score: Raw -66203.886791 + Penalty 1284.990450 = -64918.896341 nChanged 21 SP:Iteration 5Q (74.081697 sec): 3 clusters Score: Raw -66227.594775 + Penalty 1293.297923 = -64934.296852 nChanged 19 SP:Iteration 6Q (74.083090 sec): 3 clusters Score: Raw -66244.631008 + Penalty 1303.043104 = -64941.587903 nChanged 16 SP:Iteration 7Q (74.084503 sec): 3 clusters Score: Raw -66260.978859 + Penalty 1315.388859 = -64945.590001 nChanged 17 SP:Iteration 8Q (74.085968 sec): 3 clusters Score: Raw -66274.607356 + Penalty 1324.187046 = -64950.420310 nChanged 8 SP:Iteration 9Q (74.087461 sec): 3 clusters Score: Raw -66281.297554 + Penalty 1331.456400 = -64949.841154 nChanged 8 SP:Iteration 10F (74.088997 sec): 3 clusters Score: Raw -66287.819603 + Penalty 1337.417664 = -64950.401939 nChanged 4 SP:Iteration 11Q (74.090436 sec): 3 clusters Score: Raw -66290.982076 + Penalty 1338.269918 = -64952.712159 nChanged 3 SP:Iteration 12Q (74.091826 sec): 3 clusters Score: Raw -66297.141102 + Penalty 1350.787134 = -64946.353968 nChanged 7 SP:Iteration 13F (74.093255 sec): 3 clusters Score: Raw -66308.474868 + Penalty 1356.570278 = -64951.904591 nChanged 7 SP:Iteration 14Q (74.094598 sec): 3 clusters Score: Raw -66317.515235 + Penalty 1367.442701 = -64950.072534 nChanged 4 SP:Iteration 15F (74.096025 sec): 3 clusters Score: Raw -66328.132493 + Penalty 1366.317784 = -64961.814709 nChanged 3 SP:Iteration 16Q (74.097304 sec): 3 clusters Score: Raw -66332.565467 + Penalty 1366.388280 = -64966.177187 nChanged 1 SP:Iteration 17Q (74.098573 sec): 3 clusters Score: Raw -66333.537207 + Penalty 1366.388280 = -64967.148927 nChanged 0 SP:Iteration 18F (74.099999 sec): 3 clusters Score: Raw -66333.537207 + Penalty 1366.388280 = -64967.148927 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 53 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.103006 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.104585 sec): 3 clusters Score: Raw -72390.989277 + Penalty 825.298139 = -71565.691138 nChanged 276 SP:Iteration 1F (74.106161 sec): 3 clusters Score: Raw -72545.731893 + Penalty 821.906282 = -71723.825611 nChanged 53 SP:Iteration 2F (74.107757 sec): 3 clusters Score: Raw -72580.237544 + Penalty 820.427061 = -71759.810482 nChanged 41 SP:Iteration 3F (74.109391 sec): 3 clusters Score: Raw -72606.184194 + Penalty 821.534240 = -71784.649954 nChanged 39 SP:Iteration 4F (74.110922 sec): 3 clusters Score: Raw -72629.018492 + Penalty 820.305150 = -71808.713342 nChanged 48 SP:Iteration 5F (74.112416 sec): 3 clusters Score: Raw -72669.188737 + Penalty 837.378226 = -71831.810511 nChanged 52 SP:Iteration 6F (74.113940 sec): 3 clusters Score: Raw -72722.469140 + Penalty 867.786906 = -71854.682233 nChanged 38 SP:Iteration 7F (74.115465 sec): 3 clusters Score: Raw -72763.378272 + Penalty 912.642429 = -71850.735842 nChanged 18 SP:Iteration 8F (74.116978 sec): 3 clusters Score: Raw -72783.362055 + Penalty 927.462575 = -71855.899479 nChanged 9 SP:Iteration 9Q (74.118356 sec): 3 clusters Score: Raw -72787.939473 + Penalty 923.815888 = -71864.123585 nChanged 1 SP:Iteration 10F (74.119856 sec): 3 clusters Score: Raw -72787.611285 + Penalty 932.623400 = -71854.987885 nChanged 2 SP:Iteration 11F (74.121325 sec): 3 clusters Score: Raw -72786.034154 + Penalty 935.628653 = -71850.405501 nChanged 3 SP:Iteration 12F (74.122854 sec): 3 clusters Score: Raw -72785.644546 + Penalty 956.503673 = -71829.140872 nChanged 5 SP:Iteration 13F (74.124370 sec): 3 clusters Score: Raw -72785.088179 + Penalty 816.488526 = -71968.599653 nChanged 5 SP:Iteration 14Q (74.125583 sec): 3 clusters Score: Raw -72785.719534 + Penalty 416.427961 = -72369.291573 nChanged 1 SP:Iteration 15Q (74.126773 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 SP:Iteration 16F (74.127935 sec): 2 clusters Score: Raw -72787.923283 + Penalty 416.427961 = -72371.495322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.131173 sec): 2 clusters Score: Raw -44074.362187 + Penalty 513.256293 = -43561.105894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.132252 sec): 3 clusters Score: Raw -43888.150740 + Penalty 1030.905440 = -42857.245300 nChanged 145 SP:Iteration 1F (74.133267 sec): 3 clusters Score: Raw -44021.509990 + Penalty 1042.794359 = -42978.715631 nChanged 49 SP:Iteration 2F (74.134277 sec): 3 clusters Score: Raw -44065.576445 + Penalty 1050.492628 = -43015.083817 nChanged 26 SP:Iteration 3F (74.135286 sec): 3 clusters Score: Raw -44089.168935 + Penalty 1058.821582 = -43030.347353 nChanged 20 SP:Iteration 4Q (74.136292 sec): 3 clusters Score: Raw -44106.093333 + Penalty 1066.016775 = -43040.076557 nChanged 14 SP:Iteration 5Q (74.137292 sec): 3 clusters Score: Raw -44125.817164 + Penalty 1073.165376 = -43052.651788 nChanged 17 SP:Iteration 6Q (74.138284 sec): 3 clusters Score: Raw -44141.157650 + Penalty 1077.793705 = -43063.363945 nChanged 10 SP:Iteration 7Q (74.139270 sec): 3 clusters Score: Raw -44150.841391 + Penalty 1078.547814 = -43072.293577 nChanged 9 SP:Iteration 8Q (74.140255 sec): 3 clusters Score: Raw -44156.818118 + Penalty 1079.788703 = -43077.029416 nChanged 4 SP:Iteration 9Q (74.141261 sec): 3 clusters Score: Raw -44158.810311 + Penalty 1078.466467 = -43080.343844 nChanged 1 SP:Iteration 10F (74.142272 sec): 3 clusters Score: Raw -44158.987053 + Penalty 1078.466467 = -43080.520586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.144285 sec): 2 clusters Score: Raw -27314.680503 + Penalty 779.708280 = -26534.972223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.145004 sec): 3 clusters Score: Raw -27292.838893 + Penalty 1558.615334 = -25734.223559 nChanged 46 SP:Iteration 1F (74.145732 sec): 3 clusters Score: Raw -27362.224355 + Penalty 1558.307034 = -25803.917321 nChanged 11 SP:Iteration 2Q (74.146426 sec): 3 clusters Score: Raw -27385.399466 + Penalty 1557.954937 = -25827.444530 nChanged 10 SP:Iteration 3Q (74.147112 sec): 3 clusters Score: Raw -27405.898713 + Penalty 1559.125686 = -25846.773027 nChanged 10 SP:Iteration 4Q (74.147824 sec): 3 clusters Score: Raw -27422.020429 + Penalty 1560.161656 = -25861.858773 nChanged 5 SP:Iteration 5Q (74.148502 sec): 3 clusters Score: Raw -27429.657006 + Penalty 1560.719831 = -25868.937174 nChanged 2 SP:Iteration 6Q (74.149179 sec): 3 clusters Score: Raw -27433.203817 + Penalty 1560.735284 = -25872.468533 nChanged 2 SP:Iteration 7Q (74.149854 sec): 3 clusters Score: Raw -27439.217095 + Penalty 1561.347516 = -25877.869579 nChanged 4 SP:Iteration 8Q (74.150552 sec): 3 clusters Score: Raw -27449.076184 + Penalty 1561.076159 = -25888.000025 nChanged 1 SP:Iteration 9Q (74.151227 sec): 3 clusters Score: Raw -27456.740119 + Penalty 1560.387300 = -25896.352818 nChanged 3 SP:Iteration 10F (74.151934 sec): 3 clusters Score: Raw -27469.640605 + Penalty 1560.953073 = -25908.687533 nChanged 2 SP:Iteration 11Q (74.152637 sec): 3 clusters Score: Raw -27473.192893 + Penalty 1561.656869 = -25911.536023 nChanged 2 SP:Iteration 12Q (74.153333 sec): 3 clusters Score: Raw -27475.336912 + Penalty 1561.957772 = -25913.379140 nChanged 1 SP:Iteration 13Q (74.154023 sec): 3 clusters Score: Raw -27476.233022 + Penalty 1561.957772 = -25914.275250 nChanged 0 SP:Iteration 14F (74.154754 sec): 3 clusters Score: Raw -27476.233022 + Penalty 1561.957772 = -25914.275250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.157155 sec): 2 clusters Score: Raw -42995.062466 + Penalty 875.664391 = -42119.398074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.158158 sec): 3 clusters Score: Raw -42846.334562 + Penalty 1753.748828 = -41092.585734 nChanged 104 SP:Iteration 1F (74.159126 sec): 3 clusters Score: Raw -42974.233293 + Penalty 1756.033823 = -41218.199470 nChanged 30 SP:Iteration 2F (74.160091 sec): 3 clusters Score: Raw -43008.283648 + Penalty 1759.362249 = -41248.921399 nChanged 20 SP:Iteration 3Q (74.161053 sec): 3 clusters Score: Raw -43030.749630 + Penalty 1760.849228 = -41269.900402 nChanged 11 SP:Iteration 4Q (74.162006 sec): 3 clusters Score: Raw -43046.178985 + Penalty 1761.859774 = -41284.319211 nChanged 8 SP:Iteration 5Q (74.162953 sec): 3 clusters Score: Raw -43057.236887 + Penalty 1761.581907 = -41295.654980 nChanged 5 SP:Iteration 6Q (74.163893 sec): 3 clusters Score: Raw -43061.266169 + Penalty 1761.341627 = -41299.924542 nChanged 1 SP:Iteration 7Q (74.164834 sec): 3 clusters Score: Raw -43062.303608 + Penalty 1761.341627 = -41300.961982 nChanged 0 SP:Iteration 8F (74.165817 sec): 3 clusters Score: Raw -43062.303608 + Penalty 1761.341627 = -41300.961982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.166926 sec): 2 clusters Score: Raw -243.535363 + Penalty 5.493061 = -238.042301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.167123 sec): 3 clusters Score: Raw -242.387440 + Penalty 10.986123 = -231.401317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.168363 sec): 2 clusters Score: Raw -13524.404327 + Penalty 103.136539 = -13421.267787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.168852 sec): 3 clusters Score: Raw -13440.909461 + Penalty 219.141059 = -13221.768402 nChanged 69 SP:Iteration 1F (74.169334 sec): 3 clusters Score: Raw -13495.660218 + Penalty 229.861189 = -13265.799029 nChanged 15 SP:Iteration 2F (74.169815 sec): 3 clusters Score: Raw -13509.438330 + Penalty 248.935748 = -13260.502582 nChanged 11 SP:Iteration 3F (74.170329 sec): 3 clusters Score: Raw -13524.374436 + Penalty 287.509955 = -13236.864481 nChanged 12 SP:Iteration 4F (74.170825 sec): 3 clusters Score: Raw -13539.556859 + Penalty 302.852330 = -13236.704529 nChanged 4 SP:Iteration 5F (74.171317 sec): 3 clusters Score: Raw -13544.866765 + Penalty 318.350157 = -13226.516608 nChanged 3 SP:Iteration 6F (74.171837 sec): 3 clusters Score: Raw -13547.781438 + Penalty 321.698956 = -13226.082481 nChanged 2 SP:Iteration 7F (74.172329 sec): 3 clusters Score: Raw -13551.039948 + Penalty 328.497529 = -13222.542419 nChanged 2 SP:Iteration 8F (74.172820 sec): 3 clusters Score: Raw -13554.894842 + Penalty 328.497529 = -13226.397313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 170 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.173706 sec): 2 clusters Score: Raw -1624.326735 + Penalty 101.699724 = -1522.627011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.173954 sec): 3 clusters Score: Raw -1672.782171 + Penalty 228.395407 = -1444.386764 nChanged 1 SP:Iteration 1Q (74.174191 sec): 3 clusters Score: Raw -1678.911509 + Penalty 228.395407 = -1450.516102 nChanged 0 SP:Iteration 2F (74.174435 sec): 3 clusters Score: Raw -1678.911509 + Penalty 228.395407 = -1450.516102 nChanged 0 Time taken for this iteration:73.334412 seconds. 300->31 Clusters: Score -2564802.903418, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 185 (time per iteration =401.140822 ms) Total iterations: 3269 (time per iteration =22.701454 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5813863125.000000 (time per metric unit =12.764499ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 145346578125.000000 (time per metric unit=510.579973ps) That took 74.211052 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 7 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.20 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22077 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 22077 points ------ Starting initial clusters from distinct float masks Not enough masks (198) to generate starting clusters (300), so starting with (199) clusters instead. Assigned 199 initial classes from 198 unique masks. Deleting Class 195 (1 points): Lose 4.551199 but Gain 1625.372389 Iteration 0F (2.722071 sec): 198 clusters Score: Raw -2046740.300175 + Penalty 178150.188212 = -1868590.111963 nChanged 6462 Deleting Class 171 (1 points): Lose 4.672673 but Gain 1621.522777 Iteration 1F (4.547603 sec): 178 clusters Score: Raw -2066400.511864 + Penalty 169873.349958 = -1896527.161906 nChanged 2430 Deleting Class 126 (2 points): Lose 21.356817 but Gain 1563.076815 Iteration 2F (6.278464 sec): 170 clusters Score: Raw -2072709.296248 + Penalty 167234.125381 = -1905475.170867 nChanged 1515 Deleting Class 134 (1 points): Lose 2.031836 but Gain 1518.658783 Iteration 3F (7.975510 sec): 168 clusters Score: Raw -2074962.648404 + Penalty 163283.875965 = -1911678.772439 nChanged 1010 Deleting Class 194 (1 points): Lose 10.123955 but Gain 1525.386949 Iteration 4Q (8.168137 sec): 165 clusters Score: Raw -2076213.258374 + Penalty 161871.378722 = -1914341.879652 nChanged 822 Deleting Class 189 (3 points): Lose 30.704169 but Gain 1513.957636 Iteration 5Q (8.342590 sec): 164 clusters Score: Raw -2077095.795411 + Penalty 159610.027888 = -1917485.767522 nChanged 586 Deleting Class 124 (1 points): Lose 1.069347 but Gain 1473.218535 Iteration 6Q (8.495719 sec): 162 clusters Score: Raw -2077639.210566 + Penalty 158112.332027 = -1919526.878540 nChanged 396 Deleting Class 147 (9 points): Lose 145.686415 but Gain 1588.132342 Iteration 7Q (8.629197 sec): 161 clusters Score: Raw -2077759.461507 + Penalty 156860.071935 = -1920899.389572 nChanged 293 Deleting Class 117 (6 points): Lose 103.979187 but Gain 1543.434313 Iteration 8Q (8.755314 sec): 160 clusters Score: Raw -2077919.093529 + Penalty 155205.420106 = -1922713.673423 nChanged 214 Deleting Class 193 (3 points): Lose 36.784923 but Gain 1473.070825 Iteration 9Q (8.873682 sec): 159 clusters Score: Raw -2078034.319434 + Penalty 153688.190456 = -1924346.128978 nChanged 171 Deleting Class 163 (2 points): Lose 30.973329 but Gain 1454.956989 Iteration 10F (10.463150 sec): 157 clusters Score: Raw -2078155.590401 + Penalty 152336.102132 = -1925819.488269 nChanged 114 Deleting Class 139 (4 points): Lose 22.514121 but Gain 1442.231446 Iteration 11Q (10.571549 sec): 156 clusters Score: Raw -2078273.483312 + Penalty 151160.049877 = -1927113.433435 nChanged 89 Deleting Class 149 (2 points): Lose 6.128302 but Gain 1408.344327 Iteration 12Q (10.677029 sec): 155 clusters Score: Raw -2078339.737473 + Penalty 149764.123507 = -1928575.613966 nChanged 80 Deleting Class 107 (2 points): Lose 5.838454 but Gain 1405.493346 Iteration 13Q (10.782052 sec): 154 clusters Score: Raw -2078389.503304 + Penalty 147101.429002 = -1931288.074302 nChanged 68 Deleting Class 180 (6 points): Lose 237.400039 but Gain 1625.372389 Iteration 14Q (10.885155 sec): 152 clusters Score: Raw -2078185.794302 + Penalty 146105.795084 = -1932079.999218 nChanged 61 Deleting Class 191 (2 points): Lose 22.622026 but Gain 1443.588920 Iteration 15Q (10.989878 sec): 151 clusters Score: Raw -2078360.611723 + Penalty 144705.758299 = -1933654.853424 nChanged 52 Deleting Class 112 (6 points): Lose 52.821183 but Gain 1433.906913 Iteration 16Q (11.091070 sec): 150 clusters Score: Raw -2078368.085573 + Penalty 143343.719004 = -1935024.366569 nChanged 50 Deleting Class 158 (1 points): Lose 20.804572 but Gain 1396.689561 Iteration 17Q (11.195001 sec): 149 clusters Score: Raw -2078389.552435 + Penalty 142012.619774 = -1936376.932661 nChanged 32 Deleting Class 148 (2 points): Lose 114.955715 but Gain 1471.810655 Iteration 18Q (11.293715 sec): 148 clusters Score: Raw -2078294.989349 + Penalty 140881.714289 = -1937413.275061 nChanged 31 Deleting Class 168 (6 points): Lose 73.430845 but Gain 1429.783144 Iteration 19Q (11.393982 sec): 147 clusters Score: Raw -2078245.940486 + Penalty 139504.201685 = -1938741.738801 nChanged 36 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 -2078245.940486 + Penalty 139504.201685 = -1938741.738801Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.479017 sec): 2 clusters Score: Raw -19341.424186 + Penalty 304.346127 = -19037.078059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.479631 sec): 3 clusters Score: Raw -19273.997261 + Penalty 621.039947 = -18652.957314 nChanged 56 SP:Iteration 1F (11.480227 sec): 3 clusters Score: Raw -19354.743117 + Penalty 618.691109 = -18736.052009 nChanged 13 SP:Iteration 2F (11.480817 sec): 3 clusters Score: Raw -19372.969219 + Penalty 621.058257 = -18751.910962 nChanged 3 SP:Iteration 3Q (11.481385 sec): 3 clusters Score: Raw -19376.052286 + Penalty 620.666419 = -18755.385867 nChanged 2 SP:Iteration 4Q (11.481953 sec): 3 clusters Score: Raw -19376.828138 + Penalty 621.708969 = -18755.119169 nChanged 1 SP:Iteration 5F (11.482540 sec): 3 clusters Score: Raw -19376.885893 + Penalty 621.708969 = -18755.176924 nChanged 0 Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 2 (5472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.509536 sec): 2 clusters Score: Raw -535918.123578 + Penalty 377.902897 = -535540.220681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.520169 sec): 3 clusters Score: Raw -532347.155498 + Penalty 780.379424 = -531566.776074 nChanged 2515 SP:Iteration 1F (11.530522 sec): 3 clusters Score: Raw -534512.229744 + Penalty 781.643543 = -533730.586201 nChanged 699 SP:Iteration 2F (11.540766 sec): 3 clusters Score: Raw -534998.052510 + Penalty 779.260257 = -534218.792253 nChanged 241 SP:Iteration 3Q (11.550867 sec): 3 clusters Score: Raw -535070.030076 + Penalty 778.398168 = -534291.631908 nChanged 113 SP:Iteration 4Q (11.560840 sec): 3 clusters Score: Raw -535092.959682 + Penalty 777.589104 = -534315.370578 nChanged 86 SP:Iteration 5Q (11.571068 sec): 3 clusters Score: Raw -535113.736311 + Penalty 776.017034 = -534337.719278 nChanged 83 SP:Iteration 6Q (11.581118 sec): 3 clusters Score: Raw -535136.354107 + Penalty 773.387484 = -534362.966623 nChanged 87 SP:Iteration 7Q (11.591112 sec): 3 clusters Score: Raw -535160.295985 + Penalty 770.433106 = -534389.862879 nChanged 92 SP:Iteration 8Q (11.600959 sec): 3 clusters Score: Raw -535190.851177 + Penalty 766.695217 = -534424.155960 nChanged 121 SP:Iteration 9Q (11.610830 sec): 3 clusters Score: Raw -535234.530151 + Penalty 763.051264 = -534471.478888 nChanged 116 SP:Iteration 10F (11.621034 sec): 3 clusters Score: Raw -535276.889462 + Penalty 758.383923 = -534518.505539 nChanged 122 SP:Iteration 11Q (11.630963 sec): 3 clusters Score: Raw -535318.971721 + Penalty 753.364178 = -534565.607542 nChanged 120 SP:Iteration 12Q (11.641113 sec): 3 clusters Score: Raw -535368.378532 + Penalty 748.296704 = -534620.081829 nChanged 118 SP:Iteration 13Q (11.650968 sec): 3 clusters Score: Raw -535411.777450 + Penalty 743.214095 = -534668.563354 nChanged 100 SP:Iteration 14Q (11.660798 sec): 3 clusters Score: Raw -535446.684339 + Penalty 738.384277 = -534708.300062 nChanged 101 SP:Iteration 15Q (11.670662 sec): 3 clusters Score: Raw -535475.862930 + Penalty 734.280150 = -534741.582781 nChanged 85 SP:Iteration 16Q (11.680469 sec): 3 clusters Score: Raw -535499.893753 + Penalty 729.468033 = -534770.425720 nChanged 91 SP:Iteration 17Q (11.690365 sec): 3 clusters Score: Raw -535529.578642 + Penalty 723.787148 = -534805.791494 nChanged 103 SP:Iteration 18Q (11.700219 sec): 3 clusters Score: Raw -535562.286926 + Penalty 718.131528 = -534844.155398 nChanged 103 SP:Iteration 19Q (11.710038 sec): 3 clusters Score: Raw -535596.750845 + Penalty 713.200446 = -534883.550399 nChanged 92 SP:Iteration 20F (11.720129 sec): 3 clusters Score: Raw -535623.668940 + Penalty 708.731617 = -534914.937323 nChanged 90 SP:Iteration 21Q (11.729977 sec): 3 clusters Score: Raw -535649.233764 + Penalty 703.298570 = -534945.935193 nChanged 88 SP:Iteration 22Q (11.739869 sec): 3 clusters Score: Raw -535671.491644 + Penalty 699.698285 = -534971.793359 nChanged 67 SP:Iteration 23Q (11.749549 sec): 3 clusters Score: Raw -535687.225628 + Penalty 695.347691 = -534991.877937 nChanged 65 SP:Iteration 24Q (11.759049 sec): 3 clusters Score: Raw -535702.801273 + Penalty 691.722588 = -535011.078685 nChanged 52 SP:Iteration 25Q (11.768533 sec): 3 clusters Score: Raw -535715.185199 + Penalty 687.733892 = -535027.451307 nChanged 58 SP:Iteration 26Q (11.777921 sec): 3 clusters Score: Raw -535728.183137 + Penalty 684.541461 = -535043.641676 nChanged 48 SP:Iteration 27Q (11.787570 sec): 3 clusters Score: Raw -535738.023430 + Penalty 681.464069 = -535056.559361 nChanged 57 SP:Iteration 28Q (11.796944 sec): 3 clusters Score: Raw -535750.104702 + Penalty 677.303891 = -535072.800811 nChanged 57 SP:Iteration 29Q (11.806441 sec): 3 clusters Score: Raw -535764.329024 + Penalty 673.518026 = -535090.810998 nChanged 56 SP:Iteration 30F (11.816370 sec): 3 clusters Score: Raw -535777.424684 + Penalty 667.694573 = -535109.730111 nChanged 66 SP:Iteration 31Q (11.825943 sec): 3 clusters Score: Raw -535793.811181 + Penalty 661.771079 = -535132.040102 nChanged 54 SP:Iteration 32Q (11.835334 sec): 3 clusters Score: Raw -535804.993311 + Penalty 658.957544 = -535146.035767 nChanged 47 SP:Iteration 33Q (11.844866 sec): 3 clusters Score: Raw -535813.210979 + Penalty 656.436933 = -535156.774047 nChanged 40 SP:Iteration 34Q (11.853925 sec): 3 clusters Score: Raw -535819.927738 + Penalty 653.935233 = -535165.992505 nChanged 36 SP:Iteration 35Q (11.863018 sec): 3 clusters Score: Raw -535825.988914 + Penalty 651.858637 = -535174.130277 nChanged 40 SP:Iteration 36Q (11.872100 sec): 3 clusters Score: Raw -535833.398332 + Penalty 649.091126 = -535184.307205 nChanged 36 SP:Iteration 37Q (11.881054 sec): 3 clusters Score: Raw -535839.888627 + Penalty 644.867249 = -535195.021378 nChanged 51 SP:Iteration 38Q (11.889938 sec): 3 clusters Score: Raw -535851.545556 + Penalty 642.043382 = -535209.502174 nChanged 43 SP:Iteration 39Q (11.898889 sec): 3 clusters Score: Raw -535859.352464 + Penalty 639.213394 = -535220.139070 nChanged 41 SP:Iteration 40F (11.908964 sec): 3 clusters Score: Raw -535867.458103 + Penalty 636.133466 = -535231.324637 nChanged 47 SP:Iteration 41Q (11.917770 sec): 3 clusters Score: Raw -535880.319641 + Penalty 630.784866 = -535249.534774 nChanged 57 SP:Iteration 42Q (11.926663 sec): 3 clusters Score: Raw -535893.983487 + Penalty 627.393097 = -535266.590389 nChanged 39 SP:Iteration 43Q (11.935403 sec): 3 clusters Score: Raw -535902.414789 + Penalty 624.956615 = -535277.458173 nChanged 36 SP:Iteration 44Q (11.944340 sec): 3 clusters Score: Raw -535909.136077 + Penalty 622.214372 = -535286.921705 nChanged 27 SP:Iteration 45Q (11.953115 sec): 3 clusters Score: Raw -535912.514635 + Penalty 621.022889 = -535291.491746 nChanged 13 SP:Iteration 46Q (11.961695 sec): 3 clusters Score: Raw -535914.648489 + Penalty 617.015354 = -535297.633135 nChanged 26 SP:Iteration 47Q (11.970458 sec): 3 clusters Score: Raw -535918.974272 + Penalty 614.499889 = -535304.474383 nChanged 27 SP:Iteration 48Q (11.979182 sec): 3 clusters Score: Raw -535924.521208 + Penalty 611.483086 = -535313.038122 nChanged 28 SP:Iteration 49Q (11.987974 sec): 3 clusters Score: Raw -535930.934081 + Penalty 607.100486 = -535323.833595 nChanged 26 SP:Iteration 50F (11.998105 sec): 3 clusters Score: Raw -535936.467839 + Penalty 603.717764 = -535332.750075 nChanged 28 SP:Iteration 51Q (12.007314 sec): 3 clusters Score: Raw -535943.046875 + Penalty 599.057994 = -535343.988881 nChanged 25 SP:Iteration 52Q (12.021137 sec): 3 clusters Score: Raw -535947.601381 + Penalty 596.495075 = -535351.106306 nChanged 20 SP:Iteration 53Q (12.033028 sec): 3 clusters Score: Raw -535950.873306 + Penalty 594.383180 = -535356.490127 nChanged 20 SP:Iteration 54Q (12.042736 sec): 3 clusters Score: Raw -535953.940670 + Penalty 592.397652 = -535361.543018 nChanged 19 SP:Iteration 55Q (12.052338 sec): 3 clusters Score: Raw -535956.633192 + Penalty 589.656950 = -535366.976242 nChanged 13 SP:Iteration 56Q (12.061877 sec): 3 clusters Score: Raw -535958.864342 + Penalty 587.877112 = -535370.987230 nChanged 18 SP:Iteration 57Q (12.071396 sec): 3 clusters Score: Raw -535961.116376 + Penalty 585.467458 = -535375.648918 nChanged 9 SP:Iteration 58Q (12.080825 sec): 3 clusters Score: Raw -535962.104591 + Penalty 585.267054 = -535376.837537 nChanged 2 SP:Iteration 59Q (12.090338 sec): 3 clusters Score: Raw -535962.129637 + Penalty 584.765395 = -535377.364242 nChanged 3 SP:Iteration 60F (12.101500 sec): 3 clusters Score: Raw -535962.310845 + Penalty 584.441850 = -535377.868994 nChanged 4 SP:Iteration 61Q (12.110991 sec): 3 clusters Score: Raw -535962.826135 + Penalty 583.954263 = -535378.871872 nChanged 7 SP:Iteration 62Q (12.120655 sec): 3 clusters Score: Raw -535963.410119 + Penalty 584.214176 = -535379.195943 nChanged 7 SP:Iteration 63Q (12.130101 sec): 3 clusters Score: Raw -535963.875854 + Penalty 584.149517 = -535379.726336 nChanged 5 SP:Iteration 64Q (12.139707 sec): 3 clusters Score: Raw -535964.255634 + Penalty 583.894150 = -535380.361484 nChanged 3 SP:Iteration 65Q (12.149443 sec): 3 clusters Score: Raw -535964.386703 + Penalty 583.888234 = -535380.498470 nChanged 1 SP:Iteration 66Q (12.158928 sec): 3 clusters Score: Raw -535964.404373 + Penalty 583.430167 = -535380.974206 nChanged 3 SP:Iteration 67Q (12.168399 sec): 3 clusters Score: Raw -535964.494833 + Penalty 582.960542 = -535381.534290 nChanged 3 SP:Iteration 68Q (12.177931 sec): 3 clusters Score: Raw -535964.544230 + Penalty 582.179508 = -535382.364721 nChanged 1 SP:Iteration 69Q (12.187461 sec): 3 clusters Score: Raw -535964.624496 + Penalty 582.179508 = -535382.444988 nChanged 0 SP:Iteration 70F (12.198561 sec): 3 clusters Score: Raw -535964.624496 + Penalty 582.179508 = -535382.444988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.202435 sec): 2 clusters Score: Raw -22074.063631 + Penalty 144.733124 = -21929.330507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.203081 sec): 3 clusters Score: Raw -21980.527939 + Penalty 285.102588 = -21695.425350 nChanged 76 SP:Iteration 1F (12.203708 sec): 3 clusters Score: Raw -22099.509938 + Penalty 291.679813 = -21807.830125 nChanged 34 SP:Iteration 2F (12.204324 sec): 3 clusters Score: Raw -22198.228374 + Penalty 296.234317 = -21901.994057 nChanged 24 SP:Iteration 3F (12.204938 sec): 3 clusters Score: Raw -22246.809804 + Penalty 297.741331 = -21949.068473 nChanged 14 SP:Iteration 4F (12.205585 sec): 3 clusters Score: Raw -22277.034109 + Penalty 289.977661 = -21987.056448 nChanged 6 SP:Iteration 5Q (12.206161 sec): 3 clusters Score: Raw -22298.260472 + Penalty 289.977661 = -22008.282811 nChanged 0 SP:Iteration 6F (12.206780 sec): 3 clusters Score: Raw -22298.319928 + Penalty 288.618712 = -22009.701216 nChanged 1 SP:Iteration 7Q (12.207299 sec): 3 clusters Score: Raw -22302.298935 + Penalty 288.618712 = -22013.680223 nChanged 0 SP:Iteration 8F (12.207911 sec): 3 clusters Score: Raw -22302.298935 + Penalty 288.618712 = -22013.680223 nChanged 0 Score: Raw -2092789.514487 + Penalty 139767.603939 = -1953021.910548 Splitting cluster 3 changes total score from -1938741.738801 to -1953021.910548 So it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.694242 sec): 2 clusters Score: Raw -198.773114 + Penalty 49.917623 = -148.855491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.694459 sec): 3 clusters Score: Raw -193.153242 + Penalty 99.835246 = -93.317995 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 5 (1575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.702450 sec): 2 clusters Score: Raw -149516.762704 + Penalty 134.476256 = -149382.286448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.705505 sec): 3 clusters Score: Raw -148516.944094 + Penalty 273.652792 = -148243.291302 nChanged 708 SP:Iteration 1F (13.708457 sec): 3 clusters Score: Raw -149094.481310 + Penalty 270.621435 = -148823.859875 nChanged 208 SP:Iteration 2F (13.711435 sec): 3 clusters Score: Raw -149233.728940 + Penalty 269.104584 = -148964.624355 nChanged 104 SP:Iteration 3F (13.714375 sec): 3 clusters Score: Raw -149296.101043 + Penalty 267.977802 = -149028.123241 nChanged 76 SP:Iteration 4Q (13.717268 sec): 3 clusters Score: Raw -149356.234243 + Penalty 266.564266 = -149089.669978 nChanged 64 SP:Iteration 5Q (13.720181 sec): 3 clusters Score: Raw -149396.751219 + Penalty 265.828439 = -149130.922780 nChanged 33 SP:Iteration 6Q (13.723153 sec): 3 clusters Score: Raw -149412.101973 + Penalty 265.065983 = -149147.035990 nChanged 25 SP:Iteration 7Q (13.726100 sec): 3 clusters Score: Raw -149419.032322 + Penalty 264.231812 = -149154.800510 nChanged 21 SP:Iteration 8Q (13.728964 sec): 3 clusters Score: Raw -149423.455583 + Penalty 263.717151 = -149159.738433 nChanged 17 SP:Iteration 9Q (13.731922 sec): 3 clusters Score: Raw -149428.547494 + Penalty 262.887990 = -149165.659504 nChanged 26 SP:Iteration 10F (13.734924 sec): 3 clusters Score: Raw -149437.621065 + Penalty 261.327497 = -149176.293568 nChanged 36 SP:Iteration 11Q (13.737899 sec): 3 clusters Score: Raw -149454.614469 + Penalty 259.864264 = -149194.750206 nChanged 38 SP:Iteration 12Q (13.740894 sec): 3 clusters Score: Raw -149468.254103 + Penalty 258.499501 = -149209.754601 nChanged 27 SP:Iteration 13Q (13.743861 sec): 3 clusters Score: Raw -149474.892491 + Penalty 257.816944 = -149217.075547 nChanged 17 SP:Iteration 14Q (13.746815 sec): 3 clusters Score: Raw -149477.795403 + Penalty 257.449624 = -149220.345779 nChanged 14 SP:Iteration 15Q (13.749693 sec): 3 clusters Score: Raw -149480.079113 + Penalty 257.325445 = -149222.753669 nChanged 8 SP:Iteration 16Q (13.752590 sec): 3 clusters Score: Raw -149481.389480 + Penalty 257.218240 = -149224.171240 nChanged 11 SP:Iteration 17Q (13.755505 sec): 3 clusters Score: Raw -149483.310123 + Penalty 257.121921 = -149226.188202 nChanged 11 SP:Iteration 18Q (13.758452 sec): 3 clusters Score: Raw -149485.433844 + Penalty 256.877818 = -149228.556026 nChanged 12 SP:Iteration 19Q (13.761387 sec): 3 clusters Score: Raw -149488.568528 + Penalty 257.072215 = -149231.496313 nChanged 10 SP:Iteration 20F (13.764344 sec): 3 clusters Score: Raw -149491.210604 + Penalty 256.816441 = -149234.394162 nChanged 9 SP:Iteration 21Q (13.767269 sec): 3 clusters Score: Raw -149492.365723 + Penalty 256.491252 = -149235.874471 nChanged 9 SP:Iteration 22Q (13.770179 sec): 3 clusters Score: Raw -149493.980173 + Penalty 256.107704 = -149237.872469 nChanged 15 SP:Iteration 23Q (13.773115 sec): 3 clusters Score: Raw -149497.796617 + Penalty 255.992846 = -149241.803771 nChanged 19 SP:Iteration 24Q (13.776025 sec): 3 clusters Score: Raw -149502.905081 + Penalty 256.019990 = -149246.885091 nChanged 17 SP:Iteration 25Q (13.778918 sec): 3 clusters Score: Raw -149507.419936 + Penalty 256.245448 = -149251.174488 nChanged 16 SP:Iteration 26Q (13.781906 sec): 3 clusters Score: Raw -149512.893326 + Penalty 256.043989 = -149256.849337 nChanged 17 SP:Iteration 27Q (13.784932 sec): 3 clusters Score: Raw -149517.296474 + Penalty 255.615359 = -149261.681114 nChanged 12 SP:Iteration 28Q (13.788027 sec): 3 clusters Score: Raw -149519.406455 + Penalty 255.369575 = -149264.036881 nChanged 11 SP:Iteration 29Q (13.791190 sec): 3 clusters Score: Raw -149520.701493 + Penalty 255.077713 = -149265.623780 nChanged 6 SP:Iteration 30F (13.794476 sec): 3 clusters Score: Raw -149521.470245 + Penalty 254.374031 = -149267.096214 nChanged 8 SP:Iteration 31Q (13.797549 sec): 3 clusters Score: Raw -149522.778039 + Penalty 254.033173 = -149268.744866 nChanged 8 SP:Iteration 32Q (13.800695 sec): 3 clusters Score: Raw -149523.716153 + Penalty 253.849457 = -149269.866696 nChanged 5 SP:Iteration 33Q (13.806414 sec): 3 clusters Score: Raw -149524.175234 + Penalty 253.707747 = -149270.467487 nChanged 6 SP:Iteration 34Q (13.811084 sec): 3 clusters Score: Raw -149524.811672 + Penalty 253.578174 = -149271.233498 nChanged 5 SP:Iteration 35Q (13.814594 sec): 3 clusters Score: Raw -149525.212085 + Penalty 253.622696 = -149271.589389 nChanged 5 SP:Iteration 36Q (13.817377 sec): 3 clusters Score: Raw -149525.662949 + Penalty 253.600480 = -149272.062469 nChanged 3 SP:Iteration 37Q (13.820450 sec): 3 clusters Score: Raw -149525.968283 + Penalty 254.082614 = -149271.885669 nChanged 6 SP:Iteration 38F (13.823486 sec): 3 clusters Score: Raw -149526.680491 + Penalty 254.295840 = -149272.384652 nChanged 5 SP:Iteration 39Q (13.826235 sec): 3 clusters Score: Raw -149528.170170 + Penalty 251.798242 = -149276.371928 nChanged 9 SP:Iteration 40F (13.829173 sec): 3 clusters Score: Raw -149530.268107 + Penalty 250.884498 = -149279.383609 nChanged 6 SP:Iteration 41Q (13.831836 sec): 3 clusters Score: Raw -149531.045105 + Penalty 250.442262 = -149280.602843 nChanged 7 SP:Iteration 42Q (13.834514 sec): 3 clusters Score: Raw -149532.438139 + Penalty 250.789838 = -149281.648301 nChanged 12 SP:Iteration 43Q (13.837159 sec): 3 clusters Score: Raw -149536.241277 + Penalty 249.639057 = -149286.602220 nChanged 13 SP:Iteration 44Q (13.839832 sec): 3 clusters Score: Raw -149542.217997 + Penalty 247.932130 = -149294.285867 nChanged 13 SP:Iteration 45Q (13.842512 sec): 3 clusters Score: Raw -149545.851639 + Penalty 245.568179 = -149300.283460 nChanged 6 SP:Iteration 46Q (13.845339 sec): 3 clusters Score: Raw -149547.242267 + Penalty 244.581797 = -149302.660470 nChanged 6 SP:Iteration 47Q (13.847995 sec): 3 clusters Score: Raw -149548.539896 + Penalty 244.183698 = -149304.356198 nChanged 3 SP:Iteration 48Q (13.850602 sec): 3 clusters Score: Raw -149548.804482 + Penalty 243.903767 = -149304.900714 nChanged 2 SP:Iteration 49Q (13.853223 sec): 3 clusters Score: Raw -149548.845263 + Penalty 243.903767 = -149304.941496 nChanged 0 SP:Iteration 50F (13.856127 sec): 3 clusters Score: Raw -149548.845263 + Penalty 243.903767 = -149304.941496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.856951 sec): 2 clusters Score: Raw -1582.043682 + Penalty 249.860195 = -1332.183487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.857197 sec): 3 clusters Score: Raw -1574.292747 + Penalty 504.393705 = -1069.899041 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 7 (6802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.889761 sec): 2 clusters Score: Raw -639943.917184 + Penalty 225.325237 = -639718.591947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.902425 sec): 3 clusters Score: Raw -635428.814422 + Penalty 488.699821 = -634940.114601 nChanged 3230 SP:Iteration 1F (13.914878 sec): 3 clusters Score: Raw -638491.504413 + Penalty 505.063736 = -637986.440677 nChanged 685 SP:Iteration 2F (13.927147 sec): 3 clusters Score: Raw -639047.211813 + Penalty 518.827966 = -638528.383847 nChanged 306 SP:Iteration 3Q (13.939688 sec): 3 clusters Score: Raw -639199.472802 + Penalty 533.168826 = -638666.303976 nChanged 252 SP:Iteration 4Q (13.951440 sec): 3 clusters Score: Raw -639325.786579 + Penalty 547.758855 = -638778.027724 nChanged 226 SP:Iteration 5Q (13.962812 sec): 3 clusters Score: Raw -639439.927953 + Penalty 564.416519 = -638875.511434 nChanged 205 SP:Iteration 6Q (13.974186 sec): 3 clusters Score: Raw -639545.702479 + Penalty 579.696785 = -638966.005694 nChanged 169 SP:Iteration 7Q (13.985644 sec): 3 clusters Score: Raw -639638.948688 + Penalty 593.611786 = -639045.336901 nChanged 138 SP:Iteration 8Q (13.996710 sec): 3 clusters Score: Raw -639717.890064 + Penalty 599.153351 = -639118.736713 nChanged 106 SP:Iteration 9Q (14.007383 sec): 3 clusters Score: Raw -639774.621002 + Penalty 606.436048 = -639168.184954 nChanged 89 SP:Iteration 10F (14.019818 sec): 3 clusters Score: Raw -639812.341697 + Penalty 611.748674 = -639200.593023 nChanged 61 SP:Iteration 11Q (14.030421 sec): 3 clusters Score: Raw -639834.992391 + Penalty 620.236356 = -639214.756036 nChanged 55 SP:Iteration 12Q (14.040792 sec): 3 clusters Score: Raw -639856.973280 + Penalty 625.810336 = -639231.162945 nChanged 47 SP:Iteration 13Q (14.050977 sec): 3 clusters Score: Raw -639878.845269 + Penalty 631.423027 = -639247.422242 nChanged 35 SP:Iteration 14Q (14.061009 sec): 3 clusters Score: Raw -639896.894081 + Penalty 636.434880 = -639260.459201 nChanged 20 SP:Iteration 15Q (14.070958 sec): 3 clusters Score: Raw -639906.867604 + Penalty 642.569777 = -639264.297828 nChanged 18 SP:Iteration 16Q (14.081242 sec): 3 clusters Score: Raw -639918.994215 + Penalty 645.920964 = -639273.073251 nChanged 22 SP:Iteration 17Q (14.091522 sec): 3 clusters Score: Raw -639943.469171 + Penalty 640.469370 = -639302.999801 nChanged 23 SP:Iteration 18Q (14.101375 sec): 3 clusters Score: Raw -639966.245107 + Penalty 634.954298 = -639331.290809 nChanged 20 SP:Iteration 19Q (14.111375 sec): 3 clusters Score: Raw -639978.034353 + Penalty 636.647234 = -639341.387119 nChanged 15 SP:Iteration 20F (14.123701 sec): 3 clusters Score: Raw -639985.527748 + Penalty 639.060522 = -639346.467226 nChanged 7 SP:Iteration 21Q (14.133633 sec): 3 clusters Score: Raw -639989.898296 + Penalty 637.105322 = -639352.792974 nChanged 5 SP:Iteration 22Q (14.143490 sec): 3 clusters Score: Raw -639994.342088 + Penalty 636.033113 = -639358.308975 nChanged 3 SP:Iteration 23Q (14.153416 sec): 3 clusters Score: Raw -639995.558695 + Penalty 637.021890 = -639358.536806 nChanged 2 SP:Iteration 24Q (14.163453 sec): 3 clusters Score: Raw -639996.051715 + Penalty 637.683440 = -639358.368275 nChanged 1 SP:Iteration 25F (14.176158 sec): 3 clusters Score: Raw -639996.243942 + Penalty 639.374198 = -639356.869744 nChanged 2 SP:Iteration 26F (14.188898 sec): 3 clusters Score: Raw -639996.598723 + Penalty 638.885164 = -639357.713560 nChanged 1 SP:Iteration 27Q (14.198981 sec): 3 clusters Score: Raw -639997.884235 + Penalty 639.132586 = -639358.751649 nChanged 1 SP:Iteration 28Q (14.208926 sec): 3 clusters Score: Raw -639998.537323 + Penalty 639.330080 = -639359.207243 nChanged 1 SP:Iteration 29Q (14.218859 sec): 3 clusters Score: Raw -639999.248884 + Penalty 639.330080 = -639359.918803 nChanged 0 SP:Iteration 30F (14.231403 sec): 3 clusters Score: Raw -639999.248884 + Penalty 639.330080 = -639359.918803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.237801 sec): 2 clusters Score: Raw -493.399178 + Penalty 99.642458 = -393.756720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.238035 sec): 3 clusters Score: Raw -488.895534 + Penalty 184.616678 = -304.278856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (2382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.248894 sec): 2 clusters Score: Raw -230804.553666 + Penalty 285.003295 = -230519.550371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.253371 sec): 3 clusters Score: Raw -229241.389966 + Penalty 619.506066 = -228621.883899 nChanged 1096 SP:Iteration 1F (14.257745 sec): 3 clusters Score: Raw -230320.830837 + Penalty 703.189078 = -229617.641760 nChanged 326 SP:Iteration 2F (14.262099 sec): 3 clusters Score: Raw -230688.106151 + Penalty 741.193006 = -229946.913145 nChanged 84 SP:Iteration 3Q (14.266319 sec): 3 clusters Score: Raw -230785.456975 + Penalty 761.565321 = -230023.891655 nChanged 12 SP:Iteration 4Q (14.269901 sec): 3 clusters Score: Raw -230795.296953 + Penalty 773.503545 = -230021.793408 nChanged 10 SP:Iteration 5F (14.274253 sec): 3 clusters Score: Raw -230803.453680 + Penalty 778.759856 = -230024.693824 nChanged 3 SP:Iteration 6Q (14.277801 sec): 3 clusters Score: Raw -230805.867895 + Penalty 748.494713 = -230057.373182 nChanged 2 SP:Iteration 7Q (14.281169 sec): 3 clusters Score: Raw -230806.970219 + Penalty 726.979813 = -230079.990405 nChanged 1 SP:Iteration 8Q (14.284602 sec): 3 clusters Score: Raw -230806.185926 + Penalty 726.979813 = -230079.206112 nChanged 0 SP:Iteration 9F (14.288946 sec): 3 clusters Score: Raw -230806.185926 + Penalty 726.979813 = -230079.206112 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 (14.291812 sec): 2 clusters Score: Raw -699.977655 + Penalty 170.899628 = -529.078027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.292047 sec): 3 clusters Score: Raw -703.722010 + Penalty 343.473574 = -360.248437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.293284 sec): 2 clusters Score: Raw -27825.447906 + Penalty 501.487482 = -27323.960424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.294010 sec): 3 clusters Score: Raw -27769.081569 + Penalty 1004.198213 = -26764.883356 nChanged 79 SP:Iteration 1F (14.294723 sec): 3 clusters Score: Raw -27848.790080 + Penalty 1006.918827 = -26841.871253 nChanged 16 SP:Iteration 2F (14.295433 sec): 3 clusters Score: Raw -27867.494445 + Penalty 1007.322652 = -26860.171793 nChanged 5 SP:Iteration 3Q (14.296126 sec): 3 clusters Score: Raw -27870.545782 + Penalty 1007.556996 = -26862.988786 nChanged 2 SP:Iteration 4Q (14.296820 sec): 3 clusters Score: Raw -27872.612711 + Penalty 1008.242012 = -26864.370699 nChanged 1 SP:Iteration 5Q (14.297517 sec): 3 clusters Score: Raw -27872.698112 + Penalty 1008.242012 = -26864.456100 nChanged 0 SP:Iteration 6F (14.298227 sec): 3 clusters Score: Raw -27872.698112 + Penalty 1008.242012 = -26864.456100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.298833 sec): 2 clusters Score: Raw -5526.239050 + Penalty 618.595256 = -4907.643795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.299138 sec): 3 clusters Score: Raw -5629.274762 + Penalty 1236.846464 = -4392.428298 nChanged 1 SP:Iteration 1Q (14.299432 sec): 3 clusters Score: Raw -5639.584529 + Penalty 1236.846464 = -4402.738066 nChanged 0 SP:Iteration 2F (14.299769 sec): 3 clusters Score: Raw -5639.584529 + Penalty 1236.846464 = -4402.738066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.300393 sec): 2 clusters Score: Raw -5965.770305 + Penalty 312.052825 = -5653.717480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.300707 sec): 3 clusters Score: Raw -5961.097362 + Penalty 633.735100 = -5327.362263 nChanged 4 SP:Iteration 1F (14.301048 sec): 3 clusters Score: Raw -5971.441373 + Penalty 641.409501 = -5330.031872 nChanged 2 SP:Iteration 2Q (14.301360 sec): 3 clusters Score: Raw -5976.829222 + Penalty 646.080844 = -5330.748378 nChanged 1 SP:Iteration 3Q (14.301668 sec): 3 clusters Score: Raw -5978.828899 + Penalty 651.138610 = -5327.690289 nChanged 1 SP:Iteration 4F (14.301976 sec): 3 clusters Score: Raw -5981.533756 + Penalty 655.568693 = -5325.965063 nChanged 1 SP:Iteration 5F (14.302286 sec): 3 clusters Score: Raw -5982.942926 + Penalty 655.568693 = -5327.374233 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.307343 sec): 2 clusters Score: Raw -92248.276088 + Penalty 210.029840 = -92038.246248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.309325 sec): 3 clusters Score: Raw -91692.562566 + Penalty 419.169151 = -91273.393414 nChanged 392 SP:Iteration 1F (14.311214 sec): 3 clusters Score: Raw -91880.499483 + Penalty 417.275551 = -91463.223932 nChanged 99 SP:Iteration 2F (14.313060 sec): 3 clusters Score: Raw -91942.363355 + Penalty 414.481917 = -91527.881438 nChanged 75 SP:Iteration 3F (14.314886 sec): 3 clusters Score: Raw -92013.728214 + Penalty 414.042697 = -91599.685517 nChanged 67 SP:Iteration 4F (14.316716 sec): 3 clusters Score: Raw -92076.990374 + Penalty 412.577951 = -91664.412423 nChanged 60 SP:Iteration 5F (14.318564 sec): 3 clusters Score: Raw -92112.799089 + Penalty 411.300104 = -91701.498985 nChanged 32 SP:Iteration 6Q (14.320357 sec): 3 clusters Score: Raw -92130.797726 + Penalty 409.807228 = -91720.990498 nChanged 24 SP:Iteration 7Q (14.322139 sec): 3 clusters Score: Raw -92145.116560 + Penalty 409.982433 = -91735.134127 nChanged 25 SP:Iteration 8Q (14.323894 sec): 3 clusters Score: Raw -92154.257611 + Penalty 410.182032 = -91744.075579 nChanged 21 SP:Iteration 9Q (14.325650 sec): 3 clusters Score: Raw -92161.339726 + Penalty 410.603786 = -91750.735940 nChanged 14 SP:Iteration 10F (14.327543 sec): 3 clusters Score: Raw -92166.626147 + Penalty 410.801792 = -91755.824355 nChanged 17 SP:Iteration 11Q (14.329382 sec): 3 clusters Score: Raw -92171.744876 + Penalty 411.288946 = -91760.455929 nChanged 10 SP:Iteration 12Q (14.331200 sec): 3 clusters Score: Raw -92174.049249 + Penalty 411.414740 = -91762.634509 nChanged 3 SP:Iteration 13Q (14.332947 sec): 3 clusters Score: Raw -92174.578481 + Penalty 411.402879 = -91763.175602 nChanged 3 SP:Iteration 14Q (14.334684 sec): 3 clusters Score: Raw -92174.927328 + Penalty 411.628258 = -91763.299070 nChanged 3 SP:Iteration 15Q (14.336454 sec): 3 clusters Score: Raw -92175.975428 + Penalty 411.627101 = -91764.348328 nChanged 6 SP:Iteration 16Q (14.338198 sec): 3 clusters Score: Raw -92177.234834 + Penalty 411.715879 = -91765.518955 nChanged 3 SP:Iteration 17Q (14.339896 sec): 3 clusters Score: Raw -92177.895331 + Penalty 411.971904 = -91765.923427 nChanged 4 SP:Iteration 18Q (14.341654 sec): 3 clusters Score: Raw -92179.255984 + Penalty 412.127716 = -91767.128267 nChanged 5 SP:Iteration 19Q (14.343395 sec): 3 clusters Score: Raw -92180.279683 + Penalty 412.788673 = -91767.491010 nChanged 3 SP:Iteration 20F (14.345288 sec): 3 clusters Score: Raw -92181.036189 + Penalty 412.875434 = -91768.160755 nChanged 1 SP:Iteration 21Q (14.347089 sec): 3 clusters Score: Raw -92181.073701 + Penalty 412.875434 = -91768.198266 nChanged 0 SP:Iteration 22F (14.349060 sec): 3 clusters Score: Raw -92181.073701 + Penalty 412.875434 = -91768.198266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 17 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.354449 sec): 2 clusters Score: Raw -82046.766320 + Penalty 511.214200 = -81535.552120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.356075 sec): 3 clusters Score: Raw -81625.668409 + Penalty 1023.229981 = -80602.438428 nChanged 301 SP:Iteration 1F (14.357652 sec): 3 clusters Score: Raw -81805.138403 + Penalty 1029.752946 = -80775.385457 nChanged 93 SP:Iteration 2F (14.359202 sec): 3 clusters Score: Raw -81882.885378 + Penalty 1042.047232 = -80840.838147 nChanged 65 SP:Iteration 3F (14.360790 sec): 3 clusters Score: Raw -81946.138821 + Penalty 1064.207487 = -80881.931334 nChanged 53 SP:Iteration 4F (14.362378 sec): 3 clusters Score: Raw -81998.576279 + Penalty 1080.411471 = -80918.164808 nChanged 36 SP:Iteration 5Q (14.363943 sec): 3 clusters Score: Raw -82035.217579 + Penalty 1092.779586 = -80942.437993 nChanged 20 SP:Iteration 6Q (14.365513 sec): 3 clusters Score: Raw -82058.038954 + Penalty 1101.636174 = -80956.402780 nChanged 13 SP:Iteration 7Q (14.367017 sec): 3 clusters Score: Raw -82073.496073 + Penalty 1106.911544 = -80966.584529 nChanged 13 SP:Iteration 8Q (14.368469 sec): 3 clusters Score: Raw -82094.315545 + Penalty 1113.239625 = -80981.075920 nChanged 8 SP:Iteration 9Q (14.369885 sec): 3 clusters Score: Raw -82105.521200 + Penalty 1116.486855 = -80989.034346 nChanged 1 SP:Iteration 10F (14.371481 sec): 3 clusters Score: Raw -82107.300417 + Penalty 1116.486855 = -80990.813562 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 19 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.374100 sec): 2 clusters Score: Raw -75022.643108 + Penalty 174.238710 = -74848.404398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.375680 sec): 3 clusters Score: Raw -74590.496227 + Penalty 344.553083 = -74245.943144 nChanged 314 SP:Iteration 1F (14.377221 sec): 3 clusters Score: Raw -74841.202722 + Penalty 340.686486 = -74500.516236 nChanged 72 SP:Iteration 2F (14.378775 sec): 3 clusters Score: Raw -74879.729111 + Penalty 334.153134 = -74545.575977 nChanged 41 SP:Iteration 3F (14.380324 sec): 3 clusters Score: Raw -74909.345309 + Penalty 331.224855 = -74578.120454 nChanged 18 SP:Iteration 4Q (14.381858 sec): 3 clusters Score: Raw -74916.977236 + Penalty 329.126273 = -74587.850962 nChanged 16 SP:Iteration 5Q (14.383373 sec): 3 clusters Score: Raw -74922.075577 + Penalty 325.498889 = -74596.576688 nChanged 15 SP:Iteration 6Q (14.384904 sec): 3 clusters Score: Raw -74930.121466 + Penalty 323.508293 = -74606.613173 nChanged 17 SP:Iteration 7Q (14.386463 sec): 3 clusters Score: Raw -74936.405868 + Penalty 321.205372 = -74615.200495 nChanged 13 SP:Iteration 8Q (14.387981 sec): 3 clusters Score: Raw -74941.803670 + Penalty 318.336981 = -74623.466689 nChanged 14 SP:Iteration 9Q (14.389477 sec): 3 clusters Score: Raw -74948.032355 + Penalty 317.836621 = -74630.195734 nChanged 9 SP:Iteration 10F (14.391005 sec): 3 clusters Score: Raw -74951.708978 + Penalty 317.388938 = -74634.320040 nChanged 16 SP:Iteration 11Q (14.392509 sec): 3 clusters Score: Raw -74956.432754 + Penalty 318.461859 = -74637.970895 nChanged 12 SP:Iteration 12Q (14.394159 sec): 3 clusters Score: Raw -74961.247550 + Penalty 319.706782 = -74641.540768 nChanged 12 SP:Iteration 13Q (14.395708 sec): 3 clusters Score: Raw -74965.822837 + Penalty 321.963615 = -74643.859222 nChanged 13 SP:Iteration 14Q (14.397231 sec): 3 clusters Score: Raw -74970.651207 + Penalty 323.996274 = -74646.654934 nChanged 11 SP:Iteration 15Q (14.398783 sec): 3 clusters Score: Raw -74973.263101 + Penalty 324.278574 = -74648.984527 nChanged 2 SP:Iteration 16Q (14.400329 sec): 3 clusters Score: Raw -74973.397014 + Penalty 324.836656 = -74648.560358 nChanged 2 SP:Iteration 17F (14.401931 sec): 3 clusters Score: Raw -74973.672134 + Penalty 325.155653 = -74648.516481 nChanged 2 SP:Iteration 18F (14.403471 sec): 3 clusters Score: Raw -74973.844837 + Penalty 325.580555 = -74648.264282 nChanged 3 SP:Iteration 19F (14.405046 sec): 3 clusters Score: Raw -74974.096621 + Penalty 325.722748 = -74648.373873 nChanged 1 SP:Iteration 20F (14.406602 sec): 3 clusters Score: Raw -74974.130887 + Penalty 325.722748 = -74648.408139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.407702 sec): 2 clusters Score: Raw -19064.065736 + Penalty 779.224650 = -18284.841086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.408232 sec): 3 clusters Score: Raw -19155.609131 + Penalty 1560.577382 = -17595.031749 nChanged 24 SP:Iteration 1F (14.408755 sec): 3 clusters Score: Raw -19225.287687 + Penalty 1559.257025 = -17666.030662 nChanged 6 SP:Iteration 2Q (14.409251 sec): 3 clusters Score: Raw -19266.117123 + Penalty 1559.004478 = -17707.112644 nChanged 3 SP:Iteration 3Q (14.409743 sec): 3 clusters Score: Raw -19282.555060 + Penalty 1559.309950 = -17723.245110 nChanged 1 SP:Iteration 4Q (14.410252 sec): 3 clusters Score: Raw -19302.829298 + Penalty 1559.309950 = -17743.519348 nChanged 0 SP:Iteration 5F (14.410779 sec): 3 clusters Score: Raw -19302.829298 + Penalty 1559.309950 = -17743.519348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.411382 sec): 2 clusters Score: Raw -4946.643440 + Penalty 248.007808 = -4698.635632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.411683 sec): 3 clusters Score: Raw -4932.756602 + Penalty 500.798706 = -4431.957896 nChanged 7 SP:Iteration 1F (14.411977 sec): 3 clusters Score: Raw -4940.575760 + Penalty 498.598089 = -4441.977672 nChanged 1 SP:Iteration 2Q (14.412269 sec): 3 clusters Score: Raw -4942.245363 + Penalty 497.633248 = -4444.612115 nChanged 1 SP:Iteration 3Q (14.412561 sec): 3 clusters Score: Raw -4943.261837 + Penalty 497.633248 = -4445.628589 nChanged 0 SP:Iteration 4F (14.412854 sec): 3 clusters Score: Raw -4943.261837 + Penalty 497.633248 = -4445.628589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.414869 sec): 2 clusters Score: Raw -36359.443129 + Penalty 658.606528 = -35700.836601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.415731 sec): 3 clusters Score: Raw -36257.957734 + Penalty 1317.219466 = -34940.738268 nChanged 93 SP:Iteration 1F (14.416574 sec): 3 clusters Score: Raw -36338.475681 + Penalty 1317.321811 = -35021.153870 nChanged 18 SP:Iteration 2F (14.417416 sec): 3 clusters Score: Raw -36353.594439 + Penalty 1317.447040 = -35036.147399 nChanged 8 SP:Iteration 3Q (14.418248 sec): 3 clusters Score: Raw -36358.766086 + Penalty 1317.514752 = -35041.251334 nChanged 4 SP:Iteration 4Q (14.419043 sec): 3 clusters Score: Raw -36363.922753 + Penalty 1317.690378 = -35046.232375 nChanged 5 SP:Iteration 5Q (14.419860 sec): 3 clusters Score: Raw -36370.056385 + Penalty 1317.918275 = -35052.138110 nChanged 2 SP:Iteration 6Q (14.420659 sec): 3 clusters Score: Raw -36371.881998 + Penalty 1318.317704 = -35053.564294 nChanged 4 SP:Iteration 7Q (14.421461 sec): 3 clusters Score: Raw -36376.139012 + Penalty 1318.751996 = -35057.387016 nChanged 3 SP:Iteration 8Q (14.422256 sec): 3 clusters Score: Raw -36377.190904 + Penalty 1319.512262 = -35057.678642 nChanged 5 SP:Iteration 9Q (14.423055 sec): 3 clusters Score: Raw -36381.238762 + Penalty 1320.077435 = -35061.161327 nChanged 3 SP:Iteration 10F (14.423883 sec): 3 clusters Score: Raw -36388.047716 + Penalty 1321.185341 = -35066.862376 nChanged 4 SP:Iteration 11Q (14.424686 sec): 3 clusters Score: Raw -36391.340500 + Penalty 1322.571937 = -35068.768563 nChanged 3 SP:Iteration 12Q (14.425512 sec): 3 clusters Score: Raw -36393.628249 + Penalty 1322.832908 = -35070.795341 nChanged 3 SP:Iteration 13Q (14.426306 sec): 3 clusters Score: Raw -36395.037797 + Penalty 1323.208203 = -35071.829594 nChanged 4 SP:Iteration 14Q (14.427101 sec): 3 clusters Score: Raw -36398.126213 + Penalty 1323.618458 = -35074.507754 nChanged 1 SP:Iteration 15Q (14.427894 sec): 3 clusters Score: Raw -36399.418698 + Penalty 1324.259441 = -35075.159257 nChanged 2 SP:Iteration 16Q (14.428707 sec): 3 clusters Score: Raw -36400.316098 + Penalty 1324.955048 = -35075.361050 nChanged 2 SP:Iteration 17Q (14.429503 sec): 3 clusters Score: Raw -36401.902714 + Penalty 1326.212383 = -35075.690331 nChanged 4 SP:Iteration 18Q (14.430296 sec): 3 clusters Score: Raw -36405.173054 + Penalty 1326.597480 = -35078.575574 nChanged 1 SP:Iteration 19Q (14.431089 sec): 3 clusters Score: Raw -36405.330422 + Penalty 1326.597480 = -35078.732943 nChanged 0 SP:Iteration 20F (14.431895 sec): 3 clusters Score: Raw -36405.330422 + Penalty 1326.597480 = -35078.732943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.432922 sec): 2 clusters Score: Raw -19968.741239 + Penalty 697.959003 = -19270.782236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.433489 sec): 3 clusters Score: Raw -19989.217447 + Penalty 1397.029527 = -18592.187920 nChanged 23 SP:Iteration 1F (14.434043 sec): 3 clusters Score: Raw -20044.837291 + Penalty 1396.876691 = -18647.960600 nChanged 10 SP:Iteration 2F (14.434595 sec): 3 clusters Score: Raw -20073.512558 + Penalty 1396.932621 = -18676.579937 nChanged 2 SP:Iteration 3Q (14.435126 sec): 3 clusters Score: Raw -20078.053133 + Penalty 1396.932621 = -18681.120511 nChanged 0 SP:Iteration 4F (14.435677 sec): 3 clusters Score: Raw -20078.053133 + Penalty 1396.932621 = -18681.120511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.436239 sec): 2 clusters Score: Raw -4051.864446 + Penalty 273.399014 = -3778.465432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.436523 sec): 3 clusters Score: Raw -4060.769074 + Penalty 546.781261 = -3513.987813 nChanged 2 SP:Iteration 1Q (14.436798 sec): 3 clusters Score: Raw -4067.530897 + Penalty 547.100538 = -3520.430359 nChanged 1 SP:Iteration 2Q (14.437077 sec): 3 clusters Score: Raw -4068.830154 + Penalty 547.100538 = -3521.729615 nChanged 0 SP:Iteration 3F (14.437355 sec): 3 clusters Score: Raw -4068.830154 + Penalty 547.100538 = -3521.729615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.438111 sec): 2 clusters Score: Raw -11256.493529 + Penalty 330.214851 = -10926.278678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.438519 sec): 3 clusters Score: Raw -11202.045721 + Penalty 658.513098 = -10543.532622 nChanged 14 SP:Iteration 1F (14.438919 sec): 3 clusters Score: Raw -11216.329152 + Penalty 660.401490 = -10555.927662 nChanged 9 SP:Iteration 2F (14.439319 sec): 3 clusters Score: Raw -11226.412183 + Penalty 654.767102 = -10571.645081 nChanged 9 SP:Iteration 3F (14.439720 sec): 3 clusters Score: Raw -11240.134216 + Penalty 649.633541 = -10590.500675 nChanged 8 SP:Iteration 4F (14.440115 sec): 3 clusters Score: Raw -11248.995600 + Penalty 649.633541 = -10599.362059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.440747 sec): 2 clusters Score: Raw -7124.589250 + Penalty 598.247001 = -6526.342249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.441089 sec): 3 clusters Score: Raw -7199.745269 + Penalty 1196.663883 = -6003.081385 nChanged 3 SP:Iteration 1Q (14.441435 sec): 3 clusters Score: Raw -7214.016894 + Penalty 1196.663883 = -6017.353011 nChanged 0 SP:Iteration 2F (14.441769 sec): 3 clusters Score: Raw -7214.016894 + Penalty 1196.663883 = -6017.353011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.442240 sec): 2 clusters Score: Raw -512.929426 + Penalty 151.599779 = -361.329646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.442454 sec): 3 clusters Score: Raw -509.032555 + Penalty 299.811620 = -209.220935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.443200 sec): 2 clusters Score: Raw -11708.667900 + Penalty 366.415225 = -11342.252675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.443632 sec): 3 clusters Score: Raw -11676.854975 + Penalty 732.884742 = -10943.970233 nChanged 18 SP:Iteration 1F (14.444052 sec): 3 clusters Score: Raw -11700.947002 + Penalty 732.760986 = -10968.186016 nChanged 5 SP:Iteration 2Q (14.444467 sec): 3 clusters Score: Raw -11706.161300 + Penalty 732.760986 = -10973.400314 nChanged 0 SP:Iteration 3F (14.444879 sec): 3 clusters Score: Raw -11706.161300 + Penalty 732.760986 = -10973.400314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.445373 sec): 2 clusters Score: Raw -1005.341008 + Penalty 450.545667 = -554.795341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.445612 sec): 3 clusters Score: Raw -1447.035408 + Penalty 901.091335 = -545.944074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.446066 sec): 2 clusters Score: Raw -189.094533 + Penalty 20.971785 = -168.122749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.446260 sec): 3 clusters Score: Raw -187.115477 + Penalty 41.943569 = -145.171908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.446767 sec): 2 clusters Score: Raw -2257.688796 + Penalty 324.679845 = -1933.008951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.447018 sec): 3 clusters Score: Raw -2289.013397 + Penalty 650.541883 = -1638.471514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.447507 sec): 2 clusters Score: Raw -1533.521341 + Penalty 240.819741 = -1292.701600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.447745 sec): 3 clusters Score: Raw -1535.123289 + Penalty 474.877291 = -1060.245998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.448210 sec): 2 clusters Score: Raw -575.463579 + Penalty 37.953278 = -537.510301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.448416 sec): 3 clusters Score: Raw -607.816535 + Penalty 75.905227 = -531.911309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.448899 sec): 2 clusters Score: Raw -1331.689296 + Penalty 241.604445 = -1090.084851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.449131 sec): 3 clusters Score: Raw -1333.262701 + Penalty 479.382948 = -853.879753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.449649 sec): 2 clusters Score: Raw -1855.481088 + Penalty 294.017913 = -1561.463176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.449892 sec): 3 clusters Score: Raw -1875.091244 + Penalty 585.578751 = -1289.512493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.450387 sec): 2 clusters Score: Raw -1414.294082 + Penalty 162.296180 = -1251.997902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.450625 sec): 3 clusters Score: Raw -1447.146531 + Penalty 314.866154 = -1132.280377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.451173 sec): 2 clusters Score: Raw -4038.044342 + Penalty 564.352378 = -3473.691964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.451451 sec): 3 clusters Score: Raw -4141.612186 + Penalty 1128.971960 = -3012.640226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.451912 sec): 2 clusters Score: Raw -316.555668 + Penalty 128.478507 = -188.077162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.452122 sec): 3 clusters Score: Raw -304.950871 + Penalty 263.154031 = -41.796840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.452568 sec): 2 clusters Score: Raw -97.295918 + Penalty 0.000000 = -97.295918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.452756 sec): 2 clusters Score: Raw -97.295918 + Penalty 0.000000 = -97.295918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.453225 sec): 2 clusters Score: Raw -707.248350 + Penalty 119.701566 = -587.546784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.453442 sec): 3 clusters Score: Raw -702.180495 + Penalty 258.784653 = -443.395842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.453917 sec): 2 clusters Score: Raw -940.503040 + Penalty 231.297487 = -709.205553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.454145 sec): 3 clusters Score: Raw -939.171412 + Penalty 482.720495 = -456.450917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.454629 sec): 2 clusters Score: Raw -1120.827468 + Penalty 252.221932 = -868.605536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.454858 sec): 3 clusters Score: Raw -1142.442182 + Penalty 498.688749 = -643.753433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.455331 sec): 2 clusters Score: Raw -712.440635 + Penalty 146.809802 = -565.630833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.455554 sec): 3 clusters Score: Raw -825.965003 + Penalty 293.750970 = -532.214033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.456068 sec): 2 clusters Score: Raw -2609.241444 + Penalty 253.343013 = -2355.898430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.456325 sec): 3 clusters Score: Raw -2612.485838 + Penalty 503.909054 = -2108.576784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.457250 sec): 2 clusters Score: Raw -16916.707557 + Penalty 296.815560 = -16619.891997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.457774 sec): 3 clusters Score: Raw -16833.934002 + Penalty 600.133900 = -16233.800102 nChanged 42 SP:Iteration 1F (14.458274 sec): 3 clusters Score: Raw -16887.042758 + Penalty 604.613735 = -16282.429023 nChanged 18 SP:Iteration 2F (14.458800 sec): 3 clusters Score: Raw -16912.646599 + Penalty 606.834580 = -16305.812019 nChanged 7 SP:Iteration 3Q (14.459294 sec): 3 clusters Score: Raw -16925.307318 + Penalty 609.704590 = -16315.602728 nChanged 5 SP:Iteration 4Q (14.459780 sec): 3 clusters Score: Raw -16932.528974 + Penalty 611.772829 = -16320.756144 nChanged 4 SP:Iteration 5Q (14.460286 sec): 3 clusters Score: Raw -16940.020564 + Penalty 614.537054 = -16325.483510 nChanged 2 SP:Iteration 6Q (14.460775 sec): 3 clusters Score: Raw -16944.402897 + Penalty 617.564916 = -16326.837981 nChanged 3 SP:Iteration 7Q (14.461265 sec): 3 clusters Score: Raw -16949.083622 + Penalty 616.755524 = -16332.328098 nChanged 3 SP:Iteration 8Q (14.461751 sec): 3 clusters Score: Raw -16953.883315 + Penalty 617.378572 = -16336.504743 nChanged 3 SP:Iteration 9Q (14.462237 sec): 3 clusters Score: Raw -16960.882315 + Penalty 617.206359 = -16343.675956 nChanged 1 SP:Iteration 10F (14.462750 sec): 3 clusters Score: Raw -16963.152889 + Penalty 616.911727 = -16346.241162 nChanged 1 SP:Iteration 11Q (14.463235 sec): 3 clusters Score: Raw -16964.191341 + Penalty 616.403913 = -16347.787428 nChanged 1 SP:Iteration 12Q (14.463720 sec): 3 clusters Score: Raw -16964.796370 + Penalty 616.403913 = -16348.392457 nChanged 0 SP:Iteration 13F (14.464235 sec): 3 clusters Score: Raw -16964.796370 + Penalty 616.403913 = -16348.392457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.464742 sec): 2 clusters Score: Raw -2014.720819 + Penalty 330.337988 = -1684.382832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.464987 sec): 3 clusters Score: Raw -2042.947100 + Penalty 666.314316 = -1376.632784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.465462 sec): 2 clusters Score: Raw -1002.092753 + Penalty 261.520693 = -740.572060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.465689 sec): 3 clusters Score: Raw -983.874932 + Penalty 518.205160 = -465.669772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.466292 sec): 2 clusters Score: Raw -5141.030315 + Penalty 56.996950 = -5084.033365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.466617 sec): 3 clusters Score: Raw -5208.248594 + Penalty 116.949587 = -5091.299007 nChanged 21 SP:Iteration 1F (14.466945 sec): 3 clusters Score: Raw -5246.731354 + Penalty 123.088950 = -5123.642403 nChanged 3 SP:Iteration 2Q (14.467258 sec): 3 clusters Score: Raw -5252.265280 + Penalty 133.530112 = -5118.735168 nChanged 3 SP:Iteration 3F (14.467584 sec): 3 clusters Score: Raw -5258.396441 + Penalty 137.789958 = -5120.606484 nChanged 1 SP:Iteration 4Q (14.467899 sec): 3 clusters Score: Raw -5261.826827 + Penalty 143.252753 = -5118.574074 nChanged 1 SP:Iteration 5F (14.468224 sec): 3 clusters Score: Raw -5263.690684 + Penalty 150.104976 = -5113.585709 nChanged 1 SP:Iteration 6F (14.468548 sec): 3 clusters Score: Raw -5267.536049 + Penalty 150.104976 = -5117.431074 nChanged 0 Score: Raw -2092915.990424 + Penalty 139989.888037 = -1952926.102387 Splitting cluster 51 changes total score from -1938741.738801 to -1952926.102387 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.957182 sec): 2 clusters Score: Raw -4226.284756 + Penalty 376.015507 = -3850.269250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.957482 sec): 3 clusters Score: Raw -4231.119572 + Penalty 729.624295 = -3501.495277 nChanged 3 SP:Iteration 1F (15.957768 sec): 3 clusters Score: Raw -4235.656723 + Penalty 722.329735 = -3513.326988 nChanged 2 SP:Iteration 2Q (15.958046 sec): 3 clusters Score: Raw -4237.506423 + Penalty 715.976166 = -3521.530257 nChanged 1 SP:Iteration 3Q (15.958322 sec): 3 clusters Score: Raw -4240.269767 + Penalty 715.976166 = -3524.293601 nChanged 0 SP:Iteration 4F (15.958601 sec): 3 clusters Score: Raw -4240.269767 + Penalty 715.976166 = -3524.293601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.959063 sec): 2 clusters Score: Raw -680.807858 + Penalty 14.730672 = -666.077186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.959259 sec): 3 clusters Score: Raw -693.082074 + Penalty 28.558678 = -664.523396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.959730 sec): 2 clusters Score: Raw -515.272985 + Penalty 170.459416 = -344.813569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.959949 sec): 3 clusters Score: Raw -509.633604 + Penalty 342.046092 = -167.587511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.960414 sec): 2 clusters Score: Raw -407.382862 + Penalty 125.855123 = -281.527739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.960611 sec): 2 clusters Score: Raw -407.382862 + Penalty 125.855123 = -281.527739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.961091 sec): 2 clusters Score: Raw -1150.007346 + Penalty 231.885006 = -918.122341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.961318 sec): 3 clusters Score: Raw -1143.783318 + Penalty 476.241750 = -667.541568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.961796 sec): 2 clusters Score: Raw -946.994828 + Penalty 229.129688 = -717.865141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.962020 sec): 3 clusters Score: Raw -943.075474 + Penalty 456.134922 = -486.940552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.962469 sec): 2 clusters Score: Raw -100.646126 + Penalty 0.000000 = -100.646126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.962659 sec): 2 clusters Score: Raw -100.646126 + Penalty 0.000000 = -100.646126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.963889 sec): 2 clusters Score: Raw -16834.029450 + Penalty 571.307375 = -16262.722075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.964406 sec): 3 clusters Score: Raw -16808.107360 + Penalty 1136.479049 = -15671.628311 nChanged 25 SP:Iteration 1F (15.964912 sec): 3 clusters Score: Raw -16846.763102 + Penalty 1131.968288 = -15714.794814 nChanged 9 SP:Iteration 2F (15.965400 sec): 3 clusters Score: Raw -16863.743813 + Penalty 1134.378842 = -15729.364971 nChanged 5 SP:Iteration 3Q (15.965881 sec): 3 clusters Score: Raw -16871.690665 + Penalty 1135.020802 = -15736.669863 nChanged 1 SP:Iteration 4Q (15.966413 sec): 3 clusters Score: Raw -16874.858283 + Penalty 1136.690681 = -15738.167602 nChanged 2 SP:Iteration 5Q (15.966899 sec): 3 clusters Score: Raw -16877.893739 + Penalty 1136.690681 = -15741.203057 nChanged 0 SP:Iteration 6F (15.967397 sec): 3 clusters Score: Raw -16877.893739 + Penalty 1136.690681 = -15741.203057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.967953 sec): 2 clusters Score: Raw -1474.611602 + Penalty 294.094047 = -1180.517554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.968186 sec): 3 clusters Score: Raw -1474.516404 + Penalty 578.667929 = -895.848475 nChanged 1 SP:Iteration 1F (15.968417 sec): 3 clusters Score: Raw -1474.953462 + Penalty 578.667929 = -896.285533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.968875 sec): 2 clusters Score: Raw -198.798192 + Penalty 46.588080 = -152.210112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.969083 sec): 3 clusters Score: Raw -192.740795 + Penalty 93.176161 = -99.564635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.969557 sec): 2 clusters Score: Raw -730.995934 + Penalty 191.933330 = -539.062604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.969776 sec): 3 clusters Score: Raw -726.137399 + Penalty 389.782543 = -336.354857 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 (15.970240 sec): 2 clusters Score: Raw -520.143440 + Penalty 163.688685 = -356.454754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.970454 sec): 3 clusters Score: Raw -517.706175 + Penalty 317.318632 = -200.387543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.970986 sec): 2 clusters Score: Raw -3264.251801 + Penalty 523.490010 = -2740.761791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.971253 sec): 3 clusters Score: Raw -3369.851625 + Penalty 1046.521598 = -2323.330027 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 (15.971712 sec): 2 clusters Score: Raw -211.810701 + Penalty 87.989356 = -123.821345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.971920 sec): 3 clusters Score: Raw -201.109380 + Penalty 175.978713 = -25.130667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.972441 sec): 2 clusters Score: Raw -2893.884807 + Penalty 346.354069 = -2547.530738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.972703 sec): 3 clusters Score: Raw -2903.221183 + Penalty 696.214948 = -2207.006234 nChanged 2 SP:Iteration 1F (15.972960 sec): 3 clusters Score: Raw -2908.200007 + Penalty 697.290038 = -2210.909970 nChanged 1 SP:Iteration 2Q (15.973212 sec): 3 clusters Score: Raw -2909.717323 + Penalty 697.290038 = -2212.427285 nChanged 0 SP:Iteration 3F (15.973471 sec): 3 clusters Score: Raw -2909.717323 + Penalty 697.290038 = -2212.427285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.973930 sec): 2 clusters Score: Raw -204.729694 + Penalty 60.359227 = -144.370467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.974134 sec): 3 clusters Score: Raw -196.341254 + Penalty 120.718455 = -75.622800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.974639 sec): 2 clusters Score: Raw -1315.127318 + Penalty 168.192107 = -1146.935210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.974870 sec): 3 clusters Score: Raw -1313.687386 + Penalty 329.116649 = -984.570737 nChanged 2 SP:Iteration 1F (15.975098 sec): 3 clusters Score: Raw -1321.859695 + Penalty 329.116649 = -992.743046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.975567 sec): 2 clusters Score: Raw -832.709842 + Penalty 168.654217 = -664.055625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.975790 sec): 3 clusters Score: Raw -827.567876 + Penalty 351.180546 = -476.387329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.976275 sec): 2 clusters Score: Raw -1310.443860 + Penalty 241.766750 = -1068.677110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.976507 sec): 3 clusters Score: Raw -1332.197330 + Penalty 478.884181 = -853.313149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.976984 sec): 2 clusters Score: Raw -1169.279217 + Penalty 283.384286 = -885.894931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.977212 sec): 3 clusters Score: Raw -1167.986997 + Penalty 555.765263 = -612.221734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.977674 sec): 2 clusters Score: Raw -317.704033 + Penalty 122.335474 = -195.368559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.977886 sec): 3 clusters Score: Raw -306.342856 + Penalty 241.815473 = -64.527383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.978381 sec): 2 clusters Score: Raw -1844.507250 + Penalty 317.051179 = -1527.456071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.978623 sec): 3 clusters Score: Raw -1850.637802 + Penalty 623.549885 = -1227.087916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.979100 sec): 2 clusters Score: Raw -956.631870 + Penalty 245.385820 = -711.246050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.979325 sec): 3 clusters Score: Raw -955.606142 + Penalty 503.335852 = -452.270290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.979812 sec): 2 clusters Score: Raw -1502.797743 + Penalty 345.121632 = -1157.676111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.980045 sec): 3 clusters Score: Raw -1508.362186 + Penalty 695.270179 = -813.092006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.980541 sec): 2 clusters Score: Raw -1691.695140 + Penalty 311.347306 = -1380.347834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.980778 sec): 3 clusters Score: Raw -1707.170068 + Penalty 622.694611 = -1084.475457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.981246 sec): 2 clusters Score: Raw -735.042328 + Penalty 169.971030 = -565.071298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.981485 sec): 3 clusters Score: Raw -725.258404 + Penalty 340.974138 = -384.284266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.981950 sec): 2 clusters Score: Raw -377.160999 + Penalty 75.369906 = -301.791092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.982158 sec): 3 clusters Score: Raw -383.088158 + Penalty 133.001989 = -250.086169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.982644 sec): 2 clusters Score: Raw -1301.145416 + Penalty 206.832324 = -1094.313092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.982878 sec): 3 clusters Score: Raw -1312.562527 + Penalty 409.453873 = -903.108654 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 (15.983322 sec): 2 clusters Score: Raw -97.427813 + Penalty 0.000000 = -97.427813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.983507 sec): 2 clusters Score: Raw -97.427813 + Penalty 0.000000 = -97.427813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.983967 sec): 2 clusters Score: Raw -435.198226 + Penalty 189.187227 = -246.010999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.984180 sec): 3 clusters Score: Raw -424.201676 + Penalty 388.327683 = -35.873993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.984657 sec): 2 clusters Score: Raw -931.324557 + Penalty 241.841142 = -689.483415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.984881 sec): 3 clusters Score: Raw -939.198769 + Penalty 485.267106 = -453.931663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.985393 sec): 2 clusters Score: Raw -2345.593439 + Penalty 219.809907 = -2125.783531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.985646 sec): 3 clusters Score: Raw -2356.533277 + Penalty 439.363313 = -1917.169964 nChanged 2 SP:Iteration 1F (15.985896 sec): 3 clusters Score: Raw -2359.253606 + Penalty 439.363313 = -1919.890293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.986467 sec): 2 clusters Score: Raw -4723.802233 + Penalty 416.687825 = -4307.114408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.986755 sec): 3 clusters Score: Raw -4743.921840 + Penalty 837.677818 = -3906.244023 nChanged 1 SP:Iteration 1Q (15.987038 sec): 3 clusters Score: Raw -4747.018273 + Penalty 840.591743 = -3906.426529 nChanged 1 SP:Iteration 2Q (15.987314 sec): 3 clusters Score: Raw -4748.628089 + Penalty 848.698521 = -3899.929567 nChanged 2 SP:Iteration 3F (15.987597 sec): 3 clusters Score: Raw -4752.543553 + Penalty 848.698521 = -3903.845031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.988067 sec): 2 clusters Score: Raw -643.218785 + Penalty 209.781050 = -433.437735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.988286 sec): 3 clusters Score: Raw -633.281146 + Penalty 414.796541 = -218.484606 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 (15.988763 sec): 2 clusters Score: Raw -432.201669 + Penalty 201.234455 = -230.967214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.988978 sec): 3 clusters Score: Raw -421.091258 + Penalty 395.633531 = -25.457727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.989446 sec): 2 clusters Score: Raw -543.683222 + Penalty 206.465581 = -337.217642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.989662 sec): 3 clusters Score: Raw -531.286264 + Penalty 413.235714 = -118.050551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.990122 sec): 2 clusters Score: Raw -322.883629 + Penalty 151.884496 = -170.999132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.990320 sec): 2 clusters Score: Raw -322.883629 + Penalty 151.884496 = -170.999132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.990785 sec): 2 clusters Score: Raw -384.476062 + Penalty 108.050200 = -276.425862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.990981 sec): 2 clusters Score: Raw -384.476062 + Penalty 108.050200 = -276.425862 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 (15.991450 sec): 2 clusters Score: Raw -619.681320 + Penalty 195.877455 = -423.803865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.991669 sec): 3 clusters Score: Raw -618.041186 + Penalty 391.754910 = -226.286276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.992129 sec): 2 clusters Score: Raw -421.125740 + Penalty 148.490641 = -272.635099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.992341 sec): 3 clusters Score: Raw -411.814115 + Penalty 298.482718 = -113.331397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.992803 sec): 2 clusters Score: Raw -516.296157 + Penalty 112.926995 = -403.369161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.993017 sec): 3 clusters Score: Raw -509.610186 + Penalty 112.926995 = -396.683191 nChanged 1 SP:Iteration 1F (15.993211 sec): 2 clusters Score: Raw -516.296157 + Penalty 112.926995 = -403.369161 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 (15.993681 sec): 2 clusters Score: Raw -830.088655 + Penalty 209.882145 = -620.206510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.993904 sec): 3 clusters Score: Raw -830.645456 + Penalty 426.134755 = -404.510702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.994388 sec): 2 clusters Score: Raw -1271.452795 + Penalty 317.959035 = -953.493761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.994618 sec): 3 clusters Score: Raw -1273.560662 + Penalty 641.102981 = -632.457682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.995085 sec): 2 clusters Score: Raw -509.903320 + Penalty 124.291668 = -385.611652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.995291 sec): 3 clusters Score: Raw -506.764725 + Penalty 210.286654 = -296.478071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.995773 sec): 2 clusters Score: Raw -514.006945 + Penalty 216.269037 = -297.737907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.995985 sec): 3 clusters Score: Raw -516.427467 + Penalty 423.031719 = -93.395749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.996446 sec): 2 clusters Score: Raw -406.784970 + Penalty 129.771058 = -277.013912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.996659 sec): 3 clusters Score: Raw -401.483941 + Penalty 274.440391 = -127.043550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.997178 sec): 2 clusters Score: Raw -2610.993076 + Penalty 330.633918 = -2280.359158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.997435 sec): 3 clusters Score: Raw -2661.048620 + Penalty 658.049049 = -2002.999571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.997900 sec): 2 clusters Score: Raw -535.759918 + Penalty 184.558616 = -351.201302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.998115 sec): 3 clusters Score: Raw -522.819971 + Penalty 362.707407 = -160.112564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.998576 sec): 2 clusters Score: Raw -396.160335 + Penalty 120.977146 = -275.183189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.998791 sec): 3 clusters Score: Raw -398.211304 + Penalty 241.954291 = -156.257013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.999256 sec): 2 clusters Score: Raw -538.384199 + Penalty 202.492432 = -335.891767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.999470 sec): 3 clusters Score: Raw -528.469276 + Penalty 392.375497 = -136.093779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.999933 sec): 2 clusters Score: Raw -548.794786 + Penalty 220.817305 = -327.977480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.000150 sec): 3 clusters Score: Raw -534.345300 + Penalty 441.608238 = -92.737062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.000615 sec): 2 clusters Score: Raw -634.894111 + Penalty 208.237157 = -426.656954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.000831 sec): 3 clusters Score: Raw -631.191513 + Penalty 407.113374 = -224.078139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.001299 sec): 2 clusters Score: Raw -745.903817 + Penalty 216.142589 = -529.761228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.001521 sec): 3 clusters Score: Raw -736.251110 + Penalty 434.148497 = -302.102612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.001995 sec): 2 clusters Score: Raw -943.681908 + Penalty 240.381851 = -703.300057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.002236 sec): 3 clusters Score: Raw -939.372857 + Penalty 482.328487 = -457.044370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.002730 sec): 2 clusters Score: Raw -2113.277880 + Penalty 26.778083 = -2086.499797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.002951 sec): 3 clusters Score: Raw -2164.086035 + Penalty 53.556166 = -2110.529869 nChanged 1 SP:Iteration 1Q (16.003164 sec): 3 clusters Score: Raw -2168.606626 + Penalty 53.620979 = -2114.985647 nChanged 1 SP:Iteration 2Q (16.003374 sec): 3 clusters Score: Raw -2172.909970 + Penalty 53.620979 = -2119.288990 nChanged 0 SP:Iteration 3F (16.003591 sec): 3 clusters Score: Raw -2172.909970 + Penalty 53.620979 = -2119.288990 nChanged 0 Score: Raw -2092975.541615 + Penalty 140072.295194 = -1952903.246421 Splitting cluster 111 changes total score from -1938741.738801 to -1952903.246421 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.504622 sec): 2 clusters Score: Raw -314.103013 + Penalty 133.766719 = -180.336294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.504824 sec): 2 clusters Score: Raw -314.103013 + Penalty 133.766719 = -180.336294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.505288 sec): 2 clusters Score: Raw -433.033750 + Penalty 160.678454 = -272.355296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.505503 sec): 3 clusters Score: Raw -420.597239 + Penalty 326.898005 = -93.699233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.506025 sec): 2 clusters Score: Raw -2861.207499 + Penalty 428.602118 = -2432.605381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.506284 sec): 3 clusters Score: Raw -2913.115396 + Penalty 857.570217 = -2055.545179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.506741 sec): 2 clusters Score: Raw -208.555834 + Penalty 79.848602 = -128.707232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.506935 sec): 2 clusters Score: Raw -208.555834 + Penalty 79.848602 = -128.707232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.507414 sec): 2 clusters Score: Raw -1033.729435 + Penalty 248.276864 = -785.452571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.507643 sec): 3 clusters Score: Raw -1031.298482 + Penalty 480.544325 = -550.754157 nChanged 1 SP:Iteration 1F (17.507864 sec): 3 clusters Score: Raw -1031.768910 + Penalty 480.544325 = -551.224585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.508334 sec): 2 clusters Score: Raw -653.571729 + Penalty 238.730806 = -414.840923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.508555 sec): 3 clusters Score: Raw -644.272458 + Penalty 477.461612 = -166.810846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.509010 sec): 2 clusters Score: Raw -210.825616 + Penalty 88.725815 = -122.099800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.509203 sec): 2 clusters Score: Raw -210.825616 + Penalty 88.725815 = -122.099800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 123 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.509736 sec): 2 clusters Score: Raw -1868.456157 + Penalty 402.262597 = -1466.193560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.509978 sec): 3 clusters Score: Raw -1889.724520 + Penalty 805.801745 = -1083.922775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.510429 sec): 2 clusters Score: Raw -98.906234 + Penalty 0.000000 = -98.906234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.510620 sec): 2 clusters Score: Raw -98.906234 + Penalty 0.000000 = -98.906234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.511078 sec): 2 clusters Score: Raw -317.247126 + Penalty 115.495316 = -201.751810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.511287 sec): 3 clusters Score: Raw -307.186688 + Penalty 219.366567 = -87.820120 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 (17.511746 sec): 2 clusters Score: Raw -208.515302 + Penalty 68.164809 = -140.350492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.511943 sec): 2 clusters Score: Raw -208.515302 + Penalty 68.164809 = -140.350492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.512390 sec): 2 clusters Score: Raw -266.992850 + Penalty 15.380572 = -251.612278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.512581 sec): 3 clusters Score: Raw -276.265261 + Penalty 30.761144 = -245.504117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.513030 sec): 2 clusters Score: Raw -202.038729 + Penalty 62.517688 = -139.521042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.513229 sec): 3 clusters Score: Raw -197.693012 + Penalty 125.035376 = -72.657636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.513687 sec): 2 clusters Score: Raw -312.141456 + Penalty 123.696754 = -188.444703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.513897 sec): 3 clusters Score: Raw -303.506935 + Penalty 257.205621 = -46.301313 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 (17.514351 sec): 2 clusters Score: Raw -212.832618 + Penalty 88.623677 = -124.208941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.514543 sec): 2 clusters Score: Raw -212.832618 + Penalty 88.623677 = -124.208941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.514995 sec): 2 clusters Score: Raw -196.063036 + Penalty 42.178418 = -153.884618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.515194 sec): 3 clusters Score: Raw -192.200479 + Penalty 84.356837 = -107.843642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.515658 sec): 2 clusters Score: Raw -548.686555 + Penalty 225.182267 = -323.504288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.515876 sec): 3 clusters Score: Raw -535.550840 + Penalty 458.601147 = -76.949693 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 (17.516347 sec): 2 clusters Score: Raw -99.210092 + Penalty 0.000000 = -99.210092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.516537 sec): 2 clusters Score: Raw -99.210092 + Penalty 0.000000 = -99.210092 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 (17.516998 sec): 2 clusters Score: Raw -429.233649 + Penalty 151.193273 = -278.040376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.517213 sec): 3 clusters Score: Raw -417.347173 + Penalty 302.386546 = -114.960627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.517667 sec): 2 clusters Score: Raw -211.331883 + Penalty 89.307021 = -122.024862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.517859 sec): 2 clusters Score: Raw -211.331883 + Penalty 89.307021 = -122.024862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.518327 sec): 2 clusters Score: Raw -733.825653 + Penalty 221.442353 = -512.383300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.518546 sec): 3 clusters Score: Raw -732.925463 + Penalty 443.413875 = -289.511587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.518997 sec): 2 clusters Score: Raw -99.695952 + Penalty 0.000000 = -99.695952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.519187 sec): 2 clusters Score: Raw -99.695952 + Penalty 0.000000 = -99.695952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.519630 sec): 2 clusters Score: Raw -183.940772 + Penalty 9.488858 = -174.451914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.519820 sec): 3 clusters Score: Raw -183.750652 + Penalty 18.977716 = -164.772936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.520276 sec): 2 clusters Score: Raw -209.994784 + Penalty 80.070645 = -129.924139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.520471 sec): 2 clusters Score: Raw -209.994784 + Penalty 80.070645 = -129.924139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.520921 sec): 2 clusters Score: Raw -96.316326 + Penalty 0.000000 = -96.316326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.521111 sec): 2 clusters Score: Raw -96.316326 + Penalty 0.000000 = -96.316326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.521576 sec): 2 clusters Score: Raw -529.718921 + Penalty 182.002351 = -347.716570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.521793 sec): 3 clusters Score: Raw -520.328631 + Penalty 364.679337 = -155.649294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.522241 sec): 2 clusters Score: Raw -95.873205 + Penalty 0.000000 = -95.873205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.522427 sec): 2 clusters Score: Raw -95.873205 + Penalty 0.000000 = -95.873205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.522903 sec): 2 clusters Score: Raw -412.159748 + Penalty 141.331959 = -270.827789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.523119 sec): 3 clusters Score: Raw -405.569374 + Penalty 282.663917 = -122.905457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.523576 sec): 2 clusters Score: Raw -321.958499 + Penalty 148.361665 = -173.596833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.523788 sec): 3 clusters Score: Raw -309.561310 + Penalty 301.057865 = -8.503445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 160 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.524363 sec): 2 clusters Score: Raw -4596.562233 + Penalty 82.974252 = -4513.587981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.524665 sec): 3 clusters Score: Raw -4586.839797 + Penalty 188.465718 = -4398.374079 nChanged 9 SP:Iteration 1F (17.524958 sec): 3 clusters Score: Raw -4601.908942 + Penalty 206.949422 = -4394.959520 nChanged 3 SP:Iteration 2F (17.525249 sec): 3 clusters Score: Raw -4605.353334 + Penalty 214.290035 = -4391.063299 nChanged 1 SP:Iteration 3F (17.525536 sec): 3 clusters Score: Raw -4607.472240 + Penalty 214.290035 = -4393.182205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.525998 sec): 2 clusters Score: Raw -312.329888 + Penalty 110.898564 = -201.431323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.526206 sec): 3 clusters Score: Raw -304.677204 + Penalty 214.936376 = -89.740827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.526660 sec): 2 clusters Score: Raw -213.430299 + Penalty 94.911617 = -118.518682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.526868 sec): 3 clusters Score: Raw -202.688302 + Penalty 189.823234 = -12.865068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.527325 sec): 2 clusters Score: Raw -321.044288 + Penalty 127.458580 = -193.585709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.527535 sec): 3 clusters Score: Raw -309.633913 + Penalty 256.175183 = -53.458730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.527986 sec): 2 clusters Score: Raw -100.129246 + Penalty 0.000000 = -100.129246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.528176 sec): 2 clusters Score: Raw -100.129246 + Penalty 0.000000 = -100.129246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.528634 sec): 2 clusters Score: Raw -324.058435 + Penalty 150.724841 = -173.333593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.528845 sec): 3 clusters Score: Raw -311.529282 + Penalty 309.858507 = -1.670775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.529301 sec): 2 clusters Score: Raw -206.141820 + Penalty 61.702334 = -144.439486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.529509 sec): 3 clusters Score: Raw -196.855776 + Penalty 123.404668 = -73.451108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.529987 sec): 2 clusters Score: Raw -402.540898 + Penalty 149.600866 = -252.940031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.530183 sec): 2 clusters Score: Raw -402.540898 + Penalty 149.600866 = -252.940031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.530651 sec): 2 clusters Score: Raw -728.754038 + Penalty 183.415277 = -545.338762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.530871 sec): 3 clusters Score: Raw -726.945490 + Penalty 374.782573 = -352.162917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.531321 sec): 2 clusters Score: Raw -100.285878 + Penalty 0.000000 = -100.285878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.531510 sec): 2 clusters Score: Raw -100.285878 + Penalty 0.000000 = -100.285878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.531962 sec): 2 clusters Score: Raw -100.678560 + Penalty 0.000000 = -100.678560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.532152 sec): 2 clusters Score: Raw -100.678560 + Penalty 0.000000 = -100.678560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.532600 sec): 2 clusters Score: Raw -101.557689 + Penalty 0.000000 = -101.557689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.532790 sec): 2 clusters Score: Raw -101.557689 + Penalty 0.000000 = -101.557689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.533245 sec): 2 clusters Score: Raw -209.719359 + Penalty 76.890303 = -132.829056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.533454 sec): 3 clusters Score: Raw -199.611892 + Penalty 153.780606 = -45.831286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.533895 sec): 2 clusters Score: Raw -91.161912 + Penalty 0.000000 = -91.161912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.534076 sec): 2 clusters Score: Raw -91.161912 + Penalty 0.000000 = -91.161912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.534534 sec): 2 clusters Score: Raw -445.840895 + Penalty 202.423290 = -243.417604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.534749 sec): 3 clusters Score: Raw -433.222514 + Penalty 413.486056 = -19.736459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.535197 sec): 2 clusters Score: Raw -99.947237 + Penalty 0.000000 = -99.947237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.535386 sec): 2 clusters Score: Raw -99.947237 + Penalty 0.000000 = -99.947237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.535838 sec): 2 clusters Score: Raw -190.862386 + Penalty 24.589263 = -166.273123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.536040 sec): 3 clusters Score: Raw -187.117541 + Penalty 49.178525 = -137.939016 nChanged 0 Deleting Class 187 (1 points): Lose 14.474487 but Gain 1364.654724 Iteration 20F (19.067548 sec): 149 clusters Score: Raw -2078721.142860 + Penalty 137559.770980 = -1941161.371879 nChanged 40 Deleting Class 164 (2 points): Lose 20.008147 but Gain 1369.598979 Iteration 21Q (19.169898 sec): 147 clusters Score: Raw -2078743.313028 + Penalty 136284.461801 = -1942458.851227 nChanged 31 Deleting Class 137 (5 points): Lose 56.489978 but Gain 1399.456722 Iteration 22Q (19.269329 sec): 146 clusters Score: Raw -2078748.550835 + Penalty 134849.303593 = -1943899.247243 nChanged 28 Deleting Class 88 (3 points): Lose 44.722959 but Gain 1382.829082 Iteration 23Q (19.368214 sec): 145 clusters Score: Raw -2078735.886255 + Penalty 133710.926035 = -1945024.960220 nChanged 24 Deleting Class 197 (2 points): Lose 17.362783 but Gain 1360.389228 Iteration 24Q (19.466831 sec): 144 clusters Score: Raw -2078773.190976 + Penalty 132415.953321 = -1946357.237655 nChanged 16 Deleting Class 173 (3 points): Lose 39.000575 but Gain 1372.271029 Iteration 25Q (19.563824 sec): 143 clusters Score: Raw -2078755.521935 + Penalty 131042.407036 = -1947713.114898 nChanged 17 Deleting Class 196 (4 points): Lose 127.981729 but Gain 1460.510004 Iteration 26Q (19.660472 sec): 142 clusters Score: Raw -2078633.335557 + Penalty 129739.797008 = -1948893.538549 nChanged 13 Deleting Class 186 (1 points): Lose 9.441142 but Gain 1333.210358 Iteration 27Q (19.758402 sec): 141 clusters Score: Raw -2078709.706521 + Penalty 128400.014885 = -1950309.691636 nChanged 14 Deleting Class 86 (4 points): Lose 131.212297 but Gain 1451.932406 Iteration 28Q (19.855896 sec): 140 clusters Score: Raw -2078585.203972 + Penalty 127122.581643 = -1951462.622329 nChanged 13 Deleting Class 157 (3 points): Lose 34.400993 but Gain 1350.755546 Iteration 29Q (19.953277 sec): 139 clusters Score: Raw -2078564.141318 + Penalty 125926.519028 = -1952637.622290 nChanged 11 Deleting Class 39 (37 points): Lose 248.724423 but Gain 1563.263745 Iteration 30F (21.354385 sec): 138 clusters Score: Raw -2078347.607392 + Penalty 124429.209287 = -1953918.398105 nChanged 47 Deleting Class 81 (4 points): Lose 51.160006 but Gain 1365.010109 Iteration 31Q (21.452497 sec): 137 clusters Score: Raw -2078408.705735 + Penalty 123093.999409 = -1955314.706327 nChanged 28 Deleting Class 104 (5 points): Lose 69.707014 but Gain 1372.329473 Iteration 32Q (21.550016 sec): 136 clusters Score: Raw -2078381.894314 + Penalty 121754.209181 = -1956627.685133 nChanged 33 Deleting Class 64 (34 points): Lose 255.656850 but Gain 1535.039521 Iteration 33Q (21.648275 sec): 135 clusters Score: Raw -2078169.885386 + Penalty 120747.377974 = -1957422.507412 nChanged 52 Deleting Class 135 (2 points): Lose 4.693160 but Gain 1278.862391 Iteration 34Q (21.748516 sec): 134 clusters Score: Raw -2078365.652123 + Penalty 119485.823450 = -1958879.828673 nChanged 27 Deleting Class 65 (2 points): Lose 0.891156 but Gain 1269.708984 Iteration 35Q (21.845314 sec): 133 clusters Score: Raw -2078391.958340 + Penalty 118218.208585 = -1960173.749756 nChanged 26 Deleting Class 141 (2 points): Lose 22.032423 but Gain 1288.723225 Iteration 36Q (21.943028 sec): 132 clusters Score: Raw -2078383.842430 + Penalty 117017.275164 = -1961366.567266 nChanged 20 Deleting Class 123 (17 points): Lose 153.689462 but Gain 1420.135836 Iteration 37Q (22.039654 sec): 131 clusters Score: Raw -2078255.266611 + Penalty 115713.255418 = -1962542.011192 nChanged 30 Deleting Class 121 (6 points): Lose 67.542951 but Gain 1332.687330 Iteration 38Q (22.135731 sec): 130 clusters Score: Raw -2078259.401023 + Penalty 114433.907931 = -1963825.493092 nChanged 22 Deleting Class 118 (4 points): Lose 50.937955 but Gain 1315.513801 Iteration 39Q (22.230710 sec): 129 clusters Score: Raw -2078246.383636 + Penalty 113231.426653 = -1965014.956983 nChanged 18 Deleting Class 14 (50 points): Lose 293.617626 but Gain 1564.435134 Iteration 40F (23.518063 sec): 128 clusters Score: Raw -2077993.317963 + Penalty 112261.830044 = -1965731.487919 nChanged 64 Deleting Class 150 (3 points): Lose 39.205320 but Gain 1286.775463 Iteration 41Q (23.615352 sec): 127 clusters Score: Raw -2078163.827528 + Penalty 111047.388466 = -1967116.439063 nChanged 27 Deleting Class 87 (5 points): Lose 41.851396 but Gain 1283.136759 Iteration 42Q (23.709154 sec): 126 clusters Score: Raw -2078157.163442 + Penalty 109813.043617 = -1968344.119826 nChanged 27 Deleting Class 125 (2 points): Lose 30.185468 but Gain 1265.830146 Iteration 43Q (23.803812 sec): 125 clusters Score: Raw -2078157.441951 + Penalty 108658.585161 = -1969498.856790 nChanged 20 Deleting Class 190 (3 points): Lose 15.128472 but Gain 1243.184240 Iteration 44Q (23.897800 sec): 124 clusters Score: Raw -2078171.492800 + Penalty 107423.224403 = -1970748.268397 nChanged 23 Deleting Class 103 (5 points): Lose 35.505109 but Gain 1258.444541 Iteration 45Q (23.989625 sec): 123 clusters Score: Raw -2078148.069638 + Penalty 106183.196370 = -1971964.873267 nChanged 31 Deleting Class 122 (2 points): Lose 59.454402 but Gain 1280.336277 Iteration 46Q (24.082095 sec): 122 clusters Score: Raw -2078102.653471 + Penalty 105071.496869 = -1973031.156602 nChanged 25 Deleting Class 142 (11 points): Lose 65.675561 but Gain 1242.893785 Iteration 47Q (24.173509 sec): 121 clusters Score: Raw -2078088.914397 + Penalty 103872.535751 = -1974216.378646 nChanged 44 Deleting Class 115 (33 points): Lose 179.937132 but Gain 1356.013116 Iteration 48Q (24.264797 sec): 120 clusters Score: Raw -2077942.064619 + Penalty 102667.522607 = -1975274.542012 nChanged 77 Deleting Class 95 (12 points): Lose 108.107842 but Gain 1279.854513 Iteration 49Q (24.358014 sec): 119 clusters Score: Raw -2077949.907375 + Penalty 101556.803074 = -1976393.104301 nChanged 58 Deleting Class 105 (8 points): Lose 59.687445 but Gain 1228.285986 Iteration 50F (25.534188 sec): 118 clusters Score: Raw -2077967.618560 + Penalty 100400.032583 = -1977567.585976 nChanged 62 Deleting Class 184 (1 points): Lose 2.205538 but Gain 1168.204714 Iteration 51Q (25.625368 sec): 117 clusters Score: Raw -2078010.652712 + Penalty 99219.378901 = -1978791.273811 nChanged 52 Deleting Class 75 (18 points): Lose 169.989588 but Gain 1333.020056 Iteration 52Q (25.717227 sec): 116 clusters Score: Raw -2077861.661195 + Penalty 98033.787527 = -1979827.873668 nChanged 75 Deleting Class 40 (3 points): Lose 24.069960 but Gain 1169.729761 Iteration 53Q (25.809463 sec): 115 clusters Score: Raw -2077939.408215 + Penalty 96922.487724 = -1981016.920491 nChanged 66 Deleting Class 50 (9 points): Lose 45.506877 but Gain 1190.504721 Iteration 54Q (25.899887 sec): 114 clusters Score: Raw -2077925.316880 + Penalty 95752.289794 = -1982173.027086 nChanged 62 Deleting Class 152 (6 points): Lose 42.263238 but Gain 1186.066907 Iteration 55Q (25.989832 sec): 113 clusters Score: Raw -2077910.495719 + Penalty 94595.360155 = -1983315.135564 nChanged 66 Deleting Class 114 (4 points): Lose 21.416880 but Gain 1159.315654 Iteration 56Q (26.080430 sec): 112 clusters Score: Raw -2077926.816068 + Penalty 93493.283714 = -1984433.532354 nChanged 70 Deleting Class 166 (3 points): Lose 22.683518 but Gain 1160.443858 Iteration 57Q (26.171340 sec): 111 clusters Score: Raw -2077941.925839 + Penalty 92378.219287 = -1985563.706552 nChanged 65 Deleting Class 101 (5 points): Lose 18.468689 but Gain 1146.989944 Iteration 58Q (26.260546 sec): 110 clusters Score: Raw -2077958.552941 + Penalty 91230.941658 = -1986727.611283 nChanged 66 Deleting Class 85 (12 points): Lose 130.522239 but Gain 1256.621247 Iteration 59Q (26.349202 sec): 109 clusters Score: Raw -2077850.846017 + Penalty 90074.862691 = -1987775.983326 nChanged 70 Deleting Class 71 (14 points): Lose 67.880303 but Gain 1189.370134 Iteration 60F (27.432083 sec): 108 clusters Score: Raw -2077857.861265 + Penalty 88953.802332 = -1988904.058933 nChanged 64 Deleting Class 113 (3 points): Lose 106.528442 but Gain 1217.876173 Iteration 61Q (27.522281 sec): 107 clusters Score: Raw -2077822.571859 + Penalty 87786.994091 = -1990035.577769 nChanged 48 Deleting Class 167 (1 points): Lose 14.170812 but Gain 1125.135971 Iteration 62Q (27.611019 sec): 106 clusters Score: Raw -2077831.426920 + Penalty 86657.843604 = -1991173.583316 nChanged 45 Deleting Class 90 (7 points): Lose 59.996715 but Gain 1169.450410 Iteration 63Q (27.699132 sec): 105 clusters Score: Raw -2077797.078565 + Penalty 85510.896700 = -1992286.181865 nChanged 39 Deleting Class 109 (10 points): Lose 73.710947 but Gain 1180.613207 Iteration 64Q (27.787721 sec): 104 clusters Score: Raw -2077751.545296 + Penalty 84413.488961 = -1993338.056335 nChanged 42 Deleting Class 43 (12 points): Lose 44.546010 but Gain 1150.551050 Iteration 65Q (27.875758 sec): 103 clusters Score: Raw -2077737.304141 + Penalty 83282.605447 = -1994454.698694 nChanged 42 Deleting Class 76 (19 points): Lose 117.799947 but Gain 1220.767287 Iteration 66Q (27.963263 sec): 102 clusters Score: Raw -2077641.701312 + Penalty 82115.597078 = -1995526.104234 nChanged 43 Deleting Class 72 (3 points): Lose 14.169095 but Gain 1113.800655 Iteration 67Q (28.050310 sec): 101 clusters Score: Raw -2077680.836757 + Penalty 81059.406485 = -1996621.430271 nChanged 27 Deleting Class 133 (4 points): Lose 129.910838 but Gain 1222.473694 Iteration 68Q (28.136200 sec): 100 clusters Score: Raw -2077566.764481 + Penalty 79883.138346 = -1997683.626135 nChanged 26 Deleting Class 60 (14 points): Lose 52.375499 but Gain 1141.536190 Iteration 69Q (28.222318 sec): 99 clusters Score: Raw -2077537.952536 + Penalty 78792.587343 = -1998745.365192 nChanged 40 Deleting Class 120 (11 points): Lose 59.677060 but Gain 1151.827763 Iteration 70F (29.207363 sec): 98 clusters Score: Raw -2077526.179172 + Penalty 77670.987114 = -1999855.192057 nChanged 39 Deleting Class 110 (10 points): Lose 73.073882 but Gain 1157.517760 Iteration 71Q (29.292821 sec): 97 clusters Score: Raw -2077494.922334 + Penalty 76553.370284 = -2000941.552050 nChanged 23 Deleting Class 74 (13 points): Lose 67.995886 but Gain 1148.729248 Iteration 72Q (29.378088 sec): 96 clusters Score: Raw -2077451.644563 + Penalty 75428.968983 = -2002022.675581 nChanged 21 Deleting Class 82 (11 points): Lose 47.086881 but Gain 1117.771231 Iteration 73Q (29.461197 sec): 95 clusters Score: Raw -2077431.569093 + Penalty 74289.059109 = -2003142.509984 nChanged 18 Deleting Class 91 (4 points): Lose 13.139790 but Gain 1071.379017 Iteration 74Q (29.545255 sec): 94 clusters Score: Raw -2077438.483515 + Penalty 73238.355118 = -2004200.128397 nChanged 8 Deleting Class 52 (43 points): Lose 133.266339 but Gain 1193.883218 Iteration 75Q (29.627936 sec): 93 clusters Score: Raw -2077312.419084 + Penalty 72075.338635 = -2005237.080449 nChanged 47 Deleting Class 140 (4 points): Lose 37.652035 but Gain 1090.878856 Iteration 76Q (29.712651 sec): 92 clusters Score: Raw -2077359.434938 + Penalty 70985.606313 = -2006373.828625 nChanged 16 Deleting Class 73 (17 points): Lose 75.454401 but Gain 1119.307996 Iteration 77Q (29.797101 sec): 91 clusters Score: Raw -2077305.357381 + Penalty 69900.547040 = -2007404.810341 nChanged 20 Deleting Class 127 (3 points): Lose 10.388474 but Gain 1051.524586 Iteration 78Q (29.890902 sec): 90 clusters Score: Raw -2077325.661789 + Penalty 68852.828481 = -2008472.833309 nChanged 5 Deleting Class 49 (18 points): Lose 68.955962 but Gain 1101.194523 Iteration 79Q (29.971596 sec): 89 clusters Score: Raw -2077263.523375 + Penalty 67996.353894 = -2009267.169481 nChanged 18 Deleting Class 54 (5 points): Lose 30.421027 but Gain 1059.366613 Iteration 80F (30.855533 sec): 88 clusters Score: Raw -2077275.196379 + Penalty 67139.286165 = -2010135.910214 nChanged 8 Deleting Class 61 (4 points): Lose 57.531130 but Gain 1088.551422 Iteration 81Q (30.934880 sec): 87 clusters Score: Raw -2077252.213224 + Penalty 66515.180147 = -2010737.033077 nChanged 7 Deleting Class 57 (10 points): Lose 37.884121 but Gain 1056.433863 Iteration 82Q (31.015352 sec): 86 clusters Score: Raw -2077267.852636 + Penalty 65472.236250 = -2011795.616386 nChanged 14 Deleting Class 84 (45 points): Lose 178.407125 but Gain 1197.116261 Iteration 83Q (31.097198 sec): 85 clusters Score: Raw -2077107.408630 + Penalty 64390.769284 = -2012716.639347 nChanged 53 Deleting Class 44 (14 points): Lose 96.923783 but Gain 1098.423086 Iteration 84Q (31.177781 sec): 84 clusters Score: Raw -2077115.970806 + Penalty 63399.529124 = -2013716.441681 nChanged 24 Deleting Class 151 (2 points): Lose 35.890060 but Gain 1034.506390 Iteration 85Q (31.257025 sec): 83 clusters Score: Raw -2077140.724842 + Penalty 62417.440714 = -2014723.284128 nChanged 10 Deleting Class 56 (10 points): Lose 52.510344 but Gain 1039.623432 Iteration 86Q (31.335734 sec): 82 clusters Score: Raw -2077123.308340 + Penalty 61411.581287 = -2015711.727053 nChanged 17 Deleting Class 161 (3 points): Lose 26.002235 but Gain 1009.673560 Iteration 87Q (31.414503 sec): 81 clusters Score: Raw -2077119.436111 + Penalty 60400.101511 = -2016719.334600 nChanged 9 Deleting Class 58 (1 points): Lose 99.557797 but Gain 1078.879290 Iteration 88Q (31.491313 sec): 80 clusters Score: Raw -2077032.557617 + Penalty 59375.127233 = -2017657.430384 nChanged 5 Deleting Class 155 (4 points): Lose 41.114541 but Gain 1019.728209 Iteration 89Q (31.568078 sec): 79 clusters Score: Raw -2076994.186329 + Penalty 58362.640088 = -2018631.546241 nChanged 5 Deleting Class 143 (1 points): Lose 2.933186 but Gain 981.435395 Iteration 90F (32.356741 sec): 78 clusters Score: Raw -2077002.054191 + Penalty 57390.845938 = -2019611.208252 nChanged 3 Deleting Class 32 (21 points): Lose 215.944884 but Gain 1192.254153 Iteration 91Q (32.432714 sec): 77 clusters Score: Raw -2076789.472705 + Penalty 56348.752317 = -2020440.720388 nChanged 23 Deleting Class 128 (2 points): Lose 7.388030 but Gain 983.635682 Iteration 92Q (32.509648 sec): 76 clusters Score: Raw -2076910.526916 + Penalty 55388.529386 = -2021521.997530 nChanged 7 Deleting Class 63 (6 points): Lose 142.909235 but Gain 1118.635446 Iteration 93Q (32.586070 sec): 75 clusters Score: Raw -2076787.094851 + Penalty 54290.787092 = -2022496.307760 nChanged 8 Deleting Class 99 (5 points): Lose 68.369238 but Gain 1030.363627 Iteration 94Q (32.661280 sec): 74 clusters Score: Raw -2076738.192891 + Penalty 53336.194781 = -2023401.998110 nChanged 6 Deleting Class 36 (13 points): Lose 68.436652 but Gain 1013.667946 Iteration 95Q (32.735882 sec): 73 clusters Score: Raw -2076706.652716 + Penalty 52330.486902 = -2024376.165814 nChanged 13 Deleting Class 94 (8 points): Lose 68.273594 but Gain 1009.551063 Iteration 96Q (32.810283 sec): 72 clusters Score: Raw -2076654.867878 + Penalty 51419.127443 = -2025235.740435 nChanged 13 Deleting Class 98 (5 points): Lose 413.383754 but Gain 1344.063020 Iteration 97Q (32.886669 sec): 71 clusters Score: Raw -2076266.372493 + Penalty 50241.067723 = -2026025.304770 nChanged 10 Deleting Class 37 (17 points): Lose 86.481590 but Gain 1013.053713 Iteration 98Q (32.960853 sec): 70 clusters Score: Raw -2076190.830732 + Penalty 49245.481835 = -2026945.348897 nChanged 18 Deleting Class 66 (57 points): Lose 276.219314 but Gain 1191.365271 Iteration 99Q (33.041924 sec): 69 clusters Score: Raw -2075940.242508 + Penalty 48280.087586 = -2027660.154921 nChanged 63 Deleting Class 62 (7 points): Lose 72.908568 but Gain 986.568236 Iteration 100F (33.723031 sec): 68 clusters Score: Raw -2076031.081860 + Penalty 47382.846639 = -2028648.235221 nChanged 34 Deleting Class 21 (35 points): Lose 190.247821 but Gain 1093.695863 Iteration 101Q (33.798198 sec): 67 clusters Score: Raw -2075893.371697 + Penalty 46494.537076 = -2029398.834621 nChanged 50 Deleting Class 77 (11 points): Lose 70.384168 but Gain 970.873652 Iteration 102Q (33.874426 sec): 66 clusters Score: Raw -2075916.527648 + Penalty 45546.543158 = -2030369.984490 nChanged 25 Deleting Class 6 (14 points): Lose 67.322681 but Gain 967.442763 Iteration 103Q (33.948828 sec): 65 clusters Score: Raw -2075897.883095 + Penalty 44630.851980 = -2031267.031115 nChanged 25 Deleting Class 33 (19 points): Lose 76.868090 but Gain 970.510632 Iteration 104Q (34.023262 sec): 64 clusters Score: Raw -2075847.151517 + Penalty 43693.585101 = -2032153.566416 nChanged 23 Deleting Class 176 (2 points): Lose 7.089263 but Gain 890.380510 Iteration 105Q (34.097366 sec): 63 clusters Score: Raw -2075876.572695 + Penalty 42811.945958 = -2033064.626737 nChanged 4 Deleting Class 55 (4 points): Lose 31.540533 but Gain 908.060855 Iteration 106Q (34.172844 sec): 62 clusters Score: Raw -2075852.436382 + Penalty 41924.802004 = -2033927.634378 nChanged 5 Deleting Class 67 (2 points): Lose 0.918889 but Gain 870.999136 Iteration 107Q (34.245328 sec): 61 clusters Score: Raw -2075860.801841 + Penalty 41071.907985 = -2034788.893856 nChanged 7 Deleting Class 136 (3 points): Lose 67.411465 but Gain 933.203145 Iteration 108Q (34.319597 sec): 60 clusters Score: Raw -2075802.119550 + Penalty 40102.167744 = -2035699.951806 nChanged 7 Deleting Class 27 (8 points): Lose 62.595604 but Gain 924.450133 Iteration 109Q (34.392545 sec): 59 clusters Score: Raw -2075783.987466 + Penalty 39101.932118 = -2036682.055348 nChanged 11 Deleting Class 70 (20 points): Lose 231.887643 but Gain 1115.764305 Iteration 110F (34.979705 sec): 58 clusters Score: Raw -2075576.967674 + Penalty 38092.552634 = -2037484.415040 nChanged 31 Deleting Class 178 (7 points): Lose 62.381106 but Gain 942.784067 Iteration 111Q (35.052583 sec): 57 clusters Score: Raw -2075621.656932 + Penalty 37212.509035 = -2038409.147897 nChanged 22 Deleting Class 68 (14 points): Lose 76.390060 but Gain 920.007182 Iteration 112Q (35.124856 sec): 56 clusters Score: Raw -2075607.911332 + Penalty 36403.729787 = -2039204.181546 nChanged 23 Deleting Class 12 (15 points): Lose 92.928554 but Gain 926.095126 Iteration 113Q (35.197146 sec): 55 clusters Score: Raw -2075578.576484 + Penalty 35503.020050 = -2040075.556434 nChanged 23 Deleting Class 102 (7 points): Lose 164.327514 but Gain 968.999487 Iteration 114Q (35.267809 sec): 54 clusters Score: Raw -2075445.400917 + Penalty 34625.456009 = -2040819.944908 nChanged 14 Deleting Class 93 (8 points): Lose 37.238385 but Gain 843.580222 Iteration 115Q (35.338248 sec): 53 clusters Score: Raw -2075443.725210 + Penalty 33810.810601 = -2041632.914610 nChanged 14 Deleting Class 26 (68 points): Lose 638.787684 but Gain 1442.625333 Iteration 116Q (35.407730 sec): 52 clusters Score: Raw -2074818.624916 + Penalty 32571.205437 = -2042247.419480 nChanged 73 Deleting Class 24 (44 points): Lose 235.549823 but Gain 1017.721492 Iteration 117Q (35.478833 sec): 51 clusters Score: Raw -2074956.177667 + Penalty 31642.352714 = -2043313.824953 nChanged 65 Deleting Class 69 (6 points): Lose 16.104066 but Gain 790.426623 Iteration 118Q (35.549205 sec): 50 clusters Score: Raw -2075071.249630 + Penalty 30855.513329 = -2044215.736301 nChanged 33 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 -2075071.249630 + Penalty 30855.513329 = -2044215.736301Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.592775 sec): 2 clusters Score: Raw -19371.109393 + Penalty 352.294649 = -19018.814744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.593383 sec): 3 clusters Score: Raw -19316.456434 + Penalty 709.196326 = -18607.260107 nChanged 57 SP:Iteration 1F (35.593981 sec): 3 clusters Score: Raw -19374.217305 + Penalty 714.299704 = -18659.917601 nChanged 14 SP:Iteration 2F (35.594575 sec): 3 clusters Score: Raw -19390.381356 + Penalty 719.629139 = -18670.752217 nChanged 9 SP:Iteration 3Q (35.595165 sec): 3 clusters Score: Raw -19404.155239 + Penalty 726.820872 = -18677.334367 nChanged 6 SP:Iteration 4Q (35.595748 sec): 3 clusters Score: Raw -19411.150520 + Penalty 733.055177 = -18678.095342 nChanged 4 SP:Iteration 5Q (35.596336 sec): 3 clusters Score: Raw -19413.595536 + Penalty 735.712569 = -18677.882967 nChanged 2 SP:Iteration 6F (35.596936 sec): 3 clusters Score: Raw -19414.734880 + Penalty 735.083569 = -18679.651311 nChanged 1 SP:Iteration 7Q (35.597513 sec): 3 clusters Score: Raw -19414.888382 + Penalty 736.172415 = -18678.715967 nChanged 1 SP:Iteration 8F (35.598092 sec): 3 clusters Score: Raw -19415.451686 + Penalty 737.069261 = -18678.382425 nChanged 1 SP:Iteration 9F (35.598703 sec): 3 clusters Score: Raw -19415.773039 + Penalty 737.069261 = -18678.703778 nChanged 0 Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 2 (5519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.625926 sec): 2 clusters Score: Raw -540272.830187 + Penalty 385.043294 = -539887.786893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.637091 sec): 3 clusters Score: Raw -536656.216232 + Penalty 794.020325 = -535862.195907 nChanged 2573 SP:Iteration 1F (35.647617 sec): 3 clusters Score: Raw -538429.460587 + Penalty 839.273448 = -537590.187139 nChanged 904 SP:Iteration 2F (35.657788 sec): 3 clusters Score: Raw -539226.084888 + Penalty 862.596531 = -538363.488357 nChanged 417 SP:Iteration 3F (35.667983 sec): 3 clusters Score: Raw -539615.586721 + Penalty 887.925900 = -538727.660821 nChanged 278 SP:Iteration 4F (35.678430 sec): 3 clusters Score: Raw -539863.200585 + Penalty 921.479019 = -538941.721567 nChanged 212 SP:Iteration 5Q (35.687374 sec): 3 clusters Score: Raw -540058.326450 + Penalty 949.756175 = -539108.570275 nChanged 139 SP:Iteration 6Q (35.696091 sec): 3 clusters Score: Raw -540193.469657 + Penalty 974.581630 = -539218.888027 nChanged 77 SP:Iteration 7Q (35.704468 sec): 3 clusters Score: Raw -540263.673252 + Penalty 981.991105 = -539281.682147 nChanged 37 SP:Iteration 8Q (35.712544 sec): 3 clusters Score: Raw -540294.215796 + Penalty 993.967764 = -539300.248032 nChanged 16 SP:Iteration 9Q (35.720475 sec): 3 clusters Score: Raw -540305.332730 + Penalty 1011.705159 = -539293.627570 nChanged 8 SP:Iteration 10F (35.730445 sec): 3 clusters Score: Raw -540312.038622 + Penalty 1020.605678 = -539291.432944 nChanged 6 SP:Iteration 11F (35.740304 sec): 3 clusters Score: Raw -540316.715498 + Penalty 1032.149434 = -539284.566064 nChanged 6 SP:Iteration 12F (35.750184 sec): 3 clusters Score: Raw -540321.497454 + Penalty 1045.572772 = -539275.924682 nChanged 3 SP:Iteration 13F (35.760036 sec): 3 clusters Score: Raw -540325.908459 + Penalty 1048.478248 = -539277.430211 nChanged 1 SP:Iteration 14Q (35.767931 sec): 3 clusters Score: Raw -540325.952298 + Penalty 1048.478248 = -539277.474050 nChanged 0 SP:Iteration 15F (35.777809 sec): 3 clusters Score: Raw -540325.952298 + Penalty 1048.478248 = -539277.474050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.781576 sec): 2 clusters Score: Raw -16871.808091 + Penalty 153.152827 = -16718.655265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.782129 sec): 3 clusters Score: Raw -16800.816780 + Penalty 323.047078 = -16477.769702 nChanged 48 SP:Iteration 1F (35.782647 sec): 3 clusters Score: Raw -16847.379469 + Penalty 330.452876 = -16516.926593 nChanged 14 SP:Iteration 2F (35.783196 sec): 3 clusters Score: Raw -16864.166587 + Penalty 328.623118 = -16535.543469 nChanged 8 SP:Iteration 3Q (35.783715 sec): 3 clusters Score: Raw -16879.511213 + Penalty 351.487436 = -16528.023777 nChanged 6 SP:Iteration 4F (35.784237 sec): 3 clusters Score: Raw -16894.244038 + Penalty 354.322447 = -16539.921591 nChanged 2 SP:Iteration 5Q (35.784727 sec): 3 clusters Score: Raw -16897.377312 + Penalty 354.322447 = -16543.054865 nChanged 0 SP:Iteration 6F (35.785250 sec): 3 clusters Score: Raw -16897.377312 + Penalty 354.322447 = -16543.054865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.785714 sec): 2 clusters Score: Raw -198.773114 + Penalty 49.917623 = -148.855491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.785909 sec): 2 clusters Score: Raw -198.773114 + Penalty 49.917623 = -148.855491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.788520 sec): 2 clusters Score: Raw -44132.424194 + Penalty 89.875888 = -44042.548307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.789651 sec): 3 clusters Score: Raw -43852.968564 + Penalty 172.097143 = -43680.871421 nChanged 201 SP:Iteration 1F (35.790740 sec): 3 clusters Score: Raw -44060.871163 + Penalty 167.859300 = -43893.011863 nChanged 57 SP:Iteration 2F (35.791868 sec): 3 clusters Score: Raw -44101.645669 + Penalty 167.193588 = -43934.452081 nChanged 30 SP:Iteration 3F (35.792988 sec): 3 clusters Score: Raw -44118.542729 + Penalty 166.151181 = -43952.391548 nChanged 17 SP:Iteration 4Q (35.794076 sec): 3 clusters Score: Raw -44128.870357 + Penalty 163.515110 = -43965.355247 nChanged 16 SP:Iteration 5Q (35.795107 sec): 3 clusters Score: Raw -44140.490977 + Penalty 161.690239 = -43978.800738 nChanged 11 SP:Iteration 6Q (35.795995 sec): 3 clusters Score: Raw -44150.462832 + Penalty 162.476679 = -43987.986153 nChanged 7 SP:Iteration 7Q (35.796871 sec): 3 clusters Score: Raw -44153.602208 + Penalty 161.395445 = -43992.206762 nChanged 5 SP:Iteration 8Q (35.797779 sec): 3 clusters Score: Raw -44155.604086 + Penalty 160.077569 = -43995.526517 nChanged 3 SP:Iteration 9Q (35.798641 sec): 3 clusters Score: Raw -44156.320185 + Penalty 160.150883 = -43996.169301 nChanged 2 SP:Iteration 10F (35.799562 sec): 3 clusters Score: Raw -44156.527965 + Penalty 160.533409 = -43995.994555 nChanged 1 SP:Iteration 11F (35.800496 sec): 3 clusters Score: Raw -44157.153402 + Penalty 160.102378 = -43997.051024 nChanged 3 SP:Iteration 12Q (35.801353 sec): 3 clusters Score: Raw -44158.848486 + Penalty 160.102378 = -43998.746108 nChanged 0 SP:Iteration 13F (35.802270 sec): 3 clusters Score: Raw -44158.848486 + Penalty 160.102378 = -43998.746108 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 7 (6886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.834305 sec): 2 clusters Score: Raw -647778.398329 + Penalty 229.764397 = -647548.633932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.847886 sec): 3 clusters Score: Raw -643148.564002 + Penalty 478.702776 = -642669.861226 nChanged 3180 SP:Iteration 1F (35.861289 sec): 3 clusters Score: Raw -645137.385526 + Penalty 523.069567 = -644614.315959 nChanged 1165 SP:Iteration 2F (35.874154 sec): 3 clusters Score: Raw -646266.815783 + Penalty 558.422156 = -645708.393627 nChanged 597 SP:Iteration 3F (35.887002 sec): 3 clusters Score: Raw -646964.072628 + Penalty 575.952791 = -646388.119837 nChanged 357 SP:Iteration 4F (35.899740 sec): 3 clusters Score: Raw -647294.112319 + Penalty 592.700993 = -646701.411326 nChanged 223 SP:Iteration 5Q (35.910856 sec): 3 clusters Score: Raw -647474.317920 + Penalty 604.278481 = -646870.039439 nChanged 149 SP:Iteration 6Q (35.921562 sec): 3 clusters Score: Raw -647603.337864 + Penalty 612.183318 = -646991.154546 nChanged 104 SP:Iteration 7Q (35.932374 sec): 3 clusters Score: Raw -647684.984122 + Penalty 617.615882 = -647067.368240 nChanged 82 SP:Iteration 8Q (35.942766 sec): 3 clusters Score: Raw -647745.012174 + Penalty 623.768007 = -647121.244168 nChanged 52 SP:Iteration 9Q (35.953041 sec): 3 clusters Score: Raw -647781.503755 + Penalty 621.692635 = -647159.811120 nChanged 39 SP:Iteration 10F (35.965390 sec): 3 clusters Score: Raw -647807.528629 + Penalty 617.199634 = -647190.328996 nChanged 25 SP:Iteration 11Q (35.975551 sec): 3 clusters Score: Raw -647818.984911 + Penalty 618.880820 = -647200.104091 nChanged 12 SP:Iteration 12Q (35.985604 sec): 3 clusters Score: Raw -647824.712731 + Penalty 616.716461 = -647207.996270 nChanged 15 SP:Iteration 13Q (35.995724 sec): 3 clusters Score: Raw -647831.019078 + Penalty 620.140480 = -647210.878598 nChanged 9 SP:Iteration 14Q (36.005836 sec): 3 clusters Score: Raw -647833.999857 + Penalty 621.076890 = -647212.922968 nChanged 4 SP:Iteration 15Q (36.015767 sec): 3 clusters Score: Raw -647834.815929 + Penalty 620.894484 = -647213.921445 nChanged 2 SP:Iteration 16Q (36.025591 sec): 3 clusters Score: Raw -647835.188631 + Penalty 620.894484 = -647214.294147 nChanged 0 SP:Iteration 17F (36.038061 sec): 3 clusters Score: Raw -647835.188631 + Penalty 620.894484 = -647214.294147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.042394 sec): 2 clusters Score: Raw -493.399178 + Penalty 99.642458 = -393.756720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.042621 sec): 3 clusters Score: Raw -489.666975 + Penalty 214.249349 = -275.417627 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (2570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.054912 sec): 2 clusters Score: Raw -248744.461903 + Penalty 324.052322 = -248420.409581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.060122 sec): 3 clusters Score: Raw -247103.651026 + Penalty 599.595352 = -246504.055674 nChanged 1165 SP:Iteration 1F (36.064986 sec): 3 clusters Score: Raw -248145.275828 + Penalty 561.130660 = -247584.145168 nChanged 298 SP:Iteration 2F (36.069868 sec): 3 clusters Score: Raw -248492.088535 + Penalty 554.627262 = -247937.461273 nChanged 133 SP:Iteration 3F (36.074665 sec): 3 clusters Score: Raw -248580.403088 + Penalty 552.268973 = -248028.134115 nChanged 69 SP:Iteration 4Q (36.079041 sec): 3 clusters Score: Raw -248609.173299 + Penalty 550.473149 = -248058.700150 nChanged 36 SP:Iteration 5Q (36.083339 sec): 3 clusters Score: Raw -248621.257493 + Penalty 548.284932 = -248072.972561 nChanged 21 SP:Iteration 6Q (36.087594 sec): 3 clusters Score: Raw -248627.233401 + Penalty 546.073728 = -248081.159673 nChanged 18 SP:Iteration 7Q (36.091825 sec): 3 clusters Score: Raw -248632.406352 + Penalty 544.909667 = -248087.496685 nChanged 16 SP:Iteration 8Q (36.096133 sec): 3 clusters Score: Raw -248637.994632 + Penalty 542.001133 = -248095.993498 nChanged 16 SP:Iteration 9Q (36.100418 sec): 3 clusters Score: Raw -248642.670269 + Penalty 540.708056 = -248101.962213 nChanged 15 SP:Iteration 10F (36.105270 sec): 3 clusters Score: Raw -248646.682641 + Penalty 537.784586 = -248108.898055 nChanged 18 SP:Iteration 11Q (36.109509 sec): 3 clusters Score: Raw -248651.383899 + Penalty 534.483394 = -248116.900505 nChanged 14 SP:Iteration 12Q (36.113743 sec): 3 clusters Score: Raw -248656.289284 + Penalty 530.014278 = -248126.275006 nChanged 20 SP:Iteration 13Q (36.117915 sec): 3 clusters Score: Raw -248664.302256 + Penalty 526.335404 = -248137.966852 nChanged 13 SP:Iteration 14Q (36.122000 sec): 3 clusters Score: Raw -248670.407743 + Penalty 523.247001 = -248147.160742 nChanged 14 SP:Iteration 15Q (36.126125 sec): 3 clusters Score: Raw -248678.682178 + Penalty 521.768913 = -248156.913265 nChanged 14 SP:Iteration 16Q (36.130272 sec): 3 clusters Score: Raw -248685.817500 + Penalty 518.315720 = -248167.501780 nChanged 12 SP:Iteration 17Q (36.134375 sec): 3 clusters Score: Raw -248691.163654 + Penalty 519.416036 = -248171.747618 nChanged 9 SP:Iteration 18Q (36.138443 sec): 3 clusters Score: Raw -248693.814627 + Penalty 519.318741 = -248174.495886 nChanged 9 SP:Iteration 19Q (36.142461 sec): 3 clusters Score: Raw -248696.194853 + Penalty 518.382223 = -248177.812630 nChanged 8 SP:Iteration 20F (36.147350 sec): 3 clusters Score: Raw -248698.784699 + Penalty 518.143718 = -248180.640981 nChanged 7 SP:Iteration 21Q (36.151367 sec): 3 clusters Score: Raw -248700.781133 + Penalty 516.821690 = -248183.959443 nChanged 11 SP:Iteration 22Q (36.155400 sec): 3 clusters Score: Raw -248703.857252 + Penalty 513.468060 = -248190.389192 nChanged 8 SP:Iteration 23Q (36.159512 sec): 3 clusters Score: Raw -248705.115306 + Penalty 510.210196 = -248194.905110 nChanged 4 SP:Iteration 24Q (36.163681 sec): 3 clusters Score: Raw -248706.217781 + Penalty 510.459235 = -248195.758546 nChanged 3 SP:Iteration 25Q (36.167904 sec): 3 clusters Score: Raw -248706.832547 + Penalty 510.518570 = -248196.313977 nChanged 1 SP:Iteration 26Q (36.171896 sec): 3 clusters Score: Raw -248706.928808 + Penalty 510.518570 = -248196.410238 nChanged 0 SP:Iteration 27F (36.176749 sec): 3 clusters Score: Raw -248706.928808 + Penalty 510.518570 = -248196.410238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.181047 sec): 2 clusters Score: Raw -8987.555677 + Penalty 138.770472 = -8848.785204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.181474 sec): 3 clusters Score: Raw -8966.359460 + Penalty 312.346836 = -8654.012623 nChanged 29 SP:Iteration 1F (36.181869 sec): 3 clusters Score: Raw -9003.965952 + Penalty 348.806064 = -8655.159888 nChanged 7 SP:Iteration 2F (36.182249 sec): 3 clusters Score: Raw -9015.626068 + Penalty 385.537860 = -8630.088208 nChanged 5 SP:Iteration 3F (36.182626 sec): 3 clusters Score: Raw -9032.769954 + Penalty 419.879107 = -8612.890847 nChanged 3 SP:Iteration 4F (36.183002 sec): 3 clusters Score: Raw -9039.343241 + Penalty 419.879107 = -8619.464134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.183629 sec): 2 clusters Score: Raw -5045.258204 + Penalty 60.195804 = -4985.062400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.183951 sec): 3 clusters Score: Raw -5124.190687 + Penalty 136.222806 = -4987.967881 nChanged 19 SP:Iteration 1F (36.184270 sec): 3 clusters Score: Raw -5157.648271 + Penalty 165.537672 = -4992.110599 nChanged 8 SP:Iteration 2F (36.184585 sec): 3 clusters Score: Raw -5176.316983 + Penalty 203.418828 = -4972.898155 nChanged 3 SP:Iteration 3F (36.184900 sec): 3 clusters Score: Raw -5183.216127 + Penalty 224.344449 = -4958.871679 nChanged 1 SP:Iteration 4F (36.185214 sec): 3 clusters Score: Raw -5195.147490 + Penalty 224.344449 = -4970.803042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.186881 sec): 2 clusters Score: Raw -36287.318124 + Penalty 588.349829 = -35698.968295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.187824 sec): 3 clusters Score: Raw -36150.792212 + Penalty 1174.813090 = -34975.979122 nChanged 98 SP:Iteration 1F (36.188707 sec): 3 clusters Score: Raw -36245.807028 + Penalty 1176.454184 = -35069.352844 nChanged 32 SP:Iteration 2F (36.189588 sec): 3 clusters Score: Raw -36288.650090 + Penalty 1177.396995 = -35111.253096 nChanged 27 SP:Iteration 3F (36.190471 sec): 3 clusters Score: Raw -36317.847918 + Penalty 1175.442467 = -35142.405451 nChanged 16 SP:Iteration 4Q (36.191346 sec): 3 clusters Score: Raw -36330.915036 + Penalty 1174.063597 = -35156.851440 nChanged 6 SP:Iteration 5Q (36.192214 sec): 3 clusters Score: Raw -36337.356609 + Penalty 1175.510919 = -35161.845690 nChanged 3 SP:Iteration 6Q (36.193076 sec): 3 clusters Score: Raw -36340.925111 + Penalty 1176.491686 = -35164.433425 nChanged 4 SP:Iteration 7Q (36.193973 sec): 3 clusters Score: Raw -36344.267929 + Penalty 1176.392777 = -35167.875152 nChanged 1 SP:Iteration 8Q (36.194834 sec): 3 clusters Score: Raw -36344.564711 + Penalty 1176.812678 = -35167.752033 nChanged 2 SP:Iteration 9F (36.195745 sec): 3 clusters Score: Raw -36345.177754 + Penalty 1176.793773 = -35168.383981 nChanged 1 SP:Iteration 10F (36.196641 sec): 3 clusters Score: Raw -36345.332578 + Penalty 1176.921312 = -35168.411266 nChanged 1 SP:Iteration 11Q (36.197557 sec): 3 clusters Score: Raw -36345.489565 + Penalty 1176.921312 = -35168.568253 nChanged 0 SP:Iteration 12F (36.198480 sec): 3 clusters Score: Raw -36345.489565 + Penalty 1176.921312 = -35168.568253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.199133 sec): 2 clusters Score: Raw -6380.071494 + Penalty 328.057065 = -6052.014429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.199453 sec): 3 clusters Score: Raw -6362.645231 + Penalty 649.286022 = -5713.359209 nChanged 8 SP:Iteration 1F (36.199767 sec): 3 clusters Score: Raw -6375.288654 + Penalty 650.229043 = -5725.059610 nChanged 1 SP:Iteration 2Q (36.200080 sec): 3 clusters Score: Raw -6377.933136 + Penalty 650.506242 = -5727.426894 nChanged 1 SP:Iteration 3Q (36.200394 sec): 3 clusters Score: Raw -6380.212907 + Penalty 650.506242 = -5729.706665 nChanged 0 SP:Iteration 4F (36.200708 sec): 3 clusters Score: Raw -6380.212907 + Penalty 650.506242 = -5729.706665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 16 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.208013 sec): 2 clusters Score: Raw -197437.020112 + Penalty 191.335546 = -197245.684566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.212180 sec): 3 clusters Score: Raw -196133.629342 + Penalty 385.289917 = -195748.339426 nChanged 943 SP:Iteration 1F (36.216329 sec): 3 clusters Score: Raw -196678.429861 + Penalty 387.922647 = -196290.507214 nChanged 248 SP:Iteration 2F (36.220481 sec): 3 clusters Score: Raw -196804.129762 + Penalty 393.867930 = -196410.261831 nChanged 180 SP:Iteration 3F (36.224601 sec): 3 clusters Score: Raw -196945.046653 + Penalty 404.503883 = -196540.542770 nChanged 180 SP:Iteration 4F (36.228759 sec): 3 clusters Score: Raw -197125.269717 + Penalty 423.102422 = -196702.167295 nChanged 166 SP:Iteration 5F (36.232945 sec): 3 clusters Score: Raw -197312.526713 + Penalty 464.463707 = -196848.063006 nChanged 78 SP:Iteration 6Q (36.236630 sec): 3 clusters Score: Raw -197402.969645 + Penalty 496.126391 = -196906.843254 nChanged 25 SP:Iteration 7Q (36.240130 sec): 3 clusters Score: Raw -197437.275240 + Penalty 510.511049 = -196926.764191 nChanged 3 SP:Iteration 8Q (36.243728 sec): 3 clusters Score: Raw -197444.122420 + Penalty 510.511049 = -196933.611372 nChanged 0 SP:Iteration 9F (36.247961 sec): 3 clusters Score: Raw -197444.122420 + Penalty 510.511049 = -196933.611372 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 17 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.253778 sec): 2 clusters Score: Raw -87779.112507 + Penalty 515.344428 = -87263.768079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.255581 sec): 3 clusters Score: Raw -87318.428349 + Penalty 1030.853240 = -86287.575109 nChanged 309 SP:Iteration 1F (36.257375 sec): 3 clusters Score: Raw -87462.682093 + Penalty 1032.838201 = -86429.843892 nChanged 93 SP:Iteration 2F (36.259148 sec): 3 clusters Score: Raw -87528.997321 + Penalty 1036.565240 = -86492.432081 nChanged 70 SP:Iteration 3F (36.260907 sec): 3 clusters Score: Raw -87577.589232 + Penalty 1043.533958 = -86534.055273 nChanged 55 SP:Iteration 4F (36.262680 sec): 3 clusters Score: Raw -87624.001436 + Penalty 1049.577459 = -86574.423978 nChanged 48 SP:Iteration 5F (36.264431 sec): 3 clusters Score: Raw -87659.816115 + Penalty 1056.873811 = -86602.942304 nChanged 43 SP:Iteration 6F (36.266162 sec): 3 clusters Score: Raw -87689.057844 + Penalty 1062.394493 = -86626.663351 nChanged 30 SP:Iteration 7Q (36.267863 sec): 3 clusters Score: Raw -87707.597849 + Penalty 1072.167970 = -86635.429879 nChanged 28 SP:Iteration 8Q (36.269593 sec): 3 clusters Score: Raw -87725.573880 + Penalty 1077.816025 = -86647.757855 nChanged 23 SP:Iteration 9Q (36.271304 sec): 3 clusters Score: Raw -87746.291400 + Penalty 1082.706075 = -86663.585325 nChanged 28 SP:Iteration 10F (36.273032 sec): 3 clusters Score: Raw -87767.635274 + Penalty 1084.251525 = -86683.383749 nChanged 21 SP:Iteration 11Q (36.274708 sec): 3 clusters Score: Raw -87783.935455 + Penalty 1083.446756 = -86700.488699 nChanged 13 SP:Iteration 12Q (36.276353 sec): 3 clusters Score: Raw -87793.577173 + Penalty 1084.750307 = -86708.826866 nChanged 7 SP:Iteration 13Q (36.278018 sec): 3 clusters Score: Raw -87799.936603 + Penalty 1085.656264 = -86714.280339 nChanged 11 SP:Iteration 14Q (36.279627 sec): 3 clusters Score: Raw -87809.267995 + Penalty 1087.244000 = -86722.023995 nChanged 5 SP:Iteration 15Q (36.281182 sec): 3 clusters Score: Raw -87813.953319 + Penalty 1092.989598 = -86720.963721 nChanged 9 SP:Iteration 16F (36.282890 sec): 3 clusters Score: Raw -87826.994352 + Penalty 1094.502389 = -86732.491963 nChanged 6 SP:Iteration 17Q (36.284426 sec): 3 clusters Score: Raw -87832.114477 + Penalty 1094.077526 = -86738.036950 nChanged 2 SP:Iteration 18Q (36.285951 sec): 3 clusters Score: Raw -87833.610268 + Penalty 1095.047358 = -86738.562910 nChanged 1 SP:Iteration 19Q (36.287487 sec): 3 clusters Score: Raw -87834.308173 + Penalty 1096.508332 = -86737.799841 nChanged 1 SP:Iteration 20F (36.289166 sec): 3 clusters Score: Raw -87834.665838 + Penalty 1095.781101 = -86738.884737 nChanged 1 SP:Iteration 21Q (36.290655 sec): 3 clusters Score: Raw -87835.868636 + Penalty 1096.335532 = -86739.533104 nChanged 3 SP:Iteration 22Q (36.292196 sec): 3 clusters Score: Raw -87838.865452 + Penalty 1096.559035 = -86742.306417 nChanged 1 SP:Iteration 23Q (36.293721 sec): 3 clusters Score: Raw -87839.179965 + Penalty 1096.559035 = -86742.620929 nChanged 0 SP:Iteration 24F (36.295422 sec): 3 clusters Score: Raw -87839.179965 + Penalty 1096.559035 = -86742.620929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.299247 sec): 2 clusters Score: Raw -1089.079341 + Penalty 41.776513 = -1047.302828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.299495 sec): 3 clusters Score: Raw -1123.263155 + Penalty 79.312546 = -1043.950608 nChanged 2 SP:Iteration 1F (36.299728 sec): 3 clusters Score: Raw -1135.452981 + Penalty 79.312546 = -1056.140435 nChanged 0 Score: Raw -2089079.563888 + Penalty 31001.889065 = -2058077.674823 Splitting cluster 18 changes total score from -2044215.736301 to -2058077.674823 So it's getting split into cluster 6. Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 19 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.793715 sec): 2 clusters Score: Raw -72565.239620 + Penalty 169.498391 = -72395.741228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.795243 sec): 3 clusters Score: Raw -72111.026039 + Penalty 337.806865 = -71773.219175 nChanged 316 SP:Iteration 1F (36.796765 sec): 3 clusters Score: Raw -72281.729724 + Penalty 341.082057 = -71940.647667 nChanged 91 SP:Iteration 2F (36.798283 sec): 3 clusters Score: Raw -72362.971157 + Penalty 345.620343 = -72017.350814 nChanged 65 SP:Iteration 3F (36.799766 sec): 3 clusters Score: Raw -72421.495820 + Penalty 350.207874 = -72071.287946 nChanged 39 SP:Iteration 4F (36.801231 sec): 3 clusters Score: Raw -72453.200985 + Penalty 354.836198 = -72098.364787 nChanged 30 SP:Iteration 5Q (36.802712 sec): 3 clusters Score: Raw -72481.018551 + Penalty 360.617175 = -72120.401376 nChanged 24 SP:Iteration 6Q (36.804180 sec): 3 clusters Score: Raw -72500.533040 + Penalty 372.166501 = -72128.366538 nChanged 27 SP:Iteration 7Q (36.805620 sec): 3 clusters Score: Raw -72523.939373 + Penalty 379.452552 = -72144.486821 nChanged 15 SP:Iteration 8Q (36.807046 sec): 3 clusters Score: Raw -72535.758247 + Penalty 387.624014 = -72148.134233 nChanged 14 SP:Iteration 9Q (36.808434 sec): 3 clusters Score: Raw -72548.062645 + Penalty 397.122145 = -72150.940500 nChanged 16 SP:Iteration 10F (36.810005 sec): 3 clusters Score: Raw -72557.731474 + Penalty 408.920215 = -72148.811258 nChanged 14 SP:Iteration 11F (36.811519 sec): 3 clusters Score: Raw -72571.124396 + Penalty 418.474318 = -72152.650078 nChanged 13 SP:Iteration 12Q (36.812910 sec): 3 clusters Score: Raw -72585.307954 + Penalty 432.031240 = -72153.276714 nChanged 14 SP:Iteration 13Q (36.814287 sec): 3 clusters Score: Raw -72595.716470 + Penalty 436.921352 = -72158.795118 nChanged 9 SP:Iteration 14Q (36.815635 sec): 3 clusters Score: Raw -72600.946701 + Penalty 439.529116 = -72161.417585 nChanged 7 SP:Iteration 15Q (36.816966 sec): 3 clusters Score: Raw -72605.311404 + Penalty 440.560137 = -72164.751267 nChanged 8 SP:Iteration 16Q (36.818289 sec): 3 clusters Score: Raw -72609.791136 + Penalty 440.755377 = -72169.035759 nChanged 4 SP:Iteration 17Q (36.819597 sec): 3 clusters Score: Raw -72611.462215 + Penalty 440.906536 = -72170.555679 nChanged 1 SP:Iteration 18Q (36.820951 sec): 3 clusters Score: Raw -72611.768543 + Penalty 440.906536 = -72170.862007 nChanged 0 SP:Iteration 19F (36.822459 sec): 3 clusters Score: Raw -72611.768543 + Penalty 440.906536 = -72170.862007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.823708 sec): 2 clusters Score: Raw -22519.431357 + Penalty 821.279061 = -21698.152296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.824319 sec): 3 clusters Score: Raw -22571.363636 + Penalty 1642.786457 = -20928.577179 nChanged 34 SP:Iteration 1F (36.824920 sec): 3 clusters Score: Raw -22672.567353 + Penalty 1644.089565 = -21028.477788 nChanged 16 SP:Iteration 2F (36.825520 sec): 3 clusters Score: Raw -22741.661244 + Penalty 1642.264076 = -21099.397168 nChanged 12 SP:Iteration 3F (36.826123 sec): 3 clusters Score: Raw -22771.061664 + Penalty 1643.385239 = -21127.676425 nChanged 5 SP:Iteration 4Q (36.826681 sec): 3 clusters Score: Raw -22779.440092 + Penalty 1645.287822 = -21134.152271 nChanged 3 SP:Iteration 5Q (36.827233 sec): 3 clusters Score: Raw -22784.242001 + Penalty 1645.356808 = -21138.885193 nChanged 1 SP:Iteration 6Q (36.827783 sec): 3 clusters Score: Raw -22786.709305 + Penalty 1644.872104 = -21141.837201 nChanged 2 SP:Iteration 7Q (36.828342 sec): 3 clusters Score: Raw -22795.200882 + Penalty 1644.592458 = -21150.608425 nChanged 2 SP:Iteration 8Q (36.828892 sec): 3 clusters Score: Raw -22806.341135 + Penalty 1644.808881 = -21161.532254 nChanged 2 SP:Iteration 9Q (36.829438 sec): 3 clusters Score: Raw -22810.786069 + Penalty 1644.808881 = -21165.977188 nChanged 0 SP:Iteration 10F (36.830038 sec): 3 clusters Score: Raw -22810.786069 + Penalty 1644.808881 = -21165.977188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.831634 sec): 2 clusters Score: Raw -42129.450087 + Penalty 688.946222 = -41440.503866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.832554 sec): 3 clusters Score: Raw -42008.964458 + Penalty 1381.448708 = -40627.515751 nChanged 105 SP:Iteration 1F (36.833463 sec): 3 clusters Score: Raw -42116.774904 + Penalty 1381.494839 = -40735.280065 nChanged 30 SP:Iteration 2F (36.834367 sec): 3 clusters Score: Raw -42156.113684 + Penalty 1382.040980 = -40774.072704 nChanged 22 SP:Iteration 3F (36.835296 sec): 3 clusters Score: Raw -42188.679677 + Penalty 1382.619881 = -40806.059795 nChanged 18 SP:Iteration 4Q (36.836188 sec): 3 clusters Score: Raw -42214.219327 + Penalty 1381.006496 = -40833.212831 nChanged 7 SP:Iteration 5Q (36.837074 sec): 3 clusters Score: Raw -42222.011328 + Penalty 1382.043888 = -40839.967440 nChanged 5 SP:Iteration 6Q (36.837956 sec): 3 clusters Score: Raw -42224.822365 + Penalty 1383.911401 = -40840.910964 nChanged 3 SP:Iteration 7Q (36.838839 sec): 3 clusters Score: Raw -42225.920032 + Penalty 1385.844294 = -40840.075738 nChanged 4 SP:Iteration 8F (36.839741 sec): 3 clusters Score: Raw -42230.098646 + Penalty 1386.302555 = -40843.796091 nChanged 2 SP:Iteration 9Q (36.840669 sec): 3 clusters Score: Raw -42231.332464 + Penalty 1386.302555 = -40845.029910 nChanged 0 SP:Iteration 10F (36.841576 sec): 3 clusters Score: Raw -42231.332464 + Penalty 1386.302555 = -40845.029910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.842569 sec): 2 clusters Score: Raw -21052.756515 + Penalty 717.715307 = -20335.041208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.843130 sec): 3 clusters Score: Raw -21074.591026 + Penalty 1434.556715 = -19640.034311 nChanged 31 SP:Iteration 1F (36.843682 sec): 3 clusters Score: Raw -21135.203029 + Penalty 1434.435600 = -19700.767429 nChanged 9 SP:Iteration 2Q (36.844214 sec): 3 clusters Score: Raw -21150.928993 + Penalty 1434.349474 = -19716.579518 nChanged 1 SP:Iteration 3Q (36.844784 sec): 3 clusters Score: Raw -21151.982173 + Penalty 1434.593934 = -19717.388238 nChanged 1 SP:Iteration 4Q (36.845330 sec): 3 clusters Score: Raw -21153.457159 + Penalty 1434.708265 = -19718.748894 nChanged 1 SP:Iteration 5Q (36.845873 sec): 3 clusters Score: Raw -21154.176318 + Penalty 1434.817301 = -19719.359017 nChanged 1 SP:Iteration 6Q (36.846420 sec): 3 clusters Score: Raw -21154.827656 + Penalty 1434.817301 = -19720.010355 nChanged 0 SP:Iteration 7F (36.846985 sec): 3 clusters Score: Raw -21154.827656 + Penalty 1434.817301 = -19720.010355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.847741 sec): 2 clusters Score: Raw -11044.823175 + Penalty 329.925919 = -10714.897257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.848141 sec): 3 clusters Score: Raw -10993.088169 + Penalty 660.304571 = -10332.783598 nChanged 15 SP:Iteration 1F (36.848529 sec): 3 clusters Score: Raw -11010.831406 + Penalty 659.786541 = -10351.044865 nChanged 6 SP:Iteration 2F (36.848933 sec): 3 clusters Score: Raw -11019.646899 + Penalty 659.964801 = -10359.682098 nChanged 3 SP:Iteration 3Q (36.849326 sec): 3 clusters Score: Raw -11023.615696 + Penalty 660.178930 = -10363.436766 nChanged 1 SP:Iteration 4Q (36.849718 sec): 3 clusters Score: Raw -11023.554874 + Penalty 660.178930 = -10363.375944 nChanged 0 SP:Iteration 5F (36.850113 sec): 3 clusters Score: Raw -11023.554874 + Penalty 660.178930 = -10363.375944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.851011 sec): 2 clusters Score: Raw -17322.723103 + Penalty 481.943238 = -16840.779865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.851533 sec): 3 clusters Score: Raw -17265.265025 + Penalty 973.926206 = -16291.338819 nChanged 35 SP:Iteration 1F (36.852042 sec): 3 clusters Score: Raw -17297.687919 + Penalty 988.272543 = -16309.415376 nChanged 14 SP:Iteration 2F (36.852550 sec): 3 clusters Score: Raw -17321.611257 + Penalty 1019.401517 = -16302.209740 nChanged 11 SP:Iteration 3F (36.853061 sec): 3 clusters Score: Raw -17344.176441 + Penalty 1034.591674 = -16309.584768 nChanged 5 SP:Iteration 4Q (36.853558 sec): 3 clusters Score: Raw -17353.210600 + Penalty 1047.270772 = -16305.939827 nChanged 3 SP:Iteration 5F (36.854065 sec): 3 clusters Score: Raw -17356.078273 + Penalty 1049.653182 = -16306.425092 nChanged 1 SP:Iteration 6Q (36.854548 sec): 3 clusters Score: Raw -17356.418567 + Penalty 1049.653182 = -16306.765386 nChanged 0 SP:Iteration 7F (36.855067 sec): 3 clusters Score: Raw -17356.418567 + Penalty 1049.653182 = -16306.765386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.855578 sec): 2 clusters Score: Raw -1005.341008 + Penalty 450.545667 = -554.795341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.855818 sec): 3 clusters Score: Raw -1439.798227 + Penalty 901.091335 = -538.706893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.856299 sec): 2 clusters Score: Raw -189.094533 + Penalty 20.971785 = -168.122749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.856496 sec): 3 clusters Score: Raw -187.115477 + Penalty 41.943569 = -145.171908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.856962 sec): 2 clusters Score: Raw -580.576795 + Penalty 43.471484 = -537.105311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.857170 sec): 3 clusters Score: Raw -610.333689 + Penalty 84.887560 = -525.446129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.857735 sec): 2 clusters Score: Raw -3829.382458 + Penalty 391.012280 = -3438.370178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.858025 sec): 3 clusters Score: Raw -3906.387913 + Penalty 784.807297 = -3121.580616 nChanged 2 SP:Iteration 1Q (36.858299 sec): 3 clusters Score: Raw -3920.101951 + Penalty 784.807297 = -3135.294654 nChanged 0 SP:Iteration 2F (36.858585 sec): 3 clusters Score: Raw -3920.101951 + Penalty 784.807297 = -3135.294654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.859033 sec): 2 clusters Score: Raw -97.295918 + Penalty 0.000000 = -97.295918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.859223 sec): 2 clusters Score: Raw -97.295918 + Penalty 0.000000 = -97.295918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.859694 sec): 2 clusters Score: Raw -707.248350 + Penalty 119.701566 = -587.546784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.859914 sec): 3 clusters Score: Raw -702.284254 + Penalty 221.472581 = -480.811672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.860388 sec): 2 clusters Score: Raw -712.440635 + Penalty 146.809802 = -565.630833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.860610 sec): 3 clusters Score: Raw -782.504143 + Penalty 288.890963 = -493.613180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.861144 sec): 2 clusters Score: Raw -2921.375994 + Penalty 272.144486 = -2649.231508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.861415 sec): 3 clusters Score: Raw -2909.019001 + Penalty 547.969105 = -2361.049896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.862414 sec): 2 clusters Score: Raw -20291.183618 + Penalty 319.361685 = -19971.821933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.863008 sec): 3 clusters Score: Raw -20191.593300 + Penalty 637.624991 = -19553.968309 nChanged 52 SP:Iteration 1F (36.863571 sec): 3 clusters Score: Raw -20234.576899 + Penalty 638.750505 = -19595.826394 nChanged 27 SP:Iteration 2F (36.864134 sec): 3 clusters Score: Raw -20260.005668 + Penalty 637.765931 = -19622.239737 nChanged 17 SP:Iteration 3F (36.864739 sec): 3 clusters Score: Raw -20276.515121 + Penalty 636.906418 = -19639.608703 nChanged 10 SP:Iteration 4Q (36.865312 sec): 3 clusters Score: Raw -20285.650270 + Penalty 637.472560 = -19648.177710 nChanged 9 SP:Iteration 5Q (36.865867 sec): 3 clusters Score: Raw -20299.079415 + Penalty 639.712311 = -19659.367103 nChanged 10 SP:Iteration 6Q (36.866418 sec): 3 clusters Score: Raw -20308.780150 + Penalty 641.191023 = -19667.589127 nChanged 4 SP:Iteration 7Q (36.866989 sec): 3 clusters Score: Raw -20313.570617 + Penalty 642.726311 = -19670.844306 nChanged 2 SP:Iteration 8Q (36.867534 sec): 3 clusters Score: Raw -20314.189561 + Penalty 642.726311 = -19671.463250 nChanged 0 SP:Iteration 9F (36.868093 sec): 3 clusters Score: Raw -20314.189561 + Penalty 642.726311 = -19671.463250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.868595 sec): 2 clusters Score: Raw -775.863195 + Penalty 64.800033 = -711.063163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.868821 sec): 3 clusters Score: Raw -838.887413 + Penalty 158.604462 = -680.282951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.869278 sec): 2 clusters Score: Raw -596.412422 + Penalty 14.364055 = -582.048367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.869474 sec): 3 clusters Score: Raw -603.691216 + Penalty 26.388095 = -577.303120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.870943 sec): 2 clusters Score: Raw -37508.675216 + Penalty 712.803724 = -36795.871493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.871831 sec): 3 clusters Score: Raw -37376.926264 + Penalty 1424.778458 = -35952.147805 nChanged 84 SP:Iteration 1F (36.872672 sec): 3 clusters Score: Raw -37450.510848 + Penalty 1422.035517 = -36028.475332 nChanged 23 SP:Iteration 2F (36.873512 sec): 3 clusters Score: Raw -37476.944238 + Penalty 1420.200871 = -36056.743367 nChanged 15 SP:Iteration 3Q (36.874361 sec): 3 clusters Score: Raw -37497.601163 + Penalty 1417.797367 = -36079.803796 nChanged 16 SP:Iteration 4Q (36.875187 sec): 3 clusters Score: Raw -37522.638103 + Penalty 1414.750763 = -36107.887340 nChanged 14 SP:Iteration 5Q (36.876003 sec): 3 clusters Score: Raw -37543.872537 + Penalty 1414.650940 = -36129.221597 nChanged 10 SP:Iteration 6Q (36.876816 sec): 3 clusters Score: Raw -37560.245300 + Penalty 1415.541156 = -36144.704144 nChanged 10 SP:Iteration 7Q (36.877625 sec): 3 clusters Score: Raw -37565.908276 + Penalty 1416.204327 = -36149.703948 nChanged 2 SP:Iteration 8Q (36.878467 sec): 3 clusters Score: Raw -37567.726900 + Penalty 1416.851013 = -36150.875888 nChanged 2 SP:Iteration 9Q (36.879286 sec): 3 clusters Score: Raw -37571.389004 + Penalty 1417.443500 = -36153.945504 nChanged 4 SP:Iteration 10F (36.880131 sec): 3 clusters Score: Raw -37577.026462 + Penalty 1418.975742 = -36158.050721 nChanged 5 SP:Iteration 11Q (36.880939 sec): 3 clusters Score: Raw -37581.986947 + Penalty 1420.982661 = -36161.004285 nChanged 4 SP:Iteration 12Q (36.881745 sec): 3 clusters Score: Raw -37586.157904 + Penalty 1425.334133 = -36160.823771 nChanged 8 SP:Iteration 13F (36.882577 sec): 3 clusters Score: Raw -37598.790584 + Penalty 1428.079469 = -36170.711115 nChanged 5 SP:Iteration 14Q (36.883375 sec): 3 clusters Score: Raw -37604.176706 + Penalty 1428.644166 = -36175.532541 nChanged 1 SP:Iteration 15Q (36.884169 sec): 3 clusters Score: Raw -37605.256648 + Penalty 1428.644166 = -36176.612482 nChanged 0 SP:Iteration 16F (36.885023 sec): 3 clusters Score: Raw -37605.256648 + Penalty 1428.644166 = -36176.612482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.885510 sec): 2 clusters Score: Raw -377.160999 + Penalty 75.369906 = -301.791092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.885731 sec): 3 clusters Score: Raw -384.909044 + Penalty 165.216933 = -219.692112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.886253 sec): 2 clusters Score: Raw -1606.667044 + Penalty 229.773780 = -1376.893265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.886494 sec): 3 clusters Score: Raw -1622.351615 + Penalty 468.880385 = -1153.471230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.886947 sec): 2 clusters Score: Raw -202.540409 + Penalty 54.504588 = -148.035821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.887149 sec): 3 clusters Score: Raw -195.479456 + Penalty 109.009176 = -86.470280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.887693 sec): 2 clusters Score: Raw -3446.653697 + Penalty 287.725588 = -3158.928109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.887969 sec): 3 clusters Score: Raw -3460.417360 + Penalty 577.460313 = -2882.957047 nChanged 1 SP:Iteration 1Q (36.888233 sec): 3 clusters Score: Raw -3462.489967 + Penalty 578.798123 = -2883.691844 nChanged 1 SP:Iteration 2Q (36.888496 sec): 3 clusters Score: Raw -3465.201453 + Penalty 578.798123 = -2886.403330 nChanged 0 SP:Iteration 3F (36.888766 sec): 3 clusters Score: Raw -3465.201453 + Penalty 578.798123 = -2886.403330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.889231 sec): 2 clusters Score: Raw -384.476062 + Penalty 108.050200 = -276.425862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.889447 sec): 3 clusters Score: Raw -390.661454 + Penalty 220.819709 = -169.841745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.889913 sec): 2 clusters Score: Raw -509.903320 + Penalty 124.291668 = -385.611652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.890130 sec): 3 clusters Score: Raw -504.628506 + Penalty 257.872196 = -246.756310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.890692 sec): 2 clusters Score: Raw -4203.844797 + Penalty 438.583450 = -3765.261347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.890982 sec): 3 clusters Score: Raw -4280.912016 + Penalty 881.918393 = -3398.993623 nChanged 1 SP:Iteration 1Q (36.891255 sec): 3 clusters Score: Raw -4282.636428 + Penalty 886.539240 = -3396.097188 nChanged 1 SP:Iteration 2F (36.891545 sec): 3 clusters Score: Raw -4288.486986 + Penalty 886.539240 = -3401.947746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.892012 sec): 2 clusters Score: Raw -1201.146520 + Penalty 18.357870 = -1182.788650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.892215 sec): 3 clusters Score: Raw -1208.199681 + Penalty 36.952012 = -1171.247668 nChanged 1 SP:Iteration 1F (36.892415 sec): 3 clusters Score: Raw -1209.613713 + Penalty 36.952012 = -1172.661701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.892862 sec): 2 clusters Score: Raw -266.992850 + Penalty 15.380572 = -251.612278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.893046 sec): 2 clusters Score: Raw -266.992850 + Penalty 15.380572 = -251.612278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.893515 sec): 2 clusters Score: Raw -202.038729 + Penalty 62.517688 = -139.521042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.893716 sec): 3 clusters Score: Raw -197.693012 + Penalty 125.035376 = -72.657636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.894165 sec): 2 clusters Score: Raw -183.940772 + Penalty 9.488858 = -174.451914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.894352 sec): 2 clusters Score: Raw -183.940772 + Penalty 9.488858 = -174.451914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.894819 sec): 2 clusters Score: Raw -383.939802 + Penalty 51.250503 = -332.689299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.895026 sec): 3 clusters Score: Raw -380.517869 + Penalty 111.097802 = -269.420067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 160 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.895648 sec): 2 clusters Score: Raw -6278.104333 + Penalty 91.987834 = -6186.116499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.895981 sec): 3 clusters Score: Raw -6246.149637 + Penalty 184.354653 = -6061.794984 nChanged 22 SP:Iteration 1F (36.896314 sec): 3 clusters Score: Raw -6271.347662 + Penalty 187.494501 = -6083.853161 nChanged 9 SP:Iteration 2F (36.896641 sec): 3 clusters Score: Raw -6283.649212 + Penalty 187.494501 = -6096.154711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.897104 sec): 2 clusters Score: Raw -402.540898 + Penalty 149.600866 = -252.940031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.897321 sec): 3 clusters Score: Raw -409.447179 + Penalty 299.201732 = -110.245447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.897762 sec): 2 clusters Score: Raw -91.161912 + Penalty 0.000000 = -91.161912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.897946 sec): 2 clusters Score: Raw -91.161912 + Penalty 0.000000 = -91.161912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.898401 sec): 2 clusters Score: Raw -190.862386 + Penalty 24.589263 = -166.273123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.898605 sec): 3 clusters Score: Raw -187.117541 + Penalty 49.178525 = -137.939016 nChanged 0 Deleting Class 80 (2 points): Lose 27.259258 but Gain 786.515183 Iteration 119Q (36.981450 sec): 50 clusters Score: Raw -2075123.973532 + Penalty 30231.066035 = -2044892.907497 nChanged 19 Deleting Class 100 (43 points): Lose 402.739016 but Gain 1166.340378 Iteration 120F (37.468354 sec): 49 clusters Score: Raw -2074737.094001 + Penalty 29160.644693 = -2045576.449308 nChanged 59 Deleting Class 46 (27 points): Lose 64.433569 but Gain 822.373504 Iteration 121Q (37.538695 sec): 48 clusters Score: Raw -2074895.870667 + Penalty 28343.355910 = -2046552.514757 nChanged 58 Deleting Class 132 (2 points): Lose 168.176553 but Gain 902.146273 Iteration 122Q (37.607983 sec): 47 clusters Score: Raw -2074805.922252 + Penalty 27457.773990 = -2047348.148263 nChanged 25 Deleting Class 4 (2 points): Lose 7.258069 but Gain 720.324107 Iteration 123Q (37.675456 sec): 46 clusters Score: Raw -2074844.461129 + Penalty 26734.021806 = -2048110.439323 nChanged 14 Deleting Class 15 (61 points): Lose 113.628379 but Gain 804.137307 Iteration 124Q (37.742333 sec): 45 clusters Score: Raw -2074743.641750 + Penalty 25947.833981 = -2048795.807769 nChanged 68 Deleting Class 23 (196 points): Lose 661.614983 but Gain 1357.713114 Iteration 125Q (37.809629 sec): 44 clusters Score: Raw -2074161.390809 + Penalty 24646.561464 = -2049514.829345 nChanged 211 Deleting Class 177 (4 points): Lose 397.627398 but Gain 1079.389437 Iteration 126Q (37.879779 sec): 43 clusters Score: Raw -2074281.535102 + Penalty 23625.772277 = -2050655.762825 nChanged 33 Deleting Class 97 (5 points): Lose 120.320587 but Gain 772.444528 Iteration 127Q (37.946686 sec): 42 clusters Score: Raw -2074203.478589 + Penalty 22856.035478 = -2051347.443111 nChanged 29 Deleting Class 30 (16 points): Lose 1003.655241 but Gain 1625.372389 Iteration 128Q (38.012219 sec): 41 clusters Score: Raw -2073262.818293 + Penalty 21569.410623 = -2051693.407670 nChanged 30 Deleting Class 8 (5 points): Lose 12.282780 but Gain 619.255280 Iteration 129Q (38.077039 sec): 40 clusters Score: Raw -2073290.688967 + Penalty 20959.907858 = -2052330.781109 nChanged 17 Deleting Class 83 (58 points): Lose 270.126643 but Gain 876.537788 Iteration 130F (38.465612 sec): 39 clusters Score: Raw -2073039.165416 + Penalty 20085.660162 = -2052953.505254 nChanged 65 Deleting Class 79 (16 points): Lose 230.024899 but Gain 828.923645 Iteration 131Q (38.530637 sec): 38 clusters Score: Raw -2072918.311124 + Penalty 19323.779101 = -2053594.532024 nChanged 36 Deleting Class 42 (7 points): Lose 15.629862 but Gain 615.285330 Iteration 132Q (38.595374 sec): 37 clusters Score: Raw -2073036.702481 + Penalty 18711.275963 = -2054325.426518 nChanged 19 Deleting Class 41 (1 points): Lose 24.984354 but Gain 589.195524 Iteration 133Q (38.659409 sec): 36 clusters Score: Raw -2073035.381686 + Penalty 18161.576512 = -2054873.805173 nChanged 16 Deleting Class 25 (111 points): Lose 156.320082 but Gain 716.363268 Iteration 134Q (38.722142 sec): 35 clusters Score: Raw -2072904.550518 + Penalty 17446.352017 = -2055458.198501 nChanged 121 Deleting Class 20 (189 points): Lose 1008.581232 but Gain 1528.063528 Iteration 135Q (38.787172 sec): 34 clusters Score: Raw -2072028.851666 + Penalty 16118.221979 = -2055910.629688 nChanged 222 Deleting Class 29 (153 points): Lose 558.865472 but Gain 972.451360 Iteration 136Q (38.852249 sec): 33 clusters Score: Raw -2072071.803821 + Penalty 15185.052262 = -2056886.751559 nChanged 186 Deleting Class 89 (4 points): Lose 375.992798 but Gain 779.596052 Iteration 137Q (38.915763 sec): 32 clusters Score: Raw -2071973.313902 + Penalty 14350.911800 = -2057622.402102 nChanged 32 Deleting Class 78 (4 points): Lose 194.056676 but Gain 543.803541 Iteration 138Q (38.976231 sec): 31 clusters Score: Raw -2071796.359841 + Penalty 13943.139063 = -2057853.220777 nChanged 24 Deleting Class 198 (2 points): Lose 17.821094 but Gain 354.829367 Iteration 139Q (39.036857 sec): 30 clusters Score: Raw -2071869.249554 + Penalty 13587.574740 = -2058281.674814 nChanged 12 Deleting Class 153 (4 points): Lose 53.887440 but Gain 369.778953 Iteration 140F (39.336229 sec): 29 clusters Score: Raw -2071821.701646 + Penalty 13211.419651 = -2058610.281995 nChanged 11 Deleting Class 31 (2 points): Lose 61.854193 but Gain 302.628231 Iteration 141Q (39.396126 sec): 28 clusters Score: Raw -2071769.783180 + Penalty 12923.061766 = -2058846.721414 nChanged 9 Deleting Class 1 (183 points): Lose 479.149135 but Gain 633.820475 Iteration 142Q (39.456290 sec): 27 clusters Score: Raw -2071322.738052 + Penalty 12324.897988 = -2058997.840064 nChanged 192 Deleting Class 45 (9 points): Lose 523.549577 but Gain 668.313319 Iteration 143Q (39.516771 sec): 26 clusters Score: Raw -2071063.163855 + Penalty 11714.634673 = -2059348.529182 nChanged 64 Deleting Class 145 (3 points): Lose 135.913074 but Gain 208.561949 Iteration 144Q (39.574612 sec): 25 clusters Score: Raw -2071028.645725 + Penalty 11643.444882 = -2059385.200843 nChanged 37 Deleting Class 192 (1 points): Lose 19.670950 but Gain 50.011458 Iteration 145Q (39.632642 sec): 24 clusters Score: Raw -2071175.217834 + Penalty 11608.679591 = -2059566.538243 nChanged 27 Iteration 146Q (39.690768 sec): 24 clusters Score: Raw -2071188.866794 + Penalty 11637.690941 = -2059551.175853 nChanged 20 Iteration 147F (39.943627 sec): 24 clusters Score: Raw -2071267.903623 + Penalty 11699.186805 = -2059568.716817 nChanged 19 Deleting Class 51 (10 points): Lose 352.476898 but Gain 360.190899 Iteration 148Q (40.001212 sec): 23 clusters Score: Raw -2071082.540353 + Penalty 11467.411933 = -2059615.128420 nChanged 23 Deleting Class 35 (10 points): Lose 331.980036 but Gain 346.392111 Iteration 149Q (40.058310 sec): 22 clusters Score: Raw -2070984.093578 + Penalty 11194.713456 = -2059789.380123 nChanged 22 Iteration 150F (40.292750 sec): 22 clusters Score: Raw -2071314.616306 + Penalty 11248.706102 = -2060065.910204 nChanged 11 Iteration 151Q (40.349299 sec): 22 clusters Score: Raw -2071464.323488 + Penalty 11263.709706 = -2060200.613782 nChanged 7 Iteration 152Q (40.407553 sec): 22 clusters Score: Raw -2071465.845708 + Penalty 11264.724603 = -2060201.121106 nChanged 4 Iteration 153Q (40.464080 sec): 22 clusters Score: Raw -2071466.158202 + Penalty 11264.862712 = -2060201.295490 nChanged 2 Iteration 154Q (40.520574 sec): 22 clusters Score: Raw -2071466.218638 + Penalty 11264.862712 = -2060201.355926 nChanged 0 Iteration 155F (40.753815 sec): 22 clusters Score: Raw -2071466.218638 + Penalty 11264.862712 = -2060201.355926 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 -2071466.218638 + Penalty 11264.862712 = -2060201.355926Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 2 (5614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.824803 sec): 2 clusters Score: Raw -549622.821965 + Penalty 388.568284 = -549234.253681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.836113 sec): 3 clusters Score: Raw -545973.371235 + Penalty 769.209394 = -545204.161841 nChanged 2581 SP:Iteration 1F (40.847058 sec): 3 clusters Score: Raw -548329.748192 + Penalty 757.291474 = -547572.456718 nChanged 701 SP:Iteration 2F (40.858093 sec): 3 clusters Score: Raw -548779.200192 + Penalty 749.930596 = -548029.269596 nChanged 308 SP:Iteration 3F (40.869231 sec): 3 clusters Score: Raw -549025.568846 + Penalty 744.628338 = -548280.940508 nChanged 209 SP:Iteration 4Q (40.880181 sec): 3 clusters Score: Raw -549191.943146 + Penalty 738.915155 = -548453.027991 nChanged 146 SP:Iteration 5Q (40.891184 sec): 3 clusters Score: Raw -549278.922277 + Penalty 734.741642 = -548544.180635 nChanged 82 SP:Iteration 6Q (40.901961 sec): 3 clusters Score: Raw -549307.713961 + Penalty 729.582457 = -548578.131504 nChanged 66 SP:Iteration 7Q (40.912663 sec): 3 clusters Score: Raw -549330.527136 + Penalty 725.924639 = -548604.602497 nChanged 55 SP:Iteration 8Q (40.923571 sec): 3 clusters Score: Raw -549349.139543 + Penalty 723.301467 = -548625.838077 nChanged 54 SP:Iteration 9Q (40.934147 sec): 3 clusters Score: Raw -549363.435207 + Penalty 721.238655 = -548642.196552 nChanged 47 SP:Iteration 10F (40.945278 sec): 3 clusters Score: Raw -549371.498973 + Penalty 718.749235 = -548652.749738 nChanged 44 SP:Iteration 11Q (40.955794 sec): 3 clusters Score: Raw -549379.219441 + Penalty 716.843651 = -548662.375790 nChanged 36 SP:Iteration 12Q (40.966281 sec): 3 clusters Score: Raw -549385.894359 + Penalty 714.188656 = -548671.705703 nChanged 49 SP:Iteration 13Q (40.976793 sec): 3 clusters Score: Raw -549395.704000 + Penalty 710.878682 = -548684.825318 nChanged 39 SP:Iteration 14Q (40.987501 sec): 3 clusters Score: Raw -549402.719157 + Penalty 707.284953 = -548695.434204 nChanged 43 SP:Iteration 15Q (40.998013 sec): 3 clusters Score: Raw -549411.452207 + Penalty 704.530355 = -548706.921852 nChanged 37 SP:Iteration 16Q (41.008529 sec): 3 clusters Score: Raw -549417.970439 + Penalty 701.031363 = -548716.939076 nChanged 40 SP:Iteration 17Q (41.019081 sec): 3 clusters Score: Raw -549425.030010 + Penalty 697.140303 = -548727.889708 nChanged 47 SP:Iteration 18Q (41.029645 sec): 3 clusters Score: Raw -549435.420801 + Penalty 693.567745 = -548741.853056 nChanged 52 SP:Iteration 19Q (41.040094 sec): 3 clusters Score: Raw -549448.188947 + Penalty 688.758018 = -548759.430928 nChanged 45 SP:Iteration 20F (41.051363 sec): 3 clusters Score: Raw -549459.015630 + Penalty 684.079588 = -548774.936042 nChanged 43 SP:Iteration 21Q (41.061983 sec): 3 clusters Score: Raw -549468.253821 + Penalty 679.573766 = -548788.680056 nChanged 45 SP:Iteration 22Q (41.072292 sec): 3 clusters Score: Raw -549479.074705 + Penalty 675.785875 = -548803.288830 nChanged 53 SP:Iteration 23Q (41.082529 sec): 3 clusters Score: Raw -549491.884560 + Penalty 672.929174 = -548818.955386 nChanged 51 SP:Iteration 24Q (41.092949 sec): 3 clusters Score: Raw -549501.266366 + Penalty 670.736858 = -548830.529507 nChanged 41 SP:Iteration 25Q (41.103336 sec): 3 clusters Score: Raw -549509.838814 + Penalty 668.094602 = -548841.744211 nChanged 46 SP:Iteration 26Q (41.113503 sec): 3 clusters Score: Raw -549519.540000 + Penalty 664.297750 = -548855.242250 nChanged 50 SP:Iteration 27Q (41.123795 sec): 3 clusters Score: Raw -549530.786045 + Penalty 661.333954 = -548869.452091 nChanged 39 SP:Iteration 28Q (41.134017 sec): 3 clusters Score: Raw -549539.526734 + Penalty 658.572609 = -548880.954125 nChanged 36 SP:Iteration 29Q (41.144627 sec): 3 clusters Score: Raw -549548.171149 + Penalty 654.962051 = -548893.209098 nChanged 34 SP:Iteration 30F (41.156076 sec): 3 clusters Score: Raw -549556.798547 + Penalty 650.552317 = -548906.246230 nChanged 44 SP:Iteration 31Q (41.166563 sec): 3 clusters Score: Raw -549568.866605 + Penalty 643.319828 = -548925.546777 nChanged 40 SP:Iteration 32Q (41.176886 sec): 3 clusters Score: Raw -549581.342216 + Penalty 638.154789 = -548943.187427 nChanged 34 SP:Iteration 33Q (41.187093 sec): 3 clusters Score: Raw -549589.423016 + Penalty 633.110989 = -548956.312026 nChanged 29 SP:Iteration 34Q (41.197187 sec): 3 clusters Score: Raw -549596.202760 + Penalty 628.576242 = -548967.626518 nChanged 30 SP:Iteration 35Q (41.207241 sec): 3 clusters Score: Raw -549601.837101 + Penalty 627.444875 = -548974.392226 nChanged 23 SP:Iteration 36Q (41.217269 sec): 3 clusters Score: Raw -549605.316419 + Penalty 624.370885 = -548980.945535 nChanged 27 SP:Iteration 37Q (41.227476 sec): 3 clusters Score: Raw -549611.487079 + Penalty 619.733423 = -548991.753656 nChanged 29 SP:Iteration 38Q (41.237663 sec): 3 clusters Score: Raw -549617.875161 + Penalty 614.376273 = -549003.498888 nChanged 34 SP:Iteration 39Q (41.247650 sec): 3 clusters Score: Raw -549624.546044 + Penalty 612.035560 = -549012.510484 nChanged 23 SP:Iteration 40F (41.259291 sec): 3 clusters Score: Raw -549628.124136 + Penalty 606.815453 = -549021.308683 nChanged 23 SP:Iteration 41Q (41.269178 sec): 3 clusters Score: Raw -549631.506602 + Penalty 604.271215 = -549027.235387 nChanged 17 SP:Iteration 42Q (41.278991 sec): 3 clusters Score: Raw -549634.708149 + Penalty 600.587194 = -549034.120955 nChanged 19 SP:Iteration 43Q (41.288814 sec): 3 clusters Score: Raw -549639.708570 + Penalty 600.024439 = -549039.684130 nChanged 16 SP:Iteration 44Q (41.298601 sec): 3 clusters Score: Raw -549642.532677 + Penalty 597.204689 = -549045.327988 nChanged 14 SP:Iteration 45Q (41.308571 sec): 3 clusters Score: Raw -549644.533909 + Penalty 592.066416 = -549052.467493 nChanged 9 SP:Iteration 46Q (41.318427 sec): 3 clusters Score: Raw -549646.145827 + Penalty 589.180199 = -549056.965628 nChanged 11 SP:Iteration 47Q (41.328734 sec): 3 clusters Score: Raw -549647.885433 + Penalty 588.036767 = -549059.848666 nChanged 12 SP:Iteration 48Q (41.338835 sec): 3 clusters Score: Raw -549649.939879 + Penalty 585.961923 = -549063.977956 nChanged 13 SP:Iteration 49Q (41.348562 sec): 3 clusters Score: Raw -549653.550789 + Penalty 582.526681 = -549071.024108 nChanged 11 SP:Iteration 50F (41.360083 sec): 3 clusters Score: Raw -549660.913640 + Penalty 580.873031 = -549080.040609 nChanged 13 SP:Iteration 51Q (41.369814 sec): 3 clusters Score: Raw -549664.390565 + Penalty 580.507645 = -549083.882920 nChanged 8 SP:Iteration 52Q (41.379519 sec): 3 clusters Score: Raw -549665.848693 + Penalty 582.112625 = -549083.736067 nChanged 11 SP:Iteration 53F (41.390941 sec): 3 clusters Score: Raw -549667.983823 + Penalty 579.393238 = -549088.590585 nChanged 11 SP:Iteration 54Q (41.400667 sec): 3 clusters Score: Raw -549670.271208 + Penalty 579.696531 = -549090.574677 nChanged 10 SP:Iteration 55Q (41.410462 sec): 3 clusters Score: Raw -549671.889937 + Penalty 576.427948 = -549095.461989 nChanged 11 SP:Iteration 56Q (41.420163 sec): 3 clusters Score: Raw -549673.530896 + Penalty 575.170220 = -549098.360676 nChanged 8 SP:Iteration 57Q (41.429929 sec): 3 clusters Score: Raw -549674.263968 + Penalty 573.557025 = -549100.706943 nChanged 8 SP:Iteration 58Q (41.439794 sec): 3 clusters Score: Raw -549675.254069 + Penalty 571.995264 = -549103.258805 nChanged 8 SP:Iteration 59Q (41.449502 sec): 3 clusters Score: Raw -549676.428726 + Penalty 571.652878 = -549104.775848 nChanged 8 SP:Iteration 60F (41.461225 sec): 3 clusters Score: Raw -549677.444826 + Penalty 571.939480 = -549105.505346 nChanged 7 SP:Iteration 61Q (41.470953 sec): 3 clusters Score: Raw -549678.228546 + Penalty 571.440205 = -549106.788340 nChanged 5 SP:Iteration 62Q (41.480537 sec): 3 clusters Score: Raw -549678.910143 + Penalty 570.085572 = -549108.824571 nChanged 4 SP:Iteration 63Q (41.490147 sec): 3 clusters Score: Raw -549679.821343 + Penalty 570.516954 = -549109.304389 nChanged 3 SP:Iteration 64Q (41.499804 sec): 3 clusters Score: Raw -549679.971848 + Penalty 570.923478 = -549109.048371 nChanged 2 SP:Iteration 65F (41.511354 sec): 3 clusters Score: Raw -549680.168340 + Penalty 571.287061 = -549108.881279 nChanged 4 SP:Iteration 66F (41.522834 sec): 3 clusters Score: Raw -549680.755609 + Penalty 571.718651 = -549109.036958 nChanged 3 SP:Iteration 67Q (41.532585 sec): 3 clusters Score: Raw -549681.065695 + Penalty 572.087749 = -549108.977945 nChanged 3 SP:Iteration 68F (41.544425 sec): 3 clusters Score: Raw -549681.340931 + Penalty 572.500769 = -549108.840162 nChanged 4 SP:Iteration 69F (41.556035 sec): 3 clusters Score: Raw -549681.744254 + Penalty 572.724295 = -549109.019960 nChanged 2 SP:Iteration 70F (41.567561 sec): 3 clusters Score: Raw -549681.821999 + Penalty 573.246227 = -549108.575772 nChanged 2 SP:Iteration 71F (41.579183 sec): 3 clusters Score: Raw -549681.952691 + Penalty 573.530628 = -549108.422063 nChanged 2 SP:Iteration 72F (41.590714 sec): 3 clusters Score: Raw -549682.048883 + Penalty 573.525355 = -549108.523528 nChanged 1 SP:Iteration 73Q (41.600244 sec): 3 clusters Score: Raw -549682.101036 + Penalty 572.736374 = -549109.364663 nChanged 1 SP:Iteration 74Q (41.609813 sec): 3 clusters Score: Raw -549682.128579 + Penalty 572.736374 = -549109.392205 nChanged 0 SP:Iteration 75F (41.621263 sec): 3 clusters Score: Raw -549682.128579 + Penalty 572.736374 = -549109.392205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.625022 sec): 2 clusters Score: Raw -18207.695140 + Penalty 177.410769 = -18030.284371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.625597 sec): 3 clusters Score: Raw -18127.553599 + Penalty 356.863638 = -17770.689961 nChanged 58 SP:Iteration 1F (41.626164 sec): 3 clusters Score: Raw -18181.116380 + Penalty 363.671520 = -17817.444860 nChanged 19 SP:Iteration 2F (41.626731 sec): 3 clusters Score: Raw -18205.828648 + Penalty 366.297527 = -17839.531121 nChanged 10 SP:Iteration 3F (41.627300 sec): 3 clusters Score: Raw -18218.822365 + Penalty 371.822415 = -17846.999950 nChanged 10 SP:Iteration 4F (41.627892 sec): 3 clusters Score: Raw -18228.328529 + Penalty 383.063457 = -17845.265071 nChanged 8 SP:Iteration 5F (41.628473 sec): 3 clusters Score: Raw -18235.923331 + Penalty 400.046276 = -17835.877056 nChanged 7 SP:Iteration 6F (41.629047 sec): 3 clusters Score: Raw -18262.330298 + Penalty 424.556341 = -17837.773957 nChanged 7 SP:Iteration 7Q (41.629649 sec): 3 clusters Score: Raw -18275.617838 + Penalty 478.973348 = -17796.644489 nChanged 9 SP:Iteration 8F (41.630226 sec): 3 clusters Score: Raw -18300.794725 + Penalty 499.287785 = -17801.506940 nChanged 3 SP:Iteration 9Q (41.630767 sec): 3 clusters Score: Raw -18307.925877 + Penalty 510.225715 = -17797.700162 nChanged 1 SP:Iteration 10F (41.631365 sec): 3 clusters Score: Raw -18312.281284 + Penalty 534.939513 = -17777.341771 nChanged 2 SP:Iteration 11F (41.631946 sec): 3 clusters Score: Raw -18320.911235 + Penalty 558.616656 = -17762.294578 nChanged 2 SP:Iteration 12F (41.632532 sec): 3 clusters Score: Raw -18326.855477 + Penalty 568.730339 = -17758.125137 nChanged 1 SP:Iteration 13F (41.633155 sec): 3 clusters Score: Raw -18329.752983 + Penalty 568.730339 = -17761.022644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.635709 sec): 2 clusters Score: Raw -41473.298742 + Penalty 88.914587 = -41384.384155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.636801 sec): 3 clusters Score: Raw -41212.501144 + Penalty 171.092238 = -41041.408906 nChanged 188 SP:Iteration 1F (41.637862 sec): 3 clusters Score: Raw -41362.010735 + Penalty 165.682502 = -41196.328233 nChanged 41 SP:Iteration 2F (41.638817 sec): 3 clusters Score: Raw -41383.856108 + Penalty 161.825849 = -41222.030259 nChanged 17 SP:Iteration 3Q (41.639756 sec): 3 clusters Score: Raw -41400.316716 + Penalty 158.410137 = -41241.906579 nChanged 18 SP:Iteration 4Q (41.640687 sec): 3 clusters Score: Raw -41418.108537 + Penalty 154.620585 = -41263.487952 nChanged 19 SP:Iteration 5Q (41.641608 sec): 3 clusters Score: Raw -41434.875522 + Penalty 153.640826 = -41281.234696 nChanged 16 SP:Iteration 6Q (41.642511 sec): 3 clusters Score: Raw -41451.092850 + Penalty 152.339908 = -41298.752942 nChanged 16 SP:Iteration 7Q (41.643403 sec): 3 clusters Score: Raw -41466.501199 + Penalty 152.305704 = -41314.195494 nChanged 5 SP:Iteration 8Q (41.644255 sec): 3 clusters Score: Raw -41468.990507 + Penalty 153.174338 = -41315.816168 nChanged 2 SP:Iteration 9Q (41.645098 sec): 3 clusters Score: Raw -41469.907189 + Penalty 150.714661 = -41319.192528 nChanged 2 SP:Iteration 10F (41.646031 sec): 3 clusters Score: Raw -41472.042072 + Penalty 147.397384 = -41324.644688 nChanged 4 SP:Iteration 11Q (41.646827 sec): 3 clusters Score: Raw -41477.218102 + Penalty 146.694520 = -41330.523582 nChanged 3 SP:Iteration 12Q (41.647621 sec): 3 clusters Score: Raw -41481.404609 + Penalty 149.525770 = -41331.878839 nChanged 3 SP:Iteration 13Q (41.648408 sec): 3 clusters Score: Raw -41484.442570 + Penalty 152.414012 = -41332.028558 nChanged 4 SP:Iteration 14Q (41.649195 sec): 3 clusters Score: Raw -41488.678488 + Penalty 154.617380 = -41334.061108 nChanged 7 SP:Iteration 15Q (41.649977 sec): 3 clusters Score: Raw -41495.815407 + Penalty 156.235655 = -41339.579752 nChanged 4 SP:Iteration 16Q (41.650764 sec): 3 clusters Score: Raw -41498.156816 + Penalty 156.515088 = -41341.641728 nChanged 1 SP:Iteration 17Q (41.651538 sec): 3 clusters Score: Raw -41498.359417 + Penalty 156.812247 = -41341.547170 nChanged 1 SP:Iteration 18F (41.652437 sec): 3 clusters Score: Raw -41499.445366 + Penalty 157.963117 = -41341.482249 nChanged 1 SP:Iteration 19F (41.653325 sec): 3 clusters Score: Raw -41500.051257 + Penalty 158.095979 = -41341.955278 nChanged 1 SP:Iteration 20F (41.654201 sec): 3 clusters Score: Raw -41500.291803 + Penalty 158.095979 = -41342.195824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.654681 sec): 2 clusters Score: Raw -433.361693 + Penalty 19.118220 = -414.243472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.654885 sec): 3 clusters Score: Raw -446.943623 + Penalty 38.943643 = -407.999980 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 7 (6934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.688712 sec): 2 clusters Score: Raw -652078.925301 + Penalty 231.652800 = -651847.272501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.702494 sec): 3 clusters Score: Raw -647531.020391 + Penalty 490.092691 = -647040.927700 nChanged 3242 SP:Iteration 1F (41.716026 sec): 3 clusters Score: Raw -649870.858123 + Penalty 511.993925 = -649358.864198 nChanged 955 SP:Iteration 2F (41.729336 sec): 3 clusters Score: Raw -650689.854727 + Penalty 530.042562 = -650159.812165 nChanged 643 SP:Iteration 3F (41.743100 sec): 3 clusters Score: Raw -651184.343237 + Penalty 543.097310 = -650641.245927 nChanged 402 SP:Iteration 4F (41.756119 sec): 3 clusters Score: Raw -651420.138508 + Penalty 558.503475 = -650861.635034 nChanged 307 SP:Iteration 5Q (41.768450 sec): 3 clusters Score: Raw -651590.287105 + Penalty 573.744801 = -651016.542303 nChanged 245 SP:Iteration 6Q (41.780432 sec): 3 clusters Score: Raw -651725.834935 + Penalty 591.546243 = -651134.288692 nChanged 214 SP:Iteration 7Q (41.792035 sec): 3 clusters Score: Raw -651841.502014 + Penalty 610.005485 = -651231.496528 nChanged 183 SP:Iteration 8Q (41.803446 sec): 3 clusters Score: Raw -651952.029863 + Penalty 623.403962 = -651328.625901 nChanged 153 SP:Iteration 9Q (41.814830 sec): 3 clusters Score: Raw -652055.911697 + Penalty 642.002545 = -651413.909152 nChanged 120 SP:Iteration 10F (41.827711 sec): 3 clusters Score: Raw -652125.821336 + Penalty 652.657065 = -651473.164272 nChanged 73 SP:Iteration 11Q (41.838738 sec): 3 clusters Score: Raw -652168.791515 + Penalty 663.160923 = -651505.630592 nChanged 52 SP:Iteration 12Q (41.849655 sec): 3 clusters Score: Raw -652194.291303 + Penalty 663.184122 = -651531.107182 nChanged 32 SP:Iteration 13Q (41.860090 sec): 3 clusters Score: Raw -652207.810941 + Penalty 666.505489 = -651541.305453 nChanged 14 SP:Iteration 14Q (41.870442 sec): 3 clusters Score: Raw -652212.788763 + Penalty 670.769760 = -651542.019004 nChanged 18 SP:Iteration 15Q (41.880707 sec): 3 clusters Score: Raw -652219.728089 + Penalty 671.247748 = -651548.480340 nChanged 8 SP:Iteration 16Q (41.891050 sec): 3 clusters Score: Raw -652221.667720 + Penalty 669.398946 = -651552.268774 nChanged 3 SP:Iteration 17Q (41.901255 sec): 3 clusters Score: Raw -652222.534065 + Penalty 671.764740 = -651550.769326 nChanged 4 SP:Iteration 18F (41.913960 sec): 3 clusters Score: Raw -652223.297730 + Penalty 672.445922 = -651550.851808 nChanged 1 SP:Iteration 19Q (41.924564 sec): 3 clusters Score: Raw -652223.344846 + Penalty 672.445922 = -651550.898924 nChanged 0 SP:Iteration 20F (41.937258 sec): 3 clusters Score: Raw -652223.344846 + Penalty 672.445922 = -651550.898924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (2719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.959006 sec): 2 clusters Score: Raw -263352.239670 + Penalty 346.268678 = -263005.970992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.964291 sec): 3 clusters Score: Raw -261640.086809 + Penalty 703.686097 = -260936.400712 nChanged 1230 SP:Iteration 1F (41.969515 sec): 3 clusters Score: Raw -262494.220239 + Penalty 729.367716 = -261764.852523 nChanged 354 SP:Iteration 2F (41.974622 sec): 3 clusters Score: Raw -262782.120744 + Penalty 764.809063 = -262017.311682 nChanged 287 SP:Iteration 3F (41.979694 sec): 3 clusters Score: Raw -263098.993143 + Penalty 799.452918 = -262299.540225 nChanged 217 SP:Iteration 4F (41.984787 sec): 3 clusters Score: Raw -263319.042901 + Penalty 822.536168 = -262496.506732 nChanged 127 SP:Iteration 5Q (41.989835 sec): 3 clusters Score: Raw -263412.060819 + Penalty 839.494160 = -262572.566659 nChanged 74 SP:Iteration 6Q (41.994747 sec): 3 clusters Score: Raw -263460.203239 + Penalty 853.410481 = -262606.792758 nChanged 56 SP:Iteration 7Q (41.999558 sec): 3 clusters Score: Raw -263487.327794 + Penalty 864.637747 = -262622.690047 nChanged 48 SP:Iteration 8Q (42.004382 sec): 3 clusters Score: Raw -263507.561873 + Penalty 875.652124 = -262631.909749 nChanged 34 SP:Iteration 9Q (42.009221 sec): 3 clusters Score: Raw -263520.417242 + Penalty 885.550153 = -262634.867089 nChanged 30 SP:Iteration 10F (42.014501 sec): 3 clusters Score: Raw -263531.646860 + Penalty 894.881638 = -262636.765221 nChanged 22 SP:Iteration 11Q (42.019166 sec): 3 clusters Score: Raw -263539.482577 + Penalty 903.130805 = -262636.351772 nChanged 21 SP:Iteration 12F (42.024257 sec): 3 clusters Score: Raw -263546.989902 + Penalty 910.160162 = -262636.829740 nChanged 23 SP:Iteration 13Q (42.028841 sec): 3 clusters Score: Raw -263555.080866 + Penalty 915.559588 = -262639.521278 nChanged 22 SP:Iteration 14Q (42.033400 sec): 3 clusters Score: Raw -263562.672149 + Penalty 923.078658 = -262639.593491 nChanged 21 SP:Iteration 15Q (42.037990 sec): 3 clusters Score: Raw -263572.576243 + Penalty 934.111582 = -262638.464661 nChanged 24 SP:Iteration 16F (42.043334 sec): 3 clusters Score: Raw -263584.587939 + Penalty 943.926955 = -262640.660984 nChanged 29 SP:Iteration 17Q (42.047869 sec): 3 clusters Score: Raw -263609.005083 + Penalty 949.851515 = -262659.153568 nChanged 22 SP:Iteration 18Q (42.052424 sec): 3 clusters Score: Raw -263621.969385 + Penalty 956.070580 = -262665.898805 nChanged 18 SP:Iteration 19Q (42.056857 sec): 3 clusters Score: Raw -263629.788833 + Penalty 958.626174 = -262671.162659 nChanged 10 SP:Iteration 20F (42.061849 sec): 3 clusters Score: Raw -263633.071015 + Penalty 962.445223 = -262670.625792 nChanged 14 SP:Iteration 21F (42.066870 sec): 3 clusters Score: Raw -263638.140873 + Penalty 966.028344 = -262672.112529 nChanged 8 SP:Iteration 22Q (42.071138 sec): 3 clusters Score: Raw -263639.893485 + Penalty 969.236339 = -262670.657146 nChanged 10 SP:Iteration 23F (42.076374 sec): 3 clusters Score: Raw -263644.583376 + Penalty 971.324469 = -262673.258907 nChanged 6 SP:Iteration 24Q (42.080596 sec): 3 clusters Score: Raw -263646.393824 + Penalty 972.560441 = -262673.833383 nChanged 10 SP:Iteration 25Q (42.084895 sec): 3 clusters Score: Raw -263650.254809 + Penalty 973.361364 = -262676.893444 nChanged 6 SP:Iteration 26Q (42.089199 sec): 3 clusters Score: Raw -263652.244071 + Penalty 977.377744 = -262674.866328 nChanged 4 SP:Iteration 27F (42.094228 sec): 3 clusters Score: Raw -263653.281338 + Penalty 979.036850 = -262674.244489 nChanged 1 SP:Iteration 28F (42.099283 sec): 3 clusters Score: Raw -263653.709784 + Penalty 979.036850 = -262674.672935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.104325 sec): 2 clusters Score: Raw -11229.600518 + Penalty 201.184242 = -11028.416276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.104764 sec): 3 clusters Score: Raw -11208.128970 + Penalty 421.407153 = -10786.721817 nChanged 33 SP:Iteration 1F (42.105192 sec): 3 clusters Score: Raw -11269.105696 + Penalty 436.684140 = -10832.421556 nChanged 7 SP:Iteration 2F (42.105611 sec): 3 clusters Score: Raw -11287.299760 + Penalty 440.450584 = -10846.849176 nChanged 2 SP:Iteration 3Q (42.106011 sec): 3 clusters Score: Raw -11291.795446 + Penalty 442.240449 = -10849.554997 nChanged 1 SP:Iteration 4Q (42.106408 sec): 3 clusters Score: Raw -11292.905546 + Penalty 442.240449 = -10850.665097 nChanged 0 SP:Iteration 5F (42.106837 sec): 3 clusters Score: Raw -11292.905546 + Penalty 442.240449 = -10850.665097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.107469 sec): 2 clusters Score: Raw -5690.106326 + Penalty 71.769002 = -5618.337324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.107812 sec): 3 clusters Score: Raw -5743.032401 + Penalty 280.055385 = -5462.977016 nChanged 24 SP:Iteration 1F (42.108175 sec): 3 clusters Score: Raw -5827.337972 + Penalty 280.055385 = -5547.282588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.109798 sec): 2 clusters Score: Raw -35270.728213 + Penalty 596.637654 = -34674.090560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.110666 sec): 3 clusters Score: Raw -35147.649265 + Penalty 1193.250261 = -33954.399004 nChanged 97 SP:Iteration 1F (42.111518 sec): 3 clusters Score: Raw -35253.786189 + Penalty 1193.118780 = -34060.667409 nChanged 36 SP:Iteration 2F (42.112375 sec): 3 clusters Score: Raw -35303.985564 + Penalty 1193.016531 = -34110.969032 nChanged 15 SP:Iteration 3Q (42.113182 sec): 3 clusters Score: Raw -35323.172635 + Penalty 1192.781564 = -34130.391071 nChanged 15 SP:Iteration 4Q (42.114022 sec): 3 clusters Score: Raw -35345.437424 + Penalty 1192.997426 = -34152.439998 nChanged 10 SP:Iteration 5Q (42.114857 sec): 3 clusters Score: Raw -35354.913962 + Penalty 1193.719070 = -34161.194892 nChanged 7 SP:Iteration 6Q (42.115646 sec): 3 clusters Score: Raw -35360.433527 + Penalty 1194.052606 = -34166.380922 nChanged 2 SP:Iteration 7Q (42.116437 sec): 3 clusters Score: Raw -35361.573556 + Penalty 1194.892195 = -34166.681361 nChanged 4 SP:Iteration 8Q (42.117232 sec): 3 clusters Score: Raw -35364.409186 + Penalty 1196.154974 = -34168.254213 nChanged 6 SP:Iteration 9Q (42.118078 sec): 3 clusters Score: Raw -35368.076619 + Penalty 1196.830112 = -34171.246507 nChanged 5 SP:Iteration 10F (42.118919 sec): 3 clusters Score: Raw -35370.953504 + Penalty 1197.137100 = -34173.816404 nChanged 1 SP:Iteration 11Q (42.119742 sec): 3 clusters Score: Raw -35371.244532 + Penalty 1197.137100 = -34174.107432 nChanged 0 SP:Iteration 12F (42.120591 sec): 3 clusters Score: Raw -35371.244532 + Penalty 1197.137100 = -34174.107432 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 16 (2122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.127659 sec): 2 clusters Score: Raw -204332.327921 + Penalty 195.173979 = -204137.153943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.131618 sec): 3 clusters Score: Raw -203006.590055 + Penalty 401.934070 = -202604.655985 nChanged 963 SP:Iteration 1F (42.135637 sec): 3 clusters Score: Raw -203738.367013 + Penalty 412.501440 = -203325.865573 nChanged 248 SP:Iteration 2F (42.139542 sec): 3 clusters Score: Raw -203934.404864 + Penalty 434.977965 = -203499.426899 nChanged 160 SP:Iteration 3F (42.143442 sec): 3 clusters Score: Raw -204105.315781 + Penalty 466.478881 = -203638.836900 nChanged 98 SP:Iteration 4Q (42.147526 sec): 3 clusters Score: Raw -204227.010801 + Penalty 503.241608 = -203723.769193 nChanged 59 SP:Iteration 5Q (42.151157 sec): 3 clusters Score: Raw -204313.744910 + Penalty 521.070220 = -203792.674690 nChanged 30 SP:Iteration 6Q (42.154523 sec): 3 clusters Score: Raw -204346.998298 + Penalty 537.518994 = -203809.479304 nChanged 22 SP:Iteration 7Q (42.157800 sec): 3 clusters Score: Raw -204366.491973 + Penalty 543.908170 = -203822.583803 nChanged 9 SP:Iteration 8Q (42.160918 sec): 3 clusters Score: Raw -204370.465360 + Penalty 548.669489 = -203821.795872 nChanged 5 SP:Iteration 9F (42.164800 sec): 3 clusters Score: Raw -204374.518589 + Penalty 555.589346 = -203818.929243 nChanged 6 SP:Iteration 10F (42.168740 sec): 3 clusters Score: Raw -204379.955565 + Penalty 558.946273 = -203821.009292 nChanged 4 SP:Iteration 11Q (42.171900 sec): 3 clusters Score: Raw -204381.203604 + Penalty 560.218488 = -203820.985116 nChanged 2 SP:Iteration 12F (42.175806 sec): 3 clusters Score: Raw -204383.849847 + Penalty 562.427480 = -203821.422367 nChanged 1 SP:Iteration 13Q (42.179079 sec): 3 clusters Score: Raw -204384.616911 + Penalty 566.074445 = -203818.542466 nChanged 3 SP:Iteration 14F (42.182977 sec): 3 clusters Score: Raw -204387.577212 + Penalty 575.485857 = -203812.091355 nChanged 4 SP:Iteration 15F (42.186906 sec): 3 clusters Score: Raw -204393.689516 + Penalty 582.447689 = -203811.241827 nChanged 5 SP:Iteration 16F (42.190801 sec): 3 clusters Score: Raw -204400.831295 + Penalty 585.132932 = -203815.698363 nChanged 3 SP:Iteration 17Q (42.193874 sec): 3 clusters Score: Raw -204402.894107 + Penalty 589.419566 = -203813.474541 nChanged 2 SP:Iteration 18F (42.197717 sec): 3 clusters Score: Raw -204404.766901 + Penalty 590.194158 = -203814.572743 nChanged 1 SP:Iteration 19Q (42.200760 sec): 3 clusters Score: Raw -204405.235680 + Penalty 589.515084 = -203815.720596 nChanged 2 SP:Iteration 20F (42.204649 sec): 3 clusters Score: Raw -204406.911059 + Penalty 593.291714 = -203813.619345 nChanged 2 SP:Iteration 21F (42.208506 sec): 3 clusters Score: Raw -204408.458630 + Penalty 593.291714 = -203815.166916 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 17 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.214875 sec): 2 clusters Score: Raw -98678.787240 + Penalty 529.516019 = -98149.271222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.216769 sec): 3 clusters Score: Raw -98182.553399 + Penalty 1058.061540 = -97124.491860 nChanged 349 SP:Iteration 1F (42.218646 sec): 3 clusters Score: Raw -98401.113751 + Penalty 1060.393435 = -97340.720316 nChanged 89 SP:Iteration 2F (42.220505 sec): 3 clusters Score: Raw -98474.313864 + Penalty 1066.466067 = -97407.847797 nChanged 77 SP:Iteration 3F (42.222454 sec): 3 clusters Score: Raw -98549.522932 + Penalty 1073.003708 = -97476.519224 nChanged 58 SP:Iteration 4F (42.224336 sec): 3 clusters Score: Raw -98608.782768 + Penalty 1080.124187 = -97528.658581 nChanged 54 SP:Iteration 5F (42.226190 sec): 3 clusters Score: Raw -98662.479149 + Penalty 1085.496920 = -97576.982230 nChanged 32 SP:Iteration 6Q (42.228004 sec): 3 clusters Score: Raw -98694.703738 + Penalty 1089.535083 = -97605.168655 nChanged 28 SP:Iteration 7Q (42.229780 sec): 3 clusters Score: Raw -98713.724626 + Penalty 1092.198363 = -97621.526262 nChanged 15 SP:Iteration 8Q (42.231532 sec): 3 clusters Score: Raw -98719.784004 + Penalty 1093.317197 = -97626.466808 nChanged 8 SP:Iteration 9Q (42.233298 sec): 3 clusters Score: Raw -98723.689852 + Penalty 1094.627513 = -97629.062339 nChanged 5 SP:Iteration 10F (42.235171 sec): 3 clusters Score: Raw -98725.624702 + Penalty 1095.357455 = -97630.267247 nChanged 3 SP:Iteration 11Q (42.236945 sec): 3 clusters Score: Raw -98726.585450 + Penalty 1095.719862 = -97630.865588 nChanged 1 SP:Iteration 12Q (42.238707 sec): 3 clusters Score: Raw -98726.959153 + Penalty 1096.046305 = -97630.912847 nChanged 1 SP:Iteration 13Q (42.240455 sec): 3 clusters Score: Raw -98727.231513 + Penalty 1096.046305 = -97631.185207 nChanged 0 SP:Iteration 14F (42.242335 sec): 3 clusters Score: Raw -98727.231513 + Penalty 1096.046305 = -97631.185207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.246133 sec): 2 clusters Score: Raw -709.984711 + Penalty 39.598520 = -670.386190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.246408 sec): 3 clusters Score: Raw -717.253975 + Penalty 67.516515 = -649.737459 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 19 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.249460 sec): 2 clusters Score: Raw -77829.471552 + Penalty 183.796912 = -77645.674639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.251151 sec): 3 clusters Score: Raw -77357.392554 + Penalty 381.066597 = -76976.325957 nChanged 330 SP:Iteration 1F (42.252848 sec): 3 clusters Score: Raw -77605.728918 + Penalty 404.690820 = -77201.038098 nChanged 96 SP:Iteration 2F (42.254535 sec): 3 clusters Score: Raw -77730.081515 + Penalty 427.755551 = -77302.325965 nChanged 66 SP:Iteration 3F (42.256139 sec): 3 clusters Score: Raw -77796.891725 + Penalty 448.235369 = -77348.656355 nChanged 42 SP:Iteration 4F (42.257792 sec): 3 clusters Score: Raw -77842.122147 + Penalty 458.468715 = -77383.653432 nChanged 20 SP:Iteration 5Q (42.259280 sec): 3 clusters Score: Raw -77862.198625 + Penalty 466.264361 = -77395.934264 nChanged 16 SP:Iteration 6Q (42.260732 sec): 3 clusters Score: Raw -77877.230168 + Penalty 468.335584 = -77408.894584 nChanged 17 SP:Iteration 7Q (42.262166 sec): 3 clusters Score: Raw -77890.302791 + Penalty 470.842822 = -77419.459969 nChanged 13 SP:Iteration 8Q (42.263613 sec): 3 clusters Score: Raw -77898.432860 + Penalty 472.128423 = -77426.304437 nChanged 9 SP:Iteration 9Q (42.265033 sec): 3 clusters Score: Raw -77903.243398 + Penalty 471.659138 = -77431.584261 nChanged 2 SP:Iteration 10F (42.266632 sec): 3 clusters Score: Raw -77904.370143 + Penalty 471.150275 = -77433.219867 nChanged 1 SP:Iteration 11Q (42.268055 sec): 3 clusters Score: Raw -77904.622928 + Penalty 470.371768 = -77434.251160 nChanged 1 SP:Iteration 12Q (42.269467 sec): 3 clusters Score: Raw -77904.743999 + Penalty 469.379012 = -77435.364987 nChanged 1 SP:Iteration 13Q (42.271061 sec): 3 clusters Score: Raw -77904.946627 + Penalty 469.379012 = -77435.567615 nChanged 0 SP:Iteration 14F (42.272748 sec): 3 clusters Score: Raw -77904.946627 + Penalty 469.379012 = -77435.567615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 22 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.275125 sec): 2 clusters Score: Raw -72378.888143 + Penalty 832.118576 = -71546.769567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.276646 sec): 3 clusters Score: Raw -72119.338045 + Penalty 1666.515136 = -70452.822909 nChanged 211 SP:Iteration 1F (42.278133 sec): 3 clusters Score: Raw -72297.653943 + Penalty 1675.183047 = -70622.470896 nChanged 63 SP:Iteration 2F (42.279563 sec): 3 clusters Score: Raw -72366.405556 + Penalty 1685.011985 = -70681.393571 nChanged 47 SP:Iteration 3F (42.280988 sec): 3 clusters Score: Raw -72428.328664 + Penalty 1695.405902 = -70732.922761 nChanged 37 SP:Iteration 4F (42.282401 sec): 3 clusters Score: Raw -72480.170730 + Penalty 1705.159412 = -70775.011318 nChanged 29 SP:Iteration 5Q (42.283799 sec): 3 clusters Score: Raw -72517.707882 + Penalty 1710.741900 = -70806.965982 nChanged 21 SP:Iteration 6Q (42.285201 sec): 3 clusters Score: Raw -72537.836495 + Penalty 1717.827116 = -70820.009379 nChanged 19 SP:Iteration 7Q (42.286579 sec): 3 clusters Score: Raw -72554.540721 + Penalty 1720.711593 = -70833.829128 nChanged 5 SP:Iteration 8Q (42.287944 sec): 3 clusters Score: Raw -72558.828370 + Penalty 1721.671347 = -70837.157022 nChanged 3 SP:Iteration 9Q (42.289326 sec): 3 clusters Score: Raw -72561.440821 + Penalty 1722.355123 = -70839.085698 nChanged 3 SP:Iteration 10F (42.290739 sec): 3 clusters Score: Raw -72563.315620 + Penalty 1722.296539 = -70841.019080 nChanged 1 SP:Iteration 11Q (42.292108 sec): 3 clusters Score: Raw -72564.126801 + Penalty 1723.629808 = -70840.496992 nChanged 1 SP:Iteration 12F (42.293521 sec): 3 clusters Score: Raw -72566.079481 + Penalty 1726.423477 = -70839.656004 nChanged 6 SP:Iteration 13F (42.294938 sec): 3 clusters Score: Raw -72570.622270 + Penalty 1728.654222 = -70841.968048 nChanged 4 SP:Iteration 14Q (42.296298 sec): 3 clusters Score: Raw -72575.884613 + Penalty 1730.696045 = -70845.188568 nChanged 4 SP:Iteration 15Q (42.297651 sec): 3 clusters Score: Raw -72582.126089 + Penalty 1735.029704 = -70847.096385 nChanged 5 SP:Iteration 16Q (42.299015 sec): 3 clusters Score: Raw -72592.278999 + Penalty 1736.767269 = -70855.511730 nChanged 5 SP:Iteration 17Q (42.300352 sec): 3 clusters Score: Raw -72599.258964 + Penalty 1739.548081 = -70859.710883 nChanged 5 SP:Iteration 18Q (42.301677 sec): 3 clusters Score: Raw -72607.316286 + Penalty 1742.220240 = -70865.096045 nChanged 9 SP:Iteration 19Q (42.302979 sec): 3 clusters Score: Raw -72622.995741 + Penalty 1744.815444 = -70878.180297 nChanged 8 SP:Iteration 20F (42.304446 sec): 3 clusters Score: Raw -72639.455357 + Penalty 1745.279304 = -70894.176053 nChanged 9 SP:Iteration 21Q (42.305766 sec): 3 clusters Score: Raw -72650.769550 + Penalty 1745.693952 = -70905.075599 nChanged 10 SP:Iteration 22Q (42.307058 sec): 3 clusters Score: Raw -72662.056105 + Penalty 1745.789118 = -70916.266987 nChanged 6 SP:Iteration 23Q (42.308347 sec): 3 clusters Score: Raw -72666.877632 + Penalty 1744.991059 = -70921.886574 nChanged 4 SP:Iteration 24Q (42.309681 sec): 3 clusters Score: Raw -72672.099082 + Penalty 1743.475274 = -70928.623808 nChanged 6 SP:Iteration 25Q (42.310975 sec): 3 clusters Score: Raw -72677.768908 + Penalty 1742.836955 = -70934.931954 nChanged 7 SP:Iteration 26Q (42.312263 sec): 3 clusters Score: Raw -72689.263653 + Penalty 1742.984000 = -70946.279654 nChanged 6 SP:Iteration 27Q (42.313569 sec): 3 clusters Score: Raw -72697.271523 + Penalty 1743.456081 = -70953.815442 nChanged 6 SP:Iteration 28Q (42.314854 sec): 3 clusters Score: Raw -72703.570226 + Penalty 1742.542235 = -70961.027992 nChanged 5 SP:Iteration 29Q (42.316129 sec): 3 clusters Score: Raw -72709.343727 + Penalty 1741.273315 = -70968.070412 nChanged 2 SP:Iteration 30F (42.317542 sec): 3 clusters Score: Raw -72710.329241 + Penalty 1741.273315 = -70969.055926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.318567 sec): 2 clusters Score: Raw -18097.888701 + Penalty 634.775179 = -17463.113522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.319162 sec): 3 clusters Score: Raw -18115.730436 + Penalty 1269.605252 = -16846.125184 nChanged 31 SP:Iteration 1F (42.319734 sec): 3 clusters Score: Raw -18192.263413 + Penalty 1263.678947 = -16928.584466 nChanged 13 SP:Iteration 2F (42.320302 sec): 3 clusters Score: Raw -18231.102581 + Penalty 1257.751582 = -16973.350999 nChanged 14 SP:Iteration 3F (42.320870 sec): 3 clusters Score: Raw -18269.027149 + Penalty 1250.162195 = -17018.864955 nChanged 7 SP:Iteration 4Q (42.321400 sec): 3 clusters Score: Raw -18298.027411 + Penalty 1245.821243 = -17052.206168 nChanged 5 SP:Iteration 5Q (42.321928 sec): 3 clusters Score: Raw -18317.894105 + Penalty 1240.201519 = -17077.692585 nChanged 5 SP:Iteration 6Q (42.322450 sec): 3 clusters Score: Raw -18339.012005 + Penalty 1242.151230 = -17096.860775 nChanged 4 SP:Iteration 7Q (42.322962 sec): 3 clusters Score: Raw -18349.305181 + Penalty 1241.554504 = -17107.750677 nChanged 4 SP:Iteration 8Q (42.323466 sec): 3 clusters Score: Raw -18392.320047 + Penalty 1241.554504 = -17150.765542 nChanged 0 SP:Iteration 9F (42.324019 sec): 3 clusters Score: Raw -18392.320047 + Penalty 1241.554504 = -17150.765542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.325161 sec): 2 clusters Score: Raw -25483.666767 + Penalty 343.546752 = -25140.120015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.325829 sec): 3 clusters Score: Raw -25373.116955 + Penalty 713.778819 = -24659.338136 nChanged 79 SP:Iteration 1F (42.326487 sec): 3 clusters Score: Raw -25464.305024 + Penalty 750.249225 = -24714.055799 nChanged 36 SP:Iteration 2F (42.327163 sec): 3 clusters Score: Raw -25511.474897 + Penalty 762.378706 = -24749.096190 nChanged 14 SP:Iteration 3F (42.327823 sec): 3 clusters Score: Raw -25531.726841 + Penalty 759.686024 = -24772.040817 nChanged 4 SP:Iteration 4Q (42.328439 sec): 3 clusters Score: Raw -25535.193365 + Penalty 759.686024 = -24775.507341 nChanged 0 SP:Iteration 5F (42.329094 sec): 3 clusters Score: Raw -25535.193365 + Penalty 759.686024 = -24775.507341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.329623 sec): 2 clusters Score: Raw -2048.490549 + Penalty 111.341943 = -1937.148606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.329912 sec): 3 clusters Score: Raw -2093.243034 + Penalty 224.086648 = -1869.156386 nChanged 4 SP:Iteration 1F (42.330175 sec): 3 clusters Score: Raw -2100.643813 + Penalty 224.086648 = -1876.557165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.331855 sec): 2 clusters Score: Raw -44398.989216 + Penalty 769.614004 = -43629.375211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.332834 sec): 3 clusters Score: Raw -44247.955669 + Penalty 1548.533034 = -42699.422635 nChanged 99 SP:Iteration 1F (42.333793 sec): 3 clusters Score: Raw -44385.010316 + Penalty 1564.998684 = -42820.011632 nChanged 45 SP:Iteration 2F (42.334765 sec): 3 clusters Score: Raw -44465.907179 + Penalty 1581.675502 = -42884.231677 nChanged 32 SP:Iteration 3F (42.335718 sec): 3 clusters Score: Raw -44516.498090 + Penalty 1591.753271 = -42924.744820 nChanged 14 SP:Iteration 4Q (42.336660 sec): 3 clusters Score: Raw -44547.770185 + Penalty 1599.075387 = -42948.694798 nChanged 10 SP:Iteration 5Q (42.337565 sec): 3 clusters Score: Raw -44561.723547 + Penalty 1603.334612 = -42958.388935 nChanged 5 SP:Iteration 6Q (42.338456 sec): 3 clusters Score: Raw -44569.090882 + Penalty 1605.357951 = -42963.732931 nChanged 4 SP:Iteration 7Q (42.339339 sec): 3 clusters Score: Raw -44572.325466 + Penalty 1607.002399 = -42965.323068 nChanged 2 SP:Iteration 8Q (42.340218 sec): 3 clusters Score: Raw -44574.737212 + Penalty 1608.914780 = -42965.822432 nChanged 2 SP:Iteration 9Q (42.341114 sec): 3 clusters Score: Raw -44577.166588 + Penalty 1611.444678 = -42965.721910 nChanged 2 SP:Iteration 10F (42.342069 sec): 3 clusters Score: Raw -44580.234013 + Penalty 1612.222556 = -42968.011457 nChanged 1 SP:Iteration 11Q (42.342940 sec): 3 clusters Score: Raw -44581.120951 + Penalty 1614.552383 = -42966.568568 nChanged 2 SP:Iteration 12F (42.343894 sec): 3 clusters Score: Raw -44583.953373 + Penalty 1614.447283 = -42969.506091 nChanged 1 SP:Iteration 13Q (42.344760 sec): 3 clusters Score: Raw -44585.226374 + Penalty 1614.447283 = -42970.779091 nChanged 0 SP:Iteration 14F (42.345730 sec): 3 clusters Score: Raw -44585.226374 + Penalty 1614.447283 = -42970.779091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.346258 sec): 2 clusters Score: Raw -1754.950320 + Penalty 46.544429 = -1708.405891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.346498 sec): 3 clusters Score: Raw -1781.928180 + Penalty 99.018269 = -1682.909911 nChanged 2 SP:Iteration 1F (42.346732 sec): 3 clusters Score: Raw -1786.776215 + Penalty 104.857156 = -1681.919059 nChanged 1 SP:Iteration 2F (42.346960 sec): 3 clusters Score: Raw -1791.087035 + Penalty 104.857156 = -1686.229879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.347418 sec): 2 clusters Score: Raw -353.461573 + Penalty 26.746884 = -326.714690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.347616 sec): 3 clusters Score: Raw -368.601781 + Penalty 53.493767 = -315.108013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 160 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.348407 sec): 2 clusters Score: Raw -6278.104333 + Penalty 91.987834 = -6186.116499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.348753 sec): 3 clusters Score: Raw -6253.222814 + Penalty 188.910360 = -6064.312454 nChanged 21 SP:Iteration 1F (42.349085 sec): 3 clusters Score: Raw -6274.168404 + Penalty 196.191276 = -6077.977128 nChanged 5 SP:Iteration 2F (42.349428 sec): 3 clusters Score: Raw -6278.745806 + Penalty 202.936083 = -6075.809723 nChanged 3 SP:Iteration 3F (42.349803 sec): 3 clusters Score: Raw -6280.344363 + Penalty 213.502843 = -6066.841520 nChanged 3 SP:Iteration 4F (42.350144 sec): 3 clusters Score: Raw -6284.215638 + Penalty 224.770715 = -6059.444923 nChanged 3 SP:Iteration 5F (42.350486 sec): 3 clusters Score: Raw -6290.329257 + Penalty 231.243949 = -6059.085308 nChanged 1 SP:Iteration 6F (42.350825 sec): 3 clusters Score: Raw -6290.584099 + Penalty 231.243949 = -6059.340150 nChanged 0 Time taken for this iteration:41.743796 seconds. 300->22 Clusters: Score -2060201.355926, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 156 (time per iteration =271.704865 ms) Total iterations: 1444 (time per iteration =29.353157 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3395027500.000000 (time per metric unit =12.484717ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 84875687500.000000 (time per metric unit=499.388697ps) That took 42.385959 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 8 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.31 and 0.47 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 33965 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 33965 points ------ Starting initial clusters from distinct float masks Not enough masks (188) to generate starting clusters (300), so starting with (189) clusters instead. Assigned 189 initial classes from 188 unique masks. Deleting Class 165 (2 points): Lose 4.869806 but Gain 1581.383900 Iteration 0F (3.952102 sec): 188 clusters Score: Raw -2580907.894596 + Penalty 173772.250335 = -2407135.644261 nChanged 8419 Deleting Class 152 (1 points): Lose 64.100976 but Gain 1617.309828 Iteration 1F (6.846893 sec): 184 clusters Score: Raw -2607912.759684 + Penalty 170944.378229 = -2436968.381455 nChanged 4421 Deleting Class 122 (1 points): Lose 45.773793 but Gain 1599.421806 Iteration 2F (9.760720 sec): 183 clusters Score: Raw -2619285.359525 + Penalty 168100.214301 = -2451185.145223 nChanged 3571 Deleting Class 167 (1 points): Lose 22.650375 but Gain 1567.798124 Iteration 3F (12.580175 sec): 180 clusters Score: Raw -2625967.091321 + Penalty 166813.684072 = -2459153.407249 nChanged 3036 Deleting Class 134 (1 points): Lose 12.285365 but Gain 1554.509415 Iteration 4F (15.369297 sec): 179 clusters Score: Raw -2630225.868321 + Penalty 165145.857155 = -2465080.011166 nChanged 1679 Deleting Class 181 (1 points): Lose 41.265833 but Gain 1560.631882 Iteration 5Q (15.774139 sec): 177 clusters Score: Raw -2632025.859354 + Penalty 163893.145506 = -2468132.713848 nChanged 967 Deleting Class 178 (1 points): Lose 52.521578 but Gain 1531.046540 Iteration 6Q (16.099474 sec): 176 clusters Score: Raw -2632659.514261 + Penalty 162534.916153 = -2470124.598108 nChanged 644 Deleting Class 187 (1 points): Lose 8.034338 but Gain 1469.908346 Iteration 7Q (16.386544 sec): 175 clusters Score: Raw -2633061.565788 + Penalty 161332.069527 = -2471729.496261 nChanged 459 Deleting Class 162 (5 points): Lose 129.236048 but Gain 1587.699390 Iteration 8Q (16.652925 sec): 174 clusters Score: Raw -2633190.091331 + Penalty 159717.196847 = -2473472.894484 nChanged 382 Deleting Class 176 (1 points): Lose 86.390598 but Gain 1507.088426 Iteration 9Q (16.910715 sec): 173 clusters Score: Raw -2633359.255649 + Penalty 157558.008982 = -2475801.246667 nChanged 315 Deleting Class 147 (4 points): Lose 66.240522 but Gain 1487.284943 Iteration 10F (19.596046 sec): 171 clusters Score: Raw -2633474.471807 + Penalty 156130.544725 = -2477343.927082 nChanged 281 Deleting Class 84 (5 points): Lose 212.405994 but Gain 1632.954003 Iteration 11Q (19.843014 sec): 170 clusters Score: Raw -2633409.960826 + Penalty 154815.549757 = -2478594.411068 nChanged 221 Deleting Class 148 (1 points): Lose 24.928681 but Gain 1442.641995 Iteration 12Q (20.081017 sec): 169 clusters Score: Raw -2633553.495236 + Penalty 153418.061620 = -2480135.433617 nChanged 195 Deleting Class 114 (1 points): Lose 17.881982 but Gain 1422.281806 Iteration 13Q (20.315867 sec): 168 clusters Score: Raw -2633624.130227 + Penalty 152015.941650 = -2481608.188577 nChanged 184 Deleting Class 171 (1 points): Lose 16.122439 but Gain 1418.189371 Iteration 14Q (20.549453 sec): 167 clusters Score: Raw -2633694.301960 + Penalty 150622.658028 = -2483071.643932 nChanged 158 Deleting Class 137 (6 points): Lose 73.147916 but Gain 1466.329948 Iteration 15Q (20.791342 sec): 166 clusters Score: Raw -2633687.860914 + Penalty 149183.113618 = -2484504.747296 nChanged 139 Deleting Class 60 (2 points): Lose 15.545832 but Gain 1375.052223 Iteration 16Q (21.025296 sec): 165 clusters Score: Raw -2633746.851139 + Penalty 147825.184908 = -2485921.666231 nChanged 141 Deleting Class 151 (1 points): Lose 24.146267 but Gain 1347.512102 Iteration 17Q (21.258849 sec): 164 clusters Score: Raw -2633790.360346 + Penalty 146499.176086 = -2487291.184260 nChanged 127 Deleting Class 185 (1 points): Lose 10.332978 but Gain 1319.012227 Iteration 18Q (21.487416 sec): 163 clusters Score: Raw -2633834.588764 + Penalty 145255.971863 = -2488578.616901 nChanged 114 Deleting Class 184 (1 points): Lose 1.799776 but Gain 1308.773792 Iteration 19Q (21.709669 sec): 162 clusters Score: Raw -2633879.756204 + Penalty 144065.356336 = -2489814.399868 nChanged 112 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2633879.756204 + Penalty 144065.356336 = -2489814.399868Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 1 (5269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.854745 sec): 2 clusters Score: Raw -391042.106012 + Penalty 53.873157 = -390988.232855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.864324 sec): 3 clusters Score: Raw -387617.864123 + Penalty 115.151488 = -387502.712634 nChanged 2519 SP:Iteration 1F (21.873788 sec): 3 clusters Score: Raw -390461.489039 + Penalty 114.083793 = -390347.405246 nChanged 286 SP:Iteration 2F (21.883583 sec): 3 clusters Score: Raw -390758.286123 + Penalty 113.523516 = -390644.762607 nChanged 135 SP:Iteration 3Q (21.893094 sec): 3 clusters Score: Raw -390987.224490 + Penalty 114.499265 = -390872.725225 nChanged 43 SP:Iteration 4Q (21.901389 sec): 3 clusters Score: Raw -391096.092653 + Penalty 116.062190 = -390980.030463 nChanged 29 SP:Iteration 5Q (21.908976 sec): 3 clusters Score: Raw -391112.509465 + Penalty 116.648652 = -390995.860813 nChanged 18 SP:Iteration 6Q (21.916548 sec): 3 clusters Score: Raw -391120.770080 + Penalty 113.641641 = -391007.128439 nChanged 15 SP:Iteration 7Q (21.924039 sec): 3 clusters Score: Raw -391126.284875 + Penalty 114.185599 = -391012.099276 nChanged 8 SP:Iteration 8Q (21.931426 sec): 3 clusters Score: Raw -391129.476967 + Penalty 114.652126 = -391014.824841 nChanged 10 SP:Iteration 9Q (21.938870 sec): 3 clusters Score: Raw -391132.079093 + Penalty 115.076115 = -391017.002978 nChanged 7 SP:Iteration 10F (21.948248 sec): 3 clusters Score: Raw -391133.641580 + Penalty 114.019283 = -391019.622297 nChanged 4 SP:Iteration 11Q (21.955614 sec): 3 clusters Score: Raw -391134.670214 + Penalty 114.370884 = -391020.299330 nChanged 4 SP:Iteration 12Q (21.963057 sec): 3 clusters Score: Raw -391135.228963 + Penalty 114.552287 = -391020.676676 nChanged 2 SP:Iteration 13Q (21.970374 sec): 3 clusters Score: Raw -391135.791292 + Penalty 114.424059 = -391021.367234 nChanged 2 SP:Iteration 14Q (21.977857 sec): 3 clusters Score: Raw -391136.493578 + Penalty 114.604364 = -391021.889214 nChanged 2 SP:Iteration 15Q (21.985534 sec): 3 clusters Score: Raw -391137.214701 + Penalty 114.695738 = -391022.518963 nChanged 2 SP:Iteration 16Q (21.993209 sec): 3 clusters Score: Raw -391137.935334 + Penalty 115.056326 = -391022.879008 nChanged 4 SP:Iteration 17Q (22.000632 sec): 3 clusters Score: Raw -391138.534098 + Penalty 115.257713 = -391023.276385 nChanged 2 SP:Iteration 18Q (22.008070 sec): 3 clusters Score: Raw -391138.648335 + Penalty 115.126602 = -391023.521733 nChanged 1 SP:Iteration 19Q (22.015396 sec): 3 clusters Score: Raw -391138.760799 + Penalty 115.126602 = -391023.634197 nChanged 0 SP:Iteration 20F (22.025005 sec): 3 clusters Score: Raw -391138.760799 + Penalty 115.126602 = -391023.634197 nChanged 0 Score: Raw -2649783.966209 + Penalty 144139.929568 = -2505644.036642 Splitting cluster 1 changes total score from -2489814.399868 to -2505644.036642 So it's getting split into cluster 60. Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (1101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.549497 sec): 2 clusters Score: Raw -94810.522255 + Penalty 467.741173 = -94342.781081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.551735 sec): 3 clusters Score: Raw -94231.803642 + Penalty 933.820338 = -93297.983304 nChanged 419 SP:Iteration 1F (24.553902 sec): 3 clusters Score: Raw -94461.820232 + Penalty 931.139711 = -93530.680521 nChanged 95 SP:Iteration 2F (24.556060 sec): 3 clusters Score: Raw -94517.669379 + Penalty 929.497778 = -93588.171601 nChanged 54 SP:Iteration 3Q (24.558234 sec): 3 clusters Score: Raw -94545.545049 + Penalty 926.251261 = -93619.293788 nChanged 40 SP:Iteration 4Q (24.560396 sec): 3 clusters Score: Raw -94562.401257 + Penalty 924.206858 = -93638.194399 nChanged 24 SP:Iteration 5Q (24.562539 sec): 3 clusters Score: Raw -94575.646573 + Penalty 922.962547 = -93652.684027 nChanged 23 SP:Iteration 6Q (24.564701 sec): 3 clusters Score: Raw -94587.092881 + Penalty 923.017873 = -93664.075008 nChanged 24 SP:Iteration 7Q (24.566868 sec): 3 clusters Score: Raw -94599.700193 + Penalty 923.616295 = -93676.083898 nChanged 23 SP:Iteration 8Q (24.569034 sec): 3 clusters Score: Raw -94611.166063 + Penalty 924.115349 = -93687.050714 nChanged 24 SP:Iteration 9Q (24.571170 sec): 3 clusters Score: Raw -94626.050984 + Penalty 927.705212 = -93698.345772 nChanged 26 SP:Iteration 10F (24.573290 sec): 3 clusters Score: Raw -94645.527615 + Penalty 927.583500 = -93717.944115 nChanged 33 SP:Iteration 11Q (24.575404 sec): 3 clusters Score: Raw -94677.989504 + Penalty 922.778087 = -93755.211417 nChanged 28 SP:Iteration 12Q (24.577494 sec): 3 clusters Score: Raw -94707.660957 + Penalty 919.111331 = -93788.549625 nChanged 25 SP:Iteration 13Q (24.579521 sec): 3 clusters Score: Raw -94730.413657 + Penalty 917.600350 = -93812.813308 nChanged 19 SP:Iteration 14Q (24.581578 sec): 3 clusters Score: Raw -94746.249943 + Penalty 913.985411 = -93832.264531 nChanged 12 SP:Iteration 15Q (24.583568 sec): 3 clusters Score: Raw -94758.874053 + Penalty 909.143284 = -93849.730769 nChanged 18 SP:Iteration 16Q (24.585599 sec): 3 clusters Score: Raw -94777.334075 + Penalty 908.199774 = -93869.134301 nChanged 13 SP:Iteration 17Q (24.587583 sec): 3 clusters Score: Raw -94786.548780 + Penalty 906.870677 = -93879.678103 nChanged 9 SP:Iteration 18Q (24.589897 sec): 3 clusters Score: Raw -94796.080848 + Penalty 897.654372 = -93898.426476 nChanged 10 SP:Iteration 19Q (24.591782 sec): 3 clusters Score: Raw -94809.317020 + Penalty 887.900560 = -93921.416461 nChanged 6 SP:Iteration 20F (24.593872 sec): 3 clusters Score: Raw -94814.840967 + Penalty 883.401861 = -93931.439106 nChanged 4 SP:Iteration 21Q (24.595723 sec): 3 clusters Score: Raw -94818.429491 + Penalty 883.346286 = -93935.083206 nChanged 4 SP:Iteration 22Q (24.597579 sec): 3 clusters Score: Raw -94820.761756 + Penalty 880.905399 = -93939.856357 nChanged 3 SP:Iteration 23Q (24.599404 sec): 3 clusters Score: Raw -94822.492945 + Penalty 878.742841 = -93943.750104 nChanged 3 SP:Iteration 24Q (24.601233 sec): 3 clusters Score: Raw -94825.202737 + Penalty 879.572235 = -93945.630502 nChanged 2 SP:Iteration 25Q (24.603023 sec): 3 clusters Score: Raw -94826.370282 + Penalty 879.060065 = -93947.310217 nChanged 1 SP:Iteration 26Q (24.604853 sec): 3 clusters Score: Raw -94826.164720 + Penalty 879.060065 = -93947.104655 nChanged 0 SP:Iteration 27F (24.607012 sec): 3 clusters Score: Raw -94826.164720 + Penalty 879.060065 = -93947.104655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 3 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.607740 sec): 2 clusters Score: Raw -5838.357347 + Penalty 469.790842 = -5368.566505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.608069 sec): 3 clusters Score: Raw -5868.771297 + Penalty 939.581685 = -4929.189612 nChanged 1 SP:Iteration 1Q (24.608385 sec): 3 clusters Score: Raw -5872.949561 + Penalty 939.581685 = -4933.367876 nChanged 0 SP:Iteration 2F (24.608705 sec): 3 clusters Score: Raw -5872.949561 + Penalty 939.581685 = -4933.367876 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 4 (1290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.615254 sec): 2 clusters Score: Raw -105710.637650 + Penalty 175.215251 = -105535.422399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.617778 sec): 3 clusters Score: Raw -104920.685219 + Penalty 354.606534 = -104566.078685 nChanged 587 SP:Iteration 1F (24.620291 sec): 3 clusters Score: Raw -105390.536733 + Penalty 364.780189 = -105025.756544 nChanged 144 SP:Iteration 2F (24.622801 sec): 3 clusters Score: Raw -105471.055747 + Penalty 371.982465 = -105099.073282 nChanged 78 SP:Iteration 3F (24.625375 sec): 3 clusters Score: Raw -105538.209463 + Penalty 383.812257 = -105154.397206 nChanged 67 SP:Iteration 4F (24.627901 sec): 3 clusters Score: Raw -105604.705243 + Penalty 394.169522 = -105210.535721 nChanged 41 SP:Iteration 5Q (24.630348 sec): 3 clusters Score: Raw -105632.399265 + Penalty 397.020361 = -105235.378904 nChanged 27 SP:Iteration 6Q (24.632782 sec): 3 clusters Score: Raw -105645.149963 + Penalty 393.869599 = -105251.280364 nChanged 16 SP:Iteration 7Q (24.635146 sec): 3 clusters Score: Raw -105655.312524 + Penalty 396.389149 = -105258.923376 nChanged 11 SP:Iteration 8Q (24.637460 sec): 3 clusters Score: Raw -105659.761055 + Penalty 395.926964 = -105263.834091 nChanged 12 SP:Iteration 9Q (24.639742 sec): 3 clusters Score: Raw -105666.801062 + Penalty 389.269938 = -105277.531124 nChanged 7 SP:Iteration 10F (24.642244 sec): 3 clusters Score: Raw -105671.017540 + Penalty 390.396751 = -105280.620790 nChanged 4 SP:Iteration 11Q (24.644479 sec): 3 clusters Score: Raw -105671.926592 + Penalty 390.396751 = -105281.529841 nChanged 0 SP:Iteration 12F (24.647023 sec): 3 clusters Score: Raw -105671.926592 + Penalty 390.396751 = -105281.529841 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.652036 sec): 2 clusters Score: Raw -92894.706371 + Penalty 284.155869 = -92610.550503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.654308 sec): 3 clusters Score: Raw -92257.181806 + Penalty 565.039117 = -91692.142689 nChanged 475 SP:Iteration 1F (24.656504 sec): 3 clusters Score: Raw -92557.010203 + Penalty 561.953820 = -91995.056382 nChanged 128 SP:Iteration 2F (24.658721 sec): 3 clusters Score: Raw -92629.140981 + Penalty 558.481186 = -92070.659795 nChanged 70 SP:Iteration 3F (24.660912 sec): 3 clusters Score: Raw -92658.121764 + Penalty 554.101120 = -92104.020644 nChanged 50 SP:Iteration 4Q (24.663073 sec): 3 clusters Score: Raw -92686.189389 + Penalty 550.003333 = -92136.186056 nChanged 47 SP:Iteration 5Q (24.665252 sec): 3 clusters Score: Raw -92709.582975 + Penalty 547.828908 = -92161.754067 nChanged 45 SP:Iteration 6Q (24.667481 sec): 3 clusters Score: Raw -92733.719947 + Penalty 548.129162 = -92185.590785 nChanged 49 SP:Iteration 7Q (24.669761 sec): 3 clusters Score: Raw -92764.673205 + Penalty 549.364335 = -92215.308870 nChanged 45 SP:Iteration 8Q (24.671956 sec): 3 clusters Score: Raw -92794.214833 + Penalty 551.377172 = -92242.837661 nChanged 41 SP:Iteration 9Q (24.674098 sec): 3 clusters Score: Raw -92821.002876 + Penalty 549.337400 = -92271.665476 nChanged 32 SP:Iteration 10F (24.676268 sec): 3 clusters Score: Raw -92840.938550 + Penalty 550.421244 = -92290.517306 nChanged 30 SP:Iteration 11Q (24.678371 sec): 3 clusters Score: Raw -92859.999600 + Penalty 543.711983 = -92316.287617 nChanged 20 SP:Iteration 12Q (24.680525 sec): 3 clusters Score: Raw -92871.670612 + Penalty 534.721740 = -92336.948872 nChanged 16 SP:Iteration 13Q (24.682630 sec): 3 clusters Score: Raw -92883.224449 + Penalty 522.544249 = -92360.680200 nChanged 12 SP:Iteration 14Q (24.684725 sec): 3 clusters Score: Raw -92892.177234 + Penalty 526.518915 = -92365.658319 nChanged 6 SP:Iteration 15Q (24.686865 sec): 3 clusters Score: Raw -92895.267994 + Penalty 524.662458 = -92370.605537 nChanged 4 SP:Iteration 16Q (24.689005 sec): 3 clusters Score: Raw -92896.399789 + Penalty 525.894934 = -92370.504855 nChanged 4 SP:Iteration 17F (24.691209 sec): 3 clusters Score: Raw -92898.792946 + Penalty 526.474400 = -92372.318546 nChanged 4 SP:Iteration 18Q (24.693292 sec): 3 clusters Score: Raw -92900.118267 + Penalty 531.733742 = -92368.384526 nChanged 2 SP:Iteration 19F (24.695506 sec): 3 clusters Score: Raw -92900.430778 + Penalty 533.484086 = -92366.946692 nChanged 2 SP:Iteration 20F (24.697700 sec): 3 clusters Score: Raw -92901.289188 + Penalty 537.976675 = -92363.312513 nChanged 2 SP:Iteration 21F (24.699908 sec): 3 clusters Score: Raw -92901.846273 + Penalty 541.312421 = -92360.533852 nChanged 1 SP:Iteration 22F (24.702099 sec): 3 clusters Score: Raw -92902.368994 + Penalty 544.349104 = -92358.019890 nChanged 1 SP:Iteration 23F (24.704309 sec): 3 clusters Score: Raw -92902.935328 + Penalty 544.349104 = -92358.586224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.704976 sec): 2 clusters Score: Raw -534.115909 + Penalty 150.523817 = -383.592092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.705193 sec): 3 clusters Score: Raw -532.453733 + Penalty 289.263163 = -243.190570 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 7 (11542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.754686 sec): 2 clusters Score: Raw -905989.103550 + Penalty 124.068574 = -905865.034976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.776559 sec): 3 clusters Score: Raw -898328.585934 + Penalty 278.116213 = -898050.469720 nChanged 5518 SP:Iteration 1F (24.798127 sec): 3 clusters Score: Raw -903056.074013 + Penalty 262.897447 = -902793.176566 nChanged 1260 SP:Iteration 2F (24.819630 sec): 3 clusters Score: Raw -903857.466227 + Penalty 245.095963 = -903612.370264 nChanged 831 SP:Iteration 3F (24.841136 sec): 3 clusters Score: Raw -904488.701194 + Penalty 232.211730 = -904256.489464 nChanged 698 SP:Iteration 4F (24.863221 sec): 3 clusters Score: Raw -904988.304242 + Penalty 222.488035 = -904765.816207 nChanged 597 SP:Iteration 5F (24.884855 sec): 3 clusters Score: Raw -905400.294264 + Penalty 215.098447 = -905185.195816 nChanged 474 SP:Iteration 6Q (24.906616 sec): 3 clusters Score: Raw -905826.346756 + Penalty 207.604061 = -905618.742695 nChanged 439 SP:Iteration 7Q (24.928342 sec): 3 clusters Score: Raw -906591.109126 + Penalty 203.676232 = -906387.432893 nChanged 239 SP:Iteration 8Q (24.949729 sec): 3 clusters Score: Raw -906894.706184 + Penalty 201.942062 = -906692.764123 nChanged 149 SP:Iteration 9Q (24.969308 sec): 3 clusters Score: Raw -906948.312299 + Penalty 200.668497 = -906747.643802 nChanged 120 SP:Iteration 10F (24.991187 sec): 3 clusters Score: Raw -906980.154368 + Penalty 199.770805 = -906780.383562 nChanged 86 SP:Iteration 11Q (25.010291 sec): 3 clusters Score: Raw -906998.938975 + Penalty 199.221220 = -906799.717756 nChanged 58 SP:Iteration 12Q (25.029313 sec): 3 clusters Score: Raw -907006.824849 + Penalty 198.780461 = -906808.044388 nChanged 36 SP:Iteration 13Q (25.049264 sec): 3 clusters Score: Raw -907010.388774 + Penalty 198.387861 = -906812.000913 nChanged 33 SP:Iteration 14Q (25.068437 sec): 3 clusters Score: Raw -907013.644763 + Penalty 198.090099 = -906815.554664 nChanged 24 SP:Iteration 15Q (25.087203 sec): 3 clusters Score: Raw -907015.202238 + Penalty 197.814543 = -906817.387695 nChanged 19 SP:Iteration 16Q (25.106035 sec): 3 clusters Score: Raw -907016.533248 + Penalty 197.656064 = -906818.877184 nChanged 17 SP:Iteration 17Q (25.124992 sec): 3 clusters Score: Raw -907017.413445 + Penalty 197.570581 = -906819.842864 nChanged 9 SP:Iteration 18Q (25.143843 sec): 3 clusters Score: Raw -907017.747699 + Penalty 197.457476 = -906820.290223 nChanged 10 SP:Iteration 19Q (25.163400 sec): 3 clusters Score: Raw -907018.380439 + Penalty 197.368985 = -906821.011454 nChanged 10 SP:Iteration 20F (25.185153 sec): 3 clusters Score: Raw -907019.018129 + Penalty 197.303118 = -906821.715011 nChanged 7 SP:Iteration 21Q (25.204402 sec): 3 clusters Score: Raw -907019.305028 + Penalty 197.249366 = -906822.055662 nChanged 6 SP:Iteration 22Q (25.223566 sec): 3 clusters Score: Raw -907019.384664 + Penalty 197.231818 = -906822.152846 nChanged 2 SP:Iteration 23Q (25.242575 sec): 3 clusters Score: Raw -907019.444961 + Penalty 197.205527 = -906822.239434 nChanged 3 SP:Iteration 24Q (25.262228 sec): 3 clusters Score: Raw -907019.482929 + Penalty 197.179274 = -906822.303655 nChanged 3 SP:Iteration 25Q (25.281413 sec): 3 clusters Score: Raw -907019.514739 + Penalty 197.150714 = -906822.364024 nChanged 2 SP:Iteration 26Q (25.300389 sec): 3 clusters Score: Raw -907019.530510 + Penalty 197.141973 = -906822.388537 nChanged 1 SP:Iteration 27Q (25.319391 sec): 3 clusters Score: Raw -907019.523680 + Penalty 197.115775 = -906822.407905 nChanged 3 SP:Iteration 28Q (25.338590 sec): 3 clusters Score: Raw -907019.580098 + Penalty 197.069155 = -906822.510943 nChanged 4 SP:Iteration 29Q (25.358013 sec): 3 clusters Score: Raw -907019.642803 + Penalty 197.012321 = -906822.630482 nChanged 5 SP:Iteration 30F (25.380175 sec): 3 clusters Score: Raw -907019.741455 + Penalty 196.972893 = -906822.768563 nChanged 4 SP:Iteration 31Q (25.399551 sec): 3 clusters Score: Raw -907019.816835 + Penalty 196.929493 = -906822.887342 nChanged 5 SP:Iteration 32Q (25.418633 sec): 3 clusters Score: Raw -907019.941328 + Penalty 196.886197 = -906823.055131 nChanged 5 SP:Iteration 33Q (25.437682 sec): 3 clusters Score: Raw -907020.246437 + Penalty 196.826558 = -906823.419880 nChanged 6 SP:Iteration 34Q (25.456941 sec): 3 clusters Score: Raw -907020.469105 + Penalty 196.817931 = -906823.651174 nChanged 1 SP:Iteration 35Q (25.476231 sec): 3 clusters Score: Raw -907020.496714 + Penalty 196.792077 = -906823.704637 nChanged 3 SP:Iteration 36Q (25.495639 sec): 3 clusters Score: Raw -907020.559515 + Penalty 196.746924 = -906823.812590 nChanged 5 SP:Iteration 37Q (25.515648 sec): 3 clusters Score: Raw -907020.620134 + Penalty 196.721166 = -906823.898967 nChanged 3 SP:Iteration 38Q (25.535132 sec): 3 clusters Score: Raw -907020.830710 + Penalty 196.644119 = -906824.186592 nChanged 9 SP:Iteration 39Q (25.554193 sec): 3 clusters Score: Raw -907021.348345 + Penalty 196.592942 = -906824.755403 nChanged 6 SP:Iteration 40F (25.576527 sec): 3 clusters Score: Raw -907021.577932 + Penalty 196.541916 = -906825.036016 nChanged 6 SP:Iteration 41Q (25.596363 sec): 3 clusters Score: Raw -907021.758209 + Penalty 196.498340 = -906825.259868 nChanged 5 SP:Iteration 42Q (25.615276 sec): 3 clusters Score: Raw -907022.007974 + Penalty 196.453538 = -906825.554437 nChanged 5 SP:Iteration 43Q (25.634496 sec): 3 clusters Score: Raw -907022.293927 + Penalty 196.410811 = -906825.883115 nChanged 4 SP:Iteration 44Q (25.653656 sec): 3 clusters Score: Raw -907022.498096 + Penalty 196.402373 = -906826.095723 nChanged 1 SP:Iteration 45Q (25.673039 sec): 3 clusters Score: Raw -907022.528258 + Penalty 196.402373 = -906826.125885 nChanged 0 SP:Iteration 46F (25.695065 sec): 3 clusters Score: Raw -907022.528258 + Penalty 196.402373 = -906826.125885 nChanged 0 Score: Raw -2650817.395494 + Penalty 144220.610034 = -2506596.785460 Splitting cluster 7 changes total score from -2489814.399868 to -2506596.785460 So it's getting split into cluster 84. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.258088 sec): 2 clusters Score: Raw -34415.473792 + Penalty 623.448650 = -33792.025142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.258992 sec): 3 clusters Score: Raw -34281.759132 + Penalty 1246.169593 = -33035.589539 nChanged 96 SP:Iteration 1F (28.259875 sec): 3 clusters Score: Raw -34370.065428 + Penalty 1245.729315 = -33124.336113 nChanged 27 SP:Iteration 2F (28.260750 sec): 3 clusters Score: Raw -34406.516159 + Penalty 1244.922420 = -33161.593740 nChanged 10 SP:Iteration 3Q (28.261619 sec): 3 clusters Score: Raw -34418.428593 + Penalty 1243.966214 = -33174.462380 nChanged 12 SP:Iteration 4Q (28.262487 sec): 3 clusters Score: Raw -34434.891373 + Penalty 1243.466454 = -33191.424919 nChanged 10 SP:Iteration 5Q (28.263394 sec): 3 clusters Score: Raw -34445.460456 + Penalty 1241.263736 = -33204.196720 nChanged 10 SP:Iteration 6Q (28.264304 sec): 3 clusters Score: Raw -34455.719587 + Penalty 1240.046134 = -33215.673452 nChanged 6 SP:Iteration 7Q (28.265209 sec): 3 clusters Score: Raw -34464.505295 + Penalty 1240.205978 = -33224.299318 nChanged 3 SP:Iteration 8Q (28.266109 sec): 3 clusters Score: Raw -34468.487164 + Penalty 1240.227077 = -33228.260087 nChanged 1 SP:Iteration 9Q (28.267007 sec): 3 clusters Score: Raw -34469.100185 + Penalty 1240.037638 = -33229.062547 nChanged 1 SP:Iteration 10F (28.267921 sec): 3 clusters Score: Raw -34469.243177 + Penalty 1240.037638 = -33229.205540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 9 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.268905 sec): 2 clusters Score: Raw -842.611533 + Penalty 278.448653 = -564.162880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.269153 sec): 3 clusters Score: Raw -950.961531 + Penalty 557.983793 = -392.977738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.270131 sec): 2 clusters Score: Raw -5438.307046 + Penalty 331.956364 = -5106.350682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.270458 sec): 3 clusters Score: Raw -5441.896989 + Penalty 662.602394 = -4779.294595 nChanged 7 SP:Iteration 1F (28.270779 sec): 3 clusters Score: Raw -5451.911956 + Penalty 662.602394 = -4789.309563 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 11 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.275139 sec): 2 clusters Score: Raw -104530.659034 + Penalty 376.256703 = -104154.402330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.277520 sec): 3 clusters Score: Raw -103769.831708 + Penalty 740.377137 = -103029.454571 nChanged 478 SP:Iteration 1F (28.279883 sec): 3 clusters Score: Raw -104026.383630 + Penalty 725.586668 = -103300.796962 nChanged 164 SP:Iteration 2F (28.282234 sec): 3 clusters Score: Raw -104134.436011 + Penalty 729.552294 = -103404.883717 nChanged 136 SP:Iteration 3F (28.284557 sec): 3 clusters Score: Raw -104263.863855 + Penalty 756.431905 = -103507.431950 nChanged 116 SP:Iteration 4F (28.286851 sec): 3 clusters Score: Raw -104389.518002 + Penalty 785.708034 = -103603.809968 nChanged 74 SP:Iteration 5F (28.289171 sec): 3 clusters Score: Raw -104459.231436 + Penalty 818.982400 = -103640.249036 nChanged 36 SP:Iteration 6Q (28.291456 sec): 3 clusters Score: Raw -104496.981070 + Penalty 837.983984 = -103658.997086 nChanged 29 SP:Iteration 7Q (28.293663 sec): 3 clusters Score: Raw -104534.829040 + Penalty 857.879110 = -103676.949930 nChanged 13 SP:Iteration 8Q (28.295776 sec): 3 clusters Score: Raw -104550.816756 + Penalty 858.051834 = -103692.764922 nChanged 5 SP:Iteration 9Q (28.297780 sec): 3 clusters Score: Raw -104559.374554 + Penalty 856.988925 = -103702.385629 nChanged 3 SP:Iteration 10F (28.300124 sec): 3 clusters Score: Raw -104563.744938 + Penalty 859.424801 = -103704.320136 nChanged 2 SP:Iteration 11Q (28.302029 sec): 3 clusters Score: Raw -104565.039729 + Penalty 863.987504 = -103701.052225 nChanged 1 SP:Iteration 12F (28.304454 sec): 3 clusters Score: Raw -104566.654213 + Penalty 863.987504 = -103702.666709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.305592 sec): 2 clusters Score: Raw -4515.765286 + Penalty 377.135681 = -4138.629606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.305895 sec): 3 clusters Score: Raw -4546.803810 + Penalty 754.373257 = -3792.430553 nChanged 3 SP:Iteration 1F (28.306192 sec): 3 clusters Score: Raw -4552.231694 + Penalty 754.103168 = -3798.128526 nChanged 1 SP:Iteration 2Q (28.306482 sec): 3 clusters Score: Raw -4554.437873 + Penalty 754.103168 = -3800.334705 nChanged 0 SP:Iteration 3F (28.306783 sec): 3 clusters Score: Raw -4554.437873 + Penalty 754.103168 = -3800.334705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 13 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.307726 sec): 2 clusters Score: Raw -4843.973829 + Penalty 454.355478 = -4389.618352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.308028 sec): 3 clusters Score: Raw -4869.622994 + Penalty 908.710956 = -3960.912038 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.311308 sec): 2 clusters Score: Raw -61127.113844 + Penalty 387.632156 = -60739.481688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.312839 sec): 3 clusters Score: Raw -60699.726556 + Penalty 775.521837 = -59924.204720 nChanged 256 SP:Iteration 1F (28.314335 sec): 3 clusters Score: Raw -60852.224909 + Penalty 779.422907 = -60072.802003 nChanged 112 SP:Iteration 2F (28.315822 sec): 3 clusters Score: Raw -60943.938689 + Penalty 782.174272 = -60161.764417 nChanged 64 SP:Iteration 3F (28.317342 sec): 3 clusters Score: Raw -60989.680768 + Penalty 783.978286 = -60205.702482 nChanged 37 SP:Iteration 4F (28.318837 sec): 3 clusters Score: Raw -61022.519494 + Penalty 784.814778 = -60237.704716 nChanged 20 SP:Iteration 5Q (28.320306 sec): 3 clusters Score: Raw -61044.445230 + Penalty 785.030641 = -60259.414589 nChanged 20 SP:Iteration 6Q (28.321780 sec): 3 clusters Score: Raw -61054.393857 + Penalty 784.704266 = -60269.689591 nChanged 12 SP:Iteration 7Q (28.323213 sec): 3 clusters Score: Raw -61059.020988 + Penalty 784.285762 = -60274.735226 nChanged 8 SP:Iteration 8Q (28.324617 sec): 3 clusters Score: Raw -61061.686511 + Penalty 783.956498 = -60277.730013 nChanged 2 SP:Iteration 9Q (28.326066 sec): 3 clusters Score: Raw -61062.980632 + Penalty 783.666340 = -60279.314292 nChanged 1 SP:Iteration 10F (28.327549 sec): 3 clusters Score: Raw -61063.651285 + Penalty 783.530991 = -60280.120294 nChanged 1 SP:Iteration 11Q (28.328967 sec): 3 clusters Score: Raw -61064.288925 + Penalty 783.188028 = -60281.100897 nChanged 1 SP:Iteration 12Q (28.330412 sec): 3 clusters Score: Raw -61064.402547 + Penalty 783.188028 = -60281.214519 nChanged 0 SP:Iteration 13F (28.331905 sec): 3 clusters Score: Raw -61064.402547 + Penalty 783.188028 = -60281.214519 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.336550 sec): 2 clusters Score: Raw -84781.366718 + Penalty 573.015335 = -84208.351383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.338581 sec): 3 clusters Score: Raw -84280.999325 + Penalty 1137.719550 = -83143.279775 nChanged 345 SP:Iteration 1F (28.340537 sec): 3 clusters Score: Raw -84494.152424 + Penalty 1127.845159 = -83366.307265 nChanged 107 SP:Iteration 2F (28.342433 sec): 3 clusters Score: Raw -84573.998058 + Penalty 1123.364388 = -83450.633670 nChanged 63 SP:Iteration 3F (28.344321 sec): 3 clusters Score: Raw -84609.823660 + Penalty 1113.936413 = -83495.887247 nChanged 51 SP:Iteration 4F (28.346224 sec): 3 clusters Score: Raw -84643.750012 + Penalty 1111.865515 = -83531.884497 nChanged 37 SP:Iteration 5Q (28.348116 sec): 3 clusters Score: Raw -84670.926809 + Penalty 1107.319257 = -83563.607552 nChanged 35 SP:Iteration 6Q (28.350038 sec): 3 clusters Score: Raw -84697.842574 + Penalty 1108.980507 = -83588.862066 nChanged 32 SP:Iteration 7Q (28.351933 sec): 3 clusters Score: Raw -84726.080946 + Penalty 1109.847567 = -83616.233380 nChanged 25 SP:Iteration 8Q (28.353814 sec): 3 clusters Score: Raw -84751.631013 + Penalty 1117.897623 = -83633.733391 nChanged 18 SP:Iteration 9Q (28.355687 sec): 3 clusters Score: Raw -84768.117711 + Penalty 1123.205596 = -83644.912115 nChanged 10 SP:Iteration 10F (28.357570 sec): 3 clusters Score: Raw -84775.230694 + Penalty 1123.169611 = -83652.061083 nChanged 7 SP:Iteration 11Q (28.359439 sec): 3 clusters Score: Raw -84782.937607 + Penalty 1120.583743 = -83662.353865 nChanged 4 SP:Iteration 12Q (28.361267 sec): 3 clusters Score: Raw -84786.992722 + Penalty 1123.495818 = -83663.496904 nChanged 3 SP:Iteration 13Q (28.363103 sec): 3 clusters Score: Raw -84787.802031 + Penalty 1128.129036 = -83659.672994 nChanged 2 SP:Iteration 14F (28.365004 sec): 3 clusters Score: Raw -84788.700760 + Penalty 1128.918364 = -83659.782397 nChanged 2 SP:Iteration 15Q (28.366815 sec): 3 clusters Score: Raw -84791.266051 + Penalty 1127.726645 = -83663.539407 nChanged 4 SP:Iteration 16Q (28.368650 sec): 3 clusters Score: Raw -84795.348180 + Penalty 1125.597048 = -83669.751133 nChanged 3 SP:Iteration 17Q (28.370475 sec): 3 clusters Score: Raw -84797.366283 + Penalty 1123.799202 = -83673.567081 nChanged 3 SP:Iteration 18Q (28.372267 sec): 3 clusters Score: Raw -84798.844590 + Penalty 1127.297095 = -83671.547495 nChanged 2 SP:Iteration 19F (28.374136 sec): 3 clusters Score: Raw -84800.526831 + Penalty 1126.846148 = -83673.680683 nChanged 1 SP:Iteration 20F (28.375995 sec): 3 clusters Score: Raw -84801.267349 + Penalty 1126.593217 = -83674.674131 nChanged 2 SP:Iteration 21Q (28.377795 sec): 3 clusters Score: Raw -84805.379966 + Penalty 1130.608351 = -83674.771614 nChanged 4 SP:Iteration 22Q (28.379563 sec): 3 clusters Score: Raw -84812.879382 + Penalty 1139.677216 = -83673.202165 nChanged 3 SP:Iteration 23F (28.381764 sec): 3 clusters Score: Raw -84820.024862 + Penalty 1151.290351 = -83668.734512 nChanged 2 SP:Iteration 24F (28.383677 sec): 3 clusters Score: Raw -84823.551852 + Penalty 1157.370547 = -83666.181304 nChanged 1 SP:Iteration 25F (28.385537 sec): 3 clusters Score: Raw -84824.099811 + Penalty 1161.512681 = -83662.587130 nChanged 1 SP:Iteration 26F (28.387417 sec): 3 clusters Score: Raw -84824.960299 + Penalty 1168.641606 = -83656.318692 nChanged 1 SP:Iteration 27F (28.389266 sec): 3 clusters Score: Raw -84826.301333 + Penalty 1168.641606 = -83657.659727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.391126 sec): 2 clusters Score: Raw -7792.561483 + Penalty 271.666338 = -7520.895145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.391504 sec): 3 clusters Score: Raw -7763.289451 + Penalty 547.591786 = -7215.697665 nChanged 12 SP:Iteration 1F (28.391896 sec): 3 clusters Score: Raw -7777.776087 + Penalty 547.077408 = -7230.698679 nChanged 5 SP:Iteration 2F (28.392281 sec): 3 clusters Score: Raw -7786.063566 + Penalty 546.596487 = -7239.467079 nChanged 6 SP:Iteration 3F (28.392655 sec): 3 clusters Score: Raw -7794.839354 + Penalty 550.177208 = -7244.662146 nChanged 3 SP:Iteration 4Q (28.393050 sec): 3 clusters Score: Raw -7798.237813 + Penalty 555.667746 = -7242.570067 nChanged 2 SP:Iteration 5F (28.393420 sec): 3 clusters Score: Raw -7801.133689 + Penalty 558.567889 = -7242.565800 nChanged 1 SP:Iteration 6F (28.393790 sec): 3 clusters Score: Raw -7801.787072 + Penalty 563.071837 = -7238.715235 nChanged 1 SP:Iteration 7F (28.394159 sec): 3 clusters Score: Raw -7802.946426 + Penalty 566.108928 = -7236.837498 nChanged 1 SP:Iteration 8F (28.394529 sec): 3 clusters Score: Raw -7803.155439 + Penalty 566.108928 = -7237.046511 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 17 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.397397 sec): 2 clusters Score: Raw -56650.008648 + Penalty 521.931325 = -56128.077324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.398760 sec): 3 clusters Score: Raw -56291.824793 + Penalty 1048.078438 = -55243.746355 nChanged 227 SP:Iteration 1F (28.400081 sec): 3 clusters Score: Raw -56458.264611 + Penalty 1056.252032 = -55402.012580 nChanged 81 SP:Iteration 2F (28.401399 sec): 3 clusters Score: Raw -56532.874761 + Penalty 1063.111650 = -55469.763111 nChanged 44 SP:Iteration 3F (28.402742 sec): 3 clusters Score: Raw -56568.396440 + Penalty 1065.527843 = -55502.868596 nChanged 24 SP:Iteration 4Q (28.404076 sec): 3 clusters Score: Raw -56585.247666 + Penalty 1067.569150 = -55517.678516 nChanged 18 SP:Iteration 5Q (28.405385 sec): 3 clusters Score: Raw -56597.429829 + Penalty 1070.253746 = -55527.176083 nChanged 10 SP:Iteration 6Q (28.406690 sec): 3 clusters Score: Raw -56604.303446 + Penalty 1071.213642 = -55533.089804 nChanged 14 SP:Iteration 7Q (28.408010 sec): 3 clusters Score: Raw -56614.459014 + Penalty 1070.447660 = -55544.011353 nChanged 9 SP:Iteration 8Q (28.409289 sec): 3 clusters Score: Raw -56619.291933 + Penalty 1071.989299 = -55547.302634 nChanged 8 SP:Iteration 9Q (28.410557 sec): 3 clusters Score: Raw -56623.071504 + Penalty 1072.065241 = -55551.006262 nChanged 7 SP:Iteration 10F (28.411913 sec): 3 clusters Score: Raw -56626.974354 + Penalty 1073.263183 = -55553.711171 nChanged 6 SP:Iteration 11Q (28.413269 sec): 3 clusters Score: Raw -56630.430352 + Penalty 1074.451016 = -55555.979336 nChanged 4 SP:Iteration 12Q (28.414583 sec): 3 clusters Score: Raw -56633.698290 + Penalty 1075.339859 = -55558.358431 nChanged 5 SP:Iteration 13Q (28.415883 sec): 3 clusters Score: Raw -56635.350707 + Penalty 1077.609777 = -55557.740931 nChanged 3 SP:Iteration 14F (28.417253 sec): 3 clusters Score: Raw -56638.166078 + Penalty 1080.114017 = -55558.052061 nChanged 3 SP:Iteration 15Q (28.418516 sec): 3 clusters Score: Raw -56640.125417 + Penalty 1080.915205 = -55559.210212 nChanged 4 SP:Iteration 16Q (28.419745 sec): 3 clusters Score: Raw -56643.678672 + Penalty 1080.135880 = -55563.542791 nChanged 4 SP:Iteration 17Q (28.420968 sec): 3 clusters Score: Raw -56648.660553 + Penalty 1081.165112 = -55567.495441 nChanged 4 SP:Iteration 18Q (28.422191 sec): 3 clusters Score: Raw -56650.443033 + Penalty 1081.165112 = -55569.277921 nChanged 0 SP:Iteration 19F (28.423532 sec): 3 clusters Score: Raw -56650.443033 + Penalty 1081.165112 = -55569.277921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.425175 sec): 2 clusters Score: Raw -5207.810208 + Penalty 228.965326 = -4978.844882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.425512 sec): 3 clusters Score: Raw -5218.973350 + Penalty 461.869870 = -4757.103480 nChanged 10 SP:Iteration 1F (28.425841 sec): 3 clusters Score: Raw -5233.055479 + Penalty 461.869870 = -4771.185610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.427313 sec): 2 clusters Score: Raw -11157.743628 + Penalty 242.957541 = -10914.786087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.427816 sec): 3 clusters Score: Raw -11102.352125 + Penalty 485.756521 = -10616.595604 nChanged 31 SP:Iteration 1F (28.428281 sec): 3 clusters Score: Raw -11129.599794 + Penalty 485.500990 = -10644.098804 nChanged 9 SP:Iteration 2F (28.428738 sec): 3 clusters Score: Raw -11140.192616 + Penalty 486.081735 = -10654.110881 nChanged 4 SP:Iteration 3Q (28.429194 sec): 3 clusters Score: Raw -11144.745102 + Penalty 486.014168 = -10658.730934 nChanged 2 SP:Iteration 4Q (28.429649 sec): 3 clusters Score: Raw -11146.922739 + Penalty 487.410940 = -10659.511799 nChanged 3 SP:Iteration 5Q (28.430104 sec): 3 clusters Score: Raw -11153.548683 + Penalty 489.419702 = -10664.128981 nChanged 3 SP:Iteration 6Q (28.430559 sec): 3 clusters Score: Raw -11160.111420 + Penalty 489.006005 = -10671.105415 nChanged 3 SP:Iteration 7Q (28.431009 sec): 3 clusters Score: Raw -11161.720483 + Penalty 489.981344 = -10671.739140 nChanged 1 SP:Iteration 8Q (28.431477 sec): 3 clusters Score: Raw -11162.830591 + Penalty 489.981344 = -10672.849247 nChanged 0 SP:Iteration 9F (28.431938 sec): 3 clusters Score: Raw -11162.830591 + Penalty 489.981344 = -10672.849247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.434066 sec): 2 clusters Score: Raw -28154.383526 + Penalty 482.662661 = -27671.720865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.434926 sec): 3 clusters Score: Raw -28037.614416 + Penalty 969.862769 = -27067.751647 nChanged 85 SP:Iteration 1F (28.435755 sec): 3 clusters Score: Raw -28120.833222 + Penalty 969.155152 = -27151.678070 nChanged 19 SP:Iteration 2F (28.436605 sec): 3 clusters Score: Raw -28147.021418 + Penalty 966.016673 = -27181.004745 nChanged 12 SP:Iteration 3Q (28.437450 sec): 3 clusters Score: Raw -28160.706468 + Penalty 966.968288 = -27193.738180 nChanged 8 SP:Iteration 4Q (28.438284 sec): 3 clusters Score: Raw -28172.187972 + Penalty 966.339231 = -27205.848741 nChanged 5 SP:Iteration 5Q (28.439120 sec): 3 clusters Score: Raw -28177.077467 + Penalty 966.754443 = -27210.323025 nChanged 4 SP:Iteration 6Q (28.439966 sec): 3 clusters Score: Raw -28180.451400 + Penalty 967.377221 = -27213.074179 nChanged 1 SP:Iteration 7Q (28.440810 sec): 3 clusters Score: Raw -28180.975796 + Penalty 967.243240 = -27213.732556 nChanged 1 SP:Iteration 8Q (28.441654 sec): 3 clusters Score: Raw -28183.067333 + Penalty 966.942558 = -27216.124775 nChanged 3 SP:Iteration 9Q (28.442501 sec): 3 clusters Score: Raw -28189.464350 + Penalty 964.980324 = -27224.484026 nChanged 7 SP:Iteration 10F (28.443366 sec): 3 clusters Score: Raw -28204.641948 + Penalty 963.911621 = -27240.730327 nChanged 10 SP:Iteration 11Q (28.444211 sec): 3 clusters Score: Raw -28217.959943 + Penalty 963.931818 = -27254.028124 nChanged 5 SP:Iteration 12Q (28.445032 sec): 3 clusters Score: Raw -28229.204707 + Penalty 965.710870 = -27263.493837 nChanged 4 SP:Iteration 13Q (28.445842 sec): 3 clusters Score: Raw -28236.571897 + Penalty 966.538388 = -27270.033509 nChanged 5 SP:Iteration 14Q (28.446668 sec): 3 clusters Score: Raw -28243.930083 + Penalty 966.945031 = -27276.985052 nChanged 3 SP:Iteration 15Q (28.447477 sec): 3 clusters Score: Raw -28249.267990 + Penalty 968.665436 = -27280.602553 nChanged 2 SP:Iteration 16Q (28.448285 sec): 3 clusters Score: Raw -28252.639030 + Penalty 968.325770 = -27284.313261 nChanged 3 SP:Iteration 17Q (28.449089 sec): 3 clusters Score: Raw -28256.738521 + Penalty 968.325770 = -27288.412751 nChanged 0 SP:Iteration 18F (28.449919 sec): 3 clusters Score: Raw -28256.738521 + Penalty 968.325770 = -27288.412751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.451794 sec): 2 clusters Score: Raw -30741.760830 + Penalty 606.454213 = -30135.306617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.452666 sec): 3 clusters Score: Raw -30658.568456 + Penalty 1213.610204 = -29444.958252 nChanged 103 SP:Iteration 1F (28.453494 sec): 3 clusters Score: Raw -30752.536358 + Penalty 1214.564156 = -29537.972202 nChanged 21 SP:Iteration 2F (28.454322 sec): 3 clusters Score: Raw -30773.106155 + Penalty 1215.258279 = -29557.847876 nChanged 10 SP:Iteration 3Q (28.455135 sec): 3 clusters Score: Raw -30779.931603 + Penalty 1214.796933 = -29565.134670 nChanged 1 SP:Iteration 4Q (28.455967 sec): 3 clusters Score: Raw -30780.284996 + Penalty 1214.796933 = -29565.488062 nChanged 0 SP:Iteration 5F (28.456799 sec): 3 clusters Score: Raw -30780.284996 + Penalty 1214.796933 = -29565.488062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.457715 sec): 2 clusters Score: Raw -510.484218 + Penalty 129.780184 = -380.704034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.457938 sec): 3 clusters Score: Raw -511.853420 + Penalty 259.560367 = -252.293053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.458734 sec): 2 clusters Score: Raw -762.053349 + Penalty 219.926811 = -542.126538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.458956 sec): 3 clusters Score: Raw -753.585780 + Penalty 445.110856 = -308.474924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.460161 sec): 2 clusters Score: Raw -11108.053835 + Penalty 403.185399 = -10704.868436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.460634 sec): 3 clusters Score: Raw -11101.071160 + Penalty 801.950511 = -10299.120649 nChanged 24 SP:Iteration 1F (28.461124 sec): 3 clusters Score: Raw -11134.125978 + Penalty 800.754080 = -10333.371898 nChanged 4 SP:Iteration 2Q (28.461584 sec): 3 clusters Score: Raw -11139.040043 + Penalty 800.511493 = -10338.528551 nChanged 1 SP:Iteration 3Q (28.462042 sec): 3 clusters Score: Raw -11147.979706 + Penalty 799.580877 = -10348.398829 nChanged 2 SP:Iteration 4Q (28.462500 sec): 3 clusters Score: Raw -11153.933274 + Penalty 799.012457 = -10354.920817 nChanged 1 SP:Iteration 5Q (28.462957 sec): 3 clusters Score: Raw -11157.370908 + Penalty 797.980841 = -10359.390066 nChanged 1 SP:Iteration 6Q (28.463412 sec): 3 clusters Score: Raw -11158.740624 + Penalty 798.571737 = -10360.168887 nChanged 1 SP:Iteration 7Q (28.463866 sec): 3 clusters Score: Raw -11159.265825 + Penalty 798.571737 = -10360.694088 nChanged 0 SP:Iteration 8F (28.464334 sec): 3 clusters Score: Raw -11159.265825 + Penalty 798.571737 = -10360.694088 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 25 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.467382 sec): 2 clusters Score: Raw -61514.492158 + Penalty 742.863432 = -60771.628726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.468849 sec): 3 clusters Score: Raw -61239.655898 + Penalty 1486.187575 = -59753.468323 nChanged 225 SP:Iteration 1F (28.470338 sec): 3 clusters Score: Raw -61406.679684 + Penalty 1486.128198 = -59920.551486 nChanged 58 SP:Iteration 2F (28.471801 sec): 3 clusters Score: Raw -61450.409848 + Penalty 1486.225498 = -59964.184350 nChanged 27 SP:Iteration 3Q (28.473236 sec): 3 clusters Score: Raw -61470.362954 + Penalty 1486.480151 = -59983.882803 nChanged 17 SP:Iteration 4Q (28.474685 sec): 3 clusters Score: Raw -61482.351584 + Penalty 1486.433664 = -59995.917920 nChanged 12 SP:Iteration 5Q (28.476152 sec): 3 clusters Score: Raw -61491.759164 + Penalty 1486.359074 = -60005.400091 nChanged 6 SP:Iteration 6Q (28.477595 sec): 3 clusters Score: Raw -61500.375556 + Penalty 1486.284231 = -60014.091325 nChanged 5 SP:Iteration 7Q (28.479082 sec): 3 clusters Score: Raw -61504.127202 + Penalty 1486.201395 = -60017.925807 nChanged 7 SP:Iteration 8Q (28.480529 sec): 3 clusters Score: Raw -61511.335151 + Penalty 1486.063397 = -60025.271754 nChanged 9 SP:Iteration 9Q (28.481966 sec): 3 clusters Score: Raw -61521.545408 + Penalty 1485.878713 = -60035.666695 nChanged 14 SP:Iteration 10F (28.483440 sec): 3 clusters Score: Raw -61534.627422 + Penalty 1485.612853 = -60049.014569 nChanged 14 SP:Iteration 11Q (28.484935 sec): 3 clusters Score: Raw -61546.210411 + Penalty 1485.547618 = -60060.662792 nChanged 4 SP:Iteration 12Q (28.486644 sec): 3 clusters Score: Raw -61548.918249 + Penalty 1485.468803 = -60063.449446 nChanged 5 SP:Iteration 13Q (28.488171 sec): 3 clusters Score: Raw -61555.015130 + Penalty 1485.496976 = -60069.518154 nChanged 10 SP:Iteration 14Q (28.489627 sec): 3 clusters Score: Raw -61562.847024 + Penalty 1485.382301 = -60077.464723 nChanged 8 SP:Iteration 15Q (28.491060 sec): 3 clusters Score: Raw -61565.732822 + Penalty 1485.273629 = -60080.459193 nChanged 7 SP:Iteration 16Q (28.492504 sec): 3 clusters Score: Raw -61569.215527 + Penalty 1485.163674 = -60084.051853 nChanged 6 SP:Iteration 17Q (28.493958 sec): 3 clusters Score: Raw -61573.259899 + Penalty 1485.023419 = -60088.236480 nChanged 8 SP:Iteration 18Q (28.495381 sec): 3 clusters Score: Raw -61582.379782 + Penalty 1484.875940 = -60097.503841 nChanged 8 SP:Iteration 19Q (28.496820 sec): 3 clusters Score: Raw -61586.639249 + Penalty 1484.883078 = -60101.756171 nChanged 6 SP:Iteration 20F (28.498302 sec): 3 clusters Score: Raw -61591.780216 + Penalty 1484.695710 = -60107.084505 nChanged 5 SP:Iteration 21Q (28.499722 sec): 3 clusters Score: Raw -61597.028228 + Penalty 1484.694360 = -60112.333868 nChanged 5 SP:Iteration 22Q (28.501156 sec): 3 clusters Score: Raw -61601.032812 + Penalty 1484.549224 = -60116.483588 nChanged 8 SP:Iteration 23Q (28.502573 sec): 3 clusters Score: Raw -61610.362074 + Penalty 1484.129599 = -60126.232475 nChanged 10 SP:Iteration 24Q (28.503983 sec): 3 clusters Score: Raw -61622.733037 + Penalty 1483.875383 = -60138.857653 nChanged 12 SP:Iteration 25Q (28.505403 sec): 3 clusters Score: Raw -61632.644141 + Penalty 1483.789416 = -60148.854725 nChanged 7 SP:Iteration 26Q (28.506804 sec): 3 clusters Score: Raw -61641.431601 + Penalty 1484.184519 = -60157.247082 nChanged 12 SP:Iteration 27Q (28.508222 sec): 3 clusters Score: Raw -61655.054015 + Penalty 1484.184647 = -60170.869368 nChanged 13 SP:Iteration 28Q (28.509630 sec): 3 clusters Score: Raw -61665.171187 + Penalty 1484.530982 = -60180.640205 nChanged 4 SP:Iteration 29Q (28.511027 sec): 3 clusters Score: Raw -61672.614272 + Penalty 1484.716975 = -60187.897297 nChanged 5 SP:Iteration 30F (28.512457 sec): 3 clusters Score: Raw -61675.025354 + Penalty 1484.620112 = -60190.405243 nChanged 1 SP:Iteration 31Q (28.513876 sec): 3 clusters Score: Raw -61676.058363 + Penalty 1484.714602 = -60191.343761 nChanged 1 SP:Iteration 32Q (28.515259 sec): 3 clusters Score: Raw -61676.464388 + Penalty 1484.814380 = -60191.650007 nChanged 2 SP:Iteration 33Q (28.516641 sec): 3 clusters Score: Raw -61677.409724 + Penalty 1484.919574 = -60192.490150 nChanged 1 SP:Iteration 34Q (28.518055 sec): 3 clusters Score: Raw -61678.253419 + Penalty 1484.845181 = -60193.408239 nChanged 2 SP:Iteration 35Q (28.519440 sec): 3 clusters Score: Raw -61679.723697 + Penalty 1484.765095 = -60194.958602 nChanged 4 SP:Iteration 36Q (28.520819 sec): 3 clusters Score: Raw -61687.102047 + Penalty 1484.795241 = -60202.306806 nChanged 9 SP:Iteration 37Q (28.522195 sec): 3 clusters Score: Raw -61698.198164 + Penalty 1484.964079 = -60213.234085 nChanged 9 SP:Iteration 38Q (28.523573 sec): 3 clusters Score: Raw -61708.281933 + Penalty 1484.697427 = -60223.584506 nChanged 7 SP:Iteration 39Q (28.524960 sec): 3 clusters Score: Raw -61717.229589 + Penalty 1484.149298 = -60233.080292 nChanged 9 SP:Iteration 40F (28.526477 sec): 3 clusters Score: Raw -61732.859878 + Penalty 1483.621095 = -60249.238784 nChanged 11 SP:Iteration 41Q (28.527888 sec): 3 clusters Score: Raw -61745.324443 + Penalty 1483.352969 = -60261.971474 nChanged 8 SP:Iteration 42Q (28.529247 sec): 3 clusters Score: Raw -61756.682728 + Penalty 1483.325325 = -60273.357404 nChanged 9 SP:Iteration 43Q (28.530599 sec): 3 clusters Score: Raw -61765.216174 + Penalty 1483.606209 = -60281.609965 nChanged 8 SP:Iteration 44Q (28.531992 sec): 3 clusters Score: Raw -61770.128609 + Penalty 1483.624568 = -60286.504041 nChanged 7 SP:Iteration 45Q (28.533414 sec): 3 clusters Score: Raw -61780.688882 + Penalty 1483.504548 = -60297.184334 nChanged 7 SP:Iteration 46Q (28.534755 sec): 3 clusters Score: Raw -61786.129282 + Penalty 1483.627096 = -60302.502186 nChanged 1 SP:Iteration 47Q (28.536088 sec): 3 clusters Score: Raw -61788.184399 + Penalty 1483.622410 = -60304.561989 nChanged 1 SP:Iteration 48Q (28.537429 sec): 3 clusters Score: Raw -61789.166857 + Penalty 1483.547672 = -60305.619185 nChanged 3 SP:Iteration 49Q (28.538772 sec): 3 clusters Score: Raw -61792.307719 + Penalty 1483.605987 = -60308.701732 nChanged 2 SP:Iteration 50F (28.540225 sec): 3 clusters Score: Raw -61794.877993 + Penalty 1483.902196 = -60310.975797 nChanged 3 SP:Iteration 51Q (28.541671 sec): 3 clusters Score: Raw -61796.754863 + Penalty 1483.902196 = -60312.852667 nChanged 0 SP:Iteration 52F (28.543232 sec): 3 clusters Score: Raw -61796.754863 + Penalty 1483.902196 = -60312.852667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.544545 sec): 2 clusters Score: Raw -3638.087160 + Penalty 235.009911 = -3403.077250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.544832 sec): 3 clusters Score: Raw -3633.791437 + Penalty 466.239614 = -3167.551822 nChanged 7 SP:Iteration 1F (28.545136 sec): 3 clusters Score: Raw -3642.770598 + Penalty 466.239614 = -3176.530984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.547327 sec): 2 clusters Score: Raw -39416.434212 + Penalty 292.714080 = -39123.720131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.548404 sec): 3 clusters Score: Raw -39172.806160 + Penalty 585.680693 = -38587.125467 nChanged 173 SP:Iteration 1F (28.549412 sec): 3 clusters Score: Raw -39281.114114 + Penalty 587.893604 = -38693.220510 nChanged 41 SP:Iteration 2F (28.550435 sec): 3 clusters Score: Raw -39306.750824 + Penalty 590.153161 = -38716.597663 nChanged 25 SP:Iteration 3F (28.551462 sec): 3 clusters Score: Raw -39329.668394 + Penalty 595.075142 = -38734.593252 nChanged 30 SP:Iteration 4F (28.552478 sec): 3 clusters Score: Raw -39362.381854 + Penalty 598.611803 = -38763.770051 nChanged 26 SP:Iteration 5F (28.553501 sec): 3 clusters Score: Raw -39390.596346 + Penalty 604.267869 = -38786.328476 nChanged 18 SP:Iteration 6Q (28.554517 sec): 3 clusters Score: Raw -39402.438725 + Penalty 609.367321 = -38793.071404 nChanged 9 SP:Iteration 7Q (28.555550 sec): 3 clusters Score: Raw -39408.341286 + Penalty 610.663784 = -38797.677502 nChanged 4 SP:Iteration 8Q (28.556557 sec): 3 clusters Score: Raw -39409.649363 + Penalty 611.179645 = -38798.469718 nChanged 5 SP:Iteration 9Q (28.557556 sec): 3 clusters Score: Raw -39412.319130 + Penalty 614.384745 = -38797.934386 nChanged 5 SP:Iteration 10F (28.558579 sec): 3 clusters Score: Raw -39421.119101 + Penalty 618.303331 = -38802.815770 nChanged 6 SP:Iteration 11Q (28.559562 sec): 3 clusters Score: Raw -39433.988805 + Penalty 622.058937 = -38811.929867 nChanged 8 SP:Iteration 12Q (28.560548 sec): 3 clusters Score: Raw -39444.873854 + Penalty 624.135367 = -38820.738488 nChanged 9 SP:Iteration 13Q (28.561499 sec): 3 clusters Score: Raw -39455.255990 + Penalty 623.009260 = -38832.246730 nChanged 8 SP:Iteration 14Q (28.562440 sec): 3 clusters Score: Raw -39460.913184 + Penalty 618.554137 = -38842.359048 nChanged 6 SP:Iteration 15Q (28.563406 sec): 3 clusters Score: Raw -39462.826448 + Penalty 618.043454 = -38844.782994 nChanged 1 SP:Iteration 16Q (28.564339 sec): 3 clusters Score: Raw -39463.456006 + Penalty 617.070732 = -38846.385273 nChanged 1 SP:Iteration 17Q (28.565313 sec): 3 clusters Score: Raw -39464.091562 + Penalty 617.515192 = -38846.576370 nChanged 1 SP:Iteration 18Q (28.566277 sec): 3 clusters Score: Raw -39465.643284 + Penalty 616.944040 = -38848.699245 nChanged 2 SP:Iteration 19Q (28.567218 sec): 3 clusters Score: Raw -39467.601917 + Penalty 616.849833 = -38850.752084 nChanged 2 SP:Iteration 20F (28.568244 sec): 3 clusters Score: Raw -39468.108968 + Penalty 616.076932 = -38852.032036 nChanged 1 SP:Iteration 21Q (28.569174 sec): 3 clusters Score: Raw -39468.306242 + Penalty 616.076932 = -38852.229310 nChanged 0 SP:Iteration 22F (28.570215 sec): 3 clusters Score: Raw -39468.306242 + Penalty 616.076932 = -38852.229310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.571223 sec): 2 clusters Score: Raw -2469.020473 + Penalty 392.315333 = -2076.705140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.571485 sec): 3 clusters Score: Raw -2524.337726 + Penalty 784.280456 = -1740.057270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 29 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.573960 sec): 2 clusters Score: Raw -48348.854178 + Penalty 836.014830 = -47512.839348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.575337 sec): 3 clusters Score: Raw -48184.698855 + Penalty 1672.040690 = -46512.658166 nChanged 176 SP:Iteration 1F (28.576630 sec): 3 clusters Score: Raw -48398.399654 + Penalty 1672.018945 = -46726.380708 nChanged 47 SP:Iteration 2F (28.577915 sec): 3 clusters Score: Raw -48456.386515 + Penalty 1672.035516 = -46784.351000 nChanged 33 SP:Iteration 3F (28.579203 sec): 3 clusters Score: Raw -48509.786185 + Penalty 1671.974373 = -46837.811812 nChanged 19 SP:Iteration 4Q (28.580463 sec): 3 clusters Score: Raw -48536.723731 + Penalty 1671.807246 = -46864.916484 nChanged 13 SP:Iteration 5Q (28.581701 sec): 3 clusters Score: Raw -48556.260189 + Penalty 1671.736123 = -46884.524066 nChanged 6 SP:Iteration 6Q (28.582930 sec): 3 clusters Score: Raw -48561.517841 + Penalty 1671.781863 = -46889.735978 nChanged 5 SP:Iteration 7Q (28.584176 sec): 3 clusters Score: Raw -48567.036549 + Penalty 1671.829435 = -46895.207114 nChanged 3 SP:Iteration 8Q (28.585406 sec): 3 clusters Score: Raw -48570.048603 + Penalty 1671.823690 = -46898.224914 nChanged 4 SP:Iteration 9Q (28.586632 sec): 3 clusters Score: Raw -48572.608968 + Penalty 1671.840102 = -46900.768866 nChanged 2 SP:Iteration 10F (28.587912 sec): 3 clusters Score: Raw -48573.724934 + Penalty 1671.840102 = -46901.884832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.588953 sec): 2 clusters Score: Raw -2473.207147 + Penalty 375.624171 = -2097.582976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.589239 sec): 3 clusters Score: Raw -2536.481963 + Penalty 747.061735 = -1789.420228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.590029 sec): 2 clusters Score: Raw -349.873954 + Penalty 121.450349 = -228.423605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.590241 sec): 3 clusters Score: Raw -346.439887 + Penalty 242.900698 = -103.539189 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.597296 sec): 2 clusters Score: Raw -116778.949273 + Penalty 899.099572 = -115879.849702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.600090 sec): 3 clusters Score: Raw -116182.899491 + Penalty 1797.827967 = -114385.071525 nChanged 467 SP:Iteration 1F (28.602688 sec): 3 clusters Score: Raw -116514.964956 + Penalty 1797.697286 = -114717.267670 nChanged 131 SP:Iteration 2F (28.605256 sec): 3 clusters Score: Raw -116633.862335 + Penalty 1797.132089 = -114836.730247 nChanged 75 SP:Iteration 3F (28.607781 sec): 3 clusters Score: Raw -116695.407277 + Penalty 1796.510344 = -114898.896933 nChanged 57 SP:Iteration 4Q (28.610322 sec): 3 clusters Score: Raw -116735.912845 + Penalty 1795.456198 = -114940.456647 nChanged 53 SP:Iteration 5Q (28.612892 sec): 3 clusters Score: Raw -116780.971937 + Penalty 1794.330749 = -114986.641188 nChanged 51 SP:Iteration 6Q (28.615427 sec): 3 clusters Score: Raw -116816.956417 + Penalty 1794.151171 = -115022.805246 nChanged 30 SP:Iteration 7Q (28.617925 sec): 3 clusters Score: Raw -116835.468822 + Penalty 1793.915314 = -115041.553508 nChanged 23 SP:Iteration 8Q (28.620442 sec): 3 clusters Score: Raw -116857.569932 + Penalty 1793.678401 = -115063.891531 nChanged 17 SP:Iteration 9Q (28.623078 sec): 3 clusters Score: Raw -116869.290645 + Penalty 1793.648088 = -115075.642557 nChanged 18 SP:Iteration 10F (28.625675 sec): 3 clusters Score: Raw -116880.597754 + Penalty 1793.664392 = -115086.933362 nChanged 11 SP:Iteration 11Q (28.628207 sec): 3 clusters Score: Raw -116887.225697 + Penalty 1793.247021 = -115093.978677 nChanged 7 SP:Iteration 12Q (28.630714 sec): 3 clusters Score: Raw -116890.810439 + Penalty 1793.030857 = -115097.779582 nChanged 7 SP:Iteration 13Q (28.633256 sec): 3 clusters Score: Raw -116896.367445 + Penalty 1792.822153 = -115103.545292 nChanged 6 SP:Iteration 14Q (28.635798 sec): 3 clusters Score: Raw -116899.213248 + Penalty 1792.382919 = -115106.830330 nChanged 8 SP:Iteration 15Q (28.638326 sec): 3 clusters Score: Raw -116901.764844 + Penalty 1791.825401 = -115109.939443 nChanged 6 SP:Iteration 16Q (28.640838 sec): 3 clusters Score: Raw -116903.531429 + Penalty 1791.467870 = -115112.063558 nChanged 4 SP:Iteration 17Q (28.643402 sec): 3 clusters Score: Raw -116905.969521 + Penalty 1791.108348 = -115114.861173 nChanged 4 SP:Iteration 18Q (28.646037 sec): 3 clusters Score: Raw -116907.676368 + Penalty 1791.054677 = -115116.621691 nChanged 5 SP:Iteration 19Q (28.648719 sec): 3 clusters Score: Raw -116910.124431 + Penalty 1790.830281 = -115119.294150 nChanged 5 SP:Iteration 20F (28.651349 sec): 3 clusters Score: Raw -116914.214587 + Penalty 1790.040898 = -115124.173690 nChanged 14 SP:Iteration 21Q (28.653894 sec): 3 clusters Score: Raw -116922.931523 + Penalty 1789.320410 = -115133.611112 nChanged 12 SP:Iteration 22Q (28.656409 sec): 3 clusters Score: Raw -116927.181906 + Penalty 1789.229310 = -115137.952596 nChanged 8 SP:Iteration 23Q (28.658928 sec): 3 clusters Score: Raw -116931.290238 + Penalty 1789.178086 = -115142.112152 nChanged 7 SP:Iteration 24Q (28.661431 sec): 3 clusters Score: Raw -116934.346273 + Penalty 1789.123033 = -115145.223240 nChanged 2 SP:Iteration 25Q (28.663893 sec): 3 clusters Score: Raw -116935.260409 + Penalty 1788.915920 = -115146.344489 nChanged 3 SP:Iteration 26Q (28.666377 sec): 3 clusters Score: Raw -116936.664276 + Penalty 1788.801900 = -115147.862376 nChanged 2 SP:Iteration 27Q (28.668964 sec): 3 clusters Score: Raw -116937.264384 + Penalty 1788.801900 = -115148.462484 nChanged 0 SP:Iteration 28F (28.671523 sec): 3 clusters Score: Raw -116937.264384 + Penalty 1788.801900 = -115148.462484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.676879 sec): 2 clusters Score: Raw -1272.761155 + Penalty 213.140980 = -1059.620175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.677128 sec): 3 clusters Score: Raw -1316.911069 + Penalty 438.929926 = -877.981143 nChanged 1 SP:Iteration 1F (28.677399 sec): 3 clusters Score: Raw -1322.906621 + Penalty 438.929926 = -883.976695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.679266 sec): 2 clusters Score: Raw -41204.518826 + Penalty 389.164015 = -40815.354811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.680335 sec): 3 clusters Score: Raw -40967.796316 + Penalty 779.538638 = -40188.257678 nChanged 160 SP:Iteration 1F (28.681373 sec): 3 clusters Score: Raw -41077.408358 + Penalty 780.730328 = -40296.678030 nChanged 38 SP:Iteration 2F (28.682407 sec): 3 clusters Score: Raw -41097.387271 + Penalty 782.218167 = -40315.169105 nChanged 20 SP:Iteration 3Q (28.683440 sec): 3 clusters Score: Raw -41107.753319 + Penalty 784.030038 = -40323.723280 nChanged 10 SP:Iteration 4Q (28.684478 sec): 3 clusters Score: Raw -41113.038291 + Penalty 785.853762 = -40327.184530 nChanged 7 SP:Iteration 5Q (28.685517 sec): 3 clusters Score: Raw -41117.231235 + Penalty 789.538343 = -40327.692892 nChanged 10 SP:Iteration 6Q (28.686551 sec): 3 clusters Score: Raw -41122.206330 + Penalty 792.787906 = -40329.418424 nChanged 12 SP:Iteration 7Q (28.687588 sec): 3 clusters Score: Raw -41128.150095 + Penalty 794.092483 = -40334.057612 nChanged 6 SP:Iteration 8Q (28.688622 sec): 3 clusters Score: Raw -41132.038150 + Penalty 795.738610 = -40336.299540 nChanged 8 SP:Iteration 9Q (28.689675 sec): 3 clusters Score: Raw -41135.367992 + Penalty 799.099535 = -40336.268457 nChanged 13 SP:Iteration 10F (28.690721 sec): 3 clusters Score: Raw -41141.623290 + Penalty 803.133580 = -40338.489711 nChanged 16 SP:Iteration 11Q (28.691759 sec): 3 clusters Score: Raw -41151.651458 + Penalty 809.577489 = -40342.073969 nChanged 24 SP:Iteration 12F (28.692806 sec): 3 clusters Score: Raw -41175.307669 + Penalty 822.053822 = -40353.253847 nChanged 14 SP:Iteration 13Q (28.693845 sec): 3 clusters Score: Raw -41184.783215 + Penalty 832.501366 = -40352.281849 nChanged 13 SP:Iteration 14F (28.694917 sec): 3 clusters Score: Raw -41197.933437 + Penalty 842.656055 = -40355.277382 nChanged 12 SP:Iteration 15Q (28.695956 sec): 3 clusters Score: Raw -41207.390390 + Penalty 844.235845 = -40363.154545 nChanged 8 SP:Iteration 16Q (28.696981 sec): 3 clusters Score: Raw -41217.205069 + Penalty 857.783495 = -40359.421574 nChanged 9 SP:Iteration 17F (28.698034 sec): 3 clusters Score: Raw -41227.908781 + Penalty 860.920147 = -40366.988634 nChanged 3 SP:Iteration 18Q (28.699046 sec): 3 clusters Score: Raw -41231.161078 + Penalty 861.256253 = -40369.904825 nChanged 1 SP:Iteration 19Q (28.700074 sec): 3 clusters Score: Raw -41231.796558 + Penalty 861.256253 = -40370.540304 nChanged 0 SP:Iteration 20F (28.701133 sec): 3 clusters Score: Raw -41231.796558 + Penalty 861.256253 = -40370.540304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.702531 sec): 2 clusters Score: Raw -18339.769993 + Penalty 402.371548 = -17937.398445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.703106 sec): 3 clusters Score: Raw -18262.184797 + Penalty 811.219682 = -17450.965115 nChanged 50 SP:Iteration 1F (28.703662 sec): 3 clusters Score: Raw -18312.610961 + Penalty 813.761915 = -17498.849047 nChanged 17 SP:Iteration 2F (28.704239 sec): 3 clusters Score: Raw -18327.416450 + Penalty 819.537644 = -17507.878806 nChanged 6 SP:Iteration 3Q (28.704797 sec): 3 clusters Score: Raw -18334.258314 + Penalty 822.643376 = -17511.614938 nChanged 6 SP:Iteration 4Q (28.705351 sec): 3 clusters Score: Raw -18344.096531 + Penalty 826.108747 = -17517.987784 nChanged 4 SP:Iteration 5Q (28.705902 sec): 3 clusters Score: Raw -18350.162900 + Penalty 830.142823 = -17520.020077 nChanged 3 SP:Iteration 6Q (28.706449 sec): 3 clusters Score: Raw -18353.201803 + Penalty 830.142823 = -17523.058980 nChanged 0 SP:Iteration 7F (28.707034 sec): 3 clusters Score: Raw -18353.201803 + Penalty 830.142823 = -17523.058980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.707586 sec): 2 clusters Score: Raw -983.708061 + Penalty 224.116771 = -759.591290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.707820 sec): 3 clusters Score: Raw -988.001093 + Penalty 452.982885 = -535.018208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.708647 sec): 2 clusters Score: Raw -9368.299767 + Penalty 266.394693 = -9101.905073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.709067 sec): 3 clusters Score: Raw -9324.750029 + Penalty 537.487911 = -8787.262118 nChanged 20 SP:Iteration 1F (28.709476 sec): 3 clusters Score: Raw -9342.987276 + Penalty 542.437825 = -8800.549451 nChanged 7 SP:Iteration 2F (28.709882 sec): 3 clusters Score: Raw -9349.187859 + Penalty 545.925315 = -8803.262544 nChanged 5 SP:Iteration 3Q (28.710286 sec): 3 clusters Score: Raw -9353.941777 + Penalty 547.240674 = -8806.701103 nChanged 1 SP:Iteration 4Q (28.710691 sec): 3 clusters Score: Raw -9354.408725 + Penalty 547.240674 = -8807.168051 nChanged 0 SP:Iteration 5F (28.711094 sec): 3 clusters Score: Raw -9354.408725 + Penalty 547.240674 = -8807.168051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.712883 sec): 2 clusters Score: Raw -42498.715796 + Penalty 717.233044 = -41781.482752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.713921 sec): 3 clusters Score: Raw -42339.889199 + Penalty 1436.173135 = -40903.716064 nChanged 111 SP:Iteration 1F (28.714920 sec): 3 clusters Score: Raw -42439.055822 + Penalty 1436.806468 = -41002.249354 nChanged 28 SP:Iteration 2F (28.715913 sec): 3 clusters Score: Raw -42462.979710 + Penalty 1437.393052 = -41025.586658 nChanged 12 SP:Iteration 3Q (28.716902 sec): 3 clusters Score: Raw -42473.153932 + Penalty 1438.073936 = -41035.079996 nChanged 8 SP:Iteration 4Q (28.717888 sec): 3 clusters Score: Raw -42481.612701 + Penalty 1438.108207 = -41043.504494 nChanged 2 SP:Iteration 5Q (28.718897 sec): 3 clusters Score: Raw -42482.611246 + Penalty 1438.057524 = -41044.553723 nChanged 1 SP:Iteration 6Q (28.719884 sec): 3 clusters Score: Raw -42482.863593 + Penalty 1438.034002 = -41044.829591 nChanged 1 SP:Iteration 7Q (28.720868 sec): 3 clusters Score: Raw -42483.589590 + Penalty 1438.130175 = -41045.459415 nChanged 3 SP:Iteration 8Q (28.721856 sec): 3 clusters Score: Raw -42486.746856 + Penalty 1438.233767 = -41048.513089 nChanged 2 SP:Iteration 9Q (28.722837 sec): 3 clusters Score: Raw -42488.024999 + Penalty 1438.627157 = -41049.397842 nChanged 2 SP:Iteration 10F (28.723850 sec): 3 clusters Score: Raw -42491.459999 + Penalty 1438.843654 = -41052.616345 nChanged 1 SP:Iteration 11Q (28.724839 sec): 3 clusters Score: Raw -42492.332321 + Penalty 1439.428404 = -41052.903917 nChanged 2 SP:Iteration 12Q (28.725821 sec): 3 clusters Score: Raw -42493.217080 + Penalty 1439.905058 = -41053.312021 nChanged 3 SP:Iteration 13Q (28.726804 sec): 3 clusters Score: Raw -42497.186875 + Penalty 1439.876761 = -41057.310114 nChanged 3 SP:Iteration 14Q (28.727786 sec): 3 clusters Score: Raw -42502.594876 + Penalty 1439.504949 = -41063.089927 nChanged 5 SP:Iteration 15Q (28.728790 sec): 3 clusters Score: Raw -42506.241794 + Penalty 1439.249449 = -41066.992345 nChanged 1 SP:Iteration 16Q (28.729776 sec): 3 clusters Score: Raw -42507.079248 + Penalty 1439.249449 = -41067.829798 nChanged 0 SP:Iteration 17F (28.730767 sec): 3 clusters Score: Raw -42507.079248 + Penalty 1439.249449 = -41067.829798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.731329 sec): 2 clusters Score: Raw -1392.857974 + Penalty 122.256774 = -1270.601200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.731576 sec): 3 clusters Score: Raw -1417.490859 + Penalty 255.456275 = -1162.034584 nChanged 3 SP:Iteration 1F (28.731822 sec): 3 clusters Score: Raw -1419.643658 + Penalty 270.662353 = -1148.981305 nChanged 1 SP:Iteration 2F (28.732061 sec): 3 clusters Score: Raw -1421.758079 + Penalty 295.801587 = -1125.956492 nChanged 1 SP:Iteration 3F (28.732298 sec): 3 clusters Score: Raw -1424.047855 + Penalty 337.361166 = -1086.686690 nChanged 1 SP:Iteration 4F (28.732537 sec): 3 clusters Score: Raw -1429.069756 + Penalty 337.361166 = -1091.708591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.734214 sec): 2 clusters Score: Raw -18066.898396 + Penalty 196.237398 = -17870.660998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.734887 sec): 3 clusters Score: Raw -18048.969499 + Penalty 413.822149 = -17635.147350 nChanged 84 SP:Iteration 1F (28.735554 sec): 3 clusters Score: Raw -18194.732652 + Penalty 428.451705 = -17766.280947 nChanged 30 SP:Iteration 2F (28.736221 sec): 3 clusters Score: Raw -18256.668616 + Penalty 435.253824 = -17821.414792 nChanged 11 SP:Iteration 3Q (28.736843 sec): 3 clusters Score: Raw -18285.352360 + Penalty 449.595279 = -17835.757081 nChanged 3 SP:Iteration 4Q (28.737453 sec): 3 clusters Score: Raw -18290.441674 + Penalty 456.061507 = -17834.380167 nChanged 1 SP:Iteration 5F (28.738105 sec): 3 clusters Score: Raw -18294.576518 + Penalty 456.061507 = -17838.515010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.739024 sec): 2 clusters Score: Raw -390.924316 + Penalty 69.592501 = -321.331815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.739231 sec): 3 clusters Score: Raw -401.043375 + Penalty 120.185283 = -280.858092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.740065 sec): 2 clusters Score: Raw -10751.214264 + Penalty 381.634324 = -10369.579940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.740528 sec): 3 clusters Score: Raw -10741.076481 + Penalty 763.658720 = -9977.417761 nChanged 19 SP:Iteration 1F (28.740984 sec): 3 clusters Score: Raw -10769.400834 + Penalty 764.226861 = -10005.173973 nChanged 6 SP:Iteration 2Q (28.741429 sec): 3 clusters Score: Raw -10779.699992 + Penalty 764.173332 = -10015.526660 nChanged 1 SP:Iteration 3Q (28.741877 sec): 3 clusters Score: Raw -10780.624573 + Penalty 764.157134 = -10016.467438 nChanged 1 SP:Iteration 4Q (28.742325 sec): 3 clusters Score: Raw -10781.470859 + Penalty 764.157134 = -10017.313724 nChanged 0 SP:Iteration 5F (28.742780 sec): 3 clusters Score: Raw -10781.470859 + Penalty 764.157134 = -10017.313724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.743257 sec): 2 clusters Score: Raw -272.554337 + Penalty 123.731157 = -148.823180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.743453 sec): 2 clusters Score: Raw -272.554337 + Penalty 123.731157 = -148.823180 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 44 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.745530 sec): 2 clusters Score: Raw -48956.452839 + Penalty 817.333490 = -48139.119349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.746778 sec): 3 clusters Score: Raw -48796.322768 + Penalty 1634.653694 = -47161.669074 nChanged 133 SP:Iteration 1F (28.748047 sec): 3 clusters Score: Raw -48925.539541 + Penalty 1634.476197 = -47291.063344 nChanged 43 SP:Iteration 2F (28.749278 sec): 3 clusters Score: Raw -48989.641292 + Penalty 1634.296232 = -47355.345060 nChanged 30 SP:Iteration 3F (28.750503 sec): 3 clusters Score: Raw -49027.111903 + Penalty 1634.254937 = -47392.856967 nChanged 19 SP:Iteration 4Q (28.751662 sec): 3 clusters Score: Raw -49068.813421 + Penalty 1634.373587 = -47434.439834 nChanged 15 SP:Iteration 5Q (28.752800 sec): 3 clusters Score: Raw -49105.179757 + Penalty 1634.596796 = -47470.582961 nChanged 14 SP:Iteration 6Q (28.753999 sec): 3 clusters Score: Raw -49128.139200 + Penalty 1634.713138 = -47493.426062 nChanged 7 SP:Iteration 7Q (28.755112 sec): 3 clusters Score: Raw -49134.932241 + Penalty 1634.803211 = -47500.129030 nChanged 3 SP:Iteration 8Q (28.756228 sec): 3 clusters Score: Raw -49138.622738 + Penalty 1634.801142 = -47503.821595 nChanged 2 SP:Iteration 9Q (28.757345 sec): 3 clusters Score: Raw -49140.474424 + Penalty 1634.801142 = -47505.673282 nChanged 0 SP:Iteration 10F (28.758514 sec): 3 clusters Score: Raw -49140.474424 + Penalty 1634.801142 = -47505.673282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.760287 sec): 2 clusters Score: Raw -24981.583858 + Penalty 539.113356 = -24442.470502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.760991 sec): 3 clusters Score: Raw -24870.921485 + Penalty 1077.765791 = -23793.155694 nChanged 65 SP:Iteration 1F (28.761673 sec): 3 clusters Score: Raw -24947.980392 + Penalty 1078.517437 = -23869.462955 nChanged 30 SP:Iteration 2F (28.762355 sec): 3 clusters Score: Raw -24989.165010 + Penalty 1079.911404 = -23909.253607 nChanged 11 SP:Iteration 3Q (28.763032 sec): 3 clusters Score: Raw -25007.721297 + Penalty 1080.082897 = -23927.638400 nChanged 8 SP:Iteration 4Q (28.763703 sec): 3 clusters Score: Raw -25018.606273 + Penalty 1080.225924 = -23938.380349 nChanged 5 SP:Iteration 5Q (28.764369 sec): 3 clusters Score: Raw -25028.076624 + Penalty 1080.703281 = -23947.373343 nChanged 5 SP:Iteration 6Q (28.765053 sec): 3 clusters Score: Raw -25034.272047 + Penalty 1081.412056 = -23952.859991 nChanged 3 SP:Iteration 7Q (28.765717 sec): 3 clusters Score: Raw -25040.027266 + Penalty 1081.500268 = -23958.526998 nChanged 2 SP:Iteration 8Q (28.766376 sec): 3 clusters Score: Raw -25042.603039 + Penalty 1081.500268 = -23961.102771 nChanged 0 SP:Iteration 9F (28.767055 sec): 3 clusters Score: Raw -25042.603039 + Penalty 1081.500268 = -23961.102771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.767707 sec): 2 clusters Score: Raw -3757.159156 + Penalty 393.446457 = -3363.712699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.768010 sec): 3 clusters Score: Raw -3823.046149 + Penalty 786.892913 = -3036.153236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.768758 sec): 2 clusters Score: Raw -8452.530110 + Penalty 472.171001 = -7980.359108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.769154 sec): 3 clusters Score: Raw -8484.288741 + Penalty 944.308462 = -7539.980279 nChanged 8 SP:Iteration 1F (28.769547 sec): 3 clusters Score: Raw -8504.694059 + Penalty 944.130349 = -7560.563710 nChanged 1 SP:Iteration 2Q (28.769924 sec): 3 clusters Score: Raw -8506.284529 + Penalty 944.826703 = -7561.457826 nChanged 2 SP:Iteration 3Q (28.770298 sec): 3 clusters Score: Raw -8510.863488 + Penalty 945.603587 = -7565.259901 nChanged 2 SP:Iteration 4Q (28.770673 sec): 3 clusters Score: Raw -8513.231591 + Penalty 945.562297 = -7567.669295 nChanged 1 SP:Iteration 5Q (28.771044 sec): 3 clusters Score: Raw -8514.214681 + Penalty 945.562297 = -7568.652384 nChanged 0 SP:Iteration 6F (28.771460 sec): 3 clusters Score: Raw -8514.214681 + Penalty 945.562297 = -7568.652384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.771937 sec): 2 clusters Score: Raw -279.637407 + Penalty 125.275706 = -154.361701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.772146 sec): 3 clusters Score: Raw -270.183153 + Penalty 249.937389 = -20.245764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.772669 sec): 2 clusters Score: Raw -2122.057436 + Penalty 318.993188 = -1803.064248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.772920 sec): 3 clusters Score: Raw -2161.722214 + Penalty 629.696129 = -1532.026085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.773441 sec): 2 clusters Score: Raw -1792.835901 + Penalty 419.161116 = -1373.674785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.773692 sec): 3 clusters Score: Raw -1906.858676 + Penalty 838.322232 = -1068.536444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.774243 sec): 2 clusters Score: Raw -3056.874066 + Penalty 352.253817 = -2704.620249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.774513 sec): 3 clusters Score: Raw -3074.194780 + Penalty 702.342009 = -2371.852771 nChanged 1 SP:Iteration 1Q (28.774773 sec): 3 clusters Score: Raw -3078.027658 + Penalty 702.342009 = -2375.685649 nChanged 0 SP:Iteration 2F (28.775040 sec): 3 clusters Score: Raw -3078.027658 + Penalty 702.342009 = -2375.685649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.775518 sec): 2 clusters Score: Raw -516.865927 + Penalty 168.805998 = -348.059929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.775735 sec): 3 clusters Score: Raw -525.942407 + Penalty 337.611996 = -188.330411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.776209 sec): 2 clusters Score: Raw -468.379980 + Penalty 209.145311 = -259.234668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.776423 sec): 3 clusters Score: Raw -461.471222 + Penalty 434.349616 = -27.121606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.777059 sec): 2 clusters Score: Raw -2423.423292 + Penalty 371.813666 = -2051.609626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.777377 sec): 3 clusters Score: Raw -2987.112865 + Penalty 771.880209 = -2215.232656 nChanged 7 SP:Iteration 1F (28.777690 sec): 3 clusters Score: Raw -3046.954164 + Penalty 830.423140 = -2216.531024 nChanged 4 SP:Iteration 2F (28.778003 sec): 3 clusters Score: Raw -3094.586830 + Penalty 903.286349 = -2191.300481 nChanged 3 SP:Iteration 3F (28.778320 sec): 3 clusters Score: Raw -3239.158640 + Penalty 903.286349 = -2335.872291 nChanged 0 Score: Raw -2651633.095031 + Penalty 145580.474956 = -2506052.620076 Splitting cluster 54 changes total score from -2489814.399868 to -2506052.620076 So it's getting split into cluster 97. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.308048 sec): 2 clusters Score: Raw -1244.617014 + Penalty 212.945732 = -1031.671282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.308336 sec): 3 clusters Score: Raw -1244.703343 + Penalty 420.152096 = -824.551247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.308860 sec): 2 clusters Score: Raw -1316.517225 + Penalty 117.762427 = -1198.754798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.309102 sec): 3 clusters Score: Raw -1324.368287 + Penalty 235.448573 = -1088.919714 nChanged 1 SP:Iteration 1F (31.309337 sec): 3 clusters Score: Raw -1327.130347 + Penalty 235.448573 = -1091.681773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.309826 sec): 2 clusters Score: Raw -859.344229 + Penalty 239.322409 = -620.021821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.310051 sec): 3 clusters Score: Raw -880.677150 + Penalty 483.199429 = -397.477722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.310632 sec): 2 clusters Score: Raw -4147.548841 + Penalty 454.056099 = -3693.492742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.310922 sec): 3 clusters Score: Raw -4203.627740 + Penalty 907.922867 = -3295.704872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.311399 sec): 2 clusters Score: Raw -531.121520 + Penalty 179.248516 = -351.873005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.311613 sec): 3 clusters Score: Raw -528.401366 + Penalty 351.077576 = -177.323790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.312080 sec): 2 clusters Score: Raw -261.055277 + Penalty 69.558788 = -191.496490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.312292 sec): 3 clusters Score: Raw -252.932400 + Penalty 143.241277 = -109.691123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.313572 sec): 2 clusters Score: Raw -24836.469565 + Penalty 38.387022 = -24798.082543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.314265 sec): 3 clusters Score: Raw -24657.501159 + Penalty 78.674174 = -24578.826985 nChanged 156 SP:Iteration 1F (31.315005 sec): 3 clusters Score: Raw -24776.493551 + Penalty 79.232090 = -24697.261461 nChanged 23 SP:Iteration 2F (31.315750 sec): 3 clusters Score: Raw -24793.472946 + Penalty 81.125021 = -24712.347925 nChanged 22 SP:Iteration 3F (31.316493 sec): 3 clusters Score: Raw -24808.796003 + Penalty 82.859627 = -24725.936377 nChanged 17 SP:Iteration 4F (31.317251 sec): 3 clusters Score: Raw -24819.082988 + Penalty 83.338159 = -24735.744830 nChanged 10 SP:Iteration 5Q (31.317999 sec): 3 clusters Score: Raw -24825.742870 + Penalty 82.835840 = -24742.907030 nChanged 6 SP:Iteration 6Q (31.318709 sec): 3 clusters Score: Raw -24831.165964 + Penalty 82.997327 = -24748.168637 nChanged 6 SP:Iteration 7Q (31.319433 sec): 3 clusters Score: Raw -24834.981847 + Penalty 82.272951 = -24752.708896 nChanged 6 SP:Iteration 8Q (31.320210 sec): 3 clusters Score: Raw -24839.278755 + Penalty 82.481190 = -24756.797566 nChanged 3 SP:Iteration 9Q (31.320986 sec): 3 clusters Score: Raw -24840.155922 + Penalty 82.154789 = -24758.001133 nChanged 2 SP:Iteration 10F (31.321787 sec): 3 clusters Score: Raw -24840.895145 + Penalty 81.793401 = -24759.101744 nChanged 2 SP:Iteration 11Q (31.322567 sec): 3 clusters Score: Raw -24841.463863 + Penalty 81.648263 = -24759.815601 nChanged 1 SP:Iteration 12Q (31.323374 sec): 3 clusters Score: Raw -24841.716223 + Penalty 81.478962 = -24760.237261 nChanged 1 SP:Iteration 13Q (31.324150 sec): 3 clusters Score: Raw -24841.878697 + Penalty 81.478962 = -24760.399735 nChanged 0 SP:Iteration 14F (31.324930 sec): 3 clusters Score: Raw -24841.878697 + Penalty 81.478962 = -24760.399735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.325439 sec): 2 clusters Score: Raw -634.066157 + Penalty 159.820027 = -474.246130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.325664 sec): 3 clusters Score: Raw -627.923511 + Penalty 325.050083 = -302.873429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.326131 sec): 2 clusters Score: Raw -173.112527 + Penalty 59.525712 = -113.586815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.326322 sec): 2 clusters Score: Raw -173.112527 + Penalty 59.525712 = -113.586815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 65 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.326840 sec): 2 clusters Score: Raw -1962.386563 + Penalty 385.683532 = -1576.703031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.327090 sec): 3 clusters Score: Raw -2051.620117 + Penalty 772.877018 = -1278.743100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.328919 sec): 2 clusters Score: Raw -38124.329988 + Penalty 56.980222 = -38067.349767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.330132 sec): 3 clusters Score: Raw -37833.772378 + Penalty 112.982720 = -37720.789658 nChanged 264 SP:Iteration 1F (31.331304 sec): 3 clusters Score: Raw -38046.700906 + Penalty 113.624383 = -37933.076522 nChanged 71 SP:Iteration 2F (31.332459 sec): 3 clusters Score: Raw -38096.254131 + Penalty 114.097116 = -37982.157015 nChanged 38 SP:Iteration 3F (31.333607 sec): 3 clusters Score: Raw -38114.926859 + Penalty 113.956103 = -38000.970756 nChanged 6 SP:Iteration 4Q (31.334716 sec): 3 clusters Score: Raw -38116.587701 + Penalty 113.611735 = -38002.975965 nChanged 4 SP:Iteration 5Q (31.335873 sec): 3 clusters Score: Raw -38120.524578 + Penalty 113.222942 = -38007.301636 nChanged 5 SP:Iteration 6Q (31.336984 sec): 3 clusters Score: Raw -38122.081913 + Penalty 112.973646 = -38009.108267 nChanged 5 SP:Iteration 7Q (31.338118 sec): 3 clusters Score: Raw -38123.556800 + Penalty 113.840817 = -38009.715983 nChanged 8 SP:Iteration 8Q (31.339209 sec): 3 clusters Score: Raw -38127.874089 + Penalty 113.397492 = -38014.476598 nChanged 8 SP:Iteration 9Q (31.340351 sec): 3 clusters Score: Raw -38130.533533 + Penalty 113.475009 = -38017.058523 nChanged 3 SP:Iteration 10F (31.341482 sec): 3 clusters Score: Raw -38131.013988 + Penalty 113.337998 = -38017.675989 nChanged 3 SP:Iteration 11Q (31.342601 sec): 3 clusters Score: Raw -38131.381066 + Penalty 113.253038 = -38018.128028 nChanged 3 SP:Iteration 12Q (31.343694 sec): 3 clusters Score: Raw -38131.826488 + Penalty 113.111675 = -38018.714813 nChanged 4 SP:Iteration 13Q (31.344819 sec): 3 clusters Score: Raw -38132.698718 + Penalty 112.951706 = -38019.747012 nChanged 5 SP:Iteration 14Q (31.345913 sec): 3 clusters Score: Raw -38133.422189 + Penalty 112.950028 = -38020.472162 nChanged 2 SP:Iteration 15Q (31.347027 sec): 3 clusters Score: Raw -38133.778696 + Penalty 112.924838 = -38020.853857 nChanged 1 SP:Iteration 16Q (31.348113 sec): 3 clusters Score: Raw -38134.011972 + Penalty 112.879009 = -38021.132964 nChanged 2 SP:Iteration 17Q (31.349254 sec): 3 clusters Score: Raw -38134.350752 + Penalty 112.879009 = -38021.471744 nChanged 0 SP:Iteration 18F (31.350411 sec): 3 clusters Score: Raw -38134.350752 + Penalty 112.879009 = -38021.471744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.350978 sec): 2 clusters Score: Raw -2874.175049 + Penalty 408.514138 = -2465.660911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.351248 sec): 3 clusters Score: Raw -2921.858029 + Penalty 816.792867 = -2105.065161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.351751 sec): 2 clusters Score: Raw -1061.954748 + Penalty 238.818547 = -823.136200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.351979 sec): 3 clusters Score: Raw -1068.375368 + Penalty 479.355629 = -589.019738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.353353 sec): 2 clusters Score: Raw -26252.106827 + Penalty 41.571882 = -26210.534945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.354200 sec): 3 clusters Score: Raw -26038.800835 + Penalty 83.846658 = -25954.954177 nChanged 160 SP:Iteration 1F (31.355054 sec): 3 clusters Score: Raw -26212.428692 + Penalty 85.821544 = -26126.607148 nChanged 24 SP:Iteration 2F (31.355911 sec): 3 clusters Score: Raw -26232.725904 + Penalty 87.074973 = -26145.650931 nChanged 11 SP:Iteration 3Q (31.356779 sec): 3 clusters Score: Raw -26239.445831 + Penalty 88.643885 = -26150.801946 nChanged 9 SP:Iteration 4Q (31.357578 sec): 3 clusters Score: Raw -26246.007195 + Penalty 89.813745 = -26156.193449 nChanged 5 SP:Iteration 5Q (31.358396 sec): 3 clusters Score: Raw -26252.267198 + Penalty 90.395571 = -26161.871627 nChanged 4 SP:Iteration 6Q (31.359182 sec): 3 clusters Score: Raw -26253.929019 + Penalty 87.046976 = -26166.882043 nChanged 3 SP:Iteration 7Q (31.359958 sec): 3 clusters Score: Raw -26255.524364 + Penalty 87.436964 = -26168.087400 nChanged 2 SP:Iteration 8Q (31.360727 sec): 3 clusters Score: Raw -26256.699028 + Penalty 84.462663 = -26172.236365 nChanged 2 SP:Iteration 9Q (31.361490 sec): 3 clusters Score: Raw -26258.333000 + Penalty 85.039130 = -26173.293869 nChanged 3 SP:Iteration 10F (31.362349 sec): 3 clusters Score: Raw -26259.934651 + Penalty 85.467316 = -26174.467334 nChanged 3 SP:Iteration 11Q (31.363120 sec): 3 clusters Score: Raw -26261.164511 + Penalty 85.467316 = -26175.697194 nChanged 0 SP:Iteration 12F (31.363983 sec): 3 clusters Score: Raw -26261.164511 + Penalty 85.467316 = -26175.697194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.364828 sec): 2 clusters Score: Raw -13324.594760 + Penalty 605.259332 = -12719.335428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.365294 sec): 3 clusters Score: Raw -13340.256705 + Penalty 1209.909546 = -12130.347159 nChanged 18 SP:Iteration 1F (31.365753 sec): 3 clusters Score: Raw -13380.875399 + Penalty 1210.206086 = -12170.669313 nChanged 1 SP:Iteration 2Q (31.366200 sec): 3 clusters Score: Raw -13382.334631 + Penalty 1210.186443 = -12172.148188 nChanged 2 SP:Iteration 3Q (31.366645 sec): 3 clusters Score: Raw -13385.821741 + Penalty 1210.186443 = -12175.635298 nChanged 0 SP:Iteration 4F (31.367102 sec): 3 clusters Score: Raw -13385.821741 + Penalty 1210.186443 = -12175.635298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.367656 sec): 2 clusters Score: Raw -1761.076953 + Penalty 188.007254 = -1573.069700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.367914 sec): 3 clusters Score: Raw -1794.818908 + Penalty 381.496014 = -1413.322894 nChanged 2 SP:Iteration 1F (31.368191 sec): 3 clusters Score: Raw -1800.976364 + Penalty 388.924666 = -1412.051698 nChanged 1 SP:Iteration 2F (31.368436 sec): 3 clusters Score: Raw -1803.313317 + Penalty 388.924666 = -1414.388651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.368955 sec): 2 clusters Score: Raw -1592.883647 + Penalty 229.945372 = -1362.938275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.369201 sec): 3 clusters Score: Raw -1641.406806 + Penalty 459.890744 = -1181.516062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.369670 sec): 2 clusters Score: Raw -271.950221 + Penalty 111.513451 = -160.436769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.369866 sec): 2 clusters Score: Raw -271.950221 + Penalty 111.513451 = -160.436769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.370341 sec): 2 clusters Score: Raw -459.150419 + Penalty 147.668548 = -311.481871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.370552 sec): 3 clusters Score: Raw -451.207274 + Penalty 147.668548 = -303.538727 nChanged 1 SP:Iteration 1F (31.370747 sec): 2 clusters Score: Raw -459.150419 + Penalty 147.668548 = -311.481871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.371222 sec): 2 clusters Score: Raw -543.230566 + Penalty 163.189180 = -380.041385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.371440 sec): 3 clusters Score: Raw -536.310340 + Penalty 326.378361 = -209.931980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.372071 sec): 2 clusters Score: Raw -5029.034268 + Penalty 304.829257 = -4724.205011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.372393 sec): 3 clusters Score: Raw -5024.344957 + Penalty 608.586491 = -4415.758466 nChanged 4 SP:Iteration 1F (31.372707 sec): 3 clusters Score: Raw -5034.624547 + Penalty 607.547025 = -4427.077522 nChanged 1 SP:Iteration 2Q (31.373020 sec): 3 clusters Score: Raw -5035.319030 + Penalty 607.547025 = -4427.772005 nChanged 0 SP:Iteration 3F (31.373334 sec): 3 clusters Score: Raw -5035.319030 + Penalty 607.547025 = -4427.772005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.373809 sec): 2 clusters Score: Raw -245.886411 + Penalty 70.126041 = -175.760371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.374016 sec): 3 clusters Score: Raw -250.068401 + Penalty 142.759106 = -107.309295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.374504 sec): 2 clusters Score: Raw -837.559326 + Penalty 158.797155 = -678.762171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.374731 sec): 3 clusters Score: Raw -852.642864 + Penalty 317.594310 = -535.048554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.375193 sec): 2 clusters Score: Raw -173.684288 + Penalty 57.292462 = -116.391826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.375386 sec): 2 clusters Score: Raw -173.684288 + Penalty 57.292462 = -116.391826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.375981 sec): 2 clusters Score: Raw -3599.867073 + Penalty 299.991908 = -3299.875165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.376278 sec): 3 clusters Score: Raw -3648.696895 + Penalty 599.766351 = -3048.930544 nChanged 2 SP:Iteration 1Q (31.376552 sec): 3 clusters Score: Raw -3656.097429 + Penalty 599.766351 = -3056.331078 nChanged 0 SP:Iteration 2F (31.376839 sec): 3 clusters Score: Raw -3656.097429 + Penalty 599.766351 = -3056.331078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.377322 sec): 2 clusters Score: Raw -639.293537 + Penalty 194.180634 = -445.112903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.377538 sec): 3 clusters Score: Raw -637.321122 + Penalty 393.701126 = -243.619996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.378009 sec): 2 clusters Score: Raw -354.671086 + Penalty 134.687401 = -219.983685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.378222 sec): 3 clusters Score: Raw -345.426346 + Penalty 292.335912 = -53.090434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.378705 sec): 2 clusters Score: Raw -808.721602 + Penalty 185.666829 = -623.054773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.378933 sec): 3 clusters Score: Raw -801.124517 + Penalty 360.922996 = -440.201520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.379506 sec): 2 clusters Score: Raw -3456.380481 + Penalty 84.193380 = -3372.187101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.379793 sec): 3 clusters Score: Raw -3446.437150 + Penalty 172.271627 = -3274.165523 nChanged 10 SP:Iteration 1F (31.380075 sec): 3 clusters Score: Raw -3460.215847 + Penalty 172.271627 = -3287.944220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.380568 sec): 2 clusters Score: Raw -778.602735 + Penalty 234.059945 = -544.542790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.380797 sec): 3 clusters Score: Raw -795.022197 + Penalty 462.236721 = -332.785476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.381267 sec): 2 clusters Score: Raw -361.792581 + Penalty 132.930350 = -228.862231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.381481 sec): 3 clusters Score: Raw -355.579185 + Penalty 265.860700 = -89.718485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.381962 sec): 2 clusters Score: Raw -706.749710 + Penalty 185.451709 = -521.298001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.382185 sec): 3 clusters Score: Raw -710.955880 + Penalty 370.903419 = -340.052462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.382643 sec): 2 clusters Score: Raw -87.400676 + Penalty 0.000000 = -87.400676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.382831 sec): 2 clusters Score: Raw -87.400676 + Penalty 0.000000 = -87.400676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 90 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.383317 sec): 2 clusters Score: Raw -259.738815 + Penalty 86.230125 = -173.508690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.383527 sec): 3 clusters Score: Raw -252.238114 + Penalty 178.756189 = -73.481925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.384012 sec): 2 clusters Score: Raw -774.874720 + Penalty 179.701712 = -595.173009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.384236 sec): 3 clusters Score: Raw -785.471701 + Penalty 349.732629 = -435.739072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.384786 sec): 2 clusters Score: Raw -3094.709689 + Penalty 452.610393 = -2642.099296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.385061 sec): 3 clusters Score: Raw -3182.815743 + Penalty 907.834126 = -2274.981617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.385585 sec): 2 clusters Score: Raw -1967.431301 + Penalty 487.412574 = -1480.018727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.385839 sec): 3 clusters Score: Raw -2138.507460 + Penalty 974.042660 = -1164.464800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.386309 sec): 2 clusters Score: Raw -243.087931 + Penalty 62.194963 = -180.892968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.386517 sec): 3 clusters Score: Raw -246.312980 + Penalty 131.797964 = -114.515016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.386986 sec): 2 clusters Score: Raw -431.656725 + Penalty 111.226332 = -320.430393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.387190 sec): 3 clusters Score: Raw -432.778000 + Penalty 200.747365 = -232.030635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.387667 sec): 2 clusters Score: Raw -652.143612 + Penalty 219.961881 = -432.181731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.387890 sec): 3 clusters Score: Raw -648.740803 + Penalty 441.325372 = -207.415431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.388353 sec): 2 clusters Score: Raw -175.725153 + Penalty 58.814313 = -116.910841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.388545 sec): 2 clusters Score: Raw -175.725153 + Penalty 58.814313 = -116.910841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.389124 sec): 2 clusters Score: Raw -4055.353632 + Penalty 389.781442 = -3665.572191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.389419 sec): 3 clusters Score: Raw -4072.876792 + Penalty 777.575072 = -3295.301720 nChanged 1 SP:Iteration 1Q (31.389704 sec): 3 clusters Score: Raw -4077.124206 + Penalty 777.575072 = -3299.549134 nChanged 0 SP:Iteration 2F (31.389990 sec): 3 clusters Score: Raw -4077.124206 + Penalty 777.575072 = -3299.549134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 100 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.390519 sec): 2 clusters Score: Raw -2397.765740 + Penalty 364.887623 = -2032.878117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.390794 sec): 3 clusters Score: Raw -2419.754836 + Penalty 733.196848 = -1686.557988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.391264 sec): 2 clusters Score: Raw -256.955073 + Penalty 80.037104 = -176.917969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.391475 sec): 3 clusters Score: Raw -251.394331 + Penalty 156.748356 = -94.645976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 102 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.391968 sec): 2 clusters Score: Raw -1162.971912 + Penalty 393.760895 = -769.211017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.392199 sec): 3 clusters Score: Raw -1226.095556 + Penalty 773.247387 = -452.848170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.392666 sec): 2 clusters Score: Raw -270.033652 + Penalty 134.937884 = -135.095768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.392862 sec): 2 clusters Score: Raw -270.033652 + Penalty 134.937884 = -135.095768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.393332 sec): 2 clusters Score: Raw -317.846242 + Penalty 81.427582 = -236.418660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.393531 sec): 2 clusters Score: Raw -317.846242 + Penalty 81.427582 = -236.418660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.394008 sec): 2 clusters Score: Raw -445.388994 + Penalty 161.332228 = -284.056766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.394220 sec): 3 clusters Score: Raw -439.444488 + Penalty 308.964632 = -130.479857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.394677 sec): 2 clusters Score: Raw -82.721771 + Penalty 0.000000 = -82.721771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.394864 sec): 2 clusters Score: Raw -82.721771 + Penalty 0.000000 = -82.721771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.395361 sec): 2 clusters Score: Raw -1307.720853 + Penalty 228.785466 = -1078.935387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.395596 sec): 3 clusters Score: Raw -1326.422409 + Penalty 468.120753 = -858.301656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.396072 sec): 2 clusters Score: Raw -552.531580 + Penalty 178.110348 = -374.421232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.396288 sec): 3 clusters Score: Raw -544.910690 + Penalty 366.647722 = -178.262968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.396752 sec): 2 clusters Score: Raw -243.711689 + Penalty 34.475912 = -209.235777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.396949 sec): 3 clusters Score: Raw -240.124726 + Penalty 34.475912 = -205.648814 nChanged 1 SP:Iteration 1F (31.397139 sec): 2 clusters Score: Raw -243.711689 + Penalty 34.475912 = -209.235777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.397650 sec): 2 clusters Score: Raw -959.152654 + Penalty 63.091652 = -896.061002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.397883 sec): 3 clusters Score: Raw -973.483262 + Penalty 119.382292 = -854.100969 nChanged 1 SP:Iteration 1F (31.398113 sec): 3 clusters Score: Raw -977.846416 + Penalty 119.382292 = -858.464123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.398581 sec): 2 clusters Score: Raw -265.891504 + Penalty 113.450184 = -152.441321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.398792 sec): 3 clusters Score: Raw -259.694590 + Penalty 222.646488 = -37.048102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.399265 sec): 2 clusters Score: Raw -340.795238 + Penalty 89.577003 = -251.218235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.399477 sec): 3 clusters Score: Raw -341.776258 + Penalty 179.154006 = -162.622252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.399928 sec): 2 clusters Score: Raw -80.401958 + Penalty 0.000000 = -80.401958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.400111 sec): 2 clusters Score: Raw -80.401958 + Penalty 0.000000 = -80.401958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.400589 sec): 2 clusters Score: Raw -749.560861 + Penalty 214.675770 = -534.885090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.400810 sec): 3 clusters Score: Raw -740.659932 + Penalty 415.597166 = -325.062766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.401289 sec): 2 clusters Score: Raw -668.506818 + Penalty 182.801746 = -485.705071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.401510 sec): 3 clusters Score: Raw -682.473873 + Penalty 354.246765 = -328.227109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.401991 sec): 2 clusters Score: Raw -734.051243 + Penalty 253.036964 = -481.014279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.402215 sec): 3 clusters Score: Raw -733.600080 + Penalty 526.356286 = -207.243795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 119 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.402702 sec): 2 clusters Score: Raw -923.119580 + Penalty 275.624974 = -647.494605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.402926 sec): 3 clusters Score: Raw -923.498099 + Penalty 551.961698 = -371.536401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.403393 sec): 2 clusters Score: Raw -260.498068 + Penalty 116.431525 = -144.066544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.403589 sec): 2 clusters Score: Raw -260.498068 + Penalty 116.431525 = -144.066544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.404074 sec): 2 clusters Score: Raw -995.571962 + Penalty 261.822752 = -733.749210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.404319 sec): 3 clusters Score: Raw -1003.213329 + Penalty 520.653144 = -482.560185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.404784 sec): 2 clusters Score: Raw -176.110365 + Penalty 59.963416 = -116.146949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.404988 sec): 3 clusters Score: Raw -168.677329 + Penalty 119.926832 = -48.750496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.405451 sec): 2 clusters Score: Raw -179.816984 + Penalty 82.344780 = -97.472204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.405659 sec): 3 clusters Score: Raw -173.599932 + Penalty 164.689559 = -8.910372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.406125 sec): 2 clusters Score: Raw -380.988481 + Penalty 160.934408 = -220.054073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.406333 sec): 3 clusters Score: Raw -368.799288 + Penalty 317.773644 = -51.025644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.406805 sec): 2 clusters Score: Raw -263.495784 + Penalty 102.638381 = -160.857404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.407015 sec): 3 clusters Score: Raw -257.821817 + Penalty 203.081000 = -54.740817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.407476 sec): 2 clusters Score: Raw -84.260425 + Penalty 0.000000 = -84.260425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.407665 sec): 2 clusters Score: Raw -84.260425 + Penalty 0.000000 = -84.260425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.408141 sec): 2 clusters Score: Raw -566.449544 + Penalty 234.840229 = -331.609315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.408362 sec): 3 clusters Score: Raw -560.791516 + Penalty 470.261729 = -90.529787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.408844 sec): 2 clusters Score: Raw -744.053418 + Penalty 242.750423 = -501.302995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.409068 sec): 3 clusters Score: Raw -744.671660 + Penalty 491.011645 = -253.660015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.409528 sec): 2 clusters Score: Raw -88.237007 + Penalty 0.000000 = -88.237007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.409718 sec): 2 clusters Score: Raw -88.237007 + Penalty 0.000000 = -88.237007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.410186 sec): 2 clusters Score: Raw -254.345098 + Penalty 92.930683 = -161.414414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.410396 sec): 3 clusters Score: Raw -253.476809 + Penalty 199.306273 = -54.170536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.410886 sec): 2 clusters Score: Raw -832.335906 + Penalty 66.735862 = -765.600044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.411135 sec): 3 clusters Score: Raw -840.330160 + Penalty 132.701641 = -707.628520 nChanged 1 SP:Iteration 1F (31.411360 sec): 3 clusters Score: Raw -846.231649 + Penalty 132.701641 = -713.530008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.411825 sec): 2 clusters Score: Raw -173.002111 + Penalty 54.200424 = -118.801687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.412017 sec): 2 clusters Score: Raw -173.002111 + Penalty 54.200424 = -118.801687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.412473 sec): 2 clusters Score: Raw -86.214311 + Penalty 0.000000 = -86.214311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.412662 sec): 2 clusters Score: Raw -86.214311 + Penalty 0.000000 = -86.214311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.413124 sec): 2 clusters Score: Raw -161.956216 + Penalty 29.220590 = -132.735626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.413323 sec): 3 clusters Score: Raw -159.631726 + Penalty 58.441181 = -101.190546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.413784 sec): 2 clusters Score: Raw -176.043945 + Penalty 63.299112 = -112.744833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.413975 sec): 2 clusters Score: Raw -176.043945 + Penalty 63.299112 = -112.744833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.414434 sec): 2 clusters Score: Raw -168.919485 + Penalty 41.552711 = -127.366774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.414625 sec): 2 clusters Score: Raw -168.919485 + Penalty 41.552711 = -127.366774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.415097 sec): 2 clusters Score: Raw -255.583118 + Penalty 69.195151 = -186.387967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.415303 sec): 3 clusters Score: Raw -254.044522 + Penalty 119.639379 = -134.405143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.415780 sec): 2 clusters Score: Raw -543.433848 + Penalty 199.053772 = -344.380076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.415999 sec): 3 clusters Score: Raw -548.304612 + Penalty 398.107545 = -150.197067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.416468 sec): 2 clusters Score: Raw -267.966065 + Penalty 99.102678 = -168.863387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.416677 sec): 3 clusters Score: Raw -259.420732 + Penalty 203.573543 = -55.847189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.417141 sec): 2 clusters Score: Raw -281.426977 + Penalty 123.713446 = -157.713531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.417334 sec): 2 clusters Score: Raw -281.426977 + Penalty 123.713446 = -157.713531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.417803 sec): 2 clusters Score: Raw -83.552982 + Penalty 0.000000 = -83.552982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.417988 sec): 2 clusters Score: Raw -83.552982 + Penalty 0.000000 = -83.552982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.418449 sec): 2 clusters Score: Raw -173.180631 + Penalty 47.205754 = -125.974876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.418638 sec): 2 clusters Score: Raw -173.180631 + Penalty 47.205754 = -125.974876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.419100 sec): 2 clusters Score: Raw -86.815066 + Penalty 0.000000 = -86.815066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.419292 sec): 2 clusters Score: Raw -86.815066 + Penalty 0.000000 = -86.815066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.419760 sec): 2 clusters Score: Raw -263.558751 + Penalty 84.123244 = -179.435507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.419971 sec): 3 clusters Score: Raw -256.726468 + Penalty 178.345365 = -78.381103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.420433 sec): 2 clusters Score: Raw -85.401472 + Penalty 0.000000 = -85.401472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.420624 sec): 2 clusters Score: Raw -85.401472 + Penalty 0.000000 = -85.401472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.421083 sec): 2 clusters Score: Raw -84.286203 + Penalty 0.000000 = -84.286203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.421272 sec): 2 clusters Score: Raw -84.286203 + Penalty 0.000000 = -84.286203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.421734 sec): 2 clusters Score: Raw -178.639705 + Penalty 81.928377 = -96.711328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.421943 sec): 3 clusters Score: Raw -172.429682 + Penalty 163.856753 = -8.572929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.422406 sec): 2 clusters Score: Raw -171.867125 + Penalty 54.352711 = -117.514415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.422598 sec): 2 clusters Score: Raw -171.867125 + Penalty 54.352711 = -117.514415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.423067 sec): 2 clusters Score: Raw -364.829065 + Penalty 117.169284 = -247.659780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.423280 sec): 3 clusters Score: Raw -355.124831 + Penalty 234.986348 = -120.138483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.423746 sec): 2 clusters Score: Raw -175.594929 + Penalty 62.281366 = -113.313564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.423939 sec): 2 clusters Score: Raw -175.594929 + Penalty 62.281366 = -113.313564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.424418 sec): 2 clusters Score: Raw -85.810579 + Penalty 0.000000 = -85.810579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.424609 sec): 2 clusters Score: Raw -85.810579 + Penalty 0.000000 = -85.810579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.425066 sec): 2 clusters Score: Raw -85.927614 + Penalty 0.000000 = -85.927614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.425255 sec): 2 clusters Score: Raw -85.927614 + Penalty 0.000000 = -85.927614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.425716 sec): 2 clusters Score: Raw -175.722044 + Penalty 59.786713 = -115.935331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.425922 sec): 3 clusters Score: Raw -169.675419 + Penalty 119.573426 = -50.101994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.426379 sec): 2 clusters Score: Raw -86.925061 + Penalty 0.000000 = -86.925061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.426568 sec): 2 clusters Score: Raw -86.925061 + Penalty 0.000000 = -86.925061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.427029 sec): 2 clusters Score: Raw -174.302344 + Penalty 59.187573 = -115.114772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.427222 sec): 2 clusters Score: Raw -174.302344 + Penalty 59.187573 = -115.114772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.427676 sec): 2 clusters Score: Raw -85.113712 + Penalty 0.000000 = -85.113712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.427862 sec): 2 clusters Score: Raw -85.113712 + Penalty 0.000000 = -85.113712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.428324 sec): 2 clusters Score: Raw -87.519553 + Penalty 0.000000 = -87.519553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.428512 sec): 2 clusters Score: Raw -87.519553 + Penalty 0.000000 = -87.519553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.428990 sec): 2 clusters Score: Raw -535.508637 + Penalty 72.010639 = -463.497998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.429201 sec): 3 clusters Score: Raw -542.832167 + Penalty 149.716312 = -393.115856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.429661 sec): 2 clusters Score: Raw -85.447761 + Penalty 0.000000 = -85.447761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.429850 sec): 2 clusters Score: Raw -85.447761 + Penalty 0.000000 = -85.447761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.430311 sec): 2 clusters Score: Raw -173.227090 + Penalty 66.131591 = -107.095499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.430518 sec): 3 clusters Score: Raw -168.944723 + Penalty 132.263183 = -36.681540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.430995 sec): 2 clusters Score: Raw -174.888768 + Penalty 50.252154 = -124.636615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.431188 sec): 2 clusters Score: Raw -174.888768 + Penalty 50.252154 = -124.636615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.431650 sec): 2 clusters Score: Raw -162.688316 + Penalty 39.768183 = -122.920133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.431845 sec): 3 clusters Score: Raw -162.548293 + Penalty 79.536366 = -83.011926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 182 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.432334 sec): 2 clusters Score: Raw -939.208198 + Penalty 38.397158 = -900.811040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.432550 sec): 3 clusters Score: Raw -953.080692 + Penalty 88.132424 = -864.948268 nChanged 1 SP:Iteration 1F (31.432759 sec): 3 clusters Score: Raw -954.124105 + Penalty 88.132424 = -865.991681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.433371 sec): 2 clusters Score: Raw -4384.344338 + Penalty 47.288608 = -4337.055731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.433681 sec): 3 clusters Score: Raw -4368.331411 + Penalty 112.853616 = -4255.477795 nChanged 21 SP:Iteration 1F (31.433986 sec): 3 clusters Score: Raw -4390.562717 + Penalty 106.003334 = -4284.559383 nChanged 3 SP:Iteration 2F (31.434301 sec): 3 clusters Score: Raw -4393.435247 + Penalty 109.757795 = -4283.677453 nChanged 3 SP:Iteration 3F (31.434614 sec): 3 clusters Score: Raw -4397.268876 + Penalty 116.258787 = -4281.010089 nChanged 2 SP:Iteration 4F (31.434928 sec): 3 clusters Score: Raw -4399.961701 + Penalty 119.537147 = -4280.424555 nChanged 1 SP:Iteration 5F (31.435241 sec): 3 clusters Score: Raw -4400.994733 + Penalty 119.537147 = -4281.457586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.435703 sec): 2 clusters Score: Raw -86.755505 + Penalty 0.000000 = -86.755505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.435893 sec): 2 clusters Score: Raw -86.755505 + Penalty 0.000000 = -86.755505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.436352 sec): 2 clusters Score: Raw -87.539451 + Penalty 0.000000 = -87.539451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.436544 sec): 2 clusters Score: Raw -87.539451 + Penalty 0.000000 = -87.539451 nChanged 0 Deleting Class 131 (1 points): Lose 42.861844 but Gain 1347.255944 Iteration 20F (34.014940 sec): 164 clusters Score: Raw -2636085.672168 + Penalty 144481.083510 = -2491604.588658 nChanged 567 Deleting Class 53 (5 points): Lose 53.721898 but Gain 1355.772084 Iteration 21Q (34.284465 sec): 163 clusters Score: Raw -2636261.818648 + Penalty 143302.378621 = -2492959.440028 nChanged 386 Deleting Class 188 (1 points): Lose 10.123926 but Gain 1301.299944 Iteration 22Q (34.534453 sec): 162 clusters Score: Raw -2636388.927793 + Penalty 142148.946533 = -2494239.981260 nChanged 324 Deleting Class 172 (1 points): Lose 4.481409 but Gain 1290.423673 Iteration 23Q (34.776702 sec): 161 clusters Score: Raw -2636485.550881 + Penalty 140873.923201 = -2495611.627680 nChanged 283 Deleting Class 153 (1 points): Lose 12.518814 but Gain 1238.661434 Iteration 24Q (35.014099 sec): 160 clusters Score: Raw -2636566.596935 + Penalty 138926.229054 = -2497640.367882 nChanged 277 Deleting Class 129 (6 points): Lose 153.002376 but Gain 1367.431465 Iteration 25Q (35.248811 sec): 158 clusters Score: Raw -2636527.625531 + Penalty 137813.401705 = -2498714.223826 nChanged 249 Deleting Class 161 (1 points): Lose 21.711801 but Gain 1236.068868 Iteration 26Q (35.481800 sec): 157 clusters Score: Raw -2636647.276730 + Penalty 136611.076072 = -2500036.200658 nChanged 239 Deleting Class 124 (2 points): Lose 32.924212 but Gain 1239.433963 Iteration 27Q (35.713265 sec): 156 clusters Score: Raw -2636697.878402 + Penalty 135312.995234 = -2501384.883168 nChanged 226 Deleting Class 155 (2 points): Lose 53.028932 but Gain 1253.356892 Iteration 28Q (35.940493 sec): 155 clusters Score: Raw -2636740.326298 + Penalty 134080.952156 = -2502659.374141 nChanged 209 Deleting Class 125 (4 points): Lose 14.451972 but Gain 1211.173140 Iteration 29Q (36.163298 sec): 154 clusters Score: Raw -2636820.047001 + Penalty 132886.063179 = -2503933.983822 nChanged 208 Deleting Class 117 (8 points): Lose 79.466414 but Gain 1269.550653 Iteration 30F (38.570346 sec): 153 clusters Score: Raw -2636832.865095 + Penalty 131636.232548 = -2505196.632548 nChanged 183 Deleting Class 157 (3 points): Lose 56.986753 but Gain 1223.155361 Iteration 31Q (38.799327 sec): 152 clusters Score: Raw -2636855.614523 + Penalty 130437.038414 = -2506418.576109 nChanged 152 Deleting Class 146 (3 points): Lose 13.076083 but Gain 1174.857606 Iteration 32Q (39.040366 sec): 151 clusters Score: Raw -2636928.695370 + Penalty 129292.735715 = -2507635.959655 nChanged 134 Deleting Class 65 (22 points): Lose 144.385764 but Gain 1301.783933 Iteration 33Q (39.260932 sec): 150 clusters Score: Raw -2636840.085977 + Penalty 128051.767359 = -2508788.318618 nChanged 139 Deleting Class 89 (1 points): Lose 7.341819 but Gain 1162.286796 Iteration 34Q (39.481522 sec): 149 clusters Score: Raw -2636934.835360 + Penalty 127087.906463 = -2509846.928897 nChanged 104 Deleting Class 130 (8 points): Lose 67.355195 but Gain 1217.940467 Iteration 35Q (39.701530 sec): 148 clusters Score: Raw -2636942.411359 + Penalty 125894.224158 = -2511048.187201 nChanged 84 Deleting Class 48 (3 points): Lose 42.920137 but Gain 1189.693772 Iteration 36Q (39.913905 sec): 147 clusters Score: Raw -2636958.600898 + Penalty 124792.585367 = -2512166.015530 nChanged 80 Deleting Class 92 (34 points): Lose 194.991943 but Gain 1339.092545 Iteration 37Q (40.127017 sec): 146 clusters Score: Raw -2636841.444703 + Penalty 123509.009036 = -2513332.435667 nChanged 111 Deleting Class 43 (3 points): Lose 39.977493 but Gain 1175.025801 Iteration 38Q (40.344484 sec): 145 clusters Score: Raw -2636928.713498 + Penalty 122370.586313 = -2514558.127185 nChanged 68 Deleting Class 119 (10 points): Lose 113.871758 but Gain 1248.865474 Iteration 39Q (40.555205 sec): 144 clusters Score: Raw -2636859.365005 + Penalty 121162.053890 = -2515697.311115 nChanged 60 Deleting Class 102 (13 points): Lose 466.265493 but Gain 1601.646134 Iteration 40F (42.790237 sec): 143 clusters Score: Raw -2636440.098539 + Penalty 120110.492880 = -2516329.605659 nChanged 64 Deleting Class 96 (7 points): Lose 56.038809 but Gain 1179.335642 Iteration 41Q (42.992932 sec): 142 clusters Score: Raw -2636514.547281 + Penalty 118998.802057 = -2517515.745224 nChanged 54 Deleting Class 28 (26 points): Lose 121.154472 but Gain 1240.357564 Iteration 42Q (43.192498 sec): 141 clusters Score: Raw -2636448.386218 + Penalty 117862.173165 = -2518586.213053 nChanged 83 Deleting Class 168 (1 points): Lose 25.969684 but Gain 1131.695682 Iteration 43Q (43.396200 sec): 140 clusters Score: Raw -2636516.453740 + Penalty 116862.454867 = -2519653.998873 nChanged 57 Deleting Class 67 (32 points): Lose 141.578775 but Gain 1243.598851 Iteration 44Q (43.597557 sec): 139 clusters Score: Raw -2636412.850896 + Penalty 115752.407335 = -2520660.443561 nChanged 81 Deleting Class 103 (3 points): Lose 191.793493 but Gain 1281.451651 Iteration 45Q (43.795717 sec): 138 clusters Score: Raw -2636291.457080 + Penalty 114469.044759 = -2521822.412321 nChanged 48 Deleting Class 93 (24 points): Lose 520.834381 but Gain 1600.104186 Iteration 46Q (43.992096 sec): 137 clusters Score: Raw -2635791.404597 + Penalty 113170.976183 = -2522620.428414 nChanged 60 Deleting Class 111 (5 points): Lose 74.741498 but Gain 1222.366735 Iteration 47Q (44.188653 sec): 136 clusters Score: Raw -2636080.554398 + Penalty 111826.316310 = -2524254.238088 nChanged 29 Deleting Class 100 (26 points): Lose 88.786832 but Gain 1168.444168 Iteration 48Q (44.381873 sec): 135 clusters Score: Raw -2636050.847195 + Penalty 110681.511238 = -2525369.335957 nChanged 37 Deleting Class 186 (1 points): Lose 49.918841 but Gain 1116.915953 Iteration 49Q (44.574228 sec): 134 clusters Score: Raw -2636044.848394 + Penalty 109553.489228 = -2526491.359167 nChanged 11 Deleting Class 86 (12 points): Lose 177.589869 but Gain 1252.816808 Iteration 50F (46.665932 sec): 133 clusters Score: Raw -2635883.223311 + Penalty 108300.048466 = -2527583.174845 nChanged 32 Deleting Class 105 (6 points): Lose 64.355619 but Gain 1130.607072 Iteration 51Q (46.861519 sec): 132 clusters Score: Raw -2635921.035474 + Penalty 107182.688988 = -2528738.346486 nChanged 22 Deleting Class 82 (5 points): Lose 53.774489 but Gain 1110.428344 Iteration 52Q (47.052447 sec): 131 clusters Score: Raw -2635912.627432 + Penalty 106092.218293 = -2529820.409139 nChanged 16 Deleting Class 23 (8 points): Lose 50.525331 but Gain 1103.428617 Iteration 53Q (47.245051 sec): 130 clusters Score: Raw -2635881.754859 + Penalty 104984.387281 = -2530897.367578 nChanged 18 Deleting Class 58 (49 points): Lose 217.726077 but Gain 1269.748860 Iteration 54Q (47.434602 sec): 129 clusters Score: Raw -2635681.240104 + Penalty 103748.244573 = -2531932.995530 nChanged 57 Deleting Class 143 (6 points): Lose 109.790655 but Gain 1159.053508 Iteration 55Q (47.631408 sec): 128 clusters Score: Raw -2635657.846118 + Penalty 102570.312527 = -2533087.533591 nChanged 27 Deleting Class 115 (8 points): Lose 28.676745 but Gain 1077.082812 Iteration 56Q (47.821608 sec): 127 clusters Score: Raw -2635665.742982 + Penalty 101504.016243 = -2534161.726739 nChanged 28 Deleting Class 120 (4 points): Lose 84.955433 but Gain 1130.061400 Iteration 57Q (48.010392 sec): 126 clusters Score: Raw -2635600.748667 + Penalty 100390.329075 = -2535210.419593 nChanged 20 Deleting Class 121 (11 points): Lose 96.876138 but Gain 1139.173710 Iteration 58Q (48.196121 sec): 125 clusters Score: Raw -2635522.917791 + Penalty 99421.518179 = -2536101.399611 nChanged 26 Deleting Class 136 (1 points): Lose 2.732797 but Gain 1028.969560 Iteration 59Q (48.382875 sec): 124 clusters Score: Raw -2635568.682618 + Penalty 98546.876231 = -2537021.806387 nChanged 18 Deleting Class 13 (60 points): Lose 192.958241 but Gain 1211.588934 Iteration 60F (50.313814 sec): 123 clusters Score: Raw -2635397.682469 + Penalty 97388.192581 = -2538009.489888 nChanged 75 Deleting Class 73 (3 points): Lose 40.407779 but Gain 1058.999088 Iteration 61Q (50.502493 sec): 122 clusters Score: Raw -2635451.863563 + Penalty 96350.100288 = -2539101.763275 nChanged 30 Deleting Class 30 (31 points): Lose 164.491708 but Gain 1181.924588 Iteration 62Q (50.690823 sec): 121 clusters Score: Raw -2635314.306912 + Penalty 95194.224947 = -2540120.081964 nChanged 57 Deleting Class 128 (1 points): Lose 9.307770 but Gain 1019.544190 Iteration 63Q (50.877781 sec): 120 clusters Score: Raw -2635371.135536 + Penalty 94178.221679 = -2541192.913857 nChanged 21 Deleting Class 108 (6 points): Lose 41.070689 but Gain 1037.103800 Iteration 64Q (51.060466 sec): 119 clusters Score: Raw -2635343.706046 + Penalty 92313.904924 = -2543029.801122 nChanged 20 Deleting Class 174 (1 points): Lose 3.352131 but Gain 991.805176 Iteration 65Q (51.242016 sec): 117 clusters Score: Raw -2635366.055045 + Penalty 91322.412838 = -2544043.642206 nChanged 15 Deleting Class 81 (7 points): Lose 55.983700 but Gain 1041.108308 Iteration 66Q (51.424016 sec): 116 clusters Score: Raw -2635325.969050 + Penalty 90287.738291 = -2545038.230759 nChanged 25 Deleting Class 3 (67 points): Lose 217.943264 but Gain 1195.818564 Iteration 67Q (51.605545 sec): 115 clusters Score: Raw -2635134.535826 + Penalty 89126.973748 = -2546007.562078 nChanged 87 Deleting Class 175 (2 points): Lose 30.445179 but Gain 995.396925 Iteration 68Q (51.793303 sec): 114 clusters Score: Raw -2635241.633497 + Penalty 88144.221716 = -2547097.411781 nChanged 47 Deleting Class 57 (11 points): Lose 115.676733 but Gain 1080.447193 Iteration 69Q (51.974328 sec): 113 clusters Score: Raw -2635172.721267 + Penalty 87142.191617 = -2548030.529650 nChanged 40 Deleting Class 87 (4 points): Lose 41.599517 but Gain 1000.417944 Iteration 70F (53.746924 sec): 112 clusters Score: Raw -2635196.287671 + Penalty 86173.515903 = -2549022.771767 nChanged 38 Deleting Class 127 (3 points): Lose 17.561274 but Gain 974.716056 Iteration 71Q (53.926499 sec): 111 clusters Score: Raw -2635236.135194 + Penalty 85210.650399 = -2550025.484795 nChanged 42 Deleting Class 74 (5 points): Lose 12.450486 but Gain 957.252607 Iteration 72Q (54.105738 sec): 110 clusters Score: Raw -2635328.085031 + Penalty 84256.261027 = -2551071.824004 nChanged 35 Deleting Class 59 (6 points): Lose 103.302230 but Gain 1043.731140 Iteration 73Q (54.284805 sec): 109 clusters Score: Raw -2635257.871057 + Penalty 83188.493787 = -2552069.377270 nChanged 36 Deleting Class 75 (7 points): Lose 28.371276 but Gain 968.158273 Iteration 74Q (54.462975 sec): 108 clusters Score: Raw -2635267.793246 + Penalty 82235.858757 = -2553031.934489 nChanged 27 Deleting Class 156 (1 points): Lose 18.289467 but Gain 956.445024 Iteration 75Q (54.639985 sec): 107 clusters Score: Raw -2635275.421177 + Penalty 81293.502588 = -2553981.918589 nChanged 17 Deleting Class 99 (67 points): Lose 199.633961 but Gain 1136.294609 Iteration 76Q (54.814903 sec): 106 clusters Score: Raw -2635088.448002 + Penalty 80235.813143 = -2554852.634859 nChanged 84 Deleting Class 170 (2 points): Lose 26.022001 but Gain 959.878807 Iteration 77Q (54.993689 sec): 105 clusters Score: Raw -2635177.517962 + Penalty 79307.040931 = -2555870.477030 nChanged 35 Deleting Class 163 (1 points): Lose 7.763338 but Gain 941.200567 Iteration 78Q (55.167564 sec): 104 clusters Score: Raw -2635201.901248 + Penalty 78425.200005 = -2556776.701243 nChanged 25 Deleting Class 51 (32 points): Lose 120.300772 but Gain 1049.954956 Iteration 79Q (55.355037 sec): 103 clusters Score: Raw -2635110.915930 + Penalty 77441.776939 = -2557669.138990 nChanged 48 Deleting Class 49 (29 points): Lose 170.020842 but Gain 1105.974681 Iteration 80F (56.960273 sec): 102 clusters Score: Raw -2635013.348636 + Penalty 76371.872375 = -2558641.476261 nChanged 55 Deleting Class 145 (3 points): Lose 18.382217 but Gain 941.138892 Iteration 81Q (57.133690 sec): 101 clusters Score: Raw -2635078.629956 + Penalty 75433.275557 = -2559645.354399 nChanged 26 Deleting Class 179 (4 points): Lose 49.343890 but Gain 969.398481 Iteration 82Q (57.303965 sec): 100 clusters Score: Raw -2635044.882473 + Penalty 74459.474773 = -2560585.407701 nChanged 17 Deleting Class 160 (2 points): Lose 19.697264 but Gain 937.444245 Iteration 83Q (57.474217 sec): 99 clusters Score: Raw -2635037.181642 + Penalty 73521.947361 = -2561515.234281 nChanged 5 Deleting Class 36 (10 points): Lose 55.968194 but Gain 969.693488 Iteration 84Q (57.643803 sec): 98 clusters Score: Raw -2634986.781530 + Penalty 72549.427305 = -2562437.354225 nChanged 11 Deleting Class 140 (2 points): Lose 41.700986 but Gain 952.763123 Iteration 85Q (57.815218 sec): 97 clusters Score: Raw -2634960.841627 + Penalty 71638.091528 = -2563322.750099 nChanged 5 Deleting Class 68 (12 points): Lose 98.917136 but Gain 1002.699401 Iteration 86Q (57.980730 sec): 96 clusters Score: Raw -2634872.056305 + Penalty 70653.660011 = -2564218.396294 nChanged 12 Deleting Class 88 (8 points): Lose 30.030067 but Gain 930.458283 Iteration 87Q (58.147183 sec): 95 clusters Score: Raw -2634874.241551 + Penalty 69742.314061 = -2565131.927489 nChanged 11 Deleting Class 123 (2 points): Lose 7.506136 but Gain 902.555024 Iteration 88Q (58.314221 sec): 94 clusters Score: Raw -2634881.955757 + Penalty 68828.992647 = -2566052.963110 nChanged 5 Deleting Class 31 (4 points): Lose 27.700765 but Gain 914.020827 Iteration 89Q (58.478611 sec): 93 clusters Score: Raw -2634859.899677 + Penalty 67915.982958 = -2566943.916720 nChanged 7 Deleting Class 166 (2 points): Lose 14.046875 but Gain 899.895326 Iteration 90F (59.921761 sec): 92 clusters Score: Raw -2634854.903046 + Penalty 67015.329728 = -2567839.573318 nChanged 5 Deleting Class 64 (2 points): Lose 12.006342 but Gain 895.966801 Iteration 91Q (60.089337 sec): 91 clusters Score: Raw -2634847.820779 + Penalty 66122.847524 = -2568724.973255 nChanged 3 Deleting Class 12 (55 points): Lose 138.070777 but Gain 1017.359434 Iteration 92Q (60.252369 sec): 90 clusters Score: Raw -2634714.142192 + Penalty 65122.094760 = -2569592.047432 nChanged 56 Deleting Class 98 (2 points): Lose 11.276175 but Gain 885.258989 Iteration 93Q (60.418252 sec): 89 clusters Score: Raw -2634789.401699 + Penalty 64235.985241 = -2570553.416458 nChanged 12 Deleting Class 159 (4 points): Lose 11.004642 but Gain 881.802046 Iteration 94Q (60.582950 sec): 88 clusters Score: Raw -2634786.884845 + Penalty 63354.611746 = -2571432.273099 nChanged 17 Deleting Class 169 (2 points): Lose 20.385489 but Gain 890.877209 Iteration 95Q (60.746357 sec): 87 clusters Score: Raw -2634780.996904 + Penalty 62463.043886 = -2572317.953017 nChanged 8 Deleting Class 22 (12 points): Lose 96.564664 but Gain 956.220426 Iteration 96Q (60.911462 sec): 86 clusters Score: Raw -2634691.073849 + Penalty 61522.395252 = -2573168.678597 nChanged 19 Deleting Class 6 (7 points): Lose 37.464996 but Gain 893.942010 Iteration 97Q (61.076290 sec): 85 clusters Score: Raw -2634682.082983 + Penalty 60631.042567 = -2574051.040417 nChanged 17 Deleting Class 107 (13 points): Lose 72.419449 but Gain 928.035930 Iteration 98Q (61.240472 sec): 84 clusters Score: Raw -2634624.630970 + Penalty 59719.026989 = -2574905.603981 nChanged 24 Deleting Class 83 (12 points): Lose 51.058790 but Gain 903.648223 Iteration 99Q (61.403426 sec): 83 clusters Score: Raw -2634604.131967 + Penalty 58819.939494 = -2575784.192473 nChanged 25 Deleting Class 154 (4 points): Lose 19.430450 but Gain 869.116882 Iteration 100F (62.699744 sec): 82 clusters Score: Raw -2634609.691790 + Penalty 57950.336808 = -2576659.354982 nChanged 17 Deleting Class 116 (8 points): Lose 77.622802 but Gain 917.162746 Iteration 101Q (62.858041 sec): 81 clusters Score: Raw -2634546.005210 + Penalty 57028.883801 = -2577517.121409 nChanged 23 Deleting Class 132 (3 points): Lose 44.367366 but Gain 882.525900 Iteration 102Q (63.015577 sec): 80 clusters Score: Raw -2634522.077078 + Penalty 56163.309933 = -2578358.767145 nChanged 12 Deleting Class 63 (7 points): Lose 21.135130 but Gain 856.882351 Iteration 103Q (63.173997 sec): 79 clusters Score: Raw -2634548.833809 + Penalty 55298.141743 = -2579250.692066 nChanged 15 Deleting Class 52 (6 points): Lose 169.189570 but Gain 982.926281 Iteration 104Q (63.331489 sec): 78 clusters Score: Raw -2634395.759812 + Penalty 54264.977765 = -2580130.782047 nChanged 10 Deleting Class 90 (3 points): Lose 12.065919 but Gain 818.893350 Iteration 105Q (63.488314 sec): 77 clusters Score: Raw -2634469.188461 + Penalty 53429.886446 = -2581039.302014 nChanged 10 Deleting Class 55 (14 points): Lose 41.296319 but Gain 839.934271 Iteration 106Q (63.652685 sec): 76 clusters Score: Raw -2634460.159622 + Penalty 52587.175029 = -2581872.984593 nChanged 22 Deleting Class 158 (2 points): Lose 19.949387 but Gain 818.104027 Iteration 107Q (63.808811 sec): 75 clusters Score: Raw -2634458.539053 + Penalty 51775.113139 = -2582683.425914 nChanged 9 Deleting Class 135 (2 points): Lose 26.274970 but Gain 815.811843 Iteration 108Q (63.961955 sec): 74 clusters Score: Raw -2634439.518264 + Penalty 50975.401969 = -2583464.116295 nChanged 6 Deleting Class 91 (8 points): Lose 55.797365 but Gain 821.891633 Iteration 109Q (64.115432 sec): 73 clusters Score: Raw -2634392.170892 + Penalty 50181.665939 = -2584210.504952 nChanged 13 Deleting Class 33 (17 points): Lose 97.226859 but Gain 842.693732 Iteration 110F (65.252928 sec): 72 clusters Score: Raw -2634333.737476 + Penalty 49394.737661 = -2584938.999814 nChanged 24 Deleting Class 101 (3 points): Lose 28.135804 but Gain 760.080682 Iteration 111Q (65.407378 sec): 71 clusters Score: Raw -2634411.886512 + Penalty 48647.058956 = -2585764.827556 nChanged 12 Deleting Class 47 (105 points): Lose 387.397213 but Gain 1088.004894 Iteration 112Q (65.560437 sec): 70 clusters Score: Raw -2634043.097461 + Penalty 47642.147331 = -2586400.950130 nChanged 115 Deleting Class 54 (17 points): Lose 939.376173 but Gain 1637.655293 Iteration 113Q (65.716530 sec): 69 clusters Score: Raw -2633292.789748 + Penalty 46384.481560 = -2586908.308189 nChanged 51 Deleting Class 72 (17 points): Lose 85.219146 but Gain 781.861707 Iteration 114Q (65.868839 sec): 68 clusters Score: Raw -2633307.081102 + Penalty 45702.648384 = -2587604.432718 nChanged 47 Deleting Class 150 (2 points): Lose 14.905071 but Gain 710.529742 Iteration 115Q (66.019735 sec): 67 clusters Score: Raw -2633362.538529 + Penalty 45036.886451 = -2588325.652078 nChanged 31 Deleting Class 78 (12 points): Lose 84.996981 but Gain 771.005256 Iteration 116Q (66.168195 sec): 66 clusters Score: Raw -2633298.506253 + Penalty 44329.436791 = -2588969.069463 nChanged 29 Deleting Class 26 (26 points): Lose 58.344321 but Gain 726.977323 Iteration 117Q (66.316086 sec): 65 clusters Score: Raw -2633273.773928 + Penalty 43674.167402 = -2589599.606526 nChanged 45 Deleting Class 9 (11 points): Lose 549.433327 but Gain 1211.511919 Iteration 118Q (66.464413 sec): 64 clusters Score: Raw -2632771.851428 + Penalty 42499.170586 = -2590272.680842 nChanged 32 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2632771.851428 + Penalty 42499.170586 = -2590272.680842Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 1 (5441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.593968 sec): 2 clusters Score: Raw -404659.548919 + Penalty 56.346683 = -404603.202236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.604056 sec): 3 clusters Score: Raw -401023.628522 + Penalty 112.487811 = -400911.140711 nChanged 2617 SP:Iteration 1F (66.613953 sec): 3 clusters Score: Raw -402673.736553 + Penalty 112.851294 = -402560.885259 nChanged 580 SP:Iteration 2F (66.623717 sec): 3 clusters Score: Raw -403509.568251 + Penalty 112.653922 = -403396.914329 nChanged 457 SP:Iteration 3F (66.633826 sec): 3 clusters Score: Raw -404045.624639 + Penalty 112.402299 = -403933.222339 nChanged 316 SP:Iteration 4F (66.643941 sec): 3 clusters Score: Raw -404395.252104 + Penalty 112.371830 = -404282.880274 nChanged 250 SP:Iteration 5Q (66.653646 sec): 3 clusters Score: Raw -404552.042292 + Penalty 112.405076 = -404439.637216 nChanged 131 SP:Iteration 6Q (66.663111 sec): 3 clusters Score: Raw -404647.067178 + Penalty 112.379482 = -404534.687696 nChanged 85 SP:Iteration 7Q (66.672486 sec): 3 clusters Score: Raw -404695.239749 + Penalty 112.341618 = -404582.898131 nChanged 71 SP:Iteration 8Q (66.681724 sec): 3 clusters Score: Raw -404719.961813 + Penalty 112.341827 = -404607.619987 nChanged 63 SP:Iteration 9Q (66.690789 sec): 3 clusters Score: Raw -404737.385001 + Penalty 112.257710 = -404625.127291 nChanged 48 SP:Iteration 10F (66.700628 sec): 3 clusters Score: Raw -404747.697461 + Penalty 112.327073 = -404635.370388 nChanged 40 SP:Iteration 11Q (66.709736 sec): 3 clusters Score: Raw -404754.858992 + Penalty 112.296651 = -404642.562341 nChanged 43 SP:Iteration 12Q (66.718968 sec): 3 clusters Score: Raw -404762.818036 + Penalty 112.279311 = -404650.538725 nChanged 43 SP:Iteration 13Q (66.728110 sec): 3 clusters Score: Raw -404771.934982 + Penalty 112.310300 = -404659.624682 nChanged 36 SP:Iteration 14Q (66.737407 sec): 3 clusters Score: Raw -404781.746892 + Penalty 112.238549 = -404669.508342 nChanged 47 SP:Iteration 15Q (66.746699 sec): 3 clusters Score: Raw -404796.764307 + Penalty 112.221470 = -404684.542837 nChanged 50 SP:Iteration 16Q (66.755623 sec): 3 clusters Score: Raw -404818.827118 + Penalty 112.424589 = -404706.402528 nChanged 78 SP:Iteration 17Q (66.764684 sec): 3 clusters Score: Raw -404875.610412 + Penalty 112.672874 = -404762.937538 nChanged 113 SP:Iteration 18Q (66.773632 sec): 3 clusters Score: Raw -404985.381382 + Penalty 112.497692 = -404872.883690 nChanged 118 SP:Iteration 19Q (66.782481 sec): 3 clusters Score: Raw -405101.350508 + Penalty 112.143955 = -404989.206554 nChanged 91 SP:Iteration 20F (66.792289 sec): 3 clusters Score: Raw -405198.409270 + Penalty 111.780344 = -405086.628926 nChanged 68 SP:Iteration 21Q (66.801026 sec): 3 clusters Score: Raw -405253.062223 + Penalty 111.710195 = -405141.352028 nChanged 57 SP:Iteration 22Q (66.809644 sec): 3 clusters Score: Raw -405290.223760 + Penalty 111.953485 = -405178.270276 nChanged 52 SP:Iteration 23Q (66.818203 sec): 3 clusters Score: Raw -405326.378162 + Penalty 111.386769 = -405214.991393 nChanged 42 SP:Iteration 24Q (66.826819 sec): 3 clusters Score: Raw -405355.304219 + Penalty 110.829363 = -405244.474856 nChanged 34 SP:Iteration 25Q (66.835195 sec): 3 clusters Score: Raw -405370.423376 + Penalty 110.933360 = -405259.490017 nChanged 34 SP:Iteration 26Q (66.844030 sec): 3 clusters Score: Raw -405379.440792 + Penalty 111.044067 = -405268.396726 nChanged 21 SP:Iteration 27Q (66.852433 sec): 3 clusters Score: Raw -405385.132068 + Penalty 111.167567 = -405273.964500 nChanged 20 SP:Iteration 28Q (66.860877 sec): 3 clusters Score: Raw -405390.785807 + Penalty 111.267910 = -405279.517897 nChanged 17 SP:Iteration 29Q (66.869234 sec): 3 clusters Score: Raw -405393.269576 + Penalty 111.325932 = -405281.943644 nChanged 12 SP:Iteration 30F (66.879037 sec): 3 clusters Score: Raw -405394.769372 + Penalty 111.390211 = -405283.379162 nChanged 9 SP:Iteration 31Q (66.887413 sec): 3 clusters Score: Raw -405395.740231 + Penalty 111.415316 = -405284.324915 nChanged 5 SP:Iteration 32Q (66.895783 sec): 3 clusters Score: Raw -405395.981001 + Penalty 111.430788 = -405284.550213 nChanged 2 SP:Iteration 33Q (66.904019 sec): 3 clusters Score: Raw -405396.000104 + Penalty 111.430788 = -405284.569316 nChanged 0 SP:Iteration 34F (66.914026 sec): 3 clusters Score: Raw -405396.000104 + Penalty 111.430788 = -405284.569316 nChanged 0 Score: Raw -2648677.222843 + Penalty 42565.982494 = -2606111.240350 Splitting cluster 1 changes total score from -2590272.680842 to -2606111.240350 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.949575 sec): 2 clusters Score: Raw -79202.705186 + Penalty 482.870188 = -78719.834998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.951433 sec): 3 clusters Score: Raw -78738.178840 + Penalty 963.820690 = -77774.358150 nChanged 337 SP:Iteration 1F (67.953263 sec): 3 clusters Score: Raw -78926.224541 + Penalty 962.908267 = -77963.316274 nChanged 79 SP:Iteration 2F (67.955071 sec): 3 clusters Score: Raw -78989.067235 + Penalty 962.278301 = -78026.788934 nChanged 57 SP:Iteration 3F (67.956854 sec): 3 clusters Score: Raw -79045.203626 + Penalty 963.484229 = -78081.719397 nChanged 51 SP:Iteration 4F (67.958644 sec): 3 clusters Score: Raw -79087.193067 + Penalty 964.927332 = -78122.265735 nChanged 38 SP:Iteration 5Q (67.960432 sec): 3 clusters Score: Raw -79113.741587 + Penalty 967.150286 = -78146.591301 nChanged 30 SP:Iteration 6Q (67.962248 sec): 3 clusters Score: Raw -79132.851545 + Penalty 969.515138 = -78163.336408 nChanged 22 SP:Iteration 7Q (67.964051 sec): 3 clusters Score: Raw -79142.350689 + Penalty 972.074145 = -78170.276544 nChanged 14 SP:Iteration 8Q (67.965939 sec): 3 clusters Score: Raw -79148.784592 + Penalty 975.120285 = -78173.664307 nChanged 13 SP:Iteration 9Q (67.967819 sec): 3 clusters Score: Raw -79155.791349 + Penalty 978.999326 = -78176.792023 nChanged 12 SP:Iteration 10F (67.969710 sec): 3 clusters Score: Raw -79161.921387 + Penalty 982.134354 = -78179.787033 nChanged 13 SP:Iteration 11Q (67.971498 sec): 3 clusters Score: Raw -79169.506513 + Penalty 985.944838 = -78183.561675 nChanged 14 SP:Iteration 12Q (67.973327 sec): 3 clusters Score: Raw -79177.245019 + Penalty 989.188721 = -78188.056298 nChanged 12 SP:Iteration 13Q (67.975102 sec): 3 clusters Score: Raw -79182.007106 + Penalty 991.671511 = -78190.335594 nChanged 9 SP:Iteration 14Q (67.976911 sec): 3 clusters Score: Raw -79183.676556 + Penalty 992.844439 = -78190.832117 nChanged 4 SP:Iteration 15Q (67.978698 sec): 3 clusters Score: Raw -79184.666736 + Penalty 993.587706 = -78191.079030 nChanged 3 SP:Iteration 16Q (67.980450 sec): 3 clusters Score: Raw -79186.397310 + Penalty 993.883542 = -78192.513768 nChanged 1 SP:Iteration 17Q (67.982229 sec): 3 clusters Score: Raw -79186.598961 + Penalty 993.883542 = -78192.715419 nChanged 0 SP:Iteration 18F (67.984026 sec): 3 clusters Score: Raw -79186.598961 + Penalty 993.883542 = -78192.715419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.984540 sec): 2 clusters Score: Raw -251.074920 + Penalty 40.715065 = -210.359855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.984749 sec): 3 clusters Score: Raw -247.903322 + Penalty 84.938206 = -162.965115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.991191 sec): 2 clusters Score: Raw -105606.162270 + Penalty 312.540872 = -105293.621398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.993966 sec): 3 clusters Score: Raw -104877.647877 + Penalty 622.020632 = -104255.627245 nChanged 509 SP:Iteration 1F (67.996626 sec): 3 clusters Score: Raw -105151.633001 + Penalty 620.918239 = -104530.714762 nChanged 128 SP:Iteration 2F (67.999147 sec): 3 clusters Score: Raw -105227.516146 + Penalty 620.674882 = -104606.841264 nChanged 95 SP:Iteration 3F (68.001712 sec): 3 clusters Score: Raw -105287.392533 + Penalty 622.337912 = -104665.054621 nChanged 73 SP:Iteration 4F (68.004320 sec): 3 clusters Score: Raw -105328.151835 + Penalty 623.890128 = -104704.261707 nChanged 49 SP:Iteration 5Q (68.007018 sec): 3 clusters Score: Raw -105360.483695 + Penalty 625.298548 = -104735.185146 nChanged 46 SP:Iteration 6Q (68.009736 sec): 3 clusters Score: Raw -105380.151730 + Penalty 626.612995 = -104753.538735 nChanged 31 SP:Iteration 7Q (68.012267 sec): 3 clusters Score: Raw -105393.918741 + Penalty 628.626184 = -104765.292557 nChanged 34 SP:Iteration 8Q (68.014772 sec): 3 clusters Score: Raw -105406.640098 + Penalty 629.627542 = -104777.012556 nChanged 25 SP:Iteration 9Q (68.017389 sec): 3 clusters Score: Raw -105416.795516 + Penalty 629.439898 = -104787.355619 nChanged 31 SP:Iteration 10F (68.020023 sec): 3 clusters Score: Raw -105429.069653 + Penalty 633.028254 = -104796.041398 nChanged 34 SP:Iteration 11Q (68.022529 sec): 3 clusters Score: Raw -105445.111609 + Penalty 635.753698 = -104809.357911 nChanged 25 SP:Iteration 12Q (68.024982 sec): 3 clusters Score: Raw -105457.707100 + Penalty 639.737354 = -104817.969746 nChanged 24 SP:Iteration 13Q (68.027462 sec): 3 clusters Score: Raw -105467.657117 + Penalty 639.684952 = -104827.972165 nChanged 31 SP:Iteration 14Q (68.029965 sec): 3 clusters Score: Raw -105484.719566 + Penalty 646.966128 = -104837.753438 nChanged 30 SP:Iteration 15Q (68.032451 sec): 3 clusters Score: Raw -105507.363397 + Penalty 657.002327 = -104850.361070 nChanged 30 SP:Iteration 16Q (68.034887 sec): 3 clusters Score: Raw -105526.726592 + Penalty 670.806937 = -104855.919654 nChanged 24 SP:Iteration 17Q (68.037327 sec): 3 clusters Score: Raw -105541.899735 + Penalty 697.127209 = -104844.772526 nChanged 21 SP:Iteration 18F (68.040032 sec): 3 clusters Score: Raw -105562.288130 + Penalty 716.680302 = -104845.607828 nChanged 17 SP:Iteration 19Q (68.042479 sec): 3 clusters Score: Raw -105580.161751 + Penalty 725.095824 = -104855.065927 nChanged 13 SP:Iteration 20F (68.044946 sec): 3 clusters Score: Raw -105592.253211 + Penalty 726.150758 = -104866.102453 nChanged 14 SP:Iteration 21Q (68.047094 sec): 3 clusters Score: Raw -105603.576619 + Penalty 726.222555 = -104877.354064 nChanged 8 SP:Iteration 22Q (68.049240 sec): 3 clusters Score: Raw -105624.858325 + Penalty 733.777893 = -104891.080432 nChanged 3 SP:Iteration 23Q (68.051332 sec): 3 clusters Score: Raw -105630.574858 + Penalty 733.777893 = -104896.796965 nChanged 0 SP:Iteration 24F (68.053816 sec): 3 clusters Score: Raw -105630.574858 + Penalty 733.777893 = -104896.796965 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 7 (2500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.067664 sec): 2 clusters Score: Raw -199868.765633 + Penalty 43.332386 = -199825.433247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.072341 sec): 3 clusters Score: Raw -198259.624409 + Penalty 86.716093 = -198172.908315 nChanged 1195 SP:Iteration 1F (68.076849 sec): 3 clusters Score: Raw -199276.659459 + Penalty 86.700721 = -199189.958738 nChanged 144 SP:Iteration 2F (68.081524 sec): 3 clusters Score: Raw -199341.379905 + Penalty 86.674032 = -199254.705873 nChanged 71 SP:Iteration 3Q (68.086016 sec): 3 clusters Score: Raw -199370.762844 + Penalty 86.714296 = -199284.048547 nChanged 60 SP:Iteration 4Q (68.090368 sec): 3 clusters Score: Raw -199394.533465 + Penalty 86.683692 = -199307.849773 nChanged 56 SP:Iteration 5Q (68.094810 sec): 3 clusters Score: Raw -199420.172900 + Penalty 86.756615 = -199333.416285 nChanged 48 SP:Iteration 6Q (68.099120 sec): 3 clusters Score: Raw -199441.805695 + Penalty 86.767073 = -199355.038621 nChanged 64 SP:Iteration 7Q (68.103411 sec): 3 clusters Score: Raw -199472.181859 + Penalty 86.591403 = -199385.590455 nChanged 64 SP:Iteration 8Q (68.107700 sec): 3 clusters Score: Raw -199511.123894 + Penalty 86.161806 = -199424.962088 nChanged 61 SP:Iteration 9Q (68.112012 sec): 3 clusters Score: Raw -199560.403176 + Penalty 85.957760 = -199474.445415 nChanged 72 SP:Iteration 10F (68.116564 sec): 3 clusters Score: Raw -199608.741558 + Penalty 85.935983 = -199522.805576 nChanged 63 SP:Iteration 11Q (68.120787 sec): 3 clusters Score: Raw -199645.882923 + Penalty 85.939522 = -199559.943402 nChanged 55 SP:Iteration 12Q (68.124957 sec): 3 clusters Score: Raw -199667.109842 + Penalty 85.882456 = -199581.227387 nChanged 36 SP:Iteration 13Q (68.129014 sec): 3 clusters Score: Raw -199677.984372 + Penalty 85.885175 = -199592.099197 nChanged 21 SP:Iteration 14Q (68.133039 sec): 3 clusters Score: Raw -199683.522857 + Penalty 85.870257 = -199597.652600 nChanged 22 SP:Iteration 15Q (68.137053 sec): 3 clusters Score: Raw -199694.185253 + Penalty 85.806994 = -199608.378259 nChanged 26 SP:Iteration 16Q (68.141300 sec): 3 clusters Score: Raw -199704.081824 + Penalty 85.811945 = -199618.269878 nChanged 19 SP:Iteration 17Q (68.145428 sec): 3 clusters Score: Raw -199709.344870 + Penalty 85.778867 = -199623.566002 nChanged 24 SP:Iteration 18Q (68.149411 sec): 3 clusters Score: Raw -199714.321536 + Penalty 85.794351 = -199628.527185 nChanged 19 SP:Iteration 19Q (68.153378 sec): 3 clusters Score: Raw -199719.360495 + Penalty 85.807883 = -199633.552612 nChanged 14 SP:Iteration 20F (68.157836 sec): 3 clusters Score: Raw -199723.194321 + Penalty 85.850943 = -199637.343378 nChanged 12 SP:Iteration 21Q (68.161844 sec): 3 clusters Score: Raw -199727.368211 + Penalty 85.759543 = -199641.608668 nChanged 18 SP:Iteration 22Q (68.165755 sec): 3 clusters Score: Raw -199732.415438 + Penalty 85.829915 = -199646.585523 nChanged 17 SP:Iteration 23Q (68.169789 sec): 3 clusters Score: Raw -199738.932818 + Penalty 85.828125 = -199653.104693 nChanged 22 SP:Iteration 24Q (68.174025 sec): 3 clusters Score: Raw -199744.627585 + Penalty 85.745630 = -199658.881955 nChanged 15 SP:Iteration 25Q (68.178024 sec): 3 clusters Score: Raw -199748.772985 + Penalty 85.741358 = -199663.031626 nChanged 12 SP:Iteration 26Q (68.181971 sec): 3 clusters Score: Raw -199751.610156 + Penalty 85.424711 = -199666.185445 nChanged 15 SP:Iteration 27Q (68.186020 sec): 3 clusters Score: Raw -199754.841413 + Penalty 85.333311 = -199669.508102 nChanged 17 SP:Iteration 28Q (68.189912 sec): 3 clusters Score: Raw -199759.563284 + Penalty 85.345043 = -199674.218241 nChanged 16 SP:Iteration 29Q (68.193776 sec): 3 clusters Score: Raw -199762.621374 + Penalty 85.369240 = -199677.252134 nChanged 8 SP:Iteration 30F (68.198346 sec): 3 clusters Score: Raw -199764.099346 + Penalty 85.401765 = -199678.697581 nChanged 10 SP:Iteration 31Q (68.202154 sec): 3 clusters Score: Raw -199766.142983 + Penalty 85.419164 = -199680.723819 nChanged 7 SP:Iteration 32Q (68.205955 sec): 3 clusters Score: Raw -199767.420820 + Penalty 85.432593 = -199681.988227 nChanged 4 SP:Iteration 33Q (68.209773 sec): 3 clusters Score: Raw -199768.085836 + Penalty 85.394766 = -199682.691070 nChanged 10 SP:Iteration 34Q (68.213656 sec): 3 clusters Score: Raw -199769.729685 + Penalty 85.386723 = -199684.342963 nChanged 8 SP:Iteration 35Q (68.217594 sec): 3 clusters Score: Raw -199771.169791 + Penalty 85.389646 = -199685.780145 nChanged 13 SP:Iteration 36Q (68.221460 sec): 3 clusters Score: Raw -199773.528379 + Penalty 85.349942 = -199688.178437 nChanged 10 SP:Iteration 37Q (68.225341 sec): 3 clusters Score: Raw -199775.378349 + Penalty 85.373008 = -199690.005342 nChanged 10 SP:Iteration 38Q (68.229160 sec): 3 clusters Score: Raw -199777.256752 + Penalty 85.419345 = -199691.837407 nChanged 10 SP:Iteration 39Q (68.232871 sec): 3 clusters Score: Raw -199779.316852 + Penalty 85.454022 = -199693.862831 nChanged 7 SP:Iteration 40F (68.237174 sec): 3 clusters Score: Raw -199780.459216 + Penalty 85.437959 = -199695.021257 nChanged 7 SP:Iteration 41Q (68.241108 sec): 3 clusters Score: Raw -199781.666089 + Penalty 85.405755 = -199696.260334 nChanged 10 SP:Iteration 42Q (68.244947 sec): 3 clusters Score: Raw -199783.542873 + Penalty 85.356296 = -199698.186577 nChanged 9 SP:Iteration 43Q (68.248633 sec): 3 clusters Score: Raw -199785.892842 + Penalty 85.429034 = -199700.463808 nChanged 17 SP:Iteration 44Q (68.252378 sec): 3 clusters Score: Raw -199791.114340 + Penalty 85.272095 = -199705.842245 nChanged 14 SP:Iteration 45Q (68.256005 sec): 3 clusters Score: Raw -199795.539434 + Penalty 85.239143 = -199710.300290 nChanged 13 SP:Iteration 46Q (68.259653 sec): 3 clusters Score: Raw -199800.552329 + Penalty 85.338625 = -199715.213704 nChanged 15 SP:Iteration 47Q (68.263318 sec): 3 clusters Score: Raw -199807.887468 + Penalty 85.093197 = -199722.794271 nChanged 15 SP:Iteration 48Q (68.267021 sec): 3 clusters Score: Raw -199814.281529 + Penalty 85.155435 = -199729.126094 nChanged 9 SP:Iteration 49Q (68.270693 sec): 3 clusters Score: Raw -199817.796559 + Penalty 85.172023 = -199732.624535 nChanged 10 SP:Iteration 50F (68.275124 sec): 3 clusters Score: Raw -199821.014210 + Penalty 85.203973 = -199735.810237 nChanged 5 SP:Iteration 51Q (68.278864 sec): 3 clusters Score: Raw -199822.271135 + Penalty 85.150772 = -199737.120363 nChanged 4 SP:Iteration 52Q (68.282726 sec): 3 clusters Score: Raw -199823.459049 + Penalty 85.183387 = -199738.275662 nChanged 4 SP:Iteration 53Q (68.286448 sec): 3 clusters Score: Raw -199825.055582 + Penalty 85.088604 = -199739.966977 nChanged 6 SP:Iteration 54Q (68.290127 sec): 3 clusters Score: Raw -199826.690248 + Penalty 85.130500 = -199741.559748 nChanged 5 SP:Iteration 55Q (68.293790 sec): 3 clusters Score: Raw -199828.082079 + Penalty 85.139146 = -199742.942932 nChanged 1 SP:Iteration 56Q (68.297468 sec): 3 clusters Score: Raw -199828.358360 + Penalty 85.139146 = -199743.219213 nChanged 0 SP:Iteration 57F (68.302117 sec): 3 clusters Score: Raw -199828.358360 + Penalty 85.139146 = -199743.219213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.306314 sec): 2 clusters Score: Raw -36834.176255 + Penalty 647.491972 = -36186.684283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.307261 sec): 3 clusters Score: Raw -36697.913932 + Penalty 1294.796225 = -35403.117706 nChanged 98 SP:Iteration 1F (68.308190 sec): 3 clusters Score: Raw -36784.606028 + Penalty 1294.558552 = -35490.047477 nChanged 24 SP:Iteration 2F (68.309095 sec): 3 clusters Score: Raw -36825.768861 + Penalty 1294.509021 = -35531.259840 nChanged 15 SP:Iteration 3Q (68.309982 sec): 3 clusters Score: Raw -36852.812535 + Penalty 1294.546291 = -35558.266244 nChanged 8 SP:Iteration 4Q (68.310883 sec): 3 clusters Score: Raw -36860.220115 + Penalty 1294.511204 = -35565.708911 nChanged 8 SP:Iteration 5Q (68.311762 sec): 3 clusters Score: Raw -36866.260681 + Penalty 1294.312606 = -35571.948075 nChanged 7 SP:Iteration 6Q (68.312680 sec): 3 clusters Score: Raw -36872.416962 + Penalty 1294.292703 = -35578.124259 nChanged 1 SP:Iteration 7Q (68.313569 sec): 3 clusters Score: Raw -36873.404156 + Penalty 1294.292703 = -35579.111453 nChanged 0 SP:Iteration 8F (68.314509 sec): 3 clusters Score: Raw -36873.404156 + Penalty 1294.292703 = -35579.111453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 10 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.315246 sec): 2 clusters Score: Raw -6941.285574 + Penalty 372.891883 = -6568.393691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.315603 sec): 3 clusters Score: Raw -6947.192237 + Penalty 745.172141 = -6202.020096 nChanged 7 SP:Iteration 1F (68.315954 sec): 3 clusters Score: Raw -6962.201330 + Penalty 745.035141 = -6217.166189 nChanged 2 SP:Iteration 2Q (68.316297 sec): 3 clusters Score: Raw -6970.733161 + Penalty 745.035141 = -6225.698020 nChanged 0 SP:Iteration 3F (68.316649 sec): 3 clusters Score: Raw -6970.733161 + Penalty 745.035141 = -6225.698020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 11 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.319613 sec): 2 clusters Score: Raw -74551.705878 + Penalty 390.331376 = -74161.374502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.321404 sec): 3 clusters Score: Raw -74025.074875 + Penalty 770.179898 = -73254.894977 nChanged 352 SP:Iteration 1F (68.323169 sec): 3 clusters Score: Raw -74259.422257 + Penalty 757.889984 = -73501.532273 nChanged 108 SP:Iteration 2F (68.324895 sec): 3 clusters Score: Raw -74339.510785 + Penalty 751.812827 = -73587.697958 nChanged 60 SP:Iteration 3F (68.326586 sec): 3 clusters Score: Raw -74395.496799 + Penalty 738.535997 = -73656.960803 nChanged 43 SP:Iteration 4Q (68.328260 sec): 3 clusters Score: Raw -74448.613179 + Penalty 730.187819 = -73718.425360 nChanged 27 SP:Iteration 5Q (68.329837 sec): 3 clusters Score: Raw -74478.738434 + Penalty 728.975161 = -73749.763273 nChanged 15 SP:Iteration 6Q (68.331419 sec): 3 clusters Score: Raw -74492.826065 + Penalty 729.510729 = -73763.315336 nChanged 11 SP:Iteration 7Q (68.332974 sec): 3 clusters Score: Raw -74500.972478 + Penalty 730.482988 = -73770.489490 nChanged 10 SP:Iteration 8Q (68.334499 sec): 3 clusters Score: Raw -74507.747328 + Penalty 729.357916 = -73778.389412 nChanged 8 SP:Iteration 9Q (68.335979 sec): 3 clusters Score: Raw -74513.779717 + Penalty 731.389791 = -73782.389926 nChanged 8 SP:Iteration 10F (68.337745 sec): 3 clusters Score: Raw -74519.046835 + Penalty 728.422433 = -73790.624402 nChanged 4 SP:Iteration 11Q (68.339320 sec): 3 clusters Score: Raw -74520.582029 + Penalty 727.483533 = -73793.098496 nChanged 3 SP:Iteration 12Q (68.340877 sec): 3 clusters Score: Raw -74520.834470 + Penalty 725.042466 = -73795.792004 nChanged 1 SP:Iteration 13Q (68.342388 sec): 3 clusters Score: Raw -74520.897385 + Penalty 725.042466 = -73795.854920 nChanged 0 SP:Iteration 14F (68.344137 sec): 3 clusters Score: Raw -74520.897385 + Penalty 725.042466 = -73795.854920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.345472 sec): 2 clusters Score: Raw -22783.880396 + Penalty 397.336335 = -22386.544061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.346139 sec): 3 clusters Score: Raw -22675.877709 + Penalty 795.377561 = -21880.500148 nChanged 66 SP:Iteration 1F (68.346824 sec): 3 clusters Score: Raw -22729.701042 + Penalty 797.612545 = -21932.088497 nChanged 24 SP:Iteration 2F (68.347493 sec): 3 clusters Score: Raw -22754.040196 + Penalty 798.056469 = -21955.983727 nChanged 10 SP:Iteration 3Q (68.348156 sec): 3 clusters Score: Raw -22765.116249 + Penalty 798.374886 = -21966.741363 nChanged 6 SP:Iteration 4Q (68.348836 sec): 3 clusters Score: Raw -22769.473131 + Penalty 798.254838 = -21971.218293 nChanged 3 SP:Iteration 5Q (68.349494 sec): 3 clusters Score: Raw -22771.324908 + Penalty 798.426423 = -21972.898484 nChanged 1 SP:Iteration 6Q (68.350127 sec): 3 clusters Score: Raw -22772.029134 + Penalty 798.497534 = -21973.531600 nChanged 1 SP:Iteration 7Q (68.350769 sec): 3 clusters Score: Raw -22772.914796 + Penalty 798.497534 = -21974.417262 nChanged 0 SP:Iteration 8F (68.351420 sec): 3 clusters Score: Raw -22772.914796 + Penalty 798.497534 = -21974.417262 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.354982 sec): 2 clusters Score: Raw -92466.393027 + Penalty 589.179352 = -91877.213674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.357193 sec): 3 clusters Score: Raw -91904.895233 + Penalty 1178.204425 = -90726.690808 nChanged 370 SP:Iteration 1F (68.359377 sec): 3 clusters Score: Raw -92107.682233 + Penalty 1178.557411 = -90929.124822 nChanged 103 SP:Iteration 2F (68.361424 sec): 3 clusters Score: Raw -92163.670062 + Penalty 1179.002296 = -90984.667766 nChanged 58 SP:Iteration 3F (68.363485 sec): 3 clusters Score: Raw -92189.431363 + Penalty 1180.063840 = -91009.367524 nChanged 37 SP:Iteration 4Q (68.365546 sec): 3 clusters Score: Raw -92206.892868 + Penalty 1180.548427 = -91026.344441 nChanged 30 SP:Iteration 5Q (68.367687 sec): 3 clusters Score: Raw -92217.723758 + Penalty 1182.131475 = -91035.592283 nChanged 25 SP:Iteration 6Q (68.369749 sec): 3 clusters Score: Raw -92229.080855 + Penalty 1183.627148 = -91045.453707 nChanged 26 SP:Iteration 7Q (68.371819 sec): 3 clusters Score: Raw -92240.964688 + Penalty 1185.145051 = -91055.819637 nChanged 20 SP:Iteration 8Q (68.374099 sec): 3 clusters Score: Raw -92250.788311 + Penalty 1186.647071 = -91064.141239 nChanged 23 SP:Iteration 9Q (68.376221 sec): 3 clusters Score: Raw -92263.147220 + Penalty 1188.450483 = -91074.696737 nChanged 26 SP:Iteration 10F (68.378397 sec): 3 clusters Score: Raw -92275.025987 + Penalty 1190.480542 = -91084.545446 nChanged 18 SP:Iteration 11Q (68.380517 sec): 3 clusters Score: Raw -92283.255722 + Penalty 1191.322108 = -91091.933614 nChanged 16 SP:Iteration 12Q (68.382569 sec): 3 clusters Score: Raw -92289.424255 + Penalty 1194.218297 = -91095.205958 nChanged 26 SP:Iteration 13Q (68.384645 sec): 3 clusters Score: Raw -92303.860021 + Penalty 1198.706633 = -91105.153388 nChanged 32 SP:Iteration 14Q (68.386684 sec): 3 clusters Score: Raw -92327.223186 + Penalty 1203.938612 = -91123.284574 nChanged 36 SP:Iteration 15Q (68.388728 sec): 3 clusters Score: Raw -92352.027098 + Penalty 1206.716732 = -91145.310366 nChanged 24 SP:Iteration 16Q (68.390765 sec): 3 clusters Score: Raw -92368.280300 + Penalty 1207.339228 = -91160.941072 nChanged 19 SP:Iteration 17Q (68.392860 sec): 3 clusters Score: Raw -92379.061857 + Penalty 1207.579884 = -91171.481973 nChanged 21 SP:Iteration 18Q (68.395084 sec): 3 clusters Score: Raw -92392.139081 + Penalty 1210.993733 = -91181.145348 nChanged 20 SP:Iteration 19Q (68.397249 sec): 3 clusters Score: Raw -92405.299720 + Penalty 1215.598879 = -91189.700841 nChanged 22 SP:Iteration 20F (68.399300 sec): 3 clusters Score: Raw -92422.253899 + Penalty 1217.570181 = -91204.683719 nChanged 16 SP:Iteration 21Q (68.401376 sec): 3 clusters Score: Raw -92434.702356 + Penalty 1221.741963 = -91212.960393 nChanged 14 SP:Iteration 22Q (68.403395 sec): 3 clusters Score: Raw -92448.622870 + Penalty 1226.142179 = -91222.480690 nChanged 12 SP:Iteration 23Q (68.405375 sec): 3 clusters Score: Raw -92464.190885 + Penalty 1222.959539 = -91241.231346 nChanged 11 SP:Iteration 24Q (68.407357 sec): 3 clusters Score: Raw -92474.405673 + Penalty 1228.821223 = -91245.584450 nChanged 8 SP:Iteration 25Q (68.409382 sec): 3 clusters Score: Raw -92479.994261 + Penalty 1232.856251 = -91247.138010 nChanged 6 SP:Iteration 26Q (68.411355 sec): 3 clusters Score: Raw -92484.907237 + Penalty 1239.020257 = -91245.886980 nChanged 3 SP:Iteration 27F (68.413421 sec): 3 clusters Score: Raw -92487.043311 + Penalty 1241.307195 = -91245.736116 nChanged 2 SP:Iteration 28F (68.415494 sec): 3 clusters Score: Raw -92489.134437 + Penalty 1243.370045 = -91245.764392 nChanged 1 SP:Iteration 29Q (68.417403 sec): 3 clusters Score: Raw -92490.139613 + Penalty 1243.084070 = -91247.055542 nChanged 2 SP:Iteration 30F (68.419444 sec): 3 clusters Score: Raw -92491.658610 + Penalty 1243.084070 = -91248.574540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.420168 sec): 2 clusters Score: Raw -5762.799179 + Penalty 272.370604 = -5490.428575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.420504 sec): 3 clusters Score: Raw -5747.722527 + Penalty 552.404470 = -5195.318056 nChanged 9 SP:Iteration 1F (68.420832 sec): 3 clusters Score: Raw -5765.066749 + Penalty 556.009894 = -5209.056855 nChanged 2 SP:Iteration 2Q (68.421154 sec): 3 clusters Score: Raw -5769.308960 + Penalty 556.009894 = -5213.299066 nChanged 0 SP:Iteration 3F (68.421485 sec): 3 clusters Score: Raw -5769.308960 + Penalty 556.009894 = -5213.299066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 17 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.424533 sec): 2 clusters Score: Raw -79019.756626 + Penalty 595.617055 = -78424.139571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.426349 sec): 3 clusters Score: Raw -78511.815862 + Penalty 1196.968071 = -77314.847791 nChanged 306 SP:Iteration 1F (68.428115 sec): 3 clusters Score: Raw -78657.765803 + Penalty 1206.114860 = -77451.650943 nChanged 126 SP:Iteration 2F (68.429885 sec): 3 clusters Score: Raw -78767.959727 + Penalty 1216.430292 = -77551.529435 nChanged 86 SP:Iteration 3F (68.431701 sec): 3 clusters Score: Raw -78842.475510 + Penalty 1228.804553 = -77613.670957 nChanged 55 SP:Iteration 4F (68.433491 sec): 3 clusters Score: Raw -78887.217804 + Penalty 1243.264326 = -77643.953477 nChanged 41 SP:Iteration 5Q (68.435259 sec): 3 clusters Score: Raw -78925.646248 + Penalty 1256.734378 = -77668.911870 nChanged 35 SP:Iteration 6Q (68.436967 sec): 3 clusters Score: Raw -78954.086468 + Penalty 1267.416480 = -77686.669988 nChanged 24 SP:Iteration 7Q (68.438618 sec): 3 clusters Score: Raw -78976.364430 + Penalty 1273.426617 = -77702.937814 nChanged 16 SP:Iteration 8Q (68.440332 sec): 3 clusters Score: Raw -78997.255725 + Penalty 1280.675920 = -77716.579805 nChanged 14 SP:Iteration 9Q (68.442061 sec): 3 clusters Score: Raw -79012.877518 + Penalty 1283.586964 = -77729.290554 nChanged 8 SP:Iteration 10F (68.443948 sec): 3 clusters Score: Raw -79018.149346 + Penalty 1286.374498 = -77731.774849 nChanged 7 SP:Iteration 11Q (68.445674 sec): 3 clusters Score: Raw -79022.362945 + Penalty 1289.541426 = -77732.821519 nChanged 8 SP:Iteration 12Q (68.447348 sec): 3 clusters Score: Raw -79027.253056 + Penalty 1296.498608 = -77730.754448 nChanged 6 SP:Iteration 13F (68.449120 sec): 3 clusters Score: Raw -79032.157758 + Penalty 1306.327986 = -77725.829772 nChanged 8 SP:Iteration 14F (68.450920 sec): 3 clusters Score: Raw -79037.260416 + Penalty 1317.149368 = -77720.111048 nChanged 7 SP:Iteration 15F (68.452736 sec): 3 clusters Score: Raw -79044.152709 + Penalty 1326.767961 = -77717.384748 nChanged 7 SP:Iteration 16F (68.454531 sec): 3 clusters Score: Raw -79051.887205 + Penalty 1331.188816 = -77720.698388 nChanged 5 SP:Iteration 17Q (68.456086 sec): 3 clusters Score: Raw -79056.234014 + Penalty 1344.178236 = -77712.055779 nChanged 7 SP:Iteration 18F (68.457878 sec): 3 clusters Score: Raw -79066.261025 + Penalty 1354.085978 = -77712.175046 nChanged 6 SP:Iteration 19Q (68.459460 sec): 3 clusters Score: Raw -79076.091844 + Penalty 1354.468994 = -77721.622850 nChanged 1 SP:Iteration 20F (68.461261 sec): 3 clusters Score: Raw -79078.239391 + Penalty 1357.396904 = -77720.842487 nChanged 2 SP:Iteration 21F (68.463050 sec): 3 clusters Score: Raw -79083.866698 + Penalty 1357.396904 = -77726.469794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.463791 sec): 2 clusters Score: Raw -6438.089572 + Penalty 274.434427 = -6163.655145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.464156 sec): 3 clusters Score: Raw -6444.283244 + Penalty 548.823656 = -5895.459588 nChanged 8 SP:Iteration 1F (68.464511 sec): 3 clusters Score: Raw -6455.519693 + Penalty 549.376732 = -5906.142961 nChanged 1 SP:Iteration 2Q (68.464856 sec): 3 clusters Score: Raw -6456.709553 + Penalty 549.376732 = -5907.332821 nChanged 0 SP:Iteration 3F (68.465207 sec): 3 clusters Score: Raw -6456.709553 + Penalty 549.376732 = -5907.332821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.465961 sec): 2 clusters Score: Raw -8079.671617 + Penalty 196.456957 = -7883.214660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.466362 sec): 3 clusters Score: Raw -8039.862261 + Penalty 411.803574 = -7628.058688 nChanged 24 SP:Iteration 1F (68.466754 sec): 3 clusters Score: Raw -8071.241062 + Penalty 416.383811 = -7654.857251 nChanged 6 SP:Iteration 2F (68.467145 sec): 3 clusters Score: Raw -8080.238495 + Penalty 421.011336 = -7659.227160 nChanged 2 SP:Iteration 3Q (68.467532 sec): 3 clusters Score: Raw -8083.462600 + Penalty 434.266579 = -7649.196021 nChanged 3 SP:Iteration 4F (68.467945 sec): 3 clusters Score: Raw -8087.947335 + Penalty 441.084892 = -7646.862443 nChanged 2 SP:Iteration 5F (68.468361 sec): 3 clusters Score: Raw -8091.542303 + Penalty 446.614415 = -7644.927888 nChanged 1 SP:Iteration 6F (68.468779 sec): 3 clusters Score: Raw -8095.586745 + Penalty 446.614415 = -7648.972330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.470130 sec): 2 clusters Score: Raw -24328.918391 + Penalty 478.275179 = -23850.643213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.470879 sec): 3 clusters Score: Raw -24231.331022 + Penalty 959.721161 = -23271.609861 nChanged 66 SP:Iteration 1F (68.471607 sec): 3 clusters Score: Raw -24318.808765 + Penalty 962.306575 = -23356.502189 nChanged 29 SP:Iteration 2F (68.472349 sec): 3 clusters Score: Raw -24355.141790 + Penalty 964.640306 = -23390.501485 nChanged 12 SP:Iteration 3Q (68.473088 sec): 3 clusters Score: Raw -24376.139462 + Penalty 967.439669 = -23408.699794 nChanged 7 SP:Iteration 4Q (68.473805 sec): 3 clusters Score: Raw -24385.006808 + Penalty 968.144610 = -23416.862198 nChanged 3 SP:Iteration 5Q (68.474522 sec): 3 clusters Score: Raw -24389.791710 + Penalty 967.732160 = -23422.059550 nChanged 4 SP:Iteration 6Q (68.475233 sec): 3 clusters Score: Raw -24395.885821 + Penalty 968.255965 = -23427.629856 nChanged 3 SP:Iteration 7Q (68.475941 sec): 3 clusters Score: Raw -24399.177220 + Penalty 968.946925 = -23430.230295 nChanged 3 SP:Iteration 8Q (68.476659 sec): 3 clusters Score: Raw -24401.620293 + Penalty 970.890867 = -23430.729425 nChanged 4 SP:Iteration 9Q (68.477423 sec): 3 clusters Score: Raw -24405.625019 + Penalty 972.235804 = -23433.389215 nChanged 4 SP:Iteration 10F (68.478192 sec): 3 clusters Score: Raw -24410.359974 + Penalty 974.980678 = -23435.379296 nChanged 6 SP:Iteration 11Q (68.478929 sec): 3 clusters Score: Raw -24417.282443 + Penalty 979.088169 = -23438.194273 nChanged 6 SP:Iteration 12Q (68.479660 sec): 3 clusters Score: Raw -24423.178987 + Penalty 979.753976 = -23443.425011 nChanged 1 SP:Iteration 13Q (68.480391 sec): 3 clusters Score: Raw -24424.628864 + Penalty 981.366574 = -23443.262290 nChanged 2 SP:Iteration 14F (68.481144 sec): 3 clusters Score: Raw -24435.076183 + Penalty 982.901776 = -23452.174407 nChanged 4 SP:Iteration 15Q (68.481865 sec): 3 clusters Score: Raw -24441.189543 + Penalty 982.964774 = -23458.224769 nChanged 1 SP:Iteration 16Q (68.482609 sec): 3 clusters Score: Raw -24442.300572 + Penalty 983.194986 = -23459.105586 nChanged 1 SP:Iteration 17Q (68.483330 sec): 3 clusters Score: Raw -24442.993640 + Penalty 983.194986 = -23459.798654 nChanged 0 SP:Iteration 18F (68.484083 sec): 3 clusters Score: Raw -24442.993640 + Penalty 983.194986 = -23459.798654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.485697 sec): 2 clusters Score: Raw -33887.221569 + Penalty 618.566747 = -33268.654822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.486656 sec): 3 clusters Score: Raw -33800.634256 + Penalty 1238.557117 = -32562.077139 nChanged 103 SP:Iteration 1F (68.487594 sec): 3 clusters Score: Raw -33906.202604 + Penalty 1238.815426 = -32667.387177 nChanged 35 SP:Iteration 2F (68.488530 sec): 3 clusters Score: Raw -33937.759006 + Penalty 1238.667467 = -32699.091539 nChanged 8 SP:Iteration 3Q (68.489446 sec): 3 clusters Score: Raw -33944.994440 + Penalty 1238.851141 = -32706.143299 nChanged 6 SP:Iteration 4Q (68.490341 sec): 3 clusters Score: Raw -33953.938445 + Penalty 1238.640737 = -32715.297709 nChanged 7 SP:Iteration 5Q (68.491248 sec): 3 clusters Score: Raw -33958.156074 + Penalty 1238.726693 = -32719.429381 nChanged 4 SP:Iteration 6Q (68.492160 sec): 3 clusters Score: Raw -33966.164954 + Penalty 1238.680730 = -32727.484225 nChanged 3 SP:Iteration 7Q (68.493064 sec): 3 clusters Score: Raw -33967.758734 + Penalty 1238.722135 = -32729.036599 nChanged 1 SP:Iteration 8Q (68.493952 sec): 3 clusters Score: Raw -33969.324336 + Penalty 1238.649797 = -32730.674539 nChanged 1 SP:Iteration 9Q (68.494823 sec): 3 clusters Score: Raw -33970.987880 + Penalty 1238.649797 = -32732.338083 nChanged 0 SP:Iteration 10F (68.495721 sec): 3 clusters Score: Raw -33970.987880 + Penalty 1238.649797 = -32732.338083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.496820 sec): 2 clusters Score: Raw -10944.291648 + Penalty 420.608259 = -10523.683390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.497275 sec): 3 clusters Score: Raw -10934.782204 + Penalty 843.040177 = -10091.742027 nChanged 29 SP:Iteration 1F (68.497727 sec): 3 clusters Score: Raw -10995.438963 + Penalty 845.510380 = -10149.928583 nChanged 4 SP:Iteration 2Q (68.498160 sec): 3 clusters Score: Raw -11000.435966 + Penalty 846.373963 = -10154.062004 nChanged 1 SP:Iteration 3Q (68.498592 sec): 3 clusters Score: Raw -11004.907053 + Penalty 846.984540 = -10157.922513 nChanged 1 SP:Iteration 4Q (68.499021 sec): 3 clusters Score: Raw -11005.815064 + Penalty 846.984540 = -10158.830524 nChanged 0 SP:Iteration 5F (68.499465 sec): 3 clusters Score: Raw -11005.815064 + Penalty 846.984540 = -10158.830524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 25 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.501798 sec): 2 clusters Score: Raw -53850.891427 + Penalty 741.695775 = -53109.195652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.503219 sec): 3 clusters Score: Raw -53628.531550 + Penalty 1483.506974 = -52145.024576 nChanged 179 SP:Iteration 1F (68.504535 sec): 3 clusters Score: Raw -53784.726603 + Penalty 1483.133164 = -52301.593439 nChanged 41 SP:Iteration 2F (68.505876 sec): 3 clusters Score: Raw -53820.078606 + Penalty 1482.810411 = -52337.268195 nChanged 24 SP:Iteration 3Q (68.507209 sec): 3 clusters Score: Raw -53849.211918 + Penalty 1482.878770 = -52366.333148 nChanged 18 SP:Iteration 4Q (68.508499 sec): 3 clusters Score: Raw -53867.908182 + Penalty 1482.708650 = -52385.199532 nChanged 14 SP:Iteration 5Q (68.509782 sec): 3 clusters Score: Raw -53886.449262 + Penalty 1483.086149 = -52403.363113 nChanged 14 SP:Iteration 6Q (68.511140 sec): 3 clusters Score: Raw -53899.154796 + Penalty 1483.302680 = -52415.852116 nChanged 6 SP:Iteration 7Q (68.512489 sec): 3 clusters Score: Raw -53903.477750 + Penalty 1483.370965 = -52420.106784 nChanged 5 SP:Iteration 8Q (68.513821 sec): 3 clusters Score: Raw -53906.663753 + Penalty 1483.171713 = -52423.492041 nChanged 3 SP:Iteration 9Q (68.515130 sec): 3 clusters Score: Raw -53908.061478 + Penalty 1483.184129 = -52424.877349 nChanged 1 SP:Iteration 10F (68.516432 sec): 3 clusters Score: Raw -53908.599224 + Penalty 1483.184129 = -52425.415094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.518851 sec): 2 clusters Score: Raw -39496.038611 + Penalty 290.552273 = -39205.486337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.519918 sec): 3 clusters Score: Raw -39255.710748 + Penalty 584.033858 = -38671.676890 nChanged 170 SP:Iteration 1F (68.520915 sec): 3 clusters Score: Raw -39387.051821 + Penalty 589.602836 = -38797.448984 nChanged 51 SP:Iteration 2F (68.521894 sec): 3 clusters Score: Raw -39424.418461 + Penalty 594.179957 = -38830.238504 nChanged 32 SP:Iteration 3F (68.522869 sec): 3 clusters Score: Raw -39450.415761 + Penalty 592.657760 = -38857.758001 nChanged 22 SP:Iteration 4Q (68.523841 sec): 3 clusters Score: Raw -39465.591722 + Penalty 600.639118 = -38864.952604 nChanged 16 SP:Iteration 5Q (68.524812 sec): 3 clusters Score: Raw -39477.328073 + Penalty 609.033763 = -38868.294310 nChanged 12 SP:Iteration 6Q (68.525832 sec): 3 clusters Score: Raw -39483.409321 + Penalty 614.940941 = -38868.468380 nChanged 6 SP:Iteration 7Q (68.526881 sec): 3 clusters Score: Raw -39489.326532 + Penalty 625.818737 = -38863.507794 nChanged 7 SP:Iteration 8F (68.527898 sec): 3 clusters Score: Raw -39503.725117 + Penalty 642.258282 = -38861.466834 nChanged 8 SP:Iteration 9F (68.528913 sec): 3 clusters Score: Raw -39514.369288 + Penalty 642.780232 = -38871.589055 nChanged 2 SP:Iteration 10F (68.529927 sec): 3 clusters Score: Raw -39515.919260 + Penalty 644.646495 = -38871.272765 nChanged 1 SP:Iteration 11F (68.530963 sec): 3 clusters Score: Raw -39518.813454 + Penalty 644.646495 = -38874.166959 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 29 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.534132 sec): 2 clusters Score: Raw -49229.125287 + Penalty 837.789634 = -48391.335653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.535546 sec): 3 clusters Score: Raw -49029.443922 + Penalty 1676.254360 = -47353.189562 nChanged 166 SP:Iteration 1F (68.537000 sec): 3 clusters Score: Raw -49185.437621 + Penalty 1676.579563 = -47508.858058 nChanged 51 SP:Iteration 2F (68.538428 sec): 3 clusters Score: Raw -49252.919311 + Penalty 1676.639189 = -47576.280123 nChanged 32 SP:Iteration 3F (68.539834 sec): 3 clusters Score: Raw -49288.335675 + Penalty 1677.018774 = -47611.316901 nChanged 18 SP:Iteration 4Q (68.541274 sec): 3 clusters Score: Raw -49306.646679 + Penalty 1677.026895 = -47629.619784 nChanged 20 SP:Iteration 5Q (68.542784 sec): 3 clusters Score: Raw -49332.479522 + Penalty 1676.906147 = -47655.573375 nChanged 12 SP:Iteration 6Q (68.544217 sec): 3 clusters Score: Raw -49351.591776 + Penalty 1676.833320 = -47674.758456 nChanged 6 SP:Iteration 7Q (68.545810 sec): 3 clusters Score: Raw -49361.030172 + Penalty 1676.883116 = -47684.147056 nChanged 8 SP:Iteration 8Q (68.547329 sec): 3 clusters Score: Raw -49370.056331 + Penalty 1676.820381 = -47693.235950 nChanged 7 SP:Iteration 9Q (68.548831 sec): 3 clusters Score: Raw -49375.654433 + Penalty 1676.899088 = -47698.755346 nChanged 3 SP:Iteration 10F (68.550393 sec): 3 clusters Score: Raw -49376.905786 + Penalty 1676.926634 = -47699.979152 nChanged 1 SP:Iteration 11Q (68.551905 sec): 3 clusters Score: Raw -49377.743594 + Penalty 1676.933287 = -47700.810307 nChanged 2 SP:Iteration 12Q (68.553399 sec): 3 clusters Score: Raw -49379.367644 + Penalty 1676.960909 = -47702.406735 nChanged 2 SP:Iteration 13Q (68.554837 sec): 3 clusters Score: Raw -49380.670140 + Penalty 1677.054694 = -47703.615446 nChanged 3 SP:Iteration 14Q (68.556223 sec): 3 clusters Score: Raw -49382.288005 + Penalty 1677.054694 = -47705.233311 nChanged 0 SP:Iteration 15F (68.557651 sec): 3 clusters Score: Raw -49382.288005 + Penalty 1677.054694 = -47705.233311 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.565129 sec): 2 clusters Score: Raw -110391.631019 + Penalty 894.089318 = -109497.541700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.567937 sec): 3 clusters Score: Raw -109829.624424 + Penalty 1788.357339 = -108041.267085 nChanged 438 SP:Iteration 1F (68.570502 sec): 3 clusters Score: Raw -110081.885254 + Penalty 1788.414610 = -108293.470644 nChanged 103 SP:Iteration 2F (68.573088 sec): 3 clusters Score: Raw -110142.355149 + Penalty 1788.382747 = -108353.972402 nChanged 54 SP:Iteration 3Q (68.575787 sec): 3 clusters Score: Raw -110176.981328 + Penalty 1788.383337 = -108388.597991 nChanged 53 SP:Iteration 4Q (68.578524 sec): 3 clusters Score: Raw -110227.415790 + Penalty 1788.298378 = -108439.117413 nChanged 58 SP:Iteration 5Q (68.581139 sec): 3 clusters Score: Raw -110279.469086 + Penalty 1788.236907 = -108491.232179 nChanged 42 SP:Iteration 6Q (68.583736 sec): 3 clusters Score: Raw -110319.115707 + Penalty 1788.134783 = -108530.980924 nChanged 40 SP:Iteration 7Q (68.586455 sec): 3 clusters Score: Raw -110348.854356 + Penalty 1788.140372 = -108560.713983 nChanged 25 SP:Iteration 8Q (68.589051 sec): 3 clusters Score: Raw -110362.827254 + Penalty 1788.147021 = -108574.680233 nChanged 16 SP:Iteration 9Q (68.591580 sec): 3 clusters Score: Raw -110371.003268 + Penalty 1788.184039 = -108582.819229 nChanged 15 SP:Iteration 10F (68.594195 sec): 3 clusters Score: Raw -110377.815919 + Penalty 1788.271529 = -108589.544390 nChanged 13 SP:Iteration 11Q (68.596688 sec): 3 clusters Score: Raw -110383.727199 + Penalty 1788.409383 = -108595.317816 nChanged 11 SP:Iteration 12Q (68.599195 sec): 3 clusters Score: Raw -110389.568219 + Penalty 1788.468122 = -108601.100097 nChanged 9 SP:Iteration 13Q (68.601714 sec): 3 clusters Score: Raw -110392.622259 + Penalty 1788.570533 = -108604.051727 nChanged 7 SP:Iteration 14Q (68.604289 sec): 3 clusters Score: Raw -110394.752173 + Penalty 1788.658501 = -108606.093672 nChanged 7 SP:Iteration 15Q (68.606831 sec): 3 clusters Score: Raw -110399.462471 + Penalty 1788.805395 = -108610.657075 nChanged 9 SP:Iteration 16Q (68.609358 sec): 3 clusters Score: Raw -110403.086486 + Penalty 1788.890956 = -108614.195530 nChanged 10 SP:Iteration 17Q (68.611879 sec): 3 clusters Score: Raw -110407.143437 + Penalty 1788.919938 = -108618.223498 nChanged 10 SP:Iteration 18Q (68.614377 sec): 3 clusters Score: Raw -110411.746414 + Penalty 1788.848572 = -108622.897842 nChanged 11 SP:Iteration 19Q (68.616863 sec): 3 clusters Score: Raw -110418.874142 + Penalty 1789.039102 = -108629.835040 nChanged 13 SP:Iteration 20F (68.619451 sec): 3 clusters Score: Raw -110425.640136 + Penalty 1789.067416 = -108636.572720 nChanged 11 SP:Iteration 21Q (68.621986 sec): 3 clusters Score: Raw -110431.558878 + Penalty 1789.244874 = -108642.314004 nChanged 11 SP:Iteration 22Q (68.624482 sec): 3 clusters Score: Raw -110436.501982 + Penalty 1789.403863 = -108647.098118 nChanged 13 SP:Iteration 23Q (68.627004 sec): 3 clusters Score: Raw -110442.399360 + Penalty 1789.389166 = -108653.010194 nChanged 14 SP:Iteration 24Q (68.629484 sec): 3 clusters Score: Raw -110450.604817 + Penalty 1789.443249 = -108661.161568 nChanged 10 SP:Iteration 25Q (68.631972 sec): 3 clusters Score: Raw -110457.639630 + Penalty 1789.061575 = -108668.578056 nChanged 9 SP:Iteration 26Q (68.634450 sec): 3 clusters Score: Raw -110464.646560 + Penalty 1789.163001 = -108675.483559 nChanged 5 SP:Iteration 27Q (68.636926 sec): 3 clusters Score: Raw -110468.064269 + Penalty 1789.367985 = -108678.696284 nChanged 5 SP:Iteration 28Q (68.639390 sec): 3 clusters Score: Raw -110470.494698 + Penalty 1789.398166 = -108681.096532 nChanged 1 SP:Iteration 29Q (68.641887 sec): 3 clusters Score: Raw -110470.654511 + Penalty 1789.398166 = -108681.256344 nChanged 0 SP:Iteration 30F (68.644415 sec): 3 clusters Score: Raw -110470.654511 + Penalty 1789.398166 = -108681.256344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.646929 sec): 2 clusters Score: Raw -40545.723610 + Penalty 385.901396 = -40159.822214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.648003 sec): 3 clusters Score: Raw -40324.961242 + Penalty 774.582200 = -39550.379042 nChanged 152 SP:Iteration 1F (68.649052 sec): 3 clusters Score: Raw -40415.415099 + Penalty 778.584080 = -39636.831019 nChanged 46 SP:Iteration 2F (68.650113 sec): 3 clusters Score: Raw -40454.087650 + Penalty 784.193141 = -39669.894509 nChanged 27 SP:Iteration 3F (68.651159 sec): 3 clusters Score: Raw -40475.408412 + Penalty 793.344353 = -39682.064059 nChanged 27 SP:Iteration 4F (68.652188 sec): 3 clusters Score: Raw -40496.180860 + Penalty 800.153825 = -39696.027035 nChanged 19 SP:Iteration 5Q (68.653209 sec): 3 clusters Score: Raw -40516.571519 + Penalty 808.411255 = -39708.160264 nChanged 15 SP:Iteration 6Q (68.654223 sec): 3 clusters Score: Raw -40533.428633 + Penalty 814.301396 = -39719.127237 nChanged 10 SP:Iteration 7Q (68.655252 sec): 3 clusters Score: Raw -40545.772865 + Penalty 819.948609 = -39725.824256 nChanged 10 SP:Iteration 8Q (68.656249 sec): 3 clusters Score: Raw -40553.414146 + Penalty 825.533880 = -39727.880266 nChanged 4 SP:Iteration 9Q (68.657230 sec): 3 clusters Score: Raw -40555.315597 + Penalty 827.167105 = -39728.148492 nChanged 2 SP:Iteration 10F (68.658243 sec): 3 clusters Score: Raw -40556.549736 + Penalty 827.984616 = -39728.565120 nChanged 1 SP:Iteration 11Q (68.659215 sec): 3 clusters Score: Raw -40556.938354 + Penalty 827.984616 = -39728.953738 nChanged 0 SP:Iteration 12F (68.660279 sec): 3 clusters Score: Raw -40556.938354 + Penalty 827.984616 = -39728.953738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.661407 sec): 2 clusters Score: Raw -21069.515997 + Penalty 410.420343 = -20659.095654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.662089 sec): 3 clusters Score: Raw -20976.159628 + Penalty 830.145121 = -20146.014507 nChanged 67 SP:Iteration 1F (68.662764 sec): 3 clusters Score: Raw -21039.762134 + Penalty 834.238986 = -20205.523148 nChanged 13 SP:Iteration 2F (68.663442 sec): 3 clusters Score: Raw -21053.632729 + Penalty 835.432065 = -20218.200664 nChanged 11 SP:Iteration 3Q (68.664090 sec): 3 clusters Score: Raw -21068.150037 + Penalty 833.641644 = -20234.508393 nChanged 9 SP:Iteration 4Q (68.664756 sec): 3 clusters Score: Raw -21079.358698 + Penalty 836.223715 = -20243.134983 nChanged 7 SP:Iteration 5Q (68.665437 sec): 3 clusters Score: Raw -21086.175011 + Penalty 836.358292 = -20249.816718 nChanged 3 SP:Iteration 6Q (68.666075 sec): 3 clusters Score: Raw -21088.991212 + Penalty 836.358292 = -20252.632920 nChanged 0 SP:Iteration 7F (68.666730 sec): 3 clusters Score: Raw -21088.991212 + Penalty 836.358292 = -20252.632920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.667431 sec): 2 clusters Score: Raw -7375.954817 + Penalty 294.645681 = -7081.309136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.667811 sec): 3 clusters Score: Raw -7347.963760 + Penalty 595.600002 = -6752.363758 nChanged 14 SP:Iteration 1F (68.668176 sec): 3 clusters Score: Raw -7365.931050 + Penalty 601.866759 = -6764.064291 nChanged 5 SP:Iteration 2F (68.668533 sec): 3 clusters Score: Raw -7375.937283 + Penalty 601.866759 = -6774.070524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.670442 sec): 2 clusters Score: Raw -45197.323144 + Penalty 728.435359 = -44468.887785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.671505 sec): 3 clusters Score: Raw -45020.596492 + Penalty 1457.740151 = -43562.856342 nChanged 139 SP:Iteration 1F (68.672550 sec): 3 clusters Score: Raw -45150.778355 + Penalty 1457.510761 = -43693.267594 nChanged 27 SP:Iteration 2F (68.673642 sec): 3 clusters Score: Raw -45180.058826 + Penalty 1457.446178 = -43722.612648 nChanged 13 SP:Iteration 3Q (68.674754 sec): 3 clusters Score: Raw -45189.441402 + Penalty 1457.551741 = -43731.889661 nChanged 7 SP:Iteration 4Q (68.675839 sec): 3 clusters Score: Raw -45194.689025 + Penalty 1457.409128 = -43737.279896 nChanged 4 SP:Iteration 5Q (68.676916 sec): 3 clusters Score: Raw -45197.608212 + Penalty 1457.188267 = -43740.419945 nChanged 5 SP:Iteration 6Q (68.677977 sec): 3 clusters Score: Raw -45202.199236 + Penalty 1457.284660 = -43744.914576 nChanged 2 SP:Iteration 7Q (68.679067 sec): 3 clusters Score: Raw -45203.170829 + Penalty 1457.309770 = -43745.861059 nChanged 1 SP:Iteration 8Q (68.680123 sec): 3 clusters Score: Raw -45203.548699 + Penalty 1457.309770 = -43746.238929 nChanged 0 SP:Iteration 9F (68.681222 sec): 3 clusters Score: Raw -45203.548699 + Penalty 1457.309770 = -43746.238929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.681773 sec): 2 clusters Score: Raw -1948.689995 + Penalty 223.549122 = -1725.140873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.682035 sec): 3 clusters Score: Raw -2000.440490 + Penalty 438.653714 = -1561.786777 nChanged 1 SP:Iteration 1Q (68.682283 sec): 3 clusters Score: Raw -2001.842586 + Penalty 438.653714 = -1563.188872 nChanged 0 SP:Iteration 2F (68.682538 sec): 3 clusters Score: Raw -2001.842586 + Penalty 438.653714 = -1563.188872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.683791 sec): 2 clusters Score: Raw -12648.293142 + Penalty 205.909306 = -12442.383836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.684322 sec): 3 clusters Score: Raw -12662.296302 + Penalty 396.220068 = -12266.076234 nChanged 51 SP:Iteration 1F (68.684846 sec): 3 clusters Score: Raw -12728.746768 + Penalty 392.118672 = -12336.628096 nChanged 13 SP:Iteration 2F (68.685365 sec): 3 clusters Score: Raw -12754.377207 + Penalty 396.691142 = -12357.686065 nChanged 7 SP:Iteration 3Q (68.685855 sec): 3 clusters Score: Raw -12768.580604 + Penalty 396.911778 = -12371.668826 nChanged 6 SP:Iteration 4Q (68.686338 sec): 3 clusters Score: Raw -12771.608582 + Penalty 396.878350 = -12374.730232 nChanged 1 SP:Iteration 5Q (68.686850 sec): 3 clusters Score: Raw -12772.021557 + Penalty 396.913290 = -12375.108267 nChanged 1 SP:Iteration 6Q (68.687331 sec): 3 clusters Score: Raw -12772.575851 + Penalty 396.913290 = -12375.662561 nChanged 0 SP:Iteration 7F (68.687850 sec): 3 clusters Score: Raw -12772.575851 + Penalty 396.913290 = -12375.662561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.688862 sec): 2 clusters Score: Raw -390.924316 + Penalty 69.592501 = -321.331815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.689066 sec): 3 clusters Score: Raw -401.043375 + Penalty 120.185283 = -280.858092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.690288 sec): 2 clusters Score: Raw -22190.211171 + Penalty 537.830357 = -21652.380814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.691006 sec): 3 clusters Score: Raw -22123.273261 + Penalty 1075.209930 = -21048.063331 nChanged 66 SP:Iteration 1F (68.691716 sec): 3 clusters Score: Raw -22228.041356 + Penalty 1074.438277 = -21153.603079 nChanged 23 SP:Iteration 2F (68.692397 sec): 3 clusters Score: Raw -22270.189397 + Penalty 1074.147400 = -21196.041997 nChanged 14 SP:Iteration 3F (68.693098 sec): 3 clusters Score: Raw -22289.867212 + Penalty 1074.259510 = -21215.607702 nChanged 1 SP:Iteration 4Q (68.693751 sec): 3 clusters Score: Raw -22291.212404 + Penalty 1074.430521 = -21216.781883 nChanged 1 SP:Iteration 5Q (68.694406 sec): 3 clusters Score: Raw -22294.827590 + Penalty 1075.291026 = -21219.536564 nChanged 3 SP:Iteration 6Q (68.695055 sec): 3 clusters Score: Raw -22297.495867 + Penalty 1075.660714 = -21221.835153 nChanged 1 SP:Iteration 7Q (68.695703 sec): 3 clusters Score: Raw -22298.114337 + Penalty 1076.014486 = -21222.099851 nChanged 1 SP:Iteration 8Q (68.696348 sec): 3 clusters Score: Raw -22300.453198 + Penalty 1076.406226 = -21224.046972 nChanged 1 SP:Iteration 9Q (68.696992 sec): 3 clusters Score: Raw -22302.994305 + Penalty 1076.406226 = -21226.588079 nChanged 0 SP:Iteration 10F (68.697740 sec): 3 clusters Score: Raw -22302.994305 + Penalty 1076.406226 = -21226.588079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.699622 sec): 2 clusters Score: Raw -42552.522397 + Penalty 799.998074 = -41752.524324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.700701 sec): 3 clusters Score: Raw -42418.664615 + Penalty 1601.274180 = -40817.390436 nChanged 127 SP:Iteration 1F (68.701760 sec): 3 clusters Score: Raw -42562.248759 + Penalty 1602.343759 = -40959.905000 nChanged 31 SP:Iteration 2F (68.702796 sec): 3 clusters Score: Raw -42598.509150 + Penalty 1603.169403 = -40995.339748 nChanged 15 SP:Iteration 3Q (68.703802 sec): 3 clusters Score: Raw -42617.443461 + Penalty 1603.529164 = -41013.914297 nChanged 8 SP:Iteration 4Q (68.704802 sec): 3 clusters Score: Raw -42625.439182 + Penalty 1604.257357 = -41021.181824 nChanged 4 SP:Iteration 5Q (68.705795 sec): 3 clusters Score: Raw -42627.560358 + Penalty 1604.562038 = -41022.998320 nChanged 1 SP:Iteration 6Q (68.706785 sec): 3 clusters Score: Raw -42627.875367 + Penalty 1604.292576 = -41023.582791 nChanged 1 SP:Iteration 7Q (68.707797 sec): 3 clusters Score: Raw -42628.180613 + Penalty 1604.292576 = -41023.888036 nChanged 0 SP:Iteration 8F (68.708814 sec): 3 clusters Score: Raw -42628.180613 + Penalty 1604.292576 = -41023.888036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.710304 sec): 2 clusters Score: Raw -33726.794774 + Penalty 593.866396 = -33132.928378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.711209 sec): 3 clusters Score: Raw -33601.768426 + Penalty 1188.374835 = -32413.393591 nChanged 85 SP:Iteration 1F (68.712086 sec): 3 clusters Score: Raw -33684.431011 + Penalty 1189.198324 = -32495.232687 nChanged 29 SP:Iteration 2F (68.712948 sec): 3 clusters Score: Raw -33712.263030 + Penalty 1190.746142 = -32521.516888 nChanged 13 SP:Iteration 3Q (68.713793 sec): 3 clusters Score: Raw -33723.062546 + Penalty 1191.582135 = -32531.480412 nChanged 7 SP:Iteration 4Q (68.714639 sec): 3 clusters Score: Raw -33730.700030 + Penalty 1192.590277 = -32538.109754 nChanged 5 SP:Iteration 5Q (68.715546 sec): 3 clusters Score: Raw -33738.456046 + Penalty 1193.099315 = -32545.356731 nChanged 7 SP:Iteration 6Q (68.716465 sec): 3 clusters Score: Raw -33752.730730 + Penalty 1192.827540 = -32559.903190 nChanged 7 SP:Iteration 7Q (68.717403 sec): 3 clusters Score: Raw -33760.740360 + Penalty 1192.797162 = -32567.943198 nChanged 4 SP:Iteration 8Q (68.718318 sec): 3 clusters Score: Raw -33764.619750 + Penalty 1192.797162 = -32571.822589 nChanged 0 SP:Iteration 9F (68.719245 sec): 3 clusters Score: Raw -33764.619750 + Penalty 1192.797162 = -32571.822589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.719896 sec): 2 clusters Score: Raw -4071.175658 + Penalty 394.835341 = -3676.340317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.720197 sec): 3 clusters Score: Raw -4135.075939 + Penalty 782.650568 = -3352.425371 nChanged 1 SP:Iteration 1Q (68.720480 sec): 3 clusters Score: Raw -4140.253156 + Penalty 780.347080 = -3359.906076 nChanged 1 SP:Iteration 2Q (68.720764 sec): 3 clusters Score: Raw -4148.174379 + Penalty 780.187662 = -3367.986717 nChanged 1 SP:Iteration 3Q (68.721043 sec): 3 clusters Score: Raw -4153.140896 + Penalty 780.187662 = -3372.953234 nChanged 0 SP:Iteration 4F (68.721337 sec): 3 clusters Score: Raw -4153.140896 + Penalty 780.187662 = -3372.953234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.722035 sec): 2 clusters Score: Raw -6816.515091 + Penalty 617.046143 = -6199.468948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.722419 sec): 3 clusters Score: Raw -6923.104172 + Penalty 1234.707214 = -5688.396957 nChanged 7 SP:Iteration 1F (68.722795 sec): 3 clusters Score: Raw -6949.906966 + Penalty 1233.704498 = -5716.202468 nChanged 4 SP:Iteration 2Q (68.723151 sec): 3 clusters Score: Raw -6959.374333 + Penalty 1234.218614 = -5725.155719 nChanged 1 SP:Iteration 3Q (68.723504 sec): 3 clusters Score: Raw -6966.677874 + Penalty 1234.519981 = -5732.157893 nChanged 1 SP:Iteration 4Q (68.723855 sec): 3 clusters Score: Raw -6968.741437 + Penalty 1234.519981 = -5734.221456 nChanged 0 SP:Iteration 5F (68.724228 sec): 3 clusters Score: Raw -6968.741437 + Penalty 1234.519981 = -5734.221456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.724735 sec): 2 clusters Score: Raw -1148.292215 + Penalty 105.683504 = -1042.608711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.724963 sec): 3 clusters Score: Raw -1160.476833 + Penalty 201.528986 = -958.947847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.726105 sec): 2 clusters Score: Raw -20074.516710 + Penalty 45.494761 = -20029.021949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.726825 sec): 3 clusters Score: Raw -19917.819370 + Penalty 91.052105 = -19826.767265 nChanged 105 SP:Iteration 1F (68.727514 sec): 3 clusters Score: Raw -19986.678734 + Penalty 94.214341 = -19892.464393 nChanged 36 SP:Iteration 2F (68.728198 sec): 3 clusters Score: Raw -20033.476163 + Penalty 94.147361 = -19939.328802 nChanged 14 SP:Iteration 3F (68.728910 sec): 3 clusters Score: Raw -20050.928207 + Penalty 94.467219 = -19956.460988 nChanged 7 SP:Iteration 4Q (68.729583 sec): 3 clusters Score: Raw -20058.678226 + Penalty 95.770643 = -19962.907583 nChanged 8 SP:Iteration 5Q (68.730222 sec): 3 clusters Score: Raw -20066.666025 + Penalty 96.276420 = -19970.389605 nChanged 2 SP:Iteration 6Q (68.730850 sec): 3 clusters Score: Raw -20067.902759 + Penalty 96.276420 = -19971.626339 nChanged 0 SP:Iteration 7F (68.731511 sec): 3 clusters Score: Raw -20067.902759 + Penalty 96.276420 = -19971.626339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.732765 sec): 2 clusters Score: Raw -24856.468711 + Penalty 39.319673 = -24817.149038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.733466 sec): 3 clusters Score: Raw -24677.022788 + Penalty 78.931675 = -24598.091114 nChanged 130 SP:Iteration 1F (68.734254 sec): 3 clusters Score: Raw -24796.611852 + Penalty 79.135805 = -24717.476047 nChanged 16 SP:Iteration 2Q (68.735017 sec): 3 clusters Score: Raw -24802.266651 + Penalty 79.262736 = -24723.003915 nChanged 7 SP:Iteration 3Q (68.735826 sec): 3 clusters Score: Raw -24803.364577 + Penalty 79.428504 = -24723.936072 nChanged 5 SP:Iteration 4Q (68.736607 sec): 3 clusters Score: Raw -24803.794151 + Penalty 79.602761 = -24724.191389 nChanged 3 SP:Iteration 5Q (68.737357 sec): 3 clusters Score: Raw -24804.004391 + Penalty 79.602761 = -24724.401630 nChanged 0 SP:Iteration 6F (68.738119 sec): 3 clusters Score: Raw -24804.004391 + Penalty 79.602761 = -24724.401630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.739709 sec): 2 clusters Score: Raw -29558.394734 + Penalty 69.690573 = -29488.704161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.740692 sec): 3 clusters Score: Raw -29354.193658 + Penalty 144.178376 = -29210.015282 nChanged 192 SP:Iteration 1F (68.741656 sec): 3 clusters Score: Raw -29481.467318 + Penalty 159.001687 = -29322.465631 nChanged 59 SP:Iteration 2F (68.742615 sec): 3 clusters Score: Raw -29556.584369 + Penalty 208.131210 = -29348.453159 nChanged 51 SP:Iteration 3F (68.743579 sec): 3 clusters Score: Raw -29645.390174 + Penalty 345.454451 = -29299.935723 nChanged 27 SP:Iteration 4F (68.744508 sec): 3 clusters Score: Raw -29695.884224 + Penalty 503.152193 = -29192.732030 nChanged 9 SP:Iteration 5F (68.745437 sec): 3 clusters Score: Raw -29715.750335 + Penalty 536.828723 = -29178.921612 nChanged 1 SP:Iteration 6F (68.746361 sec): 3 clusters Score: Raw -29717.455194 + Penalty 536.828723 = -29180.626471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.747785 sec): 2 clusters Score: Raw -28986.716255 + Penalty 43.870797 = -28942.845458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.748693 sec): 3 clusters Score: Raw -28754.398035 + Penalty 87.961027 = -28666.437008 nChanged 177 SP:Iteration 1F (68.749571 sec): 3 clusters Score: Raw -28875.149262 + Penalty 87.725189 = -28787.424073 nChanged 28 SP:Iteration 2F (68.750443 sec): 3 clusters Score: Raw -28923.428906 + Penalty 87.744087 = -28835.684819 nChanged 22 SP:Iteration 3F (68.751313 sec): 3 clusters Score: Raw -28954.739000 + Penalty 87.814331 = -28866.924668 nChanged 21 SP:Iteration 4F (68.752184 sec): 3 clusters Score: Raw -28967.736541 + Penalty 87.704530 = -28880.032011 nChanged 12 SP:Iteration 5Q (68.753051 sec): 3 clusters Score: Raw -28985.521758 + Penalty 87.802774 = -28897.718984 nChanged 7 SP:Iteration 6Q (68.753889 sec): 3 clusters Score: Raw -28994.403131 + Penalty 87.995512 = -28906.407620 nChanged 8 SP:Iteration 7Q (68.754785 sec): 3 clusters Score: Raw -29000.068906 + Penalty 88.053649 = -28912.015257 nChanged 4 SP:Iteration 8Q (68.755603 sec): 3 clusters Score: Raw -29006.891874 + Penalty 88.120484 = -28918.771390 nChanged 3 SP:Iteration 9Q (68.756433 sec): 3 clusters Score: Raw -29009.399248 + Penalty 88.173804 = -28921.225444 nChanged 2 SP:Iteration 10F (68.757339 sec): 3 clusters Score: Raw -29010.049141 + Penalty 88.355639 = -28921.693502 nChanged 4 SP:Iteration 11Q (68.758177 sec): 3 clusters Score: Raw -29010.780019 + Penalty 88.406311 = -28922.373707 nChanged 1 SP:Iteration 12Q (68.759008 sec): 3 clusters Score: Raw -29010.849004 + Penalty 88.406311 = -28922.442693 nChanged 0 SP:Iteration 13F (68.759902 sec): 3 clusters Score: Raw -29010.849004 + Penalty 88.406311 = -28922.442693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 70 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.761146 sec): 2 clusters Score: Raw -27254.160526 + Penalty 708.626095 = -26545.534431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.761882 sec): 3 clusters Score: Raw -27189.069028 + Penalty 1417.562372 = -25771.506656 nChanged 58 SP:Iteration 1F (68.762601 sec): 3 clusters Score: Raw -27269.072876 + Penalty 1417.741354 = -25851.331522 nChanged 10 SP:Iteration 2Q (68.763309 sec): 3 clusters Score: Raw -27283.613516 + Penalty 1418.159109 = -25865.454406 nChanged 6 SP:Iteration 3Q (68.764011 sec): 3 clusters Score: Raw -27296.068039 + Penalty 1418.876748 = -25877.191290 nChanged 7 SP:Iteration 4Q (68.764714 sec): 3 clusters Score: Raw -27316.669108 + Penalty 1419.221506 = -25897.447602 nChanged 3 SP:Iteration 5Q (68.765407 sec): 3 clusters Score: Raw -27324.055331 + Penalty 1419.221506 = -25904.833825 nChanged 0 SP:Iteration 6F (68.766117 sec): 3 clusters Score: Raw -27324.055331 + Penalty 1419.221506 = -25904.833825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.766689 sec): 2 clusters Score: Raw -1847.914572 + Penalty 193.635129 = -1654.279444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.766947 sec): 3 clusters Score: Raw -1877.935326 + Penalty 385.960938 = -1491.974389 nChanged 2 SP:Iteration 1F (68.767200 sec): 3 clusters Score: Raw -1880.180328 + Penalty 387.922680 = -1492.257648 nChanged 1 SP:Iteration 2Q (68.767445 sec): 3 clusters Score: Raw -1882.147860 + Penalty 387.922680 = -1494.225180 nChanged 0 SP:Iteration 3F (68.767691 sec): 3 clusters Score: Raw -1882.147860 + Penalty 387.922680 = -1494.225180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.768367 sec): 2 clusters Score: Raw -6806.099471 + Penalty 356.470059 = -6449.629412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.768721 sec): 3 clusters Score: Raw -6794.824589 + Penalty 715.281291 = -6079.543299 nChanged 5 SP:Iteration 1F (68.769068 sec): 3 clusters Score: Raw -6802.858179 + Penalty 720.341659 = -6082.516520 nChanged 5 SP:Iteration 2F (68.769416 sec): 3 clusters Score: Raw -6809.720442 + Penalty 720.184706 = -6089.535737 nChanged 2 SP:Iteration 3Q (68.769760 sec): 3 clusters Score: Raw -6817.354361 + Penalty 720.184706 = -6097.169655 nChanged 0 SP:Iteration 4F (68.770106 sec): 3 clusters Score: Raw -6817.354361 + Penalty 720.184706 = -6097.169655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.770577 sec): 2 clusters Score: Raw -245.886411 + Penalty 70.126041 = -175.760371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.770772 sec): 2 clusters Score: Raw -245.886411 + Penalty 70.126041 = -175.760371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.771385 sec): 2 clusters Score: Raw -3599.867073 + Penalty 299.991908 = -3299.875165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.771679 sec): 3 clusters Score: Raw -3633.256341 + Penalty 593.394783 = -3039.861558 nChanged 1 SP:Iteration 1Q (68.771958 sec): 3 clusters Score: Raw -3637.309680 + Penalty 593.394783 = -3043.914897 nChanged 0 SP:Iteration 2F (68.772245 sec): 3 clusters Score: Raw -3637.309680 + Penalty 593.394783 = -3043.914897 nChanged 0 Memory request: 0.05 GB would take us to total of 0.36 GB. Trying to split cluster 84 (11171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.821446 sec): 2 clusters Score: Raw -884012.682337 + Penalty 190.698634 = -883821.983703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.842191 sec): 3 clusters Score: Raw -876510.543833 + Penalty 349.715573 = -876160.828260 nChanged 5300 SP:Iteration 1F (68.862646 sec): 3 clusters Score: Raw -879657.002401 + Penalty 301.977731 = -879355.024670 nChanged 1879 SP:Iteration 2F (68.883010 sec): 3 clusters Score: Raw -881538.609579 + Penalty 284.226463 = -881254.383116 nChanged 1068 SP:Iteration 3F (68.903777 sec): 3 clusters Score: Raw -882621.309253 + Penalty 285.351684 = -882335.957569 nChanged 662 SP:Iteration 4F (68.924342 sec): 3 clusters Score: Raw -883263.700580 + Penalty 294.462825 = -882969.237755 nChanged 417 SP:Iteration 5Q (68.943627 sec): 3 clusters Score: Raw -883699.509700 + Penalty 323.785444 = -883375.724256 nChanged 220 SP:Iteration 6Q (68.971870 sec): 3 clusters Score: Raw -883959.131056 + Penalty 334.744902 = -883624.386155 nChanged 58 SP:Iteration 7Q (68.988135 sec): 3 clusters Score: Raw -884065.013867 + Penalty 340.367828 = -883724.646040 nChanged 10 SP:Iteration 8Q (69.004978 sec): 3 clusters Score: Raw -884066.851862 + Penalty 342.391289 = -883724.460573 nChanged 3 SP:Iteration 9F (69.026390 sec): 3 clusters Score: Raw -884067.363116 + Penalty 344.449258 = -883722.913857 nChanged 4 SP:Iteration 10F (69.047772 sec): 3 clusters Score: Raw -884067.917303 + Penalty 347.678795 = -883720.238508 nChanged 5 SP:Iteration 11F (69.068992 sec): 3 clusters Score: Raw -884069.076112 + Penalty 351.985167 = -883717.090945 nChanged 5 SP:Iteration 12F (69.089401 sec): 3 clusters Score: Raw -884069.839638 + Penalty 350.209561 = -883719.630077 nChanged 2 SP:Iteration 13Q (69.105356 sec): 3 clusters Score: Raw -884069.918287 + Penalty 350.209561 = -883719.708726 nChanged 0 SP:Iteration 14F (69.125332 sec): 3 clusters Score: Raw -884069.918287 + Penalty 350.209561 = -883719.708726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.132970 sec): 2 clusters Score: Raw -14438.393116 + Penalty 196.620231 = -14241.772885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.133507 sec): 3 clusters Score: Raw -14368.210310 + Penalty 382.344003 = -13985.866307 nChanged 50 SP:Iteration 1F (69.134030 sec): 3 clusters Score: Raw -14414.682189 + Penalty 379.788216 = -14034.893974 nChanged 15 SP:Iteration 2F (69.134554 sec): 3 clusters Score: Raw -14427.863375 + Penalty 380.369582 = -14047.493793 nChanged 4 SP:Iteration 3Q (69.135071 sec): 3 clusters Score: Raw -14430.847863 + Penalty 378.708782 = -14052.139082 nChanged 5 SP:Iteration 4Q (69.135586 sec): 3 clusters Score: Raw -14435.646427 + Penalty 382.931398 = -14052.715029 nChanged 7 SP:Iteration 5Q (69.136098 sec): 3 clusters Score: Raw -14443.052332 + Penalty 385.354075 = -14057.698257 nChanged 3 SP:Iteration 6Q (69.136610 sec): 3 clusters Score: Raw -14444.712762 + Penalty 383.919830 = -14060.792932 nChanged 3 SP:Iteration 7Q (69.137139 sec): 3 clusters Score: Raw -14449.744221 + Penalty 379.700897 = -14070.043325 nChanged 4 SP:Iteration 8Q (69.137655 sec): 3 clusters Score: Raw -14458.776447 + Penalty 379.700897 = -14079.075551 nChanged 0 SP:Iteration 9F (69.138482 sec): 3 clusters Score: Raw -14458.776447 + Penalty 379.700897 = -14079.075551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.139072 sec): 2 clusters Score: Raw -243.087931 + Penalty 62.194963 = -180.892968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.139282 sec): 3 clusters Score: Raw -246.312980 + Penalty 131.797964 = -114.515016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.139755 sec): 2 clusters Score: Raw -431.656725 + Penalty 111.226332 = -320.430393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.139966 sec): 3 clusters Score: Raw -431.895912 + Penalty 222.062158 = -209.833754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 97 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.140537 sec): 2 clusters Score: Raw -2366.929922 + Penalty 246.640976 = -2120.288946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.140829 sec): 3 clusters Score: Raw -2686.151653 + Penalty 493.744188 = -2192.407465 nChanged 7 SP:Iteration 1F (69.141120 sec): 3 clusters Score: Raw -2691.417677 + Penalty 493.269533 = -2198.148144 nChanged 1 SP:Iteration 2Q (69.141399 sec): 3 clusters Score: Raw -2693.199645 + Penalty 494.599356 = -2198.600289 nChanged 1 SP:Iteration 3Q (69.141680 sec): 3 clusters Score: Raw -2694.189096 + Penalty 497.771267 = -2196.417830 nChanged 1 SP:Iteration 4F (69.141970 sec): 3 clusters Score: Raw -2696.623432 + Penalty 519.116255 = -2177.507177 nChanged 3 SP:Iteration 5F (69.142258 sec): 3 clusters Score: Raw -2712.546698 + Penalty 583.211281 = -2129.335417 nChanged 4 SP:Iteration 6F (69.142547 sec): 3 clusters Score: Raw -2762.710708 + Penalty 583.211281 = -2179.499427 nChanged 0 Score: Raw -2649072.952966 + Penalty 43488.435403 = -2605584.517563 Splitting cluster 97 changes total score from -2590272.680842 to -2605584.517563 So it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.159390 sec): 2 clusters Score: Raw -317.846242 + Penalty 81.427582 = -236.418660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.159607 sec): 3 clusters Score: Raw -326.438799 + Penalty 147.588580 = -178.850219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.160072 sec): 2 clusters Score: Raw -82.721771 + Penalty 0.000000 = -82.721771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.160266 sec): 2 clusters Score: Raw -82.721771 + Penalty 0.000000 = -82.721771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.160734 sec): 2 clusters Score: Raw -243.711689 + Penalty 34.475912 = -209.235777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.160933 sec): 3 clusters Score: Raw -240.124726 + Penalty 34.475912 = -205.648814 nChanged 1 SP:Iteration 1F (70.161122 sec): 2 clusters Score: Raw -243.711689 + Penalty 34.475912 = -209.235777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.161623 sec): 2 clusters Score: Raw -1097.484986 + Penalty 81.632938 = -1015.852048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.161861 sec): 3 clusters Score: Raw -1120.827552 + Penalty 161.398126 = -959.429426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.162366 sec): 2 clusters Score: Raw -340.795238 + Penalty 89.577003 = -251.218235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.162562 sec): 2 clusters Score: Raw -340.795238 + Penalty 89.577003 = -251.218235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.163015 sec): 2 clusters Score: Raw -80.401958 + Penalty 0.000000 = -80.401958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.163198 sec): 2 clusters Score: Raw -80.401958 + Penalty 0.000000 = -80.401958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 133 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.163691 sec): 2 clusters Score: Raw -989.129661 + Penalty 130.916382 = -858.213279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.163924 sec): 3 clusters Score: Raw -1016.050169 + Penalty 270.836651 = -745.213518 nChanged 1 SP:Iteration 1F (70.164154 sec): 3 clusters Score: Raw -1023.903463 + Penalty 270.836651 = -753.066812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.164617 sec): 2 clusters Score: Raw -161.956216 + Penalty 29.220590 = -132.735626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.164811 sec): 2 clusters Score: Raw -161.956216 + Penalty 29.220590 = -132.735626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.165272 sec): 2 clusters Score: Raw -168.919485 + Penalty 41.552711 = -127.366774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.165476 sec): 3 clusters Score: Raw -166.830815 + Penalty 83.105422 = -83.725393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.165946 sec): 2 clusters Score: Raw -255.583118 + Penalty 69.195151 = -186.387967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.166154 sec): 3 clusters Score: Raw -252.015278 + Penalty 150.315905 = -101.699373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.166607 sec): 2 clusters Score: Raw -83.552982 + Penalty 0.000000 = -83.552982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.166791 sec): 2 clusters Score: Raw -83.552982 + Penalty 0.000000 = -83.552982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.167263 sec): 2 clusters Score: Raw -461.744282 + Penalty 69.112311 = -392.631970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.167475 sec): 3 clusters Score: Raw -474.176191 + Penalty 115.495477 = -358.680714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.167937 sec): 2 clusters Score: Raw -162.688316 + Penalty 39.768183 = -122.920133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.168134 sec): 3 clusters Score: Raw -162.548293 + Penalty 79.536366 = -83.011926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 182 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.168631 sec): 2 clusters Score: Raw -1083.228328 + Penalty 45.577027 = -1037.651301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.168871 sec): 3 clusters Score: Raw -1087.710026 + Penalty 83.223085 = -1004.486941 nChanged 5 SP:Iteration 1F (70.169088 sec): 3 clusters Score: Raw -1097.807566 + Penalty 88.214066 = -1009.593500 nChanged 1 SP:Iteration 2F (70.169304 sec): 3 clusters Score: Raw -1098.776868 + Penalty 88.214066 = -1010.562802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.169913 sec): 2 clusters Score: Raw -4321.542201 + Penalty 58.854809 = -4262.687392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.170226 sec): 3 clusters Score: Raw -4297.384375 + Penalty 117.709618 = -4179.674757 nChanged 21 SP:Iteration 1F (70.170531 sec): 3 clusters Score: Raw -4312.545173 + Penalty 120.222280 = -4192.322893 nChanged 7 SP:Iteration 2F (70.170838 sec): 3 clusters Score: Raw -4320.069832 + Penalty 121.348673 = -4198.721159 nChanged 3 SP:Iteration 3F (70.171140 sec): 3 clusters Score: Raw -4323.029380 + Penalty 124.224453 = -4198.804927 nChanged 2 SP:Iteration 4Q (70.171436 sec): 3 clusters Score: Raw -4324.436620 + Penalty 124.224453 = -4200.212167 nChanged 0 SP:Iteration 5F (70.171739 sec): 3 clusters Score: Raw -4324.436620 + Penalty 124.224453 = -4200.212167 nChanged 0 Deleting Class 10 (81 points): Lose 240.906593 but Gain 885.301638 Iteration 119Q (70.377419 sec): 65 clusters Score: Raw -2633840.150799 + Penalty 42652.024215 = -2591188.126584 nChanged 243 Deleting Class 97 (13 points): Lose 421.537119 but Gain 1091.092489 Iteration 120F (71.388528 sec): 64 clusters Score: Raw -2633635.423075 + Penalty 41729.645712 = -2591905.777363 nChanged 160 Deleting Class 80 (44 points): Lose 184.096913 but Gain 827.083640 Iteration 121Q (71.551019 sec): 63 clusters Score: Raw -2633663.511583 + Penalty 40948.346285 = -2592715.165298 nChanged 140 Deleting Class 95 (5 points): Lose 79.354926 but Gain 721.018103 Iteration 122Q (71.708049 sec): 62 clusters Score: Raw -2633720.511375 + Penalty 40250.433314 = -2593470.078061 nChanged 72 Deleting Class 112 (4 points): Lose 32.862274 but Gain 674.145831 Iteration 123Q (71.862770 sec): 61 clusters Score: Raw -2633720.638075 + Penalty 39582.492782 = -2594138.145293 nChanged 52 Deleting Class 77 (3 points): Lose 26.911573 but Gain 665.959238 Iteration 124Q (72.014258 sec): 60 clusters Score: Raw -2633718.863741 + Penalty 38925.478779 = -2594793.384961 nChanged 33 Deleting Class 46 (50 points): Lose 421.509106 but Gain 1052.997645 Iteration 125Q (72.164894 sec): 59 clusters Score: Raw -2633315.347898 + Penalty 37909.202021 = -2595406.145877 nChanged 79 Deleting Class 76 (83 points): Lose 228.107310 but Gain 853.590780 Iteration 126Q (72.316122 sec): 58 clusters Score: Raw -2633275.066280 + Penalty 37075.519145 = -2596199.547135 nChanged 117 Deleting Class 142 (3 points): Lose 36.569426 but Gain 657.118948 Iteration 127Q (72.468157 sec): 57 clusters Score: Raw -2633363.646360 + Penalty 36411.719446 = -2596951.926915 nChanged 47 Deleting Class 94 (3 points): Lose 18.098889 but Gain 590.640938 Iteration 128Q (72.613435 sec): 56 clusters Score: Raw -2633371.465222 + Penalty 35823.237014 = -2597548.228208 nChanged 32 Deleting Class 180 (2 points): Lose 34.301622 but Gain 598.581196 Iteration 129Q (72.756502 sec): 55 clusters Score: Raw -2633354.719321 + Penalty 35219.240235 = -2598135.479086 nChanged 22 Deleting Class 37 (85 points): Lose 137.320912 but Gain 691.943507 Iteration 130F (73.614611 sec): 54 clusters Score: Raw -2633238.134000 + Penalty 34528.009218 = -2598710.124782 nChanged 102 Deleting Class 104 (4 points): Lose 59.562688 but Gain 612.814259 Iteration 131Q (73.758897 sec): 53 clusters Score: Raw -2633281.399792 + Penalty 33913.830884 = -2599367.568908 nChanged 27 Deleting Class 141 (2 points): Lose 94.890144 but Gain 625.441486 Iteration 132Q (73.903224 sec): 52 clusters Score: Raw -2633203.927123 + Penalty 33269.453687 = -2599934.473437 nChanged 23 Deleting Class 149 (1 points): Lose 23.390680 but Gain 553.231873 Iteration 133Q (74.044099 sec): 51 clusters Score: Raw -2633191.786525 + Penalty 32733.117884 = -2600458.668641 nChanged 16 Deleting Class 106 (1 points): Lose 22.819347 but Gain 548.532804 Iteration 134Q (74.184534 sec): 50 clusters Score: Raw -2633185.909104 + Penalty 32187.977573 = -2600997.931531 nChanged 13 Deleting Class 71 (23 points): Lose 122.978578 but Gain 644.304146 Iteration 135Q (74.326037 sec): 49 clusters Score: Raw -2633073.543324 + Penalty 31567.209815 = -2601506.333508 nChanged 34 Deleting Class 16 (81 points): Lose 218.210497 but Gain 708.806432 Iteration 136Q (74.464403 sec): 48 clusters Score: Raw -2632905.989016 + Penalty 30860.948642 = -2602045.040374 nChanged 95 Deleting Class 133 (13 points): Lose 95.786625 but Gain 532.510261 Iteration 137Q (74.603425 sec): 47 clusters Score: Raw -2632924.227478 + Penalty 30362.863927 = -2602561.363551 nChanged 47 Deleting Class 138 (2 points): Lose 17.753708 but Gain 439.821348 Iteration 138Q (74.741436 sec): 46 clusters Score: Raw -2632975.432505 + Penalty 29908.745864 = -2603066.686641 nChanged 28 Deleting Class 173 (6 points): Lose 29.954305 but Gain 402.428278 Iteration 139Q (74.878180 sec): 45 clusters Score: Raw -2632963.057229 + Penalty 29465.527303 = -2603497.529926 nChanged 24 Deleting Class 4 (3 points): Lose 23.645201 but Gain 386.654846 Iteration 140F (75.591666 sec): 44 clusters Score: Raw -2632960.255049 + Penalty 29091.490495 = -2603868.764553 nChanged 20 Deleting Class 56 (14 points): Lose 57.306025 but Gain 417.802621 Iteration 141Q (75.727235 sec): 43 clusters Score: Raw -2632913.467952 + Penalty 28681.267666 = -2604232.200286 nChanged 27 Deleting Class 109 (3 points): Lose 26.363805 but Gain 327.404084 Iteration 142Q (75.863294 sec): 42 clusters Score: Raw -2632907.544438 + Penalty 28333.071785 = -2604574.472654 nChanged 14 Deleting Class 41 (5 points): Lose 171.820223 but Gain 451.129261 Iteration 143Q (75.996445 sec): 41 clusters Score: Raw -2632745.297450 + Penalty 27825.103774 = -2604920.193676 nChanged 18 Deleting Class 113 (1 points): Lose 13.174622 but Gain 243.760943 Iteration 144Q (76.129159 sec): 40 clusters Score: Raw -2632746.343046 + Penalty 27562.423441 = -2605183.919606 nChanged 10 Deleting Class 110 (14 points): Lose 153.828655 but Gain 333.238842 Iteration 145Q (76.268744 sec): 39 clusters Score: Raw -2632602.788374 + Penalty 27206.054644 = -2605396.733730 nChanged 26 Deleting Class 14 (281 points): Lose 565.820733 but Gain 739.444910 Iteration 146Q (76.401870 sec): 38 clusters Score: Raw -2632107.582428 + Penalty 26467.893649 = -2605639.688779 nChanged 293 Deleting Class 24 (155 points): Lose 728.769306 but Gain 894.574616 Iteration 147Q (76.538253 sec): 37 clusters Score: Raw -2631730.132893 + Penalty 25613.882271 = -2606116.250622 nChanged 203 Deleting Class 38 (481 points): Lose 1099.342321 but Gain 1229.207341 Iteration 148Q (76.671331 sec): 36 clusters Score: Raw -2631077.892797 + Penalty 24422.033428 = -2606655.859368 nChanged 581 Deleting Class 8 (436 points): Lose 992.250946 but Gain 1130.406679 Iteration 149Q (76.808963 sec): 35 clusters Score: Raw -2630911.468319 + Penalty 23308.554502 = -2607602.913817 nChanged 570 Deleting Class 70 (301 points): Lose 1199.791406 but Gain 1298.954223 Iteration 150F (77.379055 sec): 34 clusters Score: Raw -2630480.357382 + Penalty 22113.671678 = -2608366.685704 nChanged 442 Deleting Class 19 (136 points): Lose 396.907954 but Gain 474.951474 Iteration 151Q (77.513864 sec): 33 clusters Score: Raw -2630715.575223 + Penalty 21546.257553 = -2609169.317670 nChanged 292 Iteration 152Q (77.644336 sec): 33 clusters Score: Raw -2631002.023554 + Penalty 21557.037692 = -2609444.985862 nChanged 119 Iteration 153Q (77.771162 sec): 33 clusters Score: Raw -2631056.748907 + Penalty 21582.609084 = -2609474.139823 nChanged 69 Iteration 154Q (77.898083 sec): 33 clusters Score: Raw -2631086.484220 + Penalty 21576.667022 = -2609509.817198 nChanged 55 Iteration 155Q (78.026181 sec): 33 clusters Score: Raw -2631108.306855 + Penalty 21571.729799 = -2609536.577056 nChanged 43 Iteration 156Q (78.152174 sec): 33 clusters Score: Raw -2631127.130888 + Penalty 21578.284152 = -2609548.846736 nChanged 30 Iteration 157Q (78.283976 sec): 33 clusters Score: Raw -2631139.769678 + Penalty 21584.249641 = -2609555.520037 nChanged 37 Iteration 158Q (78.412447 sec): 33 clusters Score: Raw -2631156.822345 + Penalty 21587.748429 = -2609569.073916 nChanged 32 Iteration 159Q (78.539675 sec): 33 clusters Score: Raw -2631178.101042 + Penalty 21592.044107 = -2609586.056935 nChanged 31 Iteration 160F (79.083802 sec): 33 clusters Score: Raw -2631195.119186 + Penalty 21594.167854 = -2609600.951332 nChanged 28 Iteration 161Q (79.210607 sec): 33 clusters Score: Raw -2631205.493401 + Penalty 21595.737247 = -2609609.756154 nChanged 17 Iteration 162Q (79.346916 sec): 33 clusters Score: Raw -2631210.933718 + Penalty 21596.378919 = -2609614.554799 nChanged 13 Iteration 163Q (79.474867 sec): 33 clusters Score: Raw -2631215.246588 + Penalty 21596.222604 = -2609619.023984 nChanged 13 Iteration 164Q (79.603173 sec): 33 clusters Score: Raw -2631220.362722 + Penalty 21596.029844 = -2609624.332878 nChanged 6 Iteration 165Q (79.730813 sec): 33 clusters Score: Raw -2631222.572945 + Penalty 21596.029844 = -2609626.543101 nChanged 0 Iteration 166F (80.271706 sec): 33 clusters Score: Raw -2631222.572945 + Penalty 21596.029844 = -2609626.543101 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2631222.572945 + Penalty 21596.029844 = -2609626.543101Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 1 (4217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.403399 sec): 2 clusters Score: Raw -314483.460394 + Penalty 55.740374 = -314427.720019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.411748 sec): 3 clusters Score: Raw -311720.844034 + Penalty 111.611350 = -311609.232684 nChanged 2046 SP:Iteration 1F (80.419548 sec): 3 clusters Score: Raw -313351.734373 + Penalty 110.793879 = -313240.940494 nChanged 297 SP:Iteration 2F (80.427464 sec): 3 clusters Score: Raw -313640.793138 + Penalty 110.704323 = -313530.088816 nChanged 200 SP:Iteration 3Q (80.435228 sec): 3 clusters Score: Raw -313736.888895 + Penalty 110.627265 = -313626.261630 nChanged 104 SP:Iteration 4Q (80.442948 sec): 3 clusters Score: Raw -313764.291859 + Penalty 110.453094 = -313653.838765 nChanged 49 SP:Iteration 5Q (80.450675 sec): 3 clusters Score: Raw -313775.652382 + Penalty 110.287434 = -313665.364948 nChanged 62 SP:Iteration 6Q (80.458281 sec): 3 clusters Score: Raw -313793.994032 + Penalty 110.326173 = -313683.667859 nChanged 61 SP:Iteration 7Q (80.466219 sec): 3 clusters Score: Raw -313812.330934 + Penalty 110.223226 = -313702.107707 nChanged 56 SP:Iteration 8Q (80.473715 sec): 3 clusters Score: Raw -313826.958147 + Penalty 110.276333 = -313716.681814 nChanged 49 SP:Iteration 9Q (80.481282 sec): 3 clusters Score: Raw -313838.033134 + Penalty 110.267698 = -313727.765436 nChanged 55 SP:Iteration 10F (80.488992 sec): 3 clusters Score: Raw -313849.531438 + Penalty 110.037721 = -313739.493717 nChanged 55 SP:Iteration 11Q (80.496580 sec): 3 clusters Score: Raw -313860.177966 + Penalty 110.086318 = -313750.091648 nChanged 43 SP:Iteration 12Q (80.504018 sec): 3 clusters Score: Raw -313868.262807 + Penalty 110.264446 = -313757.998360 nChanged 55 SP:Iteration 13Q (80.511474 sec): 3 clusters Score: Raw -313880.402819 + Penalty 109.976022 = -313770.426797 nChanged 59 SP:Iteration 14Q (80.519331 sec): 3 clusters Score: Raw -313897.237392 + Penalty 109.939492 = -313787.297899 nChanged 80 SP:Iteration 15Q (80.526814 sec): 3 clusters Score: Raw -313928.551994 + Penalty 109.688688 = -313818.863306 nChanged 108 SP:Iteration 16Q (80.534154 sec): 3 clusters Score: Raw -313976.232720 + Penalty 109.949626 = -313866.283094 nChanged 109 SP:Iteration 17Q (80.541550 sec): 3 clusters Score: Raw -314027.636156 + Penalty 110.317883 = -313917.318273 nChanged 114 SP:Iteration 18Q (80.548780 sec): 3 clusters Score: Raw -314089.922292 + Penalty 110.037673 = -313979.884620 nChanged 109 SP:Iteration 19Q (80.556023 sec): 3 clusters Score: Raw -314154.445428 + Penalty 109.795351 = -314044.650078 nChanged 99 SP:Iteration 20F (80.564012 sec): 3 clusters Score: Raw -314213.613771 + Penalty 110.497037 = -314103.116734 nChanged 95 SP:Iteration 21Q (80.571115 sec): 3 clusters Score: Raw -314272.760511 + Penalty 112.437907 = -314160.322605 nChanged 82 SP:Iteration 22Q (80.577890 sec): 3 clusters Score: Raw -314324.167537 + Penalty 112.435462 = -314211.732075 nChanged 70 SP:Iteration 23Q (80.584550 sec): 3 clusters Score: Raw -314366.032256 + Penalty 113.265144 = -314252.767113 nChanged 53 SP:Iteration 24Q (80.591222 sec): 3 clusters Score: Raw -314397.571272 + Penalty 112.987738 = -314284.583534 nChanged 47 SP:Iteration 25Q (80.597663 sec): 3 clusters Score: Raw -314425.209115 + Penalty 112.880346 = -314312.328769 nChanged 33 SP:Iteration 26Q (80.604010 sec): 3 clusters Score: Raw -314443.412814 + Penalty 115.504108 = -314327.908706 nChanged 24 SP:Iteration 27Q (80.610377 sec): 3 clusters Score: Raw -314456.253517 + Penalty 117.613092 = -314338.640425 nChanged 16 SP:Iteration 28Q (80.616798 sec): 3 clusters Score: Raw -314465.582780 + Penalty 120.162549 = -314345.420231 nChanged 11 SP:Iteration 29Q (80.623030 sec): 3 clusters Score: Raw -314473.973655 + Penalty 122.337119 = -314351.636536 nChanged 10 SP:Iteration 30F (80.630913 sec): 3 clusters Score: Raw -314479.820791 + Penalty 123.819414 = -314356.001377 nChanged 4 SP:Iteration 31Q (80.637118 sec): 3 clusters Score: Raw -314481.021852 + Penalty 124.218318 = -314356.803534 nChanged 1 SP:Iteration 32Q (80.643310 sec): 3 clusters Score: Raw -314481.422717 + Penalty 125.357398 = -314356.065319 nChanged 3 SP:Iteration 33F (80.651232 sec): 3 clusters Score: Raw -314481.864022 + Penalty 125.807245 = -314356.056778 nChanged 1 SP:Iteration 34F (80.659056 sec): 3 clusters Score: Raw -314482.128120 + Penalty 126.271951 = -314355.856169 nChanged 1 SP:Iteration 35F (80.667093 sec): 3 clusters Score: Raw -314482.965398 + Penalty 127.762913 = -314355.202485 nChanged 3 SP:Iteration 36F (80.674949 sec): 3 clusters Score: Raw -314484.455967 + Penalty 130.010301 = -314354.445666 nChanged 4 SP:Iteration 37F (80.683184 sec): 3 clusters Score: Raw -314486.483688 + Penalty 131.928569 = -314354.555118 nChanged 3 SP:Iteration 38Q (80.689352 sec): 3 clusters Score: Raw -314487.274126 + Penalty 132.476825 = -314354.797302 nChanged 1 SP:Iteration 39Q (80.695688 sec): 3 clusters Score: Raw -314487.390567 + Penalty 132.476825 = -314354.913742 nChanged 0 SP:Iteration 40F (80.703632 sec): 3 clusters Score: Raw -314487.390567 + Penalty 132.476825 = -314354.913742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.709983 sec): 2 clusters Score: Raw -85155.514389 + Penalty 494.664421 = -84660.849968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.712051 sec): 3 clusters Score: Raw -84621.278476 + Penalty 994.819233 = -83626.459243 nChanged 352 SP:Iteration 1F (80.714037 sec): 3 clusters Score: Raw -84818.791479 + Penalty 999.669159 = -83819.122320 nChanged 101 SP:Iteration 2F (80.716030 sec): 3 clusters Score: Raw -84884.474292 + Penalty 1011.561583 = -83872.912709 nChanged 74 SP:Iteration 3F (80.718019 sec): 3 clusters Score: Raw -84945.120037 + Penalty 1021.342650 = -83923.777387 nChanged 63 SP:Iteration 4F (80.720008 sec): 3 clusters Score: Raw -85002.318339 + Penalty 1035.358753 = -83966.959586 nChanged 62 SP:Iteration 5F (80.721982 sec): 3 clusters Score: Raw -85059.029167 + Penalty 1042.876581 = -84016.152586 nChanged 40 SP:Iteration 6Q (80.723897 sec): 3 clusters Score: Raw -85094.901835 + Penalty 1047.949232 = -84046.952602 nChanged 29 SP:Iteration 7Q (80.725801 sec): 3 clusters Score: Raw -85122.397895 + Penalty 1058.763319 = -84063.634576 nChanged 20 SP:Iteration 8Q (80.727698 sec): 3 clusters Score: Raw -85143.495949 + Penalty 1061.068520 = -84082.427429 nChanged 8 SP:Iteration 9Q (80.729578 sec): 3 clusters Score: Raw -85151.602088 + Penalty 1053.199537 = -84098.402552 nChanged 7 SP:Iteration 10F (80.731586 sec): 3 clusters Score: Raw -85160.315000 + Penalty 1055.388560 = -84104.926441 nChanged 5 SP:Iteration 11Q (80.733398 sec): 3 clusters Score: Raw -85166.237052 + Penalty 1054.748028 = -84111.489024 nChanged 2 SP:Iteration 12Q (80.735178 sec): 3 clusters Score: Raw -85167.845682 + Penalty 1053.048641 = -84114.797041 nChanged 2 SP:Iteration 13Q (80.736985 sec): 3 clusters Score: Raw -85170.958279 + Penalty 1051.438729 = -84119.519550 nChanged 1 SP:Iteration 14Q (80.738765 sec): 3 clusters Score: Raw -85171.937296 + Penalty 1051.438729 = -84120.498566 nChanged 0 SP:Iteration 15F (80.740749 sec): 3 clusters Score: Raw -85171.937296 + Penalty 1051.438729 = -84120.498566 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.745030 sec): 2 clusters Score: Raw -91139.501978 + Penalty 45.117070 = -91094.384908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.747389 sec): 3 clusters Score: Raw -90388.766151 + Penalty 91.030366 = -90297.735786 nChanged 550 SP:Iteration 1F (80.749701 sec): 3 clusters Score: Raw -90853.192858 + Penalty 90.624281 = -90762.568577 nChanged 123 SP:Iteration 2F (80.751974 sec): 3 clusters Score: Raw -90954.670351 + Penalty 92.953004 = -90861.717348 nChanged 79 SP:Iteration 3F (80.754221 sec): 3 clusters Score: Raw -91025.588126 + Penalty 91.341838 = -90934.246288 nChanged 40 SP:Iteration 4Q (80.756449 sec): 3 clusters Score: Raw -91109.890910 + Penalty 92.108016 = -91017.782895 nChanged 10 SP:Iteration 5Q (80.758613 sec): 3 clusters Score: Raw -91162.050523 + Penalty 88.634240 = -91073.416283 nChanged 7 SP:Iteration 6Q (80.760470 sec): 3 clusters Score: Raw -91164.269568 + Penalty 88.913869 = -91075.355699 nChanged 6 SP:Iteration 7Q (80.762380 sec): 3 clusters Score: Raw -91166.282895 + Penalty 89.222955 = -91077.059940 nChanged 4 SP:Iteration 8Q (80.764263 sec): 3 clusters Score: Raw -91167.054271 + Penalty 89.413640 = -91077.640632 nChanged 2 SP:Iteration 9Q (80.766120 sec): 3 clusters Score: Raw -91167.392861 + Penalty 89.413640 = -91077.979221 nChanged 0 SP:Iteration 10F (80.768388 sec): 3 clusters Score: Raw -91167.392861 + Penalty 89.413640 = -91077.979221 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.773292 sec): 2 clusters Score: Raw -106593.893799 + Penalty 315.829231 = -106278.064568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.775855 sec): 3 clusters Score: Raw -105880.114414 + Penalty 630.428849 = -105249.685565 nChanged 515 SP:Iteration 1F (80.778372 sec): 3 clusters Score: Raw -106178.053414 + Penalty 630.131089 = -105547.922325 nChanged 121 SP:Iteration 2F (80.780893 sec): 3 clusters Score: Raw -106252.683172 + Penalty 630.446938 = -105622.236234 nChanged 69 SP:Iteration 3F (80.783417 sec): 3 clusters Score: Raw -106299.274145 + Penalty 630.019265 = -105669.254880 nChanged 59 SP:Iteration 4Q (80.785925 sec): 3 clusters Score: Raw -106345.052941 + Penalty 630.372551 = -105714.680389 nChanged 46 SP:Iteration 5Q (80.788351 sec): 3 clusters Score: Raw -106368.005671 + Penalty 630.365540 = -105737.640132 nChanged 25 SP:Iteration 6Q (80.790839 sec): 3 clusters Score: Raw -106377.137349 + Penalty 630.283127 = -105746.854221 nChanged 21 SP:Iteration 7Q (80.793311 sec): 3 clusters Score: Raw -106388.102185 + Penalty 630.196137 = -105757.906049 nChanged 22 SP:Iteration 8Q (80.795753 sec): 3 clusters Score: Raw -106398.413034 + Penalty 630.938221 = -105767.474813 nChanged 20 SP:Iteration 9Q (80.798226 sec): 3 clusters Score: Raw -106405.423340 + Penalty 632.090140 = -105773.333200 nChanged 22 SP:Iteration 10F (80.800747 sec): 3 clusters Score: Raw -106413.041289 + Penalty 632.610718 = -105780.430571 nChanged 15 SP:Iteration 11Q (80.803215 sec): 3 clusters Score: Raw -106417.145561 + Penalty 632.261809 = -105784.883752 nChanged 6 SP:Iteration 12Q (80.805623 sec): 3 clusters Score: Raw -106417.900377 + Penalty 632.491686 = -105785.408691 nChanged 4 SP:Iteration 13Q (80.808065 sec): 3 clusters Score: Raw -106418.275164 + Penalty 632.864978 = -105785.410186 nChanged 4 SP:Iteration 14Q (80.810510 sec): 3 clusters Score: Raw -106418.749443 + Penalty 632.840537 = -105785.908906 nChanged 3 SP:Iteration 15Q (80.812940 sec): 3 clusters Score: Raw -106419.036561 + Penalty 632.952242 = -105786.084319 nChanged 4 SP:Iteration 16Q (80.815362 sec): 3 clusters Score: Raw -106419.454734 + Penalty 633.051964 = -105786.402770 nChanged 2 SP:Iteration 17Q (80.817792 sec): 3 clusters Score: Raw -106419.624926 + Penalty 633.164923 = -105786.460003 nChanged 4 SP:Iteration 18Q (80.820238 sec): 3 clusters Score: Raw -106420.104083 + Penalty 633.641916 = -105786.462168 nChanged 5 SP:Iteration 19Q (80.822599 sec): 3 clusters Score: Raw -106421.048690 + Penalty 634.167883 = -105786.880807 nChanged 6 SP:Iteration 20F (80.825083 sec): 3 clusters Score: Raw -106422.713280 + Penalty 634.145126 = -105788.568153 nChanged 3 SP:Iteration 21Q (80.827490 sec): 3 clusters Score: Raw -106423.459854 + Penalty 634.316360 = -105789.143495 nChanged 6 SP:Iteration 22Q (80.829916 sec): 3 clusters Score: Raw -106425.846254 + Penalty 634.688911 = -105791.157343 nChanged 9 SP:Iteration 23Q (80.832299 sec): 3 clusters Score: Raw -106428.074572 + Penalty 635.265234 = -105792.809338 nChanged 7 SP:Iteration 24Q (80.834648 sec): 3 clusters Score: Raw -106431.116732 + Penalty 636.143258 = -105794.973474 nChanged 10 SP:Iteration 25Q (80.837071 sec): 3 clusters Score: Raw -106434.546187 + Penalty 636.513028 = -105798.033159 nChanged 7 SP:Iteration 26Q (80.839458 sec): 3 clusters Score: Raw -106436.430104 + Penalty 635.955478 = -105800.474626 nChanged 4 SP:Iteration 27Q (80.841865 sec): 3 clusters Score: Raw -106438.212440 + Penalty 636.759636 = -105801.452804 nChanged 5 SP:Iteration 28Q (80.844238 sec): 3 clusters Score: Raw -106439.241702 + Penalty 637.063716 = -105802.177987 nChanged 6 SP:Iteration 29Q (80.846622 sec): 3 clusters Score: Raw -106440.431431 + Penalty 637.524439 = -105802.906992 nChanged 8 SP:Iteration 30F (80.849218 sec): 3 clusters Score: Raw -106442.542769 + Penalty 637.933735 = -105804.609034 nChanged 10 SP:Iteration 31Q (80.851563 sec): 3 clusters Score: Raw -106446.137987 + Penalty 638.880297 = -105807.257690 nChanged 10 SP:Iteration 32Q (80.853883 sec): 3 clusters Score: Raw -106449.545094 + Penalty 639.214365 = -105810.330729 nChanged 8 SP:Iteration 33Q (80.856237 sec): 3 clusters Score: Raw -106452.244217 + Penalty 640.202158 = -105812.042060 nChanged 11 SP:Iteration 34Q (80.858543 sec): 3 clusters Score: Raw -106456.339817 + Penalty 639.837012 = -105816.502805 nChanged 9 SP:Iteration 35Q (80.860897 sec): 3 clusters Score: Raw -106459.476795 + Penalty 639.645539 = -105819.831256 nChanged 10 SP:Iteration 36Q (80.863270 sec): 3 clusters Score: Raw -106463.151752 + Penalty 638.949032 = -105824.202721 nChanged 9 SP:Iteration 37Q (80.865641 sec): 3 clusters Score: Raw -106465.441975 + Penalty 638.147390 = -105827.294585 nChanged 8 SP:Iteration 38Q (80.867992 sec): 3 clusters Score: Raw -106467.910939 + Penalty 637.551191 = -105830.359748 nChanged 10 SP:Iteration 39Q (80.870346 sec): 3 clusters Score: Raw -106471.498499 + Penalty 638.256091 = -105833.242408 nChanged 13 SP:Iteration 40F (80.872858 sec): 3 clusters Score: Raw -106476.550627 + Penalty 637.827769 = -105838.722858 nChanged 13 SP:Iteration 41Q (80.875165 sec): 3 clusters Score: Raw -106481.589524 + Penalty 640.680138 = -105840.909386 nChanged 13 SP:Iteration 42Q (80.877464 sec): 3 clusters Score: Raw -106487.405207 + Penalty 648.829885 = -105838.575322 nChanged 21 SP:Iteration 43F (80.880004 sec): 3 clusters Score: Raw -106497.431602 + Penalty 647.323599 = -105850.108004 nChanged 24 SP:Iteration 44Q (80.882286 sec): 3 clusters Score: Raw -106508.908485 + Penalty 650.921893 = -105857.986593 nChanged 21 SP:Iteration 45Q (80.884492 sec): 3 clusters Score: Raw -106520.451721 + Penalty 656.670762 = -105863.780959 nChanged 21 SP:Iteration 46Q (80.886725 sec): 3 clusters Score: Raw -106535.291158 + Penalty 666.031892 = -105869.259265 nChanged 22 SP:Iteration 47Q (80.888947 sec): 3 clusters Score: Raw -106550.239907 + Penalty 671.020926 = -105879.218982 nChanged 16 SP:Iteration 48Q (80.891146 sec): 3 clusters Score: Raw -106560.232390 + Penalty 686.632959 = -105873.599431 nChanged 15 SP:Iteration 49F (80.893670 sec): 3 clusters Score: Raw -106571.511231 + Penalty 697.490853 = -105874.020378 nChanged 15 SP:Iteration 50F (80.896189 sec): 3 clusters Score: Raw -106582.004480 + Penalty 702.333333 = -105879.671147 nChanged 11 SP:Iteration 51Q (80.898313 sec): 3 clusters Score: Raw -106589.061349 + Penalty 714.009279 = -105875.052070 nChanged 14 SP:Iteration 52F (80.900857 sec): 3 clusters Score: Raw -106600.288866 + Penalty 727.287818 = -105873.001048 nChanged 10 SP:Iteration 53F (80.903379 sec): 3 clusters Score: Raw -106610.175712 + Penalty 733.262864 = -105876.912848 nChanged 4 SP:Iteration 54Q (80.905519 sec): 3 clusters Score: Raw -106615.170185 + Penalty 730.977701 = -105884.192484 nChanged 2 SP:Iteration 55Q (80.907669 sec): 3 clusters Score: Raw -106616.786151 + Penalty 738.745989 = -105878.040162 nChanged 1 SP:Iteration 56F (80.910212 sec): 3 clusters Score: Raw -106617.135606 + Penalty 731.785018 = -105885.350587 nChanged 2 SP:Iteration 57Q (80.912323 sec): 3 clusters Score: Raw -106618.548004 + Penalty 735.797965 = -105882.750038 nChanged 1 SP:Iteration 58F (80.914827 sec): 3 clusters Score: Raw -106618.973175 + Penalty 735.797965 = -105883.175209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.917095 sec): 2 clusters Score: Raw -2298.734610 + Penalty 183.546069 = -2115.188541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.917379 sec): 3 clusters Score: Raw -2502.946463 + Penalty 499.535276 = -2003.411187 nChanged 10 SP:Iteration 1F (80.917659 sec): 3 clusters Score: Raw -2586.906662 + Penalty 580.507673 = -2006.398989 nChanged 2 SP:Iteration 2F (80.917932 sec): 3 clusters Score: Raw -2634.230230 + Penalty 635.338252 = -1998.891978 nChanged 1 SP:Iteration 3F (80.918206 sec): 3 clusters Score: Raw -2684.544787 + Penalty 635.338252 = -2049.206535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 7 (2527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.930096 sec): 2 clusters Score: Raw -201932.183118 + Penalty 43.667997 = -201888.515121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.935199 sec): 3 clusters Score: Raw -200274.885718 + Penalty 88.709781 = -200186.175938 nChanged 1225 SP:Iteration 1F (80.939963 sec): 3 clusters Score: Raw -201282.091474 + Penalty 89.170494 = -201192.920980 nChanged 167 SP:Iteration 2F (80.944565 sec): 3 clusters Score: Raw -201457.114224 + Penalty 89.996540 = -201367.117685 nChanged 129 SP:Iteration 3F (80.949281 sec): 3 clusters Score: Raw -201586.595242 + Penalty 90.117643 = -201496.477599 nChanged 100 SP:Iteration 4Q (80.953799 sec): 3 clusters Score: Raw -201663.951998 + Penalty 90.047783 = -201573.904214 nChanged 66 SP:Iteration 5Q (80.958091 sec): 3 clusters Score: Raw -201700.224524 + Penalty 90.441903 = -201609.782621 nChanged 51 SP:Iteration 6Q (80.962318 sec): 3 clusters Score: Raw -201722.237737 + Penalty 90.527681 = -201631.710056 nChanged 48 SP:Iteration 7Q (80.966485 sec): 3 clusters Score: Raw -201743.876615 + Penalty 90.832171 = -201653.044444 nChanged 41 SP:Iteration 8Q (80.970637 sec): 3 clusters Score: Raw -201761.153896 + Penalty 91.084489 = -201670.069407 nChanged 36 SP:Iteration 9Q (80.974723 sec): 3 clusters Score: Raw -201774.891791 + Penalty 91.725496 = -201683.166295 nChanged 32 SP:Iteration 10F (80.979426 sec): 3 clusters Score: Raw -201786.886207 + Penalty 92.882070 = -201694.004137 nChanged 39 SP:Iteration 11Q (80.983453 sec): 3 clusters Score: Raw -201807.488510 + Penalty 93.722930 = -201713.765581 nChanged 36 SP:Iteration 12Q (80.987370 sec): 3 clusters Score: Raw -201828.109868 + Penalty 91.360607 = -201736.749261 nChanged 36 SP:Iteration 13Q (80.991227 sec): 3 clusters Score: Raw -201853.298421 + Penalty 91.698126 = -201761.600295 nChanged 30 SP:Iteration 14Q (80.994979 sec): 3 clusters Score: Raw -201872.319897 + Penalty 90.907390 = -201781.412507 nChanged 20 SP:Iteration 15Q (80.998819 sec): 3 clusters Score: Raw -201885.418745 + Penalty 92.289435 = -201793.129310 nChanged 24 SP:Iteration 16Q (81.002621 sec): 3 clusters Score: Raw -201902.220462 + Penalty 93.515087 = -201808.705376 nChanged 19 SP:Iteration 17Q (81.006327 sec): 3 clusters Score: Raw -201916.825822 + Penalty 95.219874 = -201821.605949 nChanged 14 SP:Iteration 18Q (81.009967 sec): 3 clusters Score: Raw -201928.519448 + Penalty 96.070065 = -201832.449383 nChanged 7 SP:Iteration 19Q (81.013609 sec): 3 clusters Score: Raw -201932.456726 + Penalty 96.463214 = -201835.993512 nChanged 2 SP:Iteration 20F (81.018169 sec): 3 clusters Score: Raw -201933.172974 + Penalty 96.621371 = -201836.551603 nChanged 1 SP:Iteration 21Q (81.021851 sec): 3 clusters Score: Raw -201933.335195 + Penalty 97.049913 = -201836.285283 nChanged 2 SP:Iteration 22F (81.026437 sec): 3 clusters Score: Raw -201933.567708 + Penalty 97.274311 = -201836.293397 nChanged 1 SP:Iteration 23Q (81.030077 sec): 3 clusters Score: Raw -201933.644580 + Penalty 97.274311 = -201836.370269 nChanged 0 SP:Iteration 24F (81.034597 sec): 3 clusters Score: Raw -201933.644580 + Penalty 97.274311 = -201836.370269 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 11 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.039151 sec): 2 clusters Score: Raw -78131.904946 + Penalty 396.760026 = -77735.144920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.041047 sec): 3 clusters Score: Raw -77600.246702 + Penalty 806.244521 = -76794.002180 nChanged 378 SP:Iteration 1F (81.042891 sec): 3 clusters Score: Raw -77858.418052 + Penalty 814.043841 = -77044.374211 nChanged 96 SP:Iteration 2F (81.044691 sec): 3 clusters Score: Raw -77923.458833 + Penalty 827.230174 = -77096.228659 nChanged 61 SP:Iteration 3F (81.046507 sec): 3 clusters Score: Raw -77966.395871 + Penalty 844.503135 = -77121.892736 nChanged 44 SP:Iteration 4Q (81.048282 sec): 3 clusters Score: Raw -78002.856426 + Penalty 862.116522 = -77140.739904 nChanged 47 SP:Iteration 5F (81.050115 sec): 3 clusters Score: Raw -78037.778539 + Penalty 878.732746 = -77159.045793 nChanged 43 SP:Iteration 6Q (81.051881 sec): 3 clusters Score: Raw -78067.279298 + Penalty 898.812489 = -77168.466809 nChanged 30 SP:Iteration 7Q (81.053626 sec): 3 clusters Score: Raw -78098.048935 + Penalty 914.860148 = -77183.188787 nChanged 26 SP:Iteration 8Q (81.055358 sec): 3 clusters Score: Raw -78115.813128 + Penalty 921.142244 = -77194.670884 nChanged 15 SP:Iteration 9Q (81.057051 sec): 3 clusters Score: Raw -78124.729774 + Penalty 930.987652 = -77193.742121 nChanged 11 SP:Iteration 10F (81.058863 sec): 3 clusters Score: Raw -78132.028464 + Penalty 939.164845 = -77192.863619 nChanged 8 SP:Iteration 11F (81.060700 sec): 3 clusters Score: Raw -78136.009400 + Penalty 940.684802 = -77195.324598 nChanged 3 SP:Iteration 12Q (81.062355 sec): 3 clusters Score: Raw -78138.755354 + Penalty 943.056370 = -77195.698984 nChanged 5 SP:Iteration 13Q (81.063970 sec): 3 clusters Score: Raw -78141.695728 + Penalty 943.337817 = -77198.357911 nChanged 2 SP:Iteration 14Q (81.065608 sec): 3 clusters Score: Raw -78144.023938 + Penalty 943.228212 = -77200.795726 nChanged 1 SP:Iteration 15Q (81.067241 sec): 3 clusters Score: Raw -78145.543365 + Penalty 943.146043 = -77202.397322 nChanged 2 SP:Iteration 16Q (81.068840 sec): 3 clusters Score: Raw -78149.679596 + Penalty 942.840099 = -77206.839497 nChanged 3 SP:Iteration 17Q (81.070489 sec): 3 clusters Score: Raw -78155.110765 + Penalty 942.962202 = -77212.148563 nChanged 3 SP:Iteration 18Q (81.072071 sec): 3 clusters Score: Raw -78160.411398 + Penalty 944.623848 = -77215.787550 nChanged 2 SP:Iteration 19Q (81.073641 sec): 3 clusters Score: Raw -78162.184948 + Penalty 944.623848 = -77217.561101 nChanged 0 SP:Iteration 20F (81.075481 sec): 3 clusters Score: Raw -78162.184948 + Penalty 944.623848 = -77217.561101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.080179 sec): 2 clusters Score: Raw -122528.928308 + Penalty 634.016539 = -121894.911769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.082934 sec): 3 clusters Score: Raw -121779.305586 + Penalty 1268.387057 = -120510.918529 nChanged 495 SP:Iteration 1F (81.085668 sec): 3 clusters Score: Raw -122056.685507 + Penalty 1269.338239 = -120787.347267 nChanged 142 SP:Iteration 2F (81.088442 sec): 3 clusters Score: Raw -122126.055529 + Penalty 1270.899553 = -120855.155975 nChanged 76 SP:Iteration 3F (81.091211 sec): 3 clusters Score: Raw -122163.764150 + Penalty 1274.148737 = -120889.615413 nChanged 62 SP:Iteration 4Q (81.093962 sec): 3 clusters Score: Raw -122200.555792 + Penalty 1277.795714 = -120922.760078 nChanged 51 SP:Iteration 5Q (81.096745 sec): 3 clusters Score: Raw -122242.020363 + Penalty 1282.388685 = -120959.631678 nChanged 63 SP:Iteration 6Q (81.099513 sec): 3 clusters Score: Raw -122291.621998 + Penalty 1287.090779 = -121004.531219 nChanged 65 SP:Iteration 7Q (81.102307 sec): 3 clusters Score: Raw -122342.443774 + Penalty 1293.323147 = -121049.120627 nChanged 67 SP:Iteration 8Q (81.104999 sec): 3 clusters Score: Raw -122402.868755 + Penalty 1302.050746 = -121100.818009 nChanged 58 SP:Iteration 9Q (81.107733 sec): 3 clusters Score: Raw -122452.034544 + Penalty 1310.731370 = -121141.303174 nChanged 45 SP:Iteration 10F (81.110529 sec): 3 clusters Score: Raw -122489.961543 + Penalty 1318.591266 = -121171.370277 nChanged 36 SP:Iteration 11Q (81.113211 sec): 3 clusters Score: Raw -122515.260187 + Penalty 1322.963768 = -121192.296419 nChanged 29 SP:Iteration 12Q (81.115881 sec): 3 clusters Score: Raw -122534.142008 + Penalty 1327.387847 = -121206.754162 nChanged 17 SP:Iteration 13Q (81.118509 sec): 3 clusters Score: Raw -122543.935453 + Penalty 1330.415260 = -121213.520193 nChanged 15 SP:Iteration 14Q (81.121138 sec): 3 clusters Score: Raw -122548.922085 + Penalty 1332.617496 = -121216.304589 nChanged 10 SP:Iteration 15Q (81.123748 sec): 3 clusters Score: Raw -122553.535355 + Penalty 1332.671698 = -121220.863657 nChanged 11 SP:Iteration 16Q (81.126334 sec): 3 clusters Score: Raw -122559.846392 + Penalty 1334.085823 = -121225.760569 nChanged 9 SP:Iteration 17Q (81.128875 sec): 3 clusters Score: Raw -122562.916208 + Penalty 1335.580978 = -121227.335230 nChanged 11 SP:Iteration 18Q (81.131500 sec): 3 clusters Score: Raw -122568.470937 + Penalty 1338.557542 = -121229.913396 nChanged 13 SP:Iteration 19Q (81.134124 sec): 3 clusters Score: Raw -122580.711262 + Penalty 1338.381172 = -121242.330090 nChanged 9 SP:Iteration 20F (81.136909 sec): 3 clusters Score: Raw -122587.505794 + Penalty 1338.000990 = -121249.504804 nChanged 6 SP:Iteration 21Q (81.139416 sec): 3 clusters Score: Raw -122589.268129 + Penalty 1338.693417 = -121250.574713 nChanged 6 SP:Iteration 22Q (81.141994 sec): 3 clusters Score: Raw -122593.369530 + Penalty 1340.218727 = -121253.150803 nChanged 8 SP:Iteration 23Q (81.144517 sec): 3 clusters Score: Raw -122598.327599 + Penalty 1340.929422 = -121257.398177 nChanged 8 SP:Iteration 24Q (81.147100 sec): 3 clusters Score: Raw -122601.540097 + Penalty 1342.004854 = -121259.535243 nChanged 8 SP:Iteration 25Q (81.149649 sec): 3 clusters Score: Raw -122606.012930 + Penalty 1342.032788 = -121263.980142 nChanged 6 SP:Iteration 26Q (81.152253 sec): 3 clusters Score: Raw -122610.173236 + Penalty 1342.058379 = -121268.114857 nChanged 4 SP:Iteration 27Q (81.154771 sec): 3 clusters Score: Raw -122612.181455 + Penalty 1342.043084 = -121270.138372 nChanged 3 SP:Iteration 28Q (81.157330 sec): 3 clusters Score: Raw -122613.480161 + Penalty 1342.102845 = -121271.377317 nChanged 1 SP:Iteration 29Q (81.159845 sec): 3 clusters Score: Raw -122613.891486 + Penalty 1342.102845 = -121271.788641 nChanged 0 SP:Iteration 30F (81.162663 sec): 3 clusters Score: Raw -122613.891486 + Penalty 1342.102845 = -121271.788641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 17 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.166189 sec): 2 clusters Score: Raw -90090.449247 + Penalty 653.538747 = -89436.910500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.168289 sec): 3 clusters Score: Raw -89524.950918 + Penalty 1309.205467 = -88215.745451 nChanged 353 SP:Iteration 1F (81.170369 sec): 3 clusters Score: Raw -89721.914756 + Penalty 1313.989179 = -88407.925577 nChanged 110 SP:Iteration 2F (81.172436 sec): 3 clusters Score: Raw -89785.617679 + Penalty 1320.501433 = -88465.116246 nChanged 73 SP:Iteration 3F (81.174530 sec): 3 clusters Score: Raw -89834.778467 + Penalty 1329.846292 = -88504.932174 nChanged 67 SP:Iteration 4F (81.176696 sec): 3 clusters Score: Raw -89887.883122 + Penalty 1341.845295 = -88546.037827 nChanged 60 SP:Iteration 5F (81.178893 sec): 3 clusters Score: Raw -89942.209563 + Penalty 1358.466244 = -88583.743319 nChanged 48 SP:Iteration 6Q (81.181007 sec): 3 clusters Score: Raw -90007.618507 + Penalty 1375.913388 = -88631.705119 nChanged 45 SP:Iteration 7Q (81.183072 sec): 3 clusters Score: Raw -90076.507059 + Penalty 1388.855921 = -88687.651137 nChanged 45 SP:Iteration 8Q (81.185029 sec): 3 clusters Score: Raw -90132.488511 + Penalty 1396.904624 = -88735.583887 nChanged 34 SP:Iteration 9Q (81.187001 sec): 3 clusters Score: Raw -90175.775402 + Penalty 1402.808357 = -88772.967045 nChanged 28 SP:Iteration 10F (81.189071 sec): 3 clusters Score: Raw -90215.193126 + Penalty 1403.446917 = -88811.746209 nChanged 20 SP:Iteration 11Q (81.190999 sec): 3 clusters Score: Raw -90233.265959 + Penalty 1402.243683 = -88831.022276 nChanged 10 SP:Iteration 12Q (81.192900 sec): 3 clusters Score: Raw -90239.519277 + Penalty 1401.686256 = -88837.833022 nChanged 10 SP:Iteration 13Q (81.194760 sec): 3 clusters Score: Raw -90245.550075 + Penalty 1400.781384 = -88844.768691 nChanged 7 SP:Iteration 14Q (81.196720 sec): 3 clusters Score: Raw -90250.704708 + Penalty 1400.958944 = -88849.745764 nChanged 7 SP:Iteration 15Q (81.198623 sec): 3 clusters Score: Raw -90255.000337 + Penalty 1401.197076 = -88853.803261 nChanged 1 SP:Iteration 16Q (81.200530 sec): 3 clusters Score: Raw -90255.601644 + Penalty 1401.197076 = -88854.404569 nChanged 0 SP:Iteration 17F (81.202597 sec): 3 clusters Score: Raw -90255.601644 + Penalty 1401.197076 = -88854.404569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.203461 sec): 2 clusters Score: Raw -9613.674486 + Penalty 311.056185 = -9302.618302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.203908 sec): 3 clusters Score: Raw -9608.220611 + Penalty 626.264824 = -8981.955787 nChanged 18 SP:Iteration 1F (81.204354 sec): 3 clusters Score: Raw -9629.726177 + Penalty 628.914251 = -9000.811925 nChanged 4 SP:Iteration 2Q (81.204806 sec): 3 clusters Score: Raw -9637.445095 + Penalty 630.751211 = -9006.693884 nChanged 4 SP:Iteration 3Q (81.205245 sec): 3 clusters Score: Raw -9647.572650 + Penalty 635.266228 = -9012.306422 nChanged 4 SP:Iteration 4Q (81.205674 sec): 3 clusters Score: Raw -9657.640333 + Penalty 635.959098 = -9021.681235 nChanged 3 SP:Iteration 5Q (81.206098 sec): 3 clusters Score: Raw -9663.000588 + Penalty 637.381822 = -9025.618766 nChanged 1 SP:Iteration 6Q (81.206555 sec): 3 clusters Score: Raw -9663.274677 + Penalty 637.381822 = -9025.892856 nChanged 0 SP:Iteration 7F (81.206995 sec): 3 clusters Score: Raw -9663.274677 + Penalty 637.381822 = -9025.892856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.209182 sec): 2 clusters Score: Raw -27560.648238 + Penalty 502.891860 = -27057.756378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.210107 sec): 3 clusters Score: Raw -27459.947824 + Penalty 1004.505989 = -26455.441835 nChanged 100 SP:Iteration 1F (81.210957 sec): 3 clusters Score: Raw -27562.202790 + Penalty 1005.207703 = -26556.995087 nChanged 21 SP:Iteration 2F (81.211800 sec): 3 clusters Score: Raw -27599.844701 + Penalty 1006.197104 = -26593.647597 nChanged 20 SP:Iteration 3F (81.212662 sec): 3 clusters Score: Raw -27631.896261 + Penalty 1004.586241 = -26627.310020 nChanged 12 SP:Iteration 4Q (81.213480 sec): 3 clusters Score: Raw -27645.880442 + Penalty 1003.361456 = -26642.518985 nChanged 6 SP:Iteration 5Q (81.214290 sec): 3 clusters Score: Raw -27650.086080 + Penalty 1003.398416 = -26646.687664 nChanged 2 SP:Iteration 6Q (81.215835 sec): 3 clusters Score: Raw -27652.860701 + Penalty 1003.620920 = -26649.239781 nChanged 3 SP:Iteration 7Q (81.218111 sec): 3 clusters Score: Raw -27655.980098 + Penalty 1003.182762 = -26652.797336 nChanged 3 SP:Iteration 8Q (81.219880 sec): 3 clusters Score: Raw -27657.876730 + Penalty 1003.182762 = -26654.693968 nChanged 0 SP:Iteration 9F (81.221714 sec): 3 clusters Score: Raw -27657.876730 + Penalty 1003.182762 = -26654.693968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.226388 sec): 2 clusters Score: Raw -34587.824953 + Penalty 617.841676 = -33969.983277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.228646 sec): 3 clusters Score: Raw -34477.649905 + Penalty 1238.415347 = -33239.234558 nChanged 120 SP:Iteration 1F (81.230566 sec): 3 clusters Score: Raw -34596.690640 + Penalty 1243.574274 = -33353.116365 nChanged 31 SP:Iteration 2F (81.232290 sec): 3 clusters Score: Raw -34637.317525 + Penalty 1247.143411 = -33390.174115 nChanged 16 SP:Iteration 3Q (81.233778 sec): 3 clusters Score: Raw -34657.176780 + Penalty 1249.290482 = -33407.886298 nChanged 8 SP:Iteration 4Q (81.235254 sec): 3 clusters Score: Raw -34663.236271 + Penalty 1250.463984 = -33412.772287 nChanged 4 SP:Iteration 5Q (81.236565 sec): 3 clusters Score: Raw -34667.442460 + Penalty 1253.290550 = -33414.151910 nChanged 7 SP:Iteration 6Q (81.237838 sec): 3 clusters Score: Raw -34673.567383 + Penalty 1255.047154 = -33418.520229 nChanged 4 SP:Iteration 7Q (81.238774 sec): 3 clusters Score: Raw -34676.242665 + Penalty 1254.705823 = -33421.536841 nChanged 7 SP:Iteration 8Q (81.239665 sec): 3 clusters Score: Raw -34684.249405 + Penalty 1254.460972 = -33429.788433 nChanged 3 SP:Iteration 9Q (81.240576 sec): 3 clusters Score: Raw -34687.091586 + Penalty 1255.004112 = -33432.087475 nChanged 2 SP:Iteration 10F (81.241495 sec): 3 clusters Score: Raw -34689.692101 + Penalty 1255.904641 = -33433.787460 nChanged 2 SP:Iteration 11Q (81.242381 sec): 3 clusters Score: Raw -34690.546847 + Penalty 1255.821847 = -33434.725001 nChanged 1 SP:Iteration 12Q (81.243267 sec): 3 clusters Score: Raw -34690.914006 + Penalty 1255.772822 = -33435.141185 nChanged 1 SP:Iteration 13Q (81.244152 sec): 3 clusters Score: Raw -34691.392941 + Penalty 1255.937102 = -33435.455839 nChanged 1 SP:Iteration 14Q (81.245064 sec): 3 clusters Score: Raw -34692.151273 + Penalty 1256.680330 = -33435.470943 nChanged 1 SP:Iteration 15Q (81.245971 sec): 3 clusters Score: Raw -34696.773735 + Penalty 1257.658613 = -33439.115122 nChanged 4 SP:Iteration 16Q (81.246856 sec): 3 clusters Score: Raw -34700.016090 + Penalty 1259.846444 = -33440.169646 nChanged 6 SP:Iteration 17Q (81.247773 sec): 3 clusters Score: Raw -34710.527000 + Penalty 1261.379501 = -33449.147499 nChanged 3 SP:Iteration 18Q (81.248650 sec): 3 clusters Score: Raw -34715.529954 + Penalty 1262.714429 = -33452.815524 nChanged 4 SP:Iteration 19Q (81.249541 sec): 3 clusters Score: Raw -34724.334404 + Penalty 1261.757298 = -33462.577106 nChanged 2 SP:Iteration 20F (81.250463 sec): 3 clusters Score: Raw -34728.113974 + Penalty 1263.313219 = -33464.800755 nChanged 2 SP:Iteration 21Q (81.251330 sec): 3 clusters Score: Raw -34730.962544 + Penalty 1264.570959 = -33466.391586 nChanged 1 SP:Iteration 22Q (81.252193 sec): 3 clusters Score: Raw -34731.324824 + Penalty 1265.485199 = -33465.839625 nChanged 1 SP:Iteration 23F (81.253112 sec): 3 clusters Score: Raw -34732.128103 + Penalty 1265.485199 = -33466.642905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 25 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.257068 sec): 2 clusters Score: Raw -49241.416238 + Penalty 726.489823 = -48514.926415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.258319 sec): 3 clusters Score: Raw -49030.359855 + Penalty 1453.157331 = -47577.202524 nChanged 157 SP:Iteration 1F (81.259583 sec): 3 clusters Score: Raw -49165.784931 + Penalty 1452.901946 = -47712.882985 nChanged 47 SP:Iteration 2F (81.260857 sec): 3 clusters Score: Raw -49227.881206 + Penalty 1453.426075 = -47774.455131 nChanged 29 SP:Iteration 3Q (81.262089 sec): 3 clusters Score: Raw -49249.261303 + Penalty 1453.360449 = -47795.900854 nChanged 12 SP:Iteration 4Q (81.263314 sec): 3 clusters Score: Raw -49262.732808 + Penalty 1452.976407 = -47809.756401 nChanged 7 SP:Iteration 5Q (81.264570 sec): 3 clusters Score: Raw -49270.160931 + Penalty 1453.022176 = -47817.138755 nChanged 4 SP:Iteration 6Q (81.265802 sec): 3 clusters Score: Raw -49272.723288 + Penalty 1452.528599 = -47820.194689 nChanged 4 SP:Iteration 7Q (81.267024 sec): 3 clusters Score: Raw -49275.175485 + Penalty 1452.364782 = -47822.810703 nChanged 6 SP:Iteration 8Q (81.268259 sec): 3 clusters Score: Raw -49281.379673 + Penalty 1452.113718 = -47829.265956 nChanged 6 SP:Iteration 9Q (81.269491 sec): 3 clusters Score: Raw -49287.035931 + Penalty 1451.823332 = -47835.212599 nChanged 2 SP:Iteration 10F (81.270781 sec): 3 clusters Score: Raw -49288.429903 + Penalty 1451.823332 = -47836.606572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.272971 sec): 2 clusters Score: Raw -40401.763715 + Penalty 295.339614 = -40106.424101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.274037 sec): 3 clusters Score: Raw -40165.325926 + Penalty 595.685609 = -39569.640316 nChanged 188 SP:Iteration 1F (81.275076 sec): 3 clusters Score: Raw -40306.087404 + Penalty 602.051406 = -39704.035998 nChanged 53 SP:Iteration 2F (81.276130 sec): 3 clusters Score: Raw -40350.520277 + Penalty 607.255222 = -39743.265055 nChanged 27 SP:Iteration 3F (81.277173 sec): 3 clusters Score: Raw -40370.634714 + Penalty 611.959800 = -39758.674914 nChanged 24 SP:Iteration 4F (81.278248 sec): 3 clusters Score: Raw -40389.758528 + Penalty 615.493709 = -39774.264818 nChanged 21 SP:Iteration 5Q (81.279302 sec): 3 clusters Score: Raw -40401.830843 + Penalty 616.922806 = -39784.908037 nChanged 10 SP:Iteration 6Q (81.280326 sec): 3 clusters Score: Raw -40405.981900 + Penalty 618.959384 = -39787.022515 nChanged 7 SP:Iteration 7Q (81.281335 sec): 3 clusters Score: Raw -40409.124810 + Penalty 621.205486 = -39787.919324 nChanged 6 SP:Iteration 8Q (81.282341 sec): 3 clusters Score: Raw -40419.649372 + Penalty 626.938594 = -39792.710779 nChanged 10 SP:Iteration 9Q (81.283349 sec): 3 clusters Score: Raw -40436.367075 + Penalty 629.810572 = -39806.556503 nChanged 12 SP:Iteration 10F (81.284388 sec): 3 clusters Score: Raw -40448.297704 + Penalty 631.525773 = -39816.771930 nChanged 7 SP:Iteration 11Q (81.285392 sec): 3 clusters Score: Raw -40454.058595 + Penalty 632.740366 = -39821.318229 nChanged 2 SP:Iteration 12Q (81.286349 sec): 3 clusters Score: Raw -40457.806003 + Penalty 634.298878 = -39823.507126 nChanged 4 SP:Iteration 13Q (81.287301 sec): 3 clusters Score: Raw -40461.063808 + Penalty 635.080530 = -39825.983278 nChanged 1 SP:Iteration 14Q (81.288249 sec): 3 clusters Score: Raw -40461.626180 + Penalty 635.080530 = -39826.545650 nChanged 0 SP:Iteration 15F (81.289305 sec): 3 clusters Score: Raw -40461.626180 + Penalty 635.080530 = -39826.545650 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 29 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.291673 sec): 2 clusters Score: Raw -45230.156789 + Penalty 832.205800 = -44397.950989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.292910 sec): 3 clusters Score: Raw -45090.417906 + Penalty 1664.430781 = -43425.987126 nChanged 136 SP:Iteration 1F (81.294156 sec): 3 clusters Score: Raw -45233.826318 + Penalty 1664.097320 = -43569.728998 nChanged 33 SP:Iteration 2F (81.295386 sec): 3 clusters Score: Raw -45268.223740 + Penalty 1664.054418 = -43604.169322 nChanged 14 SP:Iteration 3Q (81.296593 sec): 3 clusters Score: Raw -45292.774994 + Penalty 1664.308326 = -43628.466668 nChanged 11 SP:Iteration 4Q (81.297793 sec): 3 clusters Score: Raw -45317.090988 + Penalty 1664.503690 = -43652.587297 nChanged 15 SP:Iteration 5Q (81.299001 sec): 3 clusters Score: Raw -45333.130126 + Penalty 1664.767210 = -43668.362916 nChanged 7 SP:Iteration 6Q (81.300192 sec): 3 clusters Score: Raw -45338.504727 + Penalty 1664.712660 = -43673.792067 nChanged 2 SP:Iteration 7Q (81.301376 sec): 3 clusters Score: Raw -45341.009965 + Penalty 1664.766940 = -43676.243025 nChanged 1 SP:Iteration 8Q (81.302561 sec): 3 clusters Score: Raw -45341.450173 + Penalty 1664.733439 = -43676.716734 nChanged 1 SP:Iteration 9Q (81.303764 sec): 3 clusters Score: Raw -45342.246462 + Penalty 1664.830231 = -43677.416231 nChanged 2 SP:Iteration 10F (81.304993 sec): 3 clusters Score: Raw -45353.200435 + Penalty 1664.978525 = -43688.221909 nChanged 5 SP:Iteration 11Q (81.306195 sec): 3 clusters Score: Raw -45363.120329 + Penalty 1665.085469 = -43698.034860 nChanged 4 SP:Iteration 12Q (81.307376 sec): 3 clusters Score: Raw -45367.351652 + Penalty 1665.351020 = -43702.000632 nChanged 4 SP:Iteration 13Q (81.308585 sec): 3 clusters Score: Raw -45374.013913 + Penalty 1665.313363 = -43708.700550 nChanged 5 SP:Iteration 14Q (81.309762 sec): 3 clusters Score: Raw -45379.807444 + Penalty 1665.168990 = -43714.638454 nChanged 2 SP:Iteration 15Q (81.310941 sec): 3 clusters Score: Raw -45383.213517 + Penalty 1665.142185 = -43718.071332 nChanged 2 SP:Iteration 16Q (81.312134 sec): 3 clusters Score: Raw -45385.251162 + Penalty 1665.068995 = -43720.182167 nChanged 1 SP:Iteration 17Q (81.313319 sec): 3 clusters Score: Raw -45386.127062 + Penalty 1665.068995 = -43721.058067 nChanged 0 SP:Iteration 18F (81.314543 sec): 3 clusters Score: Raw -45386.127062 + Penalty 1665.068995 = -43721.058067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.323485 sec): 2 clusters Score: Raw -162620.825430 + Penalty 923.201532 = -161697.623897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.327109 sec): 3 clusters Score: Raw -161791.474495 + Penalty 1846.382665 = -159945.091830 nChanged 653 SP:Iteration 1F (81.330698 sec): 3 clusters Score: Raw -162197.406898 + Penalty 1845.998544 = -160351.408355 nChanged 164 SP:Iteration 2F (81.334330 sec): 3 clusters Score: Raw -162342.271402 + Penalty 1845.169985 = -160497.101417 nChanged 145 SP:Iteration 3F (81.337860 sec): 3 clusters Score: Raw -162487.593870 + Penalty 1843.664160 = -160643.929709 nChanged 131 SP:Iteration 4F (81.341388 sec): 3 clusters Score: Raw -162601.015212 + Penalty 1842.037648 = -160758.977564 nChanged 93 SP:Iteration 5F (81.344916 sec): 3 clusters Score: Raw -162677.185399 + Penalty 1841.198702 = -160835.986697 nChanged 63 SP:Iteration 6Q (81.348422 sec): 3 clusters Score: Raw -162720.469246 + Penalty 1840.469903 = -160879.999343 nChanged 40 SP:Iteration 7Q (81.351819 sec): 3 clusters Score: Raw -162747.878317 + Penalty 1839.734337 = -160908.143980 nChanged 32 SP:Iteration 8Q (81.355234 sec): 3 clusters Score: Raw -162764.628691 + Penalty 1839.498128 = -160925.130563 nChanged 13 SP:Iteration 9Q (81.358665 sec): 3 clusters Score: Raw -162770.620191 + Penalty 1838.986699 = -160931.633493 nChanged 9 SP:Iteration 10F (81.362117 sec): 3 clusters Score: Raw -162773.635261 + Penalty 1839.029340 = -160934.605921 nChanged 5 SP:Iteration 11Q (81.365579 sec): 3 clusters Score: Raw -162775.256450 + Penalty 1839.118225 = -160936.138225 nChanged 5 SP:Iteration 12Q (81.369079 sec): 3 clusters Score: Raw -162776.246541 + Penalty 1839.262381 = -160936.984160 nChanged 4 SP:Iteration 13Q (81.372562 sec): 3 clusters Score: Raw -162777.212307 + Penalty 1839.320011 = -160937.892296 nChanged 3 SP:Iteration 14Q (81.376040 sec): 3 clusters Score: Raw -162778.285153 + Penalty 1839.368497 = -160938.916656 nChanged 1 SP:Iteration 15Q (81.379561 sec): 3 clusters Score: Raw -162778.408199 + Penalty 1839.286353 = -160939.121846 nChanged 1 SP:Iteration 16Q (81.383151 sec): 3 clusters Score: Raw -162778.593260 + Penalty 1839.420832 = -160939.172428 nChanged 1 SP:Iteration 17Q (81.386628 sec): 3 clusters Score: Raw -162778.829862 + Penalty 1839.605770 = -160939.224093 nChanged 2 SP:Iteration 18Q (81.390172 sec): 3 clusters Score: Raw -162779.063964 + Penalty 1839.479844 = -160939.584120 nChanged 1 SP:Iteration 19Q (81.393630 sec): 3 clusters Score: Raw -162779.331111 + Penalty 1839.479844 = -160939.851267 nChanged 0 SP:Iteration 20F (81.397067 sec): 3 clusters Score: Raw -162779.331111 + Penalty 1839.479844 = -160939.851267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.400311 sec): 2 clusters Score: Raw -40309.056481 + Penalty 384.299608 = -39924.756872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.401379 sec): 3 clusters Score: Raw -40087.659287 + Penalty 779.785474 = -39307.873813 nChanged 149 SP:Iteration 1F (81.402495 sec): 3 clusters Score: Raw -40203.762499 + Penalty 788.464048 = -39415.298451 nChanged 32 SP:Iteration 2F (81.403548 sec): 3 clusters Score: Raw -40223.089764 + Penalty 797.959646 = -39425.130118 nChanged 22 SP:Iteration 3Q (81.404572 sec): 3 clusters Score: Raw -40240.841644 + Penalty 805.499050 = -39435.342594 nChanged 18 SP:Iteration 4Q (81.405602 sec): 3 clusters Score: Raw -40260.418086 + Penalty 810.720364 = -39449.697722 nChanged 14 SP:Iteration 5Q (81.406647 sec): 3 clusters Score: Raw -40272.453656 + Penalty 814.711155 = -39457.742501 nChanged 11 SP:Iteration 6Q (81.407675 sec): 3 clusters Score: Raw -40282.114223 + Penalty 820.421124 = -39461.693099 nChanged 9 SP:Iteration 7Q (81.408695 sec): 3 clusters Score: Raw -40291.053099 + Penalty 825.148923 = -39465.904176 nChanged 9 SP:Iteration 8Q (81.409708 sec): 3 clusters Score: Raw -40303.856165 + Penalty 827.899810 = -39475.956355 nChanged 7 SP:Iteration 9Q (81.410710 sec): 3 clusters Score: Raw -40311.956627 + Penalty 829.076891 = -39482.879736 nChanged 3 SP:Iteration 10F (81.411763 sec): 3 clusters Score: Raw -40315.589105 + Penalty 829.722520 = -39485.866585 nChanged 2 SP:Iteration 11Q (81.412747 sec): 3 clusters Score: Raw -40317.305098 + Penalty 829.260689 = -39488.044409 nChanged 1 SP:Iteration 12Q (81.413724 sec): 3 clusters Score: Raw -40317.888774 + Penalty 829.923474 = -39487.965299 nChanged 2 SP:Iteration 13F (81.414755 sec): 3 clusters Score: Raw -40318.982532 + Penalty 829.190206 = -39489.792327 nChanged 2 SP:Iteration 14Q (81.415750 sec): 3 clusters Score: Raw -40320.239313 + Penalty 827.408346 = -39492.830967 nChanged 3 SP:Iteration 15Q (81.416761 sec): 3 clusters Score: Raw -40321.475776 + Penalty 826.857455 = -39494.618321 nChanged 1 SP:Iteration 16Q (81.417731 sec): 3 clusters Score: Raw -40321.403314 + Penalty 828.059529 = -39493.343785 nChanged 1 SP:Iteration 17F (81.418761 sec): 3 clusters Score: Raw -40321.755766 + Penalty 828.804384 = -39492.951382 nChanged 2 SP:Iteration 18F (81.419793 sec): 3 clusters Score: Raw -40324.512564 + Penalty 826.721564 = -39497.791000 nChanged 3 SP:Iteration 19Q (81.420765 sec): 3 clusters Score: Raw -40326.929570 + Penalty 826.716520 = -39500.213050 nChanged 2 SP:Iteration 20F (81.421801 sec): 3 clusters Score: Raw -40329.126659 + Penalty 827.998290 = -39501.128369 nChanged 2 SP:Iteration 21Q (81.422760 sec): 3 clusters Score: Raw -40330.806503 + Penalty 831.426240 = -39499.380262 nChanged 3 SP:Iteration 22F (81.423793 sec): 3 clusters Score: Raw -40332.428890 + Penalty 833.336264 = -39499.092626 nChanged 3 SP:Iteration 23F (81.424825 sec): 3 clusters Score: Raw -40332.945672 + Penalty 833.336264 = -39499.609407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.426652 sec): 2 clusters Score: Raw -28203.379065 + Penalty 427.468137 = -27775.910928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.427471 sec): 3 clusters Score: Raw -28078.735035 + Penalty 853.694810 = -27225.040225 nChanged 87 SP:Iteration 1F (81.428275 sec): 3 clusters Score: Raw -28154.488617 + Penalty 852.297551 = -27302.191066 nChanged 31 SP:Iteration 2F (81.429075 sec): 3 clusters Score: Raw -28190.669607 + Penalty 851.937316 = -27338.732291 nChanged 15 SP:Iteration 3Q (81.429857 sec): 3 clusters Score: Raw -28209.066033 + Penalty 851.777103 = -27357.288930 nChanged 10 SP:Iteration 4Q (81.430661 sec): 3 clusters Score: Raw -28219.151714 + Penalty 851.518032 = -27367.633683 nChanged 10 SP:Iteration 5Q (81.431459 sec): 3 clusters Score: Raw -28229.379602 + Penalty 852.122923 = -27377.256679 nChanged 4 SP:Iteration 6Q (81.432242 sec): 3 clusters Score: Raw -28233.388743 + Penalty 852.401300 = -27380.987443 nChanged 3 SP:Iteration 7Q (81.433023 sec): 3 clusters Score: Raw -28234.593445 + Penalty 852.709354 = -27381.884091 nChanged 3 SP:Iteration 8Q (81.433802 sec): 3 clusters Score: Raw -28237.618140 + Penalty 853.766241 = -27383.851898 nChanged 4 SP:Iteration 9Q (81.434581 sec): 3 clusters Score: Raw -28245.620489 + Penalty 854.457864 = -27391.162626 nChanged 5 SP:Iteration 10F (81.435387 sec): 3 clusters Score: Raw -28249.722066 + Penalty 854.700692 = -27395.021374 nChanged 3 SP:Iteration 11Q (81.436125 sec): 3 clusters Score: Raw -28252.116759 + Penalty 855.159556 = -27396.957203 nChanged 2 SP:Iteration 12Q (81.436866 sec): 3 clusters Score: Raw -28254.163029 + Penalty 855.159556 = -27399.003473 nChanged 0 SP:Iteration 13F (81.437635 sec): 3 clusters Score: Raw -28254.163029 + Penalty 855.159556 = -27399.003473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.438673 sec): 2 clusters Score: Raw -3036.902019 + Penalty 247.489262 = -2789.412757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.438981 sec): 3 clusters Score: Raw -3124.362884 + Penalty 556.859106 = -2567.503778 nChanged 5 SP:Iteration 1F (81.439273 sec): 3 clusters Score: Raw -3153.529416 + Penalty 556.859106 = -2596.670310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.440809 sec): 2 clusters Score: Raw -19367.172557 + Penalty 226.845791 = -19140.326766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.441533 sec): 3 clusters Score: Raw -19336.476013 + Penalty 446.784042 = -18889.691971 nChanged 94 SP:Iteration 1F (81.442238 sec): 3 clusters Score: Raw -19482.184606 + Penalty 431.819087 = -19050.365518 nChanged 46 SP:Iteration 2F (81.443035 sec): 3 clusters Score: Raw -19559.542369 + Penalty 437.392562 = -19122.149807 nChanged 16 SP:Iteration 3F (81.443727 sec): 3 clusters Score: Raw -19594.556305 + Penalty 463.411964 = -19131.144341 nChanged 14 SP:Iteration 4F (81.444399 sec): 3 clusters Score: Raw -19633.814767 + Penalty 469.336675 = -19164.478092 nChanged 4 SP:Iteration 5Q (81.444996 sec): 3 clusters Score: Raw -19645.591376 + Penalty 471.278245 = -19174.313131 nChanged 2 SP:Iteration 6Q (81.445582 sec): 3 clusters Score: Raw -19648.917757 + Penalty 471.278245 = -19177.639512 nChanged 0 SP:Iteration 7F (81.446269 sec): 3 clusters Score: Raw -19648.917757 + Penalty 471.278245 = -19177.639512 nChanged 0 Score: Raw -2646233.111368 + Penalty 22051.548345 = -2624181.563023 Splitting cluster 40 changes total score from -2609626.543101 to -2624181.563023 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.993075 sec): 2 clusters Score: Raw -42222.450412 + Penalty 624.660472 = -41597.789940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.994230 sec): 3 clusters Score: Raw -41994.625724 + Penalty 1250.425717 = -40744.200007 nChanged 161 SP:Iteration 1F (81.995385 sec): 3 clusters Score: Raw -42169.217736 + Penalty 1252.011876 = -40917.205860 nChanged 49 SP:Iteration 2F (81.996531 sec): 3 clusters Score: Raw -42235.022407 + Penalty 1254.048649 = -40980.973759 nChanged 30 SP:Iteration 3F (81.997657 sec): 3 clusters Score: Raw -42271.600811 + Penalty 1254.620601 = -41016.980210 nChanged 18 SP:Iteration 4Q (81.998748 sec): 3 clusters Score: Raw -42293.893492 + Penalty 1255.594000 = -41038.299492 nChanged 14 SP:Iteration 5Q (81.999834 sec): 3 clusters Score: Raw -42316.587563 + Penalty 1254.984431 = -41061.603132 nChanged 10 SP:Iteration 6Q (82.000915 sec): 3 clusters Score: Raw -42331.104068 + Penalty 1253.912774 = -41077.191294 nChanged 5 SP:Iteration 7Q (82.002010 sec): 3 clusters Score: Raw -42340.432173 + Penalty 1253.492560 = -41086.939612 nChanged 3 SP:Iteration 8Q (82.003083 sec): 3 clusters Score: Raw -42344.671881 + Penalty 1253.273420 = -41091.398461 nChanged 1 SP:Iteration 9Q (82.004146 sec): 3 clusters Score: Raw -42345.392048 + Penalty 1252.688248 = -41092.703800 nChanged 1 SP:Iteration 10F (82.005266 sec): 3 clusters Score: Raw -42346.100516 + Penalty 1252.070859 = -41094.029657 nChanged 2 SP:Iteration 11Q (82.006406 sec): 3 clusters Score: Raw -42346.939591 + Penalty 1252.149431 = -41094.790159 nChanged 1 SP:Iteration 12Q (82.007524 sec): 3 clusters Score: Raw -42348.608186 + Penalty 1251.867031 = -41096.741155 nChanged 2 SP:Iteration 13Q (82.008632 sec): 3 clusters Score: Raw -42351.558544 + Penalty 1251.855002 = -41099.703542 nChanged 3 SP:Iteration 14Q (82.009733 sec): 3 clusters Score: Raw -42353.369043 + Penalty 1251.952449 = -41101.416594 nChanged 2 SP:Iteration 15Q (82.010793 sec): 3 clusters Score: Raw -42357.149915 + Penalty 1252.024531 = -41105.125385 nChanged 1 SP:Iteration 16Q (82.011861 sec): 3 clusters Score: Raw -42359.267617 + Penalty 1252.174489 = -41107.093128 nChanged 4 SP:Iteration 17Q (82.012923 sec): 3 clusters Score: Raw -42367.417900 + Penalty 1252.176577 = -41115.241323 nChanged 3 SP:Iteration 18Q (82.013971 sec): 3 clusters Score: Raw -42372.534772 + Penalty 1252.176577 = -41120.358195 nChanged 0 SP:Iteration 19F (82.015115 sec): 3 clusters Score: Raw -42372.534772 + Penalty 1252.176577 = -41120.358195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.016971 sec): 2 clusters Score: Raw -42906.353078 + Penalty 800.713908 = -42105.639170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.018010 sec): 3 clusters Score: Raw -42791.585922 + Penalty 1601.547136 = -41190.038786 nChanged 122 SP:Iteration 1F (82.019061 sec): 3 clusters Score: Raw -42919.130521 + Penalty 1602.102117 = -41317.028404 nChanged 31 SP:Iteration 2F (82.020126 sec): 3 clusters Score: Raw -42946.329544 + Penalty 1602.621711 = -41343.707833 nChanged 16 SP:Iteration 3Q (82.021134 sec): 3 clusters Score: Raw -42959.633549 + Penalty 1602.818170 = -41356.815379 nChanged 4 SP:Iteration 4Q (82.022130 sec): 3 clusters Score: Raw -42963.326849 + Penalty 1603.066921 = -41360.259928 nChanged 2 SP:Iteration 5Q (82.023124 sec): 3 clusters Score: Raw -42964.346320 + Penalty 1603.419565 = -41360.926755 nChanged 2 SP:Iteration 6Q (82.024118 sec): 3 clusters Score: Raw -42965.742427 + Penalty 1603.543003 = -41362.199424 nChanged 2 SP:Iteration 7Q (82.025119 sec): 3 clusters Score: Raw -42966.762742 + Penalty 1603.617949 = -41363.144793 nChanged 1 SP:Iteration 8Q (82.026115 sec): 3 clusters Score: Raw -42967.706625 + Penalty 1603.617949 = -41364.088677 nChanged 0 SP:Iteration 9F (82.027133 sec): 3 clusters Score: Raw -42967.706625 + Penalty 1603.617949 = -41364.088677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 45 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.030396 sec): 2 clusters Score: Raw -55088.266036 + Penalty 698.397111 = -54389.868924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.031704 sec): 3 clusters Score: Raw -54842.412725 + Penalty 1406.182920 = -53436.229805 nChanged 187 SP:Iteration 1F (82.032980 sec): 3 clusters Score: Raw -55007.680673 + Penalty 1420.587731 = -53587.092941 nChanged 66 SP:Iteration 2F (82.034253 sec): 3 clusters Score: Raw -55087.063994 + Penalty 1427.423346 = -53659.640649 nChanged 31 SP:Iteration 3Q (82.035547 sec): 3 clusters Score: Raw -55144.760784 + Penalty 1437.914133 = -53706.846651 nChanged 36 SP:Iteration 4F (82.036841 sec): 3 clusters Score: Raw -55210.959719 + Penalty 1455.481373 = -53755.478346 nChanged 38 SP:Iteration 5F (82.038115 sec): 3 clusters Score: Raw -55295.532871 + Penalty 1468.073211 = -53827.459660 nChanged 24 SP:Iteration 6Q (82.039295 sec): 3 clusters Score: Raw -55357.253328 + Penalty 1471.744472 = -53885.508856 nChanged 11 SP:Iteration 7Q (82.040466 sec): 3 clusters Score: Raw -55374.243448 + Penalty 1474.559881 = -53899.683568 nChanged 8 SP:Iteration 8Q (82.041598 sec): 3 clusters Score: Raw -55390.840212 + Penalty 1475.326904 = -53915.513307 nChanged 1 SP:Iteration 9Q (82.042719 sec): 3 clusters Score: Raw -55391.117505 + Penalty 1475.958943 = -53915.158563 nChanged 1 SP:Iteration 10F (82.043990 sec): 3 clusters Score: Raw -55392.463343 + Penalty 1476.880269 = -53915.583074 nChanged 2 SP:Iteration 11Q (82.045133 sec): 3 clusters Score: Raw -55398.764456 + Penalty 1478.310131 = -53920.454325 nChanged 3 SP:Iteration 12Q (82.046267 sec): 3 clusters Score: Raw -55403.019249 + Penalty 1478.310131 = -53924.709117 nChanged 0 SP:Iteration 13F (82.047540 sec): 3 clusters Score: Raw -55403.019249 + Penalty 1478.310131 = -53924.709117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.048262 sec): 2 clusters Score: Raw -6937.475018 + Penalty 620.959121 = -6316.515897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.048667 sec): 3 clusters Score: Raw -7024.371909 + Penalty 1242.172644 = -5782.199266 nChanged 3 SP:Iteration 1Q (82.049043 sec): 3 clusters Score: Raw -7030.391662 + Penalty 1241.255662 = -5789.136000 nChanged 2 SP:Iteration 2Q (82.049405 sec): 3 clusters Score: Raw -7033.429503 + Penalty 1239.966301 = -5793.463203 nChanged 2 SP:Iteration 3Q (82.049766 sec): 3 clusters Score: Raw -7039.338919 + Penalty 1238.999523 = -5800.339396 nChanged 2 SP:Iteration 4Q (82.050123 sec): 3 clusters Score: Raw -7045.904796 + Penalty 1238.999523 = -5806.905273 nChanged 0 SP:Iteration 5F (82.050502 sec): 3 clusters Score: Raw -7045.904796 + Penalty 1238.999523 = -5806.905273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.051486 sec): 2 clusters Score: Raw -14695.682245 + Penalty 43.289285 = -14652.392960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.052049 sec): 3 clusters Score: Raw -14599.176158 + Penalty 85.342738 = -14513.833419 nChanged 84 SP:Iteration 1F (82.052603 sec): 3 clusters Score: Raw -14668.473670 + Penalty 85.482723 = -14582.990947 nChanged 15 SP:Iteration 2F (82.053137 sec): 3 clusters Score: Raw -14693.004671 + Penalty 87.262738 = -14605.741933 nChanged 12 SP:Iteration 3F (82.053694 sec): 3 clusters Score: Raw -14705.678003 + Penalty 87.446649 = -14618.231354 nChanged 6 SP:Iteration 4Q (82.054223 sec): 3 clusters Score: Raw -14711.485011 + Penalty 87.860195 = -14623.624816 nChanged 5 SP:Iteration 5Q (82.054730 sec): 3 clusters Score: Raw -14711.980846 + Penalty 87.860195 = -14624.120651 nChanged 0 SP:Iteration 6F (82.055271 sec): 3 clusters Score: Raw -14711.980846 + Penalty 87.860195 = -14624.120651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.056544 sec): 2 clusters Score: Raw -24565.331161 + Penalty 39.470005 = -24525.861156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.057330 sec): 3 clusters Score: Raw -24378.978967 + Penalty 78.800182 = -24300.178785 nChanged 136 SP:Iteration 1F (82.058106 sec): 3 clusters Score: Raw -24469.807870 + Penalty 81.828217 = -24387.979653 nChanged 37 SP:Iteration 2F (82.058902 sec): 3 clusters Score: Raw -24496.756526 + Penalty 84.801443 = -24411.955083 nChanged 24 SP:Iteration 3F (82.059682 sec): 3 clusters Score: Raw -24513.842443 + Penalty 85.741215 = -24428.101228 nChanged 15 SP:Iteration 4Q (82.060457 sec): 3 clusters Score: Raw -24534.395165 + Penalty 89.829308 = -24444.565857 nChanged 13 SP:Iteration 5Q (82.061248 sec): 3 clusters Score: Raw -24559.420001 + Penalty 84.139333 = -24475.280668 nChanged 5 SP:Iteration 6Q (82.061998 sec): 3 clusters Score: Raw -24566.903529 + Penalty 83.993255 = -24482.910273 nChanged 1 SP:Iteration 7Q (82.062744 sec): 3 clusters Score: Raw -24566.955237 + Penalty 83.993255 = -24482.961982 nChanged 0 SP:Iteration 8F (82.063544 sec): 3 clusters Score: Raw -24566.955237 + Penalty 83.993255 = -24482.961982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.065253 sec): 2 clusters Score: Raw -32720.857331 + Penalty 71.801443 = -32649.055887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.066333 sec): 3 clusters Score: Raw -32477.431242 + Penalty 144.049254 = -32333.381988 nChanged 205 SP:Iteration 1F (82.067389 sec): 3 clusters Score: Raw -32594.279098 + Penalty 144.113300 = -32450.165798 nChanged 65 SP:Iteration 2F (82.068410 sec): 3 clusters Score: Raw -32686.742797 + Penalty 178.212571 = -32508.530227 nChanged 60 SP:Iteration 3F (82.069437 sec): 3 clusters Score: Raw -32800.550186 + Penalty 338.015039 = -32462.535147 nChanged 29 SP:Iteration 4F (82.070474 sec): 3 clusters Score: Raw -32859.087210 + Penalty 469.336502 = -32389.750708 nChanged 5 SP:Iteration 5F (82.071514 sec): 3 clusters Score: Raw -32875.738537 + Penalty 517.238803 = -32358.499735 nChanged 1 SP:Iteration 6F (82.072549 sec): 3 clusters Score: Raw -32906.815990 + Penalty 507.504223 = -32399.311766 nChanged 1 SP:Iteration 7Q (82.073414 sec): 3 clusters Score: Raw -32908.915349 + Penalty 507.504223 = -32401.411125 nChanged 0 SP:Iteration 8F (82.074454 sec): 3 clusters Score: Raw -32908.915349 + Penalty 507.504223 = -32401.411125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.076199 sec): 2 clusters Score: Raw -37958.270489 + Penalty 45.357233 = -37912.913256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.077383 sec): 3 clusters Score: Raw -37637.227584 + Penalty 90.037399 = -37547.190185 nChanged 229 SP:Iteration 1F (82.078542 sec): 3 clusters Score: Raw -37808.208107 + Penalty 89.941823 = -37718.266285 nChanged 44 SP:Iteration 2F (82.079697 sec): 3 clusters Score: Raw -37840.128554 + Penalty 90.327590 = -37749.800964 nChanged 28 SP:Iteration 3F (82.080779 sec): 3 clusters Score: Raw -37878.532263 + Penalty 90.743601 = -37787.788662 nChanged 24 SP:Iteration 4Q (82.081850 sec): 3 clusters Score: Raw -37924.371456 + Penalty 90.753519 = -37833.617937 nChanged 14 SP:Iteration 5Q (82.082908 sec): 3 clusters Score: Raw -37931.748879 + Penalty 90.654621 = -37841.094258 nChanged 11 SP:Iteration 6Q (82.083933 sec): 3 clusters Score: Raw -37935.767867 + Penalty 90.637662 = -37845.130205 nChanged 6 SP:Iteration 7Q (82.084951 sec): 3 clusters Score: Raw -37938.089468 + Penalty 90.618005 = -37847.471463 nChanged 6 SP:Iteration 8Q (82.085993 sec): 3 clusters Score: Raw -37943.109721 + Penalty 90.610515 = -37852.499206 nChanged 9 SP:Iteration 9Q (82.087010 sec): 3 clusters Score: Raw -37948.707061 + Penalty 90.614823 = -37858.092238 nChanged 9 SP:Iteration 10F (82.088110 sec): 3 clusters Score: Raw -37954.036740 + Penalty 90.691022 = -37863.345718 nChanged 8 SP:Iteration 11Q (82.089134 sec): 3 clusters Score: Raw -37957.691943 + Penalty 90.700693 = -37866.991251 nChanged 6 SP:Iteration 12Q (82.090150 sec): 3 clusters Score: Raw -37960.013321 + Penalty 90.711991 = -37869.301329 nChanged 5 SP:Iteration 13Q (82.091155 sec): 3 clusters Score: Raw -37961.294225 + Penalty 90.709230 = -37870.584995 nChanged 3 SP:Iteration 14Q (82.092159 sec): 3 clusters Score: Raw -37961.814386 + Penalty 90.704750 = -37871.109637 nChanged 2 SP:Iteration 15Q (82.093208 sec): 3 clusters Score: Raw -37961.978429 + Penalty 90.704750 = -37871.273680 nChanged 0 SP:Iteration 16F (82.094311 sec): 3 clusters Score: Raw -37961.978429 + Penalty 90.704750 = -37871.273680 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 84 (11387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.143256 sec): 2 clusters Score: Raw -901223.467656 + Penalty 198.996247 = -901024.471409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.164431 sec): 3 clusters Score: Raw -893596.021309 + Penalty 389.735918 = -893206.285391 nChanged 5393 SP:Iteration 1F (82.191031 sec): 3 clusters Score: Raw -897428.030911 + Penalty 346.211604 = -897081.819307 nChanged 1610 SP:Iteration 2F (82.219621 sec): 3 clusters Score: Raw -899169.112441 + Penalty 291.679823 = -898877.432618 nChanged 948 SP:Iteration 3F (82.243022 sec): 3 clusters Score: Raw -900310.503705 + Penalty 260.412210 = -900050.091495 nChanged 450 SP:Iteration 4Q (82.265575 sec): 3 clusters Score: Raw -900851.692155 + Penalty 259.139921 = -900592.552234 nChanged 198 SP:Iteration 5Q (82.284975 sec): 3 clusters Score: Raw -901015.168369 + Penalty 260.511830 = -900754.656539 nChanged 123 SP:Iteration 6Q (82.304223 sec): 3 clusters Score: Raw -901118.989153 + Penalty 255.078635 = -900863.910517 nChanged 65 SP:Iteration 7Q (82.323323 sec): 3 clusters Score: Raw -901165.346317 + Penalty 255.365739 = -900909.980579 nChanged 40 SP:Iteration 8Q (82.342440 sec): 3 clusters Score: Raw -901187.979091 + Penalty 256.519328 = -900931.459763 nChanged 24 SP:Iteration 9Q (82.361418 sec): 3 clusters Score: Raw -901199.424631 + Penalty 257.609147 = -900941.815484 nChanged 16 SP:Iteration 10F (82.384829 sec): 3 clusters Score: Raw -901206.810227 + Penalty 258.562963 = -900948.247264 nChanged 14 SP:Iteration 11Q (82.403977 sec): 3 clusters Score: Raw -901211.888221 + Penalty 254.956663 = -900956.931557 nChanged 11 SP:Iteration 12Q (82.422693 sec): 3 clusters Score: Raw -901216.834666 + Penalty 255.377959 = -900961.456707 nChanged 8 SP:Iteration 13Q (82.441374 sec): 3 clusters Score: Raw -901220.767573 + Penalty 254.547543 = -900966.220030 nChanged 6 SP:Iteration 14Q (82.460602 sec): 3 clusters Score: Raw -901223.404436 + Penalty 248.690189 = -900974.714247 nChanged 5 SP:Iteration 15Q (82.476731 sec): 3 clusters Score: Raw -901225.148986 + Penalty 248.692861 = -900976.456126 nChanged 4 SP:Iteration 16Q (82.492721 sec): 3 clusters Score: Raw -901227.452373 + Penalty 248.792283 = -900978.660090 nChanged 4 SP:Iteration 17Q (82.508890 sec): 3 clusters Score: Raw -901229.982417 + Penalty 248.949819 = -900981.032599 nChanged 7 SP:Iteration 18Q (82.524705 sec): 3 clusters Score: Raw -901235.226267 + Penalty 248.792283 = -900986.433984 nChanged 5 SP:Iteration 19Q (82.540617 sec): 3 clusters Score: Raw -901238.283147 + Penalty 248.884947 = -900989.398200 nChanged 5 SP:Iteration 20F (82.559916 sec): 3 clusters Score: Raw -901240.018358 + Penalty 254.523833 = -900985.494524 nChanged 3 SP:Iteration 21F (82.583219 sec): 3 clusters Score: Raw -901240.803700 + Penalty 254.523833 = -900986.279867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.590581 sec): 2 clusters Score: Raw -17100.664182 + Penalty 218.897300 = -16881.766882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.591198 sec): 3 clusters Score: Raw -17015.765231 + Penalty 441.451787 = -16574.313444 nChanged 65 SP:Iteration 1F (82.591788 sec): 3 clusters Score: Raw -17071.356408 + Penalty 446.701686 = -16624.654722 nChanged 18 SP:Iteration 2F (82.592403 sec): 3 clusters Score: Raw -17085.311502 + Penalty 448.373908 = -16636.937594 nChanged 6 SP:Iteration 3Q (82.592998 sec): 3 clusters Score: Raw -17091.666587 + Penalty 448.015358 = -16643.651230 nChanged 2 SP:Iteration 4Q (82.593590 sec): 3 clusters Score: Raw -17092.340467 + Penalty 447.353559 = -16644.986908 nChanged 1 SP:Iteration 5Q (82.594181 sec): 3 clusters Score: Raw -17092.641289 + Penalty 447.353559 = -16645.287729 nChanged 0 SP:Iteration 6F (82.594778 sec): 3 clusters Score: Raw -17092.641289 + Penalty 447.353559 = -16645.287729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 182 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.595318 sec): 2 clusters Score: Raw -1843.853427 + Penalty 83.208055 = -1760.645371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.595577 sec): 3 clusters Score: Raw -1867.914333 + Penalty 176.689821 = -1691.224512 nChanged 8 SP:Iteration 1F (82.595830 sec): 3 clusters Score: Raw -1878.048759 + Penalty 208.567199 = -1669.481560 nChanged 3 SP:Iteration 2F (82.596083 sec): 3 clusters Score: Raw -1885.798336 + Penalty 208.567199 = -1677.231137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.596698 sec): 2 clusters Score: Raw -4321.542201 + Penalty 58.854809 = -4262.687392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.597005 sec): 3 clusters Score: Raw -4295.862175 + Penalty 108.724343 = -4187.137832 nChanged 16 SP:Iteration 1F (82.597308 sec): 3 clusters Score: Raw -4305.989439 + Penalty 111.121139 = -4194.868300 nChanged 3 SP:Iteration 2F (82.597620 sec): 3 clusters Score: Raw -4310.234795 + Penalty 115.988969 = -4194.245825 nChanged 3 SP:Iteration 3F (82.597926 sec): 3 clusters Score: Raw -4314.438545 + Penalty 125.868177 = -4188.570368 nChanged 3 SP:Iteration 4F (82.598229 sec): 3 clusters Score: Raw -4319.768987 + Penalty 132.103140 = -4187.665847 nChanged 3 SP:Iteration 5F (82.598532 sec): 3 clusters Score: Raw -4329.854297 + Penalty 132.103140 = -4197.751157 nChanged 0 Deleting Class 4 (19 points): Lose 404.592092 but Gain 436.677786 Iteration 167F (83.175506 sec): 33 clusters Score: Raw -2631135.879942 + Penalty 21584.651074 = -2609551.228868 nChanged 50 Iteration 168F (83.727072 sec): 33 clusters Score: Raw -2631236.780997 + Penalty 21633.419282 = -2609603.361715 nChanged 16 Iteration 169Q (83.863875 sec): 33 clusters Score: Raw -2631250.504341 + Penalty 21635.416057 = -2609615.088284 nChanged 4 Iteration 170F (84.417801 sec): 33 clusters Score: Raw -2631253.042709 + Penalty 21634.592691 = -2609618.450018 nChanged 4 Iteration 171Q (84.545840 sec): 33 clusters Score: Raw -2631253.611512 + Penalty 21634.013627 = -2609619.597885 nChanged 1 Iteration 172Q (84.675777 sec): 33 clusters Score: Raw -2631253.763409 + Penalty 21634.013627 = -2609619.749782 nChanged 0 Iteration 173F (85.216130 sec): 33 clusters Score: Raw -2631253.763409 + Penalty 21634.013627 = -2609619.749782 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2631253.763409 + Penalty 21634.013627 = -2609619.749782Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 1 (4217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.341618 sec): 2 clusters Score: Raw -314483.460394 + Penalty 55.740374 = -314427.720019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.349395 sec): 3 clusters Score: Raw -311663.215171 + Penalty 111.813627 = -311551.401544 nChanged 2066 SP:Iteration 1F (85.356985 sec): 3 clusters Score: Raw -313355.503345 + Penalty 112.035284 = -313243.468061 nChanged 196 SP:Iteration 2Q (85.364548 sec): 3 clusters Score: Raw -313415.897562 + Penalty 111.988341 = -313303.909221 nChanged 116 SP:Iteration 3Q (85.372239 sec): 3 clusters Score: Raw -313451.180942 + Penalty 112.038775 = -313339.142167 nChanged 95 SP:Iteration 4Q (85.380101 sec): 3 clusters Score: Raw -313479.962170 + Penalty 112.043009 = -313367.919162 nChanged 80 SP:Iteration 5Q (85.387717 sec): 3 clusters Score: Raw -313501.481438 + Penalty 111.941984 = -313389.539455 nChanged 68 SP:Iteration 6Q (85.395255 sec): 3 clusters Score: Raw -313518.245044 + Penalty 111.789849 = -313406.455195 nChanged 77 SP:Iteration 7Q (85.402884 sec): 3 clusters Score: Raw -313536.310558 + Penalty 111.681029 = -313424.629529 nChanged 75 SP:Iteration 8Q (85.410378 sec): 3 clusters Score: Raw -313563.897871 + Penalty 111.626456 = -313452.271415 nChanged 82 SP:Iteration 9Q (85.418052 sec): 3 clusters Score: Raw -313608.572441 + Penalty 111.538254 = -313497.034187 nChanged 98 SP:Iteration 10F (85.425627 sec): 3 clusters Score: Raw -313661.381837 + Penalty 111.384014 = -313549.997823 nChanged 104 SP:Iteration 11Q (85.433213 sec): 3 clusters Score: Raw -313738.219732 + Penalty 111.320426 = -313626.899307 nChanged 112 SP:Iteration 12Q (85.440681 sec): 3 clusters Score: Raw -313810.716607 + Penalty 111.280287 = -313699.436320 nChanged 105 SP:Iteration 13Q (85.448258 sec): 3 clusters Score: Raw -313855.149681 + Penalty 111.034154 = -313744.115527 nChanged 76 SP:Iteration 14Q (85.455653 sec): 3 clusters Score: Raw -313902.155711 + Penalty 110.985800 = -313791.169911 nChanged 69 SP:Iteration 15Q (85.463013 sec): 3 clusters Score: Raw -313935.899608 + Penalty 110.890728 = -313825.008880 nChanged 63 SP:Iteration 16Q (85.470252 sec): 3 clusters Score: Raw -313964.403621 + Penalty 110.885121 = -313853.518500 nChanged 67 SP:Iteration 17Q (85.477670 sec): 3 clusters Score: Raw -313988.629232 + Penalty 110.829540 = -313877.799693 nChanged 56 SP:Iteration 18Q (85.485123 sec): 3 clusters Score: Raw -314005.361115 + Penalty 110.406382 = -313894.954734 nChanged 41 SP:Iteration 19Q (85.492382 sec): 3 clusters Score: Raw -314014.476400 + Penalty 110.373019 = -313904.103381 nChanged 23 SP:Iteration 20F (85.499881 sec): 3 clusters Score: Raw -314017.399382 + Penalty 110.414494 = -313906.984889 nChanged 17 SP:Iteration 21Q (85.507004 sec): 3 clusters Score: Raw -314018.812031 + Penalty 110.446005 = -313908.366026 nChanged 16 SP:Iteration 22Q (85.514295 sec): 3 clusters Score: Raw -314020.032897 + Penalty 110.482368 = -313909.550528 nChanged 13 SP:Iteration 23Q (85.521828 sec): 3 clusters Score: Raw -314020.905104 + Penalty 110.438905 = -313910.466200 nChanged 9 SP:Iteration 24Q (85.528944 sec): 3 clusters Score: Raw -314021.212395 + Penalty 110.451534 = -313910.760861 nChanged 4 SP:Iteration 25Q (85.536010 sec): 3 clusters Score: Raw -314021.304901 + Penalty 110.461771 = -313910.843131 nChanged 4 SP:Iteration 26Q (85.543090 sec): 3 clusters Score: Raw -314021.380610 + Penalty 110.481552 = -313910.899059 nChanged 6 SP:Iteration 27Q (85.550141 sec): 3 clusters Score: Raw -314021.616718 + Penalty 110.504506 = -313911.112212 nChanged 9 SP:Iteration 28Q (85.557361 sec): 3 clusters Score: Raw -314022.290046 + Penalty 110.493852 = -313911.796194 nChanged 11 SP:Iteration 29Q (85.564505 sec): 3 clusters Score: Raw -314023.073615 + Penalty 110.482317 = -313912.591297 nChanged 12 SP:Iteration 30F (85.572161 sec): 3 clusters Score: Raw -314023.843401 + Penalty 110.508164 = -313913.335238 nChanged 13 SP:Iteration 31Q (85.579365 sec): 3 clusters Score: Raw -314024.342042 + Penalty 110.516058 = -313913.825984 nChanged 4 SP:Iteration 32Q (85.586499 sec): 3 clusters Score: Raw -314024.441184 + Penalty 110.531762 = -313913.909422 nChanged 4 SP:Iteration 33Q (85.593702 sec): 3 clusters Score: Raw -314024.477423 + Penalty 110.531762 = -313913.945661 nChanged 0 SP:Iteration 34F (85.601170 sec): 3 clusters Score: Raw -314024.477423 + Penalty 110.531762 = -313913.945661 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.607497 sec): 2 clusters Score: Raw -85155.514389 + Penalty 494.664421 = -84660.849968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.609507 sec): 3 clusters Score: Raw -84654.574628 + Penalty 980.930274 = -83673.644355 nChanged 361 SP:Iteration 1F (85.611469 sec): 3 clusters Score: Raw -84929.723060 + Penalty 981.018884 = -83948.704176 nChanged 89 SP:Iteration 2F (85.613447 sec): 3 clusters Score: Raw -84996.377317 + Penalty 983.787263 = -84012.590054 nChanged 65 SP:Iteration 3F (85.615396 sec): 3 clusters Score: Raw -85048.330267 + Penalty 985.171580 = -84063.158687 nChanged 33 SP:Iteration 4Q (85.617377 sec): 3 clusters Score: Raw -85069.175604 + Penalty 988.734787 = -84080.440816 nChanged 22 SP:Iteration 5Q (85.619322 sec): 3 clusters Score: Raw -85078.934378 + Penalty 990.851858 = -84088.082521 nChanged 11 SP:Iteration 6Q (85.621246 sec): 3 clusters Score: Raw -85083.563642 + Penalty 993.225118 = -84090.338524 nChanged 12 SP:Iteration 7Q (85.623211 sec): 3 clusters Score: Raw -85088.599566 + Penalty 994.983561 = -84093.616005 nChanged 7 SP:Iteration 8Q (85.625140 sec): 3 clusters Score: Raw -85090.612117 + Penalty 996.236715 = -84094.375402 nChanged 5 SP:Iteration 9Q (85.627074 sec): 3 clusters Score: Raw -85093.162237 + Penalty 998.732686 = -84094.429551 nChanged 11 SP:Iteration 10F (85.629033 sec): 3 clusters Score: Raw -85098.290416 + Penalty 1001.356218 = -84096.934197 nChanged 11 SP:Iteration 11Q (85.630957 sec): 3 clusters Score: Raw -85102.376001 + Penalty 1003.617303 = -84098.758697 nChanged 9 SP:Iteration 12Q (85.632879 sec): 3 clusters Score: Raw -85106.560068 + Penalty 1005.383720 = -84101.176347 nChanged 9 SP:Iteration 13Q (85.634774 sec): 3 clusters Score: Raw -85111.434608 + Penalty 1008.241468 = -84103.193140 nChanged 10 SP:Iteration 14Q (85.636759 sec): 3 clusters Score: Raw -85115.802440 + Penalty 1009.557495 = -84106.244945 nChanged 5 SP:Iteration 15Q (85.638690 sec): 3 clusters Score: Raw -85121.302555 + Penalty 1012.926490 = -84108.376065 nChanged 13 SP:Iteration 16Q (85.640621 sec): 3 clusters Score: Raw -85131.596936 + Penalty 1018.121847 = -84113.475088 nChanged 15 SP:Iteration 17Q (85.642588 sec): 3 clusters Score: Raw -85142.499634 + Penalty 1020.888122 = -84121.611513 nChanged 12 SP:Iteration 18Q (85.644505 sec): 3 clusters Score: Raw -85151.607538 + Penalty 1022.089619 = -84129.517919 nChanged 10 SP:Iteration 19Q (85.646393 sec): 3 clusters Score: Raw -85158.525561 + Penalty 1024.890790 = -84133.634771 nChanged 11 SP:Iteration 20F (85.648407 sec): 3 clusters Score: Raw -85166.853899 + Penalty 1026.484090 = -84140.369810 nChanged 8 SP:Iteration 21Q (85.650314 sec): 3 clusters Score: Raw -85172.343103 + Penalty 1027.161847 = -84145.181256 nChanged 5 SP:Iteration 22Q (85.652227 sec): 3 clusters Score: Raw -85173.786814 + Penalty 1027.740673 = -84146.046142 nChanged 5 SP:Iteration 23Q (85.654119 sec): 3 clusters Score: Raw -85176.177605 + Penalty 1029.330284 = -84146.847321 nChanged 8 SP:Iteration 24Q (85.656068 sec): 3 clusters Score: Raw -85180.290430 + Penalty 1030.475132 = -84149.815297 nChanged 5 SP:Iteration 25Q (85.657981 sec): 3 clusters Score: Raw -85182.603422 + Penalty 1032.027936 = -84150.575486 nChanged 4 SP:Iteration 26Q (85.659838 sec): 3 clusters Score: Raw -85183.951719 + Penalty 1033.284325 = -84150.667394 nChanged 3 SP:Iteration 27Q (85.661703 sec): 3 clusters Score: Raw -85186.679179 + Penalty 1034.658149 = -84152.021030 nChanged 5 SP:Iteration 28Q (85.663578 sec): 3 clusters Score: Raw -85190.647411 + Penalty 1035.464503 = -84155.182908 nChanged 4 SP:Iteration 29Q (85.665420 sec): 3 clusters Score: Raw -85193.990829 + Penalty 1036.771950 = -84157.218880 nChanged 5 SP:Iteration 30F (85.667439 sec): 3 clusters Score: Raw -85195.917042 + Penalty 1037.742637 = -84158.174404 nChanged 6 SP:Iteration 31Q (85.669291 sec): 3 clusters Score: Raw -85199.558047 + Penalty 1038.363240 = -84161.194806 nChanged 3 SP:Iteration 32Q (85.671123 sec): 3 clusters Score: Raw -85201.812528 + Penalty 1039.565639 = -84162.246889 nChanged 4 SP:Iteration 33Q (85.672973 sec): 3 clusters Score: Raw -85203.608041 + Penalty 1039.830731 = -84163.777310 nChanged 4 SP:Iteration 34Q (85.674802 sec): 3 clusters Score: Raw -85206.338016 + Penalty 1041.010880 = -84165.327136 nChanged 3 SP:Iteration 35Q (85.676667 sec): 3 clusters Score: Raw -85209.303666 + Penalty 1041.371077 = -84167.932589 nChanged 4 SP:Iteration 36Q (85.678481 sec): 3 clusters Score: Raw -85211.017590 + Penalty 1041.733073 = -84169.284518 nChanged 3 SP:Iteration 37Q (85.680330 sec): 3 clusters Score: Raw -85212.148978 + Penalty 1041.904317 = -84170.244661 nChanged 2 SP:Iteration 38Q (85.682393 sec): 3 clusters Score: Raw -85213.175029 + Penalty 1041.904317 = -84171.270712 nChanged 0 SP:Iteration 39F (85.684464 sec): 3 clusters Score: Raw -85213.175029 + Penalty 1041.904317 = -84171.270712 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.688690 sec): 2 clusters Score: Raw -91139.501978 + Penalty 45.117070 = -91094.384908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.691029 sec): 3 clusters Score: Raw -90378.034402 + Penalty 94.174421 = -90283.859981 nChanged 548 SP:Iteration 1F (85.693328 sec): 3 clusters Score: Raw -90833.790412 + Penalty 95.107204 = -90738.683209 nChanged 163 SP:Iteration 2F (85.695575 sec): 3 clusters Score: Raw -90974.017508 + Penalty 95.071379 = -90878.946129 nChanged 85 SP:Iteration 3F (85.697802 sec): 3 clusters Score: Raw -91051.926444 + Penalty 93.995808 = -90957.930637 nChanged 58 SP:Iteration 4Q (85.700065 sec): 3 clusters Score: Raw -91097.669090 + Penalty 92.176888 = -91005.492202 nChanged 44 SP:Iteration 5Q (85.702350 sec): 3 clusters Score: Raw -91123.918138 + Penalty 91.835778 = -91032.082360 nChanged 29 SP:Iteration 6Q (85.704531 sec): 3 clusters Score: Raw -91140.891247 + Penalty 92.099612 = -91048.791636 nChanged 16 SP:Iteration 7Q (85.706667 sec): 3 clusters Score: Raw -91146.728863 + Penalty 91.866650 = -91054.862212 nChanged 12 SP:Iteration 8Q (85.708765 sec): 3 clusters Score: Raw -91149.115376 + Penalty 91.567386 = -91057.547990 nChanged 10 SP:Iteration 9Q (85.710844 sec): 3 clusters Score: Raw -91150.847495 + Penalty 91.726253 = -91059.121242 nChanged 6 SP:Iteration 10F (85.713129 sec): 3 clusters Score: Raw -91151.445436 + Penalty 91.619857 = -91059.825578 nChanged 4 SP:Iteration 11Q (85.715208 sec): 3 clusters Score: Raw -91151.712623 + Penalty 91.565335 = -91060.147288 nChanged 2 SP:Iteration 12Q (85.717324 sec): 3 clusters Score: Raw -91151.835909 + Penalty 91.638631 = -91060.197279 nChanged 3 SP:Iteration 13Q (85.719440 sec): 3 clusters Score: Raw -91152.017780 + Penalty 91.501078 = -91060.516702 nChanged 5 SP:Iteration 14Q (85.721530 sec): 3 clusters Score: Raw -91152.452960 + Penalty 91.422755 = -91061.030205 nChanged 3 SP:Iteration 15Q (85.723644 sec): 3 clusters Score: Raw -91152.663310 + Penalty 91.345648 = -91061.317662 nChanged 3 SP:Iteration 16Q (85.725721 sec): 3 clusters Score: Raw -91152.864729 + Penalty 91.295489 = -91061.569240 nChanged 2 SP:Iteration 17Q (85.727801 sec): 3 clusters Score: Raw -91153.015847 + Penalty 91.222079 = -91061.793767 nChanged 3 SP:Iteration 18Q (85.729882 sec): 3 clusters Score: Raw -91153.305222 + Penalty 91.173679 = -91062.131542 nChanged 3 SP:Iteration 19Q (85.731994 sec): 3 clusters Score: Raw -91153.572684 + Penalty 91.107052 = -91062.465632 nChanged 3 SP:Iteration 20F (85.734190 sec): 3 clusters Score: Raw -91153.825183 + Penalty 91.039512 = -91062.785671 nChanged 3 SP:Iteration 21Q (85.736227 sec): 3 clusters Score: Raw -91153.941656 + Penalty 91.039512 = -91062.902145 nChanged 0 SP:Iteration 22F (85.738441 sec): 3 clusters Score: Raw -91153.941656 + Penalty 91.039512 = -91062.902145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.743205 sec): 2 clusters Score: Raw -106593.893799 + Penalty 315.829231 = -106278.064568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.745702 sec): 3 clusters Score: Raw -105831.710149 + Penalty 632.926201 = -105198.783948 nChanged 527 SP:Iteration 1F (85.748112 sec): 3 clusters Score: Raw -106084.873380 + Penalty 635.947538 = -105448.925842 nChanged 117 SP:Iteration 2F (85.750512 sec): 3 clusters Score: Raw -106152.601620 + Penalty 641.108059 = -105511.493560 nChanged 104 SP:Iteration 3F (85.752957 sec): 3 clusters Score: Raw -106223.703983 + Penalty 647.940944 = -105575.763040 nChanged 71 SP:Iteration 4F (85.755369 sec): 3 clusters Score: Raw -106277.005707 + Penalty 654.675282 = -105622.330425 nChanged 69 SP:Iteration 5F (85.757777 sec): 3 clusters Score: Raw -106316.782423 + Penalty 661.625928 = -105655.156495 nChanged 48 SP:Iteration 6Q (85.760187 sec): 3 clusters Score: Raw -106346.386078 + Penalty 668.991038 = -105677.395040 nChanged 47 SP:Iteration 7Q (85.762591 sec): 3 clusters Score: Raw -106372.159060 + Penalty 672.764137 = -105699.394923 nChanged 39 SP:Iteration 8Q (85.764950 sec): 3 clusters Score: Raw -106389.853429 + Penalty 676.002319 = -105713.851110 nChanged 32 SP:Iteration 9Q (85.767313 sec): 3 clusters Score: Raw -106405.655924 + Penalty 680.232842 = -105725.423082 nChanged 32 SP:Iteration 10F (85.769717 sec): 3 clusters Score: Raw -106421.793542 + Penalty 686.534463 = -105735.259079 nChanged 40 SP:Iteration 11Q (85.772052 sec): 3 clusters Score: Raw -106446.326521 + Penalty 697.468055 = -105748.858466 nChanged 47 SP:Iteration 12Q (85.774324 sec): 3 clusters Score: Raw -106485.011338 + Penalty 702.613490 = -105782.397848 nChanged 49 SP:Iteration 13Q (85.776557 sec): 3 clusters Score: Raw -106531.443314 + Penalty 702.693760 = -105828.749554 nChanged 31 SP:Iteration 14Q (85.778800 sec): 3 clusters Score: Raw -106559.711243 + Penalty 704.063399 = -105855.647844 nChanged 24 SP:Iteration 15Q (85.780932 sec): 3 clusters Score: Raw -106579.292093 + Penalty 709.466245 = -105869.825848 nChanged 16 SP:Iteration 16Q (85.783070 sec): 3 clusters Score: Raw -106589.979050 + Penalty 715.899074 = -105874.079976 nChanged 12 SP:Iteration 17Q (85.785148 sec): 3 clusters Score: Raw -106599.814961 + Penalty 717.927536 = -105881.887425 nChanged 9 SP:Iteration 18Q (85.787198 sec): 3 clusters Score: Raw -106606.073156 + Penalty 723.699908 = -105882.373248 nChanged 10 SP:Iteration 19Q (85.789216 sec): 3 clusters Score: Raw -106614.750486 + Penalty 725.105107 = -105889.645379 nChanged 4 SP:Iteration 20F (85.791704 sec): 3 clusters Score: Raw -106616.545032 + Penalty 727.337917 = -105889.207115 nChanged 5 SP:Iteration 21F (85.794118 sec): 3 clusters Score: Raw -106619.034255 + Penalty 731.483064 = -105887.551191 nChanged 7 SP:Iteration 22F (85.796492 sec): 3 clusters Score: Raw -106623.309130 + Penalty 731.224618 = -105892.084513 nChanged 5 SP:Iteration 23Q (85.798469 sec): 3 clusters Score: Raw -106629.172828 + Penalty 741.502719 = -105887.670109 nChanged 5 SP:Iteration 24F (85.800878 sec): 3 clusters Score: Raw -106633.349887 + Penalty 746.974821 = -105886.375065 nChanged 2 SP:Iteration 25F (85.803322 sec): 3 clusters Score: Raw -106635.482635 + Penalty 746.974821 = -105888.507814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.805675 sec): 2 clusters Score: Raw -2298.734610 + Penalty 183.546069 = -2115.188541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.805994 sec): 3 clusters Score: Raw -2535.721651 + Penalty 549.834399 = -1985.887252 nChanged 11 SP:Iteration 1F (85.806292 sec): 3 clusters Score: Raw -2651.928089 + Penalty 549.834399 = -2102.093689 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 7 (2527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.817744 sec): 2 clusters Score: Raw -201932.183118 + Penalty 43.667997 = -201888.515121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.822523 sec): 3 clusters Score: Raw -200316.380458 + Penalty 87.125137 = -200229.255321 nChanged 1192 SP:Iteration 1F (85.827180 sec): 3 clusters Score: Raw -201162.132875 + Penalty 86.832368 = -201075.300508 nChanged 278 SP:Iteration 2F (85.831858 sec): 3 clusters Score: Raw -201426.738384 + Penalty 86.630785 = -201340.107598 nChanged 145 SP:Iteration 3F (85.836371 sec): 3 clusters Score: Raw -201579.085765 + Penalty 86.673260 = -201492.412505 nChanged 93 SP:Iteration 4Q (85.840922 sec): 3 clusters Score: Raw -201630.100346 + Penalty 86.441303 = -201543.659043 nChanged 82 SP:Iteration 5Q (85.845490 sec): 3 clusters Score: Raw -201671.368724 + Penalty 86.260187 = -201585.108536 nChanged 59 SP:Iteration 6Q (85.849820 sec): 3 clusters Score: Raw -201696.714634 + Penalty 86.304773 = -201610.409861 nChanged 58 SP:Iteration 7Q (85.854081 sec): 3 clusters Score: Raw -201727.186432 + Penalty 86.130261 = -201641.056171 nChanged 66 SP:Iteration 8Q (85.858298 sec): 3 clusters Score: Raw -201766.106612 + Penalty 85.689402 = -201680.417211 nChanged 56 SP:Iteration 9Q (85.862273 sec): 3 clusters Score: Raw -201796.974260 + Penalty 85.724282 = -201711.249979 nChanged 45 SP:Iteration 10F (85.866616 sec): 3 clusters Score: Raw -201823.207595 + Penalty 85.774046 = -201737.433549 nChanged 49 SP:Iteration 11Q (85.870576 sec): 3 clusters Score: Raw -201852.432000 + Penalty 85.545707 = -201766.886293 nChanged 35 SP:Iteration 12Q (85.874505 sec): 3 clusters Score: Raw -201867.762293 + Penalty 85.219779 = -201782.542515 nChanged 25 SP:Iteration 13Q (85.878420 sec): 3 clusters Score: Raw -201878.156792 + Penalty 85.056469 = -201793.100322 nChanged 27 SP:Iteration 14Q (85.882468 sec): 3 clusters Score: Raw -201893.339702 + Penalty 85.181056 = -201808.158646 nChanged 24 SP:Iteration 15Q (85.886287 sec): 3 clusters Score: Raw -201905.358778 + Penalty 85.248865 = -201820.109913 nChanged 16 SP:Iteration 16Q (85.890172 sec): 3 clusters Score: Raw -201912.407923 + Penalty 85.415749 = -201826.992174 nChanged 19 SP:Iteration 17Q (85.893981 sec): 3 clusters Score: Raw -201922.315647 + Penalty 85.486730 = -201836.828917 nChanged 12 SP:Iteration 18Q (85.897682 sec): 3 clusters Score: Raw -201927.127616 + Penalty 85.618649 = -201841.508967 nChanged 13 SP:Iteration 19Q (85.901404 sec): 3 clusters Score: Raw -201932.457027 + Penalty 85.705584 = -201846.751443 nChanged 6 SP:Iteration 20F (85.905890 sec): 3 clusters Score: Raw -201934.115809 + Penalty 85.796712 = -201848.319097 nChanged 5 SP:Iteration 21Q (85.909544 sec): 3 clusters Score: Raw -201935.330487 + Penalty 85.289038 = -201850.041449 nChanged 8 SP:Iteration 22Q (85.913174 sec): 3 clusters Score: Raw -201937.422182 + Penalty 85.222020 = -201852.200162 nChanged 5 SP:Iteration 23Q (85.916783 sec): 3 clusters Score: Raw -201938.488636 + Penalty 85.248822 = -201853.239814 nChanged 3 SP:Iteration 24Q (85.920427 sec): 3 clusters Score: Raw -201938.954904 + Penalty 85.266045 = -201853.688859 nChanged 1 SP:Iteration 25Q (85.924131 sec): 3 clusters Score: Raw -201939.083709 + Penalty 85.301470 = -201853.782239 nChanged 2 SP:Iteration 26Q (85.927762 sec): 3 clusters Score: Raw -201939.460457 + Penalty 85.319687 = -201854.140769 nChanged 1 SP:Iteration 27Q (85.931404 sec): 3 clusters Score: Raw -201939.579289 + Penalty 85.319687 = -201854.259602 nChanged 0 SP:Iteration 28F (85.935903 sec): 3 clusters Score: Raw -201939.579289 + Penalty 85.319687 = -201854.259602 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 11 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.940353 sec): 2 clusters Score: Raw -78131.904946 + Penalty 396.760026 = -77735.144920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.942206 sec): 3 clusters Score: Raw -77599.860759 + Penalty 818.478832 = -76781.381927 nChanged 343 SP:Iteration 1F (85.944007 sec): 3 clusters Score: Raw -77853.137757 + Penalty 847.087075 = -77006.050683 nChanged 109 SP:Iteration 2F (85.945797 sec): 3 clusters Score: Raw -77960.909150 + Penalty 875.492585 = -77085.416565 nChanged 80 SP:Iteration 3F (85.947615 sec): 3 clusters Score: Raw -78043.300030 + Penalty 895.891815 = -77147.408215 nChanged 36 SP:Iteration 4Q (85.949406 sec): 3 clusters Score: Raw -78074.463761 + Penalty 907.627021 = -77166.836739 nChanged 28 SP:Iteration 5Q (85.951121 sec): 3 clusters Score: Raw -78100.552529 + Penalty 931.569473 = -77168.983056 nChanged 22 SP:Iteration 6Q (85.952830 sec): 3 clusters Score: Raw -78127.905157 + Penalty 942.141788 = -77185.763369 nChanged 15 SP:Iteration 7Q (85.954436 sec): 3 clusters Score: Raw -78142.204298 + Penalty 947.352066 = -77194.852232 nChanged 8 SP:Iteration 8Q (85.955988 sec): 3 clusters Score: Raw -78149.594600 + Penalty 954.750557 = -77194.844044 nChanged 4 SP:Iteration 9F (85.957776 sec): 3 clusters Score: Raw -78155.273036 + Penalty 959.754287 = -77195.518749 nChanged 3 SP:Iteration 10F (85.959570 sec): 3 clusters Score: Raw -78157.457135 + Penalty 963.531744 = -77193.925391 nChanged 1 SP:Iteration 11F (85.961351 sec): 3 clusters Score: Raw -78157.763582 + Penalty 964.255581 = -77193.508001 nChanged 1 SP:Iteration 12F (85.963273 sec): 3 clusters Score: Raw -78158.486974 + Penalty 965.642921 = -77192.844053 nChanged 1 SP:Iteration 13F (85.965161 sec): 3 clusters Score: Raw -78159.785539 + Penalty 965.642921 = -77194.142618 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (1415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.969711 sec): 2 clusters Score: Raw -122606.095009 + Penalty 634.131680 = -121971.963328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.972459 sec): 3 clusters Score: Raw -121861.666699 + Penalty 1267.957243 = -120593.709456 nChanged 516 SP:Iteration 1F (85.975120 sec): 3 clusters Score: Raw -122136.619437 + Penalty 1267.177672 = -120869.441765 nChanged 154 SP:Iteration 2F (85.977786 sec): 3 clusters Score: Raw -122235.105901 + Penalty 1267.036059 = -120968.069842 nChanged 89 SP:Iteration 3F (85.980475 sec): 3 clusters Score: Raw -122295.424111 + Penalty 1266.308066 = -121029.116045 nChanged 83 SP:Iteration 4F (85.983205 sec): 3 clusters Score: Raw -122341.311560 + Penalty 1265.935257 = -121075.376303 nChanged 60 SP:Iteration 5Q (85.985883 sec): 3 clusters Score: Raw -122372.112621 + Penalty 1266.213172 = -121105.899450 nChanged 49 SP:Iteration 6Q (85.988621 sec): 3 clusters Score: Raw -122395.339149 + Penalty 1266.027006 = -121129.312143 nChanged 46 SP:Iteration 7Q (85.991481 sec): 3 clusters Score: Raw -122417.311751 + Penalty 1264.814455 = -121152.497295 nChanged 41 SP:Iteration 8Q (85.994333 sec): 3 clusters Score: Raw -122435.697477 + Penalty 1264.796458 = -121170.901019 nChanged 32 SP:Iteration 9Q (85.997063 sec): 3 clusters Score: Raw -122446.512208 + Penalty 1264.742272 = -121181.769936 nChanged 22 SP:Iteration 10F (85.999754 sec): 3 clusters Score: Raw -122456.244275 + Penalty 1264.771105 = -121191.473170 nChanged 18 SP:Iteration 11Q (86.002444 sec): 3 clusters Score: Raw -122467.674460 + Penalty 1262.978620 = -121204.695840 nChanged 32 SP:Iteration 12Q (86.005055 sec): 3 clusters Score: Raw -122483.741820 + Penalty 1264.008634 = -121219.733186 nChanged 25 SP:Iteration 13Q (86.007706 sec): 3 clusters Score: Raw -122495.363689 + Penalty 1265.536308 = -121229.827381 nChanged 23 SP:Iteration 14Q (86.010391 sec): 3 clusters Score: Raw -122504.307650 + Penalty 1266.052482 = -121238.255168 nChanged 18 SP:Iteration 15Q (86.013095 sec): 3 clusters Score: Raw -122512.910648 + Penalty 1267.176059 = -121245.734589 nChanged 20 SP:Iteration 16Q (86.015749 sec): 3 clusters Score: Raw -122522.604596 + Penalty 1267.714883 = -121254.889713 nChanged 21 SP:Iteration 17Q (86.018362 sec): 3 clusters Score: Raw -122538.935231 + Penalty 1271.034814 = -121267.900417 nChanged 26 SP:Iteration 18Q (86.021019 sec): 3 clusters Score: Raw -122557.154246 + Penalty 1276.049577 = -121281.104670 nChanged 22 SP:Iteration 19Q (86.023676 sec): 3 clusters Score: Raw -122576.416223 + Penalty 1280.703912 = -121295.712311 nChanged 19 SP:Iteration 20F (86.026343 sec): 3 clusters Score: Raw -122591.038105 + Penalty 1283.437405 = -121307.600700 nChanged 12 SP:Iteration 21Q (86.028913 sec): 3 clusters Score: Raw -122598.938033 + Penalty 1281.873979 = -121317.064054 nChanged 11 SP:Iteration 22Q (86.031477 sec): 3 clusters Score: Raw -122610.003832 + Penalty 1283.135102 = -121326.868730 nChanged 11 SP:Iteration 23Q (86.034042 sec): 3 clusters Score: Raw -122620.680785 + Penalty 1285.134354 = -121335.546431 nChanged 8 SP:Iteration 24Q (86.036510 sec): 3 clusters Score: Raw -122625.999650 + Penalty 1285.769820 = -121340.229829 nChanged 7 SP:Iteration 25Q (86.038959 sec): 3 clusters Score: Raw -122629.602495 + Penalty 1284.700575 = -121344.901920 nChanged 4 SP:Iteration 26Q (86.041405 sec): 3 clusters Score: Raw -122633.841773 + Penalty 1284.687145 = -121349.154628 nChanged 5 SP:Iteration 27Q (86.043863 sec): 3 clusters Score: Raw -122637.507604 + Penalty 1285.435646 = -121352.071958 nChanged 6 SP:Iteration 28Q (86.046276 sec): 3 clusters Score: Raw -122640.563571 + Penalty 1285.092523 = -121355.471049 nChanged 2 SP:Iteration 29Q (86.048702 sec): 3 clusters Score: Raw -122641.959057 + Penalty 1284.948508 = -121357.010549 nChanged 3 SP:Iteration 30F (86.051383 sec): 3 clusters Score: Raw -122642.880982 + Penalty 1286.488517 = -121356.392464 nChanged 4 SP:Iteration 31F (86.054088 sec): 3 clusters Score: Raw -122645.672503 + Penalty 1290.528261 = -121355.144242 nChanged 5 SP:Iteration 32F (86.056773 sec): 3 clusters Score: Raw -122649.165382 + Penalty 1291.430779 = -121357.734604 nChanged 4 SP:Iteration 33Q (86.059155 sec): 3 clusters Score: Raw -122652.249022 + Penalty 1291.189679 = -121361.059343 nChanged 3 SP:Iteration 34Q (86.061573 sec): 3 clusters Score: Raw -122654.927261 + Penalty 1293.395705 = -121361.531555 nChanged 4 SP:Iteration 35Q (86.064112 sec): 3 clusters Score: Raw -122659.568753 + Penalty 1296.028108 = -121363.540645 nChanged 4 SP:Iteration 36Q (86.066527 sec): 3 clusters Score: Raw -122664.238182 + Penalty 1295.598743 = -121368.639439 nChanged 6 SP:Iteration 37Q (86.068867 sec): 3 clusters Score: Raw -122669.324683 + Penalty 1295.762942 = -121373.561741 nChanged 4 SP:Iteration 38Q (86.071206 sec): 3 clusters Score: Raw -122674.586321 + Penalty 1295.405457 = -121379.180863 nChanged 2 SP:Iteration 39Q (86.073585 sec): 3 clusters Score: Raw -122675.793989 + Penalty 1295.541710 = -121380.252280 nChanged 1 SP:Iteration 40F (86.076271 sec): 3 clusters Score: Raw -122677.086330 + Penalty 1295.541710 = -121381.544620 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 17 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.079739 sec): 2 clusters Score: Raw -90090.449247 + Penalty 653.538747 = -89436.910500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.081796 sec): 3 clusters Score: Raw -89524.912651 + Penalty 1307.597883 = -88217.314768 nChanged 371 SP:Iteration 1F (86.083828 sec): 3 clusters Score: Raw -89718.258834 + Penalty 1307.901834 = -88410.357000 nChanged 133 SP:Iteration 2F (86.085828 sec): 3 clusters Score: Raw -89803.406827 + Penalty 1311.830158 = -88491.576669 nChanged 69 SP:Iteration 3F (86.087829 sec): 3 clusters Score: Raw -89865.738847 + Penalty 1318.068700 = -88547.670147 nChanged 65 SP:Iteration 4F (86.089868 sec): 3 clusters Score: Raw -89911.449695 + Penalty 1326.562166 = -88584.887529 nChanged 51 SP:Iteration 5Q (86.091965 sec): 3 clusters Score: Raw -89947.855780 + Penalty 1337.856481 = -88609.999299 nChanged 48 SP:Iteration 6Q (86.094068 sec): 3 clusters Score: Raw -89990.007136 + Penalty 1357.174117 = -88632.833018 nChanged 55 SP:Iteration 7F (86.096160 sec): 3 clusters Score: Raw -90051.868418 + Penalty 1379.803023 = -88672.065395 nChanged 57 SP:Iteration 8F (86.098159 sec): 3 clusters Score: Raw -90109.692069 + Penalty 1398.582559 = -88711.109510 nChanged 43 SP:Iteration 9Q (86.100071 sec): 3 clusters Score: Raw -90160.936912 + Penalty 1405.394842 = -88755.542069 nChanged 25 SP:Iteration 10F (86.102055 sec): 3 clusters Score: Raw -90191.753095 + Penalty 1411.644927 = -88780.108169 nChanged 24 SP:Iteration 11Q (86.103874 sec): 3 clusters Score: Raw -90218.451510 + Penalty 1415.800567 = -88802.650944 nChanged 19 SP:Iteration 12Q (86.105707 sec): 3 clusters Score: Raw -90233.123394 + Penalty 1420.765577 = -88812.357818 nChanged 13 SP:Iteration 13Q (86.107557 sec): 3 clusters Score: Raw -90245.710337 + Penalty 1423.055511 = -88822.654827 nChanged 9 SP:Iteration 14Q (86.109359 sec): 3 clusters Score: Raw -90255.079035 + Penalty 1423.906688 = -88831.172347 nChanged 7 SP:Iteration 15Q (86.111154 sec): 3 clusters Score: Raw -90259.989188 + Penalty 1425.035791 = -88834.953396 nChanged 3 SP:Iteration 16Q (86.112951 sec): 3 clusters Score: Raw -90263.127001 + Penalty 1424.981945 = -88838.145056 nChanged 1 SP:Iteration 17Q (86.114734 sec): 3 clusters Score: Raw -90263.688502 + Penalty 1425.469414 = -88838.219089 nChanged 1 SP:Iteration 18Q (86.116550 sec): 3 clusters Score: Raw -90264.170648 + Penalty 1426.037727 = -88838.132921 nChanged 2 SP:Iteration 19F (86.118546 sec): 3 clusters Score: Raw -90265.763422 + Penalty 1426.629079 = -88839.134343 nChanged 1 SP:Iteration 20F (86.120511 sec): 3 clusters Score: Raw -90266.232878 + Penalty 1426.841777 = -88839.391101 nChanged 1 SP:Iteration 21Q (86.122346 sec): 3 clusters Score: Raw -90266.622595 + Penalty 1426.841777 = -88839.780818 nChanged 0 SP:Iteration 22F (86.124380 sec): 3 clusters Score: Raw -90266.622595 + Penalty 1426.841777 = -88839.780818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.125232 sec): 2 clusters Score: Raw -9613.674486 + Penalty 311.056185 = -9302.618302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.125661 sec): 3 clusters Score: Raw -9606.169054 + Penalty 622.554605 = -8983.614449 nChanged 19 SP:Iteration 1F (86.126080 sec): 3 clusters Score: Raw -9641.642405 + Penalty 622.254135 = -9019.388270 nChanged 7 SP:Iteration 2F (86.126523 sec): 3 clusters Score: Raw -9655.335312 + Penalty 622.011202 = -9033.324110 nChanged 3 SP:Iteration 3Q (86.126933 sec): 3 clusters Score: Raw -9659.476589 + Penalty 622.029530 = -9037.447059 nChanged 1 SP:Iteration 4Q (86.127338 sec): 3 clusters Score: Raw -9660.273627 + Penalty 622.112369 = -9038.161258 nChanged 1 SP:Iteration 5Q (86.127773 sec): 3 clusters Score: Raw -9660.452226 + Penalty 622.112369 = -9038.339857 nChanged 0 SP:Iteration 6F (86.128213 sec): 3 clusters Score: Raw -9660.452226 + Penalty 622.112369 = -9038.339857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.130403 sec): 2 clusters Score: Raw -27259.539832 + Penalty 503.556650 = -26755.983182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.131273 sec): 3 clusters Score: Raw -27156.222318 + Penalty 1006.882055 = -26149.340263 nChanged 92 SP:Iteration 1F (86.132096 sec): 3 clusters Score: Raw -27269.695836 + Penalty 1007.618109 = -26262.077727 nChanged 31 SP:Iteration 2F (86.132928 sec): 3 clusters Score: Raw -27326.295122 + Penalty 1008.281521 = -26318.013601 nChanged 15 SP:Iteration 3Q (86.133719 sec): 3 clusters Score: Raw -27345.481431 + Penalty 1008.633942 = -26336.847489 nChanged 6 SP:Iteration 4Q (86.134505 sec): 3 clusters Score: Raw -27352.346252 + Penalty 1009.138082 = -26343.208169 nChanged 5 SP:Iteration 5Q (86.135287 sec): 3 clusters Score: Raw -27360.766644 + Penalty 1009.151746 = -26351.614898 nChanged 4 SP:Iteration 6Q (86.136095 sec): 3 clusters Score: Raw -27363.735981 + Penalty 1009.506627 = -26354.229354 nChanged 1 SP:Iteration 7Q (86.136882 sec): 3 clusters Score: Raw -27363.960564 + Penalty 1009.506627 = -26354.453937 nChanged 0 SP:Iteration 8F (86.137698 sec): 3 clusters Score: Raw -27363.960564 + Penalty 1009.506627 = -26354.453937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.140187 sec): 2 clusters Score: Raw -34587.824953 + Penalty 617.841676 = -33969.983277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.141169 sec): 3 clusters Score: Raw -34473.074595 + Penalty 1235.591496 = -33237.483099 nChanged 114 SP:Iteration 1F (86.142094 sec): 3 clusters Score: Raw -34579.993884 + Penalty 1233.178793 = -33346.815091 nChanged 42 SP:Iteration 2F (86.143010 sec): 3 clusters Score: Raw -34642.531629 + Penalty 1231.003749 = -33411.527879 nChanged 25 SP:Iteration 3F (86.143925 sec): 3 clusters Score: Raw -34675.376143 + Penalty 1230.962498 = -33444.413645 nChanged 14 SP:Iteration 4Q (86.144819 sec): 3 clusters Score: Raw -34691.817145 + Penalty 1232.038981 = -33459.778164 nChanged 14 SP:Iteration 5Q (86.145719 sec): 3 clusters Score: Raw -34709.816456 + Penalty 1233.230701 = -33476.585756 nChanged 8 SP:Iteration 6Q (86.146611 sec): 3 clusters Score: Raw -34726.032217 + Penalty 1233.049561 = -33492.982656 nChanged 7 SP:Iteration 7Q (86.147496 sec): 3 clusters Score: Raw -34733.664194 + Penalty 1232.786399 = -33500.877796 nChanged 2 SP:Iteration 8Q (86.148379 sec): 3 clusters Score: Raw -34735.477160 + Penalty 1232.321800 = -33503.155360 nChanged 4 SP:Iteration 9Q (86.149257 sec): 3 clusters Score: Raw -34737.685390 + Penalty 1232.126686 = -33505.558704 nChanged 4 SP:Iteration 10F (86.150177 sec): 3 clusters Score: Raw -34741.138268 + Penalty 1232.261789 = -33508.876479 nChanged 5 SP:Iteration 11Q (86.151080 sec): 3 clusters Score: Raw -34748.482035 + Penalty 1232.133081 = -33516.348955 nChanged 2 SP:Iteration 12Q (86.151975 sec): 3 clusters Score: Raw -34749.310549 + Penalty 1233.194151 = -33516.116398 nChanged 3 SP:Iteration 13F (86.152889 sec): 3 clusters Score: Raw -34755.230565 + Penalty 1232.974341 = -33522.256224 nChanged 3 SP:Iteration 14Q (86.153770 sec): 3 clusters Score: Raw -34757.849844 + Penalty 1232.249961 = -33525.599884 nChanged 3 SP:Iteration 15Q (86.154648 sec): 3 clusters Score: Raw -34761.922892 + Penalty 1231.926243 = -33529.996649 nChanged 2 SP:Iteration 16Q (86.155526 sec): 3 clusters Score: Raw -34764.504714 + Penalty 1231.926243 = -33532.578471 nChanged 0 SP:Iteration 17F (86.156469 sec): 3 clusters Score: Raw -34764.504714 + Penalty 1231.926243 = -33532.578471 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 25 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.160524 sec): 2 clusters Score: Raw -49400.476305 + Penalty 726.368110 = -48674.108196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.161792 sec): 3 clusters Score: Raw -49203.465913 + Penalty 1450.948116 = -47752.517798 nChanged 160 SP:Iteration 1F (86.163027 sec): 3 clusters Score: Raw -49361.236348 + Penalty 1449.794086 = -47911.442262 nChanged 50 SP:Iteration 2F (86.164244 sec): 3 clusters Score: Raw -49422.812730 + Penalty 1449.345007 = -47973.467723 nChanged 32 SP:Iteration 3F (86.165465 sec): 3 clusters Score: Raw -49459.477077 + Penalty 1449.249784 = -48010.227293 nChanged 11 SP:Iteration 4Q (86.166702 sec): 3 clusters Score: Raw -49471.529409 + Penalty 1449.187486 = -48022.341923 nChanged 6 SP:Iteration 5Q (86.167896 sec): 3 clusters Score: Raw -49476.624393 + Penalty 1449.952681 = -48026.671712 nChanged 3 SP:Iteration 6Q (86.169082 sec): 3 clusters Score: Raw -49480.895053 + Penalty 1450.731544 = -48030.163509 nChanged 6 SP:Iteration 7Q (86.170267 sec): 3 clusters Score: Raw -49485.135407 + Penalty 1451.168495 = -48033.966913 nChanged 2 SP:Iteration 8Q (86.171476 sec): 3 clusters Score: Raw -49486.452862 + Penalty 1451.168495 = -48035.284367 nChanged 0 SP:Iteration 9F (86.172710 sec): 3 clusters Score: Raw -49486.452862 + Penalty 1451.168495 = -48035.284367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.174862 sec): 2 clusters Score: Raw -40401.763715 + Penalty 295.339614 = -40106.424101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.175910 sec): 3 clusters Score: Raw -40165.292220 + Penalty 594.890147 = -39570.402072 nChanged 175 SP:Iteration 1F (86.176931 sec): 3 clusters Score: Raw -40296.197450 + Penalty 600.315879 = -39695.881572 nChanged 34 SP:Iteration 2F (86.177937 sec): 3 clusters Score: Raw -40316.901821 + Penalty 607.352824 = -39709.548998 nChanged 20 SP:Iteration 3Q (86.178939 sec): 3 clusters Score: Raw -40333.737552 + Penalty 617.314390 = -39716.423162 nChanged 21 SP:Iteration 4Q (86.179940 sec): 3 clusters Score: Raw -40356.923055 + Penalty 630.041689 = -39726.881365 nChanged 22 SP:Iteration 5Q (86.180948 sec): 3 clusters Score: Raw -40384.956681 + Penalty 641.503661 = -39743.453020 nChanged 20 SP:Iteration 6Q (86.181938 sec): 3 clusters Score: Raw -40406.419589 + Penalty 654.367820 = -39752.051769 nChanged 10 SP:Iteration 7Q (86.182922 sec): 3 clusters Score: Raw -40425.537537 + Penalty 670.478410 = -39755.059127 nChanged 12 SP:Iteration 8Q (86.183858 sec): 3 clusters Score: Raw -40447.314619 + Penalty 677.806049 = -39769.508570 nChanged 3 SP:Iteration 9Q (86.184768 sec): 3 clusters Score: Raw -40451.681689 + Penalty 677.806049 = -39773.875639 nChanged 0 SP:Iteration 10F (86.185793 sec): 3 clusters Score: Raw -40451.681689 + Penalty 677.806049 = -39773.875639 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 29 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.188222 sec): 2 clusters Score: Raw -45230.156789 + Penalty 832.205800 = -44397.950989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.189476 sec): 3 clusters Score: Raw -45060.865517 + Penalty 1664.437384 = -43396.428133 nChanged 157 SP:Iteration 1F (86.190703 sec): 3 clusters Score: Raw -45205.510950 + Penalty 1665.646432 = -43539.864518 nChanged 42 SP:Iteration 2F (86.191912 sec): 3 clusters Score: Raw -45259.832566 + Penalty 1665.957886 = -43593.874680 nChanged 29 SP:Iteration 3F (86.193114 sec): 3 clusters Score: Raw -45302.047385 + Penalty 1666.195426 = -43635.851958 nChanged 14 SP:Iteration 4Q (86.194307 sec): 3 clusters Score: Raw -45316.214182 + Penalty 1666.261264 = -43649.952919 nChanged 6 SP:Iteration 5Q (86.195513 sec): 3 clusters Score: Raw -45320.433977 + Penalty 1666.259489 = -43654.174489 nChanged 2 SP:Iteration 6Q (86.196689 sec): 3 clusters Score: Raw -45322.255750 + Penalty 1666.264112 = -43655.991638 nChanged 1 SP:Iteration 7Q (86.197860 sec): 3 clusters Score: Raw -45322.980215 + Penalty 1666.257734 = -43656.722481 nChanged 2 SP:Iteration 8Q (86.199022 sec): 3 clusters Score: Raw -45326.858487 + Penalty 1666.168171 = -43660.690316 nChanged 3 SP:Iteration 9Q (86.200188 sec): 3 clusters Score: Raw -45328.981265 + Penalty 1666.108151 = -43662.873114 nChanged 3 SP:Iteration 10F (86.201400 sec): 3 clusters Score: Raw -45332.108395 + Penalty 1666.414053 = -43665.694342 nChanged 3 SP:Iteration 11Q (86.202572 sec): 3 clusters Score: Raw -45334.750217 + Penalty 1666.480717 = -43668.269499 nChanged 2 SP:Iteration 12Q (86.203732 sec): 3 clusters Score: Raw -45336.937097 + Penalty 1666.570194 = -43670.366903 nChanged 1 SP:Iteration 13Q (86.204885 sec): 3 clusters Score: Raw -45337.520838 + Penalty 1666.512427 = -43671.008412 nChanged 1 SP:Iteration 14Q (86.206053 sec): 3 clusters Score: Raw -45339.076679 + Penalty 1666.382039 = -43672.694640 nChanged 2 SP:Iteration 15Q (86.207219 sec): 3 clusters Score: Raw -45342.012874 + Penalty 1665.957360 = -43676.055514 nChanged 4 SP:Iteration 16Q (86.208377 sec): 3 clusters Score: Raw -45348.569802 + Penalty 1665.808841 = -43682.760961 nChanged 5 SP:Iteration 17Q (86.209528 sec): 3 clusters Score: Raw -45353.831193 + Penalty 1665.719117 = -43688.112076 nChanged 4 SP:Iteration 18Q (86.210679 sec): 3 clusters Score: Raw -45356.783297 + Penalty 1665.719117 = -43691.064180 nChanged 2 SP:Iteration 19Q (86.211839 sec): 3 clusters Score: Raw -45358.919433 + Penalty 1665.709038 = -43693.210394 nChanged 3 SP:Iteration 20F (86.213033 sec): 3 clusters Score: Raw -45362.008659 + Penalty 1665.718403 = -43696.290256 nChanged 2 SP:Iteration 21Q (86.214188 sec): 3 clusters Score: Raw -45364.357909 + Penalty 1665.743517 = -43698.614392 nChanged 3 SP:Iteration 22Q (86.215336 sec): 3 clusters Score: Raw -45369.615604 + Penalty 1665.868964 = -43703.746639 nChanged 2 SP:Iteration 23Q (86.216533 sec): 3 clusters Score: Raw -45380.173673 + Penalty 1665.995975 = -43714.177699 nChanged 4 SP:Iteration 24Q (86.217689 sec): 3 clusters Score: Raw -45384.230372 + Penalty 1665.864855 = -43718.365517 nChanged 4 SP:Iteration 25Q (86.218907 sec): 3 clusters Score: Raw -45387.941932 + Penalty 1666.021856 = -43721.920076 nChanged 2 SP:Iteration 26Q (86.220108 sec): 3 clusters Score: Raw -45389.706253 + Penalty 1666.063801 = -43723.642451 nChanged 1 SP:Iteration 27Q (86.221307 sec): 3 clusters Score: Raw -45390.747712 + Penalty 1666.176099 = -43724.571613 nChanged 1 SP:Iteration 28Q (86.222448 sec): 3 clusters Score: Raw -45391.528242 + Penalty 1666.106071 = -43725.422171 nChanged 2 SP:Iteration 29Q (86.223602 sec): 3 clusters Score: Raw -45393.581262 + Penalty 1666.188685 = -43727.392577 nChanged 1 SP:Iteration 30F (86.224794 sec): 3 clusters Score: Raw -45396.323026 + Penalty 1666.217231 = -43730.105796 nChanged 2 SP:Iteration 31Q (86.225937 sec): 3 clusters Score: Raw -45398.140257 + Penalty 1666.385513 = -43731.754743 nChanged 2 SP:Iteration 32Q (86.227105 sec): 3 clusters Score: Raw -45400.357412 + Penalty 1666.296090 = -43734.061322 nChanged 1 SP:Iteration 33Q (86.228252 sec): 3 clusters Score: Raw -45401.274660 + Penalty 1666.220828 = -43735.053832 nChanged 2 SP:Iteration 34Q (86.229422 sec): 3 clusters Score: Raw -45403.903434 + Penalty 1666.220828 = -43737.682606 nChanged 0 SP:Iteration 35F (86.230616 sec): 3 clusters Score: Raw -45403.903434 + Penalty 1666.220828 = -43737.682606 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 32 (1839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.239728 sec): 2 clusters Score: Raw -162714.821637 + Penalty 923.316469 = -161791.505168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.243194 sec): 3 clusters Score: Raw -161835.845197 + Penalty 1847.568405 = -159988.276791 nChanged 656 SP:Iteration 1F (86.246612 sec): 3 clusters Score: Raw -162259.436106 + Penalty 1850.226213 = -160409.209893 nChanged 190 SP:Iteration 2F (86.250195 sec): 3 clusters Score: Raw -162440.686758 + Penalty 1853.219970 = -160587.466787 nChanged 157 SP:Iteration 3F (86.253746 sec): 3 clusters Score: Raw -162596.402815 + Penalty 1854.633161 = -160741.769654 nChanged 122 SP:Iteration 4F (86.257186 sec): 3 clusters Score: Raw -162694.102403 + Penalty 1855.242821 = -160838.859582 nChanged 79 SP:Iteration 5Q (86.260529 sec): 3 clusters Score: Raw -162757.955082 + Penalty 1856.294963 = -160901.660119 nChanged 62 SP:Iteration 6Q (86.263974 sec): 3 clusters Score: Raw -162813.154576 + Penalty 1856.026754 = -160957.127823 nChanged 51 SP:Iteration 7Q (86.267386 sec): 3 clusters Score: Raw -162848.181476 + Penalty 1855.862434 = -160992.319042 nChanged 33 SP:Iteration 8Q (86.270809 sec): 3 clusters Score: Raw -162868.998053 + Penalty 1855.314677 = -161013.683376 nChanged 20 SP:Iteration 9Q (86.274267 sec): 3 clusters Score: Raw -162879.038424 + Penalty 1854.993420 = -161024.045004 nChanged 16 SP:Iteration 10F (86.277678 sec): 3 clusters Score: Raw -162886.766604 + Penalty 1855.835846 = -161030.930758 nChanged 12 SP:Iteration 11Q (86.281103 sec): 3 clusters Score: Raw -162892.108144 + Penalty 1855.691027 = -161036.417117 nChanged 5 SP:Iteration 12Q (86.284576 sec): 3 clusters Score: Raw -162894.690546 + Penalty 1855.978559 = -161038.711988 nChanged 7 SP:Iteration 13Q (86.287960 sec): 3 clusters Score: Raw -162897.992670 + Penalty 1855.515946 = -161042.476724 nChanged 6 SP:Iteration 14Q (86.291320 sec): 3 clusters Score: Raw -162900.851388 + Penalty 1855.467583 = -161045.383805 nChanged 3 SP:Iteration 15Q (86.294759 sec): 3 clusters Score: Raw -162902.223818 + Penalty 1855.467583 = -161046.756235 nChanged 0 SP:Iteration 16F (86.298227 sec): 3 clusters Score: Raw -162902.223818 + Penalty 1855.467583 = -161046.756235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.301402 sec): 2 clusters Score: Raw -40309.056481 + Penalty 384.299608 = -39924.756872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.302436 sec): 3 clusters Score: Raw -40096.757892 + Penalty 769.244470 = -39327.513422 nChanged 157 SP:Iteration 1F (86.303429 sec): 3 clusters Score: Raw -40189.674687 + Penalty 768.092502 = -39421.582184 nChanged 38 SP:Iteration 2F (86.304416 sec): 3 clusters Score: Raw -40214.968463 + Penalty 766.742355 = -39448.226108 nChanged 23 SP:Iteration 3F (86.305401 sec): 3 clusters Score: Raw -40231.303252 + Penalty 766.613791 = -39464.689461 nChanged 18 SP:Iteration 4Q (86.306380 sec): 3 clusters Score: Raw -40239.353226 + Penalty 766.372373 = -39472.980854 nChanged 9 SP:Iteration 5Q (86.307388 sec): 3 clusters Score: Raw -40241.401030 + Penalty 765.592692 = -39475.808338 nChanged 8 SP:Iteration 6Q (86.308367 sec): 3 clusters Score: Raw -40245.049525 + Penalty 762.950246 = -39482.099279 nChanged 10 SP:Iteration 7Q (86.309343 sec): 3 clusters Score: Raw -40249.171770 + Penalty 761.313251 = -39487.858519 nChanged 11 SP:Iteration 8Q (86.310320 sec): 3 clusters Score: Raw -40254.007162 + Penalty 760.744129 = -39493.263033 nChanged 11 SP:Iteration 9Q (86.311295 sec): 3 clusters Score: Raw -40259.172200 + Penalty 760.175883 = -39498.996316 nChanged 10 SP:Iteration 10F (86.312303 sec): 3 clusters Score: Raw -40264.248027 + Penalty 759.941614 = -39504.306414 nChanged 8 SP:Iteration 11Q (86.313284 sec): 3 clusters Score: Raw -40267.057331 + Penalty 758.656072 = -39508.401259 nChanged 7 SP:Iteration 12Q (86.314262 sec): 3 clusters Score: Raw -40270.818105 + Penalty 759.463675 = -39511.354430 nChanged 5 SP:Iteration 13Q (86.315242 sec): 3 clusters Score: Raw -40272.022058 + Penalty 760.660658 = -39511.361400 nChanged 4 SP:Iteration 14Q (86.316218 sec): 3 clusters Score: Raw -40272.870880 + Penalty 761.365782 = -39511.505098 nChanged 2 SP:Iteration 15Q (86.317249 sec): 3 clusters Score: Raw -40274.033385 + Penalty 761.365782 = -39512.667603 nChanged 0 SP:Iteration 16F (86.318238 sec): 3 clusters Score: Raw -40274.033385 + Penalty 761.365782 = -39512.667603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.320043 sec): 2 clusters Score: Raw -28203.379065 + Penalty 427.468137 = -27775.910928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.320810 sec): 3 clusters Score: Raw -28060.248739 + Penalty 854.452384 = -27205.796355 nChanged 92 SP:Iteration 1F (86.321592 sec): 3 clusters Score: Raw -28138.608432 + Penalty 854.746216 = -27283.862217 nChanged 33 SP:Iteration 2F (86.322376 sec): 3 clusters Score: Raw -28180.286265 + Penalty 855.658654 = -27324.627611 nChanged 26 SP:Iteration 3F (86.323160 sec): 3 clusters Score: Raw -28204.809130 + Penalty 856.048034 = -27348.761096 nChanged 14 SP:Iteration 4Q (86.323947 sec): 3 clusters Score: Raw -28218.465428 + Penalty 855.994540 = -27362.470888 nChanged 6 SP:Iteration 5Q (86.324719 sec): 3 clusters Score: Raw -28227.065632 + Penalty 856.663651 = -27370.401980 nChanged 5 SP:Iteration 6Q (86.325492 sec): 3 clusters Score: Raw -28238.839289 + Penalty 856.624278 = -27382.215011 nChanged 3 SP:Iteration 7Q (86.326223 sec): 3 clusters Score: Raw -28240.422090 + Penalty 856.533182 = -27383.888908 nChanged 3 SP:Iteration 8Q (86.326975 sec): 3 clusters Score: Raw -28241.662033 + Penalty 857.077962 = -27384.584070 nChanged 3 SP:Iteration 9Q (86.327707 sec): 3 clusters Score: Raw -28243.247783 + Penalty 857.077962 = -27386.169821 nChanged 0 SP:Iteration 10F (86.328458 sec): 3 clusters Score: Raw -28243.247783 + Penalty 857.077962 = -27386.169821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.329455 sec): 2 clusters Score: Raw -2681.770109 + Penalty 263.584079 = -2418.186030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.329740 sec): 3 clusters Score: Raw -2739.361457 + Penalty 506.935897 = -2232.425561 nChanged 1 SP:Iteration 1Q (86.330004 sec): 3 clusters Score: Raw -2740.304944 + Penalty 512.480711 = -2227.824233 nChanged 2 SP:Iteration 2F (86.330281 sec): 3 clusters Score: Raw -2747.927869 + Penalty 518.522321 = -2229.405548 nChanged 1 SP:Iteration 3Q (86.330545 sec): 3 clusters Score: Raw -2750.629716 + Penalty 518.522321 = -2232.107396 nChanged 0 SP:Iteration 4F (86.330821 sec): 3 clusters Score: Raw -2750.629716 + Penalty 518.522321 = -2232.107396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.332462 sec): 2 clusters Score: Raw -21808.114462 + Penalty 226.579973 = -21581.534488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.333240 sec): 3 clusters Score: Raw -21738.387101 + Penalty 451.367650 = -21287.019451 nChanged 93 SP:Iteration 1F (86.333955 sec): 3 clusters Score: Raw -21844.294533 + Penalty 447.159759 = -21397.134774 nChanged 35 SP:Iteration 2F (86.334688 sec): 3 clusters Score: Raw -21914.459750 + Penalty 443.213669 = -21471.246081 nChanged 20 SP:Iteration 3F (86.335414 sec): 3 clusters Score: Raw -21952.008741 + Penalty 443.232729 = -21508.776012 nChanged 15 SP:Iteration 4Q (86.336103 sec): 3 clusters Score: Raw -21989.196874 + Penalty 442.853349 = -21546.343525 nChanged 6 SP:Iteration 5Q (86.336789 sec): 3 clusters Score: Raw -21997.162047 + Penalty 443.759595 = -21553.402452 nChanged 4 SP:Iteration 6Q (86.337478 sec): 3 clusters Score: Raw -22007.106775 + Penalty 443.616884 = -21563.489891 nChanged 3 SP:Iteration 7Q (86.338185 sec): 3 clusters Score: Raw -22016.140191 + Penalty 443.761713 = -21572.378478 nChanged 3 SP:Iteration 8Q (86.338913 sec): 3 clusters Score: Raw -22019.827754 + Penalty 444.948820 = -21574.878934 nChanged 4 SP:Iteration 9Q (86.339608 sec): 3 clusters Score: Raw -22022.586570 + Penalty 445.542641 = -21577.043930 nChanged 1 SP:Iteration 10F (86.340367 sec): 3 clusters Score: Raw -22023.835101 + Penalty 445.542641 = -21578.292460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.342742 sec): 2 clusters Score: Raw -41881.253504 + Penalty 625.107111 = -41256.146392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.343937 sec): 3 clusters Score: Raw -41674.678047 + Penalty 1259.266880 = -40415.411167 nChanged 162 SP:Iteration 1F (86.345110 sec): 3 clusters Score: Raw -41871.053646 + Penalty 1262.400975 = -40608.652671 nChanged 50 SP:Iteration 2F (86.346264 sec): 3 clusters Score: Raw -41933.519459 + Penalty 1265.002561 = -40668.516898 nChanged 29 SP:Iteration 3F (86.347391 sec): 3 clusters Score: Raw -41974.900601 + Penalty 1265.912988 = -40708.987612 nChanged 18 SP:Iteration 4Q (86.348469 sec): 3 clusters Score: Raw -41994.496023 + Penalty 1267.212037 = -40727.283986 nChanged 12 SP:Iteration 5Q (86.349541 sec): 3 clusters Score: Raw -42009.197026 + Penalty 1268.456731 = -40740.740296 nChanged 4 SP:Iteration 6Q (86.350610 sec): 3 clusters Score: Raw -42018.395695 + Penalty 1271.451373 = -40746.944322 nChanged 7 SP:Iteration 7Q (86.351692 sec): 3 clusters Score: Raw -42027.608613 + Penalty 1271.490950 = -40756.117663 nChanged 5 SP:Iteration 8Q (86.352745 sec): 3 clusters Score: Raw -42031.884632 + Penalty 1271.986959 = -40759.897673 nChanged 3 SP:Iteration 9Q (86.353798 sec): 3 clusters Score: Raw -42035.642744 + Penalty 1273.123217 = -40762.519527 nChanged 2 SP:Iteration 10F (86.354915 sec): 3 clusters Score: Raw -42040.898309 + Penalty 1272.847982 = -40768.050328 nChanged 3 SP:Iteration 11Q (86.355964 sec): 3 clusters Score: Raw -42043.137833 + Penalty 1272.071057 = -40771.066776 nChanged 2 SP:Iteration 12Q (86.357045 sec): 3 clusters Score: Raw -42045.238893 + Penalty 1271.794017 = -40773.444876 nChanged 2 SP:Iteration 13Q (86.358092 sec): 3 clusters Score: Raw -42048.388219 + Penalty 1271.378690 = -40777.009529 nChanged 3 SP:Iteration 14Q (86.359137 sec): 3 clusters Score: Raw -42054.990028 + Penalty 1270.837459 = -40784.152569 nChanged 3 SP:Iteration 15Q (86.360179 sec): 3 clusters Score: Raw -42056.673865 + Penalty 1270.475061 = -40786.198804 nChanged 1 SP:Iteration 16Q (86.361219 sec): 3 clusters Score: Raw -42058.152648 + Penalty 1270.291605 = -40787.861044 nChanged 2 SP:Iteration 17Q (86.362282 sec): 3 clusters Score: Raw -42060.214313 + Penalty 1270.380115 = -40789.834198 nChanged 2 SP:Iteration 18Q (86.363324 sec): 3 clusters Score: Raw -42063.030011 + Penalty 1270.441409 = -40792.588602 nChanged 3 SP:Iteration 19Q (86.364362 sec): 3 clusters Score: Raw -42064.532069 + Penalty 1270.441409 = -40794.090660 nChanged 0 SP:Iteration 20F (86.365478 sec): 3 clusters Score: Raw -42064.532069 + Penalty 1270.441409 = -40794.090660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.367811 sec): 2 clusters Score: Raw -42906.353078 + Penalty 800.713908 = -42105.639170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.368855 sec): 3 clusters Score: Raw -42791.954056 + Penalty 1601.426546 = -41190.527510 nChanged 112 SP:Iteration 1F (86.369879 sec): 3 clusters Score: Raw -42904.568038 + Penalty 1601.675600 = -41302.892438 nChanged 30 SP:Iteration 2F (86.370902 sec): 3 clusters Score: Raw -42941.307278 + Penalty 1601.608804 = -41339.698473 nChanged 9 SP:Iteration 3Q (86.371947 sec): 3 clusters Score: Raw -42962.270021 + Penalty 1601.635963 = -41360.634057 nChanged 3 SP:Iteration 4Q (86.373010 sec): 3 clusters Score: Raw -42965.279346 + Penalty 1601.661008 = -41363.618337 nChanged 4 SP:Iteration 5Q (86.374099 sec): 3 clusters Score: Raw -42966.803960 + Penalty 1601.662697 = -41365.141263 nChanged 1 SP:Iteration 6Q (86.375146 sec): 3 clusters Score: Raw -42967.435561 + Penalty 1601.662697 = -41365.772863 nChanged 0 SP:Iteration 7F (86.376177 sec): 3 clusters Score: Raw -42967.435561 + Penalty 1601.662697 = -41365.772863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 45 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.379965 sec): 2 clusters Score: Raw -55088.266036 + Penalty 698.397111 = -54389.868924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.381344 sec): 3 clusters Score: Raw -54831.326098 + Penalty 1396.668939 = -53434.657159 nChanged 164 SP:Iteration 1F (86.382674 sec): 3 clusters Score: Raw -54954.750971 + Penalty 1396.985411 = -53557.765560 nChanged 52 SP:Iteration 2F (86.383984 sec): 3 clusters Score: Raw -55001.454742 + Penalty 1396.102340 = -53605.352402 nChanged 28 SP:Iteration 3Q (86.385269 sec): 3 clusters Score: Raw -55032.572781 + Penalty 1395.747593 = -53636.825188 nChanged 25 SP:Iteration 4Q (86.386550 sec): 3 clusters Score: Raw -55063.857959 + Penalty 1395.204623 = -53668.653336 nChanged 25 SP:Iteration 5Q (86.387846 sec): 3 clusters Score: Raw -55096.254914 + Penalty 1395.859015 = -53700.395899 nChanged 20 SP:Iteration 6Q (86.389120 sec): 3 clusters Score: Raw -55116.257264 + Penalty 1393.984219 = -53722.273046 nChanged 21 SP:Iteration 7Q (86.390386 sec): 3 clusters Score: Raw -55136.460979 + Penalty 1390.826378 = -53745.634601 nChanged 22 SP:Iteration 8Q (86.391676 sec): 3 clusters Score: Raw -55172.356368 + Penalty 1388.120601 = -53784.235767 nChanged 20 SP:Iteration 9Q (86.392950 sec): 3 clusters Score: Raw -55195.707653 + Penalty 1387.136370 = -53808.571284 nChanged 12 SP:Iteration 10F (86.394249 sec): 3 clusters Score: Raw -55208.499379 + Penalty 1386.461088 = -53822.038291 nChanged 4 SP:Iteration 11Q (86.395517 sec): 3 clusters Score: Raw -55217.754169 + Penalty 1385.506233 = -53832.247936 nChanged 4 SP:Iteration 12Q (86.396811 sec): 3 clusters Score: Raw -55221.177199 + Penalty 1385.801542 = -53835.375658 nChanged 5 SP:Iteration 13Q (86.398074 sec): 3 clusters Score: Raw -55223.848554 + Penalty 1385.000720 = -53838.847834 nChanged 4 SP:Iteration 14Q (86.399370 sec): 3 clusters Score: Raw -55226.788635 + Penalty 1385.080800 = -53841.707835 nChanged 3 SP:Iteration 15Q (86.400666 sec): 3 clusters Score: Raw -55228.243231 + Penalty 1385.566877 = -53842.676354 nChanged 2 SP:Iteration 16Q (86.401964 sec): 3 clusters Score: Raw -55231.327825 + Penalty 1385.403996 = -53845.923829 nChanged 2 SP:Iteration 17Q (86.403261 sec): 3 clusters Score: Raw -55233.084627 + Penalty 1384.051073 = -53849.033554 nChanged 3 SP:Iteration 18Q (86.404507 sec): 3 clusters Score: Raw -55235.048373 + Penalty 1383.752272 = -53851.296101 nChanged 2 SP:Iteration 19Q (86.405767 sec): 3 clusters Score: Raw -55237.094534 + Penalty 1383.993490 = -53853.101044 nChanged 1 SP:Iteration 20F (86.407160 sec): 3 clusters Score: Raw -55237.380892 + Penalty 1383.993490 = -53853.387402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.409225 sec): 2 clusters Score: Raw -6937.475018 + Penalty 620.959121 = -6316.515897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.409599 sec): 3 clusters Score: Raw -7038.160723 + Penalty 1245.906659 = -5792.254064 nChanged 5 SP:Iteration 1F (86.409973 sec): 3 clusters Score: Raw -7055.671779 + Penalty 1245.896259 = -5809.775520 nChanged 1 SP:Iteration 2Q (86.410332 sec): 3 clusters Score: Raw -7058.504422 + Penalty 1245.940779 = -5812.563643 nChanged 1 SP:Iteration 3Q (86.410686 sec): 3 clusters Score: Raw -7065.687721 + Penalty 1245.940779 = -5819.746942 nChanged 0 SP:Iteration 4F (86.411054 sec): 3 clusters Score: Raw -7065.687721 + Penalty 1245.940779 = -5819.746942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.412051 sec): 2 clusters Score: Raw -14695.682245 + Penalty 43.289285 = -14652.392960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.412619 sec): 3 clusters Score: Raw -14586.615566 + Penalty 86.124437 = -14500.491129 nChanged 88 SP:Iteration 1F (86.413178 sec): 3 clusters Score: Raw -14671.684220 + Penalty 85.630322 = -14586.053898 nChanged 20 SP:Iteration 2F (86.413736 sec): 3 clusters Score: Raw -14709.825836 + Penalty 85.131144 = -14624.694692 nChanged 13 SP:Iteration 3F (86.414293 sec): 3 clusters Score: Raw -14728.279799 + Penalty 85.124586 = -14643.155213 nChanged 5 SP:Iteration 4Q (86.414822 sec): 3 clusters Score: Raw -14730.873979 + Penalty 85.124586 = -14645.749393 nChanged 0 SP:Iteration 5F (86.415382 sec): 3 clusters Score: Raw -14730.873979 + Penalty 85.124586 = -14645.749393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.416675 sec): 2 clusters Score: Raw -24565.331161 + Penalty 39.470005 = -24525.861156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.417482 sec): 3 clusters Score: Raw -24401.031052 + Penalty 88.131149 = -24312.899903 nChanged 134 SP:Iteration 1F (86.418272 sec): 3 clusters Score: Raw -24532.276447 + Penalty 98.437087 = -24433.839360 nChanged 31 SP:Iteration 2F (86.419063 sec): 3 clusters Score: Raw -24571.101028 + Penalty 112.928026 = -24458.173002 nChanged 13 SP:Iteration 3Q (86.419833 sec): 3 clusters Score: Raw -24597.647980 + Penalty 118.183155 = -24479.464825 nChanged 9 SP:Iteration 4Q (86.420634 sec): 3 clusters Score: Raw -24609.585883 + Penalty 124.009796 = -24485.576087 nChanged 4 SP:Iteration 5Q (86.421387 sec): 3 clusters Score: Raw -24613.359699 + Penalty 138.371202 = -24474.988497 nChanged 4 SP:Iteration 6F (86.422204 sec): 3 clusters Score: Raw -24616.911458 + Penalty 148.206770 = -24468.704688 nChanged 2 SP:Iteration 7F (86.423003 sec): 3 clusters Score: Raw -24618.828115 + Penalty 154.570535 = -24464.257580 nChanged 1 SP:Iteration 8F (86.423799 sec): 3 clusters Score: Raw -24619.770517 + Penalty 154.570535 = -24465.199982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.425484 sec): 2 clusters Score: Raw -32720.857331 + Penalty 71.801443 = -32649.055887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.426564 sec): 3 clusters Score: Raw -32493.579293 + Penalty 141.155744 = -32352.423549 nChanged 209 SP:Iteration 1F (86.427615 sec): 3 clusters Score: Raw -32639.863436 + Penalty 140.637327 = -32499.226108 nChanged 57 SP:Iteration 2F (86.428661 sec): 3 clusters Score: Raw -32705.154475 + Penalty 152.283440 = -32552.871035 nChanged 50 SP:Iteration 3F (86.429698 sec): 3 clusters Score: Raw -32771.370273 + Penalty 191.212932 = -32580.157341 nChanged 38 SP:Iteration 4F (86.430713 sec): 3 clusters Score: Raw -32833.099358 + Penalty 240.008181 = -32593.091177 nChanged 12 SP:Iteration 5Q (86.431734 sec): 3 clusters Score: Raw -32847.090936 + Penalty 289.859561 = -32557.231375 nChanged 5 SP:Iteration 6F (86.432749 sec): 3 clusters Score: Raw -32855.779915 + Penalty 337.340346 = -32518.439570 nChanged 2 SP:Iteration 7F (86.433756 sec): 3 clusters Score: Raw -32859.744505 + Penalty 337.340346 = -32522.404159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.435478 sec): 2 clusters Score: Raw -37958.270489 + Penalty 45.357233 = -37912.913256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.436600 sec): 3 clusters Score: Raw -37641.589908 + Penalty 90.596466 = -37550.993441 nChanged 230 SP:Iteration 1F (86.437686 sec): 3 clusters Score: Raw -37836.236896 + Penalty 90.502622 = -37745.734274 nChanged 28 SP:Iteration 2F (86.438800 sec): 3 clusters Score: Raw -37851.896579 + Penalty 90.947780 = -37760.948799 nChanged 22 SP:Iteration 3Q (86.439870 sec): 3 clusters Score: Raw -37872.209211 + Penalty 91.173433 = -37781.035778 nChanged 23 SP:Iteration 4Q (86.440946 sec): 3 clusters Score: Raw -37887.637673 + Penalty 91.085537 = -37796.552135 nChanged 18 SP:Iteration 5Q (86.442054 sec): 3 clusters Score: Raw -37902.096694 + Penalty 91.279119 = -37810.817575 nChanged 17 SP:Iteration 6Q (86.443114 sec): 3 clusters Score: Raw -37908.443462 + Penalty 91.329464 = -37817.113998 nChanged 7 SP:Iteration 7Q (86.444164 sec): 3 clusters Score: Raw -37909.685638 + Penalty 91.257583 = -37818.428055 nChanged 3 SP:Iteration 8Q (86.445213 sec): 3 clusters Score: Raw -37910.596613 + Penalty 91.315236 = -37819.281377 nChanged 2 SP:Iteration 9Q (86.446263 sec): 3 clusters Score: Raw -37911.313018 + Penalty 91.457056 = -37819.855962 nChanged 4 SP:Iteration 10F (86.447349 sec): 3 clusters Score: Raw -37912.955831 + Penalty 91.564530 = -37821.391301 nChanged 4 SP:Iteration 11Q (86.448401 sec): 3 clusters Score: Raw -37914.384468 + Penalty 91.271064 = -37823.113404 nChanged 6 SP:Iteration 12Q (86.449448 sec): 3 clusters Score: Raw -37921.197783 + Penalty 91.352322 = -37829.845461 nChanged 7 SP:Iteration 13Q (86.450494 sec): 3 clusters Score: Raw -37926.100055 + Penalty 91.514624 = -37834.585431 nChanged 5 SP:Iteration 14Q (86.451524 sec): 3 clusters Score: Raw -37928.865175 + Penalty 91.703767 = -37837.161408 nChanged 8 SP:Iteration 15Q (86.452565 sec): 3 clusters Score: Raw -37931.759493 + Penalty 91.277942 = -37840.481551 nChanged 5 SP:Iteration 16Q (86.453590 sec): 3 clusters Score: Raw -37933.378387 + Penalty 90.692850 = -37842.685537 nChanged 5 SP:Iteration 17Q (86.454611 sec): 3 clusters Score: Raw -37934.304694 + Penalty 90.498232 = -37843.806462 nChanged 2 SP:Iteration 18Q (86.455622 sec): 3 clusters Score: Raw -37934.645966 + Penalty 90.617775 = -37844.028191 nChanged 3 SP:Iteration 19Q (86.456630 sec): 3 clusters Score: Raw -37937.259855 + Penalty 90.065322 = -37847.194533 nChanged 5 SP:Iteration 20F (86.457736 sec): 3 clusters Score: Raw -37938.807207 + Penalty 90.122696 = -37848.684511 nChanged 6 SP:Iteration 21Q (86.458754 sec): 3 clusters Score: Raw -37940.126937 + Penalty 89.257581 = -37850.869357 nChanged 2 SP:Iteration 22Q (86.459767 sec): 3 clusters Score: Raw -37940.795863 + Penalty 89.294219 = -37851.501644 nChanged 2 SP:Iteration 23Q (86.460776 sec): 3 clusters Score: Raw -37941.057957 + Penalty 89.334322 = -37851.723636 nChanged 3 SP:Iteration 24Q (86.461807 sec): 3 clusters Score: Raw -37941.651477 + Penalty 89.390300 = -37852.261176 nChanged 4 SP:Iteration 25Q (86.462827 sec): 3 clusters Score: Raw -37942.577097 + Penalty 89.524068 = -37853.053028 nChanged 5 SP:Iteration 26Q (86.463831 sec): 3 clusters Score: Raw -37943.637602 + Penalty 89.538714 = -37854.098888 nChanged 2 SP:Iteration 27Q (86.464827 sec): 3 clusters Score: Raw -37943.779250 + Penalty 89.563429 = -37854.215821 nChanged 1 SP:Iteration 28Q (86.465821 sec): 3 clusters Score: Raw -37943.998271 + Penalty 89.634097 = -37854.364173 nChanged 2 SP:Iteration 29Q (86.466827 sec): 3 clusters Score: Raw -37944.191453 + Penalty 89.634097 = -37854.557356 nChanged 0 SP:Iteration 30F (86.467906 sec): 3 clusters Score: Raw -37944.191453 + Penalty 89.634097 = -37854.557356 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 84 (11366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.517733 sec): 2 clusters Score: Raw -899675.990696 + Penalty 198.659880 = -899477.330816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.538693 sec): 3 clusters Score: Raw -892166.136182 + Penalty 410.865125 = -891755.271057 nChanged 5386 SP:Iteration 1F (86.559506 sec): 3 clusters Score: Raw -897777.890142 + Penalty 418.807245 = -897359.082897 nChanged 1284 SP:Iteration 2F (86.580106 sec): 3 clusters Score: Raw -899207.467989 + Penalty 380.456477 = -898827.011511 nChanged 329 SP:Iteration 3Q (86.600982 sec): 3 clusters Score: Raw -899583.838559 + Penalty 359.803001 = -899224.035558 nChanged 79 SP:Iteration 4Q (86.617934 sec): 3 clusters Score: Raw -899723.236453 + Penalty 352.942996 = -899370.293457 nChanged 20 SP:Iteration 5Q (86.634204 sec): 3 clusters Score: Raw -899753.303950 + Penalty 350.117836 = -899403.186115 nChanged 8 SP:Iteration 6Q (86.650280 sec): 3 clusters Score: Raw -899754.897767 + Penalty 350.933260 = -899403.964506 nChanged 5 SP:Iteration 7Q (86.666523 sec): 3 clusters Score: Raw -899755.373389 + Penalty 353.074042 = -899402.299347 nChanged 5 SP:Iteration 8F (86.687152 sec): 3 clusters Score: Raw -899756.063808 + Penalty 356.977271 = -899399.086537 nChanged 8 SP:Iteration 9F (86.707931 sec): 3 clusters Score: Raw -899757.605990 + Penalty 360.487780 = -899397.118210 nChanged 8 SP:Iteration 10F (86.728491 sec): 3 clusters Score: Raw -899758.892741 + Penalty 364.605784 = -899394.286957 nChanged 8 SP:Iteration 11F (86.748945 sec): 3 clusters Score: Raw -899760.244878 + Penalty 367.283776 = -899392.961101 nChanged 8 SP:Iteration 12F (86.769568 sec): 3 clusters Score: Raw -899761.228584 + Penalty 371.229452 = -899389.999132 nChanged 5 SP:Iteration 13F (86.790004 sec): 3 clusters Score: Raw -899761.810635 + Penalty 372.949598 = -899388.861037 nChanged 3 SP:Iteration 14F (86.810773 sec): 3 clusters Score: Raw -899762.040637 + Penalty 375.553083 = -899386.487554 nChanged 4 SP:Iteration 15F (86.831420 sec): 3 clusters Score: Raw -899762.547659 + Penalty 376.640891 = -899385.906768 nChanged 6 SP:Iteration 16F (86.852003 sec): 3 clusters Score: Raw -899763.574032 + Penalty 379.443683 = -899384.130349 nChanged 7 SP:Iteration 17F (86.872437 sec): 3 clusters Score: Raw -899764.594310 + Penalty 382.578161 = -899382.016149 nChanged 4 SP:Iteration 18F (86.893021 sec): 3 clusters Score: Raw -899764.952356 + Penalty 382.556377 = -899382.395979 nChanged 4 SP:Iteration 19Q (86.909143 sec): 3 clusters Score: Raw -899765.397753 + Penalty 384.430248 = -899380.967505 nChanged 3 SP:Iteration 20F (86.930004 sec): 3 clusters Score: Raw -899765.669792 + Penalty 384.977228 = -899380.692564 nChanged 2 SP:Iteration 21F (86.950542 sec): 3 clusters Score: Raw -899765.812524 + Penalty 386.469126 = -899379.343397 nChanged 3 SP:Iteration 22F (86.971130 sec): 3 clusters Score: Raw -899766.185983 + Penalty 385.732706 = -899380.453277 nChanged 1 SP:Iteration 23Q (86.987283 sec): 3 clusters Score: Raw -899766.227552 + Penalty 386.372286 = -899379.855266 nChanged 1 SP:Iteration 24F (87.007842 sec): 3 clusters Score: Raw -899766.227371 + Penalty 386.372286 = -899379.855086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.014959 sec): 2 clusters Score: Raw -16943.451147 + Penalty 220.279155 = -16723.171993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.015548 sec): 3 clusters Score: Raw -16864.189198 + Penalty 440.421573 = -16423.767625 nChanged 64 SP:Iteration 1F (87.016124 sec): 3 clusters Score: Raw -16916.681602 + Penalty 438.431044 = -16478.250557 nChanged 20 SP:Iteration 2F (87.016706 sec): 3 clusters Score: Raw -16929.151150 + Penalty 439.869867 = -16489.281283 nChanged 5 SP:Iteration 3Q (87.017294 sec): 3 clusters Score: Raw -16933.782774 + Penalty 439.141166 = -16494.641608 nChanged 4 SP:Iteration 4Q (87.017865 sec): 3 clusters Score: Raw -16936.163152 + Penalty 439.002151 = -16497.161001 nChanged 1 SP:Iteration 5Q (87.018453 sec): 3 clusters Score: Raw -16938.038006 + Penalty 439.254154 = -16498.783853 nChanged 1 SP:Iteration 6Q (87.019039 sec): 3 clusters Score: Raw -16939.809671 + Penalty 439.270057 = -16500.539614 nChanged 1 SP:Iteration 7Q (87.019622 sec): 3 clusters Score: Raw -16940.167852 + Penalty 439.270057 = -16500.897795 nChanged 0 SP:Iteration 8F (87.020209 sec): 3 clusters Score: Raw -16940.167852 + Penalty 439.270057 = -16500.897795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 182 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.020779 sec): 2 clusters Score: Raw -1843.853427 + Penalty 83.208055 = -1760.645371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.021036 sec): 3 clusters Score: Raw -1872.584052 + Penalty 163.135137 = -1709.448916 nChanged 3 SP:Iteration 1F (87.021295 sec): 3 clusters Score: Raw -1878.241805 + Penalty 163.135137 = -1715.106668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.021911 sec): 2 clusters Score: Raw -4321.542201 + Penalty 58.854809 = -4262.687392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.022228 sec): 3 clusters Score: Raw -4307.825493 + Penalty 126.818311 = -4181.007182 nChanged 12 SP:Iteration 1F (87.022548 sec): 3 clusters Score: Raw -4321.920568 + Penalty 127.084626 = -4194.835942 nChanged 4 SP:Iteration 2F (87.022868 sec): 3 clusters Score: Raw -4324.138175 + Penalty 127.360305 = -4196.777870 nChanged 2 SP:Iteration 3Q (87.023181 sec): 3 clusters Score: Raw -4324.941569 + Penalty 126.972407 = -4197.969162 nChanged 2 SP:Iteration 4Q (87.023492 sec): 3 clusters Score: Raw -4325.850194 + Penalty 124.851136 = -4200.999058 nChanged 1 SP:Iteration 5Q (87.023804 sec): 3 clusters Score: Raw -4326.170012 + Penalty 124.851136 = -4201.318876 nChanged 0 SP:Iteration 6F (87.024122 sec): 3 clusters Score: Raw -4326.170012 + Penalty 124.851136 = -4201.318876 nChanged 0 Time taken for this iteration:86.105644 seconds. 300->33 Clusters: Score -2609619.749782, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 174 (time per iteration =500.412914 ms) Total iterations: 2764 (time per iteration =31.502115 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5876723125.000000 (time per metric unit =14.816394ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146918078125.000000 (time per metric unit=592.655772ps) That took 87.071847 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 9 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.26 and 0.40 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 28826 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 28826 points ------ Starting initial clusters from distinct float masks Not enough masks (233) to generate starting clusters (300), so starting with (234) clusters instead. Assigned 234 initial classes from 233 unique masks. Deleting Class 214 (1 points): Lose 0.708770 but Gain 1668.717868 Iteration 0F (4.077653 sec): 233 clusters Score: Raw -2381245.818498 + Penalty 244539.505506 = -2136706.312993 nChanged 10551 Deleting Class 220 (4 points): Lose 56.148646 but Gain 1637.130144 Iteration 1F (6.998628 sec): 220 clusters Score: Raw -2414366.277596 + Penalty 238369.504452 = -2175996.773144 nChanged 4748 Deleting Class 191 (5 points): Lose 62.665121 but Gain 1593.226519 Iteration 2F (9.863241 sec): 215 clusters Score: Raw -2425175.932791 + Penalty 230489.831225 = -2194686.101566 nChanged 3127 Deleting Class 210 (1 points): Lose 6.238583 but Gain 1528.145244 Iteration 3F (12.652093 sec): 209 clusters Score: Raw -2431202.410612 + Penalty 222526.143261 = -2208676.267351 nChanged 2306 Deleting Class 159 (10 points): Lose 104.595076 but Gain 1619.436335 Iteration 4F (15.409517 sec): 203 clusters Score: Raw -2434242.048527 + Penalty 220473.688720 = -2213768.359807 nChanged 1753 Deleting Class 193 (3 points): Lose 22.016368 but Gain 1503.602399 Iteration 5F (18.117040 sec): 202 clusters Score: Raw -2436272.489811 + Penalty 218644.155320 = -2217628.334491 nChanged 1397 Deleting Class 157 (6 points): Lose 63.442473 but Gain 1542.833173 Iteration 6Q (18.479261 sec): 201 clusters Score: Raw -2437714.199482 + Penalty 215723.070093 = -2221991.129390 nChanged 1135 Deleting Class 185 (6 points): Lose 45.637387 but Gain 1524.948597 Iteration 7Q (18.790345 sec): 199 clusters Score: Raw -2438940.374357 + Penalty 213631.285731 = -2225309.088627 nChanged 886 Deleting Class 63 (6 points): Lose 61.376679 but Gain 1533.173404 Iteration 8Q (19.068929 sec): 198 clusters Score: Raw -2439832.413271 + Penalty 212232.506848 = -2227599.906423 nChanged 692 Deleting Class 201 (4 points): Lose 42.336345 but Gain 1502.229126 Iteration 9Q (19.319769 sec): 197 clusters Score: Raw -2440344.534357 + Penalty 210659.199066 = -2229685.335291 nChanged 569 Deleting Class 144 (1 points): Lose 6.665921 but Gain 1461.409913 Iteration 10F (21.912726 sec): 196 clusters Score: Raw -2440763.604969 + Penalty 208323.102542 = -2232440.502427 nChanged 454 Deleting Class 226 (1 points): Lose 2.706881 but Gain 1449.149656 Iteration 11Q (22.134717 sec): 194 clusters Score: Raw -2441131.434282 + Penalty 206824.627545 = -2234306.806737 nChanged 393 Deleting Class 67 (5 points): Lose 38.809996 but Gain 1475.943094 Iteration 12Q (22.352498 sec): 193 clusters Score: Raw -2441366.319052 + Penalty 204199.763828 = -2237166.555223 nChanged 350 Deleting Class 116 (7 points): Lose 91.370841 but Gain 1522.508607 Iteration 13Q (22.561401 sec): 191 clusters Score: Raw -2441560.765071 + Penalty 202690.990149 = -2238869.774923 nChanged 315 Deleting Class 175 (6 points): Lose 79.389172 but Gain 1504.917065 Iteration 14Q (22.762677 sec): 190 clusters Score: Raw -2441702.228968 + Penalty 201214.259686 = -2240487.969282 nChanged 292 Deleting Class 177 (4 points): Lose 27.333454 but Gain 1448.278499 Iteration 15Q (22.961733 sec): 189 clusters Score: Raw -2441862.269708 + Penalty 199786.655958 = -2242075.613751 nChanged 244 Deleting Class 179 (6 points): Lose 66.683368 but Gain 1483.079454 Iteration 16Q (23.155083 sec): 188 clusters Score: Raw -2441957.871254 + Penalty 198424.560437 = -2243533.310817 nChanged 235 Deleting Class 152 (6 points): Lose 46.830740 but Gain 1459.109431 Iteration 17Q (23.351373 sec): 187 clusters Score: Raw -2442086.298730 + Penalty 196990.502402 = -2245095.796328 nChanged 204 Deleting Class 149 (1 points): Lose 4.105817 but Gain 1405.059804 Iteration 18Q (23.538973 sec): 186 clusters Score: Raw -2442182.469547 + Penalty 195602.932386 = -2246579.537162 nChanged 211 Deleting Class 172 (9 points): Lose 112.789229 but Gain 1489.507681 Iteration 19Q (23.726886 sec): 185 clusters Score: Raw -2442154.074951 + Penalty 194127.577888 = -2248026.497063 nChanged 198 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 -2442154.074951 + Penalty 194127.577888 = -2248026.497063Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.837774 sec): 2 clusters Score: Raw -96493.143230 + Penalty 240.338306 = -96252.804924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.839974 sec): 3 clusters Score: Raw -95878.307644 + Penalty 479.935595 = -95398.372049 nChanged 457 SP:Iteration 1F (23.842172 sec): 3 clusters Score: Raw -96104.415276 + Penalty 479.166448 = -95625.248827 nChanged 78 SP:Iteration 2F (23.844351 sec): 3 clusters Score: Raw -96148.864439 + Penalty 476.535967 = -95672.328472 nChanged 64 SP:Iteration 3F (23.846452 sec): 3 clusters Score: Raw -96193.647557 + Penalty 472.518616 = -95721.128941 nChanged 74 SP:Iteration 4F (23.848552 sec): 3 clusters Score: Raw -96245.319227 + Penalty 466.170905 = -95779.148322 nChanged 73 SP:Iteration 5F (23.850614 sec): 3 clusters Score: Raw -96298.863441 + Penalty 459.365064 = -95839.498377 nChanged 51 SP:Iteration 6Q (23.852652 sec): 3 clusters Score: Raw -96326.629113 + Penalty 455.944021 = -95870.685092 nChanged 35 SP:Iteration 7Q (23.854638 sec): 3 clusters Score: Raw -96350.006483 + Penalty 455.402691 = -95894.603791 nChanged 36 SP:Iteration 8Q (23.856595 sec): 3 clusters Score: Raw -96373.388620 + Penalty 454.990924 = -95918.397696 nChanged 34 SP:Iteration 9Q (23.858553 sec): 3 clusters Score: Raw -96395.873953 + Penalty 455.661778 = -95940.212175 nChanged 35 SP:Iteration 10F (23.860598 sec): 3 clusters Score: Raw -96412.692949 + Penalty 454.237440 = -95958.455508 nChanged 28 SP:Iteration 11Q (23.862526 sec): 3 clusters Score: Raw -96429.297192 + Penalty 454.036927 = -95975.260265 nChanged 16 SP:Iteration 12Q (23.864426 sec): 3 clusters Score: Raw -96436.252109 + Penalty 454.375351 = -95981.876758 nChanged 15 SP:Iteration 13Q (23.866289 sec): 3 clusters Score: Raw -96441.032646 + Penalty 455.203273 = -95985.829373 nChanged 12 SP:Iteration 14Q (23.868170 sec): 3 clusters Score: Raw -96446.658182 + Penalty 455.391233 = -95991.266949 nChanged 19 SP:Iteration 15Q (23.870036 sec): 3 clusters Score: Raw -96458.377420 + Penalty 455.547800 = -96002.829619 nChanged 11 SP:Iteration 16Q (23.871860 sec): 3 clusters Score: Raw -96462.496852 + Penalty 456.508973 = -96005.987879 nChanged 8 SP:Iteration 17Q (23.873704 sec): 3 clusters Score: Raw -96466.092974 + Penalty 457.762812 = -96008.330162 nChanged 7 SP:Iteration 18Q (23.875607 sec): 3 clusters Score: Raw -96468.592486 + Penalty 458.280683 = -96010.311804 nChanged 6 SP:Iteration 19Q (23.877460 sec): 3 clusters Score: Raw -96470.452022 + Penalty 458.507418 = -96011.944604 nChanged 4 SP:Iteration 20F (23.879492 sec): 3 clusters Score: Raw -96471.878150 + Penalty 459.100789 = -96012.777361 nChanged 3 SP:Iteration 21Q (23.881295 sec): 3 clusters Score: Raw -96472.671554 + Penalty 459.249589 = -96013.421965 nChanged 2 SP:Iteration 22Q (23.883152 sec): 3 clusters Score: Raw -96473.025641 + Penalty 459.412319 = -96013.613322 nChanged 2 SP:Iteration 23Q (23.885015 sec): 3 clusters Score: Raw -96473.687078 + Penalty 459.481248 = -96014.205830 nChanged 1 SP:Iteration 24Q (23.886833 sec): 3 clusters Score: Raw -96474.117941 + Penalty 459.643921 = -96014.474020 nChanged 2 SP:Iteration 25Q (23.888684 sec): 3 clusters Score: Raw -96474.464552 + Penalty 459.385162 = -96015.079390 nChanged 2 SP:Iteration 26Q (23.890634 sec): 3 clusters Score: Raw -96474.730283 + Penalty 459.283767 = -96015.446515 nChanged 1 SP:Iteration 27Q (23.892598 sec): 3 clusters Score: Raw -96474.894551 + Penalty 459.283767 = -96015.610784 nChanged 0 SP:Iteration 28F (23.894701 sec): 3 clusters Score: Raw -96474.894551 + Penalty 459.283767 = -96015.610784 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.896927 sec): 2 clusters Score: Raw -55836.113077 + Penalty 57.597627 = -55778.515451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.898373 sec): 3 clusters Score: Raw -55453.148562 + Penalty 122.955348 = -55330.193213 nChanged 282 SP:Iteration 1F (23.899796 sec): 3 clusters Score: Raw -55740.830953 + Penalty 130.674588 = -55610.156365 nChanged 44 SP:Iteration 2F (23.901220 sec): 3 clusters Score: Raw -55777.457302 + Penalty 129.095979 = -55648.361323 nChanged 28 SP:Iteration 3Q (23.902604 sec): 3 clusters Score: Raw -55793.227396 + Penalty 130.795748 = -55662.431648 nChanged 9 SP:Iteration 4Q (23.903958 sec): 3 clusters Score: Raw -55797.411532 + Penalty 133.190037 = -55664.221495 nChanged 11 SP:Iteration 5Q (23.905293 sec): 3 clusters Score: Raw -55803.489962 + Penalty 134.116124 = -55669.373838 nChanged 14 SP:Iteration 6Q (23.906618 sec): 3 clusters Score: Raw -55810.880579 + Penalty 137.808501 = -55673.072078 nChanged 13 SP:Iteration 7Q (23.907925 sec): 3 clusters Score: Raw -55816.244437 + Penalty 141.750800 = -55674.493636 nChanged 12 SP:Iteration 8Q (23.909247 sec): 3 clusters Score: Raw -55822.449791 + Penalty 144.389874 = -55678.059917 nChanged 14 SP:Iteration 9Q (23.910530 sec): 3 clusters Score: Raw -55829.847044 + Penalty 150.470787 = -55679.376257 nChanged 12 SP:Iteration 10F (23.911979 sec): 3 clusters Score: Raw -55838.325524 + Penalty 137.642156 = -55700.683368 nChanged 13 SP:Iteration 11Q (23.913289 sec): 3 clusters Score: Raw -55849.375726 + Penalty 139.674905 = -55709.700820 nChanged 7 SP:Iteration 12Q (23.914566 sec): 3 clusters Score: Raw -55853.096533 + Penalty 146.144596 = -55706.951937 nChanged 7 SP:Iteration 13F (23.915967 sec): 3 clusters Score: Raw -55856.793972 + Penalty 146.414121 = -55710.379851 nChanged 5 SP:Iteration 14Q (23.917153 sec): 3 clusters Score: Raw -55859.337375 + Penalty 153.132249 = -55706.205126 nChanged 3 SP:Iteration 15F (23.918505 sec): 3 clusters Score: Raw -55862.624213 + Penalty 157.791339 = -55704.832874 nChanged 3 SP:Iteration 16F (23.919849 sec): 3 clusters Score: Raw -55865.214292 + Penalty 157.240099 = -55707.974193 nChanged 1 SP:Iteration 17Q (23.920962 sec): 3 clusters Score: Raw -55865.458589 + Penalty 156.573474 = -55708.885116 nChanged 1 SP:Iteration 18Q (23.922095 sec): 3 clusters Score: Raw -55866.403970 + Penalty 156.573474 = -55709.830497 nChanged 0 SP:Iteration 19F (23.923439 sec): 3 clusters Score: Raw -55866.403970 + Penalty 156.573474 = -55709.830497 nChanged 0 Memory request: 0.05 GB would take us to total of 0.31 GB. Trying to split cluster 3 (9916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.966939 sec): 2 clusters Score: Raw -837126.118339 + Penalty 252.116740 = -836874.001599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.985805 sec): 3 clusters Score: Raw -830480.728286 + Penalty 638.046878 = -829842.681408 nChanged 4707 SP:Iteration 1F (24.003878 sec): 3 clusters Score: Raw -834545.804166 + Penalty 803.848803 = -833741.955363 nChanged 1444 SP:Iteration 2F (24.021856 sec): 3 clusters Score: Raw -836092.149668 + Penalty 947.471276 = -835144.678392 nChanged 686 SP:Iteration 3F (24.039909 sec): 3 clusters Score: Raw -836863.652126 + Penalty 1102.043716 = -835761.608410 nChanged 213 SP:Iteration 4Q (24.056048 sec): 3 clusters Score: Raw -837092.917625 + Penalty 1160.470642 = -835932.446982 nChanged 36 SP:Iteration 5Q (24.070772 sec): 3 clusters Score: Raw -837141.544295 + Penalty 1166.127045 = -835975.417250 nChanged 8 SP:Iteration 6Q (24.084937 sec): 3 clusters Score: Raw -837156.815622 + Penalty 1166.127045 = -835990.688577 nChanged 0 SP:Iteration 7F (24.102737 sec): 3 clusters Score: Raw -837156.815622 + Penalty 1166.127045 = -835990.688577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 4 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.109419 sec): 2 clusters Score: Raw -42944.984347 + Penalty 366.572161 = -42578.412187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.110469 sec): 3 clusters Score: Raw -42732.438330 + Penalty 738.975091 = -41993.463239 nChanged 154 SP:Iteration 1F (24.111542 sec): 3 clusters Score: Raw -42862.355432 + Penalty 741.219853 = -42121.135578 nChanged 42 SP:Iteration 2F (24.112570 sec): 3 clusters Score: Raw -42893.116295 + Penalty 745.133190 = -42147.983105 nChanged 22 SP:Iteration 3Q (24.113582 sec): 3 clusters Score: Raw -42911.744589 + Penalty 748.691868 = -42163.052721 nChanged 22 SP:Iteration 4Q (24.114591 sec): 3 clusters Score: Raw -42930.721587 + Penalty 756.208385 = -42174.513202 nChanged 19 SP:Iteration 5Q (24.115592 sec): 3 clusters Score: Raw -42945.073951 + Penalty 762.439700 = -42182.634251 nChanged 11 SP:Iteration 6Q (24.116593 sec): 3 clusters Score: Raw -42954.803773 + Penalty 771.420274 = -42183.383498 nChanged 10 SP:Iteration 7Q (24.117585 sec): 3 clusters Score: Raw -42963.158207 + Penalty 785.303396 = -42177.854811 nChanged 13 SP:Iteration 8F (24.118624 sec): 3 clusters Score: Raw -42971.602903 + Penalty 801.944659 = -42169.658245 nChanged 13 SP:Iteration 9F (24.119646 sec): 3 clusters Score: Raw -42980.908433 + Penalty 817.958556 = -42162.949877 nChanged 11 SP:Iteration 10F (24.120684 sec): 3 clusters Score: Raw -42988.941291 + Penalty 827.474991 = -42161.466299 nChanged 6 SP:Iteration 11F (24.121708 sec): 3 clusters Score: Raw -42993.405963 + Penalty 839.101346 = -42154.304617 nChanged 7 SP:Iteration 12F (24.122727 sec): 3 clusters Score: Raw -43005.066737 + Penalty 852.411703 = -42152.655035 nChanged 7 SP:Iteration 13F (24.123745 sec): 3 clusters Score: Raw -43020.249679 + Penalty 863.371424 = -42156.878255 nChanged 6 SP:Iteration 14Q (24.124775 sec): 3 clusters Score: Raw -43033.814627 + Penalty 872.148002 = -42161.666625 nChanged 4 SP:Iteration 15Q (24.125777 sec): 3 clusters Score: Raw -43041.527509 + Penalty 871.332013 = -42170.195496 nChanged 1 SP:Iteration 16Q (24.126721 sec): 3 clusters Score: Raw -43042.698795 + Penalty 870.436208 = -42172.262587 nChanged 1 SP:Iteration 17Q (24.127658 sec): 3 clusters Score: Raw -43044.269041 + Penalty 870.436208 = -42173.832834 nChanged 0 SP:Iteration 18F (24.128702 sec): 3 clusters Score: Raw -43044.269041 + Penalty 870.436208 = -42173.832834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.130351 sec): 2 clusters Score: Raw -24781.610164 + Penalty 828.032654 = -23953.577510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.131031 sec): 3 clusters Score: Raw -24770.052087 + Penalty 1658.009787 = -23112.042300 nChanged 36 SP:Iteration 1F (24.131753 sec): 3 clusters Score: Raw -24847.249231 + Penalty 1659.860325 = -23187.388906 nChanged 12 SP:Iteration 2Q (24.132441 sec): 3 clusters Score: Raw -24872.196198 + Penalty 1661.155824 = -23211.040374 nChanged 7 SP:Iteration 3Q (24.133110 sec): 3 clusters Score: Raw -24888.752106 + Penalty 1663.524164 = -23225.227942 nChanged 8 SP:Iteration 4Q (24.133778 sec): 3 clusters Score: Raw -24901.945874 + Penalty 1664.685364 = -23237.260510 nChanged 4 SP:Iteration 5Q (24.134451 sec): 3 clusters Score: Raw -24912.152753 + Penalty 1665.752890 = -23246.399863 nChanged 2 SP:Iteration 6Q (24.135119 sec): 3 clusters Score: Raw -24916.577007 + Penalty 1666.461311 = -23250.115696 nChanged 3 SP:Iteration 7Q (24.135779 sec): 3 clusters Score: Raw -24925.890688 + Penalty 1666.282651 = -23259.608037 nChanged 2 SP:Iteration 8Q (24.136438 sec): 3 clusters Score: Raw -24932.294637 + Penalty 1666.282651 = -23266.011987 nChanged 0 SP:Iteration 9F (24.137126 sec): 3 clusters Score: Raw -24932.294637 + Penalty 1666.282651 = -23266.011987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (2107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.147428 sec): 2 clusters Score: Raw -185328.269690 + Penalty 410.374626 = -184917.895065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.151486 sec): 3 clusters Score: Raw -184129.524950 + Penalty 827.956632 = -183301.568319 nChanged 895 SP:Iteration 1F (24.155364 sec): 3 clusters Score: Raw -184853.122297 + Penalty 835.815649 = -184017.306648 nChanged 197 SP:Iteration 2F (24.159269 sec): 3 clusters Score: Raw -185001.630251 + Penalty 845.965187 = -184155.665064 nChanged 147 SP:Iteration 3F (24.163456 sec): 3 clusters Score: Raw -185126.933368 + Penalty 854.389608 = -184272.543759 nChanged 112 SP:Iteration 4F (24.167515 sec): 3 clusters Score: Raw -185227.519403 + Penalty 861.830632 = -184365.688771 nChanged 89 SP:Iteration 5Q (24.171676 sec): 3 clusters Score: Raw -185296.057759 + Penalty 858.409721 = -184437.648038 nChanged 52 SP:Iteration 6Q (24.175582 sec): 3 clusters Score: Raw -185332.339053 + Penalty 856.936649 = -184475.402404 nChanged 34 SP:Iteration 7Q (24.179445 sec): 3 clusters Score: Raw -185367.698832 + Penalty 855.916143 = -184511.782688 nChanged 30 SP:Iteration 8Q (24.183272 sec): 3 clusters Score: Raw -185395.612827 + Penalty 853.723208 = -184541.889619 nChanged 29 SP:Iteration 9Q (24.186953 sec): 3 clusters Score: Raw -185413.879381 + Penalty 853.129502 = -184560.749879 nChanged 20 SP:Iteration 10F (24.190817 sec): 3 clusters Score: Raw -185425.453633 + Penalty 854.075204 = -184571.378429 nChanged 13 SP:Iteration 11Q (24.194360 sec): 3 clusters Score: Raw -185431.534049 + Penalty 856.549932 = -184574.984116 nChanged 9 SP:Iteration 12Q (24.197912 sec): 3 clusters Score: Raw -185438.529686 + Penalty 861.796788 = -184576.732898 nChanged 14 SP:Iteration 13Q (24.201466 sec): 3 clusters Score: Raw -185455.171395 + Penalty 866.372927 = -184588.798469 nChanged 12 SP:Iteration 14Q (24.204948 sec): 3 clusters Score: Raw -185468.572916 + Penalty 869.527968 = -184599.044948 nChanged 13 SP:Iteration 15Q (24.208478 sec): 3 clusters Score: Raw -185478.501950 + Penalty 872.023909 = -184606.478041 nChanged 8 SP:Iteration 16Q (24.211991 sec): 3 clusters Score: Raw -185482.088339 + Penalty 872.981468 = -184609.106870 nChanged 6 SP:Iteration 17Q (24.215470 sec): 3 clusters Score: Raw -185483.869946 + Penalty 872.227259 = -184611.642687 nChanged 2 SP:Iteration 18Q (24.218951 sec): 3 clusters Score: Raw -185483.997143 + Penalty 872.227259 = -184611.769884 nChanged 0 SP:Iteration 19F (24.222818 sec): 3 clusters Score: Raw -185483.997143 + Penalty 872.227259 = -184611.769884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.225152 sec): 2 clusters Score: Raw -4127.532758 + Penalty 424.412295 = -3703.120463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.225511 sec): 3 clusters Score: Raw -4198.303028 + Penalty 859.190071 = -3339.112957 nChanged 1 SP:Iteration 1Q (24.225801 sec): 3 clusters Score: Raw -4204.889736 + Penalty 859.190071 = -3345.699665 nChanged 0 SP:Iteration 2F (24.226099 sec): 3 clusters Score: Raw -4204.889736 + Penalty 859.190071 = -3345.699665 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 8 (2874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.240334 sec): 2 clusters Score: Raw -262464.720134 + Penalty 507.787021 = -261956.933113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.245788 sec): 3 clusters Score: Raw -260727.430693 + Penalty 1008.325808 = -259719.104885 nChanged 1217 SP:Iteration 1F (24.251128 sec): 3 clusters Score: Raw -261421.226643 + Penalty 1004.149861 = -260417.076781 nChanged 349 SP:Iteration 2F (24.256434 sec): 3 clusters Score: Raw -261666.854941 + Penalty 998.599489 = -260668.255452 nChanged 252 SP:Iteration 3F (24.261632 sec): 3 clusters Score: Raw -261885.946957 + Penalty 991.918513 = -260894.028443 nChanged 171 SP:Iteration 4F (24.267050 sec): 3 clusters Score: Raw -261997.216518 + Penalty 986.637149 = -261010.579369 nChanged 109 SP:Iteration 5Q (24.272411 sec): 3 clusters Score: Raw -262049.029331 + Penalty 981.132070 = -261067.897261 nChanged 83 SP:Iteration 6Q (24.277622 sec): 3 clusters Score: Raw -262079.546183 + Penalty 976.045483 = -261103.500699 nChanged 62 SP:Iteration 7Q (24.282809 sec): 3 clusters Score: Raw -262099.964398 + Penalty 971.994504 = -261127.969894 nChanged 52 SP:Iteration 8Q (24.287802 sec): 3 clusters Score: Raw -262117.870157 + Penalty 968.789415 = -261149.080741 nChanged 49 SP:Iteration 9Q (24.292900 sec): 3 clusters Score: Raw -262133.992510 + Penalty 964.425933 = -261169.566577 nChanged 52 SP:Iteration 10F (24.298119 sec): 3 clusters Score: Raw -262150.048219 + Penalty 961.521360 = -261188.526859 nChanged 50 SP:Iteration 11Q (24.303073 sec): 3 clusters Score: Raw -262168.824263 + Penalty 959.689334 = -261209.134929 nChanged 49 SP:Iteration 12Q (24.308128 sec): 3 clusters Score: Raw -262187.514806 + Penalty 958.912305 = -261228.602501 nChanged 50 SP:Iteration 13Q (24.313077 sec): 3 clusters Score: Raw -262204.080670 + Penalty 958.858790 = -261245.221880 nChanged 37 SP:Iteration 14Q (24.318082 sec): 3 clusters Score: Raw -262211.844206 + Penalty 959.551403 = -261252.292803 nChanged 20 SP:Iteration 15Q (24.322922 sec): 3 clusters Score: Raw -262215.860741 + Penalty 960.495832 = -261255.364909 nChanged 16 SP:Iteration 16Q (24.327897 sec): 3 clusters Score: Raw -262219.247266 + Penalty 961.476728 = -261257.770538 nChanged 25 SP:Iteration 17Q (24.332951 sec): 3 clusters Score: Raw -262225.646976 + Penalty 962.991753 = -261262.655223 nChanged 33 SP:Iteration 18Q (24.337883 sec): 3 clusters Score: Raw -262235.374977 + Penalty 964.258626 = -261271.116351 nChanged 32 SP:Iteration 19Q (24.342857 sec): 3 clusters Score: Raw -262243.017429 + Penalty 965.800687 = -261277.216742 nChanged 27 SP:Iteration 20F (24.348137 sec): 3 clusters Score: Raw -262248.998171 + Penalty 967.153519 = -261281.844652 nChanged 25 SP:Iteration 21Q (24.353061 sec): 3 clusters Score: Raw -262253.722690 + Penalty 968.570990 = -261285.151701 nChanged 17 SP:Iteration 22Q (24.357972 sec): 3 clusters Score: Raw -262256.530663 + Penalty 970.708701 = -261285.821962 nChanged 17 SP:Iteration 23Q (24.363314 sec): 3 clusters Score: Raw -262259.418462 + Penalty 972.128184 = -261287.290278 nChanged 15 SP:Iteration 24Q (24.368312 sec): 3 clusters Score: Raw -262261.320891 + Penalty 973.535207 = -261287.785684 nChanged 13 SP:Iteration 25Q (24.373367 sec): 3 clusters Score: Raw -262263.418965 + Penalty 974.411643 = -261289.007322 nChanged 10 SP:Iteration 26Q (24.378548 sec): 3 clusters Score: Raw -262264.485980 + Penalty 975.642677 = -261288.843303 nChanged 10 SP:Iteration 27F (24.383902 sec): 3 clusters Score: Raw -262265.359792 + Penalty 976.563705 = -261288.796086 nChanged 7 SP:Iteration 28F (24.389201 sec): 3 clusters Score: Raw -262265.784218 + Penalty 977.048115 = -261288.736103 nChanged 4 SP:Iteration 29F (24.394399 sec): 3 clusters Score: Raw -262266.043879 + Penalty 977.501587 = -261288.542292 nChanged 3 SP:Iteration 30F (24.399668 sec): 3 clusters Score: Raw -262266.200476 + Penalty 977.980381 = -261288.220095 nChanged 3 SP:Iteration 31F (24.404875 sec): 3 clusters Score: Raw -262266.417129 + Penalty 978.322100 = -261288.095029 nChanged 3 SP:Iteration 32F (24.410061 sec): 3 clusters Score: Raw -262266.791196 + Penalty 978.901324 = -261287.889872 nChanged 5 SP:Iteration 33F (24.415243 sec): 3 clusters Score: Raw -262267.092234 + Penalty 979.199503 = -261287.892731 nChanged 3 SP:Iteration 34Q (24.420203 sec): 3 clusters Score: Raw -262267.196746 + Penalty 979.420972 = -261287.775775 nChanged 2 SP:Iteration 35F (24.425383 sec): 3 clusters Score: Raw -262267.291205 + Penalty 979.650958 = -261287.640247 nChanged 3 SP:Iteration 36F (24.430619 sec): 3 clusters Score: Raw -262267.415813 + Penalty 979.650958 = -261287.764855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 9 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.437949 sec): 2 clusters Score: Raw -31845.475465 + Penalty 69.229392 = -31776.246073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.438853 sec): 3 clusters Score: Raw -31627.545736 + Penalty 139.910040 = -31487.635696 nChanged 158 SP:Iteration 1F (24.439708 sec): 3 clusters Score: Raw -31793.134481 + Penalty 161.488803 = -31631.645678 nChanged 57 SP:Iteration 2F (24.440553 sec): 3 clusters Score: Raw -31871.204400 + Penalty 186.933034 = -31684.271366 nChanged 22 SP:Iteration 3F (24.441397 sec): 3 clusters Score: Raw -31899.506274 + Penalty 196.994914 = -31702.511360 nChanged 11 SP:Iteration 4Q (24.442185 sec): 3 clusters Score: Raw -31906.149458 + Penalty 199.571852 = -31706.577606 nChanged 3 SP:Iteration 5Q (24.442931 sec): 3 clusters Score: Raw -31906.968915 + Penalty 197.421860 = -31709.547055 nChanged 1 SP:Iteration 6Q (24.443698 sec): 3 clusters Score: Raw -31907.379313 + Penalty 184.564667 = -31722.814646 nChanged 3 SP:Iteration 7Q (24.444460 sec): 3 clusters Score: Raw -31908.729709 + Penalty 184.882115 = -31723.847594 nChanged 1 SP:Iteration 8Q (24.445227 sec): 3 clusters Score: Raw -31909.173113 + Penalty 184.882115 = -31724.290998 nChanged 0 SP:Iteration 9F (24.446106 sec): 3 clusters Score: Raw -31909.173113 + Penalty 184.882115 = -31724.290998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 10 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.447264 sec): 2 clusters Score: Raw -21472.660269 + Penalty 423.454256 = -21049.206013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.447900 sec): 3 clusters Score: Raw -21379.074231 + Penalty 847.495099 = -20531.579132 nChanged 51 SP:Iteration 1F (24.448551 sec): 3 clusters Score: Raw -21437.193152 + Penalty 846.189644 = -20591.003508 nChanged 24 SP:Iteration 2F (24.449186 sec): 3 clusters Score: Raw -21473.847636 + Penalty 842.669622 = -20631.178013 nChanged 19 SP:Iteration 3F (24.449816 sec): 3 clusters Score: Raw -21500.076529 + Penalty 839.550314 = -20660.526214 nChanged 11 SP:Iteration 4Q (24.450437 sec): 3 clusters Score: Raw -21518.270953 + Penalty 832.982533 = -20685.288419 nChanged 14 SP:Iteration 5F (24.451065 sec): 3 clusters Score: Raw -21537.818604 + Penalty 814.039117 = -20723.779487 nChanged 14 SP:Iteration 6F (24.451708 sec): 3 clusters Score: Raw -21566.078358 + Penalty 806.487076 = -20759.591282 nChanged 7 SP:Iteration 7Q (24.452321 sec): 3 clusters Score: Raw -21576.101959 + Penalty 805.420440 = -20770.681519 nChanged 6 SP:Iteration 8Q (24.452915 sec): 3 clusters Score: Raw -21582.212786 + Penalty 804.781256 = -20777.431530 nChanged 2 SP:Iteration 9Q (24.453521 sec): 3 clusters Score: Raw -21585.065466 + Penalty 804.781256 = -20780.284211 nChanged 0 SP:Iteration 10F (24.454140 sec): 3 clusters Score: Raw -21585.065466 + Penalty 804.781256 = -20780.284211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.456400 sec): 2 clusters Score: Raw -36193.878472 + Penalty 669.101049 = -35524.777423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.457340 sec): 3 clusters Score: Raw -36092.110536 + Penalty 1333.706296 = -34758.404240 nChanged 88 SP:Iteration 1F (24.458250 sec): 3 clusters Score: Raw -36205.482454 + Penalty 1330.339804 = -34875.142650 nChanged 42 SP:Iteration 2F (24.459153 sec): 3 clusters Score: Raw -36291.472402 + Penalty 1329.252158 = -34962.220244 nChanged 24 SP:Iteration 3F (24.460050 sec): 3 clusters Score: Raw -36333.116304 + Penalty 1328.399827 = -35004.716477 nChanged 11 SP:Iteration 4Q (24.460924 sec): 3 clusters Score: Raw -36346.682709 + Penalty 1327.130177 = -35019.552531 nChanged 9 SP:Iteration 5Q (24.461815 sec): 3 clusters Score: Raw -36358.867516 + Penalty 1329.479078 = -35029.388438 nChanged 6 SP:Iteration 6Q (24.462690 sec): 3 clusters Score: Raw -36375.843926 + Penalty 1334.205653 = -35041.638273 nChanged 5 SP:Iteration 7Q (24.463558 sec): 3 clusters Score: Raw -36387.693536 + Penalty 1336.510982 = -35051.182554 nChanged 3 SP:Iteration 8Q (24.464423 sec): 3 clusters Score: Raw -36390.771747 + Penalty 1338.160706 = -35052.611040 nChanged 2 SP:Iteration 9Q (24.465286 sec): 3 clusters Score: Raw -36392.424918 + Penalty 1338.160706 = -35054.264211 nChanged 0 SP:Iteration 10F (24.466200 sec): 3 clusters Score: Raw -36392.424918 + Penalty 1338.160706 = -35054.264211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.467440 sec): 2 clusters Score: Raw -13776.999389 + Penalty 813.869553 = -12963.129836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.467939 sec): 3 clusters Score: Raw -13851.489715 + Penalty 1627.812866 = -12223.676849 nChanged 7 SP:Iteration 1Q (24.468438 sec): 3 clusters Score: Raw -13871.274764 + Penalty 1627.778669 = -12243.496095 nChanged 3 SP:Iteration 2Q (24.468917 sec): 3 clusters Score: Raw -13879.046765 + Penalty 1627.805584 = -12251.241181 nChanged 2 SP:Iteration 3Q (24.469388 sec): 3 clusters Score: Raw -13891.884480 + Penalty 1627.918423 = -12263.966058 nChanged 2 SP:Iteration 4Q (24.469854 sec): 3 clusters Score: Raw -13897.443790 + Penalty 1627.918423 = -12269.525368 nChanged 0 SP:Iteration 5F (24.470352 sec): 3 clusters Score: Raw -13897.443790 + Penalty 1627.918423 = -12269.525368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.471627 sec): 2 clusters Score: Raw -1792.533290 + Penalty 361.154800 = -1431.378490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.471872 sec): 3 clusters Score: Raw -1793.826352 + Penalty 719.215472 = -1074.610881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.473153 sec): 2 clusters Score: Raw -16478.370041 + Penalty 776.460741 = -15701.909300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.473706 sec): 3 clusters Score: Raw -16513.478029 + Penalty 1557.647538 = -14955.830491 nChanged 18 SP:Iteration 1F (24.474250 sec): 3 clusters Score: Raw -16563.464315 + Penalty 1558.066434 = -15005.397882 nChanged 7 SP:Iteration 2Q (24.474775 sec): 3 clusters Score: Raw -16580.980735 + Penalty 1558.133314 = -15022.847421 nChanged 1 SP:Iteration 3Q (24.475296 sec): 3 clusters Score: Raw -16584.920051 + Penalty 1558.381772 = -15026.538279 nChanged 1 SP:Iteration 4Q (24.475840 sec): 3 clusters Score: Raw -16588.027553 + Penalty 1558.334834 = -15029.692719 nChanged 1 SP:Iteration 5Q (24.476356 sec): 3 clusters Score: Raw -16599.692662 + Penalty 1558.714709 = -15040.977953 nChanged 1 SP:Iteration 6Q (24.476886 sec): 3 clusters Score: Raw -16606.603900 + Penalty 1558.714709 = -15047.889191 nChanged 0 SP:Iteration 7F (24.477436 sec): 3 clusters Score: Raw -16606.603900 + Penalty 1558.714709 = -15047.889191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 15 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.481836 sec): 2 clusters Score: Raw -70960.089631 + Penalty 461.931565 = -70498.158065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.483497 sec): 3 clusters Score: Raw -70568.126323 + Penalty 915.574002 = -69652.552321 nChanged 295 SP:Iteration 1F (24.485133 sec): 3 clusters Score: Raw -70792.065293 + Penalty 923.039270 = -69869.026023 nChanged 93 SP:Iteration 2F (24.486759 sec): 3 clusters Score: Raw -70901.973049 + Penalty 926.146802 = -69975.826247 nChanged 61 SP:Iteration 3F (24.488355 sec): 3 clusters Score: Raw -70992.457857 + Penalty 929.911991 = -70062.545866 nChanged 47 SP:Iteration 4F (24.489969 sec): 3 clusters Score: Raw -71052.702986 + Penalty 938.399142 = -70114.303843 nChanged 38 SP:Iteration 5Q (24.491592 sec): 3 clusters Score: Raw -71090.885201 + Penalty 941.468085 = -70149.417115 nChanged 18 SP:Iteration 6Q (24.493180 sec): 3 clusters Score: Raw -71105.908607 + Penalty 941.204270 = -70164.704337 nChanged 12 SP:Iteration 7Q (24.494781 sec): 3 clusters Score: Raw -71118.804499 + Penalty 943.188256 = -70175.616243 nChanged 13 SP:Iteration 8Q (24.496359 sec): 3 clusters Score: Raw -71133.040340 + Penalty 946.978862 = -70186.061478 nChanged 13 SP:Iteration 9Q (24.497900 sec): 3 clusters Score: Raw -71149.998358 + Penalty 953.498438 = -70196.499921 nChanged 7 SP:Iteration 10F (24.499540 sec): 3 clusters Score: Raw -71158.548298 + Penalty 957.105254 = -70201.443044 nChanged 8 SP:Iteration 11Q (24.501011 sec): 3 clusters Score: Raw -71163.742001 + Penalty 958.126012 = -70205.615988 nChanged 5 SP:Iteration 12Q (24.502445 sec): 3 clusters Score: Raw -71168.700787 + Penalty 959.859060 = -70208.841727 nChanged 7 SP:Iteration 13Q (24.503893 sec): 3 clusters Score: Raw -71176.009359 + Penalty 958.779076 = -70217.230283 nChanged 8 SP:Iteration 14Q (24.505351 sec): 3 clusters Score: Raw -71183.711655 + Penalty 959.090147 = -70224.621508 nChanged 6 SP:Iteration 15Q (24.506776 sec): 3 clusters Score: Raw -71188.307556 + Penalty 960.032918 = -70228.274638 nChanged 4 SP:Iteration 16Q (24.508205 sec): 3 clusters Score: Raw -71193.254478 + Penalty 960.587643 = -70232.666835 nChanged 5 SP:Iteration 17Q (24.509605 sec): 3 clusters Score: Raw -71201.719764 + Penalty 961.203456 = -70240.516308 nChanged 8 SP:Iteration 18Q (24.511030 sec): 3 clusters Score: Raw -71209.831952 + Penalty 961.164076 = -70248.667876 nChanged 4 SP:Iteration 19Q (24.512451 sec): 3 clusters Score: Raw -71211.508460 + Penalty 960.874585 = -70250.633875 nChanged 1 SP:Iteration 20F (24.514058 sec): 3 clusters Score: Raw -71211.811730 + Penalty 960.424673 = -70251.387056 nChanged 1 SP:Iteration 21Q (24.515468 sec): 3 clusters Score: Raw -71211.997698 + Penalty 960.424673 = -70251.573025 nChanged 0 SP:Iteration 22F (24.517092 sec): 3 clusters Score: Raw -71211.997698 + Penalty 960.424673 = -70251.573025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.518179 sec): 2 clusters Score: Raw -10597.452675 + Penalty 352.175023 = -10245.277652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.518625 sec): 3 clusters Score: Raw -10582.535996 + Penalty 705.106101 = -9877.429894 nChanged 23 SP:Iteration 1F (24.519058 sec): 3 clusters Score: Raw -10607.174664 + Penalty 707.087537 = -9900.087126 nChanged 6 SP:Iteration 2Q (24.519511 sec): 3 clusters Score: Raw -10623.337322 + Penalty 708.839037 = -9914.498284 nChanged 4 SP:Iteration 3Q (24.519931 sec): 3 clusters Score: Raw -10633.296563 + Penalty 710.105327 = -9923.191235 nChanged 2 SP:Iteration 4Q (24.520389 sec): 3 clusters Score: Raw -10636.630274 + Penalty 710.105327 = -9926.524947 nChanged 0 SP:Iteration 5F (24.520833 sec): 3 clusters Score: Raw -10636.630274 + Penalty 710.105327 = -9926.524947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 17 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.522780 sec): 2 clusters Score: Raw -47828.160665 + Penalty 391.388397 = -47436.772267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.524006 sec): 3 clusters Score: Raw -47568.209992 + Penalty 782.262523 = -46785.947469 nChanged 195 SP:Iteration 1F (24.525135 sec): 3 clusters Score: Raw -47735.253283 + Penalty 782.251559 = -46953.001724 nChanged 51 SP:Iteration 2F (24.526287 sec): 3 clusters Score: Raw -47804.294549 + Penalty 782.699442 = -47021.595107 nChanged 35 SP:Iteration 3F (24.527420 sec): 3 clusters Score: Raw -47830.473199 + Penalty 782.764346 = -47047.708853 nChanged 36 SP:Iteration 4F (24.528550 sec): 3 clusters Score: Raw -47859.215529 + Penalty 780.551051 = -47078.664479 nChanged 34 SP:Iteration 5F (24.529676 sec): 3 clusters Score: Raw -47879.650176 + Penalty 780.242403 = -47099.407773 nChanged 24 SP:Iteration 6Q (24.530784 sec): 3 clusters Score: Raw -47896.451562 + Penalty 780.906620 = -47115.544943 nChanged 16 SP:Iteration 7Q (24.531876 sec): 3 clusters Score: Raw -47905.575725 + Penalty 778.746320 = -47126.829404 nChanged 11 SP:Iteration 8Q (24.532962 sec): 3 clusters Score: Raw -47913.119037 + Penalty 776.856770 = -47136.262268 nChanged 8 SP:Iteration 9Q (24.534047 sec): 3 clusters Score: Raw -47917.799673 + Penalty 774.417457 = -47143.382216 nChanged 7 SP:Iteration 10F (24.535191 sec): 3 clusters Score: Raw -47920.838222 + Penalty 774.453575 = -47146.384647 nChanged 4 SP:Iteration 11Q (24.536288 sec): 3 clusters Score: Raw -47924.391292 + Penalty 771.720213 = -47152.671079 nChanged 5 SP:Iteration 12Q (24.537379 sec): 3 clusters Score: Raw -47927.103955 + Penalty 771.908444 = -47155.195510 nChanged 5 SP:Iteration 13Q (24.538473 sec): 3 clusters Score: Raw -47929.382549 + Penalty 772.048780 = -47157.333769 nChanged 3 SP:Iteration 14Q (24.539587 sec): 3 clusters Score: Raw -47930.318466 + Penalty 773.515848 = -47156.802618 nChanged 2 SP:Iteration 15F (24.540712 sec): 3 clusters Score: Raw -47930.939382 + Penalty 773.515848 = -47157.423534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.541208 sec): 2 clusters Score: Raw -170.314248 + Penalty 34.503139 = -135.811109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.541414 sec): 2 clusters Score: Raw -170.314248 + Penalty 34.503139 = -135.811109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.541904 sec): 2 clusters Score: Raw -742.149437 + Penalty 299.347486 = -442.801951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.542129 sec): 3 clusters Score: Raw -770.637402 + Penalty 596.292157 = -174.345244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.543309 sec): 2 clusters Score: Raw -24568.259192 + Penalty 561.601949 = -24006.657243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.544000 sec): 3 clusters Score: Raw -24472.406583 + Penalty 1122.308521 = -23350.098062 nChanged 59 SP:Iteration 1F (24.544687 sec): 3 clusters Score: Raw -24531.391785 + Penalty 1119.501679 = -23411.890106 nChanged 17 SP:Iteration 2F (24.545364 sec): 3 clusters Score: Raw -24546.876753 + Penalty 1116.968724 = -23429.908028 nChanged 8 SP:Iteration 3Q (24.546048 sec): 3 clusters Score: Raw -24555.342596 + Penalty 1116.341031 = -23439.001565 nChanged 6 SP:Iteration 4Q (24.546697 sec): 3 clusters Score: Raw -24563.657360 + Penalty 1118.512080 = -23445.145280 nChanged 4 SP:Iteration 5Q (24.547344 sec): 3 clusters Score: Raw -24567.344324 + Penalty 1118.721126 = -23448.623198 nChanged 2 SP:Iteration 6Q (24.547989 sec): 3 clusters Score: Raw -24569.551600 + Penalty 1120.259276 = -23449.292324 nChanged 2 SP:Iteration 7Q (24.548658 sec): 3 clusters Score: Raw -24570.064349 + Penalty 1120.289052 = -23449.775297 nChanged 2 SP:Iteration 8Q (24.549318 sec): 3 clusters Score: Raw -24570.018560 + Penalty 1120.289052 = -23449.729508 nChanged 0 SP:Iteration 9F (24.549973 sec): 3 clusters Score: Raw -24570.018560 + Penalty 1120.289052 = -23449.729508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.550621 sec): 2 clusters Score: Raw -5827.420917 + Penalty 368.459687 = -5458.961230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.550949 sec): 3 clusters Score: Raw -5812.627162 + Penalty 738.711506 = -5073.915657 nChanged 5 SP:Iteration 1F (24.551273 sec): 3 clusters Score: Raw -5823.092659 + Penalty 740.125840 = -5082.966819 nChanged 2 SP:Iteration 2Q (24.551616 sec): 3 clusters Score: Raw -5826.164638 + Penalty 742.209211 = -5083.955427 nChanged 1 SP:Iteration 3Q (24.551944 sec): 3 clusters Score: Raw -5828.435485 + Penalty 745.346895 = -5083.088590 nChanged 1 SP:Iteration 4F (24.552266 sec): 3 clusters Score: Raw -5829.304590 + Penalty 749.179971 = -5080.124619 nChanged 1 SP:Iteration 5F (24.552590 sec): 3 clusters Score: Raw -5830.077584 + Penalty 750.272749 = -5079.804835 nChanged 1 SP:Iteration 6F (24.552914 sec): 3 clusters Score: Raw -5832.517400 + Penalty 750.272749 = -5082.244650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.554354 sec): 2 clusters Score: Raw -31079.816439 + Penalty 189.556657 = -30890.259781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.555214 sec): 3 clusters Score: Raw -30888.864510 + Penalty 382.926827 = -30505.937683 nChanged 131 SP:Iteration 1F (24.556044 sec): 3 clusters Score: Raw -30986.517375 + Penalty 390.628067 = -30595.889308 nChanged 35 SP:Iteration 2F (24.556855 sec): 3 clusters Score: Raw -31015.747466 + Penalty 400.483339 = -30615.264127 nChanged 19 SP:Iteration 3F (24.557672 sec): 3 clusters Score: Raw -31041.153779 + Penalty 405.917880 = -30635.235899 nChanged 15 SP:Iteration 4Q (24.558483 sec): 3 clusters Score: Raw -31053.390681 + Penalty 411.380050 = -30642.010631 nChanged 11 SP:Iteration 5Q (24.559296 sec): 3 clusters Score: Raw -31060.011354 + Penalty 411.605760 = -30648.405595 nChanged 6 SP:Iteration 6Q (24.560078 sec): 3 clusters Score: Raw -31063.613800 + Penalty 415.176746 = -30648.437054 nChanged 7 SP:Iteration 7Q (24.560855 sec): 3 clusters Score: Raw -31068.521086 + Penalty 414.430519 = -30654.090567 nChanged 7 SP:Iteration 8Q (24.561632 sec): 3 clusters Score: Raw -31073.126550 + Penalty 418.445030 = -30654.681520 nChanged 5 SP:Iteration 9Q (24.562425 sec): 3 clusters Score: Raw -31075.136509 + Penalty 419.737338 = -30655.399171 nChanged 5 SP:Iteration 10F (24.563238 sec): 3 clusters Score: Raw -31076.571007 + Penalty 420.529088 = -30656.041919 nChanged 4 SP:Iteration 11Q (24.564008 sec): 3 clusters Score: Raw -31077.852542 + Penalty 421.120312 = -30656.732231 nChanged 4 SP:Iteration 12Q (24.564775 sec): 3 clusters Score: Raw -31081.919751 + Penalty 420.942912 = -30660.976838 nChanged 7 SP:Iteration 13Q (24.565541 sec): 3 clusters Score: Raw -31087.936605 + Penalty 424.696412 = -30663.240194 nChanged 5 SP:Iteration 14Q (24.566297 sec): 3 clusters Score: Raw -31091.555015 + Penalty 420.363942 = -30671.191073 nChanged 3 SP:Iteration 15Q (24.567092 sec): 3 clusters Score: Raw -31095.732511 + Penalty 420.363942 = -30675.368569 nChanged 0 SP:Iteration 16F (24.567905 sec): 3 clusters Score: Raw -31095.732511 + Penalty 420.363942 = -30675.368569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.568724 sec): 2 clusters Score: Raw -11027.347586 + Penalty 412.947798 = -10614.399787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.569151 sec): 3 clusters Score: Raw -10982.491277 + Penalty 826.628420 = -10155.862857 nChanged 24 SP:Iteration 1F (24.569567 sec): 3 clusters Score: Raw -11002.472998 + Penalty 826.721961 = -10175.751037 nChanged 4 SP:Iteration 2Q (24.569984 sec): 3 clusters Score: Raw -11004.965157 + Penalty 826.967837 = -10177.997320 nChanged 5 SP:Iteration 3Q (24.570399 sec): 3 clusters Score: Raw -11010.429713 + Penalty 827.752974 = -10182.676739 nChanged 2 SP:Iteration 4Q (24.570815 sec): 3 clusters Score: Raw -11012.225542 + Penalty 827.976234 = -10184.249309 nChanged 3 SP:Iteration 5Q (24.571257 sec): 3 clusters Score: Raw -11014.165130 + Penalty 829.516684 = -10184.648446 nChanged 3 SP:Iteration 6Q (24.571677 sec): 3 clusters Score: Raw -11017.342945 + Penalty 831.499425 = -10185.843520 nChanged 4 SP:Iteration 7Q (24.572090 sec): 3 clusters Score: Raw -11021.677519 + Penalty 835.761760 = -10185.915759 nChanged 3 SP:Iteration 8Q (24.572501 sec): 3 clusters Score: Raw -11026.841029 + Penalty 841.494849 = -10185.346180 nChanged 3 SP:Iteration 9F (24.572915 sec): 3 clusters Score: Raw -11029.349137 + Penalty 847.173331 = -10182.175806 nChanged 2 SP:Iteration 10F (24.573330 sec): 3 clusters Score: Raw -11029.617699 + Penalty 847.173331 = -10182.444368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.573885 sec): 2 clusters Score: Raw -2572.467778 + Penalty 396.158001 = -2176.309776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.574152 sec): 3 clusters Score: Raw -2596.173968 + Penalty 793.350470 = -1802.823498 nChanged 1 SP:Iteration 1Q (24.574404 sec): 3 clusters Score: Raw -2602.159521 + Penalty 793.350470 = -1808.809052 nChanged 0 SP:Iteration 2F (24.574660 sec): 3 clusters Score: Raw -2602.159521 + Penalty 793.350470 = -1808.809052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.575237 sec): 2 clusters Score: Raw -4105.366315 + Penalty 397.675570 = -3707.690745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.575531 sec): 3 clusters Score: Raw -4121.417341 + Penalty 797.054400 = -3324.362940 nChanged 3 SP:Iteration 1F (24.575822 sec): 3 clusters Score: Raw -4127.984922 + Penalty 797.054400 = -3330.930521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.576316 sec): 2 clusters Score: Raw -1046.301655 + Penalty 231.491610 = -814.810045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.576546 sec): 3 clusters Score: Raw -1043.665943 + Penalty 460.673172 = -582.992771 nChanged 1 SP:Iteration 1F (24.576772 sec): 3 clusters Score: Raw -1047.166073 + Penalty 458.475299 = -588.690774 nChanged 1 SP:Iteration 2F (24.576996 sec): 3 clusters Score: Raw -1050.182436 + Penalty 458.475299 = -591.707137 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 27 (1475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.582815 sec): 2 clusters Score: Raw -131873.304585 + Penalty 272.068455 = -131601.236131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.585689 sec): 3 clusters Score: Raw -130926.483687 + Penalty 548.462220 = -130378.021467 nChanged 651 SP:Iteration 1F (24.588513 sec): 3 clusters Score: Raw -131293.280622 + Penalty 551.491490 = -130741.789132 nChanged 189 SP:Iteration 2F (24.591324 sec): 3 clusters Score: Raw -131382.416211 + Penalty 555.426413 = -130826.989798 nChanged 109 SP:Iteration 3F (24.594093 sec): 3 clusters Score: Raw -131476.058590 + Penalty 560.131126 = -130915.927464 nChanged 100 SP:Iteration 4F (24.596859 sec): 3 clusters Score: Raw -131579.809923 + Penalty 566.338783 = -131013.471140 nChanged 81 SP:Iteration 5F (24.599654 sec): 3 clusters Score: Raw -131663.112910 + Penalty 575.024698 = -131088.088212 nChanged 63 SP:Iteration 6Q (24.602398 sec): 3 clusters Score: Raw -131722.330212 + Penalty 575.719675 = -131146.610537 nChanged 37 SP:Iteration 7Q (24.605024 sec): 3 clusters Score: Raw -131757.169869 + Penalty 581.216021 = -131175.953847 nChanged 35 SP:Iteration 8Q (24.607556 sec): 3 clusters Score: Raw -131787.954902 + Penalty 592.432835 = -131195.522067 nChanged 32 SP:Iteration 9Q (24.610050 sec): 3 clusters Score: Raw -131810.696994 + Penalty 591.035573 = -131219.661421 nChanged 25 SP:Iteration 10F (24.612836 sec): 3 clusters Score: Raw -131824.272318 + Penalty 593.305764 = -131230.966555 nChanged 15 SP:Iteration 11Q (24.615229 sec): 3 clusters Score: Raw -131832.466421 + Penalty 595.578266 = -131236.888154 nChanged 13 SP:Iteration 12Q (24.617593 sec): 3 clusters Score: Raw -131841.756416 + Penalty 601.510471 = -131240.245944 nChanged 16 SP:Iteration 13Q (24.619954 sec): 3 clusters Score: Raw -131853.694735 + Penalty 615.047119 = -131238.647616 nChanged 14 SP:Iteration 14F (24.622731 sec): 3 clusters Score: Raw -131862.485074 + Penalty 622.726665 = -131239.758409 nChanged 12 SP:Iteration 15Q (24.625176 sec): 3 clusters Score: Raw -131867.688062 + Penalty 628.490254 = -131239.197809 nChanged 8 SP:Iteration 16F (24.628022 sec): 3 clusters Score: Raw -131872.181724 + Penalty 628.575575 = -131243.606149 nChanged 6 SP:Iteration 17Q (24.630383 sec): 3 clusters Score: Raw -131875.105896 + Penalty 635.701757 = -131239.404139 nChanged 2 SP:Iteration 18F (24.633178 sec): 3 clusters Score: Raw -131875.011647 + Penalty 628.772543 = -131246.239103 nChanged 3 SP:Iteration 19Q (24.635493 sec): 3 clusters Score: Raw -131875.096157 + Penalty 649.822523 = -131225.273634 nChanged 5 SP:Iteration 20F (24.638294 sec): 3 clusters Score: Raw -131878.392797 + Penalty 659.860503 = -131218.532295 nChanged 3 SP:Iteration 21F (24.641104 sec): 3 clusters Score: Raw -131879.196726 + Penalty 657.015563 = -131222.181164 nChanged 3 SP:Iteration 22Q (24.643357 sec): 3 clusters Score: Raw -131880.639246 + Penalty 644.139943 = -131236.499303 nChanged 1 SP:Iteration 23Q (24.645585 sec): 3 clusters Score: Raw -131882.033897 + Penalty 650.680498 = -131231.353398 nChanged 1 SP:Iteration 24F (24.648321 sec): 3 clusters Score: Raw -131882.158723 + Penalty 650.680498 = -131231.478225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.650616 sec): 2 clusters Score: Raw -5804.077147 + Penalty 607.236295 = -5196.840852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.650946 sec): 3 clusters Score: Raw -5879.802427 + Penalty 1214.790382 = -4665.012045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.651477 sec): 2 clusters Score: Raw -1416.620584 + Penalty 371.656070 = -1044.964514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.651728 sec): 3 clusters Score: Raw -1499.681835 + Penalty 742.929084 = -756.752751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.652231 sec): 2 clusters Score: Raw -1283.808630 + Penalty 191.870143 = -1091.938487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.652494 sec): 3 clusters Score: Raw -1281.774868 + Penalty 388.907468 = -892.867400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.653710 sec): 2 clusters Score: Raw -22680.094749 + Penalty 286.760646 = -22393.334103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.654440 sec): 3 clusters Score: Raw -22571.934336 + Penalty 569.970072 = -22001.964263 nChanged 88 SP:Iteration 1F (24.655157 sec): 3 clusters Score: Raw -22676.800470 + Penalty 562.888604 = -22113.911866 nChanged 25 SP:Iteration 2F (24.655872 sec): 3 clusters Score: Raw -22717.776898 + Penalty 560.729960 = -22157.046938 nChanged 11 SP:Iteration 3Q (24.656573 sec): 3 clusters Score: Raw -22729.926723 + Penalty 558.930522 = -22170.996202 nChanged 10 SP:Iteration 4Q (24.657244 sec): 3 clusters Score: Raw -22741.238120 + Penalty 559.050316 = -22182.187804 nChanged 5 SP:Iteration 5Q (24.657908 sec): 3 clusters Score: Raw -22746.175664 + Penalty 559.176776 = -22186.998888 nChanged 5 SP:Iteration 6Q (24.658571 sec): 3 clusters Score: Raw -22749.442625 + Penalty 559.789578 = -22189.653047 nChanged 6 SP:Iteration 7Q (24.659237 sec): 3 clusters Score: Raw -22752.837619 + Penalty 559.764020 = -22193.073599 nChanged 3 SP:Iteration 8Q (24.659898 sec): 3 clusters Score: Raw -22755.614803 + Penalty 559.325544 = -22196.289260 nChanged 2 SP:Iteration 9Q (24.660578 sec): 3 clusters Score: Raw -22758.337164 + Penalty 558.214253 = -22200.122911 nChanged 4 SP:Iteration 10F (24.661273 sec): 3 clusters Score: Raw -22764.341531 + Penalty 557.374307 = -22206.967224 nChanged 1 SP:Iteration 11Q (24.661931 sec): 3 clusters Score: Raw -22764.794101 + Penalty 557.374307 = -22207.419795 nChanged 0 SP:Iteration 12F (24.662622 sec): 3 clusters Score: Raw -22764.794101 + Penalty 557.374307 = -22207.419795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 32 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.663175 sec): 2 clusters Score: Raw -2783.409643 + Penalty 358.651650 = -2424.757993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.663450 sec): 3 clusters Score: Raw -2810.306633 + Penalty 717.303301 = -2093.003332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 33 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.663941 sec): 2 clusters Score: Raw -810.844956 + Penalty 267.830453 = -543.014503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.664146 sec): 2 clusters Score: Raw -810.844956 + Penalty 267.830453 = -543.014503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 34 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.664953 sec): 2 clusters Score: Raw -8103.598762 + Penalty 527.331381 = -7576.267381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.665401 sec): 3 clusters Score: Raw -8290.785981 + Penalty 1043.530464 = -7247.255518 nChanged 26 SP:Iteration 1F (24.665841 sec): 3 clusters Score: Raw -8399.339946 + Penalty 1007.179712 = -7392.160234 nChanged 11 SP:Iteration 2F (24.666281 sec): 3 clusters Score: Raw -8441.161193 + Penalty 1001.383242 = -7439.777951 nChanged 3 SP:Iteration 3Q (24.666681 sec): 3 clusters Score: Raw -8456.385020 + Penalty 995.196449 = -7461.188571 nChanged 3 SP:Iteration 4Q (24.667076 sec): 3 clusters Score: Raw -8477.013365 + Penalty 995.196449 = -7481.816916 nChanged 0 SP:Iteration 5F (24.667515 sec): 3 clusters Score: Raw -8477.013365 + Penalty 995.196449 = -7481.816916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 35 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.668184 sec): 2 clusters Score: Raw -6635.608154 + Penalty 599.452458 = -6036.155696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.668562 sec): 3 clusters Score: Raw -6724.162796 + Penalty 1195.437946 = -5528.724850 nChanged 2 SP:Iteration 1Q (24.668898 sec): 3 clusters Score: Raw -6730.295895 + Penalty 1195.437946 = -5534.857949 nChanged 0 SP:Iteration 2F (24.669258 sec): 3 clusters Score: Raw -6730.295895 + Penalty 1195.437946 = -5534.857949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 36 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.669793 sec): 2 clusters Score: Raw -1912.822131 + Penalty 407.221910 = -1505.600222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.670043 sec): 3 clusters Score: Raw -1933.472247 + Penalty 821.655868 = -1111.816380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 37 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.670538 sec): 2 clusters Score: Raw -1193.705519 + Penalty 205.046600 = -988.658919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.670771 sec): 3 clusters Score: Raw -1196.942496 + Penalty 408.473422 = -788.469073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 38 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.671315 sec): 2 clusters Score: Raw -3237.915394 + Penalty 501.759498 = -2736.155896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.671587 sec): 3 clusters Score: Raw -3272.576657 + Penalty 1001.514971 = -2271.061685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 39 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.673264 sec): 2 clusters Score: Raw -38844.378657 + Penalty 599.614279 = -38244.764378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.674240 sec): 3 clusters Score: Raw -38690.332931 + Penalty 1169.440344 = -37520.892587 nChanged 110 SP:Iteration 1F (24.675193 sec): 3 clusters Score: Raw -38833.096833 + Penalty 1145.922382 = -37687.174450 nChanged 48 SP:Iteration 2F (24.676142 sec): 3 clusters Score: Raw -38895.789715 + Penalty 1142.944224 = -37752.845491 nChanged 29 SP:Iteration 3F (24.677087 sec): 3 clusters Score: Raw -38948.249056 + Penalty 1144.307654 = -37803.941403 nChanged 19 SP:Iteration 4Q (24.678015 sec): 3 clusters Score: Raw -38985.812562 + Penalty 1152.543379 = -37833.269183 nChanged 10 SP:Iteration 5Q (24.678955 sec): 3 clusters Score: Raw -39011.919765 + Penalty 1158.885977 = -37853.033788 nChanged 11 SP:Iteration 6Q (24.679852 sec): 3 clusters Score: Raw -39042.564740 + Penalty 1164.365003 = -37878.199737 nChanged 7 SP:Iteration 7Q (24.680712 sec): 3 clusters Score: Raw -39078.177610 + Penalty 1175.124606 = -37903.053004 nChanged 13 SP:Iteration 8Q (24.681558 sec): 3 clusters Score: Raw -39115.802657 + Penalty 1182.734405 = -37933.068252 nChanged 14 SP:Iteration 9Q (24.682384 sec): 3 clusters Score: Raw -39166.992083 + Penalty 1188.062900 = -37978.929184 nChanged 10 SP:Iteration 10F (24.683374 sec): 3 clusters Score: Raw -39203.446611 + Penalty 1189.406646 = -38014.039965 nChanged 2 SP:Iteration 11Q (24.684193 sec): 3 clusters Score: Raw -39206.670191 + Penalty 1189.537786 = -38017.132405 nChanged 1 SP:Iteration 12Q (24.684998 sec): 3 clusters Score: Raw -39207.449811 + Penalty 1189.537786 = -38017.912025 nChanged 0 SP:Iteration 13F (24.685985 sec): 3 clusters Score: Raw -39207.449811 + Penalty 1189.537786 = -38017.912025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 40 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.688030 sec): 2 clusters Score: Raw -53926.106563 + Penalty 710.204166 = -53215.902397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.689260 sec): 3 clusters Score: Raw -53695.358118 + Penalty 1419.097748 = -52276.260370 nChanged 174 SP:Iteration 1F (24.690487 sec): 3 clusters Score: Raw -53837.206521 + Penalty 1421.525699 = -52415.680822 nChanged 48 SP:Iteration 2F (24.691688 sec): 3 clusters Score: Raw -53891.552660 + Penalty 1422.894947 = -52468.657712 nChanged 31 SP:Iteration 3F (24.692906 sec): 3 clusters Score: Raw -53919.314174 + Penalty 1424.851811 = -52494.462363 nChanged 21 SP:Iteration 4Q (24.694090 sec): 3 clusters Score: Raw -53939.801338 + Penalty 1425.447841 = -52514.353498 nChanged 22 SP:Iteration 5Q (24.695270 sec): 3 clusters Score: Raw -53967.672429 + Penalty 1429.285003 = -52538.387426 nChanged 12 SP:Iteration 6Q (24.696463 sec): 3 clusters Score: Raw -53976.146582 + Penalty 1430.962378 = -52545.184204 nChanged 9 SP:Iteration 7Q (24.697659 sec): 3 clusters Score: Raw -53984.925792 + Penalty 1433.552522 = -52551.373270 nChanged 9 SP:Iteration 8Q (24.698836 sec): 3 clusters Score: Raw -53990.914948 + Penalty 1436.671356 = -52554.243592 nChanged 8 SP:Iteration 9Q (24.700001 sec): 3 clusters Score: Raw -53996.341458 + Penalty 1437.237504 = -52559.103954 nChanged 1 SP:Iteration 10F (24.701192 sec): 3 clusters Score: Raw -53996.866843 + Penalty 1438.335902 = -52558.530941 nChanged 1 SP:Iteration 11F (24.702403 sec): 3 clusters Score: Raw -53996.996248 + Penalty 1438.335902 = -52558.660345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 41 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.702898 sec): 2 clusters Score: Raw -86.933747 + Penalty 0.000000 = -86.933747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.703099 sec): 2 clusters Score: Raw -86.933747 + Penalty 0.000000 = -86.933747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 42 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.703726 sec): 2 clusters Score: Raw -5535.213174 + Penalty 382.015656 = -5153.197518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.704049 sec): 3 clusters Score: Raw -5538.163893 + Penalty 763.929794 = -4774.234099 nChanged 3 SP:Iteration 1F (24.704364 sec): 3 clusters Score: Raw -5546.405713 + Penalty 763.929794 = -4782.475919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 43 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.704915 sec): 2 clusters Score: Raw -2887.822397 + Penalty 531.385171 = -2356.437226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.705187 sec): 3 clusters Score: Raw -3027.059883 + Penalty 1061.845413 = -1965.214471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 44 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.706032 sec): 2 clusters Score: Raw -12805.906433 + Penalty 561.030180 = -12244.876253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.706514 sec): 3 clusters Score: Raw -12815.791797 + Penalty 1125.243334 = -11690.548463 nChanged 21 SP:Iteration 1F (24.706979 sec): 3 clusters Score: Raw -12852.212225 + Penalty 1128.126262 = -11724.085963 nChanged 8 SP:Iteration 2F (24.707443 sec): 3 clusters Score: Raw -12872.786841 + Penalty 1129.716469 = -11743.070372 nChanged 3 SP:Iteration 3Q (24.707891 sec): 3 clusters Score: Raw -12877.873673 + Penalty 1131.385526 = -11746.488147 nChanged 3 SP:Iteration 4Q (24.708336 sec): 3 clusters Score: Raw -12883.630166 + Penalty 1132.093590 = -11751.536576 nChanged 1 SP:Iteration 5Q (24.708784 sec): 3 clusters Score: Raw -12885.025589 + Penalty 1132.093590 = -11752.931999 nChanged 0 SP:Iteration 6F (24.709247 sec): 3 clusters Score: Raw -12885.025589 + Penalty 1132.093590 = -11752.931999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 45 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.709733 sec): 2 clusters Score: Raw -639.261807 + Penalty 170.187551 = -469.074256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.709979 sec): 3 clusters Score: Raw -642.160137 + Penalty 335.665386 = -306.494751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 48 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.710450 sec): 2 clusters Score: Raw -189.253704 + Penalty 82.267532 = -106.986172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.710648 sec): 2 clusters Score: Raw -189.253704 + Penalty 82.267532 = -106.986172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 49 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.715094 sec): 2 clusters Score: Raw -83283.224908 + Penalty 652.129487 = -82631.095421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.716892 sec): 3 clusters Score: Raw -82861.255470 + Penalty 1311.389376 = -81549.866094 nChanged 297 SP:Iteration 1F (24.718642 sec): 3 clusters Score: Raw -83109.316267 + Penalty 1329.715567 = -81779.600700 nChanged 104 SP:Iteration 2F (24.720430 sec): 3 clusters Score: Raw -83236.865045 + Penalty 1350.301278 = -81886.563767 nChanged 77 SP:Iteration 3F (24.722186 sec): 3 clusters Score: Raw -83348.265860 + Penalty 1364.395485 = -81983.870375 nChanged 62 SP:Iteration 4F (24.723931 sec): 3 clusters Score: Raw -83436.931206 + Penalty 1378.057895 = -82058.873311 nChanged 38 SP:Iteration 5Q (24.725581 sec): 3 clusters Score: Raw -83477.044408 + Penalty 1386.893979 = -82090.150430 nChanged 22 SP:Iteration 6Q (24.727222 sec): 3 clusters Score: Raw -83502.069824 + Penalty 1391.848860 = -82110.220964 nChanged 22 SP:Iteration 7Q (24.728830 sec): 3 clusters Score: Raw -83519.948288 + Penalty 1390.837693 = -82129.110595 nChanged 6 SP:Iteration 8Q (24.730399 sec): 3 clusters Score: Raw -83524.170484 + Penalty 1387.633621 = -82136.536863 nChanged 8 SP:Iteration 9Q (24.731986 sec): 3 clusters Score: Raw -83527.660267 + Penalty 1385.120095 = -82142.540173 nChanged 7 SP:Iteration 10F (24.733733 sec): 3 clusters Score: Raw -83533.400712 + Penalty 1385.689325 = -82147.711387 nChanged 4 SP:Iteration 11Q (24.735338 sec): 3 clusters Score: Raw -83534.301261 + Penalty 1384.736099 = -82149.565162 nChanged 3 SP:Iteration 12Q (24.736932 sec): 3 clusters Score: Raw -83535.081909 + Penalty 1385.539538 = -82149.542372 nChanged 1 SP:Iteration 13F (24.738666 sec): 3 clusters Score: Raw -83535.507770 + Penalty 1385.539538 = -82149.968233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.739326 sec): 2 clusters Score: Raw -927.032005 + Penalty 256.548789 = -670.483216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.739560 sec): 3 clusters Score: Raw -940.918199 + Penalty 523.603765 = -417.314434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 51 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.740197 sec): 2 clusters Score: Raw -5430.809792 + Penalty 363.393773 = -5067.416020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.740518 sec): 3 clusters Score: Raw -5441.726205 + Penalty 725.181708 = -4716.544497 nChanged 2 SP:Iteration 1Q (24.740836 sec): 3 clusters Score: Raw -5446.789610 + Penalty 725.181708 = -4721.607902 nChanged 0 SP:Iteration 2F (24.741149 sec): 3 clusters Score: Raw -5446.789610 + Penalty 725.181708 = -4721.607902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 52 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.741670 sec): 2 clusters Score: Raw -2039.088291 + Penalty 424.435290 = -1614.653002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.741923 sec): 3 clusters Score: Raw -2085.362721 + Penalty 853.297674 = -1232.065047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 53 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.742451 sec): 2 clusters Score: Raw -1375.442165 + Penalty 370.958026 = -1004.484139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.742685 sec): 3 clusters Score: Raw -1393.576346 + Penalty 740.931386 = -652.644960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 54 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.743464 sec): 2 clusters Score: Raw -9573.711839 + Penalty 742.586338 = -8831.125502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.743883 sec): 3 clusters Score: Raw -9714.556989 + Penalty 1482.567299 = -8231.989690 nChanged 7 SP:Iteration 1F (24.744301 sec): 3 clusters Score: Raw -9753.071689 + Penalty 1482.567299 = -8270.504390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.744769 sec): 2 clusters Score: Raw -86.920277 + Penalty 0.000000 = -86.920277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.744963 sec): 2 clusters Score: Raw -86.920277 + Penalty 0.000000 = -86.920277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 56 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.745566 sec): 2 clusters Score: Raw -5131.597340 + Penalty 385.469219 = -4746.128121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.745879 sec): 3 clusters Score: Raw -5114.350943 + Penalty 771.531360 = -4342.819583 nChanged 8 SP:Iteration 1F (24.746187 sec): 3 clusters Score: Raw -5125.867611 + Penalty 772.158237 = -4353.709374 nChanged 2 SP:Iteration 2Q (24.746492 sec): 3 clusters Score: Raw -5127.852667 + Penalty 772.158237 = -4355.694430 nChanged 0 SP:Iteration 3F (24.746799 sec): 3 clusters Score: Raw -5127.852667 + Penalty 772.158237 = -4355.694430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.747271 sec): 2 clusters Score: Raw -390.704256 + Penalty 177.036494 = -213.667762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.747488 sec): 3 clusters Score: Raw -379.164918 + Penalty 360.218873 = -18.946045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 59 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.748029 sec): 2 clusters Score: Raw -2557.177714 + Penalty 361.374492 = -2195.803222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.748299 sec): 3 clusters Score: Raw -2601.917050 + Penalty 722.609520 = -1879.307530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 60 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.748884 sec): 2 clusters Score: Raw -4083.096523 + Penalty 406.439717 = -3676.656805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.749178 sec): 3 clusters Score: Raw -4109.115834 + Penalty 804.049644 = -3305.066190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 61 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.749705 sec): 2 clusters Score: Raw -2286.445146 + Penalty 405.786695 = -1880.658450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.749965 sec): 3 clusters Score: Raw -2325.895300 + Penalty 816.578963 = -1509.316337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.750440 sec): 2 clusters Score: Raw -486.422437 + Penalty 194.473370 = -291.949067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.750660 sec): 3 clusters Score: Raw -474.690018 + Penalty 383.774969 = -90.915050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 64 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.751205 sec): 2 clusters Score: Raw -1684.088749 + Penalty 76.618371 = -1607.470378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.751449 sec): 3 clusters Score: Raw -1731.141871 + Penalty 153.236742 = -1577.905129 nChanged 4 SP:Iteration 1F (24.751700 sec): 3 clusters Score: Raw -1744.409806 + Penalty 158.397472 = -1586.012334 nChanged 1 SP:Iteration 2Q (24.751940 sec): 3 clusters Score: Raw -1746.620349 + Penalty 158.397472 = -1588.222877 nChanged 0 SP:Iteration 3F (24.752190 sec): 3 clusters Score: Raw -1746.620349 + Penalty 158.397472 = -1588.222877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.752687 sec): 2 clusters Score: Raw -954.195642 + Penalty 353.076245 = -601.119397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.752919 sec): 3 clusters Score: Raw -1010.519887 + Penalty 699.333504 = -311.186383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 66 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.753411 sec): 2 clusters Score: Raw -1074.458255 + Penalty 327.723598 = -746.734657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.753640 sec): 3 clusters Score: Raw -1082.334043 + Penalty 671.157929 = -411.176114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 68 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.754438 sec): 2 clusters Score: Raw -11715.026698 + Penalty 776.595874 = -10938.430824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.754892 sec): 3 clusters Score: Raw -11796.364718 + Penalty 1552.566470 = -10243.798247 nChanged 10 SP:Iteration 1F (24.755336 sec): 3 clusters Score: Raw -11851.754304 + Penalty 1552.642298 = -10299.112006 nChanged 3 SP:Iteration 2Q (24.755760 sec): 3 clusters Score: Raw -11866.762814 + Penalty 1552.642298 = -10314.120516 nChanged 2 SP:Iteration 3Q (24.756175 sec): 3 clusters Score: Raw -11872.816037 + Penalty 1552.642298 = -10320.173740 nChanged 0 SP:Iteration 4F (24.756621 sec): 3 clusters Score: Raw -11872.816037 + Penalty 1552.642298 = -10320.173740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 69 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.757193 sec): 2 clusters Score: Raw -3443.183201 + Penalty 378.326635 = -3064.856566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.757476 sec): 3 clusters Score: Raw -3460.793745 + Penalty 757.175817 = -2703.617927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 70 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.758776 sec): 2 clusters Score: Raw -17546.799986 + Penalty 699.096382 = -16847.703604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.759316 sec): 3 clusters Score: Raw -17540.163425 + Penalty 1393.877236 = -16146.286190 nChanged 27 SP:Iteration 1F (24.759847 sec): 3 clusters Score: Raw -17608.013721 + Penalty 1393.090570 = -16214.923151 nChanged 4 SP:Iteration 2Q (24.760379 sec): 3 clusters Score: Raw -17621.700522 + Penalty 1393.094763 = -16228.605758 nChanged 2 SP:Iteration 3Q (24.760885 sec): 3 clusters Score: Raw -17628.143240 + Penalty 1392.382895 = -16235.760344 nChanged 1 SP:Iteration 4Q (24.761393 sec): 3 clusters Score: Raw -17630.096703 + Penalty 1392.382895 = -16237.713807 nChanged 0 SP:Iteration 5F (24.761922 sec): 3 clusters Score: Raw -17630.096703 + Penalty 1392.382895 = -16237.713807 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 71 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.764764 sec): 2 clusters Score: Raw -78841.337296 + Penalty 806.827446 = -78034.509849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.766471 sec): 3 clusters Score: Raw -78504.621427 + Penalty 1613.111544 = -76891.509883 nChanged 244 SP:Iteration 1F (24.768102 sec): 3 clusters Score: Raw -78680.180563 + Penalty 1612.906538 = -77067.274025 nChanged 78 SP:Iteration 2F (24.769740 sec): 3 clusters Score: Raw -78740.037480 + Penalty 1612.444613 = -77127.592867 nChanged 29 SP:Iteration 3Q (24.771349 sec): 3 clusters Score: Raw -78762.772540 + Penalty 1612.507501 = -77150.265039 nChanged 24 SP:Iteration 4Q (24.772986 sec): 3 clusters Score: Raw -78779.032562 + Penalty 1612.921031 = -77166.111530 nChanged 17 SP:Iteration 5Q (24.774595 sec): 3 clusters Score: Raw -78788.889098 + Penalty 1613.654893 = -77175.234206 nChanged 16 SP:Iteration 6Q (24.776186 sec): 3 clusters Score: Raw -78800.932893 + Penalty 1614.078947 = -77186.853946 nChanged 12 SP:Iteration 7Q (24.777784 sec): 3 clusters Score: Raw -78812.917328 + Penalty 1613.770516 = -77199.146812 nChanged 13 SP:Iteration 8Q (24.779403 sec): 3 clusters Score: Raw -78822.520375 + Penalty 1613.339688 = -77209.180687 nChanged 12 SP:Iteration 9Q (24.781056 sec): 3 clusters Score: Raw -78830.982625 + Penalty 1612.720540 = -77218.262085 nChanged 7 SP:Iteration 10F (24.782873 sec): 3 clusters Score: Raw -78837.180109 + Penalty 1612.586497 = -77224.593612 nChanged 5 SP:Iteration 11Q (24.784566 sec): 3 clusters Score: Raw -78840.457037 + Penalty 1612.425828 = -77228.031209 nChanged 3 SP:Iteration 12Q (24.786252 sec): 3 clusters Score: Raw -78841.958945 + Penalty 1612.172045 = -77229.786900 nChanged 2 SP:Iteration 13Q (24.787923 sec): 3 clusters Score: Raw -78842.788725 + Penalty 1611.916234 = -77230.872491 nChanged 2 SP:Iteration 14Q (24.789525 sec): 3 clusters Score: Raw -78843.518885 + Penalty 1611.613245 = -77231.905641 nChanged 2 SP:Iteration 15Q (24.791119 sec): 3 clusters Score: Raw -78844.422479 + Penalty 1611.613245 = -77232.809234 nChanged 0 SP:Iteration 16F (24.792728 sec): 3 clusters Score: Raw -78844.422479 + Penalty 1611.613245 = -77232.809234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.793245 sec): 2 clusters Score: Raw -166.873526 + Penalty 17.970851 = -148.902675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.793448 sec): 3 clusters Score: Raw -166.807532 + Penalty 35.941703 = -130.865829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.793938 sec): 2 clusters Score: Raw -848.090361 + Penalty 243.317171 = -604.773189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.794164 sec): 3 clusters Score: Raw -846.656672 + Penalty 482.831568 = -363.825104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.794643 sec): 2 clusters Score: Raw -641.573672 + Penalty 133.523963 = -508.049710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.794856 sec): 3 clusters Score: Raw -636.364766 + Penalty 133.523963 = -502.840804 nChanged 1 SP:Iteration 1F (24.795055 sec): 2 clusters Score: Raw -641.573672 + Penalty 133.523963 = -508.049710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 75 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.795605 sec): 2 clusters Score: Raw -2797.431235 + Penalty 150.591314 = -2646.839922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.795881 sec): 3 clusters Score: Raw -2820.901514 + Penalty 280.279618 = -2540.621896 nChanged 10 SP:Iteration 1F (24.796185 sec): 3 clusters Score: Raw -2848.996287 + Penalty 289.692006 = -2559.304281 nChanged 1 SP:Iteration 2Q (24.796449 sec): 3 clusters Score: Raw -2851.550370 + Penalty 289.692006 = -2561.858365 nChanged 0 SP:Iteration 3F (24.796719 sec): 3 clusters Score: Raw -2851.550370 + Penalty 289.692006 = -2561.858365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.797203 sec): 2 clusters Score: Raw -634.821813 + Penalty 178.427072 = -456.394741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.797424 sec): 3 clusters Score: Raw -631.693379 + Penalty 471.673584 = -160.019795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.797897 sec): 2 clusters Score: Raw -438.470770 + Penalty 100.464983 = -338.005786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.798116 sec): 3 clusters Score: Raw -437.161887 + Penalty 204.811658 = -232.350229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.798606 sec): 2 clusters Score: Raw -1025.811718 + Penalty 245.986942 = -779.824777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.798838 sec): 3 clusters Score: Raw -1033.237178 + Penalty 488.813104 = -544.424074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.799316 sec): 2 clusters Score: Raw -649.358893 + Penalty 180.608146 = -468.750747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.799538 sec): 3 clusters Score: Raw -649.953796 + Penalty 365.287794 = -284.666002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.800022 sec): 2 clusters Score: Raw -807.971110 + Penalty 256.695424 = -551.275686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.800248 sec): 3 clusters Score: Raw -834.027926 + Penalty 513.791987 = -320.235940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.800712 sec): 2 clusters Score: Raw -176.017911 + Penalty 35.817283 = -140.200627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.800919 sec): 3 clusters Score: Raw -170.617079 + Penalty 71.634567 = -98.982513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 83 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.801553 sec): 2 clusters Score: Raw -5426.688315 + Penalty 267.193178 = -5159.495137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.801881 sec): 3 clusters Score: Raw -5428.998572 + Penalty 530.975431 = -4898.023141 nChanged 8 SP:Iteration 1F (24.802204 sec): 3 clusters Score: Raw -5453.854147 + Penalty 525.840792 = -4928.013355 nChanged 4 SP:Iteration 2F (24.802525 sec): 3 clusters Score: Raw -5459.584504 + Penalty 525.840792 = -4933.743712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.803006 sec): 2 clusters Score: Raw -534.111210 + Penalty 120.254102 = -413.857107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.803210 sec): 2 clusters Score: Raw -534.111210 + Penalty 120.254102 = -413.857107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.803681 sec): 2 clusters Score: Raw -376.803479 + Penalty 161.629155 = -215.174324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.803916 sec): 3 clusters Score: Raw -370.349488 + Penalty 323.258309 = -47.091179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 87 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.804422 sec): 2 clusters Score: Raw -1636.289374 + Penalty 410.968381 = -1225.320993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.804665 sec): 3 clusters Score: Raw -1673.544297 + Penalty 824.427030 = -849.117267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 88 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.805352 sec): 2 clusters Score: Raw -7816.316148 + Penalty 678.011513 = -7138.304635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.805723 sec): 3 clusters Score: Raw -7875.134893 + Penalty 1356.079439 = -6519.055454 nChanged 6 SP:Iteration 1F (24.806083 sec): 3 clusters Score: Raw -7902.192898 + Penalty 1356.079439 = -6546.113459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 89 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.806587 sec): 2 clusters Score: Raw -1398.926671 + Penalty 283.195828 = -1115.730843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.806825 sec): 3 clusters Score: Raw -1395.605695 + Penalty 533.481114 = -862.124580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.807295 sec): 2 clusters Score: Raw -386.630413 + Penalty 162.234195 = -224.396218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.807511 sec): 3 clusters Score: Raw -382.433687 + Penalty 317.827644 = -64.606043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 91 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.808381 sec): 2 clusters Score: Raw -15411.661725 + Penalty 800.564081 = -14611.097644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.808889 sec): 3 clusters Score: Raw -15441.129582 + Penalty 1601.084598 = -13840.044984 nChanged 15 SP:Iteration 1F (24.809383 sec): 3 clusters Score: Raw -15488.432251 + Penalty 1601.084598 = -13887.347653 nChanged 2 SP:Iteration 2Q (24.809865 sec): 3 clusters Score: Raw -15493.077214 + Penalty 1601.084598 = -13891.992616 nChanged 0 SP:Iteration 3F (24.810363 sec): 3 clusters Score: Raw -15493.077214 + Penalty 1601.084598 = -13891.992616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.810827 sec): 2 clusters Score: Raw -170.238335 + Penalty 21.066237 = -149.172098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.811021 sec): 3 clusters Score: Raw -168.872737 + Penalty 42.132474 = -126.740263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.811491 sec): 2 clusters Score: Raw -365.811765 + Penalty 119.242637 = -246.569128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.811708 sec): 3 clusters Score: Raw -361.233144 + Penalty 218.272346 = -142.960798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 94 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.812828 sec): 2 clusters Score: Raw -22723.957410 + Penalty 806.599823 = -21917.357587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.813447 sec): 3 clusters Score: Raw -22715.752317 + Penalty 1610.986405 = -21104.765912 nChanged 34 SP:Iteration 1F (24.814056 sec): 3 clusters Score: Raw -22778.392773 + Penalty 1609.991430 = -21168.401344 nChanged 11 SP:Iteration 2Q (24.814701 sec): 3 clusters Score: Raw -22806.985776 + Penalty 1609.342256 = -21197.643520 nChanged 3 SP:Iteration 3Q (24.815298 sec): 3 clusters Score: Raw -22811.774086 + Penalty 1609.213067 = -21202.561019 nChanged 2 SP:Iteration 4Q (24.815889 sec): 3 clusters Score: Raw -22814.789976 + Penalty 1609.093793 = -21205.696182 nChanged 1 SP:Iteration 5Q (24.816479 sec): 3 clusters Score: Raw -22816.176283 + Penalty 1609.093793 = -21207.082490 nChanged 0 SP:Iteration 6F (24.817091 sec): 3 clusters Score: Raw -22816.176283 + Penalty 1609.093793 = -21207.082490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.817581 sec): 2 clusters Score: Raw -381.380999 + Penalty 147.741997 = -233.639002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.817804 sec): 3 clusters Score: Raw -371.550388 + Penalty 304.375603 = -67.174785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 96 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.818302 sec): 2 clusters Score: Raw -1040.960998 + Penalty 281.037034 = -759.923964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.818531 sec): 3 clusters Score: Raw -1053.693103 + Penalty 564.968529 = -488.724574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 97 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.819059 sec): 2 clusters Score: Raw -2284.606153 + Penalty 292.426232 = -1992.179921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.819319 sec): 3 clusters Score: Raw -2291.597233 + Penalty 585.258574 = -1706.338659 nChanged 1 SP:Iteration 1Q (24.819576 sec): 3 clusters Score: Raw -2295.127662 + Penalty 585.258574 = -1709.869088 nChanged 0 SP:Iteration 2F (24.819836 sec): 3 clusters Score: Raw -2295.127662 + Penalty 585.258574 = -1709.869088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.820298 sec): 2 clusters Score: Raw -89.310810 + Penalty 0.000000 = -89.310810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.820492 sec): 2 clusters Score: Raw -89.310810 + Penalty 0.000000 = -89.310810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.820972 sec): 2 clusters Score: Raw -804.119140 + Penalty 292.687234 = -511.431906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.821198 sec): 3 clusters Score: Raw -798.520906 + Penalty 593.217210 = -205.303696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.821679 sec): 2 clusters Score: Raw -736.838438 + Penalty 199.096458 = -537.741981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.821902 sec): 3 clusters Score: Raw -731.998027 + Penalty 386.661085 = -345.336942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 101 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.822461 sec): 2 clusters Score: Raw -3457.463307 + Penalty 483.871976 = -2973.591331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.822740 sec): 3 clusters Score: Raw -3481.736750 + Penalty 966.169058 = -2515.567692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.823196 sec): 2 clusters Score: Raw -83.945311 + Penalty 0.000000 = -83.945311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.823401 sec): 2 clusters Score: Raw -83.945311 + Penalty 0.000000 = -83.945311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.823877 sec): 2 clusters Score: Raw -459.675787 + Penalty 156.321939 = -303.353849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.824102 sec): 3 clusters Score: Raw -456.246658 + Penalty 318.800301 = -137.446357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.824589 sec): 2 clusters Score: Raw -894.291278 + Penalty 244.502546 = -649.788732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.824815 sec): 3 clusters Score: Raw -883.415673 + Penalty 488.446395 = -394.969278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 105 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.825368 sec): 2 clusters Score: Raw -3647.777005 + Penalty 552.834353 = -3094.942651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.825645 sec): 3 clusters Score: Raw -3663.867759 + Penalty 1108.699372 = -2555.168387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 106 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.826138 sec): 2 clusters Score: Raw -1155.081300 + Penalty 291.519580 = -863.561721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.826371 sec): 3 clusters Score: Raw -1154.011900 + Penalty 589.980291 = -564.031608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 107 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.827010 sec): 2 clusters Score: Raw -6274.691879 + Penalty 346.393098 = -5928.298781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.827346 sec): 3 clusters Score: Raw -6251.727359 + Penalty 691.289931 = -5560.437429 nChanged 10 SP:Iteration 1F (24.827674 sec): 3 clusters Score: Raw -6263.645160 + Penalty 691.901253 = -5571.743907 nChanged 2 SP:Iteration 2Q (24.828002 sec): 3 clusters Score: Raw -6267.292115 + Penalty 691.901253 = -5575.390862 nChanged 0 SP:Iteration 3F (24.828333 sec): 3 clusters Score: Raw -6267.292115 + Penalty 691.901253 = -5575.390862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.828825 sec): 2 clusters Score: Raw -762.059458 + Penalty 219.073381 = -542.986077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.829048 sec): 3 clusters Score: Raw -753.176807 + Penalty 438.146762 = -315.030045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 109 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.829581 sec): 2 clusters Score: Raw -2556.946013 + Penalty 395.748282 = -2161.197731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.829847 sec): 3 clusters Score: Raw -2612.731869 + Penalty 797.674201 = -1815.057667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 110 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.830523 sec): 2 clusters Score: Raw -7275.251373 + Penalty 647.755150 = -6627.496223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.830887 sec): 3 clusters Score: Raw -7361.585215 + Penalty 1293.126293 = -6068.458923 nChanged 3 SP:Iteration 1Q (24.831231 sec): 3 clusters Score: Raw -7376.731837 + Penalty 1293.126293 = -6083.605544 nChanged 0 SP:Iteration 2F (24.831587 sec): 3 clusters Score: Raw -7376.731837 + Penalty 1293.126293 = -6083.605544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.832075 sec): 2 clusters Score: Raw -192.341365 + Penalty 93.928528 = -98.412837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.832286 sec): 3 clusters Score: Raw -182.349472 + Penalty 187.857056 = 5.507584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.832761 sec): 2 clusters Score: Raw -244.609852 + Penalty 51.667161 = -192.942691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.832968 sec): 3 clusters Score: Raw -251.820935 + Penalty 104.202579 = -147.618356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.833456 sec): 2 clusters Score: Raw -844.103447 + Penalty 199.041425 = -645.062022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.833682 sec): 3 clusters Score: Raw -840.451393 + Penalty 325.650559 = -514.800834 nChanged 1 SP:Iteration 1F (24.833894 sec): 3 clusters Score: Raw -842.468282 + Penalty 325.650559 = -516.817723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.834379 sec): 2 clusters Score: Raw -972.186628 + Penalty 272.710440 = -699.476187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.834607 sec): 3 clusters Score: Raw -964.442815 + Penalty 556.290661 = -408.152154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.835089 sec): 2 clusters Score: Raw -851.630810 + Penalty 212.187778 = -639.443033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.835316 sec): 3 clusters Score: Raw -848.219291 + Penalty 427.279040 = -420.940251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 117 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.835812 sec): 2 clusters Score: Raw -1389.602642 + Penalty 389.259609 = -1000.343033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.836047 sec): 3 clusters Score: Raw -1395.876726 + Penalty 787.903412 = -607.973314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.836526 sec): 2 clusters Score: Raw -655.684224 + Penalty 186.449482 = -469.234742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.836750 sec): 3 clusters Score: Raw -653.933152 + Penalty 392.251841 = -261.681311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.837226 sec): 2 clusters Score: Raw -276.329392 + Penalty 92.490080 = -183.839312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.837438 sec): 3 clusters Score: Raw -268.995561 + Penalty 175.323491 = -93.672070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.837900 sec): 2 clusters Score: Raw -90.139632 + Penalty 0.000000 = -90.139632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.838094 sec): 2 clusters Score: Raw -90.139632 + Penalty 0.000000 = -90.139632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 121 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.838586 sec): 2 clusters Score: Raw -1073.601693 + Penalty 225.045954 = -848.555738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.838839 sec): 3 clusters Score: Raw -1084.201212 + Penalty 450.091908 = -634.109304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 122 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.839316 sec): 2 clusters Score: Raw -479.239381 + Penalty 201.266481 = -277.972901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.839529 sec): 3 clusters Score: Raw -481.701097 + Penalty 348.572368 = -133.128728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.840017 sec): 2 clusters Score: Raw -921.117838 + Penalty 212.808882 = -708.308956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.840244 sec): 3 clusters Score: Raw -921.558845 + Penalty 434.155849 = -487.402996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.840713 sec): 2 clusters Score: Raw -391.075841 + Penalty 180.483538 = -210.592303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.840929 sec): 3 clusters Score: Raw -379.914332 + Penalty 352.658444 = -27.255887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 125 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.841425 sec): 2 clusters Score: Raw -1154.532521 + Penalty 264.744242 = -889.788279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.841659 sec): 3 clusters Score: Raw -1150.570545 + Penalty 496.021597 = -654.548948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 126 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.842171 sec): 2 clusters Score: Raw -1907.936845 + Penalty 386.830037 = -1521.106808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.842415 sec): 3 clusters Score: Raw -1911.446267 + Penalty 773.778585 = -1137.667682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.842885 sec): 2 clusters Score: Raw -376.170487 + Penalty 155.249985 = -220.920502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.843101 sec): 3 clusters Score: Raw -370.487340 + Penalty 308.304479 = -62.182861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.843586 sec): 2 clusters Score: Raw -858.387724 + Penalty 279.265935 = -579.121789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.843811 sec): 3 clusters Score: Raw -870.969906 + Penalty 559.009814 = -311.960092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 130 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.844290 sec): 2 clusters Score: Raw -695.587145 + Penalty 259.805616 = -435.781530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.844512 sec): 3 clusters Score: Raw -682.107052 + Penalty 540.452245 = -141.654808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.844981 sec): 2 clusters Score: Raw -281.929858 + Penalty 105.866750 = -176.063108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.845194 sec): 3 clusters Score: Raw -272.957245 + Penalty 214.603999 = -58.353246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 132 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.845735 sec): 2 clusters Score: Raw -2875.193249 + Penalty 444.392328 = -2430.800921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.846017 sec): 3 clusters Score: Raw -2891.290231 + Penalty 890.033297 = -2001.256934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.846498 sec): 2 clusters Score: Raw -530.953551 + Penalty 151.022078 = -379.931473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.846711 sec): 3 clusters Score: Raw -531.218975 + Penalty 240.976726 = -290.242248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 134 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.847208 sec): 2 clusters Score: Raw -1247.951149 + Penalty 311.408561 = -936.542588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.847442 sec): 3 clusters Score: Raw -1282.069181 + Penalty 618.223144 = -663.846037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 135 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.847928 sec): 2 clusters Score: Raw -911.821401 + Penalty 233.256663 = -678.564738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.848154 sec): 3 clusters Score: Raw -914.446370 + Penalty 457.246913 = -457.199458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 137 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.848640 sec): 2 clusters Score: Raw -971.820717 + Penalty 317.946324 = -653.874393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.848870 sec): 3 clusters Score: Raw -981.914125 + Penalty 637.972587 = -343.941538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.849348 sec): 2 clusters Score: Raw -786.366961 + Penalty 243.351887 = -543.015074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.849552 sec): 2 clusters Score: Raw -786.366961 + Penalty 243.351887 = -543.015074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 139 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.850062 sec): 2 clusters Score: Raw -1600.202609 + Penalty 380.731455 = -1219.471154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.850307 sec): 3 clusters Score: Raw -1610.327403 + Penalty 762.123296 = -848.204106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.850790 sec): 2 clusters Score: Raw -709.987992 + Penalty 170.971445 = -539.016547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.851014 sec): 3 clusters Score: Raw -718.690288 + Penalty 348.020309 = -370.669979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 141 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.851523 sec): 2 clusters Score: Raw -1859.450881 + Penalty 362.480549 = -1496.970331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.851770 sec): 3 clusters Score: Raw -1859.648385 + Penalty 723.966829 = -1135.681556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.852253 sec): 2 clusters Score: Raw -908.585085 + Penalty 303.992245 = -604.592840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.852478 sec): 3 clusters Score: Raw -897.807378 + Penalty 606.063913 = -291.743464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 143 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.852988 sec): 2 clusters Score: Raw -1902.338271 + Penalty 425.587899 = -1476.750372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.853252 sec): 3 clusters Score: Raw -1968.494148 + Penalty 854.947273 = -1113.546875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.853713 sec): 2 clusters Score: Raw -85.871625 + Penalty 0.000000 = -85.871625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.853905 sec): 2 clusters Score: Raw -85.871625 + Penalty 0.000000 = -85.871625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.854366 sec): 2 clusters Score: Raw -85.381977 + Penalty 0.000000 = -85.381977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.854557 sec): 2 clusters Score: Raw -85.381977 + Penalty 0.000000 = -85.381977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.855039 sec): 2 clusters Score: Raw -818.973535 + Penalty 276.297684 = -542.675851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.855264 sec): 3 clusters Score: Raw -797.982565 + Penalty 548.245247 = -249.737317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.855723 sec): 2 clusters Score: Raw -87.832225 + Penalty 0.000000 = -87.832225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.855918 sec): 2 clusters Score: Raw -87.832225 + Penalty 0.000000 = -87.832225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 153 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.856432 sec): 2 clusters Score: Raw -2042.207742 + Penalty 337.886252 = -1704.321490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.856680 sec): 3 clusters Score: Raw -2062.708660 + Penalty 674.697150 = -1388.011510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 154 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.857161 sec): 2 clusters Score: Raw -669.737418 + Penalty 257.979021 = -411.758397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.857383 sec): 3 clusters Score: Raw -674.480278 + Penalty 517.371987 = -157.108291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 158 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.857878 sec): 2 clusters Score: Raw -1198.552456 + Penalty 254.063897 = -944.488559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.858112 sec): 3 clusters Score: Raw -1199.008345 + Penalty 506.242781 = -692.765564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 160 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.858640 sec): 2 clusters Score: Raw -2108.241189 + Penalty 329.550173 = -1778.691016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.858897 sec): 3 clusters Score: Raw -2140.697152 + Penalty 660.363680 = -1480.333472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.859355 sec): 2 clusters Score: Raw -86.530986 + Penalty 0.000000 = -86.530986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.859544 sec): 2 clusters Score: Raw -86.530986 + Penalty 0.000000 = -86.530986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.860030 sec): 2 clusters Score: Raw -388.625828 + Penalty 175.417113 = -213.208715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.860246 sec): 3 clusters Score: Raw -378.897230 + Penalty 350.834226 = -28.063005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.860704 sec): 2 clusters Score: Raw -258.809856 + Penalty 49.986859 = -208.822997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.860901 sec): 3 clusters Score: Raw -259.156520 + Penalty 99.973718 = -159.182802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.861400 sec): 2 clusters Score: Raw -1584.100515 + Penalty 326.768520 = -1257.331995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.861641 sec): 3 clusters Score: Raw -1573.038936 + Penalty 654.045583 = -918.993353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.862120 sec): 2 clusters Score: Raw -646.318887 + Penalty 201.390550 = -444.928338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.862343 sec): 3 clusters Score: Raw -648.212110 + Penalty 468.183946 = -180.028164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 167 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.862872 sec): 2 clusters Score: Raw -2512.806422 + Penalty 476.144536 = -2036.661886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.863130 sec): 3 clusters Score: Raw -2530.777325 + Penalty 955.958642 = -1574.818684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 168 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.863608 sec): 2 clusters Score: Raw -570.596282 + Penalty 185.235543 = -385.360739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.863827 sec): 3 clusters Score: Raw -564.609562 + Penalty 376.369950 = -188.239612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.864293 sec): 2 clusters Score: Raw -178.892648 + Penalty 53.546671 = -125.345977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.864498 sec): 3 clusters Score: Raw -175.221400 + Penalty 107.093341 = -68.128058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 171 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.864993 sec): 2 clusters Score: Raw -1212.387457 + Penalty 244.155323 = -968.232134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.865226 sec): 3 clusters Score: Raw -1219.897155 + Penalty 477.328348 = -742.568807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.865686 sec): 2 clusters Score: Raw -89.668275 + Penalty 0.000000 = -89.668275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.865880 sec): 2 clusters Score: Raw -89.668275 + Penalty 0.000000 = -89.668275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.866391 sec): 2 clusters Score: Raw -1945.768244 + Penalty 445.757352 = -1500.010892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.866639 sec): 3 clusters Score: Raw -1985.909428 + Penalty 896.623128 = -1089.286300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.867136 sec): 2 clusters Score: Raw -502.611837 + Penalty 227.878416 = -274.733421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.867355 sec): 3 clusters Score: Raw -492.470350 + Penalty 428.351092 = -64.119258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.867835 sec): 2 clusters Score: Raw -691.305193 + Penalty 258.984492 = -432.320701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.868056 sec): 3 clusters Score: Raw -683.247361 + Penalty 511.568054 = -171.679307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.868515 sec): 2 clusters Score: Raw -90.122554 + Penalty 0.000000 = -90.122554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.868709 sec): 2 clusters Score: Raw -90.122554 + Penalty 0.000000 = -90.122554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.869179 sec): 2 clusters Score: Raw -282.340826 + Penalty 120.356421 = -161.984404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.869391 sec): 3 clusters Score: Raw -274.392702 + Penalty 225.267084 = -49.125618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 183 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.869880 sec): 2 clusters Score: Raw -1075.759490 + Penalty 288.965327 = -786.794163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.870109 sec): 3 clusters Score: Raw -1074.800052 + Penalty 571.820284 = -502.979768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 184 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.870695 sec): 2 clusters Score: Raw -4149.623870 + Penalty 163.477216 = -3986.146654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.870996 sec): 3 clusters Score: Raw -4152.830847 + Penalty 341.329090 = -3811.501758 nChanged 4 SP:Iteration 1F (24.871294 sec): 3 clusters Score: Raw -4159.899120 + Penalty 335.318316 = -3824.580804 nChanged 2 SP:Iteration 2Q (24.871593 sec): 3 clusters Score: Raw -4164.498684 + Penalty 332.543669 = -3831.955015 nChanged 3 SP:Iteration 3F (24.871894 sec): 3 clusters Score: Raw -4172.688713 + Penalty 327.700042 = -3844.988671 nChanged 1 SP:Iteration 4Q (24.872186 sec): 3 clusters Score: Raw -4174.199960 + Penalty 327.700042 = -3846.499919 nChanged 0 SP:Iteration 5F (24.872484 sec): 3 clusters Score: Raw -4174.199960 + Penalty 327.700042 = -3846.499919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.872967 sec): 2 clusters Score: Raw -680.228513 + Penalty 233.459712 = -446.768801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.873189 sec): 3 clusters Score: Raw -674.338058 + Penalty 464.076238 = -210.261820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.873657 sec): 2 clusters Score: Raw -285.869739 + Penalty 117.403845 = -168.465894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.873855 sec): 2 clusters Score: Raw -285.869739 + Penalty 117.403845 = -168.465894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.874323 sec): 2 clusters Score: Raw -280.648403 + Penalty 114.551149 = -166.097255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.874548 sec): 3 clusters Score: Raw -278.484641 + Penalty 209.179541 = -69.305100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.875016 sec): 2 clusters Score: Raw -280.130351 + Penalty 112.494525 = -167.635826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.875215 sec): 2 clusters Score: Raw -280.130351 + Penalty 112.494525 = -167.635826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.875673 sec): 2 clusters Score: Raw -81.153999 + Penalty 0.000000 = -81.153999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.875860 sec): 2 clusters Score: Raw -81.153999 + Penalty 0.000000 = -81.153999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.876321 sec): 2 clusters Score: Raw -91.334916 + Penalty 0.000000 = -91.334916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.876514 sec): 2 clusters Score: Raw -91.334916 + Penalty 0.000000 = -91.334916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.876980 sec): 2 clusters Score: Raw -283.320041 + Penalty 129.506807 = -153.813233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.877193 sec): 3 clusters Score: Raw -275.133076 + Penalty 270.630967 = -4.502109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.877654 sec): 2 clusters Score: Raw -91.513376 + Penalty 0.000000 = -91.513376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.877847 sec): 2 clusters Score: Raw -91.513376 + Penalty 0.000000 = -91.513376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.878310 sec): 2 clusters Score: Raw -188.067952 + Penalty 78.916450 = -109.151501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.878507 sec): 2 clusters Score: Raw -188.067952 + Penalty 78.916450 = -109.151501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 200 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.879005 sec): 2 clusters Score: Raw -1317.931899 + Penalty 348.575046 = -969.356854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.879238 sec): 3 clusters Score: Raw -1312.502787 + Penalty 705.170344 = -607.332443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.879702 sec): 2 clusters Score: Raw -189.047386 + Penalty 81.640901 = -107.406485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.879902 sec): 2 clusters Score: Raw -189.047386 + Penalty 81.640901 = -107.406485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 206 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.880689 sec): 2 clusters Score: Raw -8664.752385 + Penalty 181.763097 = -8482.989287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.881105 sec): 3 clusters Score: Raw -8648.093766 + Penalty 400.277805 = -8247.815962 nChanged 38 SP:Iteration 1F (24.881508 sec): 3 clusters Score: Raw -8718.835017 + Penalty 429.190795 = -8289.644222 nChanged 11 SP:Iteration 2F (24.881910 sec): 3 clusters Score: Raw -8751.103561 + Penalty 440.361775 = -8310.741785 nChanged 2 SP:Iteration 3Q (24.882306 sec): 3 clusters Score: Raw -8761.521956 + Penalty 440.361775 = -8321.160181 nChanged 0 SP:Iteration 4F (24.882709 sec): 3 clusters Score: Raw -8761.521956 + Penalty 440.361775 = -8321.160181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.883166 sec): 2 clusters Score: Raw -162.366222 + Penalty 3.994842 = -158.371380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.883350 sec): 2 clusters Score: Raw -162.366222 + Penalty 3.994842 = -158.371380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 209 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.883839 sec): 2 clusters Score: Raw -944.784651 + Penalty 108.408187 = -836.376464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.884094 sec): 3 clusters Score: Raw -950.752594 + Penalty 215.659787 = -735.092807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 211 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.884704 sec): 2 clusters Score: Raw -1542.564908 + Penalty 235.082310 = -1307.482598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.884977 sec): 3 clusters Score: Raw -1553.243684 + Penalty 487.978298 = -1065.265386 nChanged 1 SP:Iteration 1F (24.885216 sec): 3 clusters Score: Raw -1554.739267 + Penalty 477.898080 = -1076.841187 nChanged 1 SP:Iteration 2F (24.885454 sec): 3 clusters Score: Raw -1556.111508 + Penalty 477.898080 = -1078.213428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.885928 sec): 2 clusters Score: Raw -275.472950 + Penalty 98.975552 = -176.497398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.886140 sec): 3 clusters Score: Raw -269.564601 + Penalty 212.262563 = -57.302038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.886615 sec): 2 clusters Score: Raw -492.474722 + Penalty 223.387732 = -269.086990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.886834 sec): 3 clusters Score: Raw -480.449768 + Penalty 450.934846 = -29.514922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.887298 sec): 2 clusters Score: Raw -184.630511 + Penalty 77.196505 = -107.434006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.887495 sec): 2 clusters Score: Raw -184.630511 + Penalty 77.196505 = -107.434006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.887958 sec): 2 clusters Score: Raw -191.667480 + Penalty 88.223884 = -103.443597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.888155 sec): 2 clusters Score: Raw -191.667480 + Penalty 88.223884 = -103.443597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.888627 sec): 2 clusters Score: Raw -297.653904 + Penalty 138.260887 = -159.393017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.888846 sec): 3 clusters Score: Raw -285.247263 + Penalty 138.260887 = -146.986376 nChanged 1 SP:Iteration 1F (24.889041 sec): 2 clusters Score: Raw -297.653904 + Penalty 138.260887 = -159.393017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.889513 sec): 2 clusters Score: Raw -387.771586 + Penalty 178.553126 = -209.218461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.889732 sec): 2 clusters Score: Raw -387.771586 + Penalty 178.553126 = -209.218461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.890190 sec): 2 clusters Score: Raw -87.117628 + Penalty 0.000000 = -87.117628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.890383 sec): 2 clusters Score: Raw -87.117628 + Penalty 0.000000 = -87.117628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.890842 sec): 2 clusters Score: Raw -176.887240 + Penalty 35.569025 = -141.318215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.891041 sec): 3 clusters Score: Raw -171.308562 + Penalty 71.138050 = -100.170512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.891500 sec): 2 clusters Score: Raw -90.552241 + Penalty 0.000000 = -90.552241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.891694 sec): 2 clusters Score: Raw -90.552241 + Penalty 0.000000 = -90.552241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 229 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.892166 sec): 2 clusters Score: Raw -445.912456 + Penalty 150.688226 = -295.224230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.892387 sec): 3 clusters Score: Raw -446.489120 + Penalty 283.325837 = -163.163283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 232 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.892886 sec): 2 clusters Score: Raw -1156.181433 + Penalty 92.894506 = -1063.286927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.893127 sec): 3 clusters Score: Raw -1165.044904 + Penalty 190.762029 = -974.282875 nChanged 0 Deleting Class 105 (35 points): Lose 225.765058 but Gain 1596.770313 Iteration 20F (27.366859 sec): 184 clusters Score: Raw -2442031.124783 + Penalty 192628.336905 = -2249402.787878 nChanged 223 Deleting Class 137 (10 points): Lose 47.904853 but Gain 1417.972050 Iteration 21Q (27.555587 sec): 183 clusters Score: Raw -2442149.821485 + Penalty 191247.644990 = -2250902.176495 nChanged 191 Deleting Class 174 (20 points): Lose 157.597087 but Gain 1528.006027 Iteration 22Q (27.740057 sec): 182 clusters Score: Raw -2442098.935136 + Penalty 189753.608537 = -2252345.326599 nChanged 157 Deleting Class 117 (14 points): Lose 145.306861 but Gain 1514.677131 Iteration 23Q (27.920751 sec): 181 clusters Score: Raw -2442060.184821 + Penalty 188233.784199 = -2253826.400622 nChanged 139 Deleting Class 213 (5 points): Lose 58.854849 but Gain 1425.327427 Iteration 24Q (28.098658 sec): 180 clusters Score: Raw -2442082.748171 + Penalty 186876.605126 = -2255206.143045 nChanged 117 Deleting Class 99 (8 points): Lose 80.381064 but Gain 1445.395224 Iteration 25Q (28.275011 sec): 179 clusters Score: Raw -2442086.324482 + Penalty 185658.685707 = -2256427.638775 nChanged 115 Deleting Class 53 (13 points): Lose 74.601469 but Gain 1436.842306 Iteration 26Q (28.449114 sec): 178 clusters Score: Raw -2442122.252091 + Penalty 184270.204219 = -2257852.047872 nChanged 125 Deleting Class 111 (2 points): Lose 41.457961 but Gain 1391.558944 Iteration 27Q (28.625621 sec): 177 clusters Score: Raw -2442180.775072 + Penalty 183102.598815 = -2259078.176257 nChanged 107 Deleting Class 87 (17 points): Lose 143.156480 but Gain 1489.562333 Iteration 28Q (28.799542 sec): 176 clusters Score: Raw -2442117.695128 + Penalty 181662.088311 = -2260455.606816 nChanged 99 Deleting Class 142 (9 points): Lose 76.811432 but Gain 1420.749813 Iteration 29Q (28.976768 sec): 175 clusters Score: Raw -2442134.255341 + Penalty 180276.129178 = -2261858.126163 nChanged 73 Deleting Class 167 (27 points): Lose 175.345547 but Gain 1521.493936 Iteration 30F (31.314919 sec): 174 clusters Score: Raw -2442027.949127 + Penalty 178855.127382 = -2263172.821745 nChanged 101 Deleting Class 196 (1 points): Lose 1.660214 but Gain 1345.484325 Iteration 31Q (31.486265 sec): 173 clusters Score: Raw -2442158.022814 + Penalty 177520.134145 = -2264637.888668 nChanged 78 Deleting Class 66 (12 points): Lose 79.334147 but Gain 1420.038992 Iteration 32Q (31.655090 sec): 172 clusters Score: Raw -2442156.030582 + Penalty 176138.926788 = -2266017.103794 nChanged 77 Deleting Class 200 (13 points): Lose 73.563025 but Gain 1395.555295 Iteration 33Q (31.823805 sec): 171 clusters Score: Raw -2442143.318304 + Penalty 174772.108674 = -2267371.209630 nChanged 69 Deleting Class 176 (5 points): Lose 133.412882 but Gain 1453.980279 Iteration 34Q (31.990444 sec): 170 clusters Score: Raw -2442071.757005 + Penalty 173339.244211 = -2268732.512795 nChanged 52 Deleting Class 139 (16 points): Lose 89.840487 but Gain 1410.142030 Iteration 35Q (32.154178 sec): 169 clusters Score: Raw -2442026.694025 + Penalty 171976.457115 = -2270050.236910 nChanged 47 Deleting Class 150 (8 points): Lose 55.078954 but Gain 1364.457710 Iteration 36Q (32.317204 sec): 168 clusters Score: Raw -2442018.993970 + Penalty 170653.976913 = -2271365.017057 nChanged 39 Deleting Class 154 (8 points): Lose 72.311878 but Gain 1377.511194 Iteration 37Q (32.481925 sec): 167 clusters Score: Raw -2441977.570749 + Penalty 169302.006616 = -2272675.564133 nChanged 28 Deleting Class 228 (1 points): Lose 2.400996 but Gain 1305.170225 Iteration 38Q (32.641277 sec): 166 clusters Score: Raw -2441998.303776 + Penalty 167996.537800 = -2274001.765976 nChanged 13 Deleting Class 38 (32 points): Lose 186.234357 but Gain 1486.721727 Iteration 39Q (32.799170 sec): 165 clusters Score: Raw -2441817.733972 + Penalty 166576.966986 = -2275240.766985 nChanged 41 Deleting Class 178 (7 points): Lose 69.223770 but Gain 1366.723077 Iteration 40F (34.975120 sec): 164 clusters Score: Raw -2441816.082621 + Penalty 165286.661551 = -2276529.421069 nChanged 28 Deleting Class 130 (7 points): Lose 74.892340 but Gain 1371.056342 Iteration 41Q (35.134311 sec): 163 clusters Score: Raw -2441790.354403 + Penalty 164106.645245 = -2277683.709158 nChanged 19 Deleting Class 217 (2 points): Lose 15.989174 but Gain 1307.044167 Iteration 42Q (35.291179 sec): 162 clusters Score: Raw -2441810.055139 + Penalty 162800.271835 = -2279009.783304 nChanged 14 Deleting Class 124 (4 points): Lose 46.935979 but Gain 1336.939301 Iteration 43Q (35.448706 sec): 161 clusters Score: Raw -2441772.326158 + Penalty 161482.108085 = -2280290.218073 nChanged 10 Deleting Class 218 (3 points): Lose 4.241081 but Gain 1292.362768 Iteration 44Q (35.604891 sec): 160 clusters Score: Raw -2441781.924488 + Penalty 160220.221697 = -2281561.702791 nChanged 10 Deleting Class 33 (10 points): Lose 45.209457 but Gain 1326.625046 Iteration 45Q (35.760048 sec): 159 clusters Score: Raw -2441764.486765 + Penalty 158894.176430 = -2282870.310335 nChanged 15 Deleting Class 57 (4 points): Lose 31.779282 but Gain 1311.405179 Iteration 46Q (35.914604 sec): 158 clusters Score: Raw -2441753.395652 + Penalty 157585.178636 = -2284168.217016 nChanged 10 Deleting Class 163 (4 points): Lose 23.798706 but Gain 1299.409546 Iteration 47Q (36.069534 sec): 157 clusters Score: Raw -2441737.373285 + Penalty 156304.935422 = -2285432.437862 nChanged 10 Deleting Class 143 (20 points): Lose 183.851042 but Gain 1458.867415 Iteration 48Q (36.223150 sec): 156 clusters Score: Raw -2441563.579718 + Penalty 154862.641794 = -2286700.937924 nChanged 24 Deleting Class 173 (1 points): Lose 1.926138 but Gain 1271.862890 Iteration 49Q (36.384474 sec): 155 clusters Score: Raw -2441598.241305 + Penalty 153589.783780 = -2288008.457526 nChanged 16 Deleting Class 219 (4 points): Lose 60.600793 but Gain 1322.639692 Iteration 50F (38.403870 sec): 154 clusters Score: Raw -2441541.358232 + Penalty 152269.168754 = -2289272.189478 nChanged 17 Deleting Class 198 (1 points): Lose 88.960665 but Gain 1346.850376 Iteration 51Q (38.561010 sec): 153 clusters Score: Raw -2441464.266833 + Penalty 150920.613525 = -2290543.653308 nChanged 14 Deleting Class 132 (35 points): Lose 163.670955 but Gain 1406.767520 Iteration 52Q (38.718430 sec): 152 clusters Score: Raw -2441304.241196 + Penalty 149739.263705 = -2291564.977491 nChanged 47 Deleting Class 98 (3 points): Lose 46.691719 but Gain 1366.531050 Iteration 53Q (38.877046 sec): 151 clusters Score: Raw -2441338.749754 + Penalty 148432.224426 = -2292906.525328 nChanged 25 Deleting Class 101 (40 points): Lose 173.305234 but Gain 1419.184420 Iteration 54Q (39.035028 sec): 150 clusters Score: Raw -2441187.551791 + Penalty 147145.938602 = -2294041.613189 nChanged 64 Deleting Class 180 (1 points): Lose 5.040202 but Gain 1242.953335 Iteration 55Q (39.194562 sec): 149 clusters Score: Raw -2441292.739526 + Penalty 145945.412738 = -2295347.326788 nChanged 23 Deleting Class 36 (28 points): Lose 168.548622 but Gain 1405.986170 Iteration 56Q (39.350365 sec): 148 clusters Score: Raw -2441148.932933 + Penalty 144608.627611 = -2296540.305323 nChanged 46 Deleting Class 126 (20 points): Lose 122.531217 but Gain 1353.049137 Iteration 57Q (39.508626 sec): 147 clusters Score: Raw -2441106.777500 + Penalty 143349.710908 = -2297757.066592 nChanged 29 Deleting Class 128 (9 points): Lose 75.706030 but Gain 1305.187980 Iteration 58Q (39.669600 sec): 146 clusters Score: Raw -2441094.618507 + Penalty 142051.612199 = -2299043.006307 nChanged 16 Deleting Class 125 (11 points): Lose 52.515499 but Gain 1274.365992 Iteration 59Q (39.819879 sec): 145 clusters Score: Raw -2441061.673525 + Penalty 140817.793844 = -2300243.879681 nChanged 14 Deleting Class 52 (24 points): Lose 187.674371 but Gain 1409.117194 Iteration 60F (41.727717 sec): 144 clusters Score: Raw -2440905.105843 + Penalty 139566.349264 = -2301338.756579 nChanged 28 Deleting Class 13 (20 points): Lose 91.596059 but Gain 1309.029833 Iteration 61Q (41.881590 sec): 143 clusters Score: Raw -2440905.256037 + Penalty 138283.367732 = -2302621.888304 nChanged 31 Deleting Class 141 (21 points): Lose 128.441585 but Gain 1335.002512 Iteration 62Q (42.038519 sec): 142 clusters Score: Raw -2440826.602874 + Penalty 137010.114557 = -2303816.488316 nChanged 35 Deleting Class 62 (5 points): Lose 35.051175 but Gain 1240.839080 Iteration 63Q (42.191843 sec): 141 clusters Score: Raw -2440864.924561 + Penalty 135824.220339 = -2305040.704222 nChanged 27 Deleting Class 205 (2 points): Lose 6.567358 but Gain 1209.516731 Iteration 64Q (42.343883 sec): 140 clusters Score: Raw -2440898.653481 + Penalty 134683.237684 = -2306215.415797 nChanged 20 Deleting Class 88 (81 points): Lose 381.087006 but Gain 1578.074070 Iteration 65Q (42.493548 sec): 139 clusters Score: Raw -2440541.667519 + Penalty 133169.911843 = -2307371.755676 nChanged 89 Deleting Class 114 (10 points): Lose 27.874890 but Gain 1216.229762 Iteration 66Q (42.648752 sec): 138 clusters Score: Raw -2440720.510733 + Penalty 131991.150049 = -2308729.360684 nChanged 34 Deleting Class 197 (3 points): Lose 24.441091 but Gain 1210.535962 Iteration 67Q (42.798014 sec): 137 clusters Score: Raw -2440746.012327 + Penalty 130801.497928 = -2309944.514399 nChanged 29 Deleting Class 165 (17 points): Lose 63.611862 but Gain 1245.163660 Iteration 68Q (42.947605 sec): 136 clusters Score: Raw -2440737.198869 + Penalty 129620.085937 = -2311117.112932 nChanged 37 Deleting Class 122 (5 points): Lose 109.273878 but Gain 1284.182586 Iteration 69Q (43.096783 sec): 135 clusters Score: Raw -2440676.957642 + Penalty 128388.178700 = -2312288.778942 nChanged 19 Deleting Class 28 (61 points): Lose 350.245226 but Gain 1525.004257 Iteration 70F (44.857999 sec): 134 clusters Score: Raw -2440393.081563 + Penalty 126911.902288 = -2313481.179275 nChanged 77 Deleting Class 48 (4 points): Lose 46.202062 but Gain 1218.594151 Iteration 71Q (45.013647 sec): 133 clusters Score: Raw -2440501.284061 + Penalty 125730.159782 = -2314771.124280 nChanged 20 Deleting Class 186 (6 points): Lose 38.186276 but Gain 1209.927753 Iteration 72Q (45.156251 sec): 132 clusters Score: Raw -2440497.880854 + Penalty 124559.883001 = -2315937.997853 nChanged 24 Deleting Class 127 (5 points): Lose 64.936826 but Gain 1231.229820 Iteration 73Q (45.298873 sec): 131 clusters Score: Raw -2440465.681424 + Penalty 123336.444298 = -2317129.237126 nChanged 19 Deleting Class 86 (4 points): Lose 31.193027 but Gain 1197.274674 Iteration 74Q (45.440273 sec): 130 clusters Score: Raw -2440452.582502 + Penalty 122157.552379 = -2318295.030122 nChanged 14 Deleting Class 199 (2 points): Lose 6.826177 but Gain 1169.153767 Iteration 75Q (45.580651 sec): 129 clusters Score: Raw -2440458.987930 + Penalty 120996.324978 = -2319462.662952 nChanged 18 Deleting Class 120 (1 points): Lose 1.855711 but Gain 1162.324586 Iteration 76Q (45.720126 sec): 128 clusters Score: Raw -2440470.786035 + Penalty 119839.286111 = -2320631.499923 nChanged 12 Deleting Class 24 (34 points): Lose 133.574577 but Gain 1293.453470 Iteration 77Q (45.861375 sec): 127 clusters Score: Raw -2440347.880407 + Penalty 118595.534184 = -2321752.346223 nChanged 49 Deleting Class 183 (13 points): Lose 84.461771 but Gain 1242.461925 Iteration 78Q (46.005947 sec): 126 clusters Score: Raw -2440342.947100 + Penalty 117385.541339 = -2322957.405761 nChanged 34 Deleting Class 106 (12 points): Lose 59.556459 but Gain 1204.723000 Iteration 79Q (46.145053 sec): 125 clusters Score: Raw -2440335.027810 + Penalty 116176.175568 = -2324158.852242 nChanged 29 Deleting Class 90 (4 points): Lose 56.777812 but Gain 1201.756533 Iteration 80F (47.785632 sec): 124 clusters Score: Raw -2440303.564548 + Penalty 115016.826160 = -2325286.738388 nChanged 13 Deleting Class 19 (8 points): Lose 336.371138 but Gain 1478.285952 Iteration 81Q (47.925346 sec): 123 clusters Score: Raw -2439987.621106 + Penalty 113586.265573 = -2326401.355533 nChanged 20 Deleting Class 104 (13 points): Lose 56.739759 but Gain 1194.649270 Iteration 82Q (48.066107 sec): 122 clusters Score: Raw -2439980.035712 + Penalty 112445.124416 = -2327534.911296 nChanged 28 Deleting Class 138 (9 points): Lose 72.538266 but Gain 1207.608471 Iteration 83Q (48.206162 sec): 121 clusters Score: Raw -2439984.497800 + Penalty 111276.542592 = -2328707.955207 nChanged 19 Deleting Class 61 (26 points): Lose 169.953680 but Gain 1299.616391 Iteration 84Q (48.343324 sec): 120 clusters Score: Raw -2439860.949052 + Penalty 110073.101788 = -2329787.847263 nChanged 40 Deleting Class 43 (32 points): Lose 437.775304 but Gain 1560.482190 Iteration 85Q (48.485449 sec): 119 clusters Score: Raw -2439497.826332 + Penalty 108634.326418 = -2330863.499915 nChanged 53 Deleting Class 134 (17 points): Lose 120.255108 but Gain 1242.362653 Iteration 86Q (48.629684 sec): 118 clusters Score: Raw -2439543.027577 + Penalty 107490.557558 = -2332052.470019 nChanged 43 Deleting Class 216 (2 points): Lose 23.501868 but Gain 1143.672628 Iteration 87Q (48.765511 sec): 117 clusters Score: Raw -2439605.240011 + Penalty 106421.657432 = -2333183.582579 nChanged 29 Deleting Class 96 (11 points): Lose 85.483611 but Gain 1203.546553 Iteration 88Q (48.900190 sec): 116 clusters Score: Raw -2439562.632396 + Penalty 105252.700061 = -2334309.932335 nChanged 41 Deleting Class 65 (11 points): Lose 401.063320 but Gain 1512.055869 Iteration 89Q (49.035413 sec): 115 clusters Score: Raw -2439210.573463 + Penalty 103808.986725 = -2335401.586738 nChanged 32 Deleting Class 187 (3 points): Lose 2.633953 but Gain 1097.406227 Iteration 90F (50.556405 sec): 114 clusters Score: Raw -2439261.548108 + Penalty 102754.554879 = -2336506.993230 nChanged 20 Deleting Class 29 (16 points): Lose 284.556274 but Gain 1376.528886 Iteration 91Q (50.695204 sec): 113 clusters Score: Raw -2439051.444782 + Penalty 101424.590567 = -2337626.854214 nChanged 33 Deleting Class 89 (15 points): Lose 40.124557 but Gain 1117.760977 Iteration 92Q (50.833988 sec): 112 clusters Score: Raw -2439093.639235 + Penalty 100383.806686 = -2338709.832550 nChanged 34 Deleting Class 73 (16 points): Lose 148.641143 but Gain 1211.048842 Iteration 93Q (50.971383 sec): 111 clusters Score: Raw -2438986.864366 + Penalty 99192.787390 = -2339794.076977 nChanged 30 Deleting Class 95 (4 points): Lose 33.520203 but Gain 1094.404976 Iteration 94Q (51.107976 sec): 110 clusters Score: Raw -2439001.604529 + Penalty 98118.299575 = -2340883.304953 nChanged 25 Deleting Class 135 (12 points): Lose 71.170128 but Gain 1126.927369 Iteration 95Q (51.242270 sec): 109 clusters Score: Raw -2438949.806311 + Penalty 97003.248135 = -2341946.558176 nChanged 30 Deleting Class 50 (9 points): Lose 66.394625 but Gain 1120.166183 Iteration 96Q (51.376755 sec): 108 clusters Score: Raw -2438938.734201 + Penalty 95886.399158 = -2343052.335042 nChanged 25 Deleting Class 81 (10 points): Lose 211.917094 but Gain 1258.699570 Iteration 97Q (51.512162 sec): 107 clusters Score: Raw -2438776.039105 + Penalty 94611.787363 = -2344164.251742 nChanged 35 Deleting Class 181 (3 points): Lose 80.098783 but Gain 1125.004771 Iteration 98Q (51.647992 sec): 106 clusters Score: Raw -2438749.738294 + Penalty 93725.174136 = -2345024.564157 nChanged 29 Deleting Class 229 (7 points): Lose 65.086440 but Gain 1114.560467 Iteration 99Q (51.783592 sec): 105 clusters Score: Raw -2438755.879249 + Penalty 92671.734086 = -2346084.145163 nChanged 24 Deleting Class 166 (9 points): Lose 78.516469 but Gain 1123.452688 Iteration 100F (53.198166 sec): 104 clusters Score: Raw -2438726.416619 + Penalty 91558.334558 = -2347168.082061 nChanged 28 Deleting Class 35 (69 points): Lose 382.862848 but Gain 1421.132369 Iteration 101Q (53.330146 sec): 103 clusters Score: Raw -2438392.453731 + Penalty 90280.066889 = -2348112.386842 nChanged 85 Deleting Class 194 (3 points): Lose 15.038882 but Gain 1051.517447 Iteration 102Q (53.464710 sec): 102 clusters Score: Raw -2438604.511933 + Penalty 89199.934595 = -2349404.577338 nChanged 42 Deleting Class 108 (8 points): Lose 46.291539 but Gain 1081.863445 Iteration 103Q (53.597094 sec): 101 clusters Score: Raw -2438613.402282 + Penalty 88148.195712 = -2350465.206571 nChanged 38 Deleting Class 109 (33 points): Lose 199.301946 but Gain 1229.920447 Iteration 104Q (53.727787 sec): 100 clusters Score: Raw -2438471.512869 + Penalty 86920.659329 = -2351550.853540 nChanged 45 Deleting Class 153 (26 points): Lose 112.455366 but Gain 1133.230715 Iteration 105Q (53.859878 sec): 99 clusters Score: Raw -2438453.421585 + Penalty 85795.555355 = -2352657.866230 nChanged 41 Deleting Class 118 (8 points): Lose 51.220131 but Gain 1058.562720 Iteration 106Q (53.992569 sec): 98 clusters Score: Raw -2438465.433193 + Penalty 84688.681892 = -2353776.751301 nChanged 25 Deleting Class 32 (29 points): Lose 118.474738 but Gain 1124.445868 Iteration 107Q (54.122180 sec): 97 clusters Score: Raw -2438392.215969 + Penalty 83631.156495 = -2354761.059474 nChanged 47 Deleting Class 168 (6 points): Lose 58.236220 but Gain 1061.632401 Iteration 108Q (54.251909 sec): 96 clusters Score: Raw -2438399.422728 + Penalty 82596.624704 = -2355802.798024 nChanged 22 Deleting Class 60 (58 points): Lose 213.937169 but Gain 1214.424094 Iteration 109Q (54.380132 sec): 95 clusters Score: Raw -2438207.683554 + Penalty 81625.314967 = -2356582.368587 nChanged 70 Deleting Class 100 (10 points): Lose 38.230695 but Gain 1028.946006 Iteration 110F (55.624562 sec): 94 clusters Score: Raw -2438306.102292 + Penalty 80390.366499 = -2357915.735792 nChanged 31 Deleting Class 192 (4 points): Lose 123.676761 but Gain 1104.477692 Iteration 111Q (55.753340 sec): 93 clusters Score: Raw -2438210.276744 + Penalty 79295.552725 = -2358914.724019 nChanged 14 Deleting Class 78 (10 points): Lose 62.538945 but Gain 1039.761853 Iteration 112Q (55.890304 sec): 92 clusters Score: Raw -2438165.061470 + Penalty 78266.037369 = -2359899.024101 nChanged 15 Deleting Class 69 (52 points): Lose 218.976162 but Gain 1193.282784 Iteration 113Q (56.016731 sec): 91 clusters Score: Raw -2437963.283457 + Penalty 77135.353518 = -2360827.929939 nChanged 60 Deleting Class 115 (9 points): Lose 21.204168 but Gain 991.688933 Iteration 114Q (56.143583 sec): 90 clusters Score: Raw -2438045.446393 + Penalty 76157.019163 = -2361888.427230 nChanged 28 Deleting Class 123 (12 points): Lose 61.936067 but Gain 1027.564327 Iteration 115Q (56.269238 sec): 89 clusters Score: Raw -2438002.168488 + Penalty 75158.260894 = -2362843.907594 nChanged 21 Deleting Class 25 (65 points): Lose 277.053321 but Gain 1246.221781 Iteration 116Q (56.394637 sec): 88 clusters Score: Raw -2437749.335770 + Penalty 74059.347924 = -2363689.987846 nChanged 81 Deleting Class 131 (4 points): Lose 23.172633 but Gain 981.670964 Iteration 117Q (56.521472 sec): 87 clusters Score: Raw -2437885.092428 + Penalty 73091.385939 = -2364793.706489 nChanged 27 Deleting Class 26 (10 points): Lose 39.044439 but Gain 991.985256 Iteration 118Q (56.645654 sec): 86 clusters Score: Raw -2437885.367203 + Penalty 72159.242400 = -2365726.124803 nChanged 31 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 -2437885.367203 + Penalty 72159.242400 = -2365726.124803Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.706369 sec): 2 clusters Score: Raw -91744.407097 + Penalty 236.357806 = -91508.049291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.708379 sec): 3 clusters Score: Raw -91142.186157 + Penalty 477.684894 = -90664.501263 nChanged 437 SP:Iteration 1F (56.710362 sec): 3 clusters Score: Raw -91408.669608 + Penalty 483.674516 = -90924.995093 nChanged 111 SP:Iteration 2F (56.712367 sec): 3 clusters Score: Raw -91512.004766 + Penalty 491.862266 = -91020.142501 nChanged 71 SP:Iteration 3F (56.714362 sec): 3 clusters Score: Raw -91595.276540 + Penalty 498.313059 = -91096.963480 nChanged 53 SP:Iteration 4F (56.716339 sec): 3 clusters Score: Raw -91660.709073 + Penalty 503.022407 = -91157.686666 nChanged 39 SP:Iteration 5Q (56.718200 sec): 3 clusters Score: Raw -91691.719995 + Penalty 504.385420 = -91187.334575 nChanged 22 SP:Iteration 6Q (56.719983 sec): 3 clusters Score: Raw -91712.058788 + Penalty 505.986104 = -91206.072684 nChanged 20 SP:Iteration 7Q (56.721783 sec): 3 clusters Score: Raw -91730.477401 + Penalty 504.229882 = -91226.247519 nChanged 20 SP:Iteration 8Q (56.723540 sec): 3 clusters Score: Raw -91757.934225 + Penalty 505.936830 = -91251.997394 nChanged 20 SP:Iteration 9Q (56.725278 sec): 3 clusters Score: Raw -91775.285186 + Penalty 506.627617 = -91268.657570 nChanged 17 SP:Iteration 10F (56.727305 sec): 3 clusters Score: Raw -91792.517460 + Penalty 506.772458 = -91285.745001 nChanged 11 SP:Iteration 11Q (56.729026 sec): 3 clusters Score: Raw -91800.522266 + Penalty 506.984377 = -91293.537889 nChanged 3 SP:Iteration 12Q (56.730761 sec): 3 clusters Score: Raw -91801.596509 + Penalty 506.718392 = -91294.878117 nChanged 2 SP:Iteration 13Q (56.732540 sec): 3 clusters Score: Raw -91802.490519 + Penalty 507.180450 = -91295.310070 nChanged 1 SP:Iteration 14Q (56.734308 sec): 3 clusters Score: Raw -91804.593640 + Penalty 506.959078 = -91297.634563 nChanged 1 SP:Iteration 15Q (56.736073 sec): 3 clusters Score: Raw -91805.040912 + Penalty 507.025151 = -91298.015761 nChanged 1 SP:Iteration 16Q (56.737866 sec): 3 clusters Score: Raw -91805.582435 + Penalty 508.218573 = -91297.363862 nChanged 1 SP:Iteration 17F (56.739884 sec): 3 clusters Score: Raw -91806.079559 + Penalty 508.006008 = -91298.073551 nChanged 1 SP:Iteration 18Q (56.741594 sec): 3 clusters Score: Raw -91806.339921 + Penalty 508.738934 = -91297.600987 nChanged 3 SP:Iteration 19F (56.743556 sec): 3 clusters Score: Raw -91806.919863 + Penalty 508.706867 = -91298.212996 nChanged 1 SP:Iteration 20F (56.745540 sec): 3 clusters Score: Raw -91807.128743 + Penalty 509.015712 = -91298.113031 nChanged 1 SP:Iteration 21F (56.747542 sec): 3 clusters Score: Raw -91807.633867 + Penalty 508.764344 = -91298.869523 nChanged 1 SP:Iteration 22Q (56.749248 sec): 3 clusters Score: Raw -91807.979819 + Penalty 508.623702 = -91299.356117 nChanged 1 SP:Iteration 23Q (56.750983 sec): 3 clusters Score: Raw -91808.209370 + Penalty 508.454080 = -91299.755289 nChanged 2 SP:Iteration 24Q (56.752705 sec): 3 clusters Score: Raw -91808.747509 + Penalty 508.210010 = -91300.537498 nChanged 2 SP:Iteration 25Q (56.754432 sec): 3 clusters Score: Raw -91809.457334 + Penalty 508.210010 = -91301.247323 nChanged 0 SP:Iteration 26F (56.756406 sec): 3 clusters Score: Raw -91809.457334 + Penalty 508.210010 = -91301.247323 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.758565 sec): 2 clusters Score: Raw -55961.981908 + Penalty 59.676009 = -55902.305899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.759978 sec): 3 clusters Score: Raw -55563.835338 + Penalty 116.485243 = -55447.350095 nChanged 306 SP:Iteration 1F (56.761348 sec): 3 clusters Score: Raw -55721.887828 + Penalty 111.168600 = -55610.719227 nChanged 57 SP:Iteration 2F (56.762743 sec): 3 clusters Score: Raw -55768.430853 + Penalty 111.576627 = -55656.854225 nChanged 80 SP:Iteration 3F (56.764142 sec): 3 clusters Score: Raw -55857.974847 + Penalty 110.541165 = -55747.433682 nChanged 69 SP:Iteration 4F (56.765445 sec): 3 clusters Score: Raw -55947.121765 + Penalty 104.298306 = -55842.823458 nChanged 15 SP:Iteration 5Q (56.766697 sec): 3 clusters Score: Raw -55962.232771 + Penalty 107.877465 = -55854.355306 nChanged 3 SP:Iteration 6Q (56.767834 sec): 3 clusters Score: Raw -55963.563857 + Penalty 95.221691 = -55868.342165 nChanged 4 SP:Iteration 7Q (56.768919 sec): 3 clusters Score: Raw -55968.276553 + Penalty 102.218158 = -55866.058396 nChanged 2 SP:Iteration 8F (56.770164 sec): 3 clusters Score: Raw -55970.661937 + Penalty 114.278803 = -55856.383134 nChanged 1 SP:Iteration 9F (56.771394 sec): 3 clusters Score: Raw -55975.770403 + Penalty 125.580960 = -55850.189443 nChanged 2 SP:Iteration 10F (56.772635 sec): 3 clusters Score: Raw -55978.548325 + Penalty 122.270282 = -55856.278043 nChanged 1 SP:Iteration 11Q (56.773726 sec): 3 clusters Score: Raw -55979.074470 + Penalty 121.589889 = -55857.484581 nChanged 1 SP:Iteration 12Q (56.774796 sec): 3 clusters Score: Raw -55979.629522 + Penalty 121.589889 = -55858.039633 nChanged 0 SP:Iteration 13F (56.776040 sec): 3 clusters Score: Raw -55979.629522 + Penalty 121.589889 = -55858.039633 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 3 (10916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.825488 sec): 2 clusters Score: Raw -922305.070900 + Penalty 272.715435 = -922032.355466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.846646 sec): 3 clusters Score: Raw -914926.263192 + Penalty 622.103321 = -914304.159870 nChanged 5107 SP:Iteration 1F (56.867098 sec): 3 clusters Score: Raw -919484.827140 + Penalty 746.071046 = -918738.756095 nChanged 1957 SP:Iteration 2F (56.887377 sec): 3 clusters Score: Raw -921749.054968 + Penalty 865.806712 = -920883.248255 nChanged 434 SP:Iteration 3Q (56.908084 sec): 3 clusters Score: Raw -922207.631763 + Penalty 1017.206541 = -921190.425222 nChanged 102 SP:Iteration 4Q (56.924796 sec): 3 clusters Score: Raw -922308.458855 + Penalty 1091.733459 = -921216.725396 nChanged 22 SP:Iteration 5Q (56.940592 sec): 3 clusters Score: Raw -922326.507063 + Penalty 1107.283602 = -921219.223461 nChanged 3 SP:Iteration 6Q (56.956071 sec): 3 clusters Score: Raw -922329.190807 + Penalty 1121.916368 = -921207.274439 nChanged 3 SP:Iteration 7F (56.975966 sec): 3 clusters Score: Raw -922331.274069 + Penalty 1144.228645 = -921187.045424 nChanged 3 SP:Iteration 8F (56.995753 sec): 3 clusters Score: Raw -922334.152878 + Penalty 1172.105351 = -921162.047528 nChanged 2 SP:Iteration 9F (57.015606 sec): 3 clusters Score: Raw -922341.486760 + Penalty 1176.952213 = -921164.534546 nChanged 2 SP:Iteration 10F (57.035508 sec): 3 clusters Score: Raw -922343.639513 + Penalty 1176.952213 = -921166.687300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 4 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.042859 sec): 2 clusters Score: Raw -42442.846917 + Penalty 355.442603 = -42087.404314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.043987 sec): 3 clusters Score: Raw -42229.558944 + Penalty 709.467438 = -41520.091506 nChanged 172 SP:Iteration 1F (57.045063 sec): 3 clusters Score: Raw -42367.989593 + Penalty 710.266992 = -41657.722601 nChanged 46 SP:Iteration 2F (57.046152 sec): 3 clusters Score: Raw -42412.500621 + Penalty 718.956154 = -41693.544468 nChanged 41 SP:Iteration 3F (57.047193 sec): 3 clusters Score: Raw -42460.612091 + Penalty 741.425565 = -41719.186526 nChanged 42 SP:Iteration 4F (57.048219 sec): 3 clusters Score: Raw -42506.568114 + Penalty 760.522264 = -41746.045850 nChanged 21 SP:Iteration 5Q (57.049230 sec): 3 clusters Score: Raw -42533.908654 + Penalty 771.242650 = -41762.666004 nChanged 13 SP:Iteration 6Q (57.050238 sec): 3 clusters Score: Raw -42543.941700 + Penalty 784.501415 = -41759.440285 nChanged 7 SP:Iteration 7F (57.051277 sec): 3 clusters Score: Raw -42557.603890 + Penalty 788.543964 = -41769.059926 nChanged 2 SP:Iteration 8Q (57.052299 sec): 3 clusters Score: Raw -42559.191963 + Penalty 792.172986 = -41767.018977 nChanged 2 SP:Iteration 9F (57.053326 sec): 3 clusters Score: Raw -42561.224971 + Penalty 794.135481 = -41767.089491 nChanged 1 SP:Iteration 10F (57.054351 sec): 3 clusters Score: Raw -42562.791609 + Penalty 798.131885 = -41764.659724 nChanged 4 SP:Iteration 11F (57.055375 sec): 3 clusters Score: Raw -42566.011768 + Penalty 801.003201 = -41765.008568 nChanged 5 SP:Iteration 12Q (57.056410 sec): 3 clusters Score: Raw -42569.158171 + Penalty 800.018757 = -41769.139414 nChanged 1 SP:Iteration 13Q (57.057423 sec): 3 clusters Score: Raw -42569.918463 + Penalty 800.889530 = -41769.028933 nChanged 1 SP:Iteration 14F (57.058449 sec): 3 clusters Score: Raw -42570.107514 + Penalty 800.889530 = -41769.217984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.060184 sec): 2 clusters Score: Raw -29510.982511 + Penalty 871.375601 = -28639.606910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.060991 sec): 3 clusters Score: Raw -29501.951683 + Penalty 1742.857176 = -27759.094507 nChanged 43 SP:Iteration 1F (57.061772 sec): 3 clusters Score: Raw -29564.650478 + Penalty 1742.942468 = -27821.708009 nChanged 13 SP:Iteration 2Q (57.062529 sec): 3 clusters Score: Raw -29593.843704 + Penalty 1742.899935 = -27850.943769 nChanged 13 SP:Iteration 3Q (57.063273 sec): 3 clusters Score: Raw -29614.539373 + Penalty 1742.341383 = -27872.197990 nChanged 4 SP:Iteration 4Q (57.064012 sec): 3 clusters Score: Raw -29623.969402 + Penalty 1742.045691 = -27881.923711 nChanged 2 SP:Iteration 5Q (57.064749 sec): 3 clusters Score: Raw -29628.841918 + Penalty 1741.705170 = -27887.136747 nChanged 2 SP:Iteration 6Q (57.065484 sec): 3 clusters Score: Raw -29632.815247 + Penalty 1741.476880 = -27891.338367 nChanged 1 SP:Iteration 7Q (57.066241 sec): 3 clusters Score: Raw -29634.155466 + Penalty 1741.476880 = -27892.678585 nChanged 0 SP:Iteration 8F (57.067011 sec): 3 clusters Score: Raw -29634.155466 + Penalty 1741.476880 = -27892.678585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.077478 sec): 2 clusters Score: Raw -182267.313035 + Penalty 414.310782 = -181853.002253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.081453 sec): 3 clusters Score: Raw -181037.828503 + Penalty 826.522613 = -180211.305890 nChanged 910 SP:Iteration 1F (57.085404 sec): 3 clusters Score: Raw -181633.552284 + Penalty 819.181186 = -180814.371097 nChanged 210 SP:Iteration 2F (57.089290 sec): 3 clusters Score: Raw -181797.684551 + Penalty 811.043259 = -180986.641293 nChanged 144 SP:Iteration 3F (57.093286 sec): 3 clusters Score: Raw -181927.216331 + Penalty 802.091839 = -181125.124492 nChanged 106 SP:Iteration 4F (57.097216 sec): 3 clusters Score: Raw -182019.656059 + Penalty 794.496534 = -181225.159526 nChanged 80 SP:Iteration 5Q (57.101109 sec): 3 clusters Score: Raw -182092.993603 + Penalty 787.803274 = -181305.190330 nChanged 68 SP:Iteration 6Q (57.104890 sec): 3 clusters Score: Raw -182163.922010 + Penalty 782.132441 = -181381.789569 nChanged 67 SP:Iteration 7Q (57.108635 sec): 3 clusters Score: Raw -182241.471514 + Penalty 780.398895 = -181461.072619 nChanged 48 SP:Iteration 8Q (57.112314 sec): 3 clusters Score: Raw -182283.572815 + Penalty 776.271411 = -181507.301404 nChanged 43 SP:Iteration 9Q (57.115893 sec): 3 clusters Score: Raw -182309.430005 + Penalty 774.403073 = -181535.026931 nChanged 33 SP:Iteration 10F (57.119875 sec): 3 clusters Score: Raw -182321.209684 + Penalty 772.843765 = -181548.365919 nChanged 24 SP:Iteration 11Q (57.123432 sec): 3 clusters Score: Raw -182328.184024 + Penalty 771.350887 = -181556.833137 nChanged 16 SP:Iteration 12Q (57.126952 sec): 3 clusters Score: Raw -182332.664423 + Penalty 770.222798 = -181562.441625 nChanged 16 SP:Iteration 13Q (57.130444 sec): 3 clusters Score: Raw -182336.266931 + Penalty 770.331022 = -181565.935909 nChanged 7 SP:Iteration 14Q (57.133954 sec): 3 clusters Score: Raw -182338.440684 + Penalty 768.603594 = -181569.837090 nChanged 9 SP:Iteration 15Q (57.137530 sec): 3 clusters Score: Raw -182340.643840 + Penalty 768.533727 = -181572.110113 nChanged 11 SP:Iteration 16Q (57.141028 sec): 3 clusters Score: Raw -182342.424526 + Penalty 767.861593 = -181574.562933 nChanged 13 SP:Iteration 17Q (57.144639 sec): 3 clusters Score: Raw -182345.144514 + Penalty 766.492846 = -181578.651668 nChanged 12 SP:Iteration 18Q (57.148194 sec): 3 clusters Score: Raw -182346.377441 + Penalty 764.474707 = -181581.902734 nChanged 8 SP:Iteration 19Q (57.151696 sec): 3 clusters Score: Raw -182347.281591 + Penalty 761.616039 = -181585.665552 nChanged 5 SP:Iteration 20F (57.155628 sec): 3 clusters Score: Raw -182347.901637 + Penalty 761.369124 = -181586.532513 nChanged 3 SP:Iteration 21Q (57.159240 sec): 3 clusters Score: Raw -182348.312076 + Penalty 760.972897 = -181587.339179 nChanged 3 SP:Iteration 22Q (57.162797 sec): 3 clusters Score: Raw -182348.536363 + Penalty 760.580641 = -181587.955722 nChanged 2 SP:Iteration 23Q (57.166539 sec): 3 clusters Score: Raw -182348.958658 + Penalty 759.435362 = -181589.523296 nChanged 3 SP:Iteration 24Q (57.170093 sec): 3 clusters Score: Raw -182350.243640 + Penalty 759.235966 = -181591.007674 nChanged 6 SP:Iteration 25Q (57.173566 sec): 3 clusters Score: Raw -182351.470125 + Penalty 758.058038 = -181593.412087 nChanged 6 SP:Iteration 26Q (57.177006 sec): 3 clusters Score: Raw -182352.457571 + Penalty 757.841074 = -181594.616496 nChanged 5 SP:Iteration 27Q (57.180504 sec): 3 clusters Score: Raw -182353.256013 + Penalty 757.605211 = -181595.650802 nChanged 4 SP:Iteration 28Q (57.184028 sec): 3 clusters Score: Raw -182353.790550 + Penalty 756.566832 = -181597.223718 nChanged 6 SP:Iteration 29Q (57.187530 sec): 3 clusters Score: Raw -182354.564436 + Penalty 755.967197 = -181598.597240 nChanged 6 SP:Iteration 30F (57.191366 sec): 3 clusters Score: Raw -182354.989506 + Penalty 755.910299 = -181599.079207 nChanged 5 SP:Iteration 31Q (57.194833 sec): 3 clusters Score: Raw -182355.369234 + Penalty 755.676866 = -181599.692367 nChanged 5 SP:Iteration 32Q (57.198308 sec): 3 clusters Score: Raw -182355.851951 + Penalty 755.148095 = -181600.703855 nChanged 7 SP:Iteration 33Q (57.201734 sec): 3 clusters Score: Raw -182356.681053 + Penalty 754.684281 = -181601.996772 nChanged 7 SP:Iteration 34Q (57.205330 sec): 3 clusters Score: Raw -182358.153786 + Penalty 755.207581 = -181602.946205 nChanged 7 SP:Iteration 35Q (57.208880 sec): 3 clusters Score: Raw -182359.294349 + Penalty 754.476473 = -181604.817875 nChanged 6 SP:Iteration 36Q (57.212391 sec): 3 clusters Score: Raw -182360.558249 + Penalty 753.190761 = -181607.367489 nChanged 8 SP:Iteration 37Q (57.215854 sec): 3 clusters Score: Raw -182362.379179 + Penalty 752.315229 = -181610.063950 nChanged 12 SP:Iteration 38Q (57.219327 sec): 3 clusters Score: Raw -182364.775354 + Penalty 750.968072 = -181613.807282 nChanged 9 SP:Iteration 39Q (57.222748 sec): 3 clusters Score: Raw -182365.915740 + Penalty 751.068101 = -181614.847639 nChanged 3 SP:Iteration 40F (57.226713 sec): 3 clusters Score: Raw -182366.016995 + Penalty 751.187470 = -181614.829525 nChanged 1 SP:Iteration 41F (57.230676 sec): 3 clusters Score: Raw -182366.059559 + Penalty 751.187470 = -181614.872089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.232997 sec): 2 clusters Score: Raw -4009.170008 + Penalty 453.933716 = -3555.236293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.233301 sec): 3 clusters Score: Raw -4063.092726 + Penalty 898.841480 = -3164.251246 nChanged 3 SP:Iteration 1F (57.233592 sec): 3 clusters Score: Raw -4081.663419 + Penalty 898.841480 = -3182.821939 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 8 (3110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.249212 sec): 2 clusters Score: Raw -283759.916210 + Penalty 544.269768 = -283215.646442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.255145 sec): 3 clusters Score: Raw -281850.106465 + Penalty 1102.769695 = -280747.336770 nChanged 1354 SP:Iteration 1F (57.261049 sec): 3 clusters Score: Raw -282911.056539 + Penalty 1119.062653 = -281791.993886 nChanged 410 SP:Iteration 2F (57.266988 sec): 3 clusters Score: Raw -283299.708524 + Penalty 1129.660971 = -282170.047553 nChanged 236 SP:Iteration 3F (57.272765 sec): 3 clusters Score: Raw -283474.741756 + Penalty 1136.531957 = -282338.209799 nChanged 143 SP:Iteration 4Q (57.278500 sec): 3 clusters Score: Raw -283553.037914 + Penalty 1141.465210 = -282411.572704 nChanged 90 SP:Iteration 5Q (57.284042 sec): 3 clusters Score: Raw -283592.630104 + Penalty 1143.285146 = -282449.344958 nChanged 54 SP:Iteration 6Q (57.289492 sec): 3 clusters Score: Raw -283608.904502 + Penalty 1146.669008 = -282462.235494 nChanged 44 SP:Iteration 7Q (57.295087 sec): 3 clusters Score: Raw -283622.692554 + Penalty 1151.121760 = -282471.570793 nChanged 33 SP:Iteration 8Q (57.300852 sec): 3 clusters Score: Raw -283633.314429 + Penalty 1153.351375 = -282479.963054 nChanged 28 SP:Iteration 9Q (57.306462 sec): 3 clusters Score: Raw -283642.813918 + Penalty 1155.443975 = -282487.369943 nChanged 32 SP:Iteration 10F (57.312681 sec): 3 clusters Score: Raw -283653.216296 + Penalty 1155.063639 = -282498.152656 nChanged 21 SP:Iteration 11Q (57.318446 sec): 3 clusters Score: Raw -283658.916341 + Penalty 1154.731913 = -282504.184428 nChanged 21 SP:Iteration 12Q (57.323840 sec): 3 clusters Score: Raw -283664.388934 + Penalty 1154.565659 = -282509.823275 nChanged 13 SP:Iteration 13Q (57.329151 sec): 3 clusters Score: Raw -283669.375126 + Penalty 1154.193395 = -282515.181731 nChanged 11 SP:Iteration 14Q (57.334447 sec): 3 clusters Score: Raw -283672.256669 + Penalty 1153.786433 = -282518.470236 nChanged 9 SP:Iteration 15Q (57.339793 sec): 3 clusters Score: Raw -283674.203622 + Penalty 1154.737857 = -282519.465765 nChanged 6 SP:Iteration 16Q (57.345195 sec): 3 clusters Score: Raw -283675.177425 + Penalty 1155.666554 = -282519.510870 nChanged 6 SP:Iteration 17Q (57.350589 sec): 3 clusters Score: Raw -283676.189714 + Penalty 1155.448032 = -282520.741681 nChanged 6 SP:Iteration 18Q (57.355816 sec): 3 clusters Score: Raw -283677.534369 + Penalty 1155.861016 = -282521.673353 nChanged 7 SP:Iteration 19Q (57.361435 sec): 3 clusters Score: Raw -283679.092124 + Penalty 1155.715616 = -282523.376508 nChanged 10 SP:Iteration 20F (57.367207 sec): 3 clusters Score: Raw -283681.888997 + Penalty 1153.574599 = -282528.314398 nChanged 11 SP:Iteration 21Q (57.372447 sec): 3 clusters Score: Raw -283685.097876 + Penalty 1153.363573 = -282531.734303 nChanged 12 SP:Iteration 22Q (57.377735 sec): 3 clusters Score: Raw -283689.747215 + Penalty 1154.103036 = -282535.644179 nChanged 16 SP:Iteration 23Q (57.382924 sec): 3 clusters Score: Raw -283697.452634 + Penalty 1152.879725 = -282544.572908 nChanged 18 SP:Iteration 24Q (57.388088 sec): 3 clusters Score: Raw -283705.168190 + Penalty 1152.453567 = -282552.714623 nChanged 15 SP:Iteration 25Q (57.393211 sec): 3 clusters Score: Raw -283709.312074 + Penalty 1153.882700 = -282555.429374 nChanged 12 SP:Iteration 26Q (57.398344 sec): 3 clusters Score: Raw -283712.919726 + Penalty 1155.902579 = -282557.017148 nChanged 7 SP:Iteration 27Q (57.403485 sec): 3 clusters Score: Raw -283714.304926 + Penalty 1157.924247 = -282556.380679 nChanged 5 SP:Iteration 28F (57.409252 sec): 3 clusters Score: Raw -283714.843466 + Penalty 1160.528529 = -282554.314937 nChanged 7 SP:Iteration 29F (57.415012 sec): 3 clusters Score: Raw -283717.054953 + Penalty 1163.123653 = -282553.931299 nChanged 8 SP:Iteration 30F (57.420781 sec): 3 clusters Score: Raw -283718.798108 + Penalty 1164.534061 = -282554.264047 nChanged 3 SP:Iteration 31Q (57.425835 sec): 3 clusters Score: Raw -283719.509493 + Penalty 1165.690298 = -282553.819195 nChanged 3 SP:Iteration 32F (57.431635 sec): 3 clusters Score: Raw -283721.004218 + Penalty 1167.983456 = -282553.020762 nChanged 7 SP:Iteration 33F (57.437512 sec): 3 clusters Score: Raw -283723.653574 + Penalty 1171.285352 = -282552.368222 nChanged 9 SP:Iteration 34F (57.443263 sec): 3 clusters Score: Raw -283726.698846 + Penalty 1174.228124 = -282552.470721 nChanged 10 SP:Iteration 35Q (57.448286 sec): 3 clusters Score: Raw -283729.395406 + Penalty 1176.377648 = -282553.017758 nChanged 6 SP:Iteration 36Q (57.453398 sec): 3 clusters Score: Raw -283730.149922 + Penalty 1178.832011 = -282551.317910 nChanged 6 SP:Iteration 37F (57.459171 sec): 3 clusters Score: Raw -283733.481634 + Penalty 1179.112068 = -282554.369565 nChanged 8 SP:Iteration 38Q (57.464244 sec): 3 clusters Score: Raw -283737.834623 + Penalty 1180.180044 = -282557.654579 nChanged 6 SP:Iteration 39Q (57.469203 sec): 3 clusters Score: Raw -283739.299518 + Penalty 1178.533265 = -282560.766253 nChanged 3 SP:Iteration 40F (57.474946 sec): 3 clusters Score: Raw -283740.391847 + Penalty 1177.275964 = -282563.115882 nChanged 4 SP:Iteration 41Q (57.479883 sec): 3 clusters Score: Raw -283740.816218 + Penalty 1176.728717 = -282564.087501 nChanged 1 SP:Iteration 42Q (57.484822 sec): 3 clusters Score: Raw -283740.847565 + Penalty 1177.201952 = -282563.645613 nChanged 1 SP:Iteration 43F (57.490561 sec): 3 clusters Score: Raw -283740.866029 + Penalty 1177.201952 = -282563.664078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 9 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.497889 sec): 2 clusters Score: Raw -29805.242509 + Penalty 68.219984 = -29737.022525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.498726 sec): 3 clusters Score: Raw -29616.535137 + Penalty 183.218605 = -29433.316532 nChanged 148 SP:Iteration 1F (57.499562 sec): 3 clusters Score: Raw -29834.306408 + Penalty 175.634544 = -29658.671864 nChanged 25 SP:Iteration 2F (57.500395 sec): 3 clusters Score: Raw -29861.642369 + Penalty 176.133140 = -29685.509229 nChanged 8 SP:Iteration 3Q (57.501162 sec): 3 clusters Score: Raw -29866.364193 + Penalty 173.145329 = -29693.218864 nChanged 4 SP:Iteration 4Q (57.501963 sec): 3 clusters Score: Raw -29868.217439 + Penalty 176.478438 = -29691.739001 nChanged 3 SP:Iteration 5F (57.502796 sec): 3 clusters Score: Raw -29869.594890 + Penalty 173.090992 = -29696.503898 nChanged 4 SP:Iteration 6Q (57.503572 sec): 3 clusters Score: Raw -29870.412671 + Penalty 173.090992 = -29697.321679 nChanged 0 SP:Iteration 7F (57.504398 sec): 3 clusters Score: Raw -29870.412671 + Penalty 173.090992 = -29697.321679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 10 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.505842 sec): 2 clusters Score: Raw -32988.179519 + Penalty 508.652274 = -32479.527245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.506705 sec): 3 clusters Score: Raw -32843.101303 + Penalty 1017.410380 = -31825.690923 nChanged 105 SP:Iteration 1F (57.507552 sec): 3 clusters Score: Raw -32953.144040 + Penalty 1015.745476 = -31937.398564 nChanged 32 SP:Iteration 2F (57.508391 sec): 3 clusters Score: Raw -32989.778638 + Penalty 1011.761754 = -31978.016884 nChanged 23 SP:Iteration 3F (57.509229 sec): 3 clusters Score: Raw -33018.339448 + Penalty 1010.434462 = -32007.904986 nChanged 15 SP:Iteration 4Q (57.510051 sec): 3 clusters Score: Raw -33042.446306 + Penalty 1008.623679 = -32033.822627 nChanged 10 SP:Iteration 5Q (57.510867 sec): 3 clusters Score: Raw -33054.612047 + Penalty 1007.664758 = -32046.947289 nChanged 7 SP:Iteration 6Q (57.511703 sec): 3 clusters Score: Raw -33063.820458 + Penalty 1007.109212 = -32056.711246 nChanged 3 SP:Iteration 7Q (57.512525 sec): 3 clusters Score: Raw -33068.883584 + Penalty 1007.069747 = -32061.813837 nChanged 3 SP:Iteration 8Q (57.513335 sec): 3 clusters Score: Raw -33074.395249 + Penalty 1006.860020 = -32067.535229 nChanged 5 SP:Iteration 9Q (57.514143 sec): 3 clusters Score: Raw -33077.870558 + Penalty 1006.646504 = -32071.224054 nChanged 3 SP:Iteration 10F (57.514980 sec): 3 clusters Score: Raw -33080.087900 + Penalty 1006.112737 = -32073.975162 nChanged 2 SP:Iteration 11Q (57.515788 sec): 3 clusters Score: Raw -33082.318639 + Penalty 1004.608368 = -32077.710271 nChanged 3 SP:Iteration 12Q (57.516620 sec): 3 clusters Score: Raw -33083.982186 + Penalty 1002.965901 = -32081.016284 nChanged 4 SP:Iteration 13Q (57.517430 sec): 3 clusters Score: Raw -33088.231228 + Penalty 1001.902247 = -32086.328981 nChanged 4 SP:Iteration 14Q (57.518241 sec): 3 clusters Score: Raw -33091.488941 + Penalty 1001.754821 = -32089.734120 nChanged 1 SP:Iteration 15Q (57.519041 sec): 3 clusters Score: Raw -33092.124112 + Penalty 1001.954138 = -32090.169975 nChanged 1 SP:Iteration 16Q (57.519840 sec): 3 clusters Score: Raw -33092.900085 + Penalty 1001.850181 = -32091.049905 nChanged 1 SP:Iteration 17Q (57.520637 sec): 3 clusters Score: Raw -33093.217138 + Penalty 1001.850181 = -32091.366957 nChanged 0 SP:Iteration 18F (57.521474 sec): 3 clusters Score: Raw -33093.217138 + Penalty 1001.850181 = -32091.366957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.522745 sec): 2 clusters Score: Raw -26751.740053 + Penalty 669.759393 = -26081.980659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.523505 sec): 3 clusters Score: Raw -26708.192886 + Penalty 1343.324476 = -25364.868410 nChanged 76 SP:Iteration 1F (57.524253 sec): 3 clusters Score: Raw -26842.798553 + Penalty 1340.626592 = -25502.171961 nChanged 21 SP:Iteration 2F (57.524998 sec): 3 clusters Score: Raw -26876.648796 + Penalty 1339.585783 = -25537.063013 nChanged 6 SP:Iteration 3Q (57.525714 sec): 3 clusters Score: Raw -26883.509231 + Penalty 1337.455855 = -25546.053376 nChanged 6 SP:Iteration 4Q (57.526427 sec): 3 clusters Score: Raw -26894.344091 + Penalty 1336.390495 = -25557.953596 nChanged 6 SP:Iteration 5Q (57.527158 sec): 3 clusters Score: Raw -26903.676318 + Penalty 1335.659003 = -25568.017315 nChanged 2 SP:Iteration 6Q (57.527874 sec): 3 clusters Score: Raw -26906.971165 + Penalty 1335.975276 = -25570.995888 nChanged 1 SP:Iteration 7Q (57.528589 sec): 3 clusters Score: Raw -26907.654865 + Penalty 1336.411956 = -25571.242909 nChanged 1 SP:Iteration 8Q (57.529308 sec): 3 clusters Score: Raw -26907.908465 + Penalty 1336.545502 = -25571.362962 nChanged 1 SP:Iteration 9Q (57.530019 sec): 3 clusters Score: Raw -26908.113636 + Penalty 1336.545502 = -25571.568133 nChanged 0 SP:Iteration 10F (57.530797 sec): 3 clusters Score: Raw -26908.113636 + Penalty 1336.545502 = -25571.568133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.531664 sec): 2 clusters Score: Raw -12343.894993 + Penalty 777.322260 = -11566.572734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.532161 sec): 3 clusters Score: Raw -12433.960113 + Penalty 1554.821688 = -10879.138425 nChanged 21 SP:Iteration 1F (57.532633 sec): 3 clusters Score: Raw -12499.057205 + Penalty 1554.626743 = -10944.430462 nChanged 5 SP:Iteration 2Q (57.533069 sec): 3 clusters Score: Raw -12517.628766 + Penalty 1554.596122 = -10963.032644 nChanged 1 SP:Iteration 3Q (57.533512 sec): 3 clusters Score: Raw -12519.563838 + Penalty 1554.596122 = -10964.967716 nChanged 0 SP:Iteration 4F (57.533989 sec): 3 clusters Score: Raw -12519.563838 + Penalty 1554.596122 = -10964.967716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.535497 sec): 2 clusters Score: Raw -19273.321146 + Penalty 792.832532 = -18480.488614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.536121 sec): 3 clusters Score: Raw -19282.659812 + Penalty 1585.544665 = -17697.115147 nChanged 35 SP:Iteration 1F (57.536734 sec): 3 clusters Score: Raw -19348.840768 + Penalty 1585.562146 = -17763.278622 nChanged 4 SP:Iteration 2Q (57.537330 sec): 3 clusters Score: Raw -19360.329176 + Penalty 1585.615497 = -17774.713679 nChanged 2 SP:Iteration 3Q (57.537921 sec): 3 clusters Score: Raw -19367.227776 + Penalty 1585.654589 = -17781.573187 nChanged 2 SP:Iteration 4Q (57.538506 sec): 3 clusters Score: Raw -19371.198906 + Penalty 1585.654589 = -17785.544318 nChanged 0 SP:Iteration 5F (57.539118 sec): 3 clusters Score: Raw -19371.198906 + Penalty 1585.654589 = -17785.544318 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 15 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.543432 sec): 2 clusters Score: Raw -69103.749605 + Penalty 453.568653 = -68650.180952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.545071 sec): 3 clusters Score: Raw -68710.854277 + Penalty 907.325117 = -67803.529160 nChanged 298 SP:Iteration 1F (57.546692 sec): 3 clusters Score: Raw -68937.599035 + Penalty 908.017527 = -68029.581508 nChanged 77 SP:Iteration 2F (57.548317 sec): 3 clusters Score: Raw -69017.689310 + Penalty 907.494369 = -68110.194941 nChanged 43 SP:Iteration 3F (57.549954 sec): 3 clusters Score: Raw -69068.689869 + Penalty 906.880183 = -68161.809686 nChanged 42 SP:Iteration 4F (57.551590 sec): 3 clusters Score: Raw -69108.014179 + Penalty 906.359164 = -68201.655015 nChanged 34 SP:Iteration 5Q (57.553164 sec): 3 clusters Score: Raw -69137.468764 + Penalty 905.762161 = -68231.706603 nChanged 25 SP:Iteration 6Q (57.554727 sec): 3 clusters Score: Raw -69167.574276 + Penalty 904.117682 = -68263.456594 nChanged 26 SP:Iteration 7Q (57.556352 sec): 3 clusters Score: Raw -69222.051725 + Penalty 903.305943 = -68318.745782 nChanged 18 SP:Iteration 8Q (57.557937 sec): 3 clusters Score: Raw -69255.288399 + Penalty 901.914001 = -68353.374398 nChanged 16 SP:Iteration 9Q (57.559410 sec): 3 clusters Score: Raw -69274.745177 + Penalty 901.753699 = -68372.991478 nChanged 13 SP:Iteration 10F (57.560981 sec): 3 clusters Score: Raw -69284.757897 + Penalty 901.244859 = -68383.513038 nChanged 11 SP:Iteration 11Q (57.562457 sec): 3 clusters Score: Raw -69292.449837 + Penalty 900.957139 = -68391.492698 nChanged 7 SP:Iteration 12Q (57.563887 sec): 3 clusters Score: Raw -69295.652536 + Penalty 900.683644 = -68394.968891 nChanged 3 SP:Iteration 13Q (57.565299 sec): 3 clusters Score: Raw -69297.029481 + Penalty 900.818740 = -68396.210741 nChanged 1 SP:Iteration 14Q (57.566740 sec): 3 clusters Score: Raw -69298.592290 + Penalty 900.775567 = -68397.816723 nChanged 1 SP:Iteration 15Q (57.568174 sec): 3 clusters Score: Raw -69298.807888 + Penalty 900.775567 = -68398.032321 nChanged 0 SP:Iteration 16F (57.569778 sec): 3 clusters Score: Raw -69298.807888 + Penalty 900.775567 = -68398.032321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.571706 sec): 2 clusters Score: Raw -15126.654758 + Penalty 457.634746 = -14669.020011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.572271 sec): 3 clusters Score: Raw -15102.144494 + Penalty 915.188156 = -14186.956337 nChanged 36 SP:Iteration 1F (57.572806 sec): 3 clusters Score: Raw -15155.198857 + Penalty 916.008860 = -14239.189998 nChanged 13 SP:Iteration 2F (57.573366 sec): 3 clusters Score: Raw -15179.229559 + Penalty 917.395185 = -14261.834375 nChanged 10 SP:Iteration 3F (57.573909 sec): 3 clusters Score: Raw -15204.022713 + Penalty 916.670607 = -14287.352107 nChanged 1 SP:Iteration 4Q (57.574431 sec): 3 clusters Score: Raw -15205.757653 + Penalty 917.008675 = -14288.748978 nChanged 1 SP:Iteration 5Q (57.574951 sec): 3 clusters Score: Raw -15206.672556 + Penalty 917.008675 = -14289.663881 nChanged 0 SP:Iteration 6F (57.575493 sec): 3 clusters Score: Raw -15206.672556 + Penalty 917.008675 = -14289.663881 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 17 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.579990 sec): 2 clusters Score: Raw -75250.946701 + Penalty 527.867120 = -74723.079581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.581722 sec): 3 clusters Score: Raw -74860.606902 + Penalty 1050.663477 = -73809.943426 nChanged 328 SP:Iteration 1F (57.583466 sec): 3 clusters Score: Raw -75241.820533 + Penalty 1038.940262 = -74202.880271 nChanged 88 SP:Iteration 2F (57.585171 sec): 3 clusters Score: Raw -75326.342741 + Penalty 1029.701624 = -74296.641117 nChanged 39 SP:Iteration 3Q (57.586874 sec): 3 clusters Score: Raw -75353.302510 + Penalty 1020.121611 = -74333.180899 nChanged 17 SP:Iteration 4Q (57.588562 sec): 3 clusters Score: Raw -75367.605705 + Penalty 1015.835933 = -74351.769772 nChanged 8 SP:Iteration 5Q (57.590225 sec): 3 clusters Score: Raw -75372.911775 + Penalty 1011.420930 = -74361.490845 nChanged 8 SP:Iteration 6Q (57.591889 sec): 3 clusters Score: Raw -75377.257113 + Penalty 1007.787437 = -74369.469676 nChanged 4 SP:Iteration 7Q (57.593534 sec): 3 clusters Score: Raw -75382.846714 + Penalty 1004.505200 = -74378.341514 nChanged 7 SP:Iteration 8Q (57.595183 sec): 3 clusters Score: Raw -75387.403255 + Penalty 1002.902610 = -74384.500645 nChanged 3 SP:Iteration 9Q (57.596855 sec): 3 clusters Score: Raw -75390.065370 + Penalty 1002.568503 = -74387.496867 nChanged 5 SP:Iteration 10F (57.598555 sec): 3 clusters Score: Raw -75392.919935 + Penalty 1002.154357 = -74390.765579 nChanged 3 SP:Iteration 11Q (57.600205 sec): 3 clusters Score: Raw -75393.779093 + Penalty 1001.502992 = -74392.276100 nChanged 1 SP:Iteration 12Q (57.601863 sec): 3 clusters Score: Raw -75393.935272 + Penalty 1001.502992 = -74392.432279 nChanged 0 SP:Iteration 13F (57.603523 sec): 3 clusters Score: Raw -75393.935272 + Penalty 1001.502992 = -74392.432279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.605308 sec): 2 clusters Score: Raw -84.649784 + Penalty 0.000000 = -84.649784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.605513 sec): 2 clusters Score: Raw -84.649784 + Penalty 0.000000 = -84.649784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 20 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.607259 sec): 2 clusters Score: Raw -24157.919428 + Penalty 614.800798 = -23543.118630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.607956 sec): 3 clusters Score: Raw -24063.881508 + Penalty 1246.039364 = -22817.842144 nChanged 56 SP:Iteration 1F (57.608640 sec): 3 clusters Score: Raw -24125.679559 + Penalty 1259.198351 = -22866.481208 nChanged 15 SP:Iteration 2F (57.609322 sec): 3 clusters Score: Raw -24147.566838 + Penalty 1269.383794 = -22878.183045 nChanged 6 SP:Iteration 3Q (57.609994 sec): 3 clusters Score: Raw -24155.680056 + Penalty 1282.464842 = -22873.215214 nChanged 6 SP:Iteration 4F (57.610675 sec): 3 clusters Score: Raw -24169.522265 + Penalty 1292.230220 = -22877.292045 nChanged 6 SP:Iteration 5Q (57.611341 sec): 3 clusters Score: Raw -24178.613323 + Penalty 1296.497339 = -22882.115984 nChanged 4 SP:Iteration 6Q (57.611990 sec): 3 clusters Score: Raw -24183.536608 + Penalty 1297.633098 = -22885.903510 nChanged 1 SP:Iteration 7Q (57.612635 sec): 3 clusters Score: Raw -24183.816368 + Penalty 1297.102401 = -22886.713967 nChanged 2 SP:Iteration 8Q (57.613268 sec): 3 clusters Score: Raw -24187.290051 + Penalty 1297.102401 = -22890.187650 nChanged 0 SP:Iteration 9F (57.613931 sec): 3 clusters Score: Raw -24187.290051 + Penalty 1297.102401 = -22890.187650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.614693 sec): 2 clusters Score: Raw -7275.036448 + Penalty 472.294521 = -6802.741926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.615058 sec): 3 clusters Score: Raw -7277.525249 + Penalty 945.549038 = -6331.976211 nChanged 8 SP:Iteration 1F (57.615413 sec): 3 clusters Score: Raw -7293.270059 + Penalty 945.549038 = -6347.721021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.616858 sec): 2 clusters Score: Raw -30574.660800 + Penalty 185.981434 = -30388.679367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.617735 sec): 3 clusters Score: Raw -30386.176587 + Penalty 368.188547 = -30017.988039 nChanged 134 SP:Iteration 1F (57.618611 sec): 3 clusters Score: Raw -30486.335196 + Penalty 360.157367 = -30126.177830 nChanged 27 SP:Iteration 2F (57.619465 sec): 3 clusters Score: Raw -30515.095485 + Penalty 358.745658 = -30156.349827 nChanged 17 SP:Iteration 3Q (57.620295 sec): 3 clusters Score: Raw -30522.876052 + Penalty 357.907470 = -30164.968581 nChanged 12 SP:Iteration 4Q (57.621091 sec): 3 clusters Score: Raw -30526.318914 + Penalty 357.870849 = -30168.448064 nChanged 3 SP:Iteration 5Q (57.621905 sec): 3 clusters Score: Raw -30527.022805 + Penalty 358.026547 = -30168.996258 nChanged 1 SP:Iteration 6Q (57.622700 sec): 3 clusters Score: Raw -30527.267097 + Penalty 358.026547 = -30169.240550 nChanged 0 SP:Iteration 7F (57.623517 sec): 3 clusters Score: Raw -30527.267097 + Penalty 358.026547 = -30169.240550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.624339 sec): 2 clusters Score: Raw -11781.529619 + Penalty 512.570182 = -11268.959437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.624776 sec): 3 clusters Score: Raw -11748.330932 + Penalty 1024.113317 = -10724.217615 nChanged 16 SP:Iteration 1F (57.625210 sec): 3 clusters Score: Raw -11762.761960 + Penalty 1025.679756 = -10737.082204 nChanged 4 SP:Iteration 2Q (57.625634 sec): 3 clusters Score: Raw -11767.251535 + Penalty 1027.487903 = -10739.763633 nChanged 3 SP:Iteration 3Q (57.626080 sec): 3 clusters Score: Raw -11771.774345 + Penalty 1030.013770 = -10741.760575 nChanged 5 SP:Iteration 4Q (57.626522 sec): 3 clusters Score: Raw -11779.350811 + Penalty 1032.261699 = -10747.089113 nChanged 3 SP:Iteration 5Q (57.626946 sec): 3 clusters Score: Raw -11782.341102 + Penalty 1034.951694 = -10747.389408 nChanged 2 SP:Iteration 6Q (57.627412 sec): 3 clusters Score: Raw -11783.517462 + Penalty 1034.951694 = -10748.565769 nChanged 0 SP:Iteration 7F (57.627846 sec): 3 clusters Score: Raw -11783.517462 + Penalty 1034.951694 = -10748.565769 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 27 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.632404 sec): 2 clusters Score: Raw -76387.213554 + Penalty 262.597826 = -76124.615729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.634121 sec): 3 clusters Score: Raw -75873.313024 + Penalty 524.983299 = -75348.329725 nChanged 357 SP:Iteration 1F (57.635801 sec): 3 clusters Score: Raw -76067.345703 + Penalty 524.267008 = -75543.078695 nChanged 85 SP:Iteration 2F (57.637501 sec): 3 clusters Score: Raw -76108.470956 + Penalty 524.663350 = -75583.807606 nChanged 53 SP:Iteration 3F (57.639177 sec): 3 clusters Score: Raw -76141.614487 + Penalty 525.525573 = -75616.088914 nChanged 53 SP:Iteration 4F (57.640844 sec): 3 clusters Score: Raw -76183.103932 + Penalty 526.017187 = -75657.086745 nChanged 49 SP:Iteration 5F (57.642539 sec): 3 clusters Score: Raw -76215.606045 + Penalty 526.779594 = -75688.826451 nChanged 43 SP:Iteration 6F (57.644212 sec): 3 clusters Score: Raw -76245.011624 + Penalty 527.019770 = -75717.991854 nChanged 34 SP:Iteration 7Q (57.645878 sec): 3 clusters Score: Raw -76268.936229 + Penalty 526.647174 = -75742.289056 nChanged 26 SP:Iteration 8Q (57.647531 sec): 3 clusters Score: Raw -76291.288530 + Penalty 526.202326 = -75765.086204 nChanged 26 SP:Iteration 9Q (57.649172 sec): 3 clusters Score: Raw -76313.300592 + Penalty 524.891947 = -75788.408645 nChanged 22 SP:Iteration 10F (57.650839 sec): 3 clusters Score: Raw -76327.874872 + Penalty 523.712856 = -75804.162016 nChanged 15 SP:Iteration 11Q (57.652493 sec): 3 clusters Score: Raw -76338.046346 + Penalty 522.297033 = -75815.749313 nChanged 14 SP:Iteration 12Q (57.654107 sec): 3 clusters Score: Raw -76345.766271 + Penalty 521.867244 = -75823.899027 nChanged 13 SP:Iteration 13Q (57.655752 sec): 3 clusters Score: Raw -76353.885002 + Penalty 521.980754 = -75831.904247 nChanged 10 SP:Iteration 14Q (57.657389 sec): 3 clusters Score: Raw -76356.944628 + Penalty 522.239717 = -75834.704911 nChanged 8 SP:Iteration 15Q (57.659063 sec): 3 clusters Score: Raw -76359.898246 + Penalty 522.270622 = -75837.627624 nChanged 3 SP:Iteration 16Q (57.660750 sec): 3 clusters Score: Raw -76361.407667 + Penalty 522.379830 = -75839.027837 nChanged 3 SP:Iteration 17Q (57.662358 sec): 3 clusters Score: Raw -76363.823809 + Penalty 522.421131 = -75841.402678 nChanged 4 SP:Iteration 18Q (57.663947 sec): 3 clusters Score: Raw -76365.951560 + Penalty 522.713930 = -75843.237630 nChanged 4 SP:Iteration 19Q (57.665506 sec): 3 clusters Score: Raw -76367.755510 + Penalty 522.813109 = -75844.942401 nChanged 3 SP:Iteration 20F (57.667203 sec): 3 clusters Score: Raw -76368.415452 + Penalty 522.813109 = -75845.602343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 30 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.668556 sec): 2 clusters Score: Raw -1566.367874 + Penalty 222.655046 = -1343.712828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.668803 sec): 3 clusters Score: Raw -1564.725352 + Penalty 449.613709 = -1115.111643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.670131 sec): 2 clusters Score: Raw -25740.059370 + Penalty 326.679814 = -25413.379555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.670922 sec): 3 clusters Score: Raw -25637.851363 + Penalty 691.753854 = -24946.097509 nChanged 85 SP:Iteration 1F (57.671690 sec): 3 clusters Score: Raw -25755.502902 + Penalty 738.934533 = -25016.568368 nChanged 33 SP:Iteration 2F (57.672480 sec): 3 clusters Score: Raw -25853.444898 + Penalty 766.323382 = -25087.121516 nChanged 19 SP:Iteration 3F (57.673236 sec): 3 clusters Score: Raw -25891.880139 + Penalty 775.946217 = -25115.933922 nChanged 10 SP:Iteration 4Q (57.673937 sec): 3 clusters Score: Raw -25902.400551 + Penalty 779.748499 = -25122.652052 nChanged 3 SP:Iteration 5Q (57.674629 sec): 3 clusters Score: Raw -25905.190047 + Penalty 782.331698 = -25122.858348 nChanged 2 SP:Iteration 6Q (57.675321 sec): 3 clusters Score: Raw -25907.060941 + Penalty 788.167412 = -25118.893529 nChanged 2 SP:Iteration 7F (57.676097 sec): 3 clusters Score: Raw -25910.106345 + Penalty 795.759838 = -25114.346507 nChanged 2 SP:Iteration 8F (57.676858 sec): 3 clusters Score: Raw -25911.491718 + Penalty 800.002601 = -25111.489117 nChanged 1 SP:Iteration 9F (57.677612 sec): 3 clusters Score: Raw -25912.758054 + Penalty 807.805292 = -25104.952762 nChanged 2 SP:Iteration 10F (57.678365 sec): 3 clusters Score: Raw -25922.305212 + Penalty 812.646099 = -25109.659114 nChanged 2 SP:Iteration 11Q (57.679045 sec): 3 clusters Score: Raw -25925.780248 + Penalty 815.915809 = -25109.864439 nChanged 1 SP:Iteration 12Q (57.679730 sec): 3 clusters Score: Raw -25926.785125 + Penalty 815.915809 = -25110.869315 nChanged 0 SP:Iteration 13F (57.680504 sec): 3 clusters Score: Raw -25926.785125 + Penalty 815.915809 = -25110.869315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 34 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.681344 sec): 2 clusters Score: Raw -9152.058436 + Penalty 555.696681 = -8596.361755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.681818 sec): 3 clusters Score: Raw -9360.339705 + Penalty 1018.154807 = -8342.184898 nChanged 33 SP:Iteration 1F (57.682278 sec): 3 clusters Score: Raw -9586.712953 + Penalty 954.882230 = -8631.830723 nChanged 13 SP:Iteration 2F (57.682736 sec): 3 clusters Score: Raw -9724.851984 + Penalty 954.882230 = -8769.969754 nChanged 0 Score: Raw -2454067.648910 + Penalty 72984.072095 = -2381083.576816 Splitting cluster 34 changes total score from -2365726.124803 to -2381083.576816 So it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 37 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.806293 sec): 2 clusters Score: Raw -1099.365068 + Penalty 190.633754 = -908.731314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.806554 sec): 3 clusters Score: Raw -1102.705836 + Penalty 379.091554 = -723.614282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 39 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.807597 sec): 2 clusters Score: Raw -17564.714474 + Penalty 544.671274 = -17020.043200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.808185 sec): 3 clusters Score: Raw -17539.897300 + Penalty 1088.126280 = -16451.771020 nChanged 44 SP:Iteration 1F (58.808758 sec): 3 clusters Score: Raw -17581.846367 + Penalty 1089.179699 = -16492.666667 nChanged 14 SP:Iteration 2F (58.809330 sec): 3 clusters Score: Raw -17598.082365 + Penalty 1090.154688 = -16507.927678 nChanged 7 SP:Iteration 3Q (58.809891 sec): 3 clusters Score: Raw -17608.046293 + Penalty 1092.599745 = -16515.446548 nChanged 5 SP:Iteration 4Q (58.810449 sec): 3 clusters Score: Raw -17617.022321 + Penalty 1098.756111 = -16518.266210 nChanged 8 SP:Iteration 5Q (58.811017 sec): 3 clusters Score: Raw -17630.437921 + Penalty 1107.453880 = -16522.984041 nChanged 8 SP:Iteration 6Q (58.811571 sec): 3 clusters Score: Raw -17638.431933 + Penalty 1114.764171 = -16523.667762 nChanged 5 SP:Iteration 7Q (58.812110 sec): 3 clusters Score: Raw -17645.454227 + Penalty 1118.999169 = -16526.455057 nChanged 3 SP:Iteration 8Q (58.812644 sec): 3 clusters Score: Raw -17649.299525 + Penalty 1121.888400 = -16527.411125 nChanged 2 SP:Iteration 9Q (58.813238 sec): 3 clusters Score: Raw -17650.859255 + Penalty 1121.888400 = -16528.970854 nChanged 0 SP:Iteration 10F (58.813813 sec): 3 clusters Score: Raw -17650.859255 + Penalty 1121.888400 = -16528.970854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.815317 sec): 2 clusters Score: Raw -33235.518067 + Penalty 702.055631 = -32533.462436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.816225 sec): 3 clusters Score: Raw -33139.161067 + Penalty 1407.240243 = -31731.920823 nChanged 79 SP:Iteration 1F (58.817144 sec): 3 clusters Score: Raw -33230.308408 + Penalty 1406.413517 = -31823.894891 nChanged 15 SP:Iteration 2Q (58.818063 sec): 3 clusters Score: Raw -33245.582377 + Penalty 1405.830301 = -31839.752075 nChanged 10 SP:Iteration 3Q (58.819004 sec): 3 clusters Score: Raw -33255.904223 + Penalty 1406.217025 = -31849.687198 nChanged 3 SP:Iteration 4Q (58.819891 sec): 3 clusters Score: Raw -33258.211949 + Penalty 1406.241557 = -31851.970392 nChanged 4 SP:Iteration 5Q (58.820772 sec): 3 clusters Score: Raw -33260.892149 + Penalty 1406.229389 = -31854.662760 nChanged 2 SP:Iteration 6Q (58.821657 sec): 3 clusters Score: Raw -33262.161056 + Penalty 1406.271688 = -31855.889367 nChanged 2 SP:Iteration 7Q (58.822536 sec): 3 clusters Score: Raw -33263.955905 + Penalty 1406.407344 = -31857.548561 nChanged 4 SP:Iteration 8Q (58.823414 sec): 3 clusters Score: Raw -33270.391126 + Penalty 1405.538150 = -31864.852976 nChanged 4 SP:Iteration 9Q (58.824288 sec): 3 clusters Score: Raw -33274.348076 + Penalty 1405.538150 = -31868.809925 nChanged 0 SP:Iteration 10F (58.825179 sec): 3 clusters Score: Raw -33274.348076 + Penalty 1405.538150 = -31868.809925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 41 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.825669 sec): 2 clusters Score: Raw -86.933747 + Penalty 0.000000 = -86.933747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.825870 sec): 2 clusters Score: Raw -86.933747 + Penalty 0.000000 = -86.933747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 42 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.826526 sec): 2 clusters Score: Raw -5336.935006 + Penalty 412.464443 = -4924.470563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.826863 sec): 3 clusters Score: Raw -5352.869260 + Penalty 830.552020 = -4522.317240 nChanged 2 SP:Iteration 1Q (58.827187 sec): 3 clusters Score: Raw -5357.087067 + Penalty 830.552020 = -4526.535047 nChanged 0 SP:Iteration 2F (58.827516 sec): 3 clusters Score: Raw -5357.087067 + Penalty 830.552020 = -4526.535047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 44 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.828734 sec): 2 clusters Score: Raw -19314.044335 + Penalty 569.010456 = -18745.033879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.829375 sec): 3 clusters Score: Raw -19258.818252 + Penalty 1151.046100 = -18107.772152 nChanged 49 SP:Iteration 1F (58.829995 sec): 3 clusters Score: Raw -19321.542340 + Penalty 1158.988639 = -18162.553701 nChanged 13 SP:Iteration 2F (58.830609 sec): 3 clusters Score: Raw -19337.182783 + Penalty 1164.750054 = -18172.432729 nChanged 8 SP:Iteration 3Q (58.831207 sec): 3 clusters Score: Raw -19348.252446 + Penalty 1168.259366 = -18179.993080 nChanged 4 SP:Iteration 4Q (58.831785 sec): 3 clusters Score: Raw -19353.493590 + Penalty 1175.834033 = -18177.659557 nChanged 5 SP:Iteration 5F (58.832377 sec): 3 clusters Score: Raw -19370.225834 + Penalty 1185.464067 = -18184.761767 nChanged 5 SP:Iteration 6Q (58.832950 sec): 3 clusters Score: Raw -19384.583992 + Penalty 1203.413272 = -18181.170721 nChanged 8 SP:Iteration 7F (58.833593 sec): 3 clusters Score: Raw -19404.858964 + Penalty 1211.514334 = -18193.344630 nChanged 5 SP:Iteration 8Q (58.834157 sec): 3 clusters Score: Raw -19429.180757 + Penalty 1213.309051 = -18215.871706 nChanged 4 SP:Iteration 9Q (58.834706 sec): 3 clusters Score: Raw -19438.587955 + Penalty 1217.318721 = -18221.269233 nChanged 4 SP:Iteration 10F (58.835298 sec): 3 clusters Score: Raw -19448.559777 + Penalty 1215.489419 = -18233.070358 nChanged 1 SP:Iteration 11Q (58.835846 sec): 3 clusters Score: Raw -19449.668432 + Penalty 1212.571024 = -18237.097408 nChanged 1 SP:Iteration 12Q (58.836391 sec): 3 clusters Score: Raw -19454.640245 + Penalty 1211.193830 = -18243.446415 nChanged 1 SP:Iteration 13Q (58.836933 sec): 3 clusters Score: Raw -19457.552214 + Penalty 1209.438527 = -18248.113688 nChanged 2 SP:Iteration 14Q (58.837501 sec): 3 clusters Score: Raw -19470.644657 + Penalty 1207.588258 = -18263.056399 nChanged 1 SP:Iteration 15Q (58.838085 sec): 3 clusters Score: Raw -19473.715704 + Penalty 1207.358414 = -18266.357290 nChanged 1 SP:Iteration 16Q (58.838619 sec): 3 clusters Score: Raw -19478.858779 + Penalty 1205.245406 = -18273.613373 nChanged 1 SP:Iteration 17Q (58.839146 sec): 3 clusters Score: Raw -19480.042633 + Penalty 1202.040808 = -18278.001825 nChanged 2 SP:Iteration 18Q (58.839683 sec): 3 clusters Score: Raw -19492.677364 + Penalty 1199.136397 = -18293.540967 nChanged 3 SP:Iteration 19Q (58.840217 sec): 3 clusters Score: Raw -19500.106169 + Penalty 1192.926942 = -18307.179227 nChanged 3 SP:Iteration 20F (58.840808 sec): 3 clusters Score: Raw -19506.334566 + Penalty 1188.574906 = -18317.759660 nChanged 4 SP:Iteration 21Q (58.841344 sec): 3 clusters Score: Raw -19514.371555 + Penalty 1188.574906 = -18325.796649 nChanged 0 SP:Iteration 22F (58.841934 sec): 3 clusters Score: Raw -19514.371555 + Penalty 1188.574906 = -18325.796649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 45 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.842463 sec): 2 clusters Score: Raw -639.261807 + Penalty 170.187551 = -469.074256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.842696 sec): 3 clusters Score: Raw -645.575719 + Penalty 327.912449 = -317.663270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 49 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.847648 sec): 2 clusters Score: Raw -86496.457172 + Penalty 653.671108 = -85842.786063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.849539 sec): 3 clusters Score: Raw -86067.855246 + Penalty 1311.475636 = -84756.379610 nChanged 294 SP:Iteration 1F (58.851357 sec): 3 clusters Score: Raw -86274.633726 + Penalty 1312.129590 = -84962.504136 nChanged 85 SP:Iteration 2F (58.853183 sec): 3 clusters Score: Raw -86337.264880 + Penalty 1312.021194 = -85025.243686 nChanged 52 SP:Iteration 3F (58.855002 sec): 3 clusters Score: Raw -86380.428366 + Penalty 1309.501698 = -85070.926668 nChanged 39 SP:Iteration 4Q (58.856826 sec): 3 clusters Score: Raw -86413.180926 + Penalty 1308.487474 = -85104.693452 nChanged 33 SP:Iteration 5Q (58.858675 sec): 3 clusters Score: Raw -86445.534075 + Penalty 1306.949727 = -85138.584348 nChanged 25 SP:Iteration 6Q (58.860498 sec): 3 clusters Score: Raw -86474.862743 + Penalty 1305.735733 = -85169.127011 nChanged 18 SP:Iteration 7Q (58.862471 sec): 3 clusters Score: Raw -86498.811763 + Penalty 1305.309471 = -85193.502292 nChanged 15 SP:Iteration 8Q (58.864298 sec): 3 clusters Score: Raw -86512.052467 + Penalty 1302.713631 = -85209.338835 nChanged 14 SP:Iteration 9Q (58.866074 sec): 3 clusters Score: Raw -86524.061673 + Penalty 1301.648342 = -85222.413332 nChanged 7 SP:Iteration 10F (58.867882 sec): 3 clusters Score: Raw -86529.671520 + Penalty 1300.735958 = -85228.935562 nChanged 6 SP:Iteration 11Q (58.869627 sec): 3 clusters Score: Raw -86532.388253 + Penalty 1299.719965 = -85232.668288 nChanged 5 SP:Iteration 12Q (58.871401 sec): 3 clusters Score: Raw -86534.501503 + Penalty 1301.759865 = -85232.741638 nChanged 4 SP:Iteration 13Q (58.873155 sec): 3 clusters Score: Raw -86535.908463 + Penalty 1301.921344 = -85233.987119 nChanged 5 SP:Iteration 14Q (58.874937 sec): 3 clusters Score: Raw -86539.276470 + Penalty 1300.608159 = -85238.668310 nChanged 3 SP:Iteration 15Q (58.876686 sec): 3 clusters Score: Raw -86540.003876 + Penalty 1301.641677 = -85238.362199 nChanged 2 SP:Iteration 16F (58.878523 sec): 3 clusters Score: Raw -86540.626471 + Penalty 1301.641677 = -85238.984794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 51 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.880188 sec): 2 clusters Score: Raw -6341.096297 + Penalty 388.867759 = -5952.228538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.880539 sec): 3 clusters Score: Raw -6352.184013 + Penalty 781.051715 = -5571.132298 nChanged 5 SP:Iteration 1F (58.880881 sec): 3 clusters Score: Raw -6360.758878 + Penalty 781.051715 = -5579.707163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.881827 sec): 2 clusters Score: Raw -11059.955034 + Penalty 756.946390 = -10303.008644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.882290 sec): 3 clusters Score: Raw -11178.678602 + Penalty 1513.927706 = -9664.750896 nChanged 12 SP:Iteration 1F (58.882749 sec): 3 clusters Score: Raw -11241.566078 + Penalty 1513.625831 = -9727.940247 nChanged 5 SP:Iteration 2Q (58.883176 sec): 3 clusters Score: Raw -11294.641883 + Penalty 1513.471339 = -9781.170544 nChanged 1 SP:Iteration 3Q (58.883600 sec): 3 clusters Score: Raw -11297.430972 + Penalty 1513.284308 = -9784.146664 nChanged 1 SP:Iteration 4Q (58.884023 sec): 3 clusters Score: Raw -11298.728928 + Penalty 1513.284308 = -9785.444620 nChanged 0 SP:Iteration 5F (58.884480 sec): 3 clusters Score: Raw -11298.728928 + Penalty 1513.284308 = -9785.444620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.884951 sec): 2 clusters Score: Raw -86.920277 + Penalty 0.000000 = -86.920277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.885145 sec): 2 clusters Score: Raw -86.920277 + Penalty 0.000000 = -86.920277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 56 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.885903 sec): 2 clusters Score: Raw -9638.790959 + Penalty 516.587146 = -9122.203813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.886316 sec): 3 clusters Score: Raw -9619.008047 + Penalty 1040.164061 = -8578.843986 nChanged 14 SP:Iteration 1F (58.886722 sec): 3 clusters Score: Raw -9642.152498 + Penalty 1044.564138 = -8597.588360 nChanged 4 SP:Iteration 2Q (58.887125 sec): 3 clusters Score: Raw -9651.712309 + Penalty 1047.576957 = -8604.135352 nChanged 2 SP:Iteration 3Q (58.887527 sec): 3 clusters Score: Raw -9654.863024 + Penalty 1049.221536 = -8605.641488 nChanged 1 SP:Iteration 4Q (58.887926 sec): 3 clusters Score: Raw -9655.687492 + Penalty 1049.221536 = -8606.465956 nChanged 0 SP:Iteration 5F (58.888329 sec): 3 clusters Score: Raw -9655.687492 + Penalty 1049.221536 = -8606.465956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 59 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.888956 sec): 2 clusters Score: Raw -4905.323930 + Penalty 464.601600 = -4440.722330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.889272 sec): 3 clusters Score: Raw -4948.130845 + Penalty 929.203201 = -4018.927644 nChanged 3 SP:Iteration 1F (58.889588 sec): 3 clusters Score: Raw -4959.112809 + Penalty 928.778013 = -4030.334796 nChanged 1 SP:Iteration 2Q (58.889919 sec): 3 clusters Score: Raw -4963.474014 + Penalty 928.778013 = -4034.696001 nChanged 0 SP:Iteration 3F (58.890241 sec): 3 clusters Score: Raw -4963.474014 + Penalty 928.778013 = -4034.696001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.890784 sec): 2 clusters Score: Raw -2090.061711 + Penalty 163.227173 = -1926.834538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.891051 sec): 3 clusters Score: Raw -2189.504555 + Penalty 310.943927 = -1878.560628 nChanged 6 SP:Iteration 1F (58.891313 sec): 3 clusters Score: Raw -2216.317272 + Penalty 332.549974 = -1883.767298 nChanged 2 SP:Iteration 2F (58.891576 sec): 3 clusters Score: Raw -2221.334426 + Penalty 332.549974 = -1888.784451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 68 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.892524 sec): 2 clusters Score: Raw -15963.224262 + Penalty 819.762208 = -15143.462053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.893075 sec): 3 clusters Score: Raw -16048.471782 + Penalty 1639.198149 = -14409.273633 nChanged 16 SP:Iteration 1F (58.893600 sec): 3 clusters Score: Raw -16099.324579 + Penalty 1639.283924 = -14460.040655 nChanged 3 SP:Iteration 2Q (58.894102 sec): 3 clusters Score: Raw -16111.321170 + Penalty 1639.365157 = -14471.956013 nChanged 2 SP:Iteration 3Q (58.894621 sec): 3 clusters Score: Raw -16117.508076 + Penalty 1639.437595 = -14478.070481 nChanged 1 SP:Iteration 4Q (58.895125 sec): 3 clusters Score: Raw -16120.044834 + Penalty 1639.492087 = -14480.552747 nChanged 1 SP:Iteration 5Q (58.895624 sec): 3 clusters Score: Raw -16122.989414 + Penalty 1639.553917 = -14483.435496 nChanged 1 SP:Iteration 6Q (58.896126 sec): 3 clusters Score: Raw -16125.777424 + Penalty 1639.604255 = -14486.173168 nChanged 1 SP:Iteration 7Q (58.896624 sec): 3 clusters Score: Raw -16127.468173 + Penalty 1639.604255 = -14487.863918 nChanged 0 SP:Iteration 8F (58.897152 sec): 3 clusters Score: Raw -16127.468173 + Penalty 1639.604255 = -14487.863918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 70 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.898446 sec): 2 clusters Score: Raw -28814.881958 + Penalty 796.586208 = -28018.295750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.899221 sec): 3 clusters Score: Raw -28750.301526 + Penalty 1592.574155 = -27157.727371 nChanged 61 SP:Iteration 1F (58.899968 sec): 3 clusters Score: Raw -28836.363843 + Penalty 1592.295647 = -27244.068196 nChanged 11 SP:Iteration 2Q (58.900699 sec): 3 clusters Score: Raw -28853.951687 + Penalty 1591.684853 = -27262.266834 nChanged 6 SP:Iteration 3Q (58.901427 sec): 3 clusters Score: Raw -28864.324298 + Penalty 1591.459805 = -27272.864493 nChanged 1 SP:Iteration 4Q (58.902153 sec): 3 clusters Score: Raw -28864.843311 + Penalty 1591.459805 = -27273.383506 nChanged 0 SP:Iteration 5F (58.902892 sec): 3 clusters Score: Raw -28864.843311 + Penalty 1591.459805 = -27273.383506 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 71 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.907820 sec): 2 clusters Score: Raw -93592.052471 + Penalty 822.397103 = -92769.655368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.909801 sec): 3 clusters Score: Raw -93154.823241 + Penalty 1644.217921 = -91510.605319 nChanged 315 SP:Iteration 1F (58.911921 sec): 3 clusters Score: Raw -93371.480445 + Penalty 1645.009764 = -91726.470681 nChanged 85 SP:Iteration 2F (58.914023 sec): 3 clusters Score: Raw -93445.181904 + Penalty 1646.649191 = -91798.532713 nChanged 46 SP:Iteration 3Q (58.915993 sec): 3 clusters Score: Raw -93493.405314 + Penalty 1649.596191 = -91843.809122 nChanged 49 SP:Iteration 4F (58.917969 sec): 3 clusters Score: Raw -93533.983960 + Penalty 1654.136582 = -91879.847378 nChanged 32 SP:Iteration 5Q (58.919905 sec): 3 clusters Score: Raw -93557.843935 + Penalty 1658.323415 = -91899.520520 nChanged 27 SP:Iteration 6Q (58.921835 sec): 3 clusters Score: Raw -93579.894130 + Penalty 1663.712582 = -91916.181549 nChanged 26 SP:Iteration 7Q (58.923776 sec): 3 clusters Score: Raw -93601.815558 + Penalty 1670.826993 = -91930.988565 nChanged 29 SP:Iteration 8Q (58.925690 sec): 3 clusters Score: Raw -93626.782207 + Penalty 1679.419405 = -91947.362802 nChanged 31 SP:Iteration 9Q (58.927602 sec): 3 clusters Score: Raw -93651.114766 + Penalty 1685.655094 = -91965.459673 nChanged 20 SP:Iteration 10F (58.929547 sec): 3 clusters Score: Raw -93663.375636 + Penalty 1689.156076 = -91974.219560 nChanged 16 SP:Iteration 11Q (58.931433 sec): 3 clusters Score: Raw -93675.289525 + Penalty 1695.550050 = -91979.739475 nChanged 17 SP:Iteration 12Q (58.933329 sec): 3 clusters Score: Raw -93686.579516 + Penalty 1699.203182 = -91987.376334 nChanged 10 SP:Iteration 13Q (58.935219 sec): 3 clusters Score: Raw -93695.484295 + Penalty 1702.422514 = -91993.061781 nChanged 11 SP:Iteration 14Q (58.937100 sec): 3 clusters Score: Raw -93707.458649 + Penalty 1706.148541 = -92001.310108 nChanged 13 SP:Iteration 15Q (58.938960 sec): 3 clusters Score: Raw -93717.412338 + Penalty 1708.284191 = -92009.128147 nChanged 6 SP:Iteration 16Q (58.940828 sec): 3 clusters Score: Raw -93722.227909 + Penalty 1709.599546 = -92012.628363 nChanged 6 SP:Iteration 17Q (58.942700 sec): 3 clusters Score: Raw -93729.139329 + Penalty 1709.843118 = -92019.296211 nChanged 4 SP:Iteration 18Q (58.944566 sec): 3 clusters Score: Raw -93735.220984 + Penalty 1710.688050 = -92024.532934 nChanged 2 SP:Iteration 19Q (58.946403 sec): 3 clusters Score: Raw -93737.868722 + Penalty 1711.240315 = -92026.628407 nChanged 6 SP:Iteration 20F (58.948399 sec): 3 clusters Score: Raw -93745.122475 + Penalty 1712.089685 = -92033.032790 nChanged 6 SP:Iteration 21Q (58.950239 sec): 3 clusters Score: Raw -93749.377612 + Penalty 1712.151345 = -92037.226267 nChanged 4 SP:Iteration 22Q (58.952067 sec): 3 clusters Score: Raw -93753.508996 + Penalty 1711.959455 = -92041.549541 nChanged 2 SP:Iteration 23Q (58.953909 sec): 3 clusters Score: Raw -93755.547837 + Penalty 1712.550948 = -92042.996889 nChanged 2 SP:Iteration 24Q (58.955739 sec): 3 clusters Score: Raw -93757.305128 + Penalty 1713.267957 = -92044.037172 nChanged 2 SP:Iteration 25Q (58.957580 sec): 3 clusters Score: Raw -93757.988368 + Penalty 1713.392708 = -92044.595661 nChanged 1 SP:Iteration 26Q (58.959389 sec): 3 clusters Score: Raw -93758.550418 + Penalty 1713.392708 = -92045.157710 nChanged 0 SP:Iteration 27F (58.961429 sec): 3 clusters Score: Raw -93758.550418 + Penalty 1713.392708 = -92045.157710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.962774 sec): 2 clusters Score: Raw -166.873526 + Penalty 17.970851 = -148.902675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.962978 sec): 3 clusters Score: Raw -166.807532 + Penalty 35.941703 = -130.865829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.963469 sec): 2 clusters Score: Raw -639.600034 + Penalty 133.057988 = -506.542046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.963688 sec): 3 clusters Score: Raw -634.095150 + Penalty 251.218484 = -382.876667 nChanged 1 SP:Iteration 1F (58.963904 sec): 3 clusters Score: Raw -635.947951 + Penalty 251.218484 = -384.729468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 75 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.964491 sec): 2 clusters Score: Raw -3871.633010 + Penalty 233.339904 = -3638.293106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.964819 sec): 3 clusters Score: Raw -3898.724713 + Penalty 472.883981 = -3425.840732 nChanged 8 SP:Iteration 1F (58.965114 sec): 3 clusters Score: Raw -3921.766325 + Penalty 481.418236 = -3440.348089 nChanged 2 SP:Iteration 2Q (58.965408 sec): 3 clusters Score: Raw -3925.918004 + Penalty 484.042628 = -3441.875376 nChanged 1 SP:Iteration 3Q (58.965697 sec): 3 clusters Score: Raw -3927.669348 + Penalty 484.042628 = -3443.626720 nChanged 0 SP:Iteration 4F (58.965998 sec): 3 clusters Score: Raw -3927.669348 + Penalty 484.042628 = -3443.626720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.966486 sec): 2 clusters Score: Raw -634.821813 + Penalty 178.427072 = -456.394741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.966711 sec): 3 clusters Score: Raw -634.467143 + Penalty 351.370765 = -283.096378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.967190 sec): 2 clusters Score: Raw -534.166965 + Penalty 168.326562 = -365.840403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.967414 sec): 3 clusters Score: Raw -546.719267 + Penalty 336.653123 = -210.066143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.967889 sec): 2 clusters Score: Raw -464.158298 + Penalty 143.437152 = -320.721146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.968108 sec): 3 clusters Score: Raw -458.878957 + Penalty 281.052160 = -177.826797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.968575 sec): 2 clusters Score: Raw -176.017911 + Penalty 35.817283 = -140.200627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.968780 sec): 3 clusters Score: Raw -170.617079 + Penalty 71.634567 = -98.982513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 83 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.969493 sec): 2 clusters Score: Raw -7954.690527 + Penalty 391.372717 = -7563.317811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.969878 sec): 3 clusters Score: Raw -7957.322412 + Penalty 769.988516 = -7187.333896 nChanged 19 SP:Iteration 1F (58.970254 sec): 3 clusters Score: Raw -7997.493144 + Penalty 774.989966 = -7222.503178 nChanged 4 SP:Iteration 2Q (58.970621 sec): 3 clusters Score: Raw -8010.002722 + Penalty 781.157159 = -7228.845563 nChanged 2 SP:Iteration 3Q (58.970987 sec): 3 clusters Score: Raw -8021.682863 + Penalty 784.433380 = -7237.249482 nChanged 1 SP:Iteration 4Q (58.971348 sec): 3 clusters Score: Raw -8025.460336 + Penalty 788.157831 = -7237.302506 nChanged 1 SP:Iteration 5Q (58.971707 sec): 3 clusters Score: Raw -8027.691599 + Penalty 788.157831 = -7239.533768 nChanged 0 SP:Iteration 6F (58.972083 sec): 3 clusters Score: Raw -8027.691599 + Penalty 788.157831 = -7239.533768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.972566 sec): 2 clusters Score: Raw -534.111210 + Penalty 120.254102 = -413.857107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.972783 sec): 3 clusters Score: Raw -534.724463 + Penalty 235.135092 = -299.589371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 91 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.973660 sec): 2 clusters Score: Raw -15294.706833 + Penalty 797.887123 = -14496.819710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.974193 sec): 3 clusters Score: Raw -15353.104593 + Penalty 1595.181725 = -13757.922868 nChanged 13 SP:Iteration 1F (58.974695 sec): 3 clusters Score: Raw -15390.572656 + Penalty 1594.525420 = -13796.047235 nChanged 3 SP:Iteration 2Q (58.975182 sec): 3 clusters Score: Raw -15394.350382 + Penalty 1594.446704 = -13799.903677 nChanged 2 SP:Iteration 3Q (58.975670 sec): 3 clusters Score: Raw -15408.831179 + Penalty 1594.695749 = -13814.135429 nChanged 1 SP:Iteration 4Q (58.976150 sec): 3 clusters Score: Raw -15413.660142 + Penalty 1594.695749 = -13818.964393 nChanged 0 SP:Iteration 5F (58.976650 sec): 3 clusters Score: Raw -15413.660142 + Penalty 1594.695749 = -13818.964393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.977114 sec): 2 clusters Score: Raw -170.238335 + Penalty 21.066237 = -149.172098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.977301 sec): 2 clusters Score: Raw -170.238335 + Penalty 21.066237 = -149.172098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.977770 sec): 2 clusters Score: Raw -361.952211 + Penalty 118.094110 = -243.858101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.977988 sec): 3 clusters Score: Raw -356.827938 + Penalty 236.188220 = -120.639718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 94 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.979350 sec): 2 clusters Score: Raw -29005.474441 + Penalty 872.895756 = -28132.578685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.980131 sec): 3 clusters Score: Raw -28997.978583 + Penalty 1746.286235 = -27251.692348 nChanged 54 SP:Iteration 1F (58.980908 sec): 3 clusters Score: Raw -29088.778104 + Penalty 1747.096750 = -27341.681354 nChanged 11 SP:Iteration 2Q (58.981679 sec): 3 clusters Score: Raw -29109.485786 + Penalty 1747.016915 = -27362.468870 nChanged 6 SP:Iteration 3Q (58.982435 sec): 3 clusters Score: Raw -29126.398697 + Penalty 1747.304593 = -27379.094104 nChanged 6 SP:Iteration 4Q (58.983185 sec): 3 clusters Score: Raw -29141.163753 + Penalty 1747.609042 = -27393.554711 nChanged 3 SP:Iteration 5Q (58.983952 sec): 3 clusters Score: Raw -29150.867478 + Penalty 1747.668226 = -27403.199252 nChanged 2 SP:Iteration 6Q (58.984715 sec): 3 clusters Score: Raw -29157.913748 + Penalty 1747.668226 = -27410.245522 nChanged 0 SP:Iteration 7F (58.985508 sec): 3 clusters Score: Raw -29157.913748 + Penalty 1747.668226 = -27410.245522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 97 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.986080 sec): 2 clusters Score: Raw -3111.978628 + Penalty 361.643459 = -2750.335169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.986357 sec): 3 clusters Score: Raw -3126.867824 + Penalty 725.829021 = -2401.038803 nChanged 1 SP:Iteration 1Q (58.986624 sec): 3 clusters Score: Raw -3127.778200 + Penalty 725.829021 = -2401.949178 nChanged 0 SP:Iteration 2F (58.986900 sec): 3 clusters Score: Raw -3127.778200 + Penalty 725.829021 = -2401.949178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.987356 sec): 2 clusters Score: Raw -83.945311 + Penalty 0.000000 = -83.945311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.987544 sec): 2 clusters Score: Raw -83.945311 + Penalty 0.000000 = -83.945311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 103 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.988064 sec): 2 clusters Score: Raw -1992.969112 + Penalty 297.053338 = -1695.915773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.988342 sec): 3 clusters Score: Raw -2011.269672 + Penalty 609.634761 = -1401.634911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 107 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.989044 sec): 2 clusters Score: Raw -8152.298689 + Penalty 419.483262 = -7732.815426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.989422 sec): 3 clusters Score: Raw -8133.020927 + Penalty 826.885127 = -7306.135800 nChanged 8 SP:Iteration 1F (58.989798 sec): 3 clusters Score: Raw -8142.743023 + Penalty 828.003454 = -7314.739570 nChanged 4 SP:Iteration 2Q (58.990168 sec): 3 clusters Score: Raw -8147.904902 + Penalty 828.003454 = -7319.901449 nChanged 0 SP:Iteration 3F (58.990539 sec): 3 clusters Score: Raw -8147.904902 + Penalty 828.003454 = -7319.901449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 110 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.991304 sec): 2 clusters Score: Raw -9830.273607 + Penalty 693.340605 = -9136.933002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.991718 sec): 3 clusters Score: Raw -9871.940872 + Penalty 1387.804192 = -8484.136680 nChanged 6 SP:Iteration 1F (58.992124 sec): 3 clusters Score: Raw -9890.281606 + Penalty 1388.125564 = -8502.156042 nChanged 3 SP:Iteration 2Q (58.992517 sec): 3 clusters Score: Raw -9902.696837 + Penalty 1388.125564 = -8514.571273 nChanged 0 SP:Iteration 3F (58.992921 sec): 3 clusters Score: Raw -9902.696837 + Penalty 1388.125564 = -8514.571273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.993392 sec): 2 clusters Score: Raw -244.609852 + Penalty 51.667161 = -192.942691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.993598 sec): 3 clusters Score: Raw -249.797348 + Penalty 100.950542 = -148.846806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 113 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.994088 sec): 2 clusters Score: Raw -754.439217 + Penalty 194.906871 = -559.532346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.994313 sec): 3 clusters Score: Raw -744.214413 + Penalty 421.135646 = -323.078768 nChanged 1 SP:Iteration 1F (58.994532 sec): 3 clusters Score: Raw -747.096952 + Penalty 194.906871 = -552.190080 nChanged 1 SP:Iteration 2F (58.994733 sec): 2 clusters Score: Raw -754.439217 + Penalty 194.906871 = -559.532346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.995201 sec): 2 clusters Score: Raw -276.329392 + Penalty 92.490080 = -183.839312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.995413 sec): 3 clusters Score: Raw -269.246266 + Penalty 192.217711 = -77.028555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.995912 sec): 2 clusters Score: Raw -1161.496883 + Penalty 232.586532 = -928.910351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.996145 sec): 3 clusters Score: Raw -1170.238537 + Penalty 460.828650 = -709.409887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.996622 sec): 2 clusters Score: Raw -530.953551 + Penalty 151.022078 = -379.931473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.996842 sec): 3 clusters Score: Raw -534.521760 + Penalty 293.310724 = -241.211036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.997344 sec): 2 clusters Score: Raw -709.987992 + Penalty 170.971445 = -539.016547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.997569 sec): 3 clusters Score: Raw -712.628253 + Penalty 383.654881 = -328.973373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.998033 sec): 2 clusters Score: Raw -180.266946 + Penalty 46.280913 = -133.986033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.998242 sec): 3 clusters Score: Raw -173.804690 + Penalty 92.561825 = -81.242865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.998700 sec): 2 clusters Score: Raw -85.381977 + Penalty 0.000000 = -85.381977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.998889 sec): 2 clusters Score: Raw -85.381977 + Penalty 0.000000 = -85.381977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.999346 sec): 2 clusters Score: Raw -87.832225 + Penalty 0.000000 = -87.832225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.999540 sec): 2 clusters Score: Raw -87.832225 + Penalty 0.000000 = -87.832225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 158 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.000037 sec): 2 clusters Score: Raw -1285.182742 + Penalty 265.101441 = -1020.081301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.000274 sec): 3 clusters Score: Raw -1293.695712 + Penalty 538.109655 = -755.586057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 160 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.000862 sec): 2 clusters Score: Raw -4225.119900 + Penalty 402.636967 = -3822.482933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.001157 sec): 3 clusters Score: Raw -4241.779791 + Penalty 804.513722 = -3437.266069 nChanged 2 SP:Iteration 1Q (59.001444 sec): 3 clusters Score: Raw -4251.357233 + Penalty 804.513722 = -3446.843511 nChanged 0 SP:Iteration 2F (59.001734 sec): 3 clusters Score: Raw -4251.357233 + Penalty 804.513722 = -3446.843511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.002189 sec): 2 clusters Score: Raw -86.530986 + Penalty 0.000000 = -86.530986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.002377 sec): 2 clusters Score: Raw -86.530986 + Penalty 0.000000 = -86.530986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.002842 sec): 2 clusters Score: Raw -258.809856 + Penalty 49.986859 = -208.822997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.003038 sec): 3 clusters Score: Raw -259.156520 + Penalty 99.973718 = -159.182802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.003503 sec): 2 clusters Score: Raw -178.892648 + Penalty 53.546671 = -125.345977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.003700 sec): 2 clusters Score: Raw -178.892648 + Penalty 53.546671 = -125.345977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 171 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.004224 sec): 2 clusters Score: Raw -1497.051282 + Penalty 275.085319 = -1221.965963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.004467 sec): 3 clusters Score: Raw -1501.187039 + Penalty 553.068640 = -948.118399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 184 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.005299 sec): 2 clusters Score: Raw -6116.437604 + Penalty 179.481594 = -5936.956010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.005646 sec): 3 clusters Score: Raw -6108.694507 + Penalty 351.131993 = -5757.562513 nChanged 16 SP:Iteration 1F (59.005989 sec): 3 clusters Score: Raw -6137.185832 + Penalty 347.767936 = -5789.417896 nChanged 5 SP:Iteration 2F (59.006330 sec): 3 clusters Score: Raw -6142.401094 + Penalty 347.687471 = -5794.713623 nChanged 1 SP:Iteration 3Q (59.006657 sec): 3 clusters Score: Raw -6142.960360 + Penalty 348.167995 = -5794.792365 nChanged 1 SP:Iteration 4Q (59.006984 sec): 3 clusters Score: Raw -6143.305585 + Penalty 349.399125 = -5793.906460 nChanged 1 SP:Iteration 5F (59.007321 sec): 3 clusters Score: Raw -6144.439987 + Penalty 350.650109 = -5793.789878 nChanged 1 SP:Iteration 6F (59.007660 sec): 3 clusters Score: Raw -6144.918949 + Penalty 351.052601 = -5793.866348 nChanged 1 SP:Iteration 7Q (59.007991 sec): 3 clusters Score: Raw -6145.706842 + Penalty 351.052601 = -5794.654241 nChanged 0 SP:Iteration 8F (59.008330 sec): 3 clusters Score: Raw -6145.706842 + Penalty 351.052601 = -5794.654241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.008818 sec): 2 clusters Score: Raw -81.153999 + Penalty 0.000000 = -81.153999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.009003 sec): 2 clusters Score: Raw -81.153999 + Penalty 0.000000 = -81.153999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 206 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.009782 sec): 2 clusters Score: Raw -8944.383699 + Penalty 192.842991 = -8751.540708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.010198 sec): 3 clusters Score: Raw -8923.099160 + Penalty 386.625364 = -8536.473796 nChanged 25 SP:Iteration 1F (59.010610 sec): 3 clusters Score: Raw -8949.375580 + Penalty 388.575865 = -8560.799715 nChanged 7 SP:Iteration 2F (59.011020 sec): 3 clusters Score: Raw -8962.825717 + Penalty 396.346965 = -8566.478752 nChanged 7 SP:Iteration 3F (59.011432 sec): 3 clusters Score: Raw -8978.973610 + Penalty 402.775526 = -8576.198084 nChanged 7 SP:Iteration 4F (59.011841 sec): 3 clusters Score: Raw -8993.602324 + Penalty 414.159965 = -8579.442359 nChanged 8 SP:Iteration 5F (59.012252 sec): 3 clusters Score: Raw -9008.066229 + Penalty 433.155649 = -8574.910580 nChanged 6 SP:Iteration 6F (59.012660 sec): 3 clusters Score: Raw -9022.179016 + Penalty 456.466218 = -8565.712799 nChanged 4 SP:Iteration 7F (59.013078 sec): 3 clusters Score: Raw -9045.524314 + Penalty 474.229072 = -8571.295242 nChanged 3 SP:Iteration 8Q (59.013469 sec): 3 clusters Score: Raw -9054.634410 + Penalty 479.594569 = -8575.039841 nChanged 1 SP:Iteration 9Q (59.013849 sec): 3 clusters Score: Raw -9063.327106 + Penalty 476.785409 = -8586.541697 nChanged 2 SP:Iteration 10F (59.014258 sec): 3 clusters Score: Raw -9072.186325 + Penalty 470.347989 = -8601.838337 nChanged 1 SP:Iteration 11Q (59.014633 sec): 3 clusters Score: Raw -9072.627606 + Penalty 470.347989 = -8602.279617 nChanged 0 SP:Iteration 12F (59.015042 sec): 3 clusters Score: Raw -9072.627606 + Penalty 470.347989 = -8602.279617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.015502 sec): 2 clusters Score: Raw -162.366222 + Penalty 3.994842 = -158.371380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.015711 sec): 2 clusters Score: Raw -162.366222 + Penalty 3.994842 = -158.371380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 209 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.016205 sec): 2 clusters Score: Raw -944.784651 + Penalty 108.408187 = -836.376464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.016435 sec): 3 clusters Score: Raw -955.564407 + Penalty 221.190422 = -734.373985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 211 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.016971 sec): 2 clusters Score: Raw -2648.026752 + Penalty 312.771843 = -2335.254909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.017237 sec): 3 clusters Score: Raw -2674.089358 + Penalty 634.078377 = -2040.010980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.017710 sec): 2 clusters Score: Raw -275.472950 + Penalty 98.975552 = -176.497398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.017924 sec): 3 clusters Score: Raw -269.463406 + Penalty 212.664334 = -56.799072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.018382 sec): 2 clusters Score: Raw -87.117628 + Penalty 0.000000 = -87.117628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.018574 sec): 2 clusters Score: Raw -87.117628 + Penalty 0.000000 = -87.117628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.019036 sec): 2 clusters Score: Raw -176.887240 + Penalty 35.569025 = -141.318215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.019234 sec): 3 clusters Score: Raw -171.308562 + Penalty 71.138050 = -100.170512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 232 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.019737 sec): 2 clusters Score: Raw -1400.510356 + Penalty 117.906305 = -1282.604051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.019977 sec): 3 clusters Score: Raw -1404.678847 + Penalty 231.926552 = -1172.752296 nChanged 0 Deleting Class 110 (109 points): Lose 580.677222 but Gain 1517.674185 Iteration 119Q (59.167611 sec): 86 clusters Score: Raw -2437912.046156 + Penalty 71765.165270 = -2366146.880886 nChanged 125 Deleting Class 97 (33 points): Lose 126.848304 but Gain 1068.266777 Iteration 120F (60.291330 sec): 85 clusters Score: Raw -2438160.024899 + Penalty 70685.027771 = -2367474.997128 nChanged 76 Deleting Class 158 (14 points): Lose 95.702813 but Gain 1031.556011 Iteration 121Q (60.413968 sec): 84 clusters Score: Raw -2438222.279230 + Penalty 69661.551566 = -2368560.727664 nChanged 32 Deleting Class 171 (17 points): Lose 112.326909 but Gain 1048.040162 Iteration 122Q (60.535712 sec): 83 clusters Score: Raw -2438166.798601 + Penalty 68624.992455 = -2369541.806146 nChanged 38 Deleting Class 113 (8 points): Lose 34.058014 but Gain 962.520495 Iteration 123Q (60.655586 sec): 82 clusters Score: Raw -2438181.881924 + Penalty 67674.902242 = -2370506.979682 nChanged 25 Deleting Class 56 (105 points): Lose 252.683571 but Gain 1163.912753 Iteration 124Q (60.773367 sec): 81 clusters Score: Raw -2437958.158946 + Penalty 66557.188816 = -2371400.970131 nChanged 116 Deleting Class 76 (7 points): Lose 46.475575 but Gain 941.602314 Iteration 125Q (60.894222 sec): 80 clusters Score: Raw -2438084.713208 + Penalty 65611.895477 = -2372472.817730 nChanged 43 Deleting Class 7 (46 points): Lose 322.855055 but Gain 1215.579614 Iteration 126Q (61.012440 sec): 79 clusters Score: Raw -2437808.574277 + Penalty 64507.321822 = -2373301.252455 nChanged 71 Deleting Class 77 (6 points): Lose 72.267458 but Gain 964.722694 Iteration 127Q (61.131499 sec): 78 clusters Score: Raw -2437897.349733 + Penalty 63618.162878 = -2374279.186855 nChanged 47 Deleting Class 80 (5 points): Lose 32.763410 but Gain 915.202033 Iteration 128Q (61.248209 sec): 77 clusters Score: Raw -2437935.166075 + Penalty 62678.497342 = -2375256.668733 nChanged 32 Deleting Class 212 (3 points): Lose 49.168818 but Gain 925.151866 Iteration 129Q (61.364572 sec): 76 clusters Score: Raw -2437939.813863 + Penalty 61760.635067 = -2376179.178796 nChanged 15 Deleting Class 45 (7 points): Lose 23.191149 but Gain 898.120390 Iteration 130F (62.350664 sec): 75 clusters Score: Raw -2437933.862387 + Penalty 60871.966696 = -2377061.895691 nChanged 17 Deleting Class 93 (4 points): Lose 12.687339 but Gain 874.787022 Iteration 131Q (62.465414 sec): 74 clusters Score: Raw -2437935.950204 + Penalty 60003.805503 = -2377932.144701 nChanged 10 Deleting Class 151 (1 points): Lose 0.712896 but Gain 862.102125 Iteration 132Q (62.579877 sec): 73 clusters Score: Raw -2437946.551625 + Penalty 59138.154070 = -2378808.397555 nChanged 6 Deleting Class 41 (1 points): Lose 13.564186 but Gain 872.423415 Iteration 133Q (62.693382 sec): 72 clusters Score: Raw -2437939.692760 + Penalty 58262.540361 = -2379677.152399 nChanged 4 Deleting Class 119 (3 points): Lose 17.791134 but Gain 864.530367 Iteration 134Q (62.807430 sec): 71 clusters Score: Raw -2437927.079089 + Penalty 57404.037697 = -2380523.041392 nChanged 3 Deleting Class 121 (13 points): Lose 90.410007 but Gain 931.183601 Iteration 135Q (62.920029 sec): 70 clusters Score: Raw -2437841.662393 + Penalty 56482.428288 = -2381359.234105 nChanged 14 Deleting Class 103 (24 points): Lose 175.658216 but Gain 1016.003943 Iteration 136Q (63.033811 sec): 69 clusters Score: Raw -2437688.224655 + Penalty 55438.872881 = -2382249.351774 nChanged 26 Deleting Class 107 (93 points): Lose 204.673403 but Gain 1031.046861 Iteration 137Q (63.156279 sec): 68 clusters Score: Raw -2437535.506306 + Penalty 54492.260211 = -2383043.246095 nChanged 102 Deleting Class 133 (6 points): Lose 47.748783 but Gain 865.546263 Iteration 138Q (63.269899 sec): 67 clusters Score: Raw -2437616.393040 + Penalty 53632.302783 = -2383984.090257 nChanged 22 Deleting Class 42 (55 points): Lose 279.176571 but Gain 1074.256128 Iteration 139Q (63.379871 sec): 66 clusters Score: Raw -2437359.901393 + Penalty 52621.174874 = -2384738.726519 nChanged 69 Deleting Class 59 (62 points): Lose 356.488564 but Gain 1170.716550 Iteration 140F (64.228226 sec): 65 clusters Score: Raw -2437121.411618 + Penalty 51455.111836 = -2385666.299782 nChanged 74 Deleting Class 21 (108 points): Lose 409.649490 but Gain 1188.378476 Iteration 141Q (64.339115 sec): 64 clusters Score: Raw -2436921.525583 + Penalty 50433.623316 = -2386487.902266 nChanged 127 Deleting Class 74 (10 points): Lose 39.391592 but Gain 868.457164 Iteration 142Q (64.451131 sec): 63 clusters Score: Raw -2437106.053290 + Penalty 49659.218053 = -2387446.835237 nChanged 58 Deleting Class 211 (35 points): Lose 222.671248 but Gain 996.931497 Iteration 143Q (64.560152 sec): 62 clusters Score: Raw -2436947.085696 + Penalty 48675.301449 = -2388271.784247 nChanged 60 Deleting Class 140 (7 points): Lose 72.363553 but Gain 819.693542 Iteration 144Q (64.669784 sec): 61 clusters Score: Raw -2436952.069686 + Penalty 47866.389728 = -2389085.679958 nChanged 41 Deleting Class 37 (12 points): Lose 57.766217 but Gain 787.805981 Iteration 145Q (64.776942 sec): 60 clusters Score: Raw -2436939.925869 + Penalty 47082.408622 = -2389857.517247 nChanged 37 Deleting Class 55 (2 points): Lose 24.515566 but Gain 754.545145 Iteration 146Q (64.883435 sec): 59 clusters Score: Raw -2436952.100786 + Penalty 46339.540460 = -2390612.560326 nChanged 23 Deleting Class 30 (17 points): Lose 101.208221 but Gain 807.017243 Iteration 147Q (64.995671 sec): 58 clusters Score: Raw -2436868.113007 + Penalty 45527.041179 = -2391341.071828 nChanged 39 Deleting Class 170 (2 points): Lose 100.623267 but Gain 793.298373 Iteration 148Q (65.105151 sec): 57 clusters Score: Raw -2436805.530389 + Penalty 44724.776553 = -2392080.753835 nChanged 32 Deleting Class 51 (75 points): Lose 263.686092 but Gain 939.058128 Iteration 149Q (65.212599 sec): 56 clusters Score: Raw -2436559.294484 + Penalty 43796.997346 = -2392762.297138 nChanged 89 Deleting Class 85 (7 points): Lose 44.522542 but Gain 705.490413 Iteration 150F (65.935000 sec): 55 clusters Score: Raw -2436625.473512 + Penalty 43100.415858 = -2393525.057653 nChanged 31 Deleting Class 146 (2 points): Lose 28.642245 but Gain 685.655563 Iteration 151Q (66.051542 sec): 54 clusters Score: Raw -2436619.072430 + Penalty 42520.750287 = -2394098.322144 nChanged 14 Deleting Class 91 (157 points): Lose 981.720055 but Gain 1619.642526 Iteration 152Q (66.156585 sec): 53 clusters Score: Raw -2435673.200393 + Penalty 40957.539529 = -2394715.660864 nChanged 163 Deleting Class 20 (259 points): Lose 505.232514 but Gain 1139.915591 Iteration 153Q (66.264625 sec): 52 clusters Score: Raw -2435629.864029 + Penalty 39856.247357 = -2395773.616671 nChanged 282 Deleting Class 225 (3 points): Lose 36.421268 but Gain 630.056445 Iteration 154Q (66.374140 sec): 51 clusters Score: Raw -2435957.608892 + Penalty 39240.055051 = -2396717.553840 nChanged 70 Deleting Class 224 (1 points): Lose 55.988870 but Gain 589.985912 Iteration 155Q (66.479249 sec): 50 clusters Score: Raw -2435931.808857 + Penalty 38660.408510 = -2397271.400347 nChanged 44 Deleting Class 82 (2 points): Lose 9.675935 but Gain 530.636027 Iteration 156Q (66.581413 sec): 49 clusters Score: Raw -2435964.934751 + Penalty 38134.802023 = -2397830.132728 nChanged 23 Deleting Class 160 (143 points): Lose 763.744463 but Gain 1252.224847 Iteration 157Q (66.681611 sec): 48 clusters Score: Raw -2435212.183008 + Penalty 36930.829623 = -2398281.353384 nChanged 158 Deleting Class 75 (64 points): Lose 302.361674 but Gain 777.493502 Iteration 158Q (66.785362 sec): 47 clusters Score: Raw -2435235.483674 + Penalty 36140.390670 = -2399095.093004 nChanged 108 Deleting Class 148 (1 points): Lose 1.974884 but Gain 443.042688 Iteration 159Q (66.889703 sec): 46 clusters Score: Raw -2435433.144945 + Penalty 35717.888139 = -2399715.256805 nChanged 52 Deleting Class 209 (11 points): Lose 72.859008 but Gain 464.260166 Iteration 160F (67.488717 sec): 45 clusters Score: Raw -2435427.690345 + Penalty 35246.936418 = -2400180.753927 nChanged 50 Deleting Class 161 (1 points): Lose 83.732979 but Gain 468.685691 Iteration 161Q (67.587002 sec): 44 clusters Score: Raw -2435436.927268 + Penalty 34776.600034 = -2400660.327234 nChanged 36 Deleting Class 83 (103 points): Lose 555.130968 but Gain 899.991490 Iteration 162Q (67.684573 sec): 43 clusters Score: Raw -2434926.924137 + Penalty 34053.807247 = -2400873.116890 nChanged 127 Deleting Class 40 (346 points): Lose 894.328830 but Gain 1248.366331 Iteration 163Q (67.783309 sec): 42 clusters Score: Raw -2434440.633367 + Penalty 32904.376480 = -2401536.256886 nChanged 402 Deleting Class 112 (3 points): Lose 167.478943 but Gain 482.947253 Iteration 164Q (67.885316 sec): 41 clusters Score: Raw -2434973.351650 + Penalty 32403.011107 = -2402570.340543 nChanged 113 Deleting Class 70 (362 points): Lose 1176.347673 but Gain 1468.882956 Iteration 165Q (67.981647 sec): 40 clusters Score: Raw -2433858.560051 + Penalty 30972.395938 = -2402886.164113 nChanged 398 Deleting Class 102 (1 points): Lose 16.158762 but Gain 280.242530 Iteration 166Q (68.082553 sec): 39 clusters Score: Raw -2434667.909409 + Penalty 30704.439715 = -2403963.469694 nChanged 99 Deleting Class 72 (2 points): Lose 23.918000 but Gain 266.239657 Iteration 167Q (68.176314 sec): 38 clusters Score: Raw -2434761.834593 + Penalty 30443.299852 = -2404318.534740 nChanged 65 Deleting Class 164 (3 points): Lose 227.531453 but Gain 467.241003 Iteration 168Q (68.270026 sec): 37 clusters Score: Raw -2434595.882552 + Penalty 29954.767628 = -2404641.114925 nChanged 48 Deleting Class 18 (1 points): Lose 81.815615 but Gain 281.100668 Iteration 169Q (68.361139 sec): 36 clusters Score: Raw -2434568.556401 + Penalty 29658.274811 = -2404910.281590 nChanged 27 Deleting Class 92 (2 points): Lose 110.192963 but Gain 312.098051 Iteration 170F (68.849451 sec): 35 clusters Score: Raw -2434491.084584 + Penalty 29328.860153 = -2405162.224431 nChanged 26 Deleting Class 5 (383 points): Lose 1504.861498 but Gain 1553.042010 Iteration 171Q (68.945996 sec): 34 clusters Score: Raw -2433020.694038 + Penalty 27958.105603 = -2405062.588435 nChanged 399 Deleting Class 195 (1 points): Lose 18.469329 but Gain 51.345165 Iteration 172F (69.408430 sec): 33 clusters Score: Raw -2433928.402275 + Penalty 27910.241674 = -2406018.160601 nChanged 71 Deleting Class 207 (2 points): Lose 29.762510 but Gain 59.183921 Iteration 173Q (69.498461 sec): 32 clusters Score: Raw -2433949.441407 + Penalty 27840.249528 = -2406109.191879 nChanged 39 Iteration 174Q (69.587364 sec): 32 clusters Score: Raw -2433977.340932 + Penalty 27860.955804 = -2406116.385127 nChanged 28 Iteration 175Q (69.675900 sec): 32 clusters Score: Raw -2433990.789719 + Penalty 27870.839686 = -2406119.950033 nChanged 17 Iteration 176Q (69.764066 sec): 32 clusters Score: Raw -2434001.529947 + Penalty 27876.327096 = -2406125.202850 nChanged 14 Iteration 177Q (69.852055 sec): 32 clusters Score: Raw -2434010.754065 + Penalty 27879.351733 = -2406131.402332 nChanged 15 Iteration 178Q (69.940775 sec): 32 clusters Score: Raw -2434020.203762 + Penalty 27874.524089 = -2406145.679673 nChanged 11 Iteration 179Q (70.035016 sec): 32 clusters Score: Raw -2434024.302811 + Penalty 27877.057518 = -2406147.245293 nChanged 7 Iteration 180F (70.478119 sec): 32 clusters Score: Raw -2434025.347889 + Penalty 27877.039222 = -2406148.308667 nChanged 3 Iteration 181Q (70.567537 sec): 32 clusters Score: Raw -2434025.682055 + Penalty 27877.039222 = -2406148.642833 nChanged 0 Iteration 182F (71.013873 sec): 32 clusters Score: Raw -2434025.682055 + Penalty 27877.039222 = -2406148.642833 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 -2434025.682055 + Penalty 27877.039222 = -2406148.642833Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.073930 sec): 2 clusters Score: Raw -90842.998789 + Penalty 235.918826 = -90607.079963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.075908 sec): 3 clusters Score: Raw -90239.198466 + Penalty 471.862877 = -89767.335589 nChanged 450 SP:Iteration 1F (71.077850 sec): 3 clusters Score: Raw -90476.180833 + Penalty 471.823719 = -90004.357114 nChanged 68 SP:Iteration 2F (71.079797 sec): 3 clusters Score: Raw -90494.414413 + Penalty 471.893315 = -90022.521099 nChanged 40 SP:Iteration 3Q (71.081719 sec): 3 clusters Score: Raw -90504.839962 + Penalty 472.258020 = -90032.581942 nChanged 35 SP:Iteration 4Q (71.083633 sec): 3 clusters Score: Raw -90521.971612 + Penalty 472.917223 = -90049.054389 nChanged 45 SP:Iteration 5Q (71.085594 sec): 3 clusters Score: Raw -90551.736093 + Penalty 473.772833 = -90077.963260 nChanged 63 SP:Iteration 6F (71.087514 sec): 3 clusters Score: Raw -90603.425027 + Penalty 474.759572 = -90128.665455 nChanged 73 SP:Iteration 7F (71.089397 sec): 3 clusters Score: Raw -90668.277599 + Penalty 474.925077 = -90193.352521 nChanged 62 SP:Iteration 8F (71.091339 sec): 3 clusters Score: Raw -90717.879777 + Penalty 475.121479 = -90242.758299 nChanged 51 SP:Iteration 9F (71.093253 sec): 3 clusters Score: Raw -90752.107036 + Penalty 475.492044 = -90276.614992 nChanged 30 SP:Iteration 10F (71.095183 sec): 3 clusters Score: Raw -90770.116952 + Penalty 476.525786 = -90293.591166 nChanged 22 SP:Iteration 11Q (71.097054 sec): 3 clusters Score: Raw -90780.205562 + Penalty 477.839580 = -90302.365982 nChanged 17 SP:Iteration 12Q (71.098889 sec): 3 clusters Score: Raw -90790.660043 + Penalty 478.761198 = -90311.898846 nChanged 16 SP:Iteration 13Q (71.100719 sec): 3 clusters Score: Raw -90795.942470 + Penalty 479.291899 = -90316.650571 nChanged 14 SP:Iteration 14Q (71.102594 sec): 3 clusters Score: Raw -90801.263947 + Penalty 479.712737 = -90321.551210 nChanged 6 SP:Iteration 15Q (71.104438 sec): 3 clusters Score: Raw -90803.194886 + Penalty 480.128009 = -90323.066877 nChanged 10 SP:Iteration 16Q (71.106270 sec): 3 clusters Score: Raw -90805.597069 + Penalty 479.986251 = -90325.610819 nChanged 4 SP:Iteration 17Q (71.108096 sec): 3 clusters Score: Raw -90806.703889 + Penalty 480.116511 = -90326.587379 nChanged 2 SP:Iteration 18Q (71.109923 sec): 3 clusters Score: Raw -90807.024755 + Penalty 480.205085 = -90326.819670 nChanged 1 SP:Iteration 19Q (71.111749 sec): 3 clusters Score: Raw -90807.107133 + Penalty 480.205085 = -90326.902048 nChanged 0 SP:Iteration 20F (71.113655 sec): 3 clusters Score: Raw -90807.107133 + Penalty 480.205085 = -90326.902048 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.116806 sec): 2 clusters Score: Raw -55811.779123 + Penalty 58.496017 = -55753.283106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.118138 sec): 3 clusters Score: Raw -55411.240156 + Penalty 122.400119 = -55288.840038 nChanged 294 SP:Iteration 1F (71.119504 sec): 3 clusters Score: Raw -55648.113295 + Penalty 116.655861 = -55531.457434 nChanged 69 SP:Iteration 2F (71.120842 sec): 3 clusters Score: Raw -55740.462178 + Penalty 109.828721 = -55630.633457 nChanged 44 SP:Iteration 3F (71.122072 sec): 3 clusters Score: Raw -55803.888206 + Penalty 108.640849 = -55695.247357 nChanged 9 SP:Iteration 4Q (71.123191 sec): 3 clusters Score: Raw -55812.939203 + Penalty 105.715393 = -55707.223809 nChanged 7 SP:Iteration 5Q (71.124309 sec): 3 clusters Score: Raw -55819.046042 + Penalty 110.445100 = -55708.600943 nChanged 3 SP:Iteration 6Q (71.125418 sec): 3 clusters Score: Raw -55819.780210 + Penalty 99.632617 = -55720.147593 nChanged 2 SP:Iteration 7Q (71.126489 sec): 3 clusters Score: Raw -55820.473139 + Penalty 99.632617 = -55720.840522 nChanged 0 SP:Iteration 8F (71.127725 sec): 3 clusters Score: Raw -55820.473139 + Penalty 99.632617 = -55720.840522 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 3 (11142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.178144 sec): 2 clusters Score: Raw -941263.504043 + Penalty 283.009269 = -940980.494773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.199182 sec): 3 clusters Score: Raw -933711.416767 + Penalty 568.933014 = -933142.483753 nChanged 5314 SP:Iteration 1F (71.219696 sec): 3 clusters Score: Raw -936417.981175 + Penalty 582.007014 = -935835.974161 nChanged 1873 SP:Iteration 2F (71.240011 sec): 3 clusters Score: Raw -938350.931676 + Penalty 593.632962 = -937757.298714 nChanged 894 SP:Iteration 3F (71.260270 sec): 3 clusters Score: Raw -939631.941992 + Penalty 591.017895 = -939040.924097 nChanged 410 SP:Iteration 4Q (71.281288 sec): 3 clusters Score: Raw -939984.148084 + Penalty 584.467490 = -939399.680594 nChanged 314 SP:Iteration 5Q (71.299968 sec): 3 clusters Score: Raw -940188.350521 + Penalty 578.876707 = -939609.473814 nChanged 275 SP:Iteration 6Q (71.317903 sec): 3 clusters Score: Raw -940330.956423 + Penalty 571.753708 = -939759.202714 nChanged 233 SP:Iteration 7Q (71.335661 sec): 3 clusters Score: Raw -940440.163724 + Penalty 565.840649 = -939874.323075 nChanged 211 SP:Iteration 8Q (71.352843 sec): 3 clusters Score: Raw -940539.316010 + Penalty 559.540898 = -939979.775112 nChanged 204 SP:Iteration 9Q (71.369938 sec): 3 clusters Score: Raw -940648.069273 + Penalty 554.063364 = -940094.005909 nChanged 183 SP:Iteration 10F (71.390598 sec): 3 clusters Score: Raw -940753.051445 + Penalty 548.024633 = -940205.026812 nChanged 188 SP:Iteration 11Q (71.407572 sec): 3 clusters Score: Raw -940860.076429 + Penalty 544.648970 = -940315.427459 nChanged 159 SP:Iteration 12Q (71.424243 sec): 3 clusters Score: Raw -940940.150319 + Penalty 541.825701 = -940398.324618 nChanged 134 SP:Iteration 13Q (71.440891 sec): 3 clusters Score: Raw -941001.059900 + Penalty 538.105662 = -940462.954238 nChanged 109 SP:Iteration 14Q (71.457395 sec): 3 clusters Score: Raw -941048.215856 + Penalty 540.845440 = -940507.370416 nChanged 83 SP:Iteration 15Q (71.473698 sec): 3 clusters Score: Raw -941080.666509 + Penalty 533.532418 = -940547.134090 nChanged 73 SP:Iteration 16Q (71.490388 sec): 3 clusters Score: Raw -941109.263308 + Penalty 527.398742 = -940581.864566 nChanged 67 SP:Iteration 17Q (71.506695 sec): 3 clusters Score: Raw -941139.131706 + Penalty 525.331194 = -940613.800512 nChanged 46 SP:Iteration 18Q (71.522901 sec): 3 clusters Score: Raw -941161.085396 + Penalty 515.982316 = -940645.103080 nChanged 36 SP:Iteration 19Q (71.539158 sec): 3 clusters Score: Raw -941176.065559 + Penalty 510.555159 = -940665.510401 nChanged 25 SP:Iteration 20F (71.559367 sec): 3 clusters Score: Raw -941186.651439 + Penalty 505.445054 = -940681.206385 nChanged 22 SP:Iteration 21Q (71.575494 sec): 3 clusters Score: Raw -941195.893765 + Penalty 503.333862 = -940692.559904 nChanged 16 SP:Iteration 22Q (71.591687 sec): 3 clusters Score: Raw -941201.146910 + Penalty 501.515730 = -940699.631180 nChanged 11 SP:Iteration 23Q (71.607799 sec): 3 clusters Score: Raw -941204.324060 + Penalty 501.145187 = -940703.178874 nChanged 15 SP:Iteration 24Q (71.623761 sec): 3 clusters Score: Raw -941210.603624 + Penalty 494.357163 = -940716.246462 nChanged 17 SP:Iteration 25Q (71.639613 sec): 3 clusters Score: Raw -941217.786944 + Penalty 496.175424 = -940721.611521 nChanged 19 SP:Iteration 26Q (71.655436 sec): 3 clusters Score: Raw -941224.087087 + Penalty 498.953071 = -940725.134016 nChanged 9 SP:Iteration 27Q (71.671346 sec): 3 clusters Score: Raw -941226.329962 + Penalty 496.927254 = -940729.402708 nChanged 10 SP:Iteration 28Q (71.687539 sec): 3 clusters Score: Raw -941229.529729 + Penalty 487.084786 = -940742.444943 nChanged 13 SP:Iteration 29Q (71.703569 sec): 3 clusters Score: Raw -941233.341630 + Penalty 492.478118 = -940740.863513 nChanged 11 SP:Iteration 30F (71.723627 sec): 3 clusters Score: Raw -941235.861152 + Penalty 512.156295 = -940723.704857 nChanged 19 SP:Iteration 31F (71.743323 sec): 3 clusters Score: Raw -941250.549262 + Penalty 580.473643 = -940670.075620 nChanged 14 SP:Iteration 32F (71.762334 sec): 3 clusters Score: Raw -941261.429154 + Penalty 667.782407 = -940593.646747 nChanged 1 SP:Iteration 33F (71.781312 sec): 3 clusters Score: Raw -941261.776011 + Penalty 342.251794 = -940919.524216 nChanged 2 SP:Iteration 34Q (71.796895 sec): 3 clusters Score: Raw -941266.115759 + Penalty 342.251794 = -940923.863964 nChanged 0 SP:Iteration 35F (71.815028 sec): 3 clusters Score: Raw -941266.115759 + Penalty 342.251794 = -940923.863964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 4 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.822880 sec): 2 clusters Score: Raw -42539.106454 + Penalty 352.879260 = -42186.227193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.823899 sec): 3 clusters Score: Raw -42330.017493 + Penalty 726.086898 = -41603.930595 nChanged 182 SP:Iteration 1F (71.824923 sec): 3 clusters Score: Raw -42583.934808 + Penalty 748.636891 = -41835.297918 nChanged 58 SP:Iteration 2F (71.825955 sec): 3 clusters Score: Raw -42656.615462 + Penalty 760.430751 = -41896.184711 nChanged 23 SP:Iteration 3Q (71.826951 sec): 3 clusters Score: Raw -42675.382246 + Penalty 769.841353 = -41905.540894 nChanged 15 SP:Iteration 4Q (71.827940 sec): 3 clusters Score: Raw -42689.937941 + Penalty 777.522510 = -41912.415431 nChanged 8 SP:Iteration 5Q (71.828923 sec): 3 clusters Score: Raw -42695.819461 + Penalty 780.246911 = -41915.572550 nChanged 4 SP:Iteration 6Q (71.829905 sec): 3 clusters Score: Raw -42697.803978 + Penalty 780.246911 = -41917.557066 nChanged 0 SP:Iteration 7F (71.830959 sec): 3 clusters Score: Raw -42697.803978 + Penalty 780.246911 = -41917.557066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.841407 sec): 2 clusters Score: Raw -179522.773521 + Penalty 407.605572 = -179115.167949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.845353 sec): 3 clusters Score: Raw -178316.655526 + Penalty 814.964027 = -177501.691499 nChanged 906 SP:Iteration 1F (71.849173 sec): 3 clusters Score: Raw -178871.379566 + Penalty 815.442611 = -178055.936954 nChanged 209 SP:Iteration 2F (71.853001 sec): 3 clusters Score: Raw -178994.547489 + Penalty 816.889004 = -178177.658485 nChanged 150 SP:Iteration 3F (71.856815 sec): 3 clusters Score: Raw -179087.596306 + Penalty 818.214915 = -178269.381391 nChanged 117 SP:Iteration 4F (71.860672 sec): 3 clusters Score: Raw -179149.839516 + Penalty 819.826933 = -178330.012583 nChanged 82 SP:Iteration 5Q (71.864454 sec): 3 clusters Score: Raw -179191.946376 + Penalty 819.497063 = -178372.449313 nChanged 69 SP:Iteration 6Q (71.868262 sec): 3 clusters Score: Raw -179236.010081 + Penalty 819.532241 = -178416.477840 nChanged 62 SP:Iteration 7Q (71.872053 sec): 3 clusters Score: Raw -179291.092673 + Penalty 819.831572 = -178471.261102 nChanged 57 SP:Iteration 8Q (71.875907 sec): 3 clusters Score: Raw -179344.950227 + Penalty 820.986377 = -178523.963850 nChanged 44 SP:Iteration 9Q (71.879745 sec): 3 clusters Score: Raw -179384.646264 + Penalty 819.609434 = -178565.036830 nChanged 33 SP:Iteration 10F (71.883523 sec): 3 clusters Score: Raw -179414.120199 + Penalty 817.410163 = -178596.710036 nChanged 32 SP:Iteration 11Q (71.887160 sec): 3 clusters Score: Raw -179436.313025 + Penalty 818.010662 = -178618.302363 nChanged 29 SP:Iteration 12Q (71.890796 sec): 3 clusters Score: Raw -179451.841266 + Penalty 819.140298 = -178632.700968 nChanged 24 SP:Iteration 13Q (71.894375 sec): 3 clusters Score: Raw -179461.071499 + Penalty 820.277497 = -178640.794002 nChanged 16 SP:Iteration 14Q (71.897909 sec): 3 clusters Score: Raw -179465.993019 + Penalty 819.857079 = -178646.135939 nChanged 16 SP:Iteration 15Q (71.901377 sec): 3 clusters Score: Raw -179471.016411 + Penalty 817.732087 = -178653.284323 nChanged 14 SP:Iteration 16Q (71.905015 sec): 3 clusters Score: Raw -179475.753787 + Penalty 816.653767 = -178659.100020 nChanged 11 SP:Iteration 17Q (71.911236 sec): 3 clusters Score: Raw -179478.436979 + Penalty 816.029742 = -178662.407237 nChanged 8 SP:Iteration 18Q (71.917849 sec): 3 clusters Score: Raw -179480.923013 + Penalty 816.446719 = -178664.476294 nChanged 9 SP:Iteration 19Q (71.925370 sec): 3 clusters Score: Raw -179485.455059 + Penalty 816.356523 = -178669.098537 nChanged 11 SP:Iteration 20F (71.930931 sec): 3 clusters Score: Raw -179489.274020 + Penalty 815.490868 = -178673.783152 nChanged 5 SP:Iteration 21Q (71.934432 sec): 3 clusters Score: Raw -179490.876004 + Penalty 815.045420 = -178675.830584 nChanged 4 SP:Iteration 22Q (71.937902 sec): 3 clusters Score: Raw -179491.796884 + Penalty 815.129927 = -178676.666956 nChanged 5 SP:Iteration 23Q (71.941420 sec): 3 clusters Score: Raw -179492.879617 + Penalty 815.452014 = -178677.427603 nChanged 1 SP:Iteration 24Q (71.945008 sec): 3 clusters Score: Raw -179492.955870 + Penalty 815.595612 = -178677.360258 nChanged 1 SP:Iteration 25F (71.948819 sec): 3 clusters Score: Raw -179492.954806 + Penalty 815.595612 = -178677.359193 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 8 (3338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.966789 sec): 2 clusters Score: Raw -304055.761027 + Penalty 564.254983 = -303491.506043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.973458 sec): 3 clusters Score: Raw -302046.982791 + Penalty 1119.107876 = -300927.874915 nChanged 1396 SP:Iteration 1F (71.980036 sec): 3 clusters Score: Raw -302887.667526 + Penalty 1108.812290 = -301778.855236 nChanged 405 SP:Iteration 2F (71.987183 sec): 3 clusters Score: Raw -303148.957188 + Penalty 1100.783368 = -302048.173820 nChanged 279 SP:Iteration 3F (71.993930 sec): 3 clusters Score: Raw -303341.446216 + Penalty 1092.978705 = -302248.467511 nChanged 192 SP:Iteration 4F (72.000644 sec): 3 clusters Score: Raw -303453.816770 + Penalty 1087.219907 = -302366.596863 nChanged 131 SP:Iteration 5Q (72.007356 sec): 3 clusters Score: Raw -303520.895906 + Penalty 1082.480723 = -302438.415183 nChanged 97 SP:Iteration 6Q (72.014271 sec): 3 clusters Score: Raw -303568.084995 + Penalty 1079.268235 = -302488.816760 nChanged 93 SP:Iteration 7Q (72.021051 sec): 3 clusters Score: Raw -303613.288770 + Penalty 1076.168274 = -302537.120496 nChanged 96 SP:Iteration 8Q (72.027579 sec): 3 clusters Score: Raw -303670.417680 + Penalty 1075.726919 = -302594.690761 nChanged 112 SP:Iteration 9Q (72.033896 sec): 3 clusters Score: Raw -303760.878478 + Penalty 1078.283946 = -302682.594532 nChanged 117 SP:Iteration 10F (72.040470 sec): 3 clusters Score: Raw -303857.935335 + Penalty 1083.196280 = -302774.739055 nChanged 104 SP:Iteration 11Q (72.046527 sec): 3 clusters Score: Raw -303946.499196 + Penalty 1099.387993 = -302847.111203 nChanged 71 SP:Iteration 12Q (72.052464 sec): 3 clusters Score: Raw -304002.195736 + Penalty 1107.455903 = -302894.739833 nChanged 52 SP:Iteration 13Q (72.058513 sec): 3 clusters Score: Raw -304041.888927 + Penalty 1108.393464 = -302933.495462 nChanged 29 SP:Iteration 14Q (72.064266 sec): 3 clusters Score: Raw -304057.091862 + Penalty 1108.467486 = -302948.624376 nChanged 22 SP:Iteration 15Q (72.069927 sec): 3 clusters Score: Raw -304071.652618 + Penalty 1118.919661 = -302952.732958 nChanged 22 SP:Iteration 16Q (72.075473 sec): 3 clusters Score: Raw -304086.423495 + Penalty 1126.296865 = -302960.126630 nChanged 20 SP:Iteration 17Q (72.080902 sec): 3 clusters Score: Raw -304096.462901 + Penalty 1135.841802 = -302960.621098 nChanged 14 SP:Iteration 18Q (72.086302 sec): 3 clusters Score: Raw -304101.314374 + Penalty 1138.636664 = -302962.677710 nChanged 6 SP:Iteration 19Q (72.091989 sec): 3 clusters Score: Raw -304104.765559 + Penalty 1140.548399 = -302964.217159 nChanged 5 SP:Iteration 20F (72.098776 sec): 3 clusters Score: Raw -304106.777922 + Penalty 1141.759045 = -302965.018877 nChanged 1 SP:Iteration 21Q (72.104250 sec): 3 clusters Score: Raw -304106.838797 + Penalty 1140.559821 = -302966.278976 nChanged 1 SP:Iteration 22Q (72.109771 sec): 3 clusters Score: Raw -304108.221627 + Penalty 1141.145733 = -302967.075894 nChanged 1 SP:Iteration 23Q (72.115178 sec): 3 clusters Score: Raw -304110.170263 + Penalty 1142.935662 = -302967.234601 nChanged 1 SP:Iteration 24Q (72.120614 sec): 3 clusters Score: Raw -304110.457898 + Penalty 1142.935662 = -302967.522236 nChanged 0 SP:Iteration 25F (72.127177 sec): 3 clusters Score: Raw -304110.457898 + Penalty 1142.935662 = -302967.522236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 9 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.134395 sec): 2 clusters Score: Raw -29622.711562 + Penalty 64.258048 = -29558.453514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.135253 sec): 3 clusters Score: Raw -29405.807052 + Penalty 126.558586 = -29279.248466 nChanged 148 SP:Iteration 1F (72.136071 sec): 3 clusters Score: Raw -29541.863291 + Penalty 139.451726 = -29402.411564 nChanged 48 SP:Iteration 2F (72.136888 sec): 3 clusters Score: Raw -29612.457132 + Penalty 152.727012 = -29459.730120 nChanged 24 SP:Iteration 3F (72.137710 sec): 3 clusters Score: Raw -29644.585336 + Penalty 169.426070 = -29475.159266 nChanged 20 SP:Iteration 4F (72.138527 sec): 3 clusters Score: Raw -29671.815384 + Penalty 174.782725 = -29497.032659 nChanged 6 SP:Iteration 5Q (72.139305 sec): 3 clusters Score: Raw -29677.174992 + Penalty 179.563276 = -29497.611716 nChanged 3 SP:Iteration 6Q (72.140011 sec): 3 clusters Score: Raw -29678.432758 + Penalty 179.563276 = -29498.869482 nChanged 0 SP:Iteration 7F (72.140868 sec): 3 clusters Score: Raw -29678.432758 + Penalty 179.563276 = -29498.869482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 10 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.142369 sec): 2 clusters Score: Raw -33808.863734 + Penalty 515.003734 = -33293.860000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.143265 sec): 3 clusters Score: Raw -33673.943179 + Penalty 1029.615608 = -32644.327570 nChanged 110 SP:Iteration 1F (72.144148 sec): 3 clusters Score: Raw -33773.457006 + Penalty 1028.319804 = -32745.137203 nChanged 30 SP:Iteration 2F (72.145031 sec): 3 clusters Score: Raw -33798.496251 + Penalty 1027.801033 = -32770.695218 nChanged 13 SP:Iteration 3Q (72.145898 sec): 3 clusters Score: Raw -33810.863488 + Penalty 1026.907160 = -32783.956329 nChanged 10 SP:Iteration 4Q (72.146759 sec): 3 clusters Score: Raw -33817.843634 + Penalty 1026.418906 = -32791.424728 nChanged 7 SP:Iteration 5Q (72.147625 sec): 3 clusters Score: Raw -33823.037705 + Penalty 1025.241225 = -32797.796480 nChanged 11 SP:Iteration 6Q (72.148508 sec): 3 clusters Score: Raw -33830.174959 + Penalty 1023.256219 = -32806.918739 nChanged 8 SP:Iteration 7Q (72.149371 sec): 3 clusters Score: Raw -33834.549632 + Penalty 1022.836972 = -32811.712660 nChanged 5 SP:Iteration 8Q (72.150232 sec): 3 clusters Score: Raw -33841.348139 + Penalty 1022.240997 = -32819.107142 nChanged 2 SP:Iteration 9Q (72.151093 sec): 3 clusters Score: Raw -33842.869339 + Penalty 1020.370420 = -32822.498919 nChanged 4 SP:Iteration 10F (72.151968 sec): 3 clusters Score: Raw -33846.120539 + Penalty 1016.761936 = -32829.358603 nChanged 5 SP:Iteration 11Q (72.152849 sec): 3 clusters Score: Raw -33854.071968 + Penalty 1011.016744 = -32843.055224 nChanged 9 SP:Iteration 12Q (72.153714 sec): 3 clusters Score: Raw -33863.594886 + Penalty 1008.441478 = -32855.153407 nChanged 5 SP:Iteration 13Q (72.154574 sec): 3 clusters Score: Raw -33865.565608 + Penalty 1008.131812 = -32857.433797 nChanged 1 SP:Iteration 14Q (72.155433 sec): 3 clusters Score: Raw -33865.678453 + Penalty 1007.187715 = -32858.490738 nChanged 2 SP:Iteration 15Q (72.156291 sec): 3 clusters Score: Raw -33866.377207 + Penalty 1007.672758 = -32858.704450 nChanged 2 SP:Iteration 16Q (72.157172 sec): 3 clusters Score: Raw -33870.388130 + Penalty 1007.165379 = -32863.222752 nChanged 4 SP:Iteration 17Q (72.158035 sec): 3 clusters Score: Raw -33883.105065 + Penalty 1005.358785 = -32877.746279 nChanged 7 SP:Iteration 18Q (72.158891 sec): 3 clusters Score: Raw -33896.425197 + Penalty 1005.267067 = -32891.158129 nChanged 3 SP:Iteration 19Q (72.159740 sec): 3 clusters Score: Raw -33897.576319 + Penalty 1004.875856 = -32892.700463 nChanged 2 SP:Iteration 20F (72.160617 sec): 3 clusters Score: Raw -33898.294864 + Penalty 1003.416340 = -32894.878525 nChanged 2 SP:Iteration 21Q (72.161486 sec): 3 clusters Score: Raw -33899.567204 + Penalty 1002.431428 = -32897.135775 nChanged 1 SP:Iteration 22Q (72.162337 sec): 3 clusters Score: Raw -33899.599954 + Penalty 1002.431428 = -32897.168526 nChanged 0 SP:Iteration 23F (72.163213 sec): 3 clusters Score: Raw -33899.599954 + Penalty 1002.431428 = -32897.168526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.164472 sec): 2 clusters Score: Raw -26246.561047 + Penalty 666.830295 = -25579.730752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.165219 sec): 3 clusters Score: Raw -26190.249903 + Penalty 1330.415929 = -24859.833974 nChanged 64 SP:Iteration 1F (72.165974 sec): 3 clusters Score: Raw -26290.823361 + Penalty 1327.370131 = -24963.453230 nChanged 26 SP:Iteration 2F (72.166714 sec): 3 clusters Score: Raw -26327.892885 + Penalty 1324.939998 = -25002.952887 nChanged 13 SP:Iteration 3Q (72.167430 sec): 3 clusters Score: Raw -26342.095613 + Penalty 1322.231984 = -25019.863628 nChanged 3 SP:Iteration 4Q (72.168172 sec): 3 clusters Score: Raw -26345.147009 + Penalty 1321.444685 = -25023.702325 nChanged 1 SP:Iteration 5Q (72.168882 sec): 3 clusters Score: Raw -26345.339215 + Penalty 1321.444685 = -25023.894530 nChanged 0 SP:Iteration 6F (72.169619 sec): 3 clusters Score: Raw -26345.339215 + Penalty 1321.444685 = -25023.894530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.170543 sec): 2 clusters Score: Raw -13178.043382 + Penalty 784.390891 = -12393.652491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.171040 sec): 3 clusters Score: Raw -13252.075727 + Penalty 1566.973612 = -11685.102114 nChanged 18 SP:Iteration 1F (72.171529 sec): 3 clusters Score: Raw -13314.404615 + Penalty 1567.790185 = -11746.614431 nChanged 5 SP:Iteration 2Q (72.171989 sec): 3 clusters Score: Raw -13338.599951 + Penalty 1568.298492 = -11770.301460 nChanged 3 SP:Iteration 3Q (72.172445 sec): 3 clusters Score: Raw -13351.012799 + Penalty 1568.298492 = -11782.714308 nChanged 0 SP:Iteration 4F (72.172932 sec): 3 clusters Score: Raw -13351.012799 + Penalty 1568.298492 = -11782.714308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.173700 sec): 2 clusters Score: Raw -8153.628666 + Penalty 647.478155 = -7506.150512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.174112 sec): 3 clusters Score: Raw -8372.404292 + Penalty 1274.910522 = -7097.493770 nChanged 21 SP:Iteration 1F (72.174542 sec): 3 clusters Score: Raw -8479.429481 + Penalty 1256.048451 = -7223.381030 nChanged 10 SP:Iteration 2F (72.174962 sec): 3 clusters Score: Raw -8523.156772 + Penalty 1247.526904 = -7275.629868 nChanged 2 SP:Iteration 3Q (72.175334 sec): 3 clusters Score: Raw -8535.211750 + Penalty 1237.053738 = -7298.158012 nChanged 2 SP:Iteration 4Q (72.175704 sec): 3 clusters Score: Raw -8588.615170 + Penalty 1239.410999 = -7349.204170 nChanged 1 SP:Iteration 5Q (72.176074 sec): 3 clusters Score: Raw -8593.380105 + Penalty 1239.410999 = -7353.969105 nChanged 0 SP:Iteration 6F (72.176484 sec): 3 clusters Score: Raw -8593.380105 + Penalty 1239.410999 = -7353.969105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.178514 sec): 2 clusters Score: Raw -49659.769934 + Penalty 924.207615 = -48735.562319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.179748 sec): 3 clusters Score: Raw -49521.098761 + Penalty 1848.131106 = -47672.967656 nChanged 118 SP:Iteration 1F (72.180968 sec): 3 clusters Score: Raw -49667.166691 + Penalty 1846.448724 = -47820.717967 nChanged 61 SP:Iteration 2F (72.182182 sec): 3 clusters Score: Raw -49766.786179 + Penalty 1846.517599 = -47920.268581 nChanged 41 SP:Iteration 3F (72.183336 sec): 3 clusters Score: Raw -49856.154505 + Penalty 1848.989790 = -48007.164715 nChanged 26 SP:Iteration 4Q (72.184478 sec): 3 clusters Score: Raw -49931.077734 + Penalty 1852.595593 = -48078.482140 nChanged 20 SP:Iteration 5Q (72.185596 sec): 3 clusters Score: Raw -49968.568128 + Penalty 1858.093000 = -48110.475127 nChanged 19 SP:Iteration 6Q (72.186703 sec): 3 clusters Score: Raw -49996.841284 + Penalty 1861.425174 = -48135.416110 nChanged 8 SP:Iteration 7Q (72.187807 sec): 3 clusters Score: Raw -50008.595450 + Penalty 1865.292146 = -48143.303305 nChanged 8 SP:Iteration 8Q (72.188922 sec): 3 clusters Score: Raw -50021.976236 + Penalty 1865.841736 = -48156.134500 nChanged 4 SP:Iteration 9Q (72.190068 sec): 3 clusters Score: Raw -50026.725740 + Penalty 1867.551658 = -48159.174082 nChanged 3 SP:Iteration 10F (72.191265 sec): 3 clusters Score: Raw -50029.664741 + Penalty 1869.548402 = -48160.116339 nChanged 2 SP:Iteration 11Q (72.192411 sec): 3 clusters Score: Raw -50032.796278 + Penalty 1870.762584 = -48162.033694 nChanged 2 SP:Iteration 12Q (72.193591 sec): 3 clusters Score: Raw -50035.047112 + Penalty 1872.270131 = -48162.776981 nChanged 2 SP:Iteration 13Q (72.194741 sec): 3 clusters Score: Raw -50040.457192 + Penalty 1873.006350 = -48167.450842 nChanged 2 SP:Iteration 14Q (72.195883 sec): 3 clusters Score: Raw -50045.732191 + Penalty 1872.979847 = -48172.752344 nChanged 1 SP:Iteration 15Q (72.197020 sec): 3 clusters Score: Raw -50046.853539 + Penalty 1872.979847 = -48173.873693 nChanged 0 SP:Iteration 16F (72.198237 sec): 3 clusters Score: Raw -50046.853539 + Penalty 1872.979847 = -48173.873693 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 15 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.202522 sec): 2 clusters Score: Raw -68772.226300 + Penalty 454.891967 = -68317.334333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.204287 sec): 3 clusters Score: Raw -68373.578862 + Penalty 910.353537 = -67463.225325 nChanged 295 SP:Iteration 1F (72.205964 sec): 3 clusters Score: Raw -68614.323322 + Penalty 910.589299 = -67703.734023 nChanged 86 SP:Iteration 2F (72.207532 sec): 3 clusters Score: Raw -68706.907082 + Penalty 910.050175 = -67796.856907 nChanged 56 SP:Iteration 3F (72.209153 sec): 3 clusters Score: Raw -68764.505241 + Penalty 908.161788 = -67856.343454 nChanged 46 SP:Iteration 4F (72.210750 sec): 3 clusters Score: Raw -68813.033564 + Penalty 906.825121 = -67906.208443 nChanged 24 SP:Iteration 5Q (72.212296 sec): 3 clusters Score: Raw -68830.885891 + Penalty 907.177527 = -67923.708364 nChanged 20 SP:Iteration 6Q (72.213860 sec): 3 clusters Score: Raw -68849.561831 + Penalty 907.213075 = -67942.348756 nChanged 21 SP:Iteration 7Q (72.215398 sec): 3 clusters Score: Raw -68869.780430 + Penalty 907.357790 = -67962.422640 nChanged 18 SP:Iteration 8Q (72.216929 sec): 3 clusters Score: Raw -68880.064492 + Penalty 907.788174 = -67972.276318 nChanged 13 SP:Iteration 9Q (72.218463 sec): 3 clusters Score: Raw -68893.460030 + Penalty 907.324599 = -67986.135431 nChanged 17 SP:Iteration 10F (72.220162 sec): 3 clusters Score: Raw -68910.314643 + Penalty 906.704809 = -68003.609835 nChanged 9 SP:Iteration 11Q (72.221721 sec): 3 clusters Score: Raw -68919.702355 + Penalty 905.663295 = -68014.039060 nChanged 9 SP:Iteration 12Q (72.223231 sec): 3 clusters Score: Raw -68935.494949 + Penalty 904.267194 = -68031.227755 nChanged 13 SP:Iteration 13Q (72.224666 sec): 3 clusters Score: Raw -68945.822759 + Penalty 903.547709 = -68042.275050 nChanged 8 SP:Iteration 14Q (72.226115 sec): 3 clusters Score: Raw -68960.916077 + Penalty 903.332213 = -68057.583865 nChanged 7 SP:Iteration 15Q (72.227546 sec): 3 clusters Score: Raw -68973.594020 + Penalty 903.608858 = -68069.985162 nChanged 5 SP:Iteration 16Q (72.228981 sec): 3 clusters Score: Raw -68975.987054 + Penalty 903.370443 = -68072.616612 nChanged 2 SP:Iteration 17Q (72.230401 sec): 3 clusters Score: Raw -68979.662970 + Penalty 903.370443 = -68076.292527 nChanged 0 SP:Iteration 18F (72.231992 sec): 3 clusters Score: Raw -68979.662970 + Penalty 903.370443 = -68076.292527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.234899 sec): 2 clusters Score: Raw -40694.325352 + Penalty 698.467939 = -39995.857413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.236022 sec): 3 clusters Score: Raw -40543.603671 + Penalty 1397.879295 = -39145.724376 nChanged 127 SP:Iteration 1F (72.237084 sec): 3 clusters Score: Raw -40679.408237 + Penalty 1398.883975 = -39280.524263 nChanged 43 SP:Iteration 2F (72.238141 sec): 3 clusters Score: Raw -40720.371509 + Penalty 1399.373287 = -39320.998222 nChanged 19 SP:Iteration 3Q (72.239205 sec): 3 clusters Score: Raw -40745.591786 + Penalty 1400.914642 = -39344.677143 nChanged 11 SP:Iteration 4Q (72.240279 sec): 3 clusters Score: Raw -40755.880763 + Penalty 1403.094767 = -39352.785996 nChanged 8 SP:Iteration 5Q (72.241313 sec): 3 clusters Score: Raw -40761.771606 + Penalty 1405.412860 = -39356.358746 nChanged 7 SP:Iteration 6Q (72.242341 sec): 3 clusters Score: Raw -40768.783690 + Penalty 1406.488426 = -39362.295264 nChanged 6 SP:Iteration 7Q (72.243365 sec): 3 clusters Score: Raw -40776.135901 + Penalty 1407.579389 = -39368.556512 nChanged 2 SP:Iteration 8Q (72.244412 sec): 3 clusters Score: Raw -40779.240347 + Penalty 1408.433173 = -39370.807174 nChanged 2 SP:Iteration 9Q (72.245440 sec): 3 clusters Score: Raw -40783.324365 + Penalty 1409.436954 = -39373.887411 nChanged 2 SP:Iteration 10F (72.246498 sec): 3 clusters Score: Raw -40784.806731 + Penalty 1410.123751 = -39374.682981 nChanged 1 SP:Iteration 11Q (72.247525 sec): 3 clusters Score: Raw -40785.563731 + Penalty 1410.123751 = -39375.439981 nChanged 0 SP:Iteration 12F (72.248581 sec): 3 clusters Score: Raw -40785.563731 + Penalty 1410.123751 = -39375.439981 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 17 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.252986 sec): 2 clusters Score: Raw -75698.470583 + Penalty 532.223850 = -75166.246733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.254710 sec): 3 clusters Score: Raw -75275.749813 + Penalty 1066.947206 = -74208.802607 nChanged 304 SP:Iteration 1F (72.256421 sec): 3 clusters Score: Raw -75532.553534 + Penalty 1071.388444 = -74461.165090 nChanged 84 SP:Iteration 2F (72.258199 sec): 3 clusters Score: Raw -75593.761089 + Penalty 1072.491998 = -74521.269091 nChanged 33 SP:Iteration 3Q (72.259902 sec): 3 clusters Score: Raw -75613.181166 + Penalty 1074.255268 = -74538.925898 nChanged 19 SP:Iteration 4Q (72.261568 sec): 3 clusters Score: Raw -75623.594676 + Penalty 1073.578704 = -74550.015972 nChanged 12 SP:Iteration 5Q (72.263228 sec): 3 clusters Score: Raw -75627.879563 + Penalty 1072.561651 = -74555.317912 nChanged 13 SP:Iteration 6Q (72.264915 sec): 3 clusters Score: Raw -75632.302822 + Penalty 1071.860543 = -74560.442278 nChanged 12 SP:Iteration 7Q (72.266580 sec): 3 clusters Score: Raw -75636.087116 + Penalty 1070.688664 = -74565.398452 nChanged 9 SP:Iteration 8Q (72.268297 sec): 3 clusters Score: Raw -75638.985984 + Penalty 1069.290544 = -74569.695439 nChanged 8 SP:Iteration 9Q (72.270112 sec): 3 clusters Score: Raw -75642.719675 + Penalty 1067.054886 = -74575.664789 nChanged 12 SP:Iteration 10F (72.271923 sec): 3 clusters Score: Raw -75654.635984 + Penalty 1062.709371 = -74591.926613 nChanged 24 SP:Iteration 11Q (72.273649 sec): 3 clusters Score: Raw -75683.444708 + Penalty 1055.213556 = -74628.231152 nChanged 23 SP:Iteration 12Q (72.275350 sec): 3 clusters Score: Raw -75706.987702 + Penalty 1044.240697 = -74662.747006 nChanged 27 SP:Iteration 13Q (72.277026 sec): 3 clusters Score: Raw -75732.141983 + Penalty 1034.980440 = -74697.161543 nChanged 18 SP:Iteration 14Q (72.278710 sec): 3 clusters Score: Raw -75749.909523 + Penalty 1026.064575 = -74723.844949 nChanged 22 SP:Iteration 15Q (72.280404 sec): 3 clusters Score: Raw -75772.203392 + Penalty 1018.601485 = -74753.601906 nChanged 17 SP:Iteration 16Q (72.282076 sec): 3 clusters Score: Raw -75785.108909 + Penalty 1011.283473 = -74773.825436 nChanged 13 SP:Iteration 17Q (72.283739 sec): 3 clusters Score: Raw -75794.292185 + Penalty 1005.906228 = -74788.385957 nChanged 13 SP:Iteration 18Q (72.285378 sec): 3 clusters Score: Raw -75803.856965 + Penalty 1003.853761 = -74800.003204 nChanged 8 SP:Iteration 19Q (72.286998 sec): 3 clusters Score: Raw -75808.405099 + Penalty 1000.926271 = -74807.478828 nChanged 5 SP:Iteration 20F (72.288777 sec): 3 clusters Score: Raw -75810.825869 + Penalty 998.516830 = -74812.309040 nChanged 5 SP:Iteration 21Q (72.290431 sec): 3 clusters Score: Raw -75814.528037 + Penalty 993.948607 = -74820.579431 nChanged 6 SP:Iteration 22Q (72.292087 sec): 3 clusters Score: Raw -75818.356787 + Penalty 991.768618 = -74826.588169 nChanged 6 SP:Iteration 23Q (72.293771 sec): 3 clusters Score: Raw -75821.090764 + Penalty 991.000260 = -74830.090504 nChanged 2 SP:Iteration 24Q (72.295436 sec): 3 clusters Score: Raw -75821.306835 + Penalty 991.000260 = -74830.306575 nChanged 0 SP:Iteration 25F (72.297194 sec): 3 clusters Score: Raw -75821.306835 + Penalty 991.000260 = -74830.306575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.300117 sec): 2 clusters Score: Raw -29888.148221 + Penalty 181.689769 = -29706.458452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.300988 sec): 3 clusters Score: Raw -29706.785464 + Penalty 361.040352 = -29345.745112 nChanged 135 SP:Iteration 1F (72.301826 sec): 3 clusters Score: Raw -29792.172999 + Penalty 362.464445 = -29429.708553 nChanged 37 SP:Iteration 2F (72.302667 sec): 3 clusters Score: Raw -29822.192160 + Penalty 366.923999 = -29455.268161 nChanged 30 SP:Iteration 3F (72.303504 sec): 3 clusters Score: Raw -29853.835027 + Penalty 379.808101 = -29474.026926 nChanged 29 SP:Iteration 4F (72.304342 sec): 3 clusters Score: Raw -29877.385823 + Penalty 389.740017 = -29487.645807 nChanged 12 SP:Iteration 5Q (72.305135 sec): 3 clusters Score: Raw -29884.568526 + Penalty 396.292558 = -29488.275968 nChanged 9 SP:Iteration 6Q (72.305918 sec): 3 clusters Score: Raw -29890.887155 + Penalty 406.850166 = -29484.036989 nChanged 7 SP:Iteration 7F (72.306763 sec): 3 clusters Score: Raw -29901.318232 + Penalty 406.341852 = -29494.976381 nChanged 3 SP:Iteration 8Q (72.307572 sec): 3 clusters Score: Raw -29915.015661 + Penalty 406.341852 = -29508.673809 nChanged 0 SP:Iteration 9F (72.308411 sec): 3 clusters Score: Raw -29915.015661 + Penalty 406.341852 = -29508.673809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.310325 sec): 2 clusters Score: Raw -45471.279329 + Penalty 799.925518 = -44671.353811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.311434 sec): 3 clusters Score: Raw -45250.924414 + Penalty 1597.143999 = -43653.780415 nChanged 114 SP:Iteration 1F (72.312511 sec): 3 clusters Score: Raw -45329.285653 + Penalty 1599.564470 = -43729.721183 nChanged 46 SP:Iteration 2F (72.313583 sec): 3 clusters Score: Raw -45375.067255 + Penalty 1605.764889 = -43769.302366 nChanged 32 SP:Iteration 3F (72.314655 sec): 3 clusters Score: Raw -45419.391731 + Penalty 1616.250072 = -43803.141659 nChanged 24 SP:Iteration 4Q (72.315740 sec): 3 clusters Score: Raw -45448.422450 + Penalty 1633.833011 = -43814.589439 nChanged 22 SP:Iteration 5Q (72.316805 sec): 3 clusters Score: Raw -45480.405099 + Penalty 1657.697197 = -43822.707903 nChanged 21 SP:Iteration 6Q (72.317861 sec): 3 clusters Score: Raw -45523.791822 + Penalty 1674.278156 = -43849.513665 nChanged 14 SP:Iteration 7Q (72.318889 sec): 3 clusters Score: Raw -45548.572214 + Penalty 1683.909732 = -43864.662482 nChanged 6 SP:Iteration 8Q (72.319912 sec): 3 clusters Score: Raw -45562.574729 + Penalty 1687.602468 = -43874.972262 nChanged 3 SP:Iteration 9Q (72.320906 sec): 3 clusters Score: Raw -45567.716199 + Penalty 1690.862104 = -43876.854095 nChanged 2 SP:Iteration 10F (72.321980 sec): 3 clusters Score: Raw -45571.071722 + Penalty 1693.835565 = -43877.236157 nChanged 3 SP:Iteration 11Q (72.322961 sec): 3 clusters Score: Raw -45576.563929 + Penalty 1698.151361 = -43878.412568 nChanged 3 SP:Iteration 12Q (72.323934 sec): 3 clusters Score: Raw -45583.390468 + Penalty 1699.495361 = -43883.895107 nChanged 2 SP:Iteration 13Q (72.324920 sec): 3 clusters Score: Raw -45586.351263 + Penalty 1700.571951 = -43885.779312 nChanged 1 SP:Iteration 14Q (72.325919 sec): 3 clusters Score: Raw -45587.732088 + Penalty 1700.571951 = -43887.160137 nChanged 0 SP:Iteration 15F (72.327102 sec): 3 clusters Score: Raw -45587.732088 + Penalty 1700.571951 = -43887.160137 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 27 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.331436 sec): 2 clusters Score: Raw -77292.980229 + Penalty 262.576786 = -77030.403443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.333181 sec): 3 clusters Score: Raw -76794.446119 + Penalty 534.510902 = -76259.935218 nChanged 354 SP:Iteration 1F (72.334935 sec): 3 clusters Score: Raw -77057.063796 + Penalty 539.667849 = -76517.395947 nChanged 91 SP:Iteration 2F (72.336669 sec): 3 clusters Score: Raw -77138.765576 + Penalty 542.908895 = -76595.856681 nChanged 52 SP:Iteration 3F (72.338405 sec): 3 clusters Score: Raw -77184.088396 + Penalty 545.389483 = -76638.698913 nChanged 29 SP:Iteration 4Q (72.340115 sec): 3 clusters Score: Raw -77208.160552 + Penalty 548.668228 = -76659.492325 nChanged 17 SP:Iteration 5Q (72.341784 sec): 3 clusters Score: Raw -77219.546863 + Penalty 550.301009 = -76669.245854 nChanged 16 SP:Iteration 6Q (72.343416 sec): 3 clusters Score: Raw -77225.388192 + Penalty 552.865760 = -76672.522432 nChanged 12 SP:Iteration 7Q (72.345102 sec): 3 clusters Score: Raw -77231.064628 + Penalty 550.374678 = -76680.689950 nChanged 14 SP:Iteration 8Q (72.346832 sec): 3 clusters Score: Raw -77236.600156 + Penalty 550.848797 = -76685.751359 nChanged 9 SP:Iteration 9Q (72.348508 sec): 3 clusters Score: Raw -77241.690383 + Penalty 550.512020 = -76691.178363 nChanged 9 SP:Iteration 10F (72.350279 sec): 3 clusters Score: Raw -77245.803074 + Penalty 547.949830 = -76697.853244 nChanged 12 SP:Iteration 11Q (72.351867 sec): 3 clusters Score: Raw -77251.691108 + Penalty 542.177404 = -76709.513703 nChanged 16 SP:Iteration 12Q (72.353434 sec): 3 clusters Score: Raw -77261.344843 + Penalty 544.327022 = -76717.017821 nChanged 11 SP:Iteration 13Q (72.354973 sec): 3 clusters Score: Raw -77267.240160 + Penalty 548.883482 = -76718.356678 nChanged 9 SP:Iteration 14Q (72.356503 sec): 3 clusters Score: Raw -77271.888942 + Penalty 553.813570 = -76718.075372 nChanged 9 SP:Iteration 15F (72.358272 sec): 3 clusters Score: Raw -77278.074597 + Penalty 560.348603 = -76717.725994 nChanged 11 SP:Iteration 16F (72.360083 sec): 3 clusters Score: Raw -77285.251592 + Penalty 563.005634 = -76722.245958 nChanged 6 SP:Iteration 17Q (72.361640 sec): 3 clusters Score: Raw -77292.330501 + Penalty 559.238007 = -76733.092494 nChanged 6 SP:Iteration 18Q (72.363130 sec): 3 clusters Score: Raw -77296.003531 + Penalty 566.777299 = -76729.226232 nChanged 5 SP:Iteration 19F (72.364910 sec): 3 clusters Score: Raw -77298.045360 + Penalty 573.888540 = -76724.156820 nChanged 3 SP:Iteration 20F (72.366653 sec): 3 clusters Score: Raw -77299.487180 + Penalty 578.190150 = -76721.297031 nChanged 2 SP:Iteration 21F (72.368393 sec): 3 clusters Score: Raw -77299.870517 + Penalty 581.438030 = -76718.432487 nChanged 1 SP:Iteration 22F (72.370146 sec): 3 clusters Score: Raw -77300.895002 + Penalty 582.884650 = -76718.010352 nChanged 1 SP:Iteration 23F (72.371886 sec): 3 clusters Score: Raw -77301.647542 + Penalty 582.884650 = -76718.762891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.374314 sec): 2 clusters Score: Raw -36935.309127 + Penalty 433.199139 = -36502.109988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.375365 sec): 3 clusters Score: Raw -36756.144346 + Penalty 882.013362 = -35874.130984 nChanged 148 SP:Iteration 1F (72.376379 sec): 3 clusters Score: Raw -36942.368378 + Penalty 901.636429 = -36040.731949 nChanged 47 SP:Iteration 2F (72.377392 sec): 3 clusters Score: Raw -36985.496633 + Penalty 914.000302 = -36071.496332 nChanged 17 SP:Iteration 3Q (72.378366 sec): 3 clusters Score: Raw -36998.543775 + Penalty 919.468806 = -36079.074969 nChanged 10 SP:Iteration 4Q (72.379352 sec): 3 clusters Score: Raw -37012.827780 + Penalty 924.970180 = -36087.857600 nChanged 11 SP:Iteration 5Q (72.380356 sec): 3 clusters Score: Raw -37024.049558 + Penalty 941.281185 = -36082.768373 nChanged 12 SP:Iteration 6F (72.381360 sec): 3 clusters Score: Raw -37042.540766 + Penalty 964.209640 = -36078.331126 nChanged 13 SP:Iteration 7F (72.382362 sec): 3 clusters Score: Raw -37069.619419 + Penalty 1012.429041 = -36057.190379 nChanged 22 SP:Iteration 8F (72.383433 sec): 3 clusters Score: Raw -37119.712411 + Penalty 1052.860438 = -36066.851973 nChanged 15 SP:Iteration 9Q (72.384369 sec): 3 clusters Score: Raw -37154.679945 + Penalty 1050.938391 = -36103.741554 nChanged 7 SP:Iteration 10F (72.385372 sec): 3 clusters Score: Raw -37166.430090 + Penalty 1052.136988 = -36114.293102 nChanged 1 SP:Iteration 11Q (72.386265 sec): 3 clusters Score: Raw -37167.894307 + Penalty 1050.777559 = -36117.116747 nChanged 1 SP:Iteration 12Q (72.387159 sec): 3 clusters Score: Raw -37169.004426 + Penalty 1050.777559 = -36118.226867 nChanged 0 SP:Iteration 13F (72.388179 sec): 3 clusters Score: Raw -37169.004426 + Penalty 1050.777559 = -36118.226867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 34 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.389222 sec): 2 clusters Score: Raw -3108.250881 + Penalty 184.441718 = -2923.809163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.389525 sec): 3 clusters Score: Raw -3216.727962 + Penalty 459.850941 = -2756.877022 nChanged 7 SP:Iteration 1F (72.389828 sec): 3 clusters Score: Raw -3270.139298 + Penalty 505.100669 = -2765.038629 nChanged 2 SP:Iteration 2Q (72.390106 sec): 3 clusters Score: Raw -3281.422731 + Penalty 505.100669 = -2776.322061 nChanged 0 SP:Iteration 3F (72.390400 sec): 3 clusters Score: Raw -3281.422731 + Penalty 505.100669 = -2776.322061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.392198 sec): 2 clusters Score: Raw -19102.805349 + Penalty 563.275125 = -18539.530224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.392803 sec): 3 clusters Score: Raw -19080.763608 + Penalty 1126.642711 = -17954.120896 nChanged 53 SP:Iteration 1F (72.393399 sec): 3 clusters Score: Raw -19157.781537 + Penalty 1141.431992 = -18016.349545 nChanged 17 SP:Iteration 2F (72.393988 sec): 3 clusters Score: Raw -19185.878216 + Penalty 1159.807929 = -18026.070287 nChanged 10 SP:Iteration 3Q (72.394561 sec): 3 clusters Score: Raw -19207.610344 + Penalty 1168.671147 = -18038.939197 nChanged 4 SP:Iteration 4Q (72.395127 sec): 3 clusters Score: Raw -19213.801079 + Penalty 1177.801551 = -18035.999528 nChanged 2 SP:Iteration 5F (72.395720 sec): 3 clusters Score: Raw -19218.074651 + Penalty 1183.600417 = -18034.474235 nChanged 2 SP:Iteration 6F (72.396309 sec): 3 clusters Score: Raw -19221.797114 + Penalty 1183.600417 = -18038.196697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 44 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.398298 sec): 2 clusters Score: Raw -19963.747807 + Penalty 549.014835 = -19414.732972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.398930 sec): 3 clusters Score: Raw -19924.031058 + Penalty 1105.318403 = -18818.712655 nChanged 49 SP:Iteration 1F (72.399553 sec): 3 clusters Score: Raw -20004.749172 + Penalty 1125.856595 = -18878.892578 nChanged 24 SP:Iteration 2F (72.400177 sec): 3 clusters Score: Raw -20051.460570 + Penalty 1132.496624 = -18918.963946 nChanged 9 SP:Iteration 3Q (72.400782 sec): 3 clusters Score: Raw -20068.867094 + Penalty 1140.419653 = -18928.447441 nChanged 8 SP:Iteration 4Q (72.401389 sec): 3 clusters Score: Raw -20095.650511 + Penalty 1142.298200 = -18953.352310 nChanged 6 SP:Iteration 5Q (72.401983 sec): 3 clusters Score: Raw -20112.952324 + Penalty 1145.918733 = -18967.033591 nChanged 2 SP:Iteration 6Q (72.402596 sec): 3 clusters Score: Raw -20119.696668 + Penalty 1151.755710 = -18967.940958 nChanged 3 SP:Iteration 7Q (72.403170 sec): 3 clusters Score: Raw -20127.144206 + Penalty 1156.979562 = -18970.164644 nChanged 2 SP:Iteration 8Q (72.403736 sec): 3 clusters Score: Raw -20132.114294 + Penalty 1156.979562 = -18975.134732 nChanged 0 SP:Iteration 9F (72.404358 sec): 3 clusters Score: Raw -20132.114294 + Penalty 1156.979562 = -18975.134732 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 49 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.410421 sec): 2 clusters Score: Raw -100779.630626 + Penalty 702.798952 = -100076.831674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.412589 sec): 3 clusters Score: Raw -100248.694007 + Penalty 1388.526558 = -98860.167449 nChanged 370 SP:Iteration 1F (72.414708 sec): 3 clusters Score: Raw -100472.025371 + Penalty 1374.876303 = -99097.149068 nChanged 99 SP:Iteration 2F (72.416807 sec): 3 clusters Score: Raw -100547.835757 + Penalty 1366.736504 = -99181.099253 nChanged 54 SP:Iteration 3F (72.418892 sec): 3 clusters Score: Raw -100583.191201 + Penalty 1356.469988 = -99226.721214 nChanged 56 SP:Iteration 4F (72.421078 sec): 3 clusters Score: Raw -100627.845409 + Penalty 1344.074364 = -99283.771045 nChanged 46 SP:Iteration 5Q (72.423201 sec): 3 clusters Score: Raw -100665.411150 + Penalty 1327.872183 = -99337.538967 nChanged 37 SP:Iteration 6Q (72.425318 sec): 3 clusters Score: Raw -100696.029815 + Penalty 1320.412413 = -99375.617403 nChanged 22 SP:Iteration 7Q (72.427418 sec): 3 clusters Score: Raw -100716.780873 + Penalty 1312.033587 = -99404.747286 nChanged 20 SP:Iteration 8Q (72.429502 sec): 3 clusters Score: Raw -100736.003716 + Penalty 1308.567106 = -99427.436610 nChanged 12 SP:Iteration 9Q (72.431554 sec): 3 clusters Score: Raw -100743.348424 + Penalty 1306.657033 = -99436.691391 nChanged 8 SP:Iteration 10F (72.433637 sec): 3 clusters Score: Raw -100750.673473 + Penalty 1301.875724 = -99448.797749 nChanged 12 SP:Iteration 11Q (72.435700 sec): 3 clusters Score: Raw -100758.496536 + Penalty 1298.818363 = -99459.678173 nChanged 11 SP:Iteration 12Q (72.437754 sec): 3 clusters Score: Raw -100764.066582 + Penalty 1291.202578 = -99472.864004 nChanged 10 SP:Iteration 13Q (72.439827 sec): 3 clusters Score: Raw -100776.102355 + Penalty 1282.022032 = -99494.080323 nChanged 13 SP:Iteration 14Q (72.441955 sec): 3 clusters Score: Raw -100786.228655 + Penalty 1275.244360 = -99510.984295 nChanged 16 SP:Iteration 15Q (72.444091 sec): 3 clusters Score: Raw -100802.069160 + Penalty 1272.867092 = -99529.202067 nChanged 12 SP:Iteration 16Q (72.446100 sec): 3 clusters Score: Raw -100808.728163 + Penalty 1273.725041 = -99535.003122 nChanged 7 SP:Iteration 17Q (72.448123 sec): 3 clusters Score: Raw -100811.933174 + Penalty 1274.601907 = -99537.331268 nChanged 8 SP:Iteration 18Q (72.450140 sec): 3 clusters Score: Raw -100815.107011 + Penalty 1275.107341 = -99539.999670 nChanged 5 SP:Iteration 19Q (72.452157 sec): 3 clusters Score: Raw -100818.205964 + Penalty 1275.381034 = -99542.824930 nChanged 6 SP:Iteration 20F (72.454311 sec): 3 clusters Score: Raw -100822.493542 + Penalty 1276.427256 = -99546.066286 nChanged 7 SP:Iteration 21Q (72.456322 sec): 3 clusters Score: Raw -100826.823518 + Penalty 1277.533766 = -99549.289751 nChanged 11 SP:Iteration 22Q (72.458325 sec): 3 clusters Score: Raw -100833.896802 + Penalty 1277.630628 = -99556.266174 nChanged 9 SP:Iteration 23Q (72.460417 sec): 3 clusters Score: Raw -100841.241113 + Penalty 1278.510782 = -99562.730331 nChanged 9 SP:Iteration 24Q (72.462417 sec): 3 clusters Score: Raw -100847.635500 + Penalty 1279.896802 = -99567.738698 nChanged 10 SP:Iteration 25Q (72.464422 sec): 3 clusters Score: Raw -100856.622166 + Penalty 1279.990284 = -99576.631881 nChanged 11 SP:Iteration 26Q (72.466418 sec): 3 clusters Score: Raw -100865.080631 + Penalty 1281.951341 = -99583.129290 nChanged 13 SP:Iteration 27Q (72.468425 sec): 3 clusters Score: Raw -100872.726691 + Penalty 1284.778449 = -99587.948242 nChanged 6 SP:Iteration 28Q (72.470380 sec): 3 clusters Score: Raw -100876.590278 + Penalty 1285.767302 = -99590.822975 nChanged 6 SP:Iteration 29Q (72.472307 sec): 3 clusters Score: Raw -100880.948361 + Penalty 1288.127817 = -99592.820544 nChanged 11 SP:Iteration 30F (72.474424 sec): 3 clusters Score: Raw -100886.354885 + Penalty 1291.129198 = -99595.225687 nChanged 6 SP:Iteration 31Q (72.476412 sec): 3 clusters Score: Raw -100891.114630 + Penalty 1293.151851 = -99597.962780 nChanged 8 SP:Iteration 32Q (72.478406 sec): 3 clusters Score: Raw -100896.855215 + Penalty 1294.405688 = -99602.449527 nChanged 10 SP:Iteration 33Q (72.480380 sec): 3 clusters Score: Raw -100901.636289 + Penalty 1297.077791 = -99604.558498 nChanged 11 SP:Iteration 34Q (72.482399 sec): 3 clusters Score: Raw -100910.517178 + Penalty 1302.206563 = -99608.310615 nChanged 13 SP:Iteration 35Q (72.484361 sec): 3 clusters Score: Raw -100920.009425 + Penalty 1305.601854 = -99614.407571 nChanged 11 SP:Iteration 36Q (72.486329 sec): 3 clusters Score: Raw -100928.581916 + Penalty 1310.561911 = -99618.020004 nChanged 13 SP:Iteration 37Q (72.488296 sec): 3 clusters Score: Raw -100938.970326 + Penalty 1315.599263 = -99623.371063 nChanged 14 SP:Iteration 38Q (72.490319 sec): 3 clusters Score: Raw -100946.226453 + Penalty 1317.986583 = -99628.239870 nChanged 6 SP:Iteration 39Q (72.492279 sec): 3 clusters Score: Raw -100949.968587 + Penalty 1319.662121 = -99630.306465 nChanged 6 SP:Iteration 40F (72.494407 sec): 3 clusters Score: Raw -100953.819702 + Penalty 1320.235792 = -99633.583910 nChanged 3 SP:Iteration 41Q (72.496387 sec): 3 clusters Score: Raw -100955.423764 + Penalty 1320.688397 = -99634.735367 nChanged 3 SP:Iteration 42Q (72.498413 sec): 3 clusters Score: Raw -100957.508257 + Penalty 1321.696669 = -99635.811588 nChanged 3 SP:Iteration 43Q (72.500386 sec): 3 clusters Score: Raw -100959.177385 + Penalty 1323.674415 = -99635.502970 nChanged 6 SP:Iteration 44F (72.502622 sec): 3 clusters Score: Raw -100963.392369 + Penalty 1325.282700 = -99638.109669 nChanged 6 SP:Iteration 45Q (72.504706 sec): 3 clusters Score: Raw -100966.161274 + Penalty 1327.067573 = -99639.093701 nChanged 3 SP:Iteration 46Q (72.506757 sec): 3 clusters Score: Raw -100966.902138 + Penalty 1327.905670 = -99638.996467 nChanged 2 SP:Iteration 47F (72.508902 sec): 3 clusters Score: Raw -100967.567769 + Penalty 1328.928238 = -99638.639531 nChanged 2 SP:Iteration 48F (72.511030 sec): 3 clusters Score: Raw -100967.941200 + Penalty 1328.928238 = -99639.012962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 54 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.513595 sec): 2 clusters Score: Raw -14445.525496 + Penalty 785.616024 = -13659.909472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.514111 sec): 3 clusters Score: Raw -14539.534195 + Penalty 1572.039274 = -12967.494921 nChanged 22 SP:Iteration 1F (72.514618 sec): 3 clusters Score: Raw -14628.807681 + Penalty 1572.415373 = -13056.392309 nChanged 9 SP:Iteration 2F (72.515120 sec): 3 clusters Score: Raw -14662.730279 + Penalty 1572.217157 = -13090.513122 nChanged 4 SP:Iteration 3Q (72.515587 sec): 3 clusters Score: Raw -14688.935444 + Penalty 1572.391372 = -13116.544073 nChanged 3 SP:Iteration 4Q (72.516091 sec): 3 clusters Score: Raw -14717.316131 + Penalty 1572.391372 = -13144.924759 nChanged 0 SP:Iteration 5F (72.516609 sec): 3 clusters Score: Raw -14717.316131 + Penalty 1572.391372 = -13144.924759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 64 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.517182 sec): 2 clusters Score: Raw -2633.696262 + Penalty 165.138542 = -2468.557720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.517464 sec): 3 clusters Score: Raw -2740.233235 + Penalty 360.061221 = -2380.172014 nChanged 3 SP:Iteration 1F (72.517776 sec): 3 clusters Score: Raw -2750.504231 + Penalty 360.061221 = -2390.443010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 68 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.519480 sec): 2 clusters Score: Raw -23994.608145 + Penalty 863.182769 = -23131.425376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.520191 sec): 3 clusters Score: Raw -24010.181528 + Penalty 1726.903350 = -22283.278178 nChanged 44 SP:Iteration 1F (72.520893 sec): 3 clusters Score: Raw -24084.787618 + Penalty 1727.726043 = -22357.061576 nChanged 14 SP:Iteration 2F (72.521592 sec): 3 clusters Score: Raw -24110.486333 + Penalty 1728.085907 = -22382.400425 nChanged 8 SP:Iteration 3Q (72.522288 sec): 3 clusters Score: Raw -24123.459270 + Penalty 1728.308638 = -22395.150632 nChanged 4 SP:Iteration 4Q (72.522963 sec): 3 clusters Score: Raw -24129.519826 + Penalty 1728.606642 = -22400.913184 nChanged 3 SP:Iteration 5Q (72.523635 sec): 3 clusters Score: Raw -24137.564485 + Penalty 1728.560332 = -22409.004153 nChanged 1 SP:Iteration 6Q (72.524302 sec): 3 clusters Score: Raw -24139.411326 + Penalty 1728.560332 = -22410.850994 nChanged 0 SP:Iteration 7F (72.524999 sec): 3 clusters Score: Raw -24139.411326 + Penalty 1728.560332 = -22410.850994 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 71 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.531871 sec): 2 clusters Score: Raw -123591.791352 + Penalty 879.275032 = -122712.516320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.534480 sec): 3 clusters Score: Raw -122987.060811 + Penalty 1757.523871 = -121229.536940 nChanged 464 SP:Iteration 1F (72.537095 sec): 3 clusters Score: Raw -123353.902033 + Penalty 1757.901294 = -121596.000738 nChanged 105 SP:Iteration 2F (72.539645 sec): 3 clusters Score: Raw -123445.996226 + Penalty 1758.451292 = -121687.544934 nChanged 63 SP:Iteration 3Q (72.542171 sec): 3 clusters Score: Raw -123493.124614 + Penalty 1759.039312 = -121734.085302 nChanged 54 SP:Iteration 4Q (72.544696 sec): 3 clusters Score: Raw -123534.228495 + Penalty 1760.119596 = -121774.108899 nChanged 46 SP:Iteration 5Q (72.547219 sec): 3 clusters Score: Raw -123561.683211 + Penalty 1760.964697 = -121800.718513 nChanged 31 SP:Iteration 6Q (72.549685 sec): 3 clusters Score: Raw -123580.878956 + Penalty 1761.408112 = -121819.470844 nChanged 27 SP:Iteration 7Q (72.552171 sec): 3 clusters Score: Raw -123596.143002 + Penalty 1761.611354 = -121834.531649 nChanged 26 SP:Iteration 8Q (72.554721 sec): 3 clusters Score: Raw -123612.778930 + Penalty 1762.059209 = -121850.719721 nChanged 15 SP:Iteration 9Q (72.557229 sec): 3 clusters Score: Raw -123622.140756 + Penalty 1763.042591 = -121859.098165 nChanged 13 SP:Iteration 10F (72.559800 sec): 3 clusters Score: Raw -123628.863999 + Penalty 1763.782640 = -121865.081358 nChanged 11 SP:Iteration 11Q (72.562308 sec): 3 clusters Score: Raw -123635.923955 + Penalty 1764.769234 = -121871.154721 nChanged 11 SP:Iteration 12Q (72.564848 sec): 3 clusters Score: Raw -123641.521456 + Penalty 1766.483842 = -121875.037613 nChanged 14 SP:Iteration 13Q (72.567335 sec): 3 clusters Score: Raw -123647.320463 + Penalty 1767.185964 = -121880.134499 nChanged 13 SP:Iteration 14Q (72.569853 sec): 3 clusters Score: Raw -123655.533495 + Penalty 1768.190773 = -121887.342722 nChanged 12 SP:Iteration 15Q (72.572368 sec): 3 clusters Score: Raw -123659.793750 + Penalty 1768.410314 = -121891.383436 nChanged 7 SP:Iteration 16Q (72.574895 sec): 3 clusters Score: Raw -123661.569374 + Penalty 1768.803899 = -121892.765475 nChanged 3 SP:Iteration 17Q (72.577388 sec): 3 clusters Score: Raw -123662.460473 + Penalty 1768.989062 = -121893.471411 nChanged 1 SP:Iteration 18Q (72.579895 sec): 3 clusters Score: Raw -123662.668177 + Penalty 1768.989062 = -121893.679115 nChanged 0 SP:Iteration 19F (72.582472 sec): 3 clusters Score: Raw -123662.668177 + Penalty 1768.989062 = -121893.679115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 94 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.584773 sec): 2 clusters Score: Raw -29781.424429 + Penalty 886.214708 = -28895.209721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.585556 sec): 3 clusters Score: Raw -29750.540583 + Penalty 1772.514963 = -27978.025621 nChanged 51 SP:Iteration 1F (72.586316 sec): 3 clusters Score: Raw -29818.175459 + Penalty 1772.448438 = -28045.727021 nChanged 17 SP:Iteration 2F (72.587078 sec): 3 clusters Score: Raw -29857.495634 + Penalty 1772.413972 = -28085.081662 nChanged 9 SP:Iteration 3Q (72.587839 sec): 3 clusters Score: Raw -29868.388197 + Penalty 1772.445671 = -28095.942525 nChanged 3 SP:Iteration 4Q (72.588582 sec): 3 clusters Score: Raw -29872.007169 + Penalty 1772.491431 = -28099.515739 nChanged 2 SP:Iteration 5Q (72.589318 sec): 3 clusters Score: Raw -29873.793102 + Penalty 1772.491431 = -28101.301671 nChanged 0 SP:Iteration 6F (72.590076 sec): 3 clusters Score: Raw -29873.793102 + Penalty 1772.491431 = -28101.301671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 184 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.590976 sec): 2 clusters Score: Raw -11945.447731 + Penalty 289.199171 = -11656.248560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.591460 sec): 3 clusters Score: Raw -11907.501992 + Penalty 607.710881 = -11299.791112 nChanged 34 SP:Iteration 1F (72.591943 sec): 3 clusters Score: Raw -11951.674348 + Penalty 607.032166 = -11344.642182 nChanged 11 SP:Iteration 2F (72.592435 sec): 3 clusters Score: Raw -11968.678683 + Penalty 608.506472 = -11360.172211 nChanged 1 SP:Iteration 3Q (72.592904 sec): 3 clusters Score: Raw -11970.387422 + Penalty 612.835684 = -11357.551738 nChanged 2 SP:Iteration 4F (72.593377 sec): 3 clusters Score: Raw -11976.415926 + Penalty 617.289460 = -11359.126466 nChanged 1 SP:Iteration 5Q (72.593836 sec): 3 clusters Score: Raw -11980.855782 + Penalty 617.289460 = -11363.566322 nChanged 0 SP:Iteration 6F (72.594307 sec): 3 clusters Score: Raw -11980.855782 + Penalty 617.289460 = -11363.566322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 206 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.595138 sec): 2 clusters Score: Raw -10555.395049 + Penalty 211.340823 = -10344.054227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.595599 sec): 3 clusters Score: Raw -10551.655716 + Penalty 427.496359 = -10124.159357 nChanged 35 SP:Iteration 1F (72.596052 sec): 3 clusters Score: Raw -10618.638125 + Penalty 419.361309 = -10199.276817 nChanged 10 SP:Iteration 2F (72.596507 sec): 3 clusters Score: Raw -10645.052553 + Penalty 444.293253 = -10200.759300 nChanged 5 SP:Iteration 3Q (72.596955 sec): 3 clusters Score: Raw -10659.113670 + Penalty 444.293253 = -10214.820417 nChanged 0 SP:Iteration 4F (72.597424 sec): 3 clusters Score: Raw -10659.113670 + Penalty 444.293253 = -10214.820417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 232 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.598254 sec): 2 clusters Score: Raw -11512.469581 + Penalty 344.149293 = -11168.320288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.598739 sec): 3 clusters Score: Raw -11473.862890 + Penalty 675.563738 = -10798.299153 nChanged 28 SP:Iteration 1F (72.599195 sec): 3 clusters Score: Raw -11503.980328 + Penalty 664.085946 = -10839.894382 nChanged 15 SP:Iteration 2F (72.599651 sec): 3 clusters Score: Raw -11522.238134 + Penalty 677.544851 = -10844.693283 nChanged 10 SP:Iteration 3F (72.600115 sec): 3 clusters Score: Raw -11546.055810 + Penalty 700.689608 = -10845.366202 nChanged 8 SP:Iteration 4F (72.600607 sec): 3 clusters Score: Raw -11562.222387 + Penalty 718.388207 = -10843.834179 nChanged 5 SP:Iteration 5F (72.601078 sec): 3 clusters Score: Raw -11569.909657 + Penalty 732.147862 = -10837.761795 nChanged 4 SP:Iteration 6F (72.601536 sec): 3 clusters Score: Raw -11574.669511 + Penalty 743.931178 = -10830.738333 nChanged 3 SP:Iteration 7F (72.601995 sec): 3 clusters Score: Raw -11578.930869 + Penalty 751.134629 = -10827.796240 nChanged 4 SP:Iteration 8F (72.602452 sec): 3 clusters Score: Raw -11589.621393 + Penalty 748.902945 = -10840.718447 nChanged 1 SP:Iteration 9Q (72.602882 sec): 3 clusters Score: Raw -11593.887409 + Penalty 753.289794 = -10840.597615 nChanged 1 SP:Iteration 10F (72.603338 sec): 3 clusters Score: Raw -11595.535361 + Penalty 758.156693 = -10837.378667 nChanged 1 SP:Iteration 11F (72.603792 sec): 3 clusters Score: Raw -11596.460055 + Penalty 758.156693 = -10838.303362 nChanged 0 Time taken for this iteration:71.797115 seconds. 300->32 Clusters: Score -2406148.642833, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =396.969448 ms) Total iterations: 2094 (time per iteration =34.692172 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4426488750.000000 (time per metric unit =16.411520ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 110662218750.000000 (time per metric unit=656.460803ps) That took 72.645409 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 10 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.24 and 0.37 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26479 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 26479 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 202 (1 points): Lose 0.144006 but Gain 1560.044046 Iteration 0F (3.604989 sec): 226 clusters Score: Raw -2169429.300053 + Penalty 202041.507179 = -1967387.792874 nChanged 10682 Deleting Class 80 (1 points): Lose 6.062990 but Gain 1597.763276 Iteration 1F (5.850361 sec): 184 clusters Score: Raw -2208403.049394 + Penalty 187582.261489 = -2020820.787905 nChanged 3546 Deleting Class 107 (1 points): Lose 4.746769 but Gain 1563.430144 Iteration 2F (8.014734 sec): 176 clusters Score: Raw -2217061.121014 + Penalty 179745.764502 = -2037315.356512 nChanged 2032 Deleting Class 180 (2 points): Lose 7.581417 but Gain 1516.657646 Iteration 3F (10.069298 sec): 171 clusters Score: Raw -2220373.702360 + Penalty 173753.564183 = -2046620.138177 nChanged 1262 Deleting Class 194 (4 points): Lose 17.834747 but Gain 1513.440985 Iteration 4Q (10.357063 sec): 166 clusters Score: Raw -2222070.246228 + Penalty 170007.829357 = -2052062.416871 nChanged 950 Deleting Class 108 (4 points): Lose 37.470622 but Gain 1531.560709 Iteration 5Q (10.600016 sec): 163 clusters Score: Raw -2223237.657020 + Penalty 167333.858208 = -2055903.798812 nChanged 840 Deleting Class 134 (20 points): Lose 146.899460 but Gain 1634.927620 Iteration 6Q (10.830415 sec): 161 clusters Score: Raw -2224042.856276 + Penalty 165247.675143 = -2058795.181133 nChanged 856 Deleting Class 205 (2 points): Lose 3.744003 but Gain 1480.817329 Iteration 7Q (11.058587 sec): 160 clusters Score: Raw -2224896.698570 + Penalty 162364.534558 = -2062532.164012 nChanged 893 Deleting Class 160 (2 points): Lose 3.990056 but Gain 1468.025663 Iteration 8Q (11.286651 sec): 158 clusters Score: Raw -2225681.768699 + Penalty 159695.268396 = -2065986.500303 nChanged 853 Deleting Class 88 (22 points): Lose 161.535787 but Gain 1622.747522 Iteration 9Q (11.504032 sec): 156 clusters Score: Raw -2226233.333204 + Penalty 156836.837647 = -2069396.495557 nChanged 795 Deleting Class 93 (17 points): Lose 94.861391 but Gain 1554.674096 Iteration 10F (13.343443 sec): 154 clusters Score: Raw -2226936.530524 + Penalty 155444.615776 = -2071491.914747 nChanged 729 Deleting Class 157 (11 points): Lose 87.581423 but Gain 1542.957606 Iteration 11Q (13.553470 sec): 153 clusters Score: Raw -2227656.447019 + Penalty 154274.233708 = -2073382.213311 nChanged 651 Deleting Class 132 (18 points): Lose 122.650169 but Gain 1573.118165 Iteration 12Q (13.753807 sec): 152 clusters Score: Raw -2228128.224812 + Penalty 151412.058820 = -2076716.165991 nChanged 515 Deleting Class 86 (9 points): Lose 73.362164 but Gain 1506.428784 Iteration 13Q (13.941650 sec): 150 clusters Score: Raw -2228464.847220 + Penalty 149998.800587 = -2078466.046632 nChanged 445 Deleting Class 163 (3 points): Lose 11.757156 but Gain 1426.948097 Iteration 14Q (14.120992 sec): 149 clusters Score: Raw -2228787.600848 + Penalty 147470.100098 = -2081317.500750 nChanged 326 Deleting Class 159 (32 points): Lose 147.761671 but Gain 1560.133703 Iteration 15Q (14.289279 sec): 147 clusters Score: Raw -2228829.008686 + Penalty 145976.682559 = -2082852.326126 nChanged 294 Deleting Class 68 (5 points): Lose 38.640825 but Gain 1434.152914 Iteration 16Q (14.453775 sec): 146 clusters Score: Raw -2228985.774968 + Penalty 144519.066448 = -2084466.708520 nChanged 245 Deleting Class 141 (10 points): Lose 90.653565 but Gain 1478.461477 Iteration 17Q (14.613383 sec): 145 clusters Score: Raw -2229007.372720 + Penalty 143244.767745 = -2085762.604974 nChanged 217 Deleting Class 179 (5 points): Lose 52.912420 but Gain 1440.193526 Iteration 18Q (14.769551 sec): 144 clusters Score: Raw -2229051.596741 + Penalty 140480.938423 = -2088570.658318 nChanged 204 Deleting Class 135 (2 points): Lose 8.530124 but Gain 1393.025585 Iteration 19Q (14.922968 sec): 142 clusters Score: Raw -2229122.390648 + Penalty 139147.933412 = -2089974.457236 nChanged 192 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 -2229122.390648 + Penalty 139147.933412 = -2089974.457236Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.032114 sec): 2 clusters Score: Raw -159228.255245 + Penalty 533.986251 = -158694.268993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.035845 sec): 3 clusters Score: Raw -158195.609751 + Penalty 1068.234136 = -157127.375615 nChanged 764 SP:Iteration 1F (15.039314 sec): 3 clusters Score: Raw -158821.076248 + Penalty 1063.158919 = -157757.917330 nChanged 237 SP:Iteration 2F (15.042728 sec): 3 clusters Score: Raw -159064.110201 + Penalty 1057.555505 = -158006.554696 nChanged 158 SP:Iteration 3F (15.046062 sec): 3 clusters Score: Raw -159186.676159 + Penalty 1054.148617 = -158132.527542 nChanged 120 SP:Iteration 4F (15.049473 sec): 3 clusters Score: Raw -159263.116334 + Penalty 1053.228736 = -158209.887598 nChanged 87 SP:Iteration 5Q (15.052815 sec): 3 clusters Score: Raw -159326.422643 + Penalty 1052.707190 = -158273.715453 nChanged 76 SP:Iteration 6Q (15.056036 sec): 3 clusters Score: Raw -159390.368546 + Penalty 1051.185630 = -158339.182916 nChanged 61 SP:Iteration 7Q (15.059370 sec): 3 clusters Score: Raw -159442.862039 + Penalty 1048.341092 = -158394.520946 nChanged 36 SP:Iteration 8Q (15.062708 sec): 3 clusters Score: Raw -159470.708651 + Penalty 1044.869531 = -158425.839120 nChanged 23 SP:Iteration 9Q (15.065945 sec): 3 clusters Score: Raw -159484.421638 + Penalty 1044.929034 = -158439.492604 nChanged 11 SP:Iteration 10F (15.069295 sec): 3 clusters Score: Raw -159489.992015 + Penalty 1043.681051 = -158446.310965 nChanged 10 SP:Iteration 11Q (15.072496 sec): 3 clusters Score: Raw -159494.766067 + Penalty 1042.926881 = -158451.839186 nChanged 13 SP:Iteration 12Q (15.075644 sec): 3 clusters Score: Raw -159503.777860 + Penalty 1040.887911 = -158462.889948 nChanged 9 SP:Iteration 13Q (15.078724 sec): 3 clusters Score: Raw -159512.945605 + Penalty 1039.864485 = -158473.081120 nChanged 11 SP:Iteration 14Q (15.081801 sec): 3 clusters Score: Raw -159523.985255 + Penalty 1039.272248 = -158484.713007 nChanged 9 SP:Iteration 15Q (15.084782 sec): 3 clusters Score: Raw -159534.194469 + Penalty 1039.035858 = -158495.158611 nChanged 9 SP:Iteration 16Q (15.087786 sec): 3 clusters Score: Raw -159546.813005 + Penalty 1038.060352 = -158508.752653 nChanged 16 SP:Iteration 17Q (15.090707 sec): 3 clusters Score: Raw -159561.907232 + Penalty 1035.910570 = -158525.996662 nChanged 18 SP:Iteration 18Q (15.093725 sec): 3 clusters Score: Raw -159580.429078 + Penalty 1033.421621 = -158547.007457 nChanged 12 SP:Iteration 19Q (15.096615 sec): 3 clusters Score: Raw -159588.539821 + Penalty 1029.382220 = -158559.157601 nChanged 11 SP:Iteration 20F (15.099998 sec): 3 clusters Score: Raw -159599.883537 + Penalty 1023.475136 = -158576.408401 nChanged 13 SP:Iteration 21Q (15.102887 sec): 3 clusters Score: Raw -159615.168361 + Penalty 1019.680274 = -158595.488087 nChanged 15 SP:Iteration 22Q (15.105745 sec): 3 clusters Score: Raw -159629.082532 + Penalty 1016.275858 = -158612.806673 nChanged 14 SP:Iteration 23Q (15.108599 sec): 3 clusters Score: Raw -159641.263850 + Penalty 1011.026714 = -158630.237136 nChanged 10 SP:Iteration 24Q (15.111420 sec): 3 clusters Score: Raw -159653.820072 + Penalty 1004.405939 = -158649.414133 nChanged 13 SP:Iteration 25Q (15.114183 sec): 3 clusters Score: Raw -159667.966285 + Penalty 998.820394 = -158669.145891 nChanged 12 SP:Iteration 26Q (15.116926 sec): 3 clusters Score: Raw -159680.068971 + Penalty 991.353714 = -158688.715257 nChanged 9 SP:Iteration 27Q (15.119690 sec): 3 clusters Score: Raw -159686.086166 + Penalty 984.572752 = -158701.513414 nChanged 8 SP:Iteration 28Q (15.122438 sec): 3 clusters Score: Raw -159691.724685 + Penalty 982.816659 = -158708.908026 nChanged 6 SP:Iteration 29Q (15.125146 sec): 3 clusters Score: Raw -159694.046506 + Penalty 981.028350 = -158713.018156 nChanged 2 SP:Iteration 30F (15.128466 sec): 3 clusters Score: Raw -159694.273587 + Penalty 979.895244 = -158714.378344 nChanged 1 SP:Iteration 31Q (15.131126 sec): 3 clusters Score: Raw -159694.714611 + Penalty 979.292717 = -158715.421895 nChanged 1 SP:Iteration 32Q (15.133796 sec): 3 clusters Score: Raw -159695.407605 + Penalty 979.292717 = -158716.114888 nChanged 0 SP:Iteration 33F (15.137095 sec): 3 clusters Score: Raw -159695.407605 + Penalty 979.292717 = -158716.114888 nChanged 0 Score: Raw -2240658.371055 + Penalty 139753.687792 = -2100904.683263 Splitting cluster 1 changes total score from -2089974.457236 to -2100904.683263 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.819373 sec): 2 clusters Score: Raw -119604.608567 + Penalty 455.959330 = -119148.649238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.822020 sec): 3 clusters Score: Raw -118776.501017 + Penalty 937.892945 = -117838.608072 nChanged 549 SP:Iteration 1F (16.824538 sec): 3 clusters Score: Raw -119164.302818 + Penalty 941.462826 = -118222.839991 nChanged 183 SP:Iteration 2F (16.827078 sec): 3 clusters Score: Raw -119360.613029 + Penalty 956.600051 = -118404.012978 nChanged 112 SP:Iteration 3F (16.829648 sec): 3 clusters Score: Raw -119488.027991 + Penalty 995.826777 = -118492.201213 nChanged 67 SP:Iteration 4Q (16.832021 sec): 3 clusters Score: Raw -119564.529315 + Penalty 1035.606573 = -118528.922742 nChanged 27 SP:Iteration 5Q (16.834231 sec): 3 clusters Score: Raw -119588.151765 + Penalty 1072.660969 = -118515.490797 nChanged 13 SP:Iteration 6F (16.836737 sec): 3 clusters Score: Raw -119600.763193 + Penalty 1093.068853 = -118507.694340 nChanged 7 SP:Iteration 7F (16.839257 sec): 3 clusters Score: Raw -119605.803886 + Penalty 1101.851797 = -118503.952088 nChanged 5 SP:Iteration 8F (16.841754 sec): 3 clusters Score: Raw -119607.232957 + Penalty 1114.048659 = -118493.184298 nChanged 3 SP:Iteration 9F (16.844275 sec): 3 clusters Score: Raw -119608.439290 + Penalty 1099.761668 = -118508.677622 nChanged 1 SP:Iteration 10F (16.846772 sec): 3 clusters Score: Raw -119610.973745 + Penalty 1099.761668 = -118511.212077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.847373 sec): 2 clusters Score: Raw -2345.203131 + Penalty 25.761058 = -2319.442072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.847658 sec): 3 clusters Score: Raw -2354.618165 + Penalty 52.294090 = -2302.324075 nChanged 10 SP:Iteration 1F (16.847893 sec): 3 clusters Score: Raw -2371.771405 + Penalty 53.610370 = -2318.161035 nChanged 2 SP:Iteration 2F (16.848119 sec): 3 clusters Score: Raw -2382.028497 + Penalty 53.610370 = -2328.418127 nChanged 0 Score: Raw -2240695.133369 + Penalty 139834.116431 = -2100861.016938 Splitting cluster 3 changes total score from -2089974.457236 to -2100861.016938 So it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.535642 sec): 2 clusters Score: Raw -26580.465527 + Penalty 904.208650 = -25676.256876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.536456 sec): 3 clusters Score: Raw -26545.949661 + Penalty 1807.697121 = -24738.252541 nChanged 44 SP:Iteration 1F (18.537216 sec): 3 clusters Score: Raw -26636.334005 + Penalty 1806.619570 = -24829.714436 nChanged 16 SP:Iteration 2F (18.537979 sec): 3 clusters Score: Raw -26675.853805 + Penalty 1806.185253 = -24869.668552 nChanged 8 SP:Iteration 3Q (18.538710 sec): 3 clusters Score: Raw -26689.539806 + Penalty 1805.872426 = -24883.667380 nChanged 4 SP:Iteration 4Q (18.539443 sec): 3 clusters Score: Raw -26698.079968 + Penalty 1805.354338 = -24892.725630 nChanged 6 SP:Iteration 5Q (18.540146 sec): 3 clusters Score: Raw -26714.017903 + Penalty 1805.354338 = -24908.663565 nChanged 2 SP:Iteration 6Q (18.540854 sec): 3 clusters Score: Raw -26716.798849 + Penalty 1805.354338 = -24911.444511 nChanged 0 SP:Iteration 7F (18.541592 sec): 3 clusters Score: Raw -26716.798849 + Penalty 1805.354338 = -24911.444511 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.544706 sec): 2 clusters Score: Raw -49511.050991 + Penalty 536.173406 = -48974.877585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.545918 sec): 3 clusters Score: Raw -49283.327800 + Penalty 1075.966608 = -48207.361192 nChanged 189 SP:Iteration 1F (18.547094 sec): 3 clusters Score: Raw -49479.666855 + Penalty 1081.856559 = -48397.810296 nChanged 73 SP:Iteration 2F (18.548304 sec): 3 clusters Score: Raw -49564.136848 + Penalty 1090.332605 = -48473.804243 nChanged 46 SP:Iteration 3F (18.549488 sec): 3 clusters Score: Raw -49636.625338 + Penalty 1099.053923 = -48537.571415 nChanged 27 SP:Iteration 4Q (18.550643 sec): 3 clusters Score: Raw -49670.194358 + Penalty 1102.370686 = -48567.823671 nChanged 15 SP:Iteration 5Q (18.551780 sec): 3 clusters Score: Raw -49688.713708 + Penalty 1102.178021 = -48586.535687 nChanged 11 SP:Iteration 6Q (18.552898 sec): 3 clusters Score: Raw -49714.222752 + Penalty 1101.203896 = -48613.018857 nChanged 16 SP:Iteration 7Q (18.554004 sec): 3 clusters Score: Raw -49751.365225 + Penalty 1100.742255 = -48650.622970 nChanged 11 SP:Iteration 8Q (18.555086 sec): 3 clusters Score: Raw -49768.064419 + Penalty 1099.870451 = -48668.193968 nChanged 9 SP:Iteration 9Q (18.556161 sec): 3 clusters Score: Raw -49778.639865 + Penalty 1097.876424 = -48680.763441 nChanged 10 SP:Iteration 10F (18.557340 sec): 3 clusters Score: Raw -49788.636729 + Penalty 1096.243595 = -48692.393134 nChanged 5 SP:Iteration 11Q (18.558413 sec): 3 clusters Score: Raw -49792.119509 + Penalty 1095.447134 = -48696.672375 nChanged 8 SP:Iteration 12Q (18.559477 sec): 3 clusters Score: Raw -49797.024055 + Penalty 1094.220605 = -48702.803450 nChanged 6 SP:Iteration 13Q (18.560538 sec): 3 clusters Score: Raw -49800.368392 + Penalty 1092.616324 = -48707.752069 nChanged 4 SP:Iteration 14Q (18.561615 sec): 3 clusters Score: Raw -49802.683128 + Penalty 1090.933138 = -48711.749991 nChanged 7 SP:Iteration 15Q (18.562679 sec): 3 clusters Score: Raw -49809.124950 + Penalty 1090.336125 = -48718.788825 nChanged 3 SP:Iteration 16Q (18.563739 sec): 3 clusters Score: Raw -49810.127480 + Penalty 1090.336125 = -48719.791355 nChanged 0 SP:Iteration 17F (18.564947 sec): 3 clusters Score: Raw -49810.127480 + Penalty 1090.336125 = -48719.791355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.565708 sec): 2 clusters Score: Raw -7601.474636 + Penalty 349.959970 = -7251.514666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.566086 sec): 3 clusters Score: Raw -7583.594881 + Penalty 700.320459 = -6883.274421 nChanged 15 SP:Iteration 1F (18.566451 sec): 3 clusters Score: Raw -7606.736748 + Penalty 700.820768 = -6905.915980 nChanged 3 SP:Iteration 2Q (18.566811 sec): 3 clusters Score: Raw -7617.180326 + Penalty 702.521050 = -6914.659276 nChanged 3 SP:Iteration 3Q (18.567167 sec): 3 clusters Score: Raw -7620.508650 + Penalty 702.318239 = -6918.190411 nChanged 1 SP:Iteration 4Q (18.567544 sec): 3 clusters Score: Raw -7627.221693 + Penalty 704.183810 = -6923.037883 nChanged 1 SP:Iteration 5Q (18.567904 sec): 3 clusters Score: Raw -7629.505659 + Penalty 705.509714 = -6923.995946 nChanged 1 SP:Iteration 6Q (18.568262 sec): 3 clusters Score: Raw -7631.226985 + Penalty 705.509714 = -6925.717271 nChanged 0 SP:Iteration 7F (18.568627 sec): 3 clusters Score: Raw -7631.226985 + Penalty 705.509714 = -6925.717271 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.573337 sec): 2 clusters Score: Raw -84503.874905 + Penalty 766.349065 = -83737.525840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.575212 sec): 3 clusters Score: Raw -84051.468333 + Penalty 1533.243281 = -82518.225052 nChanged 300 SP:Iteration 1F (18.576991 sec): 3 clusters Score: Raw -84274.824822 + Penalty 1532.691758 = -82742.133064 nChanged 103 SP:Iteration 2F (18.578755 sec): 3 clusters Score: Raw -84367.933311 + Penalty 1532.832154 = -82835.101157 nChanged 50 SP:Iteration 3F (18.580473 sec): 3 clusters Score: Raw -84405.113394 + Penalty 1533.416408 = -82871.696986 nChanged 36 SP:Iteration 4Q (18.582363 sec): 3 clusters Score: Raw -84426.827518 + Penalty 1534.741843 = -82892.085675 nChanged 21 SP:Iteration 5Q (18.584316 sec): 3 clusters Score: Raw -84435.689495 + Penalty 1534.940519 = -82900.748976 nChanged 13 SP:Iteration 6Q (18.586253 sec): 3 clusters Score: Raw -84441.650170 + Penalty 1534.865353 = -82906.784817 nChanged 11 SP:Iteration 7Q (18.588165 sec): 3 clusters Score: Raw -84446.239275 + Penalty 1535.321592 = -82910.917683 nChanged 7 SP:Iteration 8Q (18.590066 sec): 3 clusters Score: Raw -84451.223005 + Penalty 1536.820563 = -82914.402442 nChanged 8 SP:Iteration 9Q (18.592022 sec): 3 clusters Score: Raw -84458.539451 + Penalty 1538.864513 = -82919.674937 nChanged 13 SP:Iteration 10F (18.593939 sec): 3 clusters Score: Raw -84465.442350 + Penalty 1538.788236 = -82926.654114 nChanged 6 SP:Iteration 11Q (18.595898 sec): 3 clusters Score: Raw -84467.023254 + Penalty 1538.790245 = -82928.233010 nChanged 1 SP:Iteration 12Q (18.597809 sec): 3 clusters Score: Raw -84467.157181 + Penalty 1539.128623 = -82928.028557 nChanged 1 SP:Iteration 13F (18.599655 sec): 3 clusters Score: Raw -84467.278787 + Penalty 1539.446863 = -82927.831924 nChanged 2 SP:Iteration 14F (18.601519 sec): 3 clusters Score: Raw -84468.461966 + Penalty 1539.545948 = -82928.916018 nChanged 1 SP:Iteration 15Q (18.603413 sec): 3 clusters Score: Raw -84468.790880 + Penalty 1539.545948 = -82929.244932 nChanged 0 SP:Iteration 16F (18.605269 sec): 3 clusters Score: Raw -84468.790880 + Penalty 1539.545948 = -82929.244932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.607560 sec): 2 clusters Score: Raw -37831.479262 + Penalty 543.008875 = -37288.470387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.608597 sec): 3 clusters Score: Raw -37647.404863 + Penalty 1097.969249 = -36549.435614 nChanged 132 SP:Iteration 1F (18.609553 sec): 3 clusters Score: Raw -37784.490011 + Penalty 1103.726272 = -36680.763739 nChanged 36 SP:Iteration 2F (18.610508 sec): 3 clusters Score: Raw -37838.160674 + Penalty 1109.196995 = -36728.963679 nChanged 24 SP:Iteration 3F (18.611463 sec): 3 clusters Score: Raw -37863.193058 + Penalty 1111.362767 = -36751.830291 nChanged 13 SP:Iteration 4Q (18.612350 sec): 3 clusters Score: Raw -37879.365165 + Penalty 1109.039525 = -36770.325640 nChanged 7 SP:Iteration 5Q (18.613233 sec): 3 clusters Score: Raw -37887.735363 + Penalty 1107.046025 = -36780.689339 nChanged 2 SP:Iteration 6Q (18.614113 sec): 3 clusters Score: Raw -37888.466368 + Penalty 1105.896676 = -36782.569692 nChanged 1 SP:Iteration 7Q (18.615014 sec): 3 clusters Score: Raw -37889.302802 + Penalty 1104.849417 = -36784.453386 nChanged 1 SP:Iteration 8Q (18.615899 sec): 3 clusters Score: Raw -37889.721655 + Penalty 1104.849417 = -36784.872238 nChanged 0 SP:Iteration 9F (18.616812 sec): 3 clusters Score: Raw -37889.721655 + Penalty 1104.849417 = -36784.872238 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 9 (8729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.654929 sec): 2 clusters Score: Raw -705670.874936 + Penalty 292.244347 = -705378.630589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.671165 sec): 3 clusters Score: Raw -699812.705002 + Penalty 764.649653 = -699048.055349 nChanged 4143 SP:Iteration 1F (18.687035 sec): 3 clusters Score: Raw -704081.219639 + Penalty 961.820352 = -703119.399287 nChanged 1019 SP:Iteration 2F (18.702859 sec): 3 clusters Score: Raw -705205.632688 + Penalty 1060.678393 = -704144.954296 nChanged 316 SP:Iteration 3Q (18.717457 sec): 3 clusters Score: Raw -705501.485045 + Penalty 1112.862564 = -704388.622481 nChanged 127 SP:Iteration 4Q (18.730655 sec): 3 clusters Score: Raw -705599.026401 + Penalty 1140.417990 = -704458.608411 nChanged 46 SP:Iteration 5Q (18.743396 sec): 3 clusters Score: Raw -705633.414362 + Penalty 1148.282845 = -704485.131517 nChanged 32 SP:Iteration 6Q (18.756004 sec): 3 clusters Score: Raw -705664.004745 + Penalty 1151.831909 = -704512.172837 nChanged 17 SP:Iteration 7Q (18.768696 sec): 3 clusters Score: Raw -705680.503780 + Penalty 1168.083271 = -704512.420509 nChanged 5 SP:Iteration 8Q (18.781019 sec): 3 clusters Score: Raw -705684.671155 + Penalty 1170.487598 = -704514.183556 nChanged 2 SP:Iteration 9Q (18.793331 sec): 3 clusters Score: Raw -705687.005063 + Penalty 1208.650225 = -704478.354837 nChanged 2 SP:Iteration 10F (18.809174 sec): 3 clusters Score: Raw -705693.032787 + Penalty 1208.650225 = -704484.382561 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.817936 sec): 2 clusters Score: Raw -74247.969153 + Penalty 548.186951 = -73699.782202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.819606 sec): 3 clusters Score: Raw -73806.854251 + Penalty 1091.755604 = -72715.098647 nChanged 310 SP:Iteration 1F (18.821244 sec): 3 clusters Score: Raw -74097.678158 + Penalty 1085.201363 = -73012.476795 nChanged 116 SP:Iteration 2F (18.822905 sec): 3 clusters Score: Raw -74226.763764 + Penalty 1082.146893 = -73144.616872 nChanged 74 SP:Iteration 3F (18.824549 sec): 3 clusters Score: Raw -74318.057259 + Penalty 1082.934992 = -73235.122266 nChanged 50 SP:Iteration 4F (18.826164 sec): 3 clusters Score: Raw -74383.151376 + Penalty 1086.594631 = -73296.556745 nChanged 37 SP:Iteration 5Q (18.827760 sec): 3 clusters Score: Raw -74444.044343 + Penalty 1090.147774 = -73353.896568 nChanged 34 SP:Iteration 6Q (18.829310 sec): 3 clusters Score: Raw -74493.181378 + Penalty 1091.448381 = -73401.732998 nChanged 16 SP:Iteration 7Q (18.830871 sec): 3 clusters Score: Raw -74506.479368 + Penalty 1091.804325 = -73414.675043 nChanged 5 SP:Iteration 8Q (18.832466 sec): 3 clusters Score: Raw -74507.841577 + Penalty 1091.921581 = -73415.919996 nChanged 3 SP:Iteration 9Q (18.834005 sec): 3 clusters Score: Raw -74508.623275 + Penalty 1091.799357 = -73416.823918 nChanged 1 SP:Iteration 10F (18.835636 sec): 3 clusters Score: Raw -74508.835811 + Penalty 1091.607915 = -73417.227896 nChanged 1 SP:Iteration 11Q (18.837198 sec): 3 clusters Score: Raw -74508.892840 + Penalty 1091.413895 = -73417.478945 nChanged 1 SP:Iteration 12Q (18.838743 sec): 3 clusters Score: Raw -74509.428540 + Penalty 1091.059146 = -73418.369394 nChanged 2 SP:Iteration 13Q (18.840252 sec): 3 clusters Score: Raw -74510.601207 + Penalty 1090.649999 = -73419.951209 nChanged 2 SP:Iteration 14Q (18.841785 sec): 3 clusters Score: Raw -74511.797877 + Penalty 1090.649999 = -73421.147878 nChanged 0 SP:Iteration 15F (18.843395 sec): 3 clusters Score: Raw -74511.797877 + Penalty 1090.649999 = -73421.147878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.844044 sec): 2 clusters Score: Raw -4729.744235 + Penalty 386.560806 = -4343.183429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.844352 sec): 3 clusters Score: Raw -4721.424376 + Penalty 775.714556 = -3945.709819 nChanged 2 SP:Iteration 1Q (18.844654 sec): 3 clusters Score: Raw -4726.326378 + Penalty 775.714556 = -3950.611822 nChanged 0 SP:Iteration 2F (18.844977 sec): 3 clusters Score: Raw -4726.326378 + Penalty 775.714556 = -3950.611822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.846851 sec): 2 clusters Score: Raw -37462.538624 + Penalty 64.641010 = -37397.897614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.847887 sec): 3 clusters Score: Raw -37187.842266 + Penalty 183.207816 = -37004.634449 nChanged 196 SP:Iteration 1F (18.850302 sec): 3 clusters Score: Raw -37444.064959 + Penalty 64.641010 = -37379.423949 nChanged 17 SP:Iteration 2Q (18.851786 sec): 2 clusters Score: Raw -37462.538624 + Penalty 64.641010 = -37397.897614 nChanged 0 SP:Iteration 3F (18.853384 sec): 2 clusters Score: Raw -37462.538624 + Penalty 64.641010 = -37397.897614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.857332 sec): 2 clusters Score: Raw -67189.568908 + Penalty 742.413114 = -66447.155795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.859617 sec): 3 clusters Score: Raw -66888.538063 + Penalty 1489.248844 = -65399.289219 nChanged 247 SP:Iteration 1F (18.861444 sec): 3 clusters Score: Raw -67134.698465 + Penalty 1507.016954 = -65627.681511 nChanged 90 SP:Iteration 2F (18.862935 sec): 3 clusters Score: Raw -67256.125405 + Penalty 1522.357525 = -65733.767880 nChanged 59 SP:Iteration 3F (18.864399 sec): 3 clusters Score: Raw -67328.486606 + Penalty 1534.486801 = -65793.999805 nChanged 39 SP:Iteration 4F (18.865901 sec): 3 clusters Score: Raw -67374.946929 + Penalty 1540.746544 = -65834.200385 nChanged 16 SP:Iteration 5Q (18.867340 sec): 3 clusters Score: Raw -67387.016356 + Penalty 1542.154966 = -65844.861390 nChanged 9 SP:Iteration 6Q (18.868804 sec): 3 clusters Score: Raw -67392.223671 + Penalty 1542.617511 = -65849.606160 nChanged 5 SP:Iteration 7Q (18.870229 sec): 3 clusters Score: Raw -67396.487960 + Penalty 1542.799055 = -65853.688906 nChanged 4 SP:Iteration 8Q (18.871673 sec): 3 clusters Score: Raw -67401.390338 + Penalty 1543.412430 = -65857.977908 nChanged 5 SP:Iteration 9Q (18.873094 sec): 3 clusters Score: Raw -67405.792416 + Penalty 1544.182420 = -65861.609995 nChanged 2 SP:Iteration 10F (18.874552 sec): 3 clusters Score: Raw -67407.496552 + Penalty 1545.577065 = -65861.919487 nChanged 1 SP:Iteration 11Q (18.876004 sec): 3 clusters Score: Raw -67408.845147 + Penalty 1545.577065 = -65863.268083 nChanged 0 SP:Iteration 12F (18.877449 sec): 3 clusters Score: Raw -67408.845147 + Penalty 1545.577065 = -65863.268083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.878645 sec): 2 clusters Score: Raw -10409.533705 + Penalty 730.478416 = -9679.055289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.879116 sec): 3 clusters Score: Raw -10555.249730 + Penalty 1461.358969 = -9093.890761 nChanged 19 SP:Iteration 1F (18.879561 sec): 3 clusters Score: Raw -10637.572832 + Penalty 1461.860874 = -9175.711958 nChanged 6 SP:Iteration 2Q (18.880013 sec): 3 clusters Score: Raw -10668.770390 + Penalty 1461.707572 = -9207.062818 nChanged 1 SP:Iteration 3Q (18.880431 sec): 3 clusters Score: Raw -10678.771936 + Penalty 1461.860874 = -9216.911062 nChanged 1 SP:Iteration 4Q (18.880870 sec): 3 clusters Score: Raw -10682.516862 + Penalty 1461.860874 = -9220.655988 nChanged 0 SP:Iteration 5F (18.881313 sec): 3 clusters Score: Raw -10682.516862 + Penalty 1461.860874 = -9220.655988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.882344 sec): 2 clusters Score: Raw -1829.354465 + Penalty 423.321843 = -1406.032622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.882585 sec): 3 clusters Score: Raw -1810.140724 + Penalty 846.643686 = -963.497038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.883389 sec): 2 clusters Score: Raw -1815.013450 + Penalty 345.706861 = -1469.306589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.883633 sec): 3 clusters Score: Raw -1818.109638 + Penalty 691.480549 = -1126.629089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.885053 sec): 2 clusters Score: Raw -13526.182317 + Penalty 806.486740 = -12719.695577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.885537 sec): 3 clusters Score: Raw -13605.630697 + Penalty 1613.180808 = -11992.449889 nChanged 10 SP:Iteration 1F (18.886008 sec): 3 clusters Score: Raw -13632.511648 + Penalty 1613.101385 = -12019.410263 nChanged 3 SP:Iteration 2Q (18.886458 sec): 3 clusters Score: Raw -13647.024683 + Penalty 1613.017299 = -12034.007384 nChanged 1 SP:Iteration 3Q (18.886901 sec): 3 clusters Score: Raw -13648.185097 + Penalty 1613.017299 = -12035.167798 nChanged 0 SP:Iteration 4F (18.887369 sec): 3 clusters Score: Raw -13648.185097 + Penalty 1613.017299 = -12035.167798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 19 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.897179 sec): 2 clusters Score: Raw -162138.971389 + Penalty 361.674564 = -161777.296826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.900801 sec): 3 clusters Score: Raw -160986.225428 + Penalty 721.080407 = -160265.145020 nChanged 854 SP:Iteration 1F (18.904352 sec): 3 clusters Score: Raw -161720.842326 + Penalty 723.116133 = -160997.726193 nChanged 209 SP:Iteration 2F (18.909459 sec): 3 clusters Score: Raw -161898.622765 + Penalty 728.601651 = -161170.021113 nChanged 148 SP:Iteration 3F (18.915266 sec): 3 clusters Score: Raw -162112.208925 + Penalty 732.773219 = -161379.435706 nChanged 109 SP:Iteration 4F (18.919928 sec): 3 clusters Score: Raw -162251.067795 + Penalty 732.743404 = -161518.324391 nChanged 73 SP:Iteration 5Q (18.923427 sec): 3 clusters Score: Raw -162310.393863 + Penalty 732.970776 = -161577.423087 nChanged 60 SP:Iteration 6Q (18.926811 sec): 3 clusters Score: Raw -162345.670113 + Penalty 732.412294 = -161613.257819 nChanged 37 SP:Iteration 7Q (18.930204 sec): 3 clusters Score: Raw -162359.822412 + Penalty 731.172796 = -161628.649616 nChanged 23 SP:Iteration 8Q (18.933557 sec): 3 clusters Score: Raw -162368.479948 + Penalty 731.711340 = -161636.768608 nChanged 16 SP:Iteration 9Q (18.936893 sec): 3 clusters Score: Raw -162374.216926 + Penalty 731.779250 = -161642.437676 nChanged 16 SP:Iteration 10F (18.940509 sec): 3 clusters Score: Raw -162378.060684 + Penalty 731.203171 = -161646.857512 nChanged 11 SP:Iteration 11Q (18.943792 sec): 3 clusters Score: Raw -162380.366225 + Penalty 730.371693 = -161649.994532 nChanged 9 SP:Iteration 12Q (18.947148 sec): 3 clusters Score: Raw -162381.781737 + Penalty 730.357803 = -161651.423933 nChanged 6 SP:Iteration 13Q (18.950768 sec): 3 clusters Score: Raw -162382.857455 + Penalty 730.088504 = -161652.768952 nChanged 3 SP:Iteration 14Q (18.954176 sec): 3 clusters Score: Raw -162384.444971 + Penalty 729.623522 = -161654.821448 nChanged 3 SP:Iteration 15Q (18.957549 sec): 3 clusters Score: Raw -162385.245127 + Penalty 729.694590 = -161655.550536 nChanged 3 SP:Iteration 16Q (18.960866 sec): 3 clusters Score: Raw -162385.803858 + Penalty 729.638317 = -161656.165541 nChanged 2 SP:Iteration 17Q (18.964146 sec): 3 clusters Score: Raw -162386.019934 + Penalty 729.638317 = -161656.381617 nChanged 0 SP:Iteration 18F (18.967801 sec): 3 clusters Score: Raw -162386.019934 + Penalty 729.638317 = -161656.381617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.973308 sec): 2 clusters Score: Raw -31026.930206 + Penalty 850.367160 = -30176.563045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.974170 sec): 3 clusters Score: Raw -30971.143260 + Penalty 1696.317534 = -29274.825726 nChanged 83 SP:Iteration 1F (18.974988 sec): 3 clusters Score: Raw -31119.383531 + Penalty 1691.623971 = -29427.759560 nChanged 32 SP:Iteration 2F (18.975795 sec): 3 clusters Score: Raw -31175.682425 + Penalty 1692.062172 = -29483.620254 nChanged 11 SP:Iteration 3Q (18.976570 sec): 3 clusters Score: Raw -31198.145418 + Penalty 1693.028307 = -29505.117110 nChanged 11 SP:Iteration 4Q (18.977344 sec): 3 clusters Score: Raw -31230.025986 + Penalty 1694.308750 = -29535.717236 nChanged 7 SP:Iteration 5Q (18.978103 sec): 3 clusters Score: Raw -31249.984530 + Penalty 1696.470346 = -29553.514184 nChanged 4 SP:Iteration 6Q (18.978877 sec): 3 clusters Score: Raw -31266.906248 + Penalty 1697.014076 = -29569.892173 nChanged 3 SP:Iteration 7Q (18.979633 sec): 3 clusters Score: Raw -31272.045221 + Penalty 1697.014076 = -29575.031145 nChanged 0 SP:Iteration 8F (18.980441 sec): 3 clusters Score: Raw -31272.045221 + Penalty 1697.014076 = -29575.031145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.980916 sec): 2 clusters Score: Raw -224.086412 + Penalty 8.788898 = -215.297513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.981114 sec): 3 clusters Score: Raw -228.081917 + Penalty 15.929878 = -212.152039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.981643 sec): 2 clusters Score: Raw -2027.019582 + Penalty 197.708732 = -1829.310850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.981900 sec): 3 clusters Score: Raw -2032.359779 + Penalty 396.476672 = -1635.883106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.983336 sec): 2 clusters Score: Raw -32207.612745 + Penalty 733.894311 = -31473.718434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.984230 sec): 3 clusters Score: Raw -32095.727698 + Penalty 1466.687196 = -30629.040502 nChanged 81 SP:Iteration 1F (18.985135 sec): 3 clusters Score: Raw -32189.814818 + Penalty 1465.350406 = -30724.464412 nChanged 24 SP:Iteration 2F (18.985964 sec): 3 clusters Score: Raw -32213.758805 + Penalty 1464.480597 = -30749.278208 nChanged 11 SP:Iteration 3Q (18.986786 sec): 3 clusters Score: Raw -32225.919984 + Penalty 1464.153786 = -30761.766197 nChanged 9 SP:Iteration 4Q (18.987617 sec): 3 clusters Score: Raw -32242.282860 + Penalty 1464.039274 = -30778.243586 nChanged 7 SP:Iteration 5Q (18.988442 sec): 3 clusters Score: Raw -32252.011730 + Penalty 1462.807013 = -30789.204717 nChanged 7 SP:Iteration 6Q (18.989258 sec): 3 clusters Score: Raw -32261.405960 + Penalty 1463.411650 = -30797.994310 nChanged 7 SP:Iteration 7Q (18.990071 sec): 3 clusters Score: Raw -32273.402347 + Penalty 1464.662016 = -30808.740332 nChanged 6 SP:Iteration 8Q (18.990922 sec): 3 clusters Score: Raw -32283.840364 + Penalty 1466.698442 = -30817.141922 nChanged 5 SP:Iteration 9Q (18.991773 sec): 3 clusters Score: Raw -32295.720211 + Penalty 1466.003569 = -30829.716642 nChanged 3 SP:Iteration 10F (18.992603 sec): 3 clusters Score: Raw -32299.060542 + Penalty 1466.203942 = -30832.856600 nChanged 1 SP:Iteration 11Q (18.993415 sec): 3 clusters Score: Raw -32300.033457 + Penalty 1466.967532 = -30833.065925 nChanged 1 SP:Iteration 12Q (18.994221 sec): 3 clusters Score: Raw -32301.778470 + Penalty 1466.967532 = -30834.810938 nChanged 0 SP:Iteration 13F (18.995043 sec): 3 clusters Score: Raw -32301.778470 + Penalty 1466.967532 = -30834.810938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.995804 sec): 2 clusters Score: Raw -11049.453492 + Penalty 687.278588 = -10362.174904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.996220 sec): 3 clusters Score: Raw -11046.925307 + Penalty 1376.378169 = -9670.547139 nChanged 5 SP:Iteration 1Q (18.996647 sec): 3 clusters Score: Raw -11058.566830 + Penalty 1377.308955 = -9681.257875 nChanged 2 SP:Iteration 2Q (18.997063 sec): 3 clusters Score: Raw -11063.222884 + Penalty 1377.289854 = -9685.933031 nChanged 1 SP:Iteration 3Q (18.997465 sec): 3 clusters Score: Raw -11064.294006 + Penalty 1377.289854 = -9687.004152 nChanged 0 SP:Iteration 4F (18.997884 sec): 3 clusters Score: Raw -11064.294006 + Penalty 1377.289854 = -9687.004152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.999197 sec): 2 clusters Score: Raw -16206.637239 + Penalty 279.501989 = -15927.135250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.999789 sec): 3 clusters Score: Raw -16117.561914 + Penalty 580.227561 = -15537.334353 nChanged 54 SP:Iteration 1F (19.000362 sec): 3 clusters Score: Raw -16177.529215 + Penalty 578.988198 = -15598.541017 nChanged 14 SP:Iteration 2F (19.000938 sec): 3 clusters Score: Raw -16196.843871 + Penalty 597.020388 = -15599.823483 nChanged 7 SP:Iteration 3Q (19.001525 sec): 3 clusters Score: Raw -16208.255033 + Penalty 615.956864 = -15592.298169 nChanged 4 SP:Iteration 4F (19.002147 sec): 3 clusters Score: Raw -16214.768317 + Penalty 607.412069 = -15607.356248 nChanged 2 SP:Iteration 5Q (19.002711 sec): 3 clusters Score: Raw -16215.643745 + Penalty 581.416291 = -15634.227453 nChanged 1 SP:Iteration 6Q (19.003269 sec): 3 clusters Score: Raw -16216.015435 + Penalty 579.763297 = -15636.252138 nChanged 1 SP:Iteration 7Q (19.003824 sec): 3 clusters Score: Raw -16216.137492 + Penalty 587.443256 = -15628.694237 nChanged 1 SP:Iteration 8F (19.004424 sec): 3 clusters Score: Raw -16217.016387 + Penalty 573.412919 = -15643.603469 nChanged 1 SP:Iteration 9Q (19.004978 sec): 3 clusters Score: Raw -16221.836833 + Penalty 564.585384 = -15657.251448 nChanged 1 SP:Iteration 10F (19.005565 sec): 3 clusters Score: Raw -16224.298599 + Penalty 564.585384 = -15659.713214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.006348 sec): 2 clusters Score: Raw -477.630429 + Penalty 51.246476 = -426.383953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.006562 sec): 3 clusters Score: Raw -481.223503 + Penalty 102.492953 = -378.730550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.009098 sec): 2 clusters Score: Raw -41631.019025 + Penalty 645.316395 = -40985.702630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.010180 sec): 3 clusters Score: Raw -41410.523656 + Penalty 1289.806635 = -40120.717021 nChanged 130 SP:Iteration 1F (19.011251 sec): 3 clusters Score: Raw -41496.614418 + Penalty 1289.772232 = -40206.842186 nChanged 44 SP:Iteration 2F (19.012280 sec): 3 clusters Score: Raw -41530.939561 + Penalty 1289.451302 = -40241.488259 nChanged 22 SP:Iteration 3Q (19.013295 sec): 3 clusters Score: Raw -41547.484033 + Penalty 1290.670993 = -40256.813039 nChanged 16 SP:Iteration 4Q (19.014306 sec): 3 clusters Score: Raw -41555.988480 + Penalty 1291.887822 = -40264.100658 nChanged 14 SP:Iteration 5Q (19.015315 sec): 3 clusters Score: Raw -41565.364229 + Penalty 1294.013951 = -40271.350278 nChanged 12 SP:Iteration 6Q (19.016344 sec): 3 clusters Score: Raw -41573.598766 + Penalty 1295.283266 = -40278.315501 nChanged 8 SP:Iteration 7Q (19.017355 sec): 3 clusters Score: Raw -41577.941947 + Penalty 1298.140922 = -40279.801025 nChanged 7 SP:Iteration 8Q (19.018353 sec): 3 clusters Score: Raw -41581.596221 + Penalty 1300.306688 = -40281.289533 nChanged 6 SP:Iteration 9Q (19.019349 sec): 3 clusters Score: Raw -41585.477880 + Penalty 1301.615829 = -40283.862050 nChanged 4 SP:Iteration 10F (19.020354 sec): 3 clusters Score: Raw -41586.338258 + Penalty 1302.423663 = -40283.914596 nChanged 3 SP:Iteration 11Q (19.021366 sec): 3 clusters Score: Raw -41587.211868 + Penalty 1304.029623 = -40283.182245 nChanged 3 SP:Iteration 12F (19.022374 sec): 3 clusters Score: Raw -41588.097348 + Penalty 1306.135695 = -40281.961653 nChanged 3 SP:Iteration 13F (19.023376 sec): 3 clusters Score: Raw -41589.238212 + Penalty 1306.398729 = -40282.839483 nChanged 1 SP:Iteration 14Q (19.024365 sec): 3 clusters Score: Raw -41589.164156 + Penalty 1307.440182 = -40281.723974 nChanged 3 SP:Iteration 15F (19.025369 sec): 3 clusters Score: Raw -41589.667065 + Penalty 1307.897193 = -40281.769872 nChanged 2 SP:Iteration 16Q (19.026377 sec): 3 clusters Score: Raw -41589.884974 + Penalty 1307.975933 = -40281.909041 nChanged 1 SP:Iteration 17Q (19.027371 sec): 3 clusters Score: Raw -41589.862591 + Penalty 1309.250269 = -40280.612322 nChanged 2 SP:Iteration 18F (19.028373 sec): 3 clusters Score: Raw -41589.832222 + Penalty 1309.800524 = -40280.031698 nChanged 1 SP:Iteration 19F (19.029375 sec): 3 clusters Score: Raw -41589.735881 + Penalty 1309.800524 = -40279.935357 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 29 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.033636 sec): 2 clusters Score: Raw -110786.832429 + Penalty 1121.192864 = -109665.639565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.035996 sec): 3 clusters Score: Raw -110379.812635 + Penalty 2242.496894 = -108137.315741 nChanged 337 SP:Iteration 1F (19.038262 sec): 3 clusters Score: Raw -110632.842035 + Penalty 2242.390539 = -108390.451496 nChanged 92 SP:Iteration 2F (19.040657 sec): 3 clusters Score: Raw -110710.548888 + Penalty 2242.316557 = -108468.232331 nChanged 50 SP:Iteration 3Q (19.042956 sec): 3 clusters Score: Raw -110774.677915 + Penalty 2242.054805 = -108532.623110 nChanged 55 SP:Iteration 4Q (19.045295 sec): 3 clusters Score: Raw -110850.488181 + Penalty 2241.908261 = -108608.579920 nChanged 58 SP:Iteration 5F (19.047812 sec): 3 clusters Score: Raw -110937.696171 + Penalty 2241.423082 = -108696.273089 nChanged 66 SP:Iteration 6F (19.050216 sec): 3 clusters Score: Raw -111015.640663 + Penalty 2240.825108 = -108774.815555 nChanged 57 SP:Iteration 7F (19.052600 sec): 3 clusters Score: Raw -111077.132313 + Penalty 2240.898074 = -108836.234239 nChanged 35 SP:Iteration 8Q (19.054983 sec): 3 clusters Score: Raw -111125.217860 + Penalty 2241.195079 = -108884.022781 nChanged 29 SP:Iteration 9Q (19.057421 sec): 3 clusters Score: Raw -111158.027874 + Penalty 2241.664748 = -108916.363126 nChanged 19 SP:Iteration 10F (19.059747 sec): 3 clusters Score: Raw -111180.815785 + Penalty 2241.865675 = -108938.950110 nChanged 13 SP:Iteration 11Q (19.062029 sec): 3 clusters Score: Raw -111196.239284 + Penalty 2242.052739 = -108954.186545 nChanged 16 SP:Iteration 12Q (19.064317 sec): 3 clusters Score: Raw -111212.647010 + Penalty 2242.213833 = -108970.433177 nChanged 12 SP:Iteration 13Q (19.066590 sec): 3 clusters Score: Raw -111225.363307 + Penalty 2242.156263 = -108983.207044 nChanged 8 SP:Iteration 14Q (19.068860 sec): 3 clusters Score: Raw -111234.541278 + Penalty 2242.139248 = -108992.402030 nChanged 6 SP:Iteration 15Q (19.071166 sec): 3 clusters Score: Raw -111241.354548 + Penalty 2242.049541 = -108999.305008 nChanged 8 SP:Iteration 16Q (19.073443 sec): 3 clusters Score: Raw -111246.912799 + Penalty 2242.041200 = -109004.871598 nChanged 4 SP:Iteration 17Q (19.075695 sec): 3 clusters Score: Raw -111250.320491 + Penalty 2242.072835 = -109008.247656 nChanged 3 SP:Iteration 18Q (19.077926 sec): 3 clusters Score: Raw -111252.606088 + Penalty 2242.072835 = -109010.533253 nChanged 0 SP:Iteration 19F (19.080240 sec): 3 clusters Score: Raw -111252.606088 + Penalty 2242.072835 = -109010.533253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.082111 sec): 2 clusters Score: Raw -3612.711074 + Penalty 420.004498 = -3192.706577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.082395 sec): 3 clusters Score: Raw -3603.826782 + Penalty 835.558944 = -2768.267838 nChanged 1 SP:Iteration 1Q (19.082676 sec): 3 clusters Score: Raw -3605.417188 + Penalty 832.907313 = -2772.509875 nChanged 1 SP:Iteration 2Q (19.082961 sec): 3 clusters Score: Raw -3606.166875 + Penalty 832.907313 = -2773.259562 nChanged 0 SP:Iteration 3F (19.083241 sec): 3 clusters Score: Raw -3606.166875 + Penalty 832.907313 = -2773.259562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.083722 sec): 2 clusters Score: Raw -628.510264 + Penalty 202.060240 = -426.450024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.083924 sec): 2 clusters Score: Raw -628.510264 + Penalty 202.060240 = -426.450024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.086465 sec): 2 clusters Score: Raw -43349.624494 + Penalty 442.596605 = -42907.027888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.087637 sec): 3 clusters Score: Raw -43123.838019 + Penalty 869.917812 = -42253.920208 nChanged 173 SP:Iteration 1F (19.088739 sec): 3 clusters Score: Raw -43286.198460 + Penalty 863.181098 = -42423.017362 nChanged 49 SP:Iteration 2F (19.089836 sec): 3 clusters Score: Raw -43323.743695 + Penalty 855.882006 = -42467.861689 nChanged 19 SP:Iteration 3Q (19.090931 sec): 3 clusters Score: Raw -43340.587872 + Penalty 848.671954 = -42491.915918 nChanged 15 SP:Iteration 4Q (19.092071 sec): 3 clusters Score: Raw -43353.267150 + Penalty 844.512463 = -42508.754687 nChanged 8 SP:Iteration 5Q (19.093206 sec): 3 clusters Score: Raw -43356.300205 + Penalty 842.716642 = -42513.583563 nChanged 9 SP:Iteration 6Q (19.094324 sec): 3 clusters Score: Raw -43360.621243 + Penalty 843.330320 = -42517.290923 nChanged 3 SP:Iteration 7Q (19.095482 sec): 3 clusters Score: Raw -43362.110927 + Penalty 846.392572 = -42515.718355 nChanged 7 SP:Iteration 8F (19.096724 sec): 3 clusters Score: Raw -43367.244014 + Penalty 848.103498 = -42519.140516 nChanged 9 SP:Iteration 9Q (19.097802 sec): 3 clusters Score: Raw -43374.368223 + Penalty 849.684479 = -42524.683744 nChanged 14 SP:Iteration 10F (19.098896 sec): 3 clusters Score: Raw -43391.315237 + Penalty 852.985919 = -42538.329318 nChanged 15 SP:Iteration 11Q (19.099959 sec): 3 clusters Score: Raw -43407.636985 + Penalty 858.324560 = -42549.312425 nChanged 14 SP:Iteration 12Q (19.101014 sec): 3 clusters Score: Raw -43417.227605 + Penalty 861.428461 = -42555.799144 nChanged 8 SP:Iteration 13Q (19.102069 sec): 3 clusters Score: Raw -43421.174572 + Penalty 865.222903 = -42555.951670 nChanged 7 SP:Iteration 14Q (19.103126 sec): 3 clusters Score: Raw -43426.178728 + Penalty 870.615825 = -42555.562903 nChanged 10 SP:Iteration 15F (19.104203 sec): 3 clusters Score: Raw -43433.716040 + Penalty 876.400064 = -42557.315975 nChanged 12 SP:Iteration 16Q (19.105243 sec): 3 clusters Score: Raw -43443.744139 + Penalty 880.300608 = -42563.443532 nChanged 8 SP:Iteration 17Q (19.106296 sec): 3 clusters Score: Raw -43448.248221 + Penalty 882.873718 = -42565.374503 nChanged 7 SP:Iteration 18Q (19.107349 sec): 3 clusters Score: Raw -43451.496528 + Penalty 885.445973 = -42566.050554 nChanged 5 SP:Iteration 19Q (19.108371 sec): 3 clusters Score: Raw -43454.801858 + Penalty 886.464243 = -42568.337615 nChanged 2 SP:Iteration 20F (19.109439 sec): 3 clusters Score: Raw -43455.190337 + Penalty 887.451904 = -42567.738434 nChanged 2 SP:Iteration 21F (19.110505 sec): 3 clusters Score: Raw -43456.425052 + Penalty 887.451904 = -42568.973148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.111175 sec): 2 clusters Score: Raw -5082.740575 + Penalty 573.191547 = -4509.549029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.111492 sec): 3 clusters Score: Raw -5166.810962 + Penalty 1147.823787 = -4018.987174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.112354 sec): 2 clusters Score: Raw -13254.998660 + Penalty 603.996269 = -12651.002392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.112845 sec): 3 clusters Score: Raw -13271.789975 + Penalty 1208.918312 = -12062.871663 nChanged 27 SP:Iteration 1F (19.113330 sec): 3 clusters Score: Raw -13324.680631 + Penalty 1210.420604 = -12114.260026 nChanged 10 SP:Iteration 2F (19.113817 sec): 3 clusters Score: Raw -13337.542326 + Penalty 1209.784271 = -12127.758054 nChanged 2 SP:Iteration 3Q (19.114278 sec): 3 clusters Score: Raw -13338.089575 + Penalty 1209.784271 = -12128.305304 nChanged 0 SP:Iteration 4F (19.114765 sec): 3 clusters Score: Raw -13338.089575 + Penalty 1209.784271 = -12128.305304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.115650 sec): 2 clusters Score: Raw -13957.328048 + Penalty 155.046250 = -13802.281798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.116192 sec): 3 clusters Score: Raw -13892.681555 + Penalty 333.337872 = -13559.343683 nChanged 60 SP:Iteration 1F (19.116709 sec): 3 clusters Score: Raw -13993.863276 + Penalty 350.407687 = -13643.455590 nChanged 15 SP:Iteration 2F (19.117226 sec): 3 clusters Score: Raw -14007.430546 + Penalty 356.971552 = -13650.458994 nChanged 5 SP:Iteration 3Q (19.117724 sec): 3 clusters Score: Raw -14015.376035 + Penalty 365.040216 = -13650.335819 nChanged 7 SP:Iteration 4F (19.118235 sec): 3 clusters Score: Raw -14020.586012 + Penalty 365.957728 = -13654.628284 nChanged 1 SP:Iteration 5Q (19.118732 sec): 3 clusters Score: Raw -14020.773276 + Penalty 365.957728 = -13654.815548 nChanged 0 SP:Iteration 6F (19.119242 sec): 3 clusters Score: Raw -14020.773276 + Penalty 365.957728 = -13654.815548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.119822 sec): 2 clusters Score: Raw -3362.191819 + Penalty 473.539795 = -2888.652024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.120112 sec): 3 clusters Score: Raw -3391.723231 + Penalty 949.488207 = -2442.235024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.120669 sec): 2 clusters Score: Raw -2936.885367 + Penalty 330.389283 = -2606.496084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.120948 sec): 3 clusters Score: Raw -2945.684273 + Penalty 673.812549 = -2271.871725 nChanged 3 SP:Iteration 1F (19.121219 sec): 3 clusters Score: Raw -2951.760384 + Penalty 673.812549 = -2277.947835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.121666 sec): 2 clusters Score: Raw -78.119874 + Penalty 0.000000 = -78.119874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.121849 sec): 2 clusters Score: Raw -78.119874 + Penalty 0.000000 = -78.119874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.124453 sec): 2 clusters Score: Raw -42446.331856 + Penalty 486.187542 = -41960.144314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.125567 sec): 3 clusters Score: Raw -42173.110549 + Penalty 972.107204 = -41201.003345 nChanged 169 SP:Iteration 1F (19.126657 sec): 3 clusters Score: Raw -42256.164938 + Penalty 971.700671 = -41284.464266 nChanged 50 SP:Iteration 2F (19.127734 sec): 3 clusters Score: Raw -42281.138910 + Penalty 971.789830 = -41309.349080 nChanged 31 SP:Iteration 3F (19.128807 sec): 3 clusters Score: Raw -42297.609897 + Penalty 972.782435 = -41324.827461 nChanged 17 SP:Iteration 4Q (19.129901 sec): 3 clusters Score: Raw -42305.430204 + Penalty 973.220911 = -41332.209293 nChanged 8 SP:Iteration 5Q (19.130982 sec): 3 clusters Score: Raw -42307.855260 + Penalty 973.718254 = -41334.137006 nChanged 4 SP:Iteration 6Q (19.132057 sec): 3 clusters Score: Raw -42308.821938 + Penalty 973.802134 = -41335.019804 nChanged 3 SP:Iteration 7Q (19.133133 sec): 3 clusters Score: Raw -42309.923425 + Penalty 973.826542 = -41336.096882 nChanged 7 SP:Iteration 8Q (19.134229 sec): 3 clusters Score: Raw -42314.774413 + Penalty 974.174474 = -41340.599939 nChanged 14 SP:Iteration 9Q (19.135313 sec): 3 clusters Score: Raw -42328.887055 + Penalty 975.385558 = -41353.501497 nChanged 18 SP:Iteration 10F (19.136399 sec): 3 clusters Score: Raw -42344.626724 + Penalty 977.454625 = -41367.172099 nChanged 17 SP:Iteration 11Q (19.137481 sec): 3 clusters Score: Raw -42353.435530 + Penalty 978.512047 = -41374.923483 nChanged 11 SP:Iteration 12Q (19.138582 sec): 3 clusters Score: Raw -42359.740767 + Penalty 981.256426 = -41378.484341 nChanged 11 SP:Iteration 13Q (19.139662 sec): 3 clusters Score: Raw -42369.246963 + Penalty 986.119800 = -41383.127163 nChanged 15 SP:Iteration 14Q (19.140737 sec): 3 clusters Score: Raw -42380.699081 + Penalty 990.929603 = -41389.769477 nChanged 11 SP:Iteration 15Q (19.141805 sec): 3 clusters Score: Raw -42388.492527 + Penalty 999.497751 = -41388.994776 nChanged 13 SP:Iteration 16F (19.142926 sec): 3 clusters Score: Raw -42399.584359 + Penalty 1007.155671 = -41392.428688 nChanged 10 SP:Iteration 17Q (19.143991 sec): 3 clusters Score: Raw -42404.566035 + Penalty 1015.706010 = -41388.860025 nChanged 9 SP:Iteration 18F (19.145132 sec): 3 clusters Score: Raw -42410.432953 + Penalty 1020.179947 = -41390.253006 nChanged 14 SP:Iteration 19Q (19.146184 sec): 3 clusters Score: Raw -42422.831938 + Penalty 1026.689274 = -41396.142663 nChanged 13 SP:Iteration 20F (19.147318 sec): 3 clusters Score: Raw -42432.563899 + Penalty 1032.313499 = -41400.250400 nChanged 8 SP:Iteration 21Q (19.148357 sec): 3 clusters Score: Raw -42439.515215 + Penalty 1037.177323 = -41402.337892 nChanged 3 SP:Iteration 22Q (19.149381 sec): 3 clusters Score: Raw -42440.695818 + Penalty 1047.139583 = -41393.556234 nChanged 5 SP:Iteration 23F (19.150494 sec): 3 clusters Score: Raw -42442.816689 + Penalty 1058.958580 = -41383.858109 nChanged 7 SP:Iteration 24F (19.151570 sec): 3 clusters Score: Raw -42448.341798 + Penalty 1067.867679 = -41380.474118 nChanged 5 SP:Iteration 25F (19.152630 sec): 3 clusters Score: Raw -42451.463052 + Penalty 1075.695911 = -41375.767141 nChanged 4 SP:Iteration 26F (19.153685 sec): 3 clusters Score: Raw -42454.357746 + Penalty 1086.466717 = -41367.891029 nChanged 5 SP:Iteration 27F (19.154738 sec): 3 clusters Score: Raw -42458.059086 + Penalty 1102.414063 = -41355.645022 nChanged 4 SP:Iteration 28F (19.155811 sec): 3 clusters Score: Raw -42462.819025 + Penalty 1105.019427 = -41357.799598 nChanged 2 SP:Iteration 29Q (19.156743 sec): 3 clusters Score: Raw -42463.784971 + Penalty 1109.965019 = -41353.819952 nChanged 1 SP:Iteration 30F (19.157848 sec): 3 clusters Score: Raw -42463.833502 + Penalty 1109.965019 = -41353.868483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.158750 sec): 2 clusters Score: Raw -8217.509460 + Penalty 276.915842 = -7940.593618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.159144 sec): 3 clusters Score: Raw -8203.311922 + Penalty 568.036751 = -7635.275171 nChanged 24 SP:Iteration 1F (19.159522 sec): 3 clusters Score: Raw -8238.527014 + Penalty 579.345617 = -7659.181397 nChanged 5 SP:Iteration 2F (19.159899 sec): 3 clusters Score: Raw -8245.177915 + Penalty 577.571112 = -7667.606803 nChanged 4 SP:Iteration 3Q (19.160270 sec): 3 clusters Score: Raw -8257.900650 + Penalty 577.116339 = -7680.784311 nChanged 1 SP:Iteration 4Q (19.160641 sec): 3 clusters Score: Raw -8258.243682 + Penalty 577.116339 = -7681.127343 nChanged 0 SP:Iteration 5F (19.161023 sec): 3 clusters Score: Raw -8258.243682 + Penalty 577.116339 = -7681.127343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.161501 sec): 2 clusters Score: Raw -615.303113 + Penalty 232.649866 = -382.653247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.161722 sec): 3 clusters Score: Raw -630.194898 + Penalty 461.398016 = -168.796882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.162236 sec): 2 clusters Score: Raw -2037.378514 + Penalty 419.237865 = -1618.140649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.162483 sec): 3 clusters Score: Raw -2052.292792 + Penalty 837.317030 = -1214.975762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.162971 sec): 2 clusters Score: Raw -1189.392078 + Penalty 294.307839 = -895.084239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.163201 sec): 3 clusters Score: Raw -1191.140205 + Penalty 588.930248 = -602.209957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 45 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.167571 sec): 2 clusters Score: Raw -79852.509023 + Penalty 1090.952383 = -78761.556639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.169413 sec): 3 clusters Score: Raw -79620.987593 + Penalty 2181.656872 = -77439.330721 nChanged 236 SP:Iteration 1F (19.171168 sec): 3 clusters Score: Raw -79880.256795 + Penalty 2181.571100 = -77698.685695 nChanged 69 SP:Iteration 2F (19.172905 sec): 3 clusters Score: Raw -79960.217168 + Penalty 2181.516570 = -77778.700598 nChanged 36 SP:Iteration 3Q (19.174569 sec): 3 clusters Score: Raw -80002.098360 + Penalty 2181.546461 = -77820.551899 nChanged 17 SP:Iteration 4Q (19.176262 sec): 3 clusters Score: Raw -80024.027430 + Penalty 2181.496925 = -77842.530505 nChanged 12 SP:Iteration 5Q (19.177940 sec): 3 clusters Score: Raw -80032.223907 + Penalty 2181.502090 = -77850.721817 nChanged 10 SP:Iteration 6Q (19.179625 sec): 3 clusters Score: Raw -80043.048760 + Penalty 2181.494367 = -77861.554393 nChanged 11 SP:Iteration 7Q (19.181325 sec): 3 clusters Score: Raw -80057.107749 + Penalty 2181.502720 = -77875.605029 nChanged 15 SP:Iteration 8Q (19.183015 sec): 3 clusters Score: Raw -80074.322454 + Penalty 2181.525018 = -77892.797435 nChanged 7 SP:Iteration 9Q (19.184692 sec): 3 clusters Score: Raw -80083.126115 + Penalty 2181.524377 = -77901.601738 nChanged 9 SP:Iteration 10F (19.186425 sec): 3 clusters Score: Raw -80097.616234 + Penalty 2181.509699 = -77916.106535 nChanged 12 SP:Iteration 11Q (19.188112 sec): 3 clusters Score: Raw -80109.981820 + Penalty 2181.497560 = -77928.484260 nChanged 5 SP:Iteration 12Q (19.189778 sec): 3 clusters Score: Raw -80113.480330 + Penalty 2181.503780 = -77931.976550 nChanged 4 SP:Iteration 13Q (19.191449 sec): 3 clusters Score: Raw -80117.881014 + Penalty 2181.488365 = -77936.392649 nChanged 2 SP:Iteration 14Q (19.193170 sec): 3 clusters Score: Raw -80118.746845 + Penalty 2181.472583 = -77937.274262 nChanged 2 SP:Iteration 15Q (19.194841 sec): 3 clusters Score: Raw -80119.951782 + Penalty 2181.472583 = -77938.479198 nChanged 0 SP:Iteration 16F (19.196538 sec): 3 clusters Score: Raw -80119.951782 + Penalty 2181.472583 = -77938.479198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.197620 sec): 2 clusters Score: Raw -11302.305016 + Penalty 669.295207 = -10633.009809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.198047 sec): 3 clusters Score: Raw -11301.444687 + Penalty 1338.151961 = -9963.292726 nChanged 14 SP:Iteration 1F (19.198459 sec): 3 clusters Score: Raw -11332.581358 + Penalty 1337.715691 = -9994.865667 nChanged 5 SP:Iteration 2Q (19.198861 sec): 3 clusters Score: Raw -11364.909366 + Penalty 1337.278961 = -10027.630405 nChanged 3 SP:Iteration 3Q (19.199258 sec): 3 clusters Score: Raw -11371.736526 + Penalty 1337.278961 = -10034.457565 nChanged 0 SP:Iteration 4F (19.199689 sec): 3 clusters Score: Raw -11371.736526 + Penalty 1337.278961 = -10034.457565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.200614 sec): 2 clusters Score: Raw -15746.470547 + Penalty 661.168796 = -15085.301751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.201146 sec): 3 clusters Score: Raw -15716.435379 + Penalty 1322.476528 = -14393.958851 nChanged 28 SP:Iteration 1F (19.201671 sec): 3 clusters Score: Raw -15762.752236 + Penalty 1322.977145 = -14439.775091 nChanged 5 SP:Iteration 2Q (19.202189 sec): 3 clusters Score: Raw -15768.061849 + Penalty 1323.525104 = -14444.536745 nChanged 2 SP:Iteration 3Q (19.202708 sec): 3 clusters Score: Raw -15770.350965 + Penalty 1323.525104 = -14446.825861 nChanged 0 SP:Iteration 4F (19.203229 sec): 3 clusters Score: Raw -15770.350965 + Penalty 1323.525104 = -14446.825861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.203785 sec): 2 clusters Score: Raw -2055.776201 + Penalty 316.213476 = -1739.562725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.204069 sec): 3 clusters Score: Raw -2038.198147 + Penalty 621.031665 = -1417.166483 nChanged 1 SP:Iteration 1Q (19.204316 sec): 3 clusters Score: Raw -2038.637425 + Penalty 621.981205 = -1416.656220 nChanged 1 SP:Iteration 2F (19.204563 sec): 3 clusters Score: Raw -2039.681734 + Penalty 612.667055 = -1427.014678 nChanged 1 SP:Iteration 3Q (19.204806 sec): 3 clusters Score: Raw -2043.012879 + Penalty 597.940463 = -1445.072416 nChanged 4 SP:Iteration 4F (19.205050 sec): 3 clusters Score: Raw -2049.014299 + Penalty 542.296701 = -1506.717598 nChanged 1 SP:Iteration 5Q (19.205281 sec): 3 clusters Score: Raw -2049.140491 + Penalty 316.213476 = -1732.927015 nChanged 1 SP:Iteration 6Q (19.205497 sec): 2 clusters Score: Raw -2055.776201 + Penalty 316.213476 = -1739.562725 nChanged 0 SP:Iteration 7F (19.205714 sec): 2 clusters Score: Raw -2055.776201 + Penalty 316.213476 = -1739.562725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.206367 sec): 2 clusters Score: Raw -6628.413146 + Penalty 356.076199 = -6272.336947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.206711 sec): 3 clusters Score: Raw -6620.169302 + Penalty 711.648337 = -5908.520965 nChanged 9 SP:Iteration 1F (19.207055 sec): 3 clusters Score: Raw -6640.712688 + Penalty 713.208473 = -5927.504215 nChanged 4 SP:Iteration 2F (19.207394 sec): 3 clusters Score: Raw -6647.500377 + Penalty 712.523340 = -5934.977037 nChanged 2 SP:Iteration 3Q (19.207725 sec): 3 clusters Score: Raw -6651.338400 + Penalty 713.396373 = -5937.942027 nChanged 1 SP:Iteration 4Q (19.208056 sec): 3 clusters Score: Raw -6651.420091 + Penalty 711.935459 = -5939.484633 nChanged 1 SP:Iteration 5Q (19.208390 sec): 3 clusters Score: Raw -6651.934753 + Penalty 714.149486 = -5937.785267 nChanged 1 SP:Iteration 6F (19.208730 sec): 3 clusters Score: Raw -6652.047443 + Penalty 714.149486 = -5937.897957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.209215 sec): 2 clusters Score: Raw -913.936206 + Penalty 222.904406 = -691.031801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.209442 sec): 3 clusters Score: Raw -908.131166 + Penalty 445.808811 = -462.322355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.210409 sec): 2 clusters Score: Raw -18784.331087 + Penalty 731.385511 = -18052.945576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.210989 sec): 3 clusters Score: Raw -18760.471856 + Penalty 1464.425257 = -17296.046599 nChanged 30 SP:Iteration 1F (19.211552 sec): 3 clusters Score: Raw -18804.695496 + Penalty 1463.578595 = -17341.116901 nChanged 8 SP:Iteration 2Q (19.212097 sec): 3 clusters Score: Raw -18820.728940 + Penalty 1464.914865 = -17355.814075 nChanged 8 SP:Iteration 3Q (19.212640 sec): 3 clusters Score: Raw -18852.324961 + Penalty 1465.792517 = -17386.532445 nChanged 3 SP:Iteration 4Q (19.213198 sec): 3 clusters Score: Raw -18858.386822 + Penalty 1466.537843 = -17391.848979 nChanged 3 SP:Iteration 5Q (19.213740 sec): 3 clusters Score: Raw -18863.903867 + Penalty 1467.343178 = -17396.560690 nChanged 1 SP:Iteration 6Q (19.214273 sec): 3 clusters Score: Raw -18867.590617 + Penalty 1467.343178 = -17400.247440 nChanged 0 SP:Iteration 7F (19.214824 sec): 3 clusters Score: Raw -18867.590617 + Penalty 1467.343178 = -17400.247440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 53 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.217152 sec): 2 clusters Score: Raw -64065.326684 + Penalty 1004.219937 = -63061.106747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.218621 sec): 3 clusters Score: Raw -63841.138189 + Penalty 2008.455164 = -61832.683025 nChanged 166 SP:Iteration 1F (19.220033 sec): 3 clusters Score: Raw -63983.525243 + Penalty 2008.760108 = -61974.765136 nChanged 47 SP:Iteration 2F (19.221435 sec): 3 clusters Score: Raw -64036.735749 + Penalty 2009.045581 = -62027.690167 nChanged 26 SP:Iteration 3Q (19.222866 sec): 3 clusters Score: Raw -64060.475176 + Penalty 2009.169511 = -62051.305665 nChanged 16 SP:Iteration 4Q (19.224268 sec): 3 clusters Score: Raw -64075.223712 + Penalty 2009.185160 = -62066.038551 nChanged 8 SP:Iteration 5Q (19.225659 sec): 3 clusters Score: Raw -64082.624914 + Penalty 2009.046165 = -62073.578748 nChanged 9 SP:Iteration 6Q (19.227046 sec): 3 clusters Score: Raw -64095.014164 + Penalty 2008.906762 = -62086.107402 nChanged 6 SP:Iteration 7Q (19.230334 sec): 3 clusters Score: Raw -64101.532719 + Penalty 2009.000332 = -62092.532386 nChanged 9 SP:Iteration 8Q (19.233675 sec): 3 clusters Score: Raw -64112.342134 + Penalty 2009.011576 = -62103.330558 nChanged 13 SP:Iteration 9Q (19.236100 sec): 3 clusters Score: Raw -64126.626495 + Penalty 2009.129921 = -62117.496574 nChanged 11 SP:Iteration 10F (19.238863 sec): 3 clusters Score: Raw -64142.523531 + Penalty 2009.636696 = -62132.886835 nChanged 10 SP:Iteration 11Q (19.241312 sec): 3 clusters Score: Raw -64153.312813 + Penalty 2010.030660 = -62143.282153 nChanged 10 SP:Iteration 12Q (19.243449 sec): 3 clusters Score: Raw -64163.815679 + Penalty 2010.223827 = -62153.591852 nChanged 6 SP:Iteration 13Q (19.245343 sec): 3 clusters Score: Raw -64169.934328 + Penalty 2010.352548 = -62159.581780 nChanged 4 SP:Iteration 14Q (19.246934 sec): 3 clusters Score: Raw -64175.243939 + Penalty 2010.724514 = -62164.519425 nChanged 5 SP:Iteration 15Q (19.248194 sec): 3 clusters Score: Raw -64179.199164 + Penalty 2010.821402 = -62168.377762 nChanged 4 SP:Iteration 16Q (19.249504 sec): 3 clusters Score: Raw -64185.182397 + Penalty 2010.810383 = -62174.372014 nChanged 4 SP:Iteration 17Q (19.250808 sec): 3 clusters Score: Raw -64188.616558 + Penalty 2010.883616 = -62177.732942 nChanged 1 SP:Iteration 18Q (19.252091 sec): 3 clusters Score: Raw -64189.601834 + Penalty 2010.958915 = -62178.642918 nChanged 2 SP:Iteration 19Q (19.253375 sec): 3 clusters Score: Raw -64191.691871 + Penalty 2010.939256 = -62180.752615 nChanged 1 SP:Iteration 20F (19.254720 sec): 3 clusters Score: Raw -64192.238392 + Penalty 2010.984533 = -62181.253859 nChanged 2 SP:Iteration 21Q (19.256010 sec): 3 clusters Score: Raw -64196.431947 + Penalty 2011.150379 = -62185.281568 nChanged 3 SP:Iteration 22Q (19.257306 sec): 3 clusters Score: Raw -64199.457424 + Penalty 2011.203881 = -62188.253543 nChanged 3 SP:Iteration 23Q (19.258609 sec): 3 clusters Score: Raw -64201.023652 + Penalty 2011.217360 = -62189.806292 nChanged 2 SP:Iteration 24Q (19.260019 sec): 3 clusters Score: Raw -64202.093173 + Penalty 2011.217360 = -62190.875814 nChanged 0 SP:Iteration 25F (19.261405 sec): 3 clusters Score: Raw -64202.093173 + Penalty 2011.217360 = -62190.875814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.262032 sec): 2 clusters Score: Raw -4426.769228 + Penalty 171.502312 = -4255.266917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.262340 sec): 3 clusters Score: Raw -4427.082480 + Penalty 322.136435 = -4104.946045 nChanged 10 SP:Iteration 1F (19.262644 sec): 3 clusters Score: Raw -4442.492055 + Penalty 315.111893 = -4127.380161 nChanged 4 SP:Iteration 2F (19.262954 sec): 3 clusters Score: Raw -4446.145826 + Penalty 318.725773 = -4127.420053 nChanged 2 SP:Iteration 3Q (19.263259 sec): 3 clusters Score: Raw -4448.819694 + Penalty 313.015070 = -4135.804623 nChanged 1 SP:Iteration 4Q (19.263547 sec): 3 clusters Score: Raw -4449.825052 + Penalty 312.879071 = -4136.945980 nChanged 1 SP:Iteration 5Q (19.263882 sec): 3 clusters Score: Raw -4454.091939 + Penalty 302.218296 = -4151.873643 nChanged 1 SP:Iteration 6Q (19.264163 sec): 3 clusters Score: Raw -4454.938541 + Penalty 302.218296 = -4152.720244 nChanged 0 SP:Iteration 7F (19.264453 sec): 3 clusters Score: Raw -4454.938541 + Penalty 302.218296 = -4152.720244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.265013 sec): 2 clusters Score: Raw -3436.770181 + Penalty 442.360019 = -2994.410163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.265290 sec): 3 clusters Score: Raw -3460.630411 + Penalty 884.953168 = -2575.677243 nChanged 1 SP:Iteration 1Q (19.265558 sec): 3 clusters Score: Raw -3463.034874 + Penalty 886.623322 = -2576.411552 nChanged 1 SP:Iteration 2Q (19.265824 sec): 3 clusters Score: Raw -3466.193850 + Penalty 886.623322 = -2579.570527 nChanged 0 SP:Iteration 3F (19.266096 sec): 3 clusters Score: Raw -3466.193850 + Penalty 886.623322 = -2579.570527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.266582 sec): 2 clusters Score: Raw -766.576945 + Penalty 23.073195 = -743.503750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.266794 sec): 3 clusters Score: Raw -783.327786 + Penalty 41.396224 = -741.931562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.267250 sec): 2 clusters Score: Raw -159.250516 + Penalty 22.252001 = -136.998515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.267443 sec): 3 clusters Score: Raw -157.167754 + Penalty 44.504001 = -112.663753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.268099 sec): 2 clusters Score: Raw -6479.967329 + Penalty 439.922652 = -6040.044676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.268447 sec): 3 clusters Score: Raw -6465.884044 + Penalty 876.944312 = -5588.939732 nChanged 9 SP:Iteration 1F (19.268783 sec): 3 clusters Score: Raw -6479.621230 + Penalty 877.035495 = -5602.585735 nChanged 4 SP:Iteration 2F (19.269130 sec): 3 clusters Score: Raw -6485.892264 + Penalty 877.314164 = -5608.578100 nChanged 2 SP:Iteration 3Q (19.269467 sec): 3 clusters Score: Raw -6489.317572 + Penalty 877.314164 = -5612.003408 nChanged 0 SP:Iteration 4F (19.269806 sec): 3 clusters Score: Raw -6489.317572 + Penalty 877.314164 = -5612.003408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.270279 sec): 2 clusters Score: Raw -469.351659 + Penalty 203.331941 = -266.019718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.270495 sec): 3 clusters Score: Raw -463.296492 + Penalty 320.284710 = -143.011782 nChanged 1 SP:Iteration 1F (19.270699 sec): 3 clusters Score: Raw -469.713038 + Penalty 320.284710 = -149.428328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.271210 sec): 2 clusters Score: Raw -1902.104119 + Penalty 262.367707 = -1639.736412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.271456 sec): 3 clusters Score: Raw -1897.609397 + Penalty 524.125357 = -1373.484041 nChanged 1 SP:Iteration 1Q (19.271697 sec): 3 clusters Score: Raw -1899.487993 + Penalty 516.463636 = -1383.024357 nChanged 1 SP:Iteration 2Q (19.271937 sec): 3 clusters Score: Raw -1901.459884 + Penalty 516.463636 = -1384.996249 nChanged 0 SP:Iteration 3F (19.272177 sec): 3 clusters Score: Raw -1901.459884 + Penalty 516.463636 = -1384.996249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.272657 sec): 2 clusters Score: Raw -165.468941 + Penalty 37.647490 = -127.821451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.272852 sec): 3 clusters Score: Raw -163.304494 + Penalty 75.294980 = -88.009515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.273392 sec): 2 clusters Score: Raw -3173.456097 + Penalty 472.394835 = -2701.061262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.273663 sec): 3 clusters Score: Raw -3176.036693 + Penalty 943.651161 = -2232.385532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.274615 sec): 2 clusters Score: Raw -18270.568017 + Penalty 756.274779 = -17514.293238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.275171 sec): 3 clusters Score: Raw -18252.645711 + Penalty 1510.439306 = -16742.206405 nChanged 31 SP:Iteration 1F (19.275696 sec): 3 clusters Score: Raw -18307.308838 + Penalty 1510.025839 = -16797.282999 nChanged 11 SP:Iteration 2F (19.276229 sec): 3 clusters Score: Raw -18326.765109 + Penalty 1510.138145 = -16816.626963 nChanged 5 SP:Iteration 3Q (19.276746 sec): 3 clusters Score: Raw -18336.761708 + Penalty 1509.750144 = -16827.011563 nChanged 3 SP:Iteration 4Q (19.277278 sec): 3 clusters Score: Raw -18343.422818 + Penalty 1510.030443 = -16833.392376 nChanged 1 SP:Iteration 5Q (19.277811 sec): 3 clusters Score: Raw -18344.972018 + Penalty 1510.088805 = -16834.883214 nChanged 1 SP:Iteration 6Q (19.278343 sec): 3 clusters Score: Raw -18347.864149 + Penalty 1509.894660 = -16837.969488 nChanged 1 SP:Iteration 7Q (19.278869 sec): 3 clusters Score: Raw -18349.707385 + Penalty 1509.894660 = -16839.812725 nChanged 0 SP:Iteration 8F (19.279413 sec): 3 clusters Score: Raw -18349.707385 + Penalty 1509.894660 = -16839.812725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.279909 sec): 2 clusters Score: Raw -945.409026 + Penalty 78.213242 = -867.195783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.280136 sec): 3 clusters Score: Raw -969.485587 + Penalty 155.341434 = -814.144153 nChanged 1 SP:Iteration 1F (19.280361 sec): 3 clusters Score: Raw -973.218552 + Penalty 155.341434 = -817.877117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.281614 sec): 2 clusters Score: Raw -28725.217384 + Penalty 802.233509 = -27922.983875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.282337 sec): 3 clusters Score: Raw -28625.305193 + Penalty 1604.573944 = -27020.731249 nChanged 57 SP:Iteration 1F (19.283053 sec): 3 clusters Score: Raw -28691.340695 + Penalty 1605.170301 = -27086.170394 nChanged 19 SP:Iteration 2F (19.283736 sec): 3 clusters Score: Raw -28719.090140 + Penalty 1605.249524 = -27113.840616 nChanged 8 SP:Iteration 3Q (19.284418 sec): 3 clusters Score: Raw -28730.283886 + Penalty 1605.633096 = -27124.650790 nChanged 6 SP:Iteration 4Q (19.285107 sec): 3 clusters Score: Raw -28737.437576 + Penalty 1605.885727 = -27131.551849 nChanged 1 SP:Iteration 5Q (19.285791 sec): 3 clusters Score: Raw -28738.667322 + Penalty 1606.020133 = -27132.647189 nChanged 2 SP:Iteration 6Q (19.286470 sec): 3 clusters Score: Raw -28740.621640 + Penalty 1606.597010 = -27134.024629 nChanged 3 SP:Iteration 7Q (19.287169 sec): 3 clusters Score: Raw -28744.908737 + Penalty 1606.979688 = -27137.929049 nChanged 6 SP:Iteration 8Q (19.287853 sec): 3 clusters Score: Raw -28755.853865 + Penalty 1607.255819 = -27148.598046 nChanged 3 SP:Iteration 9Q (19.288574 sec): 3 clusters Score: Raw -28757.568189 + Penalty 1607.622463 = -27149.945726 nChanged 2 SP:Iteration 10F (19.289285 sec): 3 clusters Score: Raw -28760.430580 + Penalty 1607.626630 = -27152.803950 nChanged 1 SP:Iteration 11Q (19.289982 sec): 3 clusters Score: Raw -28762.231493 + Penalty 1607.626630 = -27154.604863 nChanged 0 SP:Iteration 12F (19.290690 sec): 3 clusters Score: Raw -28762.231493 + Penalty 1607.626630 = -27154.604863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.291171 sec): 2 clusters Score: Raw -547.641574 + Penalty 212.685344 = -334.956231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.291391 sec): 3 clusters Score: Raw -540.457886 + Penalty 446.570749 = -93.887136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.291854 sec): 2 clusters Score: Raw -179.521764 + Penalty 85.185439 = -94.336325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.292061 sec): 3 clusters Score: Raw -170.335864 + Penalty 170.370877 = 0.035013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.292681 sec): 2 clusters Score: Raw -5956.676963 + Penalty 658.034615 = -5298.642348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.293004 sec): 3 clusters Score: Raw -6043.722728 + Penalty 1313.234191 = -4730.488537 nChanged 1 SP:Iteration 1Q (19.293304 sec): 3 clusters Score: Raw -6046.307381 + Penalty 1313.234191 = -4733.073189 nChanged 0 SP:Iteration 2F (19.293618 sec): 3 clusters Score: Raw -6046.307381 + Penalty 1313.234191 = -4733.073189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.294087 sec): 2 clusters Score: Raw -248.295686 + Penalty 82.736876 = -165.558810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.294282 sec): 2 clusters Score: Raw -248.295686 + Penalty 82.736876 = -165.558810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.294796 sec): 2 clusters Score: Raw -2118.985392 + Penalty 445.815757 = -1673.169635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.295048 sec): 3 clusters Score: Raw -2158.036493 + Penalty 899.913099 = -1258.123394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.295534 sec): 2 clusters Score: Raw -1233.909769 + Penalty 339.834764 = -894.075005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.295767 sec): 3 clusters Score: Raw -1236.545331 + Penalty 675.584354 = -560.960977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.296215 sec): 2 clusters Score: Raw -79.522839 + Penalty 0.000000 = -79.522839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.296402 sec): 2 clusters Score: Raw -79.522839 + Penalty 0.000000 = -79.522839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.296918 sec): 2 clusters Score: Raw -1974.929229 + Penalty 345.071513 = -1629.857716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.297168 sec): 3 clusters Score: Raw -1986.853861 + Penalty 684.892092 = -1301.961769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.297784 sec): 2 clusters Score: Raw -4461.977833 + Penalty 383.707851 = -4078.269982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.298084 sec): 3 clusters Score: Raw -4461.226360 + Penalty 764.244355 = -3696.982006 nChanged 4 SP:Iteration 1F (19.298380 sec): 3 clusters Score: Raw -4468.765408 + Penalty 761.765588 = -3706.999820 nChanged 3 SP:Iteration 2F (19.298675 sec): 3 clusters Score: Raw -4475.783359 + Penalty 764.454530 = -3711.328830 nChanged 1 SP:Iteration 3Q (19.298964 sec): 3 clusters Score: Raw -4478.483272 + Penalty 764.454530 = -3714.028742 nChanged 0 SP:Iteration 4F (19.299258 sec): 3 clusters Score: Raw -4478.483272 + Penalty 764.454530 = -3714.028742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299715 sec): 2 clusters Score: Raw -82.560993 + Penalty 0.000000 = -82.560993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.299906 sec): 2 clusters Score: Raw -82.560993 + Penalty 0.000000 = -82.560993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.300388 sec): 2 clusters Score: Raw -1033.954732 + Penalty 294.699452 = -739.255280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.300617 sec): 3 clusters Score: Raw -1029.427163 + Penalty 590.672195 = -438.754968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.301128 sec): 2 clusters Score: Raw -2079.199484 + Penalty 412.781064 = -1666.418420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.301387 sec): 3 clusters Score: Raw -2102.602666 + Penalty 827.783184 = -1274.819482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.301888 sec): 2 clusters Score: Raw -1565.963427 + Penalty 365.275819 = -1200.687608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.302129 sec): 3 clusters Score: Raw -1586.501781 + Penalty 726.783881 = -859.717900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.302603 sec): 2 clusters Score: Raw -500.845070 + Penalty 79.263829 = -421.581241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.302802 sec): 2 clusters Score: Raw -500.845070 + Penalty 79.263829 = -421.581241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.303279 sec): 2 clusters Score: Raw -859.373051 + Penalty 143.525169 = -715.847881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.303500 sec): 3 clusters Score: Raw -852.541049 + Penalty 287.050338 = -565.490711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.303997 sec): 2 clusters Score: Raw -1638.711804 + Penalty 376.786111 = -1261.925693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.304236 sec): 3 clusters Score: Raw -1632.255024 + Penalty 753.252850 = -879.002174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.304708 sec): 2 clusters Score: Raw -734.283808 + Penalty 236.546784 = -497.737024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.304948 sec): 3 clusters Score: Raw -723.945449 + Penalty 469.434728 = -254.510721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.305398 sec): 2 clusters Score: Raw -83.476424 + Penalty 0.000000 = -83.476424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.305583 sec): 2 clusters Score: Raw -83.476424 + Penalty 0.000000 = -83.476424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.306037 sec): 2 clusters Score: Raw -80.231696 + Penalty 0.000000 = -80.231696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.306226 sec): 2 clusters Score: Raw -80.231696 + Penalty 0.000000 = -80.231696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.306757 sec): 2 clusters Score: Raw -2950.801810 + Penalty 426.508042 = -2524.293769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.307020 sec): 3 clusters Score: Raw -2944.582110 + Penalty 841.319943 = -2103.262167 nChanged 2 SP:Iteration 1F (19.307285 sec): 3 clusters Score: Raw -2949.303730 + Penalty 829.167945 = -2120.135785 nChanged 2 SP:Iteration 2F (19.307544 sec): 3 clusters Score: Raw -2952.172815 + Penalty 825.101487 = -2127.071328 nChanged 2 SP:Iteration 3F (19.307802 sec): 3 clusters Score: Raw -2953.352667 + Penalty 814.791036 = -2138.561631 nChanged 2 SP:Iteration 4F (19.308060 sec): 3 clusters Score: Raw -2953.376247 + Penalty 806.084154 = -2147.292094 nChanged 1 SP:Iteration 5Q (19.308308 sec): 3 clusters Score: Raw -2953.158275 + Penalty 810.577089 = -2142.581186 nChanged 1 SP:Iteration 6F (19.308566 sec): 3 clusters Score: Raw -2952.159173 + Penalty 810.577089 = -2141.582084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.309047 sec): 2 clusters Score: Raw -983.601774 + Penalty 318.999631 = -664.602143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.309273 sec): 3 clusters Score: Raw -963.598957 + Penalty 642.247845 = -321.351112 nChanged 1 SP:Iteration 1F (19.309494 sec): 3 clusters Score: Raw -967.693690 + Penalty 640.753727 = -326.939962 nChanged 1 SP:Iteration 2F (19.309713 sec): 3 clusters Score: Raw -974.890480 + Penalty 318.999631 = -655.890849 nChanged 1 SP:Iteration 3F (19.309914 sec): 2 clusters Score: Raw -983.601774 + Penalty 318.999631 = -664.602143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.310383 sec): 2 clusters Score: Raw -574.460928 + Penalty 242.846598 = -331.614330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.310581 sec): 2 clusters Score: Raw -574.460928 + Penalty 242.846598 = -331.614330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.311047 sec): 2 clusters Score: Raw -261.221585 + Penalty 102.001887 = -159.219698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.311258 sec): 3 clusters Score: Raw -254.813874 + Penalty 194.660858 = -60.153016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.311722 sec): 2 clusters Score: Raw -371.757135 + Penalty 156.647897 = -215.109238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.311934 sec): 3 clusters Score: Raw -357.789866 + Penalty 313.295794 = -44.494072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 104 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.312694 sec): 2 clusters Score: Raw -10581.083549 + Penalty 756.043021 = -9825.040528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.313116 sec): 3 clusters Score: Raw -10665.784720 + Penalty 1511.194953 = -9154.589767 nChanged 4 SP:Iteration 1Q (19.313498 sec): 3 clusters Score: Raw -10678.105724 + Penalty 1511.129299 = -9166.976424 nChanged 1 SP:Iteration 2Q (19.313891 sec): 3 clusters Score: Raw -10679.619634 + Penalty 1511.129299 = -9168.490335 nChanged 0 SP:Iteration 3F (19.314293 sec): 3 clusters Score: Raw -10679.619634 + Penalty 1511.129299 = -9168.490335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.314902 sec): 2 clusters Score: Raw -5588.639761 + Penalty 557.019397 = -5031.620365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.315217 sec): 3 clusters Score: Raw -5610.130314 + Penalty 1111.923158 = -4498.207156 nChanged 1 SP:Iteration 1Q (19.315522 sec): 3 clusters Score: Raw -5613.599397 + Penalty 1113.721060 = -4499.878336 nChanged 2 SP:Iteration 2Q (19.315826 sec): 3 clusters Score: Raw -5616.294061 + Penalty 1113.721060 = -4502.573001 nChanged 0 SP:Iteration 3F (19.316137 sec): 3 clusters Score: Raw -5616.294061 + Penalty 1113.721060 = -4502.573001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.316658 sec): 2 clusters Score: Raw -2451.527152 + Penalty 472.447975 = -1979.079177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.316911 sec): 3 clusters Score: Raw -2471.594010 + Penalty 939.839287 = -1531.754724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.317383 sec): 2 clusters Score: Raw -503.162246 + Penalty 159.833649 = -343.328596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.317598 sec): 3 clusters Score: Raw -516.466951 + Penalty 319.667299 = -196.799652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.318056 sec): 2 clusters Score: Raw -83.489035 + Penalty 0.000000 = -83.489035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.318241 sec): 2 clusters Score: Raw -83.489035 + Penalty 0.000000 = -83.489035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.318695 sec): 2 clusters Score: Raw -175.923458 + Penalty 65.055921 = -110.867536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.318895 sec): 3 clusters Score: Raw -168.190149 + Penalty 130.111843 = -38.078307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.319396 sec): 2 clusters Score: Raw -1554.413452 + Penalty 402.435361 = -1151.978092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.319634 sec): 3 clusters Score: Raw -1546.919285 + Penalty 806.037611 = -740.881673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.320114 sec): 2 clusters Score: Raw -892.366082 + Penalty 195.463768 = -696.902314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.320340 sec): 3 clusters Score: Raw -888.471009 + Penalty 390.927535 = -497.543474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.320980 sec): 2 clusters Score: Raw -6176.725545 + Penalty 666.089742 = -5510.635802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.321304 sec): 3 clusters Score: Raw -6248.151732 + Penalty 1332.904263 = -4915.247470 nChanged 1 SP:Iteration 1Q (19.321605 sec): 3 clusters Score: Raw -6254.572468 + Penalty 1332.904263 = -4921.668205 nChanged 0 SP:Iteration 2F (19.321923 sec): 3 clusters Score: Raw -6254.572468 + Penalty 1332.904263 = -4921.668205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.322411 sec): 2 clusters Score: Raw -1122.770745 + Penalty 304.332595 = -818.438150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.322641 sec): 3 clusters Score: Raw -1113.657781 + Penalty 576.002318 = -537.655464 nChanged 1 SP:Iteration 1F (19.322865 sec): 3 clusters Score: Raw -1115.759160 + Penalty 529.588893 = -586.170267 nChanged 1 SP:Iteration 2F (19.323085 sec): 3 clusters Score: Raw -1116.014839 + Penalty 304.332595 = -811.682244 nChanged 1 SP:Iteration 3F (19.323288 sec): 2 clusters Score: Raw -1122.770745 + Penalty 304.332595 = -818.438150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.323731 sec): 2 clusters Score: Raw -76.330153 + Penalty 0.000000 = -76.330153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.323910 sec): 2 clusters Score: Raw -76.330153 + Penalty 0.000000 = -76.330153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.324402 sec): 2 clusters Score: Raw -1462.186121 + Penalty 362.018773 = -1100.167348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.324635 sec): 3 clusters Score: Raw -1453.339940 + Penalty 724.133955 = -729.205985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.325078 sec): 2 clusters Score: Raw -78.119873 + Penalty 0.000000 = -78.119873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.325259 sec): 2 clusters Score: Raw -78.119873 + Penalty 0.000000 = -78.119873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.325727 sec): 2 clusters Score: Raw -275.058059 + Penalty 119.517082 = -155.540977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.325924 sec): 2 clusters Score: Raw -275.058059 + Penalty 119.517082 = -155.540977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.326410 sec): 2 clusters Score: Raw -844.552650 + Penalty 75.073650 = -769.479000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.326636 sec): 3 clusters Score: Raw -864.468383 + Penalty 188.103635 = -676.364747 nChanged 2 SP:Iteration 1F (19.326852 sec): 3 clusters Score: Raw -883.193116 + Penalty 188.103635 = -695.089481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.327303 sec): 2 clusters Score: Raw -81.413383 + Penalty 0.000000 = -81.413383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.327488 sec): 2 clusters Score: Raw -81.413383 + Penalty 0.000000 = -81.413383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.327975 sec): 2 clusters Score: Raw -1215.827430 + Penalty 268.398123 = -947.429306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.328226 sec): 3 clusters Score: Raw -1206.716044 + Penalty 538.836455 = -667.879590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.328679 sec): 2 clusters Score: Raw -86.092280 + Penalty 0.000000 = -86.092280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.328870 sec): 2 clusters Score: Raw -86.092280 + Penalty 0.000000 = -86.092280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.329549 sec): 2 clusters Score: Raw -7196.071707 + Penalty 262.800228 = -6933.271479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.329917 sec): 3 clusters Score: Raw -7183.481698 + Penalty 525.486239 = -6657.995459 nChanged 18 SP:Iteration 1F (19.330278 sec): 3 clusters Score: Raw -7225.332183 + Penalty 525.450051 = -6699.882132 nChanged 3 SP:Iteration 2Q (19.330634 sec): 3 clusters Score: Raw -7229.448257 + Penalty 525.256449 = -6704.191808 nChanged 2 SP:Iteration 3Q (19.330988 sec): 3 clusters Score: Raw -7236.199536 + Penalty 525.454271 = -6710.745265 nChanged 1 SP:Iteration 4Q (19.331340 sec): 3 clusters Score: Raw -7239.801729 + Penalty 525.454271 = -6714.347458 nChanged 0 SP:Iteration 5F (19.331701 sec): 3 clusters Score: Raw -7239.801729 + Penalty 525.454271 = -6714.347458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.332176 sec): 2 clusters Score: Raw -667.799354 + Penalty 268.723354 = -399.076000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.332396 sec): 3 clusters Score: Raw -650.754047 + Penalty 536.251690 = -114.502357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.332848 sec): 2 clusters Score: Raw -83.376787 + Penalty 0.000000 = -83.376787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.333035 sec): 2 clusters Score: Raw -83.376787 + Penalty 0.000000 = -83.376787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.333505 sec): 2 clusters Score: Raw -643.530120 + Penalty 237.843678 = -405.686442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.333724 sec): 3 clusters Score: Raw -637.518706 + Penalty 466.370459 = -171.148247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.334308 sec): 2 clusters Score: Raw -5128.589520 + Penalty 588.321171 = -4540.268349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.334609 sec): 3 clusters Score: Raw -5155.574736 + Penalty 1179.393187 = -3976.181549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.335254 sec): 2 clusters Score: Raw -5343.474786 + Penalty 148.060842 = -5195.413944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.335593 sec): 3 clusters Score: Raw -5327.093386 + Penalty 294.745117 = -5032.348268 nChanged 10 SP:Iteration 1F (19.335927 sec): 3 clusters Score: Raw -5338.913146 + Penalty 295.790122 = -5043.123024 nChanged 3 SP:Iteration 2Q (19.336253 sec): 3 clusters Score: Raw -5345.619597 + Penalty 296.124612 = -5049.494984 nChanged 4 SP:Iteration 3F (19.336581 sec): 3 clusters Score: Raw -5356.847687 + Penalty 296.193482 = -5060.654205 nChanged 3 SP:Iteration 4Q (19.336926 sec): 3 clusters Score: Raw -5360.237391 + Penalty 297.395189 = -5062.842202 nChanged 3 SP:Iteration 5Q (19.337249 sec): 3 clusters Score: Raw -5362.378529 + Penalty 298.113943 = -5064.264586 nChanged 1 SP:Iteration 6Q (19.337569 sec): 3 clusters Score: Raw -5364.260351 + Penalty 296.816892 = -5067.443459 nChanged 1 SP:Iteration 7Q (19.337889 sec): 3 clusters Score: Raw -5364.734334 + Penalty 296.816892 = -5067.917442 nChanged 0 SP:Iteration 8F (19.338216 sec): 3 clusters Score: Raw -5364.734334 + Penalty 296.816892 = -5067.917442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.338688 sec): 2 clusters Score: Raw -549.607457 + Penalty 234.232952 = -315.374505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.338904 sec): 3 clusters Score: Raw -546.895809 + Penalty 471.519448 = -75.376361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.339417 sec): 2 clusters Score: Raw -2130.491029 + Penalty 384.472819 = -1746.018211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.339666 sec): 3 clusters Score: Raw -2139.246971 + Penalty 769.301670 = -1369.945301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.340115 sec): 2 clusters Score: Raw -84.268688 + Penalty 0.000000 = -84.268688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.340304 sec): 2 clusters Score: Raw -84.268688 + Penalty 0.000000 = -84.268688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.340809 sec): 2 clusters Score: Raw -1861.458099 + Penalty 401.214351 = -1460.243749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.341051 sec): 3 clusters Score: Raw -1853.179375 + Penalty 802.619998 = -1050.559377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.341514 sec): 2 clusters Score: Raw -272.296341 + Penalty 119.034392 = -153.261949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.341723 sec): 3 clusters Score: Raw -262.230078 + Penalty 223.334383 = -38.895696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.342190 sec): 2 clusters Score: Raw -451.735996 + Penalty 167.898111 = -283.837885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.342400 sec): 3 clusters Score: Raw -444.050232 + Penalty 301.746214 = -142.304018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.342861 sec): 2 clusters Score: Raw -322.320681 + Penalty 79.480759 = -242.839923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.343075 sec): 3 clusters Score: Raw -324.679978 + Penalty 158.961517 = -165.718461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.343530 sec): 2 clusters Score: Raw -176.442947 + Penalty 71.837813 = -104.605135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.343735 sec): 3 clusters Score: Raw -167.856910 + Penalty 143.675625 = -24.181284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.344188 sec): 2 clusters Score: Raw -85.129462 + Penalty 0.000000 = -85.129462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.344394 sec): 2 clusters Score: Raw -85.129462 + Penalty 0.000000 = -85.129462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.344849 sec): 2 clusters Score: Raw -84.554145 + Penalty 0.000000 = -84.554145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.345040 sec): 2 clusters Score: Raw -84.554145 + Penalty 0.000000 = -84.554145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.345502 sec): 2 clusters Score: Raw -281.172111 + Penalty 144.024939 = -137.147172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.345711 sec): 3 clusters Score: Raw -267.310030 + Penalty 298.991419 = 31.681389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.346174 sec): 2 clusters Score: Raw -372.153745 + Penalty 161.647451 = -210.506294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.346370 sec): 2 clusters Score: Raw -372.153745 + Penalty 161.647451 = -210.506294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.346846 sec): 2 clusters Score: Raw -825.340523 + Penalty 240.259408 = -585.081115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.347068 sec): 3 clusters Score: Raw -817.104521 + Penalty 483.486994 = -333.617527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.347529 sec): 2 clusters Score: Raw -231.445312 + Penalty 19.392205 = -212.053107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.347727 sec): 3 clusters Score: Raw -229.978284 + Penalty 32.794584 = -197.183700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.348234 sec): 2 clusters Score: Raw -2002.911619 + Penalty 407.226743 = -1595.684876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.348480 sec): 3 clusters Score: Raw -2004.768602 + Penalty 813.653009 = -1191.115592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 169 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.348952 sec): 2 clusters Score: Raw -640.436742 + Penalty 229.179155 = -411.257586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.349171 sec): 3 clusters Score: Raw -632.695666 + Penalty 456.123528 = -176.572138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 171 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.349639 sec): 2 clusters Score: Raw -551.763612 + Penalty 217.377670 = -334.385941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.349858 sec): 3 clusters Score: Raw -545.401802 + Penalty 426.917954 = -118.483848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.350317 sec): 2 clusters Score: Raw -166.659472 + Penalty 43.231136 = -123.428336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.350510 sec): 2 clusters Score: Raw -166.659472 + Penalty 43.231136 = -123.428336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.350988 sec): 2 clusters Score: Raw -353.751697 + Penalty 105.264739 = -248.486958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.351202 sec): 3 clusters Score: Raw -344.757064 + Penalty 210.529479 = -134.227585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.351668 sec): 2 clusters Score: Raw -170.184100 + Penalty 63.488562 = -106.695537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.351868 sec): 3 clusters Score: Raw -166.320934 + Penalty 126.977125 = -39.343809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.352322 sec): 2 clusters Score: Raw -85.575435 + Penalty 0.000000 = -85.575435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.352517 sec): 2 clusters Score: Raw -85.575435 + Penalty 0.000000 = -85.575435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 182 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.352988 sec): 2 clusters Score: Raw -756.152476 + Penalty 266.720388 = -489.432088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.353210 sec): 3 clusters Score: Raw -746.091598 + Penalty 534.373786 = -211.717812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.353666 sec): 2 clusters Score: Raw -182.251009 + Penalty 89.340017 = -92.910991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.353859 sec): 2 clusters Score: Raw -182.251009 + Penalty 89.340017 = -92.910991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.354314 sec): 2 clusters Score: Raw -173.925898 + Penalty 72.932219 = -100.993678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.354506 sec): 2 clusters Score: Raw -173.925898 + Penalty 72.932219 = -100.993678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.354961 sec): 2 clusters Score: Raw -164.164457 + Penalty 31.034354 = -133.130102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.355157 sec): 3 clusters Score: Raw -161.438488 + Penalty 62.068708 = -99.369779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 201 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.355661 sec): 2 clusters Score: Raw -1504.703036 + Penalty 64.616732 = -1440.086304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.355900 sec): 3 clusters Score: Raw -1498.268515 + Penalty 139.260503 = -1359.008012 nChanged 3 SP:Iteration 1F (19.356135 sec): 3 clusters Score: Raw -1504.383904 + Penalty 139.260503 = -1365.123401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.356597 sec): 2 clusters Score: Raw -263.894643 + Penalty 104.637384 = -159.257259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.356806 sec): 3 clusters Score: Raw -256.948020 + Penalty 190.500913 = -66.447107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.357261 sec): 2 clusters Score: Raw -151.882868 + Penalty 4.625510 = -147.257358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.357449 sec): 3 clusters Score: Raw -149.974059 + Penalty 9.251020 = -140.723038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.357912 sec): 2 clusters Score: Raw -153.549242 + Penalty 3.465736 = -150.083506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.358093 sec): 2 clusters Score: Raw -153.549242 + Penalty 3.465736 = -150.083506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.358544 sec): 2 clusters Score: Raw -76.845491 + Penalty 0.000000 = -76.845491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.358725 sec): 2 clusters Score: Raw -76.845491 + Penalty 0.000000 = -76.845491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.359170 sec): 2 clusters Score: Raw -154.791997 + Penalty 5.718384 = -149.073613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.359370 sec): 3 clusters Score: Raw -152.353926 + Penalty 11.436768 = -140.917159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 221 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.359836 sec): 2 clusters Score: Raw -313.529203 + Penalty 30.651071 = -282.878132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.360040 sec): 3 clusters Score: Raw -311.167794 + Penalty 54.278303 = -256.889491 nChanged 0 Deleting Class 16 (18 points): Lose 106.135532 but Gain 1491.557283 Iteration 20F (21.081901 sec): 143 clusters Score: Raw -2229798.206312 + Penalty 138431.283113 = -2091366.923199 nChanged 326 Deleting Class 100 (10 points): Lose 62.128088 but Gain 1410.903971 Iteration 21Q (21.246294 sec): 142 clusters Score: Raw -2230048.823675 + Penalty 137148.313692 = -2092900.509983 nChanged 230 Deleting Class 113 (16 points): Lose 135.145553 but Gain 1478.201524 Iteration 22Q (21.402666 sec): 141 clusters Score: Raw -2230122.396228 + Penalty 135745.318866 = -2094377.077362 nChanged 197 Deleting Class 106 (25 points): Lose 156.864714 but Gain 1494.764353 Iteration 23Q (21.555491 sec): 140 clusters Score: Raw -2230143.625612 + Penalty 134257.883453 = -2095885.742159 nChanged 224 Deleting Class 131 (7 points): Lose 72.850469 but Gain 1406.389424 Iteration 24Q (21.710204 sec): 139 clusters Score: Raw -2230249.580049 + Penalty 132849.353662 = -2097400.226387 nChanged 186 Deleting Class 101 (6 points): Lose 57.577789 but Gain 1380.305696 Iteration 25Q (21.860719 sec): 138 clusters Score: Raw -2230287.543796 + Penalty 131587.775301 = -2098699.768495 nChanged 162 Deleting Class 156 (3 points): Lose 17.225124 but Gain 1335.107422 Iteration 26Q (22.008257 sec): 137 clusters Score: Raw -2230347.306203 + Penalty 130242.293109 = -2100105.013093 nChanged 155 Deleting Class 128 (1 points): Lose 2.491007 but Gain 1314.656312 Iteration 27Q (22.157144 sec): 136 clusters Score: Raw -2230409.674548 + Penalty 127828.315825 = -2102581.358723 nChanged 133 Deleting Class 186 (2 points): Lose 6.535717 but Gain 1312.633658 Iteration 28Q (22.297610 sec): 134 clusters Score: Raw -2230461.074377 + Penalty 126520.569413 = -2103940.504964 nChanged 112 Deleting Class 148 (19 points): Lose 94.171705 but Gain 1387.704077 Iteration 29Q (22.435328 sec): 133 clusters Score: Raw -2230398.564605 + Penalty 125165.917286 = -2105232.647319 nChanged 114 Deleting Class 120 (15 points): Lose 79.537977 but Gain 1361.436359 Iteration 30F (24.006802 sec): 132 clusters Score: Raw -2230383.821075 + Penalty 123896.445204 = -2106487.375871 nChanged 102 Deleting Class 43 (23 points): Lose 108.015414 but Gain 1390.675488 Iteration 31Q (24.143838 sec): 131 clusters Score: Raw -2230345.611241 + Penalty 122802.293661 = -2107543.317580 nChanged 97 Deleting Class 164 (22 points): Lose 94.684929 but Gain 1370.578222 Iteration 32Q (24.280011 sec): 130 clusters Score: Raw -2230324.955346 + Penalty 121558.310049 = -2108766.645297 nChanged 93 Deleting Class 92 (16 points): Lose 77.601142 but Gain 1352.807702 Iteration 33Q (24.415834 sec): 129 clusters Score: Raw -2230309.744517 + Penalty 120237.899121 = -2110071.845396 nChanged 75 Deleting Class 72 (60 points): Lose 351.267525 but Gain 1622.730841 Iteration 34Q (24.549860 sec): 128 clusters Score: Raw -2230005.621911 + Penalty 118778.264750 = -2111227.357161 nChanged 117 Deleting Class 154 (1 points): Lose 4.523026 but Gain 1265.997299 Iteration 35Q (24.685710 sec): 127 clusters Score: Raw -2230174.543551 + Penalty 117536.586124 = -2112637.957427 nChanged 73 Deleting Class 182 (8 points): Lose 54.492899 but Gain 1306.268523 Iteration 36Q (24.817938 sec): 126 clusters Score: Raw -2230162.097735 + Penalty 116294.841596 = -2113867.256139 nChanged 83 Deleting Class 76 (13 points): Lose 99.045928 but Gain 1349.310728 Iteration 37Q (24.954567 sec): 125 clusters Score: Raw -2230133.190915 + Penalty 115031.282578 = -2115101.908337 nChanged 82 Deleting Class 140 (54 points): Lose 284.323410 but Gain 1529.313032 Iteration 38Q (25.085826 sec): 124 clusters Score: Raw -2229926.359695 + Penalty 113635.529362 = -2116290.830333 nChanged 121 Deleting Class 71 (2 points): Lose 7.710403 but Gain 1251.592255 Iteration 39Q (25.220280 sec): 123 clusters Score: Raw -2230122.912513 + Penalty 112414.814467 = -2117708.098046 nChanged 73 Deleting Class 177 (1 points): Lose 5.368202 but Gain 1246.505521 Iteration 40F (26.667870 sec): 122 clusters Score: Raw -2230196.889124 + Penalty 111196.053769 = -2119000.835355 nChanged 64 Deleting Class 59 (5 points): Lose 46.060844 but Gain 1286.631985 Iteration 41Q (26.798144 sec): 121 clusters Score: Raw -2230188.014373 + Penalty 109947.662969 = -2120240.351404 nChanged 60 Deleting Class 85 (22 points): Lose 110.247673 but Gain 1350.498772 Iteration 42Q (26.927430 sec): 120 clusters Score: Raw -2230128.965529 + Penalty 108707.956674 = -2121421.008855 nChanged 70 Deleting Class 75 (22 points): Lose 208.389388 but Gain 1445.564006 Iteration 43Q (27.056145 sec): 119 clusters Score: Raw -2229999.602788 + Penalty 107387.034570 = -2122612.568218 nChanged 71 Deleting Class 83 (11 points): Lose 64.327471 but Gain 1295.460717 Iteration 44Q (27.185627 sec): 118 clusters Score: Raw -2230064.602003 + Penalty 106160.966470 = -2123903.635533 nChanged 57 Deleting Class 63 (40 points): Lose 209.843725 but Gain 1411.860034 Iteration 45Q (27.312327 sec): 117 clusters Score: Raw -2229908.966729 + Penalty 104879.049937 = -2125029.916792 nChanged 77 Deleting Class 137 (8 points): Lose 61.927659 but Gain 1261.325516 Iteration 46Q (27.439001 sec): 116 clusters Score: Raw -2229957.261847 + Penalty 103709.522641 = -2126247.739206 nChanged 52 Deleting Class 123 (4 points): Lose 26.905325 but Gain 1223.957910 Iteration 47Q (27.565091 sec): 115 clusters Score: Raw -2229992.717448 + Penalty 102538.920165 = -2127453.797283 nChanged 30 Deleting Class 118 (13 points): Lose 54.235521 but Gain 1250.747009 Iteration 48Q (27.688981 sec): 114 clusters Score: Raw -2229956.770160 + Penalty 101345.203630 = -2128611.566530 nChanged 25 Deleting Class 158 (5 points): Lose 29.144352 but Gain 1213.747527 Iteration 49Q (27.812053 sec): 113 clusters Score: Raw -2229961.684709 + Penalty 100154.745532 = -2129806.939176 nChanged 24 Deleting Class 98 (39 points): Lose 124.132567 but Gain 1310.018824 Iteration 50F (29.138093 sec): 112 clusters Score: Raw -2229854.535442 + Penalty 98896.060110 = -2130958.475332 nChanged 55 Deleting Class 169 (10 points): Lose 70.952381 but Gain 1243.375273 Iteration 51Q (29.270944 sec): 111 clusters Score: Raw -2229840.163586 + Penalty 97662.804342 = -2132177.359244 nChanged 29 Deleting Class 24 (110 points): Lose 322.209094 but Gain 1490.895098 Iteration 52Q (29.396901 sec): 110 clusters Score: Raw -2229543.578731 + Penalty 96188.624193 = -2133354.954537 nChanged 124 Deleting Class 70 (6 points): Lose 42.469100 but Gain 1208.873395 Iteration 53Q (29.524580 sec): 109 clusters Score: Raw -2229692.874729 + Penalty 95065.952685 = -2134626.922044 nChanged 27 Deleting Class 89 (17 points): Lose 151.443051 but Gain 1312.999645 Iteration 54Q (29.647285 sec): 108 clusters Score: Raw -2229577.519952 + Penalty 93714.211898 = -2135863.308054 nChanged 37 Deleting Class 161 (15 points): Lose 78.528718 but Gain 1230.688498 Iteration 55Q (29.769986 sec): 107 clusters Score: Raw -2229571.973316 + Penalty 92575.458917 = -2136996.514399 nChanged 36 Deleting Class 171 (6 points): Lose 85.228393 but Gain 1235.543915 Iteration 56Q (29.890056 sec): 106 clusters Score: Raw -2229560.122759 + Penalty 91379.260866 = -2138180.861894 nChanged 21 Deleting Class 115 (76 points): Lose 487.021616 but Gain 1636.798549 Iteration 57Q (30.008945 sec): 105 clusters Score: Raw -2229104.125471 + Penalty 89862.510023 = -2139241.615448 nChanged 91 Deleting Class 94 (11 points): Lose 64.280386 but Gain 1212.241728 Iteration 58Q (30.131911 sec): 104 clusters Score: Raw -2229292.415787 + Penalty 88724.420213 = -2140567.995574 nChanged 39 Deleting Class 153 (3 points): Lose 13.531407 but Gain 1141.873068 Iteration 59Q (30.252836 sec): 103 clusters Score: Raw -2229345.365475 + Penalty 87600.263395 = -2141745.102080 nChanged 25 Deleting Class 145 (9 points): Lose 226.423208 but Gain 1352.620690 Iteration 60F (31.447954 sec): 102 clusters Score: Raw -2229150.932506 + Penalty 86397.418634 = -2142753.513872 nChanged 37 Deleting Class 17 (22 points): Lose 85.057426 but Gain 1206.019093 Iteration 61Q (31.567198 sec): 101 clusters Score: Raw -2229127.488255 + Penalty 85280.594438 = -2143846.893817 nChanged 40 Deleting Class 155 (1 points): Lose 1.019909 but Gain 1103.027646 Iteration 62Q (31.685033 sec): 100 clusters Score: Raw -2229182.413341 + Penalty 84183.324413 = -2144999.088928 nChanged 15 Deleting Class 149 (3 points): Lose 15.421522 but Gain 1103.445710 Iteration 63Q (31.801447 sec): 99 clusters Score: Raw -2229183.756892 + Penalty 83101.471316 = -2146082.285576 nChanged 9 Deleting Class 146 (36 points): Lose 192.782260 but Gain 1279.024000 Iteration 64Q (31.916486 sec): 98 clusters Score: Raw -2229002.564552 + Penalty 81989.212319 = -2147013.352233 nChanged 37 Deleting Class 102 (7 points): Lose 34.026397 but Gain 1167.330601 Iteration 65Q (32.033398 sec): 97 clusters Score: Raw -2229079.322876 + Penalty 80900.906375 = -2148178.416502 nChanged 12 Deleting Class 44 (12 points): Lose 88.730034 but Gain 1172.416387 Iteration 66Q (32.148772 sec): 96 clusters Score: Raw -2229014.843596 + Penalty 80240.484783 = -2148774.358812 nChanged 21 Deleting Class 55 (40 points): Lose 191.795787 but Gain 1270.391174 Iteration 67Q (32.265218 sec): 95 clusters Score: Raw -2228900.250239 + Penalty 79053.149699 = -2149847.100539 nChanged 49 Deleting Class 30 (35 points): Lose 106.557990 but Gain 1176.959422 Iteration 68Q (32.381175 sec): 94 clusters Score: Raw -2228926.072959 + Penalty 77905.850430 = -2151020.222529 nChanged 45 Deleting Class 51 (12 points): Lose 47.697825 but Gain 1108.387001 Iteration 69Q (32.495830 sec): 93 clusters Score: Raw -2228939.140948 + Penalty 76817.738836 = -2152121.402112 nChanged 22 Deleting Class 150 (6 points): Lose 50.809513 but Gain 1104.621006 Iteration 70F (33.570328 sec): 92 clusters Score: Raw -2228914.668616 + Penalty 75738.093888 = -2153176.574728 nChanged 14 Deleting Class 37 (54 points): Lose 354.410308 but Gain 1405.318031 Iteration 71Q (33.689363 sec): 91 clusters Score: Raw -2228574.607310 + Penalty 74437.056698 = -2154137.550613 nChanged 56 Deleting Class 78 (34 points): Lose 160.982647 but Gain 1189.029577 Iteration 72Q (33.805793 sec): 90 clusters Score: Raw -2228544.582721 + Penalty 73268.354218 = -2155276.228503 nChanged 59 Deleting Class 31 (7 points): Lose 48.017602 but Gain 1057.501632 Iteration 73Q (33.924456 sec): 89 clusters Score: Raw -2228584.621802 + Penalty 72329.121671 = -2156255.500131 nChanged 34 Deleting Class 203 (5 points): Lose 42.292799 but Gain 1083.842199 Iteration 74Q (34.039524 sec): 88 clusters Score: Raw -2228601.215603 + Penalty 71268.646055 = -2157332.569548 nChanged 25 Deleting Class 48 (6 points): Lose 10.288013 but Gain 1018.657458 Iteration 75Q (34.154159 sec): 87 clusters Score: Raw -2228620.111339 + Penalty 70261.497570 = -2158358.613769 nChanged 15 Deleting Class 127 (15 points): Lose 73.647442 but Gain 1077.937138 Iteration 76Q (34.274008 sec): 86 clusters Score: Raw -2228565.512808 + Penalty 69207.987954 = -2159357.524855 nChanged 25 Deleting Class 42 (7 points): Lose 221.691883 but Gain 1217.595368 Iteration 77Q (34.384837 sec): 85 clusters Score: Raw -2228380.244341 + Penalty 68023.348399 = -2160356.895942 nChanged 22 Deleting Class 188 (3 points): Lose 13.351244 but Gain 990.641784 Iteration 78Q (34.493789 sec): 84 clusters Score: Raw -2228429.361493 + Penalty 67060.753345 = -2161368.608148 nChanged 17 Deleting Class 33 (64 points): Lose 470.647135 but Gain 1443.763559 Iteration 79Q (34.602579 sec): 83 clusters Score: Raw -2228021.527865 + Penalty 65964.132611 = -2162057.395255 nChanged 71 Deleting Class 46 (158 points): Lose 536.134111 but Gain 1483.993311 Iteration 80F (35.558614 sec): 82 clusters Score: Raw -2227779.489303 + Penalty 64622.433705 = -2163157.055597 nChanged 187 Deleting Class 133 (1 points): Lose 79.036354 but Gain 1016.842382 Iteration 81Q (35.681095 sec): 81 clusters Score: Raw -2228067.478357 + Penalty 63610.216438 = -2164457.261918 nChanged 63 Deleting Class 112 (2 points): Lose 34.928253 but Gain 955.838093 Iteration 82Q (35.792497 sec): 80 clusters Score: Raw -2228097.513284 + Penalty 62673.710517 = -2165423.802767 nChanged 50 Deleting Class 104 (125 points): Lose 715.592421 but Gain 1635.057182 Iteration 83Q (35.902375 sec): 79 clusters Score: Raw -2227451.118341 + Penalty 61104.101772 = -2166347.016570 nChanged 169 Deleting Class 105 (71 points): Lose 473.555764 but Gain 1389.188957 Iteration 84Q (36.016337 sec): 78 clusters Score: Raw -2227323.971017 + Penalty 59950.525688 = -2167373.445328 nChanged 126 Deleting Class 60 (32 points): Lose 122.308514 but Gain 1013.452537 Iteration 85Q (36.128275 sec): 77 clusters Score: Raw -2227491.628375 + Penalty 58960.914434 = -2168530.713941 nChanged 92 Deleting Class 175 (13 points): Lose 175.670183 but Gain 1050.565338 Iteration 86Q (36.236822 sec): 76 clusters Score: Raw -2227411.745659 + Penalty 57892.740245 = -2169519.005414 nChanged 50 Deleting Class 82 (1 points): Lose 5.166050 but Gain 873.561151 Iteration 87Q (36.343346 sec): 75 clusters Score: Raw -2227488.415084 + Penalty 57039.735803 = -2170448.679281 nChanged 33 Deleting Class 173 (3 points): Lose 25.386591 but Gain 884.105673 Iteration 88Q (36.448724 sec): 74 clusters Score: Raw -2227482.882782 + Penalty 56168.440932 = -2171314.441849 nChanged 27 Deleting Class 176 (2 points): Lose 83.331803 but Gain 932.809575 Iteration 89Q (36.555891 sec): 73 clusters Score: Raw -2227415.419790 + Penalty 55246.236950 = -2172169.182840 nChanged 19 Deleting Class 125 (2 points): Lose 22.426552 but Gain 868.724206 Iteration 90F (37.402706 sec): 72 clusters Score: Raw -2227415.760777 + Penalty 54468.528169 = -2172947.232608 nChanged 27 Deleting Class 147 (1 points): Lose 41.186844 but Gain 885.771645 Iteration 91Q (37.507853 sec): 71 clusters Score: Raw -2227415.489377 + Penalty 53674.892039 = -2173740.597337 nChanged 26 Deleting Class 114 (28 points): Lose 199.169563 but Gain 1014.714643 Iteration 92Q (37.612791 sec): 70 clusters Score: Raw -2227281.422193 + Penalty 52670.007044 = -2174611.415149 nChanged 48 Deleting Class 11 (103 points): Lose 465.216447 but Gain 1257.535981 Iteration 93Q (37.717366 sec): 69 clusters Score: Raw -2226873.630993 + Penalty 51513.176309 = -2175360.454684 nChanged 134 Deleting Class 81 (76 points): Lose 349.149769 but Gain 1125.067441 Iteration 94Q (37.824556 sec): 68 clusters Score: Raw -2226740.500912 + Penalty 50430.345420 = -2176310.155492 nChanged 141 Deleting Class 49 (73 points): Lose 147.505151 but Gain 920.104136 Iteration 95Q (37.931277 sec): 67 clusters Score: Raw -2226773.725757 + Penalty 49602.261109 = -2177171.464648 nChanged 141 Deleting Class 22 (43 points): Lose 217.321658 but Gain 970.910377 Iteration 96Q (38.036551 sec): 66 clusters Score: Raw -2226710.310904 + Penalty 48816.025547 = -2177894.285356 nChanged 101 Deleting Class 73 (3 points): Lose 53.802136 but Gain 766.968684 Iteration 97Q (38.140517 sec): 65 clusters Score: Raw -2226791.177074 + Penalty 48164.622384 = -2178626.554689 nChanged 51 Deleting Class 96 (2 points): Lose 104.082134 but Gain 792.060307 Iteration 98Q (38.242326 sec): 64 clusters Score: Raw -2226762.912135 + Penalty 47402.049077 = -2179360.863058 nChanged 35 Deleting Class 91 (16 points): Lose 100.986050 but Gain 776.525017 Iteration 99Q (38.342786 sec): 63 clusters Score: Raw -2226754.804793 + Penalty 46666.519162 = -2180088.285631 nChanged 47 Deleting Class 110 (6 points): Lose 181.680693 but Gain 908.471843 Iteration 100F (39.073720 sec): 62 clusters Score: Raw -2226641.731550 + Penalty 45882.354807 = -2180759.376744 nChanged 31 Deleting Class 58 (127 points): Lose 554.713173 but Gain 1203.128640 Iteration 101Q (39.175127 sec): 61 clusters Score: Raw -2226301.256394 + Penalty 44724.385628 = -2181576.870766 nChanged 145 Deleting Class 111 (1 points): Lose 80.310982 but Gain 692.519293 Iteration 102Q (39.278280 sec): 60 clusters Score: Raw -2226506.540326 + Penalty 44025.432782 = -2182481.107544 nChanged 47 Deleting Class 34 (138 points): Lose 711.281008 but Gain 1252.451330 Iteration 103Q (39.378536 sec): 59 clusters Score: Raw -2225826.360759 + Penalty 42831.254565 = -2182995.106194 nChanged 156 Deleting Class 151 (4 points): Lose 94.128898 but Gain 583.887948 Iteration 104Q (39.481986 sec): 58 clusters Score: Raw -2226148.520907 + Penalty 42203.040684 = -2183945.480223 nChanged 34 Deleting Class 41 (75 points): Lose 201.418516 but Gain 653.086185 Iteration 105Q (39.581851 sec): 57 clusters Score: Raw -2226022.307081 + Penalty 41554.426683 = -2184467.880398 nChanged 99 Deleting Class 18 (179 points): Lose 1191.554242 but Gain 1636.329031 Iteration 106Q (39.681520 sec): 56 clusters Score: Raw -2224999.798974 + Penalty 39970.677396 = -2185029.121578 nChanged 200 Deleting Class 97 (1 points): Lose 75.654913 but Gain 514.815783 Iteration 107Q (39.782899 sec): 55 clusters Score: Raw -2225558.739272 + Penalty 39431.531855 = -2186127.207417 nChanged 44 Deleting Class 77 (1 points): Lose 13.743824 but Gain 437.805433 Iteration 108Q (39.884467 sec): 54 clusters Score: Raw -2225620.141938 + Penalty 39018.627460 = -2186601.514479 nChanged 28 Deleting Class 62 (2 points): Lose 131.616299 but Gain 553.138041 Iteration 109Q (39.980872 sec): 53 clusters Score: Raw -2225527.483388 + Penalty 38484.180906 = -2187043.302482 nChanged 19 Deleting Class 90 (26 points): Lose 100.471079 but Gain 509.970122 Iteration 110F (40.596686 sec): 52 clusters Score: Raw -2225512.522883 + Penalty 38049.092684 = -2187463.430199 nChanged 40 Deleting Class 198 (2 points): Lose 98.488592 but Gain 455.974143 Iteration 111Q (40.693618 sec): 51 clusters Score: Raw -2225639.325071 + Penalty 37588.838233 = -2188050.486838 nChanged 22 Deleting Class 57 (2 points): Lose 38.716968 but Gain 326.938879 Iteration 112Q (40.788526 sec): 50 clusters Score: Raw -2225628.336037 + Penalty 37292.792764 = -2188335.543274 nChanged 12 Deleting Class 67 (337 points): Lose 1174.462940 but Gain 1451.905134 Iteration 113Q (40.882957 sec): 49 clusters Score: Raw -2224495.501111 + Penalty 35885.020483 = -2188610.480628 nChanged 347 Deleting Class 38 (202 points): Lose 921.982652 but Gain 1190.158606 Iteration 114Q (40.984491 sec): 48 clusters Score: Raw -2224187.379399 + Penalty 35085.234943 = -2189102.144456 nChanged 273 Deleting Class 6 (249 points): Lose 796.232786 but Gain 981.776775 Iteration 115Q (41.081936 sec): 47 clusters Score: Raw -2223935.358172 + Penalty 34245.651461 = -2189689.706711 nChanged 350 Deleting Class 221 (4 points): Lose 49.165417 but Gain 225.171365 Iteration 116Q (41.179529 sec): 46 clusters Score: Raw -2224454.194196 + Penalty 33991.779779 = -2190462.414417 nChanged 149 Deleting Class 162 (3 points): Lose 37.761111 but Gain 179.765236 Iteration 117Q (41.272221 sec): 45 clusters Score: Raw -2224581.348099 + Penalty 33816.131888 = -2190765.216211 nChanged 101 Deleting Class 201 (20 points): Lose 115.911910 but Gain 241.351685 Iteration 118Q (41.362741 sec): 44 clusters Score: Raw -2224555.026912 + Penalty 33501.067418 = -2191053.959494 nChanged 92 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 -2224555.026912 + Penalty 33501.067418 = -2191053.959494Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.417627 sec): 2 clusters Score: Raw -45320.277348 + Penalty 375.399156 = -44944.878192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.418723 sec): 3 clusters Score: Raw -45068.345980 + Penalty 759.325891 = -44309.020090 nChanged 197 SP:Iteration 1F (41.419820 sec): 3 clusters Score: Raw -45315.534683 + Penalty 770.739531 = -44544.795152 nChanged 67 SP:Iteration 2F (41.420910 sec): 3 clusters Score: Raw -45395.946933 + Penalty 776.355934 = -44619.590999 nChanged 36 SP:Iteration 3F (41.421987 sec): 3 clusters Score: Raw -45429.941842 + Penalty 779.126632 = -44650.815210 nChanged 27 SP:Iteration 4F (41.423063 sec): 3 clusters Score: Raw -45451.786002 + Penalty 773.132122 = -44678.653880 nChanged 15 SP:Iteration 5Q (41.424082 sec): 3 clusters Score: Raw -45463.509263 + Penalty 768.052218 = -44695.457045 nChanged 8 SP:Iteration 6Q (41.425101 sec): 3 clusters Score: Raw -45470.544718 + Penalty 763.971390 = -44706.573328 nChanged 9 SP:Iteration 7Q (41.426112 sec): 3 clusters Score: Raw -45478.583325 + Penalty 758.729818 = -44719.853507 nChanged 9 SP:Iteration 8Q (41.427118 sec): 3 clusters Score: Raw -45484.270965 + Penalty 755.465538 = -44728.805426 nChanged 6 SP:Iteration 9Q (41.428116 sec): 3 clusters Score: Raw -45486.642612 + Penalty 754.355070 = -44732.287542 nChanged 2 SP:Iteration 10F (41.429187 sec): 3 clusters Score: Raw -45487.621078 + Penalty 750.534537 = -44737.086542 nChanged 7 SP:Iteration 11Q (41.430204 sec): 3 clusters Score: Raw -45491.560342 + Penalty 748.954390 = -44742.605952 nChanged 3 SP:Iteration 12Q (41.431203 sec): 3 clusters Score: Raw -45492.555643 + Penalty 746.902495 = -44745.653147 nChanged 4 SP:Iteration 13Q (41.432197 sec): 3 clusters Score: Raw -45493.374015 + Penalty 744.788995 = -44748.585020 nChanged 4 SP:Iteration 14Q (41.433189 sec): 3 clusters Score: Raw -45494.262355 + Penalty 742.301097 = -44751.961258 nChanged 5 SP:Iteration 15Q (41.434179 sec): 3 clusters Score: Raw -45496.447834 + Penalty 741.273064 = -44755.174770 nChanged 2 SP:Iteration 16Q (41.435190 sec): 3 clusters Score: Raw -45496.790170 + Penalty 740.766363 = -44756.023807 nChanged 1 SP:Iteration 17Q (41.436182 sec): 3 clusters Score: Raw -45497.161640 + Penalty 740.219451 = -44756.942188 nChanged 1 SP:Iteration 18Q (41.437175 sec): 3 clusters Score: Raw -45497.217926 + Penalty 739.655300 = -44757.562626 nChanged 1 SP:Iteration 19Q (41.438169 sec): 3 clusters Score: Raw -45497.430366 + Penalty 739.201689 = -44758.228677 nChanged 1 SP:Iteration 20F (41.439240 sec): 3 clusters Score: Raw -45497.825423 + Penalty 738.181904 = -44759.643518 nChanged 2 SP:Iteration 21Q (41.440250 sec): 3 clusters Score: Raw -45498.479697 + Penalty 737.212899 = -44761.266798 nChanged 2 SP:Iteration 22Q (41.441241 sec): 3 clusters Score: Raw -45499.129794 + Penalty 736.125660 = -44763.004134 nChanged 2 SP:Iteration 23Q (41.442230 sec): 3 clusters Score: Raw -45499.781518 + Penalty 735.178653 = -44764.602864 nChanged 2 SP:Iteration 24Q (41.443217 sec): 3 clusters Score: Raw -45500.377307 + Penalty 733.701421 = -44766.675886 nChanged 2 SP:Iteration 25Q (41.444204 sec): 3 clusters Score: Raw -45502.131296 + Penalty 732.348055 = -44769.783241 nChanged 2 SP:Iteration 26Q (41.445212 sec): 3 clusters Score: Raw -45503.357181 + Penalty 731.536359 = -44771.820822 nChanged 2 SP:Iteration 27Q (41.446201 sec): 3 clusters Score: Raw -45503.887787 + Penalty 731.536359 = -44772.351428 nChanged 0 SP:Iteration 28F (41.447279 sec): 3 clusters Score: Raw -45503.887787 + Penalty 731.536359 = -44772.351428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.452415 sec): 2 clusters Score: Raw -112129.607128 + Penalty 542.654979 = -111586.952149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.454812 sec): 3 clusters Score: Raw -111370.748497 + Penalty 1074.534223 = -110296.214274 nChanged 503 SP:Iteration 1F (41.457192 sec): 3 clusters Score: Raw -111621.931681 + Penalty 1064.312128 = -110557.619553 nChanged 194 SP:Iteration 2F (41.459567 sec): 3 clusters Score: Raw -111776.491689 + Penalty 1070.274607 = -110706.217082 nChanged 141 SP:Iteration 3F (41.461954 sec): 3 clusters Score: Raw -111909.895255 + Penalty 1088.300970 = -110821.594285 nChanged 96 SP:Iteration 4F (41.464326 sec): 3 clusters Score: Raw -112004.405693 + Penalty 1123.247478 = -110881.158216 nChanged 58 SP:Iteration 5Q (41.466660 sec): 3 clusters Score: Raw -112061.363523 + Penalty 1189.028253 = -110872.335270 nChanged 40 SP:Iteration 6F (41.469007 sec): 3 clusters Score: Raw -112108.741108 + Penalty 1300.132416 = -110808.608692 nChanged 18 SP:Iteration 7F (41.471368 sec): 3 clusters Score: Raw -112129.778254 + Penalty 1343.312052 = -110786.466202 nChanged 5 SP:Iteration 8F (41.473728 sec): 3 clusters Score: Raw -112132.355512 + Penalty 1336.312547 = -110796.042965 nChanged 1 SP:Iteration 9Q (41.475632 sec): 3 clusters Score: Raw -112131.825333 + Penalty 1336.312547 = -110795.512786 nChanged 0 SP:Iteration 10F (41.478329 sec): 3 clusters Score: Raw -112131.825333 + Penalty 1336.312547 = -110795.512786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.478929 sec): 2 clusters Score: Raw -1666.503403 + Penalty 27.444014 = -1639.059389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.479155 sec): 3 clusters Score: Raw -1675.036611 + Penalty 56.106759 = -1618.929851 nChanged 3 SP:Iteration 1F (41.479375 sec): 3 clusters Score: Raw -1679.003996 + Penalty 54.743815 = -1624.260181 nChanged 3 SP:Iteration 2F (41.479596 sec): 3 clusters Score: Raw -1685.490234 + Penalty 55.456753 = -1630.033481 nChanged 2 SP:Iteration 3F (41.479816 sec): 3 clusters Score: Raw -1688.460109 + Penalty 56.409907 = -1632.050201 nChanged 1 SP:Iteration 4Q (41.480030 sec): 3 clusters Score: Raw -1689.145549 + Penalty 56.409907 = -1632.735642 nChanged 0 SP:Iteration 5F (41.480249 sec): 3 clusters Score: Raw -1689.145549 + Penalty 56.409907 = -1632.735642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.481837 sec): 2 clusters Score: Raw -35842.537355 + Penalty 959.789701 = -34882.747654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.482778 sec): 3 clusters Score: Raw -35790.990943 + Penalty 1919.697453 = -33871.293490 nChanged 87 SP:Iteration 1F (41.483715 sec): 3 clusters Score: Raw -35931.633922 + Penalty 1919.806560 = -34011.827362 nChanged 28 SP:Iteration 2F (41.484630 sec): 3 clusters Score: Raw -35986.868458 + Penalty 1920.164630 = -34066.703828 nChanged 13 SP:Iteration 3Q (41.485544 sec): 3 clusters Score: Raw -36015.299066 + Penalty 1920.271201 = -34095.027865 nChanged 6 SP:Iteration 4Q (41.486450 sec): 3 clusters Score: Raw -36020.987274 + Penalty 1920.286280 = -34100.700994 nChanged 1 SP:Iteration 5Q (41.487357 sec): 3 clusters Score: Raw -36021.501416 + Penalty 1920.263777 = -34101.237639 nChanged 1 SP:Iteration 6Q (41.488261 sec): 3 clusters Score: Raw -36023.656853 + Penalty 1920.278486 = -34103.378368 nChanged 1 SP:Iteration 7Q (41.489160 sec): 3 clusters Score: Raw -36024.764607 + Penalty 1920.237300 = -34104.527307 nChanged 1 SP:Iteration 8Q (41.490027 sec): 3 clusters Score: Raw -36025.856615 + Penalty 1920.237300 = -34105.619315 nChanged 0 SP:Iteration 9F (41.490935 sec): 3 clusters Score: Raw -36025.856615 + Penalty 1920.237300 = -34105.619315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.494450 sec): 2 clusters Score: Raw -55805.891460 + Penalty 595.802567 = -55210.088893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.495777 sec): 3 clusters Score: Raw -55517.657281 + Penalty 1191.108995 = -54326.548286 nChanged 234 SP:Iteration 1F (41.497069 sec): 3 clusters Score: Raw -55686.932156 + Penalty 1191.391429 = -54495.540728 nChanged 54 SP:Iteration 2F (41.498391 sec): 3 clusters Score: Raw -55746.771551 + Penalty 1191.575652 = -54555.195899 nChanged 46 SP:Iteration 3F (41.499705 sec): 3 clusters Score: Raw -55823.107085 + Penalty 1193.623445 = -54629.483640 nChanged 57 SP:Iteration 4F (41.500995 sec): 3 clusters Score: Raw -55926.792094 + Penalty 1199.213396 = -54727.578698 nChanged 55 SP:Iteration 5F (41.502340 sec): 3 clusters Score: Raw -56072.631956 + Penalty 1202.805821 = -54869.826135 nChanged 41 SP:Iteration 6F (41.503710 sec): 3 clusters Score: Raw -56206.066943 + Penalty 1202.912074 = -55003.154868 nChanged 16 SP:Iteration 7Q (41.504919 sec): 3 clusters Score: Raw -56227.225786 + Penalty 1202.856265 = -55024.369521 nChanged 3 SP:Iteration 8Q (41.506083 sec): 3 clusters Score: Raw -56228.020114 + Penalty 1203.226687 = -55024.793427 nChanged 2 SP:Iteration 9Q (41.507206 sec): 3 clusters Score: Raw -56229.161058 + Penalty 1203.226687 = -55025.934371 nChanged 0 SP:Iteration 10F (41.508498 sec): 3 clusters Score: Raw -56229.161058 + Penalty 1203.226687 = -55025.934371 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.511678 sec): 2 clusters Score: Raw -92838.161525 + Penalty 832.887458 = -92005.274067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.513630 sec): 3 clusters Score: Raw -92345.782092 + Penalty 1665.270320 = -90680.511772 nChanged 323 SP:Iteration 1F (41.515524 sec): 3 clusters Score: Raw -92547.413811 + Penalty 1664.229511 = -90883.184300 nChanged 101 SP:Iteration 2F (41.517469 sec): 3 clusters Score: Raw -92621.078782 + Penalty 1663.987170 = -90957.091612 nChanged 72 SP:Iteration 3F (41.519380 sec): 3 clusters Score: Raw -92683.583086 + Penalty 1664.171062 = -91019.412024 nChanged 49 SP:Iteration 4F (41.521276 sec): 3 clusters Score: Raw -92722.968969 + Penalty 1664.116534 = -91058.852434 nChanged 42 SP:Iteration 5Q (41.523165 sec): 3 clusters Score: Raw -92760.461258 + Penalty 1664.785563 = -91095.675695 nChanged 45 SP:Iteration 6Q (41.525051 sec): 3 clusters Score: Raw -92794.908661 + Penalty 1664.894904 = -91130.013757 nChanged 34 SP:Iteration 7Q (41.526951 sec): 3 clusters Score: Raw -92811.264072 + Penalty 1666.117340 = -91145.146732 nChanged 18 SP:Iteration 8Q (41.528829 sec): 3 clusters Score: Raw -92820.808325 + Penalty 1665.918830 = -91154.889495 nChanged 15 SP:Iteration 9Q (41.530689 sec): 3 clusters Score: Raw -92827.508079 + Penalty 1666.290807 = -91161.217272 nChanged 11 SP:Iteration 10F (41.532572 sec): 3 clusters Score: Raw -92831.580145 + Penalty 1667.021899 = -91164.558246 nChanged 4 SP:Iteration 11Q (41.534458 sec): 3 clusters Score: Raw -92833.954977 + Penalty 1667.392878 = -91166.562098 nChanged 5 SP:Iteration 12Q (41.536334 sec): 3 clusters Score: Raw -92837.045922 + Penalty 1668.268559 = -91168.777363 nChanged 7 SP:Iteration 13Q (41.538214 sec): 3 clusters Score: Raw -92840.178354 + Penalty 1668.250994 = -91171.927360 nChanged 9 SP:Iteration 14Q (41.540067 sec): 3 clusters Score: Raw -92844.565238 + Penalty 1668.214863 = -91176.350375 nChanged 5 SP:Iteration 15Q (41.541922 sec): 3 clusters Score: Raw -92847.880529 + Penalty 1668.318362 = -91179.562167 nChanged 5 SP:Iteration 16Q (41.543781 sec): 3 clusters Score: Raw -92851.053463 + Penalty 1668.216482 = -91182.836981 nChanged 5 SP:Iteration 17Q (41.545627 sec): 3 clusters Score: Raw -92851.750510 + Penalty 1668.642889 = -91183.107620 nChanged 2 SP:Iteration 18Q (41.547507 sec): 3 clusters Score: Raw -92851.924861 + Penalty 1668.746594 = -91183.178268 nChanged 1 SP:Iteration 19Q (41.549328 sec): 3 clusters Score: Raw -92852.050117 + Penalty 1668.746594 = -91183.303523 nChanged 0 SP:Iteration 20F (41.551333 sec): 3 clusters Score: Raw -92852.050117 + Penalty 1668.746594 = -91183.303523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.553318 sec): 2 clusters Score: Raw -47097.599052 + Penalty 575.950874 = -46521.648177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.554480 sec): 3 clusters Score: Raw -46874.436824 + Penalty 1157.484358 = -45716.952466 nChanged 166 SP:Iteration 1F (41.555620 sec): 3 clusters Score: Raw -47017.006273 + Penalty 1160.400929 = -45856.605344 nChanged 49 SP:Iteration 2F (41.556742 sec): 3 clusters Score: Raw -47058.626844 + Penalty 1161.369571 = -45897.257273 nChanged 18 SP:Iteration 3Q (41.557830 sec): 3 clusters Score: Raw -47075.485050 + Penalty 1162.716443 = -45912.768607 nChanged 16 SP:Iteration 4Q (41.558921 sec): 3 clusters Score: Raw -47087.597243 + Penalty 1164.783642 = -45922.813601 nChanged 8 SP:Iteration 5Q (41.559981 sec): 3 clusters Score: Raw -47093.975874 + Penalty 1165.728969 = -45928.246905 nChanged 5 SP:Iteration 6Q (41.561104 sec): 3 clusters Score: Raw -47097.432037 + Penalty 1167.841351 = -45929.590686 nChanged 7 SP:Iteration 7Q (41.562217 sec): 3 clusters Score: Raw -47107.586369 + Penalty 1168.742899 = -45938.843470 nChanged 8 SP:Iteration 8Q (41.563319 sec): 3 clusters Score: Raw -47116.130283 + Penalty 1168.435520 = -45947.694763 nChanged 10 SP:Iteration 9Q (41.564416 sec): 3 clusters Score: Raw -47127.744499 + Penalty 1169.480780 = -45958.263719 nChanged 6 SP:Iteration 10F (41.565523 sec): 3 clusters Score: Raw -47131.447521 + Penalty 1169.180166 = -45962.267355 nChanged 3 SP:Iteration 11Q (41.566567 sec): 3 clusters Score: Raw -47132.411972 + Penalty 1170.563084 = -45961.848888 nChanged 4 SP:Iteration 12F (41.567657 sec): 3 clusters Score: Raw -47135.596566 + Penalty 1170.629428 = -45964.967138 nChanged 5 SP:Iteration 13Q (41.568735 sec): 3 clusters Score: Raw -47139.371495 + Penalty 1170.529349 = -45968.842146 nChanged 5 SP:Iteration 14Q (41.569794 sec): 3 clusters Score: Raw -47143.170169 + Penalty 1170.253400 = -45972.916769 nChanged 4 SP:Iteration 15Q (41.570829 sec): 3 clusters Score: Raw -47146.618939 + Penalty 1169.040553 = -45977.578386 nChanged 6 SP:Iteration 16Q (41.571859 sec): 3 clusters Score: Raw -47151.691015 + Penalty 1168.776228 = -45982.914788 nChanged 2 SP:Iteration 17Q (41.572886 sec): 3 clusters Score: Raw -47152.912718 + Penalty 1169.281122 = -45983.631596 nChanged 1 SP:Iteration 18Q (41.573910 sec): 3 clusters Score: Raw -47153.008752 + Penalty 1170.585675 = -45982.423077 nChanged 1 SP:Iteration 19F (41.575015 sec): 3 clusters Score: Raw -47155.324500 + Penalty 1169.451375 = -45985.873126 nChanged 2 SP:Iteration 20F (41.576103 sec): 3 clusters Score: Raw -47157.689072 + Penalty 1169.451375 = -45988.237698 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 9 (9692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.619506 sec): 2 clusters Score: Raw -785342.925997 + Penalty 318.242190 = -785024.683807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.637446 sec): 3 clusters Score: Raw -778776.278454 + Penalty 643.720991 = -778132.557463 nChanged 4616 SP:Iteration 1F (41.655123 sec): 3 clusters Score: Raw -781989.165675 + Penalty 560.196473 = -781428.969202 nChanged 1568 SP:Iteration 2F (41.672766 sec): 3 clusters Score: Raw -783941.842047 + Penalty 494.901340 = -783446.940706 nChanged 532 SP:Iteration 3F (41.690503 sec): 3 clusters Score: Raw -784517.838923 + Penalty 471.962331 = -784045.876591 nChanged 328 SP:Iteration 4Q (41.705922 sec): 3 clusters Score: Raw -784760.700567 + Penalty 454.055625 = -784306.644942 nChanged 268 SP:Iteration 5Q (41.720816 sec): 3 clusters Score: Raw -784938.691037 + Penalty 443.786147 = -784494.904890 nChanged 198 SP:Iteration 6Q (41.735473 sec): 3 clusters Score: Raw -785060.300101 + Penalty 436.335361 = -784623.964740 nChanged 150 SP:Iteration 7Q (41.749951 sec): 3 clusters Score: Raw -785150.022226 + Penalty 431.176105 = -784718.846121 nChanged 103 SP:Iteration 8Q (41.764243 sec): 3 clusters Score: Raw -785209.190127 + Penalty 428.982112 = -784780.208016 nChanged 84 SP:Iteration 9Q (41.778361 sec): 3 clusters Score: Raw -785255.654638 + Penalty 422.649575 = -784833.005064 nChanged 61 SP:Iteration 10F (41.796098 sec): 3 clusters Score: Raw -785287.493204 + Penalty 412.113358 = -784875.379846 nChanged 31 SP:Iteration 11Q (41.809917 sec): 3 clusters Score: Raw -785299.471311 + Penalty 413.537570 = -784885.933741 nChanged 22 SP:Iteration 12Q (41.823785 sec): 3 clusters Score: Raw -785306.230709 + Penalty 413.179771 = -784893.050937 nChanged 10 SP:Iteration 13Q (41.837499 sec): 3 clusters Score: Raw -785308.307383 + Penalty 409.172191 = -784899.135192 nChanged 9 SP:Iteration 14Q (41.851387 sec): 3 clusters Score: Raw -785309.564677 + Penalty 405.794921 = -784903.769756 nChanged 12 SP:Iteration 15Q (41.865110 sec): 3 clusters Score: Raw -785311.606023 + Penalty 403.630257 = -784907.975766 nChanged 9 SP:Iteration 16Q (41.879071 sec): 3 clusters Score: Raw -785312.623652 + Penalty 399.205147 = -784913.418505 nChanged 7 SP:Iteration 17Q (41.893567 sec): 3 clusters Score: Raw -785313.890326 + Penalty 394.061270 = -784919.829056 nChanged 7 SP:Iteration 18Q (41.907327 sec): 3 clusters Score: Raw -785314.496845 + Penalty 392.730426 = -784921.766419 nChanged 4 SP:Iteration 19Q (41.920987 sec): 3 clusters Score: Raw -785314.528364 + Penalty 391.452967 = -784923.075397 nChanged 5 SP:Iteration 20F (41.937917 sec): 3 clusters Score: Raw -785314.940278 + Penalty 389.612144 = -784925.328135 nChanged 6 SP:Iteration 21Q (41.951740 sec): 3 clusters Score: Raw -785315.035207 + Penalty 387.985515 = -784927.049691 nChanged 6 SP:Iteration 22Q (41.965395 sec): 3 clusters Score: Raw -785314.600181 + Penalty 382.635539 = -784931.964642 nChanged 8 SP:Iteration 23Q (41.979101 sec): 3 clusters Score: Raw -785313.892799 + Penalty 382.674827 = -784931.217973 nChanged 11 SP:Iteration 24F (41.996236 sec): 3 clusters Score: Raw -785315.691961 + Penalty 366.452515 = -784949.239445 nChanged 16 SP:Iteration 25Q (42.009984 sec): 3 clusters Score: Raw -785329.851842 + Penalty 318.242190 = -785011.609652 nChanged 12 SP:Iteration 26Q (42.023354 sec): 2 clusters Score: Raw -785342.925997 + Penalty 318.242190 = -785024.683807 nChanged 0 SP:Iteration 27F (42.036628 sec): 2 clusters Score: Raw -785342.925997 + Penalty 318.242190 = -785024.683807 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.044130 sec): 2 clusters Score: Raw -53625.902669 + Penalty 564.444140 = -53061.458529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.045388 sec): 3 clusters Score: Raw -53348.051564 + Penalty 1128.817328 = -52219.234237 nChanged 209 SP:Iteration 1F (42.046603 sec): 3 clusters Score: Raw -53509.647474 + Penalty 1130.690396 = -52378.957078 nChanged 76 SP:Iteration 2F (42.047819 sec): 3 clusters Score: Raw -53612.518920 + Penalty 1139.658998 = -52472.859922 nChanged 61 SP:Iteration 3F (42.049050 sec): 3 clusters Score: Raw -53693.982798 + Penalty 1147.246551 = -52546.736247 nChanged 40 SP:Iteration 4F (42.050269 sec): 3 clusters Score: Raw -53757.246528 + Penalty 1149.198213 = -52608.048315 nChanged 30 SP:Iteration 5F (42.051485 sec): 3 clusters Score: Raw -53821.717810 + Penalty 1153.631608 = -52668.086202 nChanged 24 SP:Iteration 6Q (42.052647 sec): 3 clusters Score: Raw -53864.355064 + Penalty 1161.545777 = -52702.809287 nChanged 21 SP:Iteration 7Q (42.053855 sec): 3 clusters Score: Raw -53912.166258 + Penalty 1171.149810 = -52741.016448 nChanged 19 SP:Iteration 8Q (42.054979 sec): 3 clusters Score: Raw -53963.526168 + Penalty 1177.412396 = -52786.113772 nChanged 10 SP:Iteration 9Q (42.056045 sec): 3 clusters Score: Raw -53989.734373 + Penalty 1178.874265 = -52810.860108 nChanged 5 SP:Iteration 10F (42.057262 sec): 3 clusters Score: Raw -54005.180218 + Penalty 1178.874265 = -52826.305953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.058843 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.059790 sec): 3 clusters Score: Raw -35144.830717 + Penalty 124.780117 = -35020.050600 nChanged 183 SP:Iteration 1F (42.060719 sec): 3 clusters Score: Raw -35326.247710 + Penalty 113.030566 = -35213.217144 nChanged 50 SP:Iteration 2F (42.061599 sec): 3 clusters Score: Raw -35389.085564 + Penalty 63.262645 = -35325.822919 nChanged 20 SP:Iteration 3Q (42.062362 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 SP:Iteration 4F (42.063110 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (1197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.066873 sec): 2 clusters Score: Raw -108156.910646 + Penalty 503.696415 = -107653.214231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.069232 sec): 3 clusters Score: Raw -107516.297768 + Penalty 1013.938443 = -106502.359326 nChanged 481 SP:Iteration 1F (42.071535 sec): 3 clusters Score: Raw -107966.373474 + Penalty 1025.093034 = -106941.280439 nChanged 146 SP:Iteration 2F (42.073844 sec): 3 clusters Score: Raw -108119.684241 + Penalty 1038.993799 = -107080.690443 nChanged 90 SP:Iteration 3F (42.076136 sec): 3 clusters Score: Raw -108210.875494 + Penalty 1046.647012 = -107164.228482 nChanged 62 SP:Iteration 4F (42.078399 sec): 3 clusters Score: Raw -108252.155844 + Penalty 1050.768561 = -107201.387283 nChanged 47 SP:Iteration 5Q (42.080589 sec): 3 clusters Score: Raw -108281.136692 + Penalty 1056.530213 = -107224.606478 nChanged 30 SP:Iteration 6Q (42.082839 sec): 3 clusters Score: Raw -108294.456464 + Penalty 1057.819728 = -107236.636737 nChanged 9 SP:Iteration 7Q (42.085035 sec): 3 clusters Score: Raw -108298.041635 + Penalty 1059.085850 = -107238.955784 nChanged 7 SP:Iteration 8Q (42.087244 sec): 3 clusters Score: Raw -108300.866224 + Penalty 1060.124697 = -107240.741527 nChanged 6 SP:Iteration 9Q (42.089422 sec): 3 clusters Score: Raw -108304.488639 + Penalty 1060.676687 = -107243.811952 nChanged 2 SP:Iteration 10F (42.091878 sec): 3 clusters Score: Raw -108304.898572 + Penalty 1060.808795 = -107244.089777 nChanged 2 SP:Iteration 11Q (42.094117 sec): 3 clusters Score: Raw -108305.277025 + Penalty 1062.207976 = -107243.069049 nChanged 4 SP:Iteration 12F (42.096413 sec): 3 clusters Score: Raw -108306.506783 + Penalty 1062.207976 = -107244.298808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.098732 sec): 2 clusters Score: Raw -63030.851517 + Penalty 749.891650 = -62280.959866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.100122 sec): 3 clusters Score: Raw -62734.623422 + Penalty 1492.002568 = -61242.620854 nChanged 217 SP:Iteration 1F (42.101495 sec): 3 clusters Score: Raw -62905.904644 + Penalty 1487.423786 = -61418.480858 nChanged 73 SP:Iteration 2F (42.102862 sec): 3 clusters Score: Raw -62981.639296 + Penalty 1483.826729 = -61497.812567 nChanged 54 SP:Iteration 3F (42.104262 sec): 3 clusters Score: Raw -63036.669618 + Penalty 1479.178841 = -61557.490777 nChanged 42 SP:Iteration 4F (42.105635 sec): 3 clusters Score: Raw -63073.143304 + Penalty 1477.787200 = -61595.356104 nChanged 28 SP:Iteration 5Q (42.107020 sec): 3 clusters Score: Raw -63100.894066 + Penalty 1480.768904 = -61620.125162 nChanged 24 SP:Iteration 6Q (42.108374 sec): 3 clusters Score: Raw -63127.757740 + Penalty 1482.951897 = -61644.805843 nChanged 15 SP:Iteration 7Q (42.109741 sec): 3 clusters Score: Raw -63140.948228 + Penalty 1485.159842 = -61655.788386 nChanged 17 SP:Iteration 8Q (42.111088 sec): 3 clusters Score: Raw -63169.314436 + Penalty 1490.014733 = -61679.299703 nChanged 17 SP:Iteration 9Q (42.112430 sec): 3 clusters Score: Raw -63191.714689 + Penalty 1493.845081 = -61697.869608 nChanged 14 SP:Iteration 10F (42.113827 sec): 3 clusters Score: Raw -63204.666949 + Penalty 1496.872695 = -61707.794254 nChanged 10 SP:Iteration 11Q (42.115173 sec): 3 clusters Score: Raw -63214.090238 + Penalty 1499.971621 = -61714.118617 nChanged 6 SP:Iteration 12Q (42.116508 sec): 3 clusters Score: Raw -63219.604602 + Penalty 1501.447242 = -61718.157360 nChanged 5 SP:Iteration 13Q (42.117839 sec): 3 clusters Score: Raw -63224.976428 + Penalty 1502.769757 = -61722.206671 nChanged 1 SP:Iteration 14Q (42.119167 sec): 3 clusters Score: Raw -63227.555706 + Penalty 1505.241157 = -61722.314549 nChanged 2 SP:Iteration 15Q (42.120495 sec): 3 clusters Score: Raw -63232.122010 + Penalty 1506.486734 = -61725.635276 nChanged 1 SP:Iteration 16Q (42.121816 sec): 3 clusters Score: Raw -63233.537600 + Penalty 1506.486734 = -61727.050866 nChanged 0 SP:Iteration 17F (42.123194 sec): 3 clusters Score: Raw -63233.537600 + Penalty 1506.486734 = -61727.050866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.124743 sec): 2 clusters Score: Raw -17689.168558 + Penalty 842.414461 = -16846.754097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.125371 sec): 3 clusters Score: Raw -17809.154902 + Penalty 1683.758175 = -16125.396726 nChanged 34 SP:Iteration 1F (42.125972 sec): 3 clusters Score: Raw -17908.385179 + Penalty 1681.050659 = -16227.334520 nChanged 12 SP:Iteration 2F (42.126573 sec): 3 clusters Score: Raw -17943.607017 + Penalty 1680.782738 = -16262.824279 nChanged 4 SP:Iteration 3Q (42.127131 sec): 3 clusters Score: Raw -17954.182282 + Penalty 1680.427901 = -16273.754381 nChanged 1 SP:Iteration 4Q (42.127692 sec): 3 clusters Score: Raw -17958.306118 + Penalty 1680.760296 = -16277.545822 nChanged 2 SP:Iteration 5Q (42.128251 sec): 3 clusters Score: Raw -17969.765322 + Penalty 1680.746303 = -16289.019019 nChanged 2 SP:Iteration 6Q (42.128814 sec): 3 clusters Score: Raw -17976.903190 + Penalty 1680.746303 = -16296.156887 nChanged 0 SP:Iteration 7F (42.129417 sec): 3 clusters Score: Raw -17976.903190 + Penalty 1680.746303 = -16296.156887 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 19 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.138903 sec): 2 clusters Score: Raw -158754.453106 + Penalty 396.561387 = -158357.891720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.142353 sec): 3 clusters Score: Raw -157629.196845 + Penalty 812.489484 = -156816.707361 nChanged 771 SP:Iteration 1F (42.145758 sec): 3 clusters Score: Raw -158178.111053 + Penalty 835.922836 = -157342.188217 nChanged 266 SP:Iteration 2F (42.149166 sec): 3 clusters Score: Raw -158419.792845 + Penalty 850.165085 = -157569.627760 nChanged 161 SP:Iteration 3F (42.152519 sec): 3 clusters Score: Raw -158549.246455 + Penalty 853.993630 = -157695.252825 nChanged 116 SP:Iteration 4F (42.155924 sec): 3 clusters Score: Raw -158625.305403 + Penalty 854.824202 = -157770.481201 nChanged 80 SP:Iteration 5Q (42.159334 sec): 3 clusters Score: Raw -158671.037280 + Penalty 862.300126 = -157808.737154 nChanged 46 SP:Iteration 6Q (42.162754 sec): 3 clusters Score: Raw -158694.575160 + Penalty 865.474927 = -157829.100233 nChanged 29 SP:Iteration 7Q (42.166190 sec): 3 clusters Score: Raw -158710.347132 + Penalty 875.694683 = -157834.652448 nChanged 30 SP:Iteration 8Q (42.169563 sec): 3 clusters Score: Raw -158725.956851 + Penalty 890.694438 = -157835.262413 nChanged 20 SP:Iteration 9Q (42.172945 sec): 3 clusters Score: Raw -158735.150422 + Penalty 900.259970 = -157834.890452 nChanged 13 SP:Iteration 10F (42.176397 sec): 3 clusters Score: Raw -158740.324970 + Penalty 910.848698 = -157829.476272 nChanged 11 SP:Iteration 11F (42.179876 sec): 3 clusters Score: Raw -158745.303678 + Penalty 919.465750 = -157825.837928 nChanged 12 SP:Iteration 12F (42.183495 sec): 3 clusters Score: Raw -158749.451812 + Penalty 940.790566 = -157808.661247 nChanged 14 SP:Iteration 13F (42.186956 sec): 3 clusters Score: Raw -158758.010515 + Penalty 961.465004 = -157796.545511 nChanged 15 SP:Iteration 14F (42.190441 sec): 3 clusters Score: Raw -158769.661108 + Penalty 976.057594 = -157793.603514 nChanged 14 SP:Iteration 15F (42.194134 sec): 3 clusters Score: Raw -158777.184591 + Penalty 997.475996 = -157779.708594 nChanged 7 SP:Iteration 16F (42.197596 sec): 3 clusters Score: Raw -158782.951577 + Penalty 1019.008414 = -157763.943163 nChanged 9 SP:Iteration 17F (42.201029 sec): 3 clusters Score: Raw -158791.426137 + Penalty 1033.135696 = -157758.290441 nChanged 5 SP:Iteration 18F (42.204459 sec): 3 clusters Score: Raw -158797.452878 + Penalty 1049.758338 = -157747.694540 nChanged 5 SP:Iteration 19F (42.207908 sec): 3 clusters Score: Raw -158803.695865 + Penalty 1064.333339 = -157739.362526 nChanged 7 SP:Iteration 20F (42.211270 sec): 3 clusters Score: Raw -158812.744611 + Penalty 1072.046455 = -157740.698157 nChanged 3 SP:Iteration 21Q (42.214335 sec): 3 clusters Score: Raw -158817.166338 + Penalty 1087.367733 = -157729.798605 nChanged 4 SP:Iteration 22F (42.217799 sec): 3 clusters Score: Raw -158823.392150 + Penalty 1102.375566 = -157721.016584 nChanged 3 SP:Iteration 23F (42.221280 sec): 3 clusters Score: Raw -158830.770609 + Penalty 1106.175246 = -157724.595363 nChanged 4 SP:Iteration 24Q (42.224345 sec): 3 clusters Score: Raw -158833.356936 + Penalty 1104.998753 = -157728.358183 nChanged 3 SP:Iteration 25Q (42.227344 sec): 3 clusters Score: Raw -158837.288378 + Penalty 1103.679570 = -157733.608808 nChanged 2 SP:Iteration 26Q (42.230315 sec): 3 clusters Score: Raw -158838.532301 + Penalty 1104.609195 = -157733.923106 nChanged 1 SP:Iteration 27Q (42.233291 sec): 3 clusters Score: Raw -158839.186619 + Penalty 1104.609195 = -157734.577424 nChanged 0 SP:Iteration 28F (42.236746 sec): 3 clusters Score: Raw -158839.186619 + Penalty 1104.609195 = -157734.577424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.243643 sec): 2 clusters Score: Raw -43532.519906 + Penalty 920.083020 = -42612.436886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.244671 sec): 3 clusters Score: Raw -43401.100375 + Penalty 1834.910441 = -41566.189935 nChanged 112 SP:Iteration 1F (42.245680 sec): 3 clusters Score: Raw -43588.744146 + Penalty 1827.505706 = -41761.238440 nChanged 49 SP:Iteration 2F (42.246689 sec): 3 clusters Score: Raw -43692.700439 + Penalty 1824.065164 = -41868.635275 nChanged 25 SP:Iteration 3F (42.247720 sec): 3 clusters Score: Raw -43734.997120 + Penalty 1823.112867 = -41911.884253 nChanged 10 SP:Iteration 4Q (42.248697 sec): 3 clusters Score: Raw -43758.321756 + Penalty 1824.703922 = -41933.617834 nChanged 10 SP:Iteration 5Q (42.249662 sec): 3 clusters Score: Raw -43786.460996 + Penalty 1825.076298 = -41961.384698 nChanged 7 SP:Iteration 6Q (42.250617 sec): 3 clusters Score: Raw -43799.302017 + Penalty 1825.775424 = -41973.526593 nChanged 8 SP:Iteration 7Q (42.251579 sec): 3 clusters Score: Raw -43814.205870 + Penalty 1827.384502 = -41986.821368 nChanged 6 SP:Iteration 8Q (42.252544 sec): 3 clusters Score: Raw -43821.121072 + Penalty 1827.377230 = -41993.743842 nChanged 7 SP:Iteration 9Q (42.253530 sec): 3 clusters Score: Raw -43833.899828 + Penalty 1828.829484 = -42005.070345 nChanged 6 SP:Iteration 10F (42.254539 sec): 3 clusters Score: Raw -43849.301979 + Penalty 1831.504127 = -42017.797852 nChanged 8 SP:Iteration 11Q (42.255482 sec): 3 clusters Score: Raw -43865.933500 + Penalty 1832.338844 = -42033.594656 nChanged 6 SP:Iteration 12Q (42.256418 sec): 3 clusters Score: Raw -43877.325149 + Penalty 1834.653569 = -42042.671580 nChanged 5 SP:Iteration 13Q (42.257367 sec): 3 clusters Score: Raw -43884.096831 + Penalty 1835.540986 = -42048.555845 nChanged 4 SP:Iteration 14Q (42.258294 sec): 3 clusters Score: Raw -43888.396757 + Penalty 1837.504116 = -42050.892641 nChanged 4 SP:Iteration 15Q (42.259216 sec): 3 clusters Score: Raw -43892.687868 + Penalty 1839.436477 = -42053.251391 nChanged 4 SP:Iteration 16Q (42.260135 sec): 3 clusters Score: Raw -43897.085466 + Penalty 1840.412398 = -42056.673068 nChanged 4 SP:Iteration 17Q (42.261053 sec): 3 clusters Score: Raw -43904.803803 + Penalty 1840.414469 = -42064.389334 nChanged 2 SP:Iteration 18Q (42.261991 sec): 3 clusters Score: Raw -43910.072614 + Penalty 1841.404765 = -42068.667849 nChanged 2 SP:Iteration 19Q (42.262907 sec): 3 clusters Score: Raw -43912.888612 + Penalty 1841.908901 = -42070.979712 nChanged 1 SP:Iteration 20F (42.263915 sec): 3 clusters Score: Raw -43914.183137 + Penalty 1841.908901 = -42072.274236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.264396 sec): 2 clusters Score: Raw -296.418055 + Penalty 15.440945 = -280.977110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.264594 sec): 3 clusters Score: Raw -305.499549 + Penalty 30.881890 = -274.617659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.266066 sec): 2 clusters Score: Raw -33530.083297 + Penalty 762.511855 = -32767.571441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.266917 sec): 3 clusters Score: Raw -33414.411989 + Penalty 1526.176955 = -31888.235034 nChanged 78 SP:Iteration 1F (42.267748 sec): 3 clusters Score: Raw -33519.521069 + Penalty 1528.090679 = -31991.430390 nChanged 38 SP:Iteration 2F (42.268573 sec): 3 clusters Score: Raw -33579.692241 + Penalty 1528.281008 = -32051.411233 nChanged 16 SP:Iteration 3Q (42.269382 sec): 3 clusters Score: Raw -33615.803855 + Penalty 1529.871992 = -32085.931863 nChanged 10 SP:Iteration 4Q (42.270180 sec): 3 clusters Score: Raw -33634.690497 + Penalty 1530.917834 = -32103.772662 nChanged 13 SP:Iteration 5Q (42.271001 sec): 3 clusters Score: Raw -33648.789047 + Penalty 1531.705303 = -32117.083744 nChanged 7 SP:Iteration 6Q (42.271801 sec): 3 clusters Score: Raw -33654.708454 + Penalty 1530.679511 = -32124.028944 nChanged 8 SP:Iteration 7Q (42.272600 sec): 3 clusters Score: Raw -33662.528181 + Penalty 1529.795344 = -32132.732837 nChanged 3 SP:Iteration 8Q (42.273392 sec): 3 clusters Score: Raw -33664.306681 + Penalty 1529.795344 = -32134.511337 nChanged 0 SP:Iteration 9F (42.274218 sec): 3 clusters Score: Raw -33664.306681 + Penalty 1529.795344 = -32134.511337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.274746 sec): 2 clusters Score: Raw -1289.048048 + Penalty 53.786452 = -1235.261595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.274991 sec): 3 clusters Score: Raw -1300.757497 + Penalty 107.572905 = -1193.184592 nChanged 2 SP:Iteration 1F (42.275214 sec): 3 clusters Score: Raw -1308.133251 + Penalty 102.213061 = -1205.920190 nChanged 1 SP:Iteration 2F (42.275439 sec): 3 clusters Score: Raw -1310.903023 + Penalty 98.478923 = -1212.424100 nChanged 1 SP:Iteration 3F (42.275666 sec): 3 clusters Score: Raw -1317.032674 + Penalty 98.478923 = -1218.553752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.276853 sec): 2 clusters Score: Raw -22694.524306 + Penalty 329.532202 = -22364.992104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.277555 sec): 3 clusters Score: Raw -22574.287714 + Penalty 647.032698 = -21927.255016 nChanged 80 SP:Iteration 1F (42.278240 sec): 3 clusters Score: Raw -22628.893108 + Penalty 641.783419 = -21987.109689 nChanged 25 SP:Iteration 2F (42.278925 sec): 3 clusters Score: Raw -22644.033707 + Penalty 636.155420 = -22007.878287 nChanged 10 SP:Iteration 3Q (42.279606 sec): 3 clusters Score: Raw -22657.691584 + Penalty 636.533860 = -22021.157724 nChanged 9 SP:Iteration 4Q (42.280285 sec): 3 clusters Score: Raw -22667.913438 + Penalty 634.234268 = -22033.679171 nChanged 9 SP:Iteration 5Q (42.280942 sec): 3 clusters Score: Raw -22674.826672 + Penalty 635.080513 = -22039.746159 nChanged 6 SP:Iteration 6Q (42.281589 sec): 3 clusters Score: Raw -22679.682016 + Penalty 635.636371 = -22044.045646 nChanged 8 SP:Iteration 7Q (42.282231 sec): 3 clusters Score: Raw -22687.570063 + Penalty 637.056965 = -22050.513098 nChanged 8 SP:Iteration 8Q (42.282870 sec): 3 clusters Score: Raw -22693.110309 + Penalty 641.960194 = -22051.150116 nChanged 5 SP:Iteration 9Q (42.283507 sec): 3 clusters Score: Raw -22701.291481 + Penalty 647.166799 = -22054.124681 nChanged 3 SP:Iteration 10F (42.284173 sec): 3 clusters Score: Raw -22707.185628 + Penalty 649.033398 = -22058.152230 nChanged 1 SP:Iteration 11Q (42.284803 sec): 3 clusters Score: Raw -22709.012135 + Penalty 649.235979 = -22059.776157 nChanged 1 SP:Iteration 12Q (42.285425 sec): 3 clusters Score: Raw -22709.577190 + Penalty 649.235979 = -22060.341211 nChanged 0 SP:Iteration 13F (42.286085 sec): 3 clusters Score: Raw -22709.577190 + Penalty 649.235979 = -22060.341211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.286613 sec): 2 clusters Score: Raw -1906.986594 + Penalty 243.317547 = -1663.669047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.286871 sec): 3 clusters Score: Raw -1942.339573 + Penalty 506.967325 = -1435.372248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.289351 sec): 2 clusters Score: Raw -65956.302089 + Penalty 733.972884 = -65222.329205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.290875 sec): 3 clusters Score: Raw -65557.973958 + Penalty 1470.284343 = -64087.689614 nChanged 262 SP:Iteration 1F (42.292370 sec): 3 clusters Score: Raw -65808.185648 + Penalty 1477.591805 = -64330.593843 nChanged 108 SP:Iteration 2F (42.293821 sec): 3 clusters Score: Raw -65971.358619 + Penalty 1481.829345 = -64489.529275 nChanged 52 SP:Iteration 3F (42.295247 sec): 3 clusters Score: Raw -66023.448311 + Penalty 1486.912419 = -64536.535892 nChanged 30 SP:Iteration 4Q (42.296606 sec): 3 clusters Score: Raw -66053.361993 + Penalty 1489.115024 = -64564.246970 nChanged 22 SP:Iteration 5Q (42.297994 sec): 3 clusters Score: Raw -66067.818374 + Penalty 1494.088275 = -64573.730100 nChanged 15 SP:Iteration 6Q (42.299421 sec): 3 clusters Score: Raw -66077.470552 + Penalty 1498.092950 = -64579.377602 nChanged 12 SP:Iteration 7Q (42.300834 sec): 3 clusters Score: Raw -66089.293088 + Penalty 1502.958683 = -64586.334405 nChanged 14 SP:Iteration 8Q (42.302237 sec): 3 clusters Score: Raw -66107.664232 + Penalty 1506.830685 = -64600.833547 nChanged 10 SP:Iteration 9Q (42.303575 sec): 3 clusters Score: Raw -66113.610044 + Penalty 1510.529545 = -64603.080499 nChanged 6 SP:Iteration 10F (42.304996 sec): 3 clusters Score: Raw -66119.038739 + Penalty 1513.313005 = -64605.725734 nChanged 6 SP:Iteration 11Q (42.306324 sec): 3 clusters Score: Raw -66122.370380 + Penalty 1513.632434 = -64608.737946 nChanged 4 SP:Iteration 12Q (42.307712 sec): 3 clusters Score: Raw -66124.797148 + Penalty 1514.921182 = -64609.875966 nChanged 2 SP:Iteration 13Q (42.309030 sec): 3 clusters Score: Raw -66125.309805 + Penalty 1514.921182 = -64610.388623 nChanged 0 SP:Iteration 14F (42.310446 sec): 3 clusters Score: Raw -66125.309805 + Penalty 1514.921182 = -64610.388623 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 29 (1197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.314162 sec): 2 clusters Score: Raw -119420.165918 + Penalty 1115.210163 = -118304.955755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.316466 sec): 3 clusters Score: Raw -118971.449581 + Penalty 2231.133980 = -116740.315601 nChanged 373 SP:Iteration 1F (42.318744 sec): 3 clusters Score: Raw -119266.149728 + Penalty 2233.220262 = -117032.929466 nChanged 113 SP:Iteration 2F (42.321022 sec): 3 clusters Score: Raw -119401.559940 + Penalty 2235.875432 = -117165.684508 nChanged 86 SP:Iteration 3F (42.323293 sec): 3 clusters Score: Raw -119495.335717 + Penalty 2236.838454 = -117258.497264 nChanged 49 SP:Iteration 4Q (42.325515 sec): 3 clusters Score: Raw -119547.079455 + Penalty 2237.702843 = -117309.376612 nChanged 37 SP:Iteration 5Q (42.327713 sec): 3 clusters Score: Raw -119578.694208 + Penalty 2238.368377 = -117340.325831 nChanged 20 SP:Iteration 6Q (42.329870 sec): 3 clusters Score: Raw -119602.788255 + Penalty 2238.964369 = -117363.823885 nChanged 23 SP:Iteration 7Q (42.332083 sec): 3 clusters Score: Raw -119629.202422 + Penalty 2240.068731 = -117389.133691 nChanged 25 SP:Iteration 8Q (42.334260 sec): 3 clusters Score: Raw -119656.831812 + Penalty 2240.817986 = -117416.013826 nChanged 16 SP:Iteration 9Q (42.336416 sec): 3 clusters Score: Raw -119670.592583 + Penalty 2241.186118 = -117429.406465 nChanged 14 SP:Iteration 10F (42.338676 sec): 3 clusters Score: Raw -119685.297577 + Penalty 2241.326140 = -117443.971436 nChanged 13 SP:Iteration 11Q (42.340831 sec): 3 clusters Score: Raw -119700.336667 + Penalty 2241.796330 = -117458.540338 nChanged 13 SP:Iteration 12Q (42.342954 sec): 3 clusters Score: Raw -119712.325580 + Penalty 2241.747604 = -117470.577975 nChanged 11 SP:Iteration 13Q (42.345086 sec): 3 clusters Score: Raw -119726.518722 + Penalty 2241.578847 = -117484.939875 nChanged 10 SP:Iteration 14Q (42.347190 sec): 3 clusters Score: Raw -119739.031065 + Penalty 2241.354187 = -117497.676879 nChanged 13 SP:Iteration 15Q (42.349345 sec): 3 clusters Score: Raw -119751.257790 + Penalty 2240.853956 = -117510.403835 nChanged 8 SP:Iteration 16Q (42.351482 sec): 3 clusters Score: Raw -119759.725122 + Penalty 2240.597849 = -117519.127273 nChanged 5 SP:Iteration 17Q (42.353601 sec): 3 clusters Score: Raw -119762.702085 + Penalty 2240.512818 = -117522.189266 nChanged 3 SP:Iteration 18Q (42.355695 sec): 3 clusters Score: Raw -119764.678718 + Penalty 2240.597849 = -117524.080868 nChanged 1 SP:Iteration 19Q (42.357847 sec): 3 clusters Score: Raw -119765.372964 + Penalty 2240.610991 = -117524.761974 nChanged 2 SP:Iteration 20F (42.360139 sec): 3 clusters Score: Raw -119766.818107 + Penalty 2240.783303 = -117526.034803 nChanged 2 SP:Iteration 21Q (42.362296 sec): 3 clusters Score: Raw -119767.401672 + Penalty 2240.867717 = -117526.533955 nChanged 1 SP:Iteration 22Q (42.364479 sec): 3 clusters Score: Raw -119767.624245 + Penalty 2240.951871 = -117526.672374 nChanged 1 SP:Iteration 23Q (42.366705 sec): 3 clusters Score: Raw -119768.202131 + Penalty 2240.951871 = -117527.250260 nChanged 0 SP:Iteration 24F (42.369050 sec): 3 clusters Score: Raw -119768.202131 + Penalty 2240.951871 = -117527.250260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.371960 sec): 2 clusters Score: Raw -46165.847343 + Penalty 445.238902 = -45720.608441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.373084 sec): 3 clusters Score: Raw -45886.827393 + Penalty 886.181188 = -45000.646205 nChanged 171 SP:Iteration 1F (42.374145 sec): 3 clusters Score: Raw -46008.084523 + Penalty 872.385453 = -45135.699071 nChanged 81 SP:Iteration 2F (42.375202 sec): 3 clusters Score: Raw -46145.137990 + Penalty 868.836707 = -45276.301283 nChanged 64 SP:Iteration 3F (42.376264 sec): 3 clusters Score: Raw -46242.873299 + Penalty 871.805160 = -45371.068139 nChanged 25 SP:Iteration 4F (42.377346 sec): 3 clusters Score: Raw -46278.280396 + Penalty 872.238720 = -45406.041676 nChanged 13 SP:Iteration 5Q (42.378368 sec): 3 clusters Score: Raw -46292.028577 + Penalty 877.873192 = -45414.155385 nChanged 13 SP:Iteration 6Q (42.379387 sec): 3 clusters Score: Raw -46302.848707 + Penalty 881.765516 = -45421.083191 nChanged 9 SP:Iteration 7Q (42.380393 sec): 3 clusters Score: Raw -46309.840937 + Penalty 884.021815 = -45425.819122 nChanged 4 SP:Iteration 8Q (42.381393 sec): 3 clusters Score: Raw -46312.118272 + Penalty 885.679048 = -45426.439224 nChanged 3 SP:Iteration 9Q (42.382402 sec): 3 clusters Score: Raw -46314.006724 + Penalty 886.758708 = -45427.248017 nChanged 2 SP:Iteration 10F (42.383462 sec): 3 clusters Score: Raw -46315.610133 + Penalty 887.923676 = -45427.686457 nChanged 2 SP:Iteration 11Q (42.384462 sec): 3 clusters Score: Raw -46317.468131 + Penalty 889.627536 = -45427.840596 nChanged 3 SP:Iteration 12Q (42.385461 sec): 3 clusters Score: Raw -46319.502099 + Penalty 890.194746 = -45429.307353 nChanged 1 SP:Iteration 13Q (42.386454 sec): 3 clusters Score: Raw -46319.889345 + Penalty 890.761724 = -45429.127621 nChanged 1 SP:Iteration 14F (42.387578 sec): 3 clusters Score: Raw -46320.289081 + Penalty 891.902085 = -45428.386996 nChanged 2 SP:Iteration 15F (42.388641 sec): 3 clusters Score: Raw -46320.987992 + Penalty 891.902085 = -45429.085907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.389912 sec): 2 clusters Score: Raw -13295.268610 + Penalty 156.508981 = -13138.759629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.390397 sec): 3 clusters Score: Raw -13207.223688 + Penalty 322.534724 = -12884.688965 nChanged 61 SP:Iteration 1F (42.390870 sec): 3 clusters Score: Raw -13290.853574 + Penalty 340.780237 = -12950.073337 nChanged 20 SP:Iteration 2F (42.391342 sec): 3 clusters Score: Raw -13328.564350 + Penalty 350.610554 = -12977.953797 nChanged 12 SP:Iteration 3F (42.391833 sec): 3 clusters Score: Raw -13351.281554 + Penalty 355.202792 = -12996.078761 nChanged 2 SP:Iteration 4Q (42.392293 sec): 3 clusters Score: Raw -13352.904314 + Penalty 355.202792 = -12997.701522 nChanged 0 SP:Iteration 5F (42.392764 sec): 3 clusters Score: Raw -13352.904314 + Penalty 355.202792 = -12997.701522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.393288 sec): 2 clusters Score: Raw -78.119874 + Penalty 0.000000 = -78.119874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.393469 sec): 2 clusters Score: Raw -78.119874 + Penalty 0.000000 = -78.119874 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 40 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.396345 sec): 2 clusters Score: Raw -49349.085662 + Penalty 524.617057 = -48824.468606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.397603 sec): 3 clusters Score: Raw -49058.692347 + Penalty 1048.848830 = -48009.843517 nChanged 173 SP:Iteration 1F (42.398826 sec): 3 clusters Score: Raw -49190.428711 + Penalty 1055.204597 = -48135.224114 nChanged 57 SP:Iteration 2F (42.400034 sec): 3 clusters Score: Raw -49231.770342 + Penalty 1065.710093 = -48166.060249 nChanged 37 SP:Iteration 3F (42.401233 sec): 3 clusters Score: Raw -49252.451906 + Penalty 1076.157919 = -48176.293986 nChanged 21 SP:Iteration 4Q (42.402440 sec): 3 clusters Score: Raw -49267.408450 + Penalty 1088.523689 = -48178.884762 nChanged 27 SP:Iteration 5Q (42.403591 sec): 3 clusters Score: Raw -49287.070622 + Penalty 1095.126588 = -48191.944034 nChanged 13 SP:Iteration 6Q (42.404740 sec): 3 clusters Score: Raw -49293.799416 + Penalty 1099.440091 = -48194.359325 nChanged 11 SP:Iteration 7Q (42.405890 sec): 3 clusters Score: Raw -49301.747992 + Penalty 1104.165845 = -48197.582147 nChanged 12 SP:Iteration 8Q (42.407050 sec): 3 clusters Score: Raw -49310.263109 + Penalty 1106.902666 = -48203.360443 nChanged 9 SP:Iteration 9Q (42.408207 sec): 3 clusters Score: Raw -49314.255440 + Penalty 1110.505244 = -48203.750195 nChanged 8 SP:Iteration 10F (42.409360 sec): 3 clusters Score: Raw -49322.372306 + Penalty 1112.701816 = -48209.670490 nChanged 7 SP:Iteration 11Q (42.410504 sec): 3 clusters Score: Raw -49328.882150 + Penalty 1114.336388 = -48214.545761 nChanged 3 SP:Iteration 12Q (42.411666 sec): 3 clusters Score: Raw -49329.947594 + Penalty 1115.938731 = -48214.008864 nChanged 2 SP:Iteration 13F (42.412819 sec): 3 clusters Score: Raw -49330.625040 + Penalty 1115.536544 = -48215.088496 nChanged 1 SP:Iteration 14Q (42.413962 sec): 3 clusters Score: Raw -49331.170599 + Penalty 1115.626207 = -48215.544392 nChanged 1 SP:Iteration 15Q (42.415103 sec): 3 clusters Score: Raw -49331.228602 + Penalty 1115.626207 = -48215.602395 nChanged 0 SP:Iteration 16F (42.416272 sec): 3 clusters Score: Raw -49331.228602 + Penalty 1115.626207 = -48215.602395 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 45 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.419555 sec): 2 clusters Score: Raw -82795.926968 + Penalty 1096.952248 = -81698.974720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.421327 sec): 3 clusters Score: Raw -82539.324168 + Penalty 2193.980395 = -80345.343773 nChanged 266 SP:Iteration 1F (42.423045 sec): 3 clusters Score: Raw -82825.328370 + Penalty 2194.012752 = -80631.315618 nChanged 65 SP:Iteration 2F (42.424743 sec): 3 clusters Score: Raw -82893.106255 + Penalty 2194.032606 = -80699.073649 nChanged 23 SP:Iteration 3Q (42.426443 sec): 3 clusters Score: Raw -82918.046424 + Penalty 2194.021682 = -80724.024742 nChanged 9 SP:Iteration 4Q (42.428123 sec): 3 clusters Score: Raw -82928.746820 + Penalty 2194.037480 = -80734.709340 nChanged 13 SP:Iteration 5Q (42.429754 sec): 3 clusters Score: Raw -82937.413331 + Penalty 2194.042366 = -80743.370964 nChanged 9 SP:Iteration 6Q (42.431416 sec): 3 clusters Score: Raw -82948.634183 + Penalty 2194.090146 = -80754.544038 nChanged 14 SP:Iteration 7Q (42.433112 sec): 3 clusters Score: Raw -82960.233782 + Penalty 2194.138045 = -80766.095737 nChanged 14 SP:Iteration 8Q (42.434777 sec): 3 clusters Score: Raw -82974.581646 + Penalty 2194.133824 = -80780.447822 nChanged 5 SP:Iteration 9Q (42.436457 sec): 3 clusters Score: Raw -82977.185997 + Penalty 2194.133824 = -80783.052174 nChanged 0 SP:Iteration 10F (42.438186 sec): 3 clusters Score: Raw -82977.185997 + Penalty 2194.133824 = -80783.052174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.440015 sec): 2 clusters Score: Raw -38586.355165 + Penalty 761.450153 = -37824.905012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.440982 sec): 3 clusters Score: Raw -38428.278570 + Penalty 1522.917209 = -36905.361361 nChanged 108 SP:Iteration 1F (42.441924 sec): 3 clusters Score: Raw -38549.676203 + Penalty 1522.797296 = -37026.878907 nChanged 44 SP:Iteration 2F (42.442862 sec): 3 clusters Score: Raw -38603.865250 + Penalty 1522.024399 = -37081.840851 nChanged 26 SP:Iteration 3F (42.443803 sec): 3 clusters Score: Raw -38646.971443 + Penalty 1519.680885 = -37127.290558 nChanged 22 SP:Iteration 4F (42.444794 sec): 3 clusters Score: Raw -38683.824420 + Penalty 1517.730777 = -37166.093643 nChanged 24 SP:Iteration 5F (42.445739 sec): 3 clusters Score: Raw -38713.449491 + Penalty 1517.036476 = -37196.413015 nChanged 14 SP:Iteration 6Q (42.446650 sec): 3 clusters Score: Raw -38731.010046 + Penalty 1516.487980 = -37214.522066 nChanged 7 SP:Iteration 7Q (42.447557 sec): 3 clusters Score: Raw -38746.524182 + Penalty 1516.426622 = -37230.097560 nChanged 4 SP:Iteration 8Q (42.448458 sec): 3 clusters Score: Raw -38757.024714 + Penalty 1516.217883 = -37240.806830 nChanged 2 SP:Iteration 9Q (42.449371 sec): 3 clusters Score: Raw -38759.254291 + Penalty 1516.039427 = -37243.214864 nChanged 2 SP:Iteration 10F (42.450312 sec): 3 clusters Score: Raw -38762.549728 + Penalty 1516.176007 = -37246.373720 nChanged 1 SP:Iteration 11Q (42.451205 sec): 3 clusters Score: Raw -38763.325064 + Penalty 1516.176007 = -37247.149057 nChanged 0 SP:Iteration 12F (42.452143 sec): 3 clusters Score: Raw -38763.325064 + Penalty 1516.176007 = -37247.149057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.453817 sec): 2 clusters Score: Raw -40821.287594 + Penalty 909.933415 = -39911.354179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.454765 sec): 3 clusters Score: Raw -40703.814340 + Penalty 1820.243140 = -38883.571200 nChanged 82 SP:Iteration 1F (42.455694 sec): 3 clusters Score: Raw -40825.322260 + Penalty 1819.385086 = -39005.937173 nChanged 30 SP:Iteration 2F (42.456616 sec): 3 clusters Score: Raw -40869.354876 + Penalty 1818.283518 = -39051.071358 nChanged 16 SP:Iteration 3Q (42.457526 sec): 3 clusters Score: Raw -40889.028345 + Penalty 1818.086101 = -39070.942243 nChanged 7 SP:Iteration 4Q (42.458448 sec): 3 clusters Score: Raw -40897.203651 + Penalty 1818.070783 = -39079.132868 nChanged 4 SP:Iteration 5Q (42.459355 sec): 3 clusters Score: Raw -40904.257195 + Penalty 1817.207668 = -39087.049528 nChanged 5 SP:Iteration 6Q (42.460256 sec): 3 clusters Score: Raw -40910.465750 + Penalty 1817.369559 = -39093.096191 nChanged 3 SP:Iteration 7Q (42.461155 sec): 3 clusters Score: Raw -40914.117485 + Penalty 1817.804431 = -39096.313054 nChanged 2 SP:Iteration 8Q (42.462056 sec): 3 clusters Score: Raw -40918.521813 + Penalty 1817.804431 = -39100.717381 nChanged 0 SP:Iteration 9F (42.462996 sec): 3 clusters Score: Raw -40918.521813 + Penalty 1817.804431 = -39100.717381 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 53 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.466244 sec): 2 clusters Score: Raw -64030.459346 + Penalty 1005.435073 = -63025.024273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.467618 sec): 3 clusters Score: Raw -63821.276727 + Penalty 2010.923521 = -61810.353207 nChanged 156 SP:Iteration 1F (42.469015 sec): 3 clusters Score: Raw -63980.095310 + Penalty 2011.123790 = -61968.971520 nChanged 40 SP:Iteration 2F (42.470326 sec): 3 clusters Score: Raw -64029.340919 + Penalty 2011.333169 = -62018.007749 nChanged 21 SP:Iteration 3Q (42.471656 sec): 3 clusters Score: Raw -64049.207329 + Penalty 2011.379356 = -62037.827974 nChanged 9 SP:Iteration 4Q (42.473042 sec): 3 clusters Score: Raw -64054.687334 + Penalty 2011.434206 = -62043.253129 nChanged 6 SP:Iteration 5Q (42.474362 sec): 3 clusters Score: Raw -64062.478459 + Penalty 2011.544111 = -62050.934347 nChanged 3 SP:Iteration 6Q (42.475655 sec): 3 clusters Score: Raw -64067.599160 + Penalty 2011.609758 = -62055.989401 nChanged 1 SP:Iteration 7Q (42.476944 sec): 3 clusters Score: Raw -64067.997368 + Penalty 2011.609758 = -62056.387610 nChanged 0 SP:Iteration 8F (42.478283 sec): 3 clusters Score: Raw -64067.997368 + Penalty 2011.609758 = -62056.387610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.480173 sec): 2 clusters Score: Raw -6917.365690 + Penalty 266.476310 = -6650.889379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.480541 sec): 3 clusters Score: Raw -6905.932507 + Penalty 540.998584 = -6364.933923 nChanged 17 SP:Iteration 1F (42.480901 sec): 3 clusters Score: Raw -6930.958651 + Penalty 554.704885 = -6376.253765 nChanged 7 SP:Iteration 2F (42.481260 sec): 3 clusters Score: Raw -6947.460568 + Penalty 559.136585 = -6388.323982 nChanged 3 SP:Iteration 3Q (42.481611 sec): 3 clusters Score: Raw -6958.504984 + Penalty 562.251365 = -6396.253619 nChanged 2 SP:Iteration 4Q (42.481967 sec): 3 clusters Score: Raw -6962.117919 + Penalty 569.219405 = -6392.898514 nChanged 2 SP:Iteration 5F (42.482326 sec): 3 clusters Score: Raw -6964.753188 + Penalty 569.219405 = -6395.533782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.483219 sec): 2 clusters Score: Raw -766.576945 + Penalty 23.073195 = -743.503750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.483431 sec): 3 clusters Score: Raw -782.131967 + Penalty 37.525720 = -744.606247 nChanged 0 Score: Raw -2235291.561940 + Penalty 33562.448774 = -2201729.113166 Splitting cluster 56 changes total score from -2191053.959494 to -2201729.113166 So it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.000260 sec): 2 clusters Score: Raw -25809.535600 + Penalty 842.846335 = -24966.689264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.000957 sec): 3 clusters Score: Raw -25773.291648 + Penalty 1683.994502 = -24089.297146 nChanged 52 SP:Iteration 1F (43.001647 sec): 3 clusters Score: Raw -25860.838308 + Penalty 1680.978731 = -24179.859577 nChanged 19 SP:Iteration 2F (43.002324 sec): 3 clusters Score: Raw -25897.391045 + Penalty 1680.956129 = -24216.434916 nChanged 6 SP:Iteration 3Q (43.002980 sec): 3 clusters Score: Raw -25910.305048 + Penalty 1681.720268 = -24228.584780 nChanged 4 SP:Iteration 4Q (43.003632 sec): 3 clusters Score: Raw -25915.150592 + Penalty 1681.735348 = -24233.415245 nChanged 1 SP:Iteration 5Q (43.004284 sec): 3 clusters Score: Raw -25920.216010 + Penalty 1682.285199 = -24237.930811 nChanged 2 SP:Iteration 6Q (43.004935 sec): 3 clusters Score: Raw -25929.746819 + Penalty 1682.301112 = -24247.445707 nChanged 2 SP:Iteration 7Q (43.005582 sec): 3 clusters Score: Raw -25932.388206 + Penalty 1682.301112 = -24250.087094 nChanged 0 SP:Iteration 8F (43.006270 sec): 3 clusters Score: Raw -25932.388206 + Penalty 1682.301112 = -24250.087094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.006795 sec): 2 clusters Score: Raw -1344.286697 + Penalty 167.140933 = -1177.145763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.007044 sec): 3 clusters Score: Raw -1406.839957 + Penalty 336.802135 = -1070.037822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.007501 sec): 2 clusters Score: Raw -76.330153 + Penalty 0.000000 = -76.330153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.007681 sec): 2 clusters Score: Raw -76.330153 + Penalty 0.000000 = -76.330153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.008128 sec): 2 clusters Score: Raw -153.760026 + Penalty 6.584898 = -147.175128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.008315 sec): 3 clusters Score: Raw -153.428375 + Penalty 13.169796 = -140.258579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.008851 sec): 2 clusters Score: Raw -1421.621519 + Penalty 158.903007 = -1262.718511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.009095 sec): 3 clusters Score: Raw -1468.070314 + Penalty 285.646651 = -1182.423663 nChanged 2 SP:Iteration 1F (43.009334 sec): 3 clusters Score: Raw -1480.726031 + Penalty 270.480756 = -1210.245275 nChanged 2 SP:Iteration 2F (43.009562 sec): 3 clusters Score: Raw -1507.048799 + Penalty 291.952872 = -1215.095927 nChanged 1 SP:Iteration 3Q (43.009781 sec): 3 clusters Score: Raw -1528.862677 + Penalty 291.952872 = -1236.909805 nChanged 0 SP:Iteration 4F (43.010007 sec): 3 clusters Score: Raw -1528.862677 + Penalty 291.952872 = -1236.909805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.011454 sec): 2 clusters Score: Raw -16575.747687 + Penalty 392.329209 = -16183.418477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.012017 sec): 3 clusters Score: Raw -16542.567138 + Penalty 787.102521 = -15755.464618 nChanged 43 SP:Iteration 1F (43.012570 sec): 3 clusters Score: Raw -16586.840960 + Penalty 786.958988 = -15799.881971 nChanged 7 SP:Iteration 2Q (43.013116 sec): 3 clusters Score: Raw -16591.670356 + Penalty 789.348960 = -15802.321396 nChanged 4 SP:Iteration 3Q (43.013662 sec): 3 clusters Score: Raw -16595.274143 + Penalty 798.387942 = -15796.886201 nChanged 5 SP:Iteration 4F (43.014238 sec): 3 clusters Score: Raw -16604.137705 + Penalty 806.643288 = -15797.494416 nChanged 8 SP:Iteration 5Q (43.014809 sec): 3 clusters Score: Raw -16631.423934 + Penalty 817.068731 = -15814.355204 nChanged 6 SP:Iteration 6Q (43.015374 sec): 3 clusters Score: Raw -16653.933242 + Penalty 823.570978 = -15830.362264 nChanged 4 SP:Iteration 7Q (43.015927 sec): 3 clusters Score: Raw -16664.111479 + Penalty 828.661085 = -15835.450394 nChanged 3 SP:Iteration 8Q (43.016475 sec): 3 clusters Score: Raw -16673.884017 + Penalty 825.481420 = -15848.402596 nChanged 3 SP:Iteration 9Q (43.017012 sec): 3 clusters Score: Raw -16676.194585 + Penalty 823.597887 = -15852.596698 nChanged 2 SP:Iteration 10F (43.017590 sec): 3 clusters Score: Raw -16678.759241 + Penalty 823.597887 = -15855.161353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.019038 sec): 2 clusters Score: Raw -15895.761150 + Penalty 367.553403 = -15528.207748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.019635 sec): 3 clusters Score: Raw -15813.842463 + Penalty 733.974788 = -15079.867674 nChanged 60 SP:Iteration 1F (43.020211 sec): 3 clusters Score: Raw -15878.253013 + Penalty 734.195275 = -15144.057738 nChanged 28 SP:Iteration 2F (43.020785 sec): 3 clusters Score: Raw -15918.512290 + Penalty 736.128908 = -15182.383382 nChanged 12 SP:Iteration 3F (43.021359 sec): 3 clusters Score: Raw -15939.215734 + Penalty 739.111416 = -15200.104318 nChanged 7 SP:Iteration 4Q (43.021918 sec): 3 clusters Score: Raw -15946.652533 + Penalty 741.869093 = -15204.783440 nChanged 5 SP:Iteration 5Q (43.022473 sec): 3 clusters Score: Raw -15953.784232 + Penalty 742.540702 = -15211.243530 nChanged 1 SP:Iteration 6Q (43.023013 sec): 3 clusters Score: Raw -15955.861205 + Penalty 742.540702 = -15213.320503 nChanged 0 SP:Iteration 7F (43.023591 sec): 3 clusters Score: Raw -15955.861205 + Penalty 742.540702 = -15213.320503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.024113 sec): 2 clusters Score: Raw -151.882868 + Penalty 4.625510 = -147.257358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.024330 sec): 3 clusters Score: Raw -149.974059 + Penalty 9.251020 = -140.723038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.024785 sec): 2 clusters Score: Raw -376.752981 + Penalty 10.177574 = -366.575407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.024975 sec): 3 clusters Score: Raw -379.269448 + Penalty 21.420341 = -357.849107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.025419 sec): 2 clusters Score: Raw -76.845491 + Penalty 0.000000 = -76.845491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.025600 sec): 2 clusters Score: Raw -76.845491 + Penalty 0.000000 = -76.845491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.026045 sec): 2 clusters Score: Raw -154.791997 + Penalty 5.718384 = -149.073613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.026234 sec): 3 clusters Score: Raw -152.353926 + Penalty 11.436768 = -140.917159 nChanged 0 Deleting Class 39 (1 points): Lose 29.527307 but Gain 142.577501 Iteration 119Q (43.132295 sec): 44 clusters Score: Raw -2224642.230454 + Penalty 33447.312788 = -2191194.917667 nChanged 63 Deleting Class 124 (18 points): Lose 501.453991 but Gain 594.560934 Iteration 120F (43.648448 sec): 43 clusters Score: Raw -2224223.412728 + Penalty 32808.502041 = -2191414.910687 nChanged 89 Deleting Class 23 (350 points): Lose 1218.561709 but Gain 1313.867973 Iteration 121Q (43.740296 sec): 42 clusters Score: Raw -2223323.473894 + Penalty 31570.304295 = -2191753.169599 nChanged 390 Deleting Class 25 (23 points): Lose 163.363832 but Gain 240.112391 Iteration 122Q (43.844637 sec): 41 clusters Score: Raw -2223952.648342 + Penalty 31356.544099 = -2192596.104244 nChanged 134 Deleting Class 217 (1 points): Lose 36.371069 but Gain 87.713155 Iteration 123Q (43.935578 sec): 40 clusters Score: Raw -2224085.248131 + Penalty 31251.272752 = -2192833.975379 nChanged 80 Deleting Class 54 (90 points): Lose 558.122326 but Gain 593.502283 Iteration 124Q (44.024461 sec): 39 clusters Score: Raw -2223603.369216 + Penalty 30665.969400 = -2192937.399817 nChanged 154 Deleting Class 119 (1 points): Lose 22.229766 but Gain 50.920536 Iteration 125Q (44.114767 sec): 38 clusters Score: Raw -2223910.287240 + Penalty 30654.097716 = -2193256.189525 nChanged 91 Deleting Class 213 (2 points): Lose 48.668714 but Gain 67.960590 Iteration 126Q (44.202240 sec): 37 clusters Score: Raw -2223924.662153 + Penalty 30539.507457 = -2193385.154697 nChanged 53 Deleting Class 216 (5 points): Lose 52.033801 but Gain 64.401061 Iteration 127Q (44.288888 sec): 36 clusters Score: Raw -2223933.513539 + Penalty 30405.271737 = -2193528.241802 nChanged 47 Deleting Class 220 (2 points): Lose 76.502392 but Gain 84.017703 Iteration 128Q (44.377945 sec): 35 clusters Score: Raw -2223951.827019 + Penalty 30314.474833 = -2193637.352186 nChanged 32 Deleting Class 21 (4 points): Lose 107.552416 but Gain 113.433514 Iteration 129Q (44.461833 sec): 34 clusters Score: Raw -2223919.558393 + Penalty 30144.418279 = -2193775.140113 nChanged 42 Iteration 130F (44.885652 sec): 34 clusters Score: Raw -2224037.623376 + Penalty 30226.541617 = -2193811.081759 nChanged 46 Iteration 131Q (44.972148 sec): 34 clusters Score: Raw -2224257.915574 + Penalty 30217.146209 = -2194040.769365 nChanged 44 Iteration 132Q (45.058376 sec): 34 clusters Score: Raw -2224276.716985 + Penalty 30211.887154 = -2194064.829831 nChanged 50 Iteration 133Q (45.143916 sec): 34 clusters Score: Raw -2224299.679645 + Penalty 30206.601703 = -2194093.077942 nChanged 45 Iteration 134Q (45.235627 sec): 34 clusters Score: Raw -2224314.837657 + Penalty 30205.316152 = -2194109.521505 nChanged 41 Iteration 135Q (45.324493 sec): 34 clusters Score: Raw -2224327.781044 + Penalty 30206.428517 = -2194121.352527 nChanged 41 Iteration 136Q (45.408548 sec): 34 clusters Score: Raw -2224337.127620 + Penalty 30206.618722 = -2194130.508898 nChanged 27 Iteration 137Q (45.493168 sec): 34 clusters Score: Raw -2224344.273032 + Penalty 30209.415698 = -2194134.857334 nChanged 35 Iteration 138Q (45.592005 sec): 34 clusters Score: Raw -2224356.347113 + Penalty 30212.257394 = -2194144.089719 nChanged 37 Iteration 139Q (45.676861 sec): 34 clusters Score: Raw -2224373.388876 + Penalty 30215.134398 = -2194158.254479 nChanged 26 Iteration 140F (46.097129 sec): 34 clusters Score: Raw -2224390.515903 + Penalty 30222.525934 = -2194167.989969 nChanged 36 Iteration 141Q (46.180736 sec): 34 clusters Score: Raw -2224416.545504 + Penalty 30226.500216 = -2194190.045288 nChanged 32 Iteration 142Q (46.263817 sec): 34 clusters Score: Raw -2224438.617231 + Penalty 30227.477973 = -2194211.139258 nChanged 32 Iteration 143Q (46.347725 sec): 34 clusters Score: Raw -2224478.176753 + Penalty 30227.782329 = -2194250.394425 nChanged 40 Iteration 144Q (46.432187 sec): 34 clusters Score: Raw -2224581.121820 + Penalty 30228.637804 = -2194352.484016 nChanged 51 Iteration 145Q (46.516091 sec): 34 clusters Score: Raw -2224697.805944 + Penalty 30230.294638 = -2194467.511306 nChanged 51 Iteration 146Q (46.601751 sec): 34 clusters Score: Raw -2224794.046014 + Penalty 30229.639135 = -2194564.406879 nChanged 40 Iteration 147Q (46.685267 sec): 34 clusters Score: Raw -2224817.548254 + Penalty 30233.432029 = -2194584.116225 nChanged 35 Iteration 148Q (46.769922 sec): 34 clusters Score: Raw -2224828.537442 + Penalty 30235.885809 = -2194592.651633 nChanged 21 Iteration 149Q (46.854655 sec): 34 clusters Score: Raw -2224836.647857 + Penalty 30235.339345 = -2194601.308512 nChanged 17 Iteration 150F (47.274793 sec): 34 clusters Score: Raw -2224842.660513 + Penalty 30238.357466 = -2194604.303047 nChanged 11 Iteration 151Q (47.358853 sec): 34 clusters Score: Raw -2224846.111230 + Penalty 30239.605120 = -2194606.506110 nChanged 10 Iteration 152Q (47.443949 sec): 34 clusters Score: Raw -2224849.306964 + Penalty 30239.461141 = -2194609.845823 nChanged 13 Iteration 153Q (47.528108 sec): 34 clusters Score: Raw -2224851.625259 + Penalty 30242.910627 = -2194608.714632 nChanged 7 Iteration 154F (47.945785 sec): 34 clusters Score: Raw -2224852.686537 + Penalty 30243.095626 = -2194609.590911 nChanged 2 Iteration 155Q (48.031777 sec): 34 clusters Score: Raw -2224852.753223 + Penalty 30243.358844 = -2194609.394379 nChanged 5 Iteration 156F (48.451938 sec): 34 clusters Score: Raw -2224852.938323 + Penalty 30243.070017 = -2194609.868306 nChanged 2 Iteration 157Q (48.535257 sec): 34 clusters Score: Raw -2224853.043826 + Penalty 30243.336409 = -2194609.707417 nChanged 1 Iteration 158F (48.957022 sec): 34 clusters Score: Raw -2224853.073844 + Penalty 30243.892229 = -2194609.181615 nChanged 2 Iteration 159F (49.389555 sec): 34 clusters Score: Raw -2224853.166487 + Penalty 30244.797750 = -2194608.368737 nChanged 3 Iteration 160F (49.812557 sec): 34 clusters Score: Raw -2224853.652409 + Penalty 30245.456388 = -2194608.196020 nChanged 2 Iteration 161F (50.235558 sec): 34 clusters Score: Raw -2224853.837773 + Penalty 30245.928519 = -2194607.909253 nChanged 2 Iteration 162F (50.658039 sec): 34 clusters Score: Raw -2224853.946035 + Penalty 30246.613844 = -2194607.332191 nChanged 2 Iteration 163F (51.079607 sec): 34 clusters Score: Raw -2224854.117123 + Penalty 30246.969341 = -2194607.147783 nChanged 1 Iteration 164F (51.499938 sec): 34 clusters Score: Raw -2224854.191670 + Penalty 30246.969341 = -2194607.222329 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 -2224854.191670 + Penalty 30246.969341 = -2194607.222329Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.555479 sec): 2 clusters Score: Raw -45058.694728 + Penalty 375.409990 = -44683.284738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.556634 sec): 3 clusters Score: Raw -44807.227086 + Penalty 736.032698 = -44071.194388 nChanged 203 SP:Iteration 1F (51.557709 sec): 3 clusters Score: Raw -45068.776959 + Penalty 723.694440 = -44345.082519 nChanged 62 SP:Iteration 2F (51.558780 sec): 3 clusters Score: Raw -45148.749677 + Penalty 706.383163 = -44442.366513 nChanged 33 SP:Iteration 3F (51.559856 sec): 3 clusters Score: Raw -45196.028298 + Penalty 703.242415 = -44492.785882 nChanged 13 SP:Iteration 4Q (51.560886 sec): 3 clusters Score: Raw -45204.013171 + Penalty 702.815368 = -44501.197803 nChanged 4 SP:Iteration 5Q (51.561912 sec): 3 clusters Score: Raw -45205.608400 + Penalty 698.127549 = -44507.480851 nChanged 5 SP:Iteration 6Q (51.562924 sec): 3 clusters Score: Raw -45208.861782 + Penalty 696.485241 = -44512.376541 nChanged 2 SP:Iteration 7Q (51.563932 sec): 3 clusters Score: Raw -45209.569377 + Penalty 694.804820 = -44514.764558 nChanged 1 SP:Iteration 8Q (51.564964 sec): 3 clusters Score: Raw -45213.648564 + Penalty 689.237504 = -44524.411060 nChanged 3 SP:Iteration 9Q (51.565973 sec): 3 clusters Score: Raw -45218.047835 + Penalty 689.237504 = -44528.810331 nChanged 0 SP:Iteration 10F (51.567042 sec): 3 clusters Score: Raw -45218.047835 + Penalty 689.237504 = -44528.810331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574248 sec): 2 clusters Score: Raw -125222.382841 + Penalty 576.564199 = -124645.818642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.576953 sec): 3 clusters Score: Raw -124412.371571 + Penalty 1153.547599 = -123258.823972 nChanged 576 SP:Iteration 1F (51.579619 sec): 3 clusters Score: Raw -124789.341223 + Penalty 1150.715611 = -123638.625612 nChanged 167 SP:Iteration 2F (51.582260 sec): 3 clusters Score: Raw -124882.791834 + Penalty 1146.544254 = -123736.247580 nChanged 95 SP:Iteration 3F (51.584877 sec): 3 clusters Score: Raw -124937.775041 + Penalty 1141.487930 = -123796.287111 nChanged 84 SP:Iteration 4F (51.587467 sec): 3 clusters Score: Raw -124991.055153 + Penalty 1136.451204 = -123854.603948 nChanged 68 SP:Iteration 5Q (51.590074 sec): 3 clusters Score: Raw -125038.356271 + Penalty 1132.743439 = -123905.612832 nChanged 45 SP:Iteration 6Q (51.592692 sec): 3 clusters Score: Raw -125063.574522 + Penalty 1130.819043 = -123932.755479 nChanged 29 SP:Iteration 7Q (51.595311 sec): 3 clusters Score: Raw -125079.096985 + Penalty 1128.145280 = -123950.951705 nChanged 19 SP:Iteration 8Q (51.597934 sec): 3 clusters Score: Raw -125085.517749 + Penalty 1127.393093 = -123958.124656 nChanged 8 SP:Iteration 9Q (51.600563 sec): 3 clusters Score: Raw -125088.059141 + Penalty 1126.380811 = -123961.678330 nChanged 12 SP:Iteration 10F (51.603223 sec): 3 clusters Score: Raw -125093.598994 + Penalty 1124.733183 = -123968.865811 nChanged 19 SP:Iteration 11Q (51.605857 sec): 3 clusters Score: Raw -125100.974182 + Penalty 1122.792852 = -123978.181330 nChanged 15 SP:Iteration 12Q (51.608401 sec): 3 clusters Score: Raw -125105.189614 + Penalty 1121.134951 = -123984.054663 nChanged 12 SP:Iteration 13Q (51.610996 sec): 3 clusters Score: Raw -125109.611319 + Penalty 1121.460378 = -123988.150942 nChanged 15 SP:Iteration 14Q (51.613589 sec): 3 clusters Score: Raw -125115.461380 + Penalty 1121.326291 = -123994.135089 nChanged 18 SP:Iteration 15Q (51.616227 sec): 3 clusters Score: Raw -125123.507093 + Penalty 1118.891299 = -124004.615795 nChanged 18 SP:Iteration 16Q (51.618986 sec): 3 clusters Score: Raw -125129.333563 + Penalty 1116.122271 = -124013.211292 nChanged 11 SP:Iteration 17Q (51.621654 sec): 3 clusters Score: Raw -125132.813913 + Penalty 1114.056855 = -124018.757058 nChanged 8 SP:Iteration 18Q (51.624256 sec): 3 clusters Score: Raw -125135.228380 + Penalty 1114.179423 = -124021.048958 nChanged 9 SP:Iteration 19Q (51.626838 sec): 3 clusters Score: Raw -125138.000372 + Penalty 1113.855269 = -124024.145103 nChanged 8 SP:Iteration 20F (51.629480 sec): 3 clusters Score: Raw -125139.809212 + Penalty 1113.767557 = -124026.041655 nChanged 8 SP:Iteration 21Q (51.632062 sec): 3 clusters Score: Raw -125142.658921 + Penalty 1113.861417 = -124028.797504 nChanged 15 SP:Iteration 22Q (51.634655 sec): 3 clusters Score: Raw -125148.513927 + Penalty 1111.051419 = -124037.462508 nChanged 11 SP:Iteration 23Q (51.637249 sec): 3 clusters Score: Raw -125153.935053 + Penalty 1104.239881 = -124049.695172 nChanged 12 SP:Iteration 24Q (51.639805 sec): 3 clusters Score: Raw -125159.535176 + Penalty 1098.949471 = -124060.585705 nChanged 9 SP:Iteration 25Q (51.642325 sec): 3 clusters Score: Raw -125164.323570 + Penalty 1094.155274 = -124070.168296 nChanged 12 SP:Iteration 26Q (51.644865 sec): 3 clusters Score: Raw -125173.725484 + Penalty 1084.689346 = -124089.036138 nChanged 11 SP:Iteration 27Q (51.647364 sec): 3 clusters Score: Raw -125181.457574 + Penalty 1086.703042 = -124094.754531 nChanged 9 SP:Iteration 28Q (51.649754 sec): 3 clusters Score: Raw -125187.680865 + Penalty 1080.821724 = -124106.859142 nChanged 9 SP:Iteration 29Q (51.652145 sec): 3 clusters Score: Raw -125190.734267 + Penalty 1078.313889 = -124112.420377 nChanged 7 SP:Iteration 30F (51.654678 sec): 3 clusters Score: Raw -125193.202059 + Penalty 1083.839525 = -124109.362534 nChanged 6 SP:Iteration 31F (51.657249 sec): 3 clusters Score: Raw -125194.466848 + Penalty 1085.052442 = -124109.414405 nChanged 8 SP:Iteration 32Q (51.659608 sec): 3 clusters Score: Raw -125197.093107 + Penalty 1087.001367 = -124110.091740 nChanged 6 SP:Iteration 33Q (51.662000 sec): 3 clusters Score: Raw -125198.035937 + Penalty 1082.667113 = -124115.368824 nChanged 9 SP:Iteration 34Q (51.664381 sec): 3 clusters Score: Raw -125201.975249 + Penalty 1085.872671 = -124116.102579 nChanged 9 SP:Iteration 35Q (51.666718 sec): 3 clusters Score: Raw -125203.642594 + Penalty 1088.218526 = -124115.424068 nChanged 7 SP:Iteration 36F (51.669285 sec): 3 clusters Score: Raw -125205.523675 + Penalty 1089.898303 = -124115.625372 nChanged 4 SP:Iteration 37Q (51.671606 sec): 3 clusters Score: Raw -125206.260668 + Penalty 1090.305482 = -124115.955186 nChanged 2 SP:Iteration 38Q (51.673999 sec): 3 clusters Score: Raw -125206.267077 + Penalty 1090.305482 = -124115.961595 nChanged 0 SP:Iteration 39F (51.676599 sec): 3 clusters Score: Raw -125206.267077 + Penalty 1090.305482 = -124115.961595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.677203 sec): 2 clusters Score: Raw -2395.971279 + Penalty 29.876457 = -2366.094822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.677447 sec): 3 clusters Score: Raw -2411.191181 + Penalty 59.584488 = -2351.606693 nChanged 8 SP:Iteration 1F (51.677691 sec): 3 clusters Score: Raw -2425.022725 + Penalty 62.645031 = -2362.377695 nChanged 3 SP:Iteration 2F (51.677926 sec): 3 clusters Score: Raw -2430.123007 + Penalty 64.572041 = -2365.550966 nChanged 1 SP:Iteration 3Q (51.678153 sec): 3 clusters Score: Raw -2437.646316 + Penalty 64.572041 = -2373.074275 nChanged 0 SP:Iteration 4F (51.678394 sec): 3 clusters Score: Raw -2437.646316 + Penalty 64.572041 = -2373.074275 nChanged 0 Score: Raw -2235511.189078 + Penalty 30346.353014 = -2205164.836064 Splitting cluster 3 changes total score from -2194607.222329 to -2205164.836064 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.099887 sec): 2 clusters Score: Raw -37666.585742 + Penalty 967.171510 = -36699.414233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.100852 sec): 3 clusters Score: Raw -37609.588581 + Penalty 1934.521097 = -35675.067483 nChanged 84 SP:Iteration 1F (52.101801 sec): 3 clusters Score: Raw -37746.488815 + Penalty 1934.648727 = -35811.840088 nChanged 22 SP:Iteration 2F (52.102809 sec): 3 clusters Score: Raw -37775.604553 + Penalty 1934.548641 = -35841.055912 nChanged 10 SP:Iteration 3Q (52.103737 sec): 3 clusters Score: Raw -37795.347447 + Penalty 1934.661923 = -35860.685524 nChanged 14 SP:Iteration 4Q (52.104653 sec): 3 clusters Score: Raw -37820.909076 + Penalty 1934.918800 = -35885.990276 nChanged 6 SP:Iteration 5Q (52.105565 sec): 3 clusters Score: Raw -37833.906201 + Penalty 1935.024730 = -35898.881471 nChanged 8 SP:Iteration 6Q (52.106472 sec): 3 clusters Score: Raw -37852.118052 + Penalty 1936.042939 = -35916.075113 nChanged 6 SP:Iteration 7Q (52.107393 sec): 3 clusters Score: Raw -37867.600801 + Penalty 1936.017995 = -35931.582807 nChanged 7 SP:Iteration 8Q (52.108300 sec): 3 clusters Score: Raw -37886.533536 + Penalty 1936.021656 = -35950.511881 nChanged 3 SP:Iteration 9Q (52.109198 sec): 3 clusters Score: Raw -37893.529134 + Penalty 1936.015652 = -35957.513482 nChanged 3 SP:Iteration 10F (52.110143 sec): 3 clusters Score: Raw -37897.644160 + Penalty 1936.176624 = -35961.467536 nChanged 1 SP:Iteration 11Q (52.111041 sec): 3 clusters Score: Raw -37901.427194 + Penalty 1937.240006 = -35964.187188 nChanged 4 SP:Iteration 12Q (52.111943 sec): 3 clusters Score: Raw -37910.949370 + Penalty 1937.413171 = -35973.536199 nChanged 3 SP:Iteration 13Q (52.112842 sec): 3 clusters Score: Raw -37916.354766 + Penalty 1937.505030 = -35978.849736 nChanged 2 SP:Iteration 14Q (52.113730 sec): 3 clusters Score: Raw -37920.389560 + Penalty 1937.665403 = -35982.724157 nChanged 3 SP:Iteration 15Q (52.114618 sec): 3 clusters Score: Raw -37928.412551 + Penalty 1937.665403 = -35990.747149 nChanged 2 SP:Iteration 16Q (52.115504 sec): 3 clusters Score: Raw -37932.784432 + Penalty 1937.656199 = -35995.128233 nChanged 3 SP:Iteration 17Q (52.116399 sec): 3 clusters Score: Raw -37938.282535 + Penalty 1937.656199 = -36000.626336 nChanged 0 SP:Iteration 18F (52.117349 sec): 3 clusters Score: Raw -37938.282535 + Penalty 1937.656199 = -36000.626336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.119154 sec): 2 clusters Score: Raw -42616.608556 + Penalty 555.850435 = -42060.758121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.120204 sec): 3 clusters Score: Raw -42428.086709 + Penalty 1107.377726 = -41320.708983 nChanged 162 SP:Iteration 1F (52.121239 sec): 3 clusters Score: Raw -42552.964187 + Penalty 1102.630475 = -41450.333712 nChanged 41 SP:Iteration 2F (52.122284 sec): 3 clusters Score: Raw -42591.076296 + Penalty 1101.805729 = -41489.270566 nChanged 30 SP:Iteration 3F (52.123330 sec): 3 clusters Score: Raw -42618.833871 + Penalty 1105.441860 = -41513.392012 nChanged 24 SP:Iteration 4Q (52.124357 sec): 3 clusters Score: Raw -42640.188916 + Penalty 1115.075108 = -41525.113808 nChanged 15 SP:Iteration 5Q (52.125398 sec): 3 clusters Score: Raw -42653.601274 + Penalty 1122.924155 = -41530.677120 nChanged 11 SP:Iteration 6Q (52.126451 sec): 3 clusters Score: Raw -42664.314742 + Penalty 1123.840005 = -41540.474737 nChanged 6 SP:Iteration 7Q (52.127488 sec): 3 clusters Score: Raw -42672.270679 + Penalty 1131.373741 = -41540.896938 nChanged 5 SP:Iteration 8Q (52.128522 sec): 3 clusters Score: Raw -42685.862147 + Penalty 1133.658015 = -41552.204132 nChanged 4 SP:Iteration 9Q (52.129601 sec): 3 clusters Score: Raw -42691.552958 + Penalty 1134.015099 = -41557.537858 nChanged 1 SP:Iteration 10F (52.130681 sec): 3 clusters Score: Raw -42693.789061 + Penalty 1137.902104 = -41555.886957 nChanged 3 SP:Iteration 11F (52.131763 sec): 3 clusters Score: Raw -42700.397070 + Penalty 1138.525810 = -41561.871260 nChanged 6 SP:Iteration 12Q (52.132786 sec): 3 clusters Score: Raw -42710.999850 + Penalty 1140.713268 = -41570.286582 nChanged 5 SP:Iteration 13Q (52.133788 sec): 3 clusters Score: Raw -42723.399947 + Penalty 1138.369800 = -41585.030147 nChanged 4 SP:Iteration 14Q (52.134813 sec): 3 clusters Score: Raw -42753.130147 + Penalty 1137.218060 = -41615.912087 nChanged 10 SP:Iteration 15Q (52.135811 sec): 3 clusters Score: Raw -42779.943708 + Penalty 1131.158709 = -41648.784999 nChanged 7 SP:Iteration 16Q (52.136818 sec): 3 clusters Score: Raw -42788.155160 + Penalty 1127.189336 = -41660.965823 nChanged 3 SP:Iteration 17Q (52.137803 sec): 3 clusters Score: Raw -42791.734247 + Penalty 1127.189336 = -41664.544911 nChanged 0 SP:Iteration 18F (52.138837 sec): 3 clusters Score: Raw -42791.734247 + Penalty 1127.189336 = -41664.544911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.139310 sec): 2 clusters Score: Raw -150.534353 + Penalty 3.465736 = -147.068617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.139506 sec): 3 clusters Score: Raw -151.638654 + Penalty 6.931472 = -144.707182 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (1030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.143023 sec): 2 clusters Score: Raw -97725.022165 + Penalty 855.807946 = -96869.214220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.145108 sec): 3 clusters Score: Raw -97255.736608 + Penalty 1708.054671 = -95547.681938 nChanged 344 SP:Iteration 1F (52.147080 sec): 3 clusters Score: Raw -97513.520089 + Penalty 1708.451920 = -95805.068169 nChanged 98 SP:Iteration 2F (52.149072 sec): 3 clusters Score: Raw -97602.080495 + Penalty 1710.658186 = -95891.422309 nChanged 80 SP:Iteration 3F (52.151056 sec): 3 clusters Score: Raw -97675.404048 + Penalty 1711.106552 = -95964.297496 nChanged 47 SP:Iteration 4Q (52.153056 sec): 3 clusters Score: Raw -97717.492394 + Penalty 1715.376721 = -96002.115673 nChanged 35 SP:Iteration 5Q (52.155038 sec): 3 clusters Score: Raw -97747.041158 + Penalty 1716.014702 = -96031.026457 nChanged 30 SP:Iteration 6Q (52.157031 sec): 3 clusters Score: Raw -97767.437750 + Penalty 1716.202284 = -96051.235465 nChanged 24 SP:Iteration 7Q (52.159001 sec): 3 clusters Score: Raw -97787.038520 + Penalty 1720.421574 = -96066.616946 nChanged 14 SP:Iteration 8Q (52.160931 sec): 3 clusters Score: Raw -97796.898800 + Penalty 1724.616523 = -96072.282278 nChanged 11 SP:Iteration 9Q (52.162866 sec): 3 clusters Score: Raw -97803.826400 + Penalty 1726.227258 = -96077.599143 nChanged 6 SP:Iteration 10F (52.164846 sec): 3 clusters Score: Raw -97807.607362 + Penalty 1727.742968 = -96079.864394 nChanged 1 SP:Iteration 11Q (52.166821 sec): 3 clusters Score: Raw -97807.652089 + Penalty 1727.742968 = -96079.909120 nChanged 0 SP:Iteration 12F (52.168803 sec): 3 clusters Score: Raw -97807.652089 + Penalty 1727.742968 = -96079.909120 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.171943 sec): 2 clusters Score: Raw -52501.828217 + Penalty 593.409736 = -51908.418481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.173207 sec): 3 clusters Score: Raw -52220.998862 + Penalty 1184.442796 = -51036.556066 nChanged 196 SP:Iteration 1F (52.174410 sec): 3 clusters Score: Raw -52381.909943 + Penalty 1177.329459 = -51204.580484 nChanged 80 SP:Iteration 2F (52.175603 sec): 3 clusters Score: Raw -52474.639656 + Penalty 1168.121415 = -51306.518241 nChanged 42 SP:Iteration 3F (52.176819 sec): 3 clusters Score: Raw -52515.794274 + Penalty 1158.801370 = -51356.992904 nChanged 32 SP:Iteration 4F (52.178022 sec): 3 clusters Score: Raw -52549.391817 + Penalty 1152.466407 = -51396.925410 nChanged 25 SP:Iteration 5Q (52.179200 sec): 3 clusters Score: Raw -52592.724471 + Penalty 1148.550199 = -51444.174271 nChanged 11 SP:Iteration 6Q (52.180359 sec): 3 clusters Score: Raw -52599.115281 + Penalty 1147.697099 = -51451.418182 nChanged 3 SP:Iteration 7Q (52.181513 sec): 3 clusters Score: Raw -52600.209640 + Penalty 1147.697099 = -51452.512542 nChanged 0 SP:Iteration 8F (52.182755 sec): 3 clusters Score: Raw -52600.209640 + Penalty 1147.697099 = -51452.512542 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 9 (9705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.225661 sec): 2 clusters Score: Raw -786826.319741 + Penalty 316.837074 = -786509.482667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.243765 sec): 3 clusters Score: Raw -780326.515439 + Penalty 584.929131 = -779741.586308 nChanged 4617 SP:Iteration 1F (52.261245 sec): 3 clusters Score: Raw -785486.002008 + Penalty 540.703258 = -784945.298750 nChanged 1114 SP:Iteration 2F (52.278779 sec): 3 clusters Score: Raw -786772.915031 + Penalty 609.421497 = -786163.493534 nChanged 50 SP:Iteration 3Q (52.292630 sec): 3 clusters Score: Raw -786828.151202 + Penalty 673.930840 = -786154.220362 nChanged 2 SP:Iteration 4F (52.310028 sec): 3 clusters Score: Raw -786830.443768 + Penalty 751.518747 = -786078.925021 nChanged 2 SP:Iteration 5F (52.327381 sec): 3 clusters Score: Raw -786832.280169 + Penalty 747.116828 = -786085.163341 nChanged 1 SP:Iteration 6Q (52.346624 sec): 3 clusters Score: Raw -786839.182405 + Penalty 645.960311 = -786193.222094 nChanged 2 SP:Iteration 7Q (52.360344 sec): 3 clusters Score: Raw -786844.520425 + Penalty 604.464196 = -786240.056229 nChanged 3 SP:Iteration 8Q (52.373959 sec): 3 clusters Score: Raw -786847.787472 + Penalty 609.194167 = -786238.593305 nChanged 2 SP:Iteration 9F (52.391505 sec): 3 clusters Score: Raw -786851.765436 + Penalty 601.216939 = -786250.548498 nChanged 3 SP:Iteration 10F (52.409376 sec): 3 clusters Score: Raw -786866.824838 + Penalty 601.216939 = -786265.607899 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.416930 sec): 2 clusters Score: Raw -53892.187932 + Penalty 564.454771 = -53327.733161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.418237 sec): 3 clusters Score: Raw -53636.381577 + Penalty 1130.464746 = -52505.916831 nChanged 200 SP:Iteration 1F (52.419518 sec): 3 clusters Score: Raw -53773.940058 + Penalty 1131.762332 = -52642.177726 nChanged 43 SP:Iteration 2F (52.420764 sec): 3 clusters Score: Raw -53810.731272 + Penalty 1132.038034 = -52678.693239 nChanged 37 SP:Iteration 3F (52.421991 sec): 3 clusters Score: Raw -53852.218220 + Penalty 1131.655822 = -52720.562398 nChanged 29 SP:Iteration 4Q (52.423205 sec): 3 clusters Score: Raw -53888.689467 + Penalty 1131.069088 = -52757.620379 nChanged 26 SP:Iteration 5Q (52.424412 sec): 3 clusters Score: Raw -53922.146541 + Penalty 1130.309343 = -52791.837198 nChanged 20 SP:Iteration 6Q (52.425627 sec): 3 clusters Score: Raw -53952.498874 + Penalty 1130.119869 = -52822.379005 nChanged 21 SP:Iteration 7Q (52.426811 sec): 3 clusters Score: Raw -53978.455211 + Penalty 1131.722882 = -52846.732329 nChanged 17 SP:Iteration 8Q (52.427972 sec): 3 clusters Score: Raw -53990.417530 + Penalty 1134.032078 = -52856.385452 nChanged 16 SP:Iteration 9Q (52.429148 sec): 3 clusters Score: Raw -54006.272903 + Penalty 1136.840102 = -52869.432801 nChanged 13 SP:Iteration 10F (52.430380 sec): 3 clusters Score: Raw -54025.632627 + Penalty 1140.878970 = -52884.753656 nChanged 14 SP:Iteration 11Q (52.431525 sec): 3 clusters Score: Raw -54048.478848 + Penalty 1147.412935 = -52901.065914 nChanged 15 SP:Iteration 12Q (52.432660 sec): 3 clusters Score: Raw -54088.451248 + Penalty 1151.641691 = -52936.809557 nChanged 15 SP:Iteration 13Q (52.433753 sec): 3 clusters Score: Raw -54138.093155 + Penalty 1154.404953 = -52983.688202 nChanged 12 SP:Iteration 14Q (52.434831 sec): 3 clusters Score: Raw -54177.587674 + Penalty 1154.150693 = -53023.436982 nChanged 5 SP:Iteration 15Q (52.435890 sec): 3 clusters Score: Raw -54185.151863 + Penalty 1153.763163 = -53031.388699 nChanged 5 SP:Iteration 16Q (52.436972 sec): 3 clusters Score: Raw -54195.340211 + Penalty 1153.471508 = -53041.868703 nChanged 7 SP:Iteration 17Q (52.438099 sec): 3 clusters Score: Raw -54204.755062 + Penalty 1151.988666 = -53052.766396 nChanged 8 SP:Iteration 18Q (52.439189 sec): 3 clusters Score: Raw -54212.437881 + Penalty 1149.913085 = -53062.524796 nChanged 6 SP:Iteration 19Q (52.440277 sec): 3 clusters Score: Raw -54217.196558 + Penalty 1146.946442 = -53070.250116 nChanged 9 SP:Iteration 20F (52.441494 sec): 3 clusters Score: Raw -54227.560401 + Penalty 1144.505808 = -53083.054593 nChanged 11 SP:Iteration 21Q (52.442542 sec): 3 clusters Score: Raw -54246.091832 + Penalty 1140.435977 = -53105.655855 nChanged 11 SP:Iteration 22Q (52.443604 sec): 3 clusters Score: Raw -54259.628757 + Penalty 1137.070768 = -53122.557989 nChanged 9 SP:Iteration 23Q (52.444638 sec): 3 clusters Score: Raw -54277.369337 + Penalty 1132.919783 = -53144.449553 nChanged 11 SP:Iteration 24Q (52.445675 sec): 3 clusters Score: Raw -54301.528246 + Penalty 1130.878473 = -53170.649773 nChanged 5 SP:Iteration 25Q (52.446688 sec): 3 clusters Score: Raw -54315.289601 + Penalty 1128.686831 = -53186.602770 nChanged 5 SP:Iteration 26Q (52.447693 sec): 3 clusters Score: Raw -54344.023069 + Penalty 1126.432769 = -53217.590301 nChanged 5 SP:Iteration 27Q (52.448709 sec): 3 clusters Score: Raw -54366.725359 + Penalty 1125.513710 = -53241.211649 nChanged 2 SP:Iteration 28Q (52.449701 sec): 3 clusters Score: Raw -54381.888461 + Penalty 1124.218825 = -53257.669636 nChanged 3 SP:Iteration 29Q (52.450692 sec): 3 clusters Score: Raw -54401.901620 + Penalty 1123.229866 = -53278.671753 nChanged 2 SP:Iteration 30F (52.451907 sec): 3 clusters Score: Raw -54409.544151 + Penalty 1123.229866 = -53286.314285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.453492 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.454442 sec): 3 clusters Score: Raw -35164.383063 + Penalty 119.551712 = -35044.831351 nChanged 182 SP:Iteration 1F (52.455373 sec): 3 clusters Score: Raw -35377.998922 + Penalty 119.018408 = -35258.980514 nChanged 18 SP:Iteration 2Q (52.456280 sec): 3 clusters Score: Raw -35389.298655 + Penalty 112.812341 = -35276.486314 nChanged 15 SP:Iteration 3Q (52.457127 sec): 3 clusters Score: Raw -35406.765912 + Penalty 63.262645 = -35343.503267 nChanged 5 SP:Iteration 4Q (52.457865 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 SP:Iteration 5F (52.458596 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.462533 sec): 2 clusters Score: Raw -109010.418522 + Penalty 503.823430 = -108506.595091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.464919 sec): 3 clusters Score: Raw -108376.705140 + Penalty 1016.746261 = -107359.958879 nChanged 489 SP:Iteration 1F (52.467270 sec): 3 clusters Score: Raw -108795.813521 + Penalty 1031.947862 = -107763.865658 nChanged 130 SP:Iteration 2F (52.469601 sec): 3 clusters Score: Raw -108961.913991 + Penalty 1043.107685 = -107918.806306 nChanged 100 SP:Iteration 3F (52.471895 sec): 3 clusters Score: Raw -109058.144054 + Penalty 1049.810981 = -108008.333073 nChanged 56 SP:Iteration 4Q (52.474149 sec): 3 clusters Score: Raw -109102.383472 + Penalty 1054.219728 = -108048.163744 nChanged 36 SP:Iteration 5Q (52.476437 sec): 3 clusters Score: Raw -109121.773381 + Penalty 1058.414274 = -108063.359107 nChanged 25 SP:Iteration 6Q (52.478680 sec): 3 clusters Score: Raw -109133.200873 + Penalty 1059.759117 = -108073.441756 nChanged 13 SP:Iteration 7Q (52.480930 sec): 3 clusters Score: Raw -109139.028966 + Penalty 1060.714046 = -108078.314920 nChanged 13 SP:Iteration 8Q (52.483211 sec): 3 clusters Score: Raw -109146.668266 + Penalty 1062.140389 = -108084.527878 nChanged 11 SP:Iteration 9Q (52.485430 sec): 3 clusters Score: Raw -109151.560975 + Penalty 1063.099031 = -108088.461944 nChanged 11 SP:Iteration 10F (52.487704 sec): 3 clusters Score: Raw -109154.690009 + Penalty 1065.225520 = -108089.464489 nChanged 8 SP:Iteration 11Q (52.489913 sec): 3 clusters Score: Raw -109156.146288 + Penalty 1065.917037 = -108090.229251 nChanged 6 SP:Iteration 12Q (52.492187 sec): 3 clusters Score: Raw -109157.257805 + Penalty 1066.567244 = -108090.690562 nChanged 4 SP:Iteration 13Q (52.494501 sec): 3 clusters Score: Raw -109157.674138 + Penalty 1066.938851 = -108090.735286 nChanged 4 SP:Iteration 14Q (52.496716 sec): 3 clusters Score: Raw -109158.568912 + Penalty 1066.967115 = -108091.601797 nChanged 2 SP:Iteration 15Q (52.498927 sec): 3 clusters Score: Raw -109158.746474 + Penalty 1066.967115 = -108091.779359 nChanged 0 SP:Iteration 16F (52.501250 sec): 3 clusters Score: Raw -109158.746474 + Penalty 1066.967115 = -108091.779359 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.504862 sec): 2 clusters Score: Raw -62564.304841 + Penalty 750.975940 = -61813.328902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.506249 sec): 3 clusters Score: Raw -62288.986867 + Penalty 1505.113934 = -60783.872933 nChanged 209 SP:Iteration 1F (52.507739 sec): 3 clusters Score: Raw -62495.822012 + Penalty 1514.335150 = -60981.486861 nChanged 80 SP:Iteration 2F (52.509175 sec): 3 clusters Score: Raw -62602.590924 + Penalty 1526.320428 = -61076.270496 nChanged 56 SP:Iteration 3F (52.510567 sec): 3 clusters Score: Raw -62667.017276 + Penalty 1533.894834 = -61133.122442 nChanged 29 SP:Iteration 4Q (52.511918 sec): 3 clusters Score: Raw -62699.373379 + Penalty 1537.854973 = -61161.518406 nChanged 16 SP:Iteration 5Q (52.513289 sec): 3 clusters Score: Raw -62713.627839 + Penalty 1538.905814 = -61174.722025 nChanged 10 SP:Iteration 6Q (52.514624 sec): 3 clusters Score: Raw -62721.655386 + Penalty 1542.513743 = -61179.141643 nChanged 7 SP:Iteration 7Q (52.515975 sec): 3 clusters Score: Raw -62727.529969 + Penalty 1542.334285 = -61185.195684 nChanged 3 SP:Iteration 8Q (52.517326 sec): 3 clusters Score: Raw -62730.664837 + Penalty 1544.545488 = -61186.119348 nChanged 3 SP:Iteration 9Q (52.518684 sec): 3 clusters Score: Raw -62732.548216 + Penalty 1544.545488 = -61188.002728 nChanged 0 SP:Iteration 10F (52.520050 sec): 3 clusters Score: Raw -62732.548216 + Penalty 1544.545488 = -61188.002728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.525403 sec): 2 clusters Score: Raw -17553.681984 + Penalty 841.817516 = -16711.864467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.526032 sec): 3 clusters Score: Raw -17644.863899 + Penalty 1684.593399 = -15960.270500 nChanged 31 SP:Iteration 1F (52.526634 sec): 3 clusters Score: Raw -17732.638315 + Penalty 1684.486318 = -16048.151997 nChanged 7 SP:Iteration 2Q (52.527187 sec): 3 clusters Score: Raw -17765.373115 + Penalty 1683.952721 = -16081.420393 nChanged 4 SP:Iteration 3Q (52.527736 sec): 3 clusters Score: Raw -17780.264245 + Penalty 1683.553524 = -16096.710721 nChanged 7 SP:Iteration 4Q (52.528280 sec): 3 clusters Score: Raw -17815.823564 + Penalty 1683.565298 = -16132.258266 nChanged 4 SP:Iteration 5Q (52.528820 sec): 3 clusters Score: Raw -17824.008975 + Penalty 1683.519639 = -16140.489337 nChanged 1 SP:Iteration 6Q (52.529358 sec): 3 clusters Score: Raw -17824.858542 + Penalty 1683.519639 = -16141.338904 nChanged 0 SP:Iteration 7F (52.529938 sec): 3 clusters Score: Raw -17824.858542 + Penalty 1683.519639 = -16141.338904 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 19 (1753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.539307 sec): 2 clusters Score: Raw -150435.577215 + Penalty 380.403997 = -150055.173218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.542714 sec): 3 clusters Score: Raw -149348.481807 + Penalty 759.622393 = -148588.859414 nChanged 748 SP:Iteration 1F (52.546042 sec): 3 clusters Score: Raw -149748.869150 + Penalty 762.205110 = -148986.664041 nChanged 209 SP:Iteration 2F (52.549362 sec): 3 clusters Score: Raw -149855.708027 + Penalty 769.081497 = -149086.626530 nChanged 163 SP:Iteration 3F (52.552655 sec): 3 clusters Score: Raw -149969.294220 + Penalty 778.029516 = -149191.264704 nChanged 161 SP:Iteration 4F (52.555970 sec): 3 clusters Score: Raw -150097.002165 + Penalty 784.512058 = -149312.490107 nChanged 128 SP:Iteration 5F (52.559261 sec): 3 clusters Score: Raw -150184.478871 + Penalty 789.825225 = -149394.653646 nChanged 104 SP:Iteration 6F (52.562583 sec): 3 clusters Score: Raw -150237.009885 + Penalty 791.491895 = -149445.517990 nChanged 62 SP:Iteration 7Q (52.565911 sec): 3 clusters Score: Raw -150259.127298 + Penalty 792.029889 = -149467.097409 nChanged 49 SP:Iteration 8Q (52.569165 sec): 3 clusters Score: Raw -150282.629753 + Penalty 793.383775 = -149489.245978 nChanged 51 SP:Iteration 9Q (52.572383 sec): 3 clusters Score: Raw -150302.540216 + Penalty 794.534714 = -149508.005502 nChanged 36 SP:Iteration 10F (52.575619 sec): 3 clusters Score: Raw -150317.771812 + Penalty 792.888177 = -149524.883635 nChanged 34 SP:Iteration 11Q (52.578919 sec): 3 clusters Score: Raw -150333.073015 + Penalty 794.405446 = -149538.667569 nChanged 32 SP:Iteration 12Q (52.582193 sec): 3 clusters Score: Raw -150342.947951 + Penalty 794.579061 = -149548.368890 nChanged 16 SP:Iteration 13Q (52.585471 sec): 3 clusters Score: Raw -150348.533008 + Penalty 797.665639 = -149550.867369 nChanged 16 SP:Iteration 14Q (52.588656 sec): 3 clusters Score: Raw -150354.224702 + Penalty 801.042482 = -149553.182220 nChanged 15 SP:Iteration 15Q (52.591918 sec): 3 clusters Score: Raw -150360.013683 + Penalty 801.651267 = -149558.362417 nChanged 19 SP:Iteration 16Q (52.595173 sec): 3 clusters Score: Raw -150367.290216 + Penalty 810.708337 = -149556.581879 nChanged 21 SP:Iteration 17F (52.598393 sec): 3 clusters Score: Raw -150374.652619 + Penalty 818.315739 = -149556.336880 nChanged 23 SP:Iteration 18F (52.601760 sec): 3 clusters Score: Raw -150383.822029 + Penalty 824.398586 = -149559.423443 nChanged 26 SP:Iteration 19Q (52.604996 sec): 3 clusters Score: Raw -150395.206130 + Penalty 831.090092 = -149564.116038 nChanged 21 SP:Iteration 20F (52.608323 sec): 3 clusters Score: Raw -150404.227006 + Penalty 833.957439 = -149570.269567 nChanged 19 SP:Iteration 21Q (52.611445 sec): 3 clusters Score: Raw -150412.190049 + Penalty 833.259196 = -149578.930853 nChanged 11 SP:Iteration 22Q (52.614542 sec): 3 clusters Score: Raw -150420.066411 + Penalty 833.152272 = -149586.914138 nChanged 10 SP:Iteration 23Q (52.617536 sec): 3 clusters Score: Raw -150425.150684 + Penalty 829.979232 = -149595.171452 nChanged 3 SP:Iteration 24Q (52.620547 sec): 3 clusters Score: Raw -150426.765849 + Penalty 828.549013 = -149598.216836 nChanged 2 SP:Iteration 25Q (52.623590 sec): 3 clusters Score: Raw -150427.433477 + Penalty 827.764650 = -149599.668827 nChanged 1 SP:Iteration 26Q (52.626665 sec): 3 clusters Score: Raw -150427.479915 + Penalty 827.764650 = -149599.715265 nChanged 0 SP:Iteration 27F (52.629946 sec): 3 clusters Score: Raw -150427.479915 + Penalty 827.764650 = -149599.715265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.633572 sec): 2 clusters Score: Raw -41943.673815 + Penalty 920.684334 = -41022.989481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.634594 sec): 3 clusters Score: Raw -41840.397951 + Penalty 1841.368668 = -39999.029282 nChanged 102 SP:Iteration 1F (52.635616 sec): 3 clusters Score: Raw -41962.601623 + Penalty 1839.668068 = -40122.933555 nChanged 40 SP:Iteration 2F (52.636594 sec): 3 clusters Score: Raw -42036.262492 + Penalty 1837.095898 = -40199.166594 nChanged 20 SP:Iteration 3Q (52.637551 sec): 3 clusters Score: Raw -42078.359997 + Penalty 1836.153612 = -40242.206385 nChanged 18 SP:Iteration 4Q (52.638497 sec): 3 clusters Score: Raw -42116.986219 + Penalty 1835.028255 = -40281.957964 nChanged 22 SP:Iteration 5Q (52.639445 sec): 3 clusters Score: Raw -42172.110867 + Penalty 1835.436524 = -40336.674343 nChanged 21 SP:Iteration 6Q (52.640388 sec): 3 clusters Score: Raw -42226.777345 + Penalty 1835.997788 = -40390.779557 nChanged 18 SP:Iteration 7Q (52.641356 sec): 3 clusters Score: Raw -42251.375270 + Penalty 1835.412768 = -40415.962502 nChanged 7 SP:Iteration 8Q (52.642304 sec): 3 clusters Score: Raw -42261.930988 + Penalty 1835.334141 = -40426.596847 nChanged 6 SP:Iteration 9Q (52.643243 sec): 3 clusters Score: Raw -42273.046926 + Penalty 1834.748207 = -40438.298718 nChanged 3 SP:Iteration 10F (52.644257 sec): 3 clusters Score: Raw -42278.053787 + Penalty 1833.122804 = -40444.930983 nChanged 3 SP:Iteration 11Q (52.645161 sec): 3 clusters Score: Raw -42289.743010 + Penalty 1831.976373 = -40457.766637 nChanged 2 SP:Iteration 12Q (52.646063 sec): 3 clusters Score: Raw -42293.971516 + Penalty 1831.959615 = -40462.011901 nChanged 2 SP:Iteration 13Q (52.646956 sec): 3 clusters Score: Raw -42307.349284 + Penalty 1831.959615 = -40475.389668 nChanged 0 SP:Iteration 14F (52.647932 sec): 3 clusters Score: Raw -42307.349284 + Penalty 1831.959615 = -40475.389668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.649826 sec): 2 clusters Score: Raw -25053.398135 + Penalty 333.718051 = -24719.680084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.650580 sec): 3 clusters Score: Raw -24904.839811 + Penalty 666.286736 = -24238.553076 nChanged 105 SP:Iteration 1F (52.651318 sec): 3 clusters Score: Raw -24976.285163 + Penalty 665.305664 = -24310.979499 nChanged 35 SP:Iteration 2F (52.652059 sec): 3 clusters Score: Raw -25004.575667 + Penalty 670.395055 = -24334.180613 nChanged 32 SP:Iteration 3F (52.652794 sec): 3 clusters Score: Raw -25045.362041 + Penalty 683.909878 = -24361.452163 nChanged 29 SP:Iteration 4F (52.653548 sec): 3 clusters Score: Raw -25084.139768 + Penalty 706.609889 = -24377.529879 nChanged 18 SP:Iteration 5F (52.654291 sec): 3 clusters Score: Raw -25104.144121 + Penalty 717.062101 = -24387.082019 nChanged 8 SP:Iteration 6Q (52.655019 sec): 3 clusters Score: Raw -25111.354184 + Penalty 704.182967 = -24407.171217 nChanged 3 SP:Iteration 7Q (52.655739 sec): 3 clusters Score: Raw -25113.570281 + Penalty 704.182967 = -24409.387314 nChanged 0 SP:Iteration 8F (52.656473 sec): 3 clusters Score: Raw -25113.570281 + Penalty 704.182967 = -24409.387314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.657093 sec): 2 clusters Score: Raw -2748.521197 + Penalty 203.710074 = -2544.811124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.657378 sec): 3 clusters Score: Raw -2777.582516 + Penalty 411.259671 = -2366.322845 nChanged 9 SP:Iteration 1F (52.657653 sec): 3 clusters Score: Raw -2792.484748 + Penalty 433.011064 = -2359.473685 nChanged 2 SP:Iteration 2F (52.657930 sec): 3 clusters Score: Raw -2796.804923 + Penalty 446.887789 = -2349.917134 nChanged 1 SP:Iteration 3F (52.658202 sec): 3 clusters Score: Raw -2800.293134 + Penalty 446.887789 = -2353.405345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.662583 sec): 2 clusters Score: Raw -73583.925725 + Penalty 763.955606 = -72819.970119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.664362 sec): 3 clusters Score: Raw -73169.988349 + Penalty 1528.011232 = -71641.977117 nChanged 303 SP:Iteration 1F (52.666063 sec): 3 clusters Score: Raw -73408.784137 + Penalty 1528.340946 = -71880.443191 nChanged 90 SP:Iteration 2F (52.667712 sec): 3 clusters Score: Raw -73471.120652 + Penalty 1528.728843 = -71942.391808 nChanged 26 SP:Iteration 3Q (52.669379 sec): 3 clusters Score: Raw -73481.458284 + Penalty 1528.921479 = -71952.536805 nChanged 10 SP:Iteration 4Q (52.670978 sec): 3 clusters Score: Raw -73484.858948 + Penalty 1528.806801 = -71956.052147 nChanged 8 SP:Iteration 5Q (52.672567 sec): 3 clusters Score: Raw -73489.713512 + Penalty 1528.997643 = -71960.715869 nChanged 13 SP:Iteration 6Q (52.674175 sec): 3 clusters Score: Raw -73497.299766 + Penalty 1529.124697 = -71968.175068 nChanged 15 SP:Iteration 7Q (52.675787 sec): 3 clusters Score: Raw -73504.133434 + Penalty 1528.818412 = -71975.315023 nChanged 12 SP:Iteration 8Q (52.677374 sec): 3 clusters Score: Raw -73508.782047 + Penalty 1528.295379 = -71980.486668 nChanged 11 SP:Iteration 9Q (52.678960 sec): 3 clusters Score: Raw -73512.518669 + Penalty 1527.854918 = -71984.663751 nChanged 10 SP:Iteration 10F (52.680555 sec): 3 clusters Score: Raw -73518.040049 + Penalty 1527.120374 = -71990.919675 nChanged 11 SP:Iteration 11Q (52.682115 sec): 3 clusters Score: Raw -73522.287522 + Penalty 1526.635244 = -71995.652277 nChanged 11 SP:Iteration 12Q (52.683743 sec): 3 clusters Score: Raw -73527.366388 + Penalty 1525.886127 = -72001.480261 nChanged 14 SP:Iteration 13Q (52.685333 sec): 3 clusters Score: Raw -73531.357396 + Penalty 1525.076591 = -72006.280805 nChanged 11 SP:Iteration 14Q (52.686899 sec): 3 clusters Score: Raw -73534.520469 + Penalty 1524.990766 = -72009.529703 nChanged 3 SP:Iteration 15Q (52.688482 sec): 3 clusters Score: Raw -73539.468057 + Penalty 1524.493050 = -72014.975007 nChanged 10 SP:Iteration 16Q (52.690075 sec): 3 clusters Score: Raw -73547.274037 + Penalty 1523.760767 = -72023.513270 nChanged 15 SP:Iteration 17Q (52.691656 sec): 3 clusters Score: Raw -73557.229552 + Penalty 1523.893294 = -72033.336258 nChanged 13 SP:Iteration 18Q (52.693325 sec): 3 clusters Score: Raw -73563.286924 + Penalty 1523.443446 = -72039.843478 nChanged 14 SP:Iteration 19Q (52.694996 sec): 3 clusters Score: Raw -73573.012245 + Penalty 1524.290888 = -72048.721356 nChanged 22 SP:Iteration 20F (52.696640 sec): 3 clusters Score: Raw -73589.882080 + Penalty 1526.502027 = -72063.380053 nChanged 32 SP:Iteration 21Q (52.698210 sec): 3 clusters Score: Raw -73610.561885 + Penalty 1531.041868 = -72079.520017 nChanged 26 SP:Iteration 22Q (52.699815 sec): 3 clusters Score: Raw -73629.810158 + Penalty 1538.699578 = -72091.110580 nChanged 28 SP:Iteration 23Q (52.701404 sec): 3 clusters Score: Raw -73651.107198 + Penalty 1547.496002 = -72103.611196 nChanged 27 SP:Iteration 24Q (52.702997 sec): 3 clusters Score: Raw -73668.806791 + Penalty 1551.486864 = -72117.319927 nChanged 18 SP:Iteration 25Q (52.704584 sec): 3 clusters Score: Raw -73677.949611 + Penalty 1555.489981 = -72122.459630 nChanged 16 SP:Iteration 26Q (52.706173 sec): 3 clusters Score: Raw -73687.994750 + Penalty 1558.457596 = -72129.537153 nChanged 17 SP:Iteration 27Q (52.707782 sec): 3 clusters Score: Raw -73699.727901 + Penalty 1563.225395 = -72136.502507 nChanged 14 SP:Iteration 28Q (52.709367 sec): 3 clusters Score: Raw -73707.815108 + Penalty 1564.249416 = -72143.565692 nChanged 5 SP:Iteration 29Q (52.710928 sec): 3 clusters Score: Raw -73710.957131 + Penalty 1565.468077 = -72145.489054 nChanged 4 SP:Iteration 30F (52.712534 sec): 3 clusters Score: Raw -73715.577025 + Penalty 1566.083690 = -72149.493335 nChanged 3 SP:Iteration 31Q (52.714142 sec): 3 clusters Score: Raw -73717.960473 + Penalty 1567.182757 = -72150.777716 nChanged 5 SP:Iteration 32Q (52.715724 sec): 3 clusters Score: Raw -73722.229139 + Penalty 1568.867701 = -72153.361438 nChanged 6 SP:Iteration 33Q (52.717300 sec): 3 clusters Score: Raw -73725.093664 + Penalty 1570.654773 = -72154.438891 nChanged 2 SP:Iteration 34Q (52.718878 sec): 3 clusters Score: Raw -73726.196748 + Penalty 1570.654773 = -72155.541975 nChanged 0 SP:Iteration 35F (52.720450 sec): 3 clusters Score: Raw -73726.196748 + Penalty 1570.654773 = -72155.541975 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 29 (1219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.724976 sec): 2 clusters Score: Raw -121450.973299 + Penalty 1114.584164 = -120336.389135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.727367 sec): 3 clusters Score: Raw -120935.038944 + Penalty 2229.685847 = -118705.353098 nChanged 371 SP:Iteration 1F (52.729702 sec): 3 clusters Score: Raw -121176.707917 + Penalty 2231.045687 = -118945.662230 nChanged 105 SP:Iteration 2F (52.732042 sec): 3 clusters Score: Raw -121279.382251 + Penalty 2233.717643 = -119045.664609 nChanged 79 SP:Iteration 3F (52.734377 sec): 3 clusters Score: Raw -121362.180968 + Penalty 2237.579867 = -119124.601101 nChanged 86 SP:Iteration 4F (52.736684 sec): 3 clusters Score: Raw -121456.901991 + Penalty 2242.290721 = -119214.611270 nChanged 71 SP:Iteration 5F (52.739066 sec): 3 clusters Score: Raw -121551.790942 + Penalty 2245.008824 = -119306.782118 nChanged 57 SP:Iteration 6Q (52.741453 sec): 3 clusters Score: Raw -121625.169925 + Penalty 2248.103958 = -119377.065967 nChanged 49 SP:Iteration 7Q (52.743879 sec): 3 clusters Score: Raw -121680.483882 + Penalty 2249.743666 = -119430.740216 nChanged 36 SP:Iteration 8Q (52.746272 sec): 3 clusters Score: Raw -121716.503240 + Penalty 2250.593842 = -119465.909398 nChanged 21 SP:Iteration 9Q (52.748645 sec): 3 clusters Score: Raw -121734.995891 + Penalty 2251.802122 = -119483.193768 nChanged 16 SP:Iteration 10F (52.750917 sec): 3 clusters Score: Raw -121750.663212 + Penalty 2252.253495 = -119498.409717 nChanged 13 SP:Iteration 11Q (52.753105 sec): 3 clusters Score: Raw -121762.691555 + Penalty 2252.740947 = -119509.950607 nChanged 7 SP:Iteration 12Q (52.755317 sec): 3 clusters Score: Raw -121770.351170 + Penalty 2252.763063 = -119517.588107 nChanged 4 SP:Iteration 13Q (52.757501 sec): 3 clusters Score: Raw -121772.390425 + Penalty 2252.771291 = -119519.619134 nChanged 2 SP:Iteration 14Q (52.759737 sec): 3 clusters Score: Raw -121774.152189 + Penalty 2252.774681 = -119521.377508 nChanged 1 SP:Iteration 15Q (52.761973 sec): 3 clusters Score: Raw -121774.587118 + Penalty 2252.774681 = -119521.812437 nChanged 0 SP:Iteration 16F (52.764300 sec): 3 clusters Score: Raw -121774.587118 + Penalty 2252.774681 = -119521.812437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.766985 sec): 2 clusters Score: Raw -44612.930159 + Penalty 428.390420 = -44184.539739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.768064 sec): 3 clusters Score: Raw -44348.739812 + Penalty 856.935394 = -43491.804418 nChanged 184 SP:Iteration 1F (52.769110 sec): 3 clusters Score: Raw -44465.204533 + Penalty 854.063436 = -43611.141097 nChanged 44 SP:Iteration 2F (52.770151 sec): 3 clusters Score: Raw -44506.609061 + Penalty 852.289975 = -43654.319086 nChanged 51 SP:Iteration 3F (52.771189 sec): 3 clusters Score: Raw -44573.471219 + Penalty 855.756120 = -43717.715099 nChanged 49 SP:Iteration 4F (52.772230 sec): 3 clusters Score: Raw -44628.256839 + Penalty 859.167603 = -43769.089236 nChanged 34 SP:Iteration 5F (52.773287 sec): 3 clusters Score: Raw -44649.606782 + Penalty 862.008270 = -43787.598512 nChanged 20 SP:Iteration 6Q (52.774307 sec): 3 clusters Score: Raw -44654.064301 + Penalty 865.740985 = -43788.323316 nChanged 11 SP:Iteration 7Q (52.775323 sec): 3 clusters Score: Raw -44658.500562 + Penalty 869.623651 = -43788.876912 nChanged 10 SP:Iteration 8Q (52.776339 sec): 3 clusters Score: Raw -44660.331987 + Penalty 875.637302 = -43784.694685 nChanged 13 SP:Iteration 9F (52.777407 sec): 3 clusters Score: Raw -44661.995646 + Penalty 877.514215 = -43784.481430 nChanged 5 SP:Iteration 10F (52.778463 sec): 3 clusters Score: Raw -44662.186145 + Penalty 878.057751 = -43784.128394 nChanged 1 SP:Iteration 11F (52.779502 sec): 3 clusters Score: Raw -44662.268446 + Penalty 878.978348 = -43783.290098 nChanged 2 SP:Iteration 12F (52.780536 sec): 3 clusters Score: Raw -44662.373356 + Penalty 879.735367 = -43782.637989 nChanged 2 SP:Iteration 13F (52.781570 sec): 3 clusters Score: Raw -44662.635141 + Penalty 880.499538 = -43782.135603 nChanged 3 SP:Iteration 14F (52.782600 sec): 3 clusters Score: Raw -44663.082288 + Penalty 881.167752 = -43781.914536 nChanged 2 SP:Iteration 15F (52.783650 sec): 3 clusters Score: Raw -44663.262526 + Penalty 881.167752 = -43782.094774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.784519 sec): 2 clusters Score: Raw -13044.746677 + Penalty 156.753480 = -12887.993197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.785017 sec): 3 clusters Score: Raw -12976.348060 + Penalty 358.193021 = -12618.155040 nChanged 46 SP:Iteration 1F (52.785498 sec): 3 clusters Score: Raw -13036.940798 + Penalty 421.224293 = -12615.716505 nChanged 14 SP:Iteration 2F (52.785977 sec): 3 clusters Score: Raw -13054.469232 + Penalty 469.359487 = -12585.109746 nChanged 5 SP:Iteration 3F (52.786455 sec): 3 clusters Score: Raw -13057.483315 + Penalty 453.211846 = -12604.271469 nChanged 2 SP:Iteration 4Q (52.786892 sec): 3 clusters Score: Raw -13058.430230 + Penalty 453.211846 = -12605.218384 nChanged 0 SP:Iteration 5F (52.787371 sec): 3 clusters Score: Raw -13058.430230 + Penalty 453.211846 = -12605.218384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 40 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.789797 sec): 2 clusters Score: Raw -64335.714160 + Penalty 570.238493 = -63765.475667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.791278 sec): 3 clusters Score: Raw -63950.718287 + Penalty 1140.776839 = -62809.941448 nChanged 262 SP:Iteration 1F (52.792760 sec): 3 clusters Score: Raw -64124.237355 + Penalty 1140.967877 = -62983.269478 nChanged 70 SP:Iteration 2F (52.794240 sec): 3 clusters Score: Raw -64177.877985 + Penalty 1141.180290 = -63036.697695 nChanged 38 SP:Iteration 3F (52.795691 sec): 3 clusters Score: Raw -64206.887306 + Penalty 1140.898861 = -63065.988445 nChanged 23 SP:Iteration 4Q (52.797163 sec): 3 clusters Score: Raw -64225.630330 + Penalty 1140.391955 = -63085.238375 nChanged 17 SP:Iteration 5Q (52.798607 sec): 3 clusters Score: Raw -64232.882621 + Penalty 1140.228546 = -63092.654076 nChanged 12 SP:Iteration 6Q (52.800027 sec): 3 clusters Score: Raw -64237.668397 + Penalty 1140.077854 = -63097.590543 nChanged 6 SP:Iteration 7Q (52.801509 sec): 3 clusters Score: Raw -64239.439189 + Penalty 1140.069330 = -63099.369859 nChanged 11 SP:Iteration 8Q (52.802959 sec): 3 clusters Score: Raw -64243.701109 + Penalty 1140.781222 = -63102.919887 nChanged 10 SP:Iteration 9Q (52.804402 sec): 3 clusters Score: Raw -64248.827107 + Penalty 1141.782904 = -63107.044203 nChanged 14 SP:Iteration 10F (52.805886 sec): 3 clusters Score: Raw -64257.236654 + Penalty 1144.149917 = -63113.086736 nChanged 15 SP:Iteration 11Q (52.807331 sec): 3 clusters Score: Raw -64266.069765 + Penalty 1146.672432 = -63119.397333 nChanged 19 SP:Iteration 12Q (52.808755 sec): 3 clusters Score: Raw -64279.219350 + Penalty 1148.750207 = -63130.469143 nChanged 12 SP:Iteration 13Q (52.810187 sec): 3 clusters Score: Raw -64285.516234 + Penalty 1149.871579 = -63135.644655 nChanged 11 SP:Iteration 14Q (52.811631 sec): 3 clusters Score: Raw -64292.441866 + Penalty 1150.004541 = -63142.437324 nChanged 11 SP:Iteration 15Q (52.813046 sec): 3 clusters Score: Raw -64297.282644 + Penalty 1150.168614 = -63147.114030 nChanged 7 SP:Iteration 16Q (52.814500 sec): 3 clusters Score: Raw -64299.510494 + Penalty 1151.712102 = -63147.798392 nChanged 6 SP:Iteration 17Q (52.815918 sec): 3 clusters Score: Raw -64301.339156 + Penalty 1152.952683 = -63148.386473 nChanged 4 SP:Iteration 18Q (52.817320 sec): 3 clusters Score: Raw -64302.763288 + Penalty 1152.206504 = -63150.556784 nChanged 4 SP:Iteration 19Q (52.818727 sec): 3 clusters Score: Raw -64305.146131 + Penalty 1153.819297 = -63151.326834 nChanged 4 SP:Iteration 20F (52.820163 sec): 3 clusters Score: Raw -64305.788848 + Penalty 1152.837587 = -63152.951261 nChanged 1 SP:Iteration 21Q (52.821576 sec): 3 clusters Score: Raw -64305.991994 + Penalty 1153.435459 = -63152.556535 nChanged 1 SP:Iteration 22F (52.823054 sec): 3 clusters Score: Raw -64306.289843 + Penalty 1154.042317 = -63152.247526 nChanged 1 SP:Iteration 23F (52.824525 sec): 3 clusters Score: Raw -64306.322554 + Penalty 1154.576413 = -63151.746142 nChanged 1 SP:Iteration 24F (52.825955 sec): 3 clusters Score: Raw -64306.293655 + Penalty 1154.562266 = -63151.731388 nChanged 2 SP:Iteration 25F (52.827446 sec): 3 clusters Score: Raw -64306.695824 + Penalty 1154.755389 = -63151.940435 nChanged 2 SP:Iteration 26Q (52.828849 sec): 3 clusters Score: Raw -64307.064136 + Penalty 1156.208120 = -63150.856016 nChanged 2 SP:Iteration 27F (52.830304 sec): 3 clusters Score: Raw -64307.462312 + Penalty 1158.071545 = -63149.390766 nChanged 3 SP:Iteration 28F (52.831785 sec): 3 clusters Score: Raw -64308.048968 + Penalty 1159.974438 = -63148.074529 nChanged 3 SP:Iteration 29F (52.833249 sec): 3 clusters Score: Raw -64308.480756 + Penalty 1161.592242 = -63146.888514 nChanged 4 SP:Iteration 30F (52.834690 sec): 3 clusters Score: Raw -64309.977960 + Penalty 1163.538004 = -63146.439956 nChanged 4 SP:Iteration 31F (52.836148 sec): 3 clusters Score: Raw -64310.534115 + Penalty 1163.308664 = -63147.225451 nChanged 1 SP:Iteration 32Q (52.837552 sec): 3 clusters Score: Raw -64310.580005 + Penalty 1163.811409 = -63146.768597 nChanged 3 SP:Iteration 33F (52.839006 sec): 3 clusters Score: Raw -64312.518094 + Penalty 1164.295831 = -63148.222263 nChanged 2 SP:Iteration 34Q (52.840400 sec): 3 clusters Score: Raw -64313.564864 + Penalty 1166.392907 = -63147.171957 nChanged 5 SP:Iteration 35F (52.841868 sec): 3 clusters Score: Raw -64316.996167 + Penalty 1168.609343 = -63148.386824 nChanged 6 SP:Iteration 36Q (52.843244 sec): 3 clusters Score: Raw -64321.536947 + Penalty 1169.067675 = -63152.469271 nChanged 5 SP:Iteration 37Q (52.844667 sec): 3 clusters Score: Raw -64325.255278 + Penalty 1167.797417 = -63157.457861 nChanged 4 SP:Iteration 38Q (52.846057 sec): 3 clusters Score: Raw -64327.041297 + Penalty 1166.799420 = -63160.241877 nChanged 1 SP:Iteration 39Q (52.847489 sec): 3 clusters Score: Raw -64327.848968 + Penalty 1167.917272 = -63159.931697 nChanged 1 SP:Iteration 40F (52.849024 sec): 3 clusters Score: Raw -64330.111901 + Penalty 1167.643536 = -63162.468365 nChanged 1 SP:Iteration 41Q (52.850435 sec): 3 clusters Score: Raw -64330.291228 + Penalty 1168.186888 = -63162.104340 nChanged 1 SP:Iteration 42F (52.851906 sec): 3 clusters Score: Raw -64330.326942 + Penalty 1169.056713 = -63161.270229 nChanged 1 SP:Iteration 43F (52.853361 sec): 3 clusters Score: Raw -64330.744976 + Penalty 1169.056713 = -63161.688262 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 45 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.857718 sec): 2 clusters Score: Raw -81264.866532 + Penalty 1094.372710 = -80170.493822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.859459 sec): 3 clusters Score: Raw -81007.505244 + Penalty 2188.732881 = -78818.772363 nChanged 240 SP:Iteration 1F (52.861147 sec): 3 clusters Score: Raw -81264.933169 + Penalty 2188.744363 = -79076.188806 nChanged 71 SP:Iteration 2F (52.862829 sec): 3 clusters Score: Raw -81349.734236 + Penalty 2188.726989 = -79161.007247 nChanged 47 SP:Iteration 3F (52.864561 sec): 3 clusters Score: Raw -81409.291841 + Penalty 2188.638306 = -79220.653535 nChanged 39 SP:Iteration 4Q (52.866221 sec): 3 clusters Score: Raw -81458.657256 + Penalty 2188.624479 = -79270.032776 nChanged 30 SP:Iteration 5Q (52.867859 sec): 3 clusters Score: Raw -81482.818149 + Penalty 2188.533575 = -79294.284574 nChanged 25 SP:Iteration 6Q (52.869494 sec): 3 clusters Score: Raw -81512.236793 + Penalty 2188.447768 = -79323.789025 nChanged 21 SP:Iteration 7Q (52.871127 sec): 3 clusters Score: Raw -81529.978238 + Penalty 2188.365132 = -79341.613106 nChanged 13 SP:Iteration 8Q (52.872765 sec): 3 clusters Score: Raw -81540.096232 + Penalty 2188.336840 = -79351.759392 nChanged 9 SP:Iteration 9Q (52.874414 sec): 3 clusters Score: Raw -81548.660232 + Penalty 2188.277635 = -79360.382597 nChanged 7 SP:Iteration 10F (52.876115 sec): 3 clusters Score: Raw -81554.080367 + Penalty 2188.251016 = -79365.829350 nChanged 3 SP:Iteration 11Q (52.877759 sec): 3 clusters Score: Raw -81556.691498 + Penalty 2188.223161 = -79368.468337 nChanged 3 SP:Iteration 12Q (52.879393 sec): 3 clusters Score: Raw -81559.864181 + Penalty 2188.213659 = -79371.650522 nChanged 1 SP:Iteration 13Q (52.881040 sec): 3 clusters Score: Raw -81560.431895 + Penalty 2188.204046 = -79372.227849 nChanged 1 SP:Iteration 14Q (52.882680 sec): 3 clusters Score: Raw -81561.226925 + Penalty 2188.194322 = -79373.032603 nChanged 1 SP:Iteration 15Q (52.884309 sec): 3 clusters Score: Raw -81562.633740 + Penalty 2188.194322 = -79374.439418 nChanged 0 SP:Iteration 16F (52.886017 sec): 3 clusters Score: Raw -81562.633740 + Penalty 2188.194322 = -79374.439418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.888821 sec): 2 clusters Score: Raw -38992.437365 + Penalty 757.851481 = -38234.585884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.889805 sec): 3 clusters Score: Raw -38838.221299 + Penalty 1519.064854 = -37319.156445 nChanged 109 SP:Iteration 1F (52.890772 sec): 3 clusters Score: Raw -38945.192068 + Penalty 1525.126337 = -37420.065731 nChanged 43 SP:Iteration 2F (52.891731 sec): 3 clusters Score: Raw -39005.323745 + Penalty 1539.694329 = -37465.629416 nChanged 33 SP:Iteration 3F (52.892693 sec): 3 clusters Score: Raw -39065.140613 + Penalty 1551.608067 = -37513.532545 nChanged 27 SP:Iteration 4F (52.893651 sec): 3 clusters Score: Raw -39107.010927 + Penalty 1559.540571 = -37547.470356 nChanged 16 SP:Iteration 5Q (52.894602 sec): 3 clusters Score: Raw -39133.986963 + Penalty 1560.389785 = -37573.597178 nChanged 9 SP:Iteration 6Q (52.895519 sec): 3 clusters Score: Raw -39145.880453 + Penalty 1560.696572 = -37585.183881 nChanged 1 SP:Iteration 7Q (52.896427 sec): 3 clusters Score: Raw -39151.954077 + Penalty 1560.696572 = -37591.257505 nChanged 0 SP:Iteration 8F (52.897383 sec): 3 clusters Score: Raw -39151.954077 + Penalty 1560.696572 = -37591.257505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.899080 sec): 2 clusters Score: Raw -42348.572589 + Penalty 916.269038 = -41432.303551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.900062 sec): 3 clusters Score: Raw -42238.974578 + Penalty 1835.256865 = -40403.717713 nChanged 96 SP:Iteration 1F (52.901020 sec): 3 clusters Score: Raw -42366.790453 + Penalty 1840.785204 = -40526.005248 nChanged 32 SP:Iteration 2F (52.901977 sec): 3 clusters Score: Raw -42440.662939 + Penalty 1848.469966 = -40592.192974 nChanged 28 SP:Iteration 3F (52.902936 sec): 3 clusters Score: Raw -42487.343640 + Penalty 1855.419697 = -40631.923944 nChanged 17 SP:Iteration 4Q (52.903876 sec): 3 clusters Score: Raw -42527.806923 + Penalty 1860.583982 = -40667.222941 nChanged 11 SP:Iteration 5Q (52.904788 sec): 3 clusters Score: Raw -42551.539883 + Penalty 1864.322458 = -40687.217425 nChanged 6 SP:Iteration 6Q (52.905713 sec): 3 clusters Score: Raw -42564.683305 + Penalty 1868.121505 = -40696.561799 nChanged 5 SP:Iteration 7Q (52.906602 sec): 3 clusters Score: Raw -42579.148236 + Penalty 1872.119644 = -40707.028592 nChanged 6 SP:Iteration 8Q (52.907482 sec): 3 clusters Score: Raw -42590.413735 + Penalty 1873.163234 = -40717.250502 nChanged 2 SP:Iteration 9Q (52.908360 sec): 3 clusters Score: Raw -42594.897415 + Penalty 1873.163234 = -40721.734181 nChanged 0 SP:Iteration 10F (52.909318 sec): 3 clusters Score: Raw -42594.897415 + Penalty 1873.163234 = -40721.734181 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 53 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.911627 sec): 2 clusters Score: Raw -67999.217997 + Penalty 1008.751695 = -66990.466302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.913070 sec): 3 clusters Score: Raw -67758.537033 + Penalty 2016.910737 = -65741.626296 nChanged 171 SP:Iteration 1F (52.914449 sec): 3 clusters Score: Raw -67923.654077 + Penalty 2016.181786 = -65907.472292 nChanged 48 SP:Iteration 2F (52.915847 sec): 3 clusters Score: Raw -67969.294630 + Penalty 2015.563371 = -65953.731259 nChanged 24 SP:Iteration 3Q (52.917232 sec): 3 clusters Score: Raw -67989.238195 + Penalty 2015.148117 = -65974.090078 nChanged 19 SP:Iteration 4Q (52.918622 sec): 3 clusters Score: Raw -68011.225939 + Penalty 2014.510502 = -65996.715436 nChanged 24 SP:Iteration 5Q (52.920005 sec): 3 clusters Score: Raw -68032.909410 + Penalty 2014.084565 = -66018.824845 nChanged 17 SP:Iteration 6Q (52.921382 sec): 3 clusters Score: Raw -68056.306976 + Penalty 2013.494224 = -66042.812752 nChanged 12 SP:Iteration 7Q (52.922782 sec): 3 clusters Score: Raw -68075.328326 + Penalty 2011.122973 = -66064.205352 nChanged 22 SP:Iteration 8Q (52.924167 sec): 3 clusters Score: Raw -68102.243835 + Penalty 2011.171213 = -66091.072622 nChanged 20 SP:Iteration 9Q (52.925535 sec): 3 clusters Score: Raw -68135.341252 + Penalty 2010.955537 = -66124.385715 nChanged 19 SP:Iteration 10F (52.926924 sec): 3 clusters Score: Raw -68157.035993 + Penalty 2010.980263 = -66146.055730 nChanged 9 SP:Iteration 11Q (52.928300 sec): 3 clusters Score: Raw -68166.569671 + Penalty 2010.212938 = -66156.356732 nChanged 7 SP:Iteration 12Q (52.929680 sec): 3 clusters Score: Raw -68173.498530 + Penalty 2010.574927 = -66162.923603 nChanged 4 SP:Iteration 13Q (52.931035 sec): 3 clusters Score: Raw -68178.996334 + Penalty 2011.128511 = -66167.867824 nChanged 6 SP:Iteration 14Q (52.932419 sec): 3 clusters Score: Raw -68187.421800 + Penalty 2011.273900 = -66176.147900 nChanged 8 SP:Iteration 15Q (52.933787 sec): 3 clusters Score: Raw -68198.198406 + Penalty 2011.828469 = -66186.369937 nChanged 9 SP:Iteration 16Q (52.935135 sec): 3 clusters Score: Raw -68207.243454 + Penalty 2013.879253 = -66193.364201 nChanged 10 SP:Iteration 17Q (52.936474 sec): 3 clusters Score: Raw -68225.551380 + Penalty 2016.232970 = -66209.318410 nChanged 13 SP:Iteration 18Q (52.937806 sec): 3 clusters Score: Raw -68250.876433 + Penalty 2018.097913 = -66232.778519 nChanged 12 SP:Iteration 19Q (52.939149 sec): 3 clusters Score: Raw -68269.158191 + Penalty 2019.797199 = -66249.360992 nChanged 9 SP:Iteration 20F (52.940546 sec): 3 clusters Score: Raw -68281.637039 + Penalty 2021.739570 = -66259.897469 nChanged 8 SP:Iteration 21Q (52.941886 sec): 3 clusters Score: Raw -68293.060172 + Penalty 2022.512347 = -66270.547825 nChanged 7 SP:Iteration 22Q (52.943212 sec): 3 clusters Score: Raw -68302.413649 + Penalty 2023.248691 = -66279.164958 nChanged 5 SP:Iteration 23Q (52.944525 sec): 3 clusters Score: Raw -68306.627206 + Penalty 2024.197317 = -66282.429890 nChanged 6 SP:Iteration 24Q (52.945832 sec): 3 clusters Score: Raw -68312.328349 + Penalty 2024.197317 = -66288.131033 nChanged 0 SP:Iteration 25F (52.947262 sec): 3 clusters Score: Raw -68312.328349 + Penalty 2024.197317 = -66288.131033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.947865 sec): 2 clusters Score: Raw -1594.176484 + Penalty 56.162908 = -1538.013576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.948130 sec): 3 clusters Score: Raw -1617.479922 + Penalty 111.606386 = -1505.873536 nChanged 3 SP:Iteration 1F (52.948381 sec): 3 clusters Score: Raw -1627.826253 + Penalty 111.606386 = -1516.219866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.949594 sec): 2 clusters Score: Raw -26653.861149 + Penalty 847.151843 = -25806.709306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.950322 sec): 3 clusters Score: Raw -26620.692410 + Penalty 1694.241645 = -24926.450765 nChanged 43 SP:Iteration 1F (52.951038 sec): 3 clusters Score: Raw -26688.708883 + Penalty 1693.633666 = -24995.075217 nChanged 10 SP:Iteration 2Q (52.951740 sec): 3 clusters Score: Raw -26706.979916 + Penalty 1693.177035 = -25013.802881 nChanged 8 SP:Iteration 3Q (52.952427 sec): 3 clusters Score: Raw -26729.190479 + Penalty 1692.471821 = -25036.718657 nChanged 8 SP:Iteration 4Q (52.953100 sec): 3 clusters Score: Raw -26745.765081 + Penalty 1692.718839 = -25053.046242 nChanged 5 SP:Iteration 5Q (52.953764 sec): 3 clusters Score: Raw -26761.071504 + Penalty 1692.718839 = -25068.352665 nChanged 2 SP:Iteration 6Q (52.954425 sec): 3 clusters Score: Raw -26763.940333 + Penalty 1692.718839 = -25071.221494 nChanged 0 SP:Iteration 7F (52.955113 sec): 3 clusters Score: Raw -26763.940333 + Penalty 1692.718839 = -25071.221494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.955691 sec): 2 clusters Score: Raw -1813.594101 + Penalty 185.119271 = -1628.474830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.955961 sec): 3 clusters Score: Raw -1909.246678 + Penalty 369.597603 = -1539.649075 nChanged 1 SP:Iteration 1Q (52.956213 sec): 3 clusters Score: Raw -1915.428471 + Penalty 369.597603 = -1545.830869 nChanged 0 SP:Iteration 2F (52.956470 sec): 3 clusters Score: Raw -1915.428471 + Penalty 369.597603 = -1545.830869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.956929 sec): 2 clusters Score: Raw -437.189177 + Penalty 11.646437 = -425.542740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.957124 sec): 3 clusters Score: Raw -446.272880 + Penalty 23.292873 = -422.980007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.958258 sec): 2 clusters Score: Raw -20933.667935 + Penalty 452.233510 = -20481.434425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.958941 sec): 3 clusters Score: Raw -20876.464208 + Penalty 906.719951 = -19969.744256 nChanged 55 SP:Iteration 1F (52.959613 sec): 3 clusters Score: Raw -20954.160937 + Penalty 908.818564 = -20045.342374 nChanged 22 SP:Iteration 2F (52.960279 sec): 3 clusters Score: Raw -21007.748218 + Penalty 909.048509 = -20098.699709 nChanged 15 SP:Iteration 3F (52.960973 sec): 3 clusters Score: Raw -21027.514077 + Penalty 911.363661 = -20116.150416 nChanged 6 SP:Iteration 4Q (52.961599 sec): 3 clusters Score: Raw -21037.360090 + Penalty 915.677006 = -20121.683083 nChanged 4 SP:Iteration 5Q (52.962221 sec): 3 clusters Score: Raw -21043.104948 + Penalty 917.746633 = -20125.358315 nChanged 5 SP:Iteration 6Q (52.962838 sec): 3 clusters Score: Raw -21055.477481 + Penalty 918.941708 = -20136.535772 nChanged 3 SP:Iteration 7Q (52.963454 sec): 3 clusters Score: Raw -21056.613534 + Penalty 918.941708 = -20137.671826 nChanged 0 SP:Iteration 8F (52.964128 sec): 3 clusters Score: Raw -21056.613534 + Penalty 918.941708 = -20137.671826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.965199 sec): 2 clusters Score: Raw -17618.552149 + Penalty 365.786391 = -17252.765758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.965824 sec): 3 clusters Score: Raw -17533.695710 + Penalty 732.357986 = -16801.337725 nChanged 64 SP:Iteration 1F (52.966433 sec): 3 clusters Score: Raw -17676.422419 + Penalty 726.770225 = -16949.652194 nChanged 29 SP:Iteration 2F (52.967040 sec): 3 clusters Score: Raw -17746.981746 + Penalty 715.846178 = -17031.135568 nChanged 12 SP:Iteration 3F (52.967646 sec): 3 clusters Score: Raw -17777.199578 + Penalty 708.302505 = -17068.897073 nChanged 6 SP:Iteration 4Q (52.968202 sec): 3 clusters Score: Raw -17804.241927 + Penalty 706.968656 = -17097.273271 nChanged 4 SP:Iteration 5Q (52.968748 sec): 3 clusters Score: Raw -17810.291658 + Penalty 706.968656 = -17103.323003 nChanged 0 SP:Iteration 6F (52.969354 sec): 3 clusters Score: Raw -17810.291658 + Penalty 706.968656 = -17103.323003 nChanged 0 Deleting Class 3 (7 points): Lose 99.596031 but Gain 103.985053 Iteration 165F (53.422656 sec): 34 clusters Score: Raw -2224796.136087 + Penalty 30245.271928 = -2194550.864159 nChanged 7 Iteration 166F (53.845561 sec): 34 clusters Score: Raw -2224849.589070 + Penalty 30245.736320 = -2194603.852750 nChanged 2 Iteration 167Q (53.933038 sec): 34 clusters Score: Raw -2224849.790928 + Penalty 30247.545651 = -2194602.245277 nChanged 1 Iteration 168F (54.356924 sec): 34 clusters Score: Raw -2224849.876736 + Penalty 30247.545651 = -2194602.331085 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 -2224849.876736 + Penalty 30247.545651 = -2194602.331085Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.412591 sec): 2 clusters Score: Raw -45058.694728 + Penalty 375.409990 = -44683.284738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.413779 sec): 3 clusters Score: Raw -44799.519744 + Penalty 751.930649 = -44047.589096 nChanged 207 SP:Iteration 1F (54.414965 sec): 3 clusters Score: Raw -45037.138385 + Penalty 745.576137 = -44291.562247 nChanged 65 SP:Iteration 2F (54.416156 sec): 3 clusters Score: Raw -45122.757150 + Penalty 737.753327 = -44385.003823 nChanged 34 SP:Iteration 3F (54.417335 sec): 3 clusters Score: Raw -45158.486058 + Penalty 732.824365 = -44425.661693 nChanged 19 SP:Iteration 4Q (54.418493 sec): 3 clusters Score: Raw -45177.895069 + Penalty 728.952147 = -44448.942922 nChanged 15 SP:Iteration 5Q (54.419624 sec): 3 clusters Score: Raw -45188.373412 + Penalty 726.412133 = -44461.961279 nChanged 10 SP:Iteration 6Q (54.420708 sec): 3 clusters Score: Raw -45197.697212 + Penalty 724.793370 = -44472.903842 nChanged 10 SP:Iteration 7Q (54.421786 sec): 3 clusters Score: Raw -45203.982075 + Penalty 720.721660 = -44483.260415 nChanged 8 SP:Iteration 8Q (54.422837 sec): 3 clusters Score: Raw -45213.130039 + Penalty 717.602328 = -44495.527712 nChanged 14 SP:Iteration 9Q (54.423865 sec): 3 clusters Score: Raw -45220.983238 + Penalty 716.060318 = -44504.922920 nChanged 7 SP:Iteration 10F (54.424963 sec): 3 clusters Score: Raw -45226.135310 + Penalty 715.503887 = -44510.631423 nChanged 1 SP:Iteration 11Q (54.425984 sec): 3 clusters Score: Raw -45230.692611 + Penalty 714.953778 = -44515.738833 nChanged 1 SP:Iteration 12Q (54.427030 sec): 3 clusters Score: Raw -45231.960306 + Penalty 714.953778 = -44517.006527 nChanged 0 SP:Iteration 13F (54.428128 sec): 3 clusters Score: Raw -45231.960306 + Penalty 714.953778 = -44517.006527 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.435325 sec): 2 clusters Score: Raw -125222.382841 + Penalty 576.564199 = -124645.818642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.438042 sec): 3 clusters Score: Raw -124384.349638 + Penalty 1153.634009 = -123230.715629 nChanged 571 SP:Iteration 1F (54.440743 sec): 3 clusters Score: Raw -124701.450354 + Penalty 1151.617710 = -123549.832644 nChanged 173 SP:Iteration 2F (54.443447 sec): 3 clusters Score: Raw -124857.695095 + Penalty 1151.574718 = -123706.120377 nChanged 131 SP:Iteration 3F (54.446146 sec): 3 clusters Score: Raw -124982.197771 + Penalty 1154.967003 = -123827.230769 nChanged 83 SP:Iteration 4F (54.448834 sec): 3 clusters Score: Raw -125049.878550 + Penalty 1159.835520 = -123890.043029 nChanged 55 SP:Iteration 5Q (54.451397 sec): 3 clusters Score: Raw -125095.324681 + Penalty 1163.121807 = -123932.202875 nChanged 39 SP:Iteration 6Q (54.453957 sec): 3 clusters Score: Raw -125119.662438 + Penalty 1163.901911 = -123955.760527 nChanged 26 SP:Iteration 7Q (54.456506 sec): 3 clusters Score: Raw -125137.869623 + Penalty 1163.903994 = -123973.965629 nChanged 18 SP:Iteration 8Q (54.459076 sec): 3 clusters Score: Raw -125150.789183 + Penalty 1165.750143 = -123985.039040 nChanged 6 SP:Iteration 9Q (54.461576 sec): 3 clusters Score: Raw -125153.299560 + Penalty 1164.178284 = -123989.121276 nChanged 6 SP:Iteration 10F (54.464276 sec): 3 clusters Score: Raw -125154.863963 + Penalty 1164.600081 = -123990.263882 nChanged 5 SP:Iteration 11Q (54.466781 sec): 3 clusters Score: Raw -125156.607579 + Penalty 1165.500894 = -123991.106685 nChanged 4 SP:Iteration 12Q (54.469270 sec): 3 clusters Score: Raw -125161.289812 + Penalty 1166.858862 = -123994.430950 nChanged 5 SP:Iteration 13Q (54.471735 sec): 3 clusters Score: Raw -125165.105530 + Penalty 1165.351213 = -123999.754317 nChanged 6 SP:Iteration 14Q (54.474179 sec): 3 clusters Score: Raw -125170.000943 + Penalty 1167.161784 = -124002.839159 nChanged 7 SP:Iteration 15Q (54.476652 sec): 3 clusters Score: Raw -125175.048056 + Penalty 1167.425036 = -124007.623020 nChanged 9 SP:Iteration 16Q (54.479104 sec): 3 clusters Score: Raw -125179.997987 + Penalty 1168.223308 = -124011.774678 nChanged 9 SP:Iteration 17Q (54.481787 sec): 3 clusters Score: Raw -125183.516575 + Penalty 1169.285156 = -124014.231419 nChanged 7 SP:Iteration 18Q (54.484262 sec): 3 clusters Score: Raw -125186.348217 + Penalty 1171.628433 = -124014.719784 nChanged 4 SP:Iteration 19Q (54.486856 sec): 3 clusters Score: Raw -125186.969080 + Penalty 1172.509972 = -124014.459108 nChanged 2 SP:Iteration 20F (54.489656 sec): 3 clusters Score: Raw -125188.102113 + Penalty 1173.132486 = -124014.969627 nChanged 3 SP:Iteration 21Q (54.492085 sec): 3 clusters Score: Raw -125189.363026 + Penalty 1172.990436 = -124016.372590 nChanged 3 SP:Iteration 22Q (54.494621 sec): 3 clusters Score: Raw -125190.018435 + Penalty 1172.673489 = -124017.344946 nChanged 1 SP:Iteration 23Q (54.496992 sec): 3 clusters Score: Raw -125190.421218 + Penalty 1174.549674 = -124015.871545 nChanged 3 SP:Iteration 24F (54.499706 sec): 3 clusters Score: Raw -125191.652876 + Penalty 1174.268364 = -124017.384513 nChanged 1 SP:Iteration 25Q (54.502135 sec): 3 clusters Score: Raw -125191.993464 + Penalty 1174.643370 = -124017.350094 nChanged 2 SP:Iteration 26F (54.504815 sec): 3 clusters Score: Raw -125192.651354 + Penalty 1174.266740 = -124018.384614 nChanged 2 SP:Iteration 27Q (54.507181 sec): 3 clusters Score: Raw -125193.874371 + Penalty 1173.985483 = -124019.888888 nChanged 2 SP:Iteration 28Q (54.509587 sec): 3 clusters Score: Raw -125193.872587 + Penalty 1173.985483 = -124019.887104 nChanged 0 SP:Iteration 29F (54.512323 sec): 3 clusters Score: Raw -125193.872587 + Penalty 1173.985483 = -124019.887104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.514492 sec): 2 clusters Score: Raw -37666.585742 + Penalty 967.171510 = -36699.414233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.515580 sec): 3 clusters Score: Raw -37632.317104 + Penalty 1934.087829 = -35698.229275 nChanged 102 SP:Iteration 1F (54.516550 sec): 3 clusters Score: Raw -37795.655994 + Penalty 1934.401681 = -35861.254313 nChanged 28 SP:Iteration 2F (54.517516 sec): 3 clusters Score: Raw -37848.750347 + Penalty 1934.573026 = -35914.177321 nChanged 9 SP:Iteration 3Q (54.518440 sec): 3 clusters Score: Raw -37868.718921 + Penalty 1934.602969 = -35934.115952 nChanged 5 SP:Iteration 4Q (54.519397 sec): 3 clusters Score: Raw -37875.845456 + Penalty 1934.586352 = -35941.259104 nChanged 4 SP:Iteration 5Q (54.520327 sec): 3 clusters Score: Raw -37879.023774 + Penalty 1934.586352 = -35944.437422 nChanged 0 SP:Iteration 6F (54.521352 sec): 3 clusters Score: Raw -37879.023774 + Penalty 1934.586352 = -35944.437422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.523630 sec): 2 clusters Score: Raw -42616.608556 + Penalty 555.850435 = -42060.758121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.524732 sec): 3 clusters Score: Raw -42402.427414 + Penalty 1112.126641 = -41290.300772 nChanged 141 SP:Iteration 1F (54.525788 sec): 3 clusters Score: Raw -42529.080586 + Penalty 1117.960713 = -41411.119873 nChanged 61 SP:Iteration 2F (54.526841 sec): 3 clusters Score: Raw -42618.357196 + Penalty 1131.289722 = -41487.067474 nChanged 45 SP:Iteration 3F (54.527890 sec): 3 clusters Score: Raw -42676.511236 + Penalty 1145.249231 = -41531.262005 nChanged 35 SP:Iteration 4F (54.528957 sec): 3 clusters Score: Raw -42726.956139 + Penalty 1150.503126 = -41576.453013 nChanged 15 SP:Iteration 5Q (54.529984 sec): 3 clusters Score: Raw -42746.835064 + Penalty 1154.807660 = -41592.027404 nChanged 10 SP:Iteration 6Q (54.531005 sec): 3 clusters Score: Raw -42758.619685 + Penalty 1160.401848 = -41598.217837 nChanged 9 SP:Iteration 7Q (54.532025 sec): 3 clusters Score: Raw -42768.189744 + Penalty 1166.452819 = -41601.736924 nChanged 6 SP:Iteration 8Q (54.533043 sec): 3 clusters Score: Raw -42771.652672 + Penalty 1166.666073 = -41604.986599 nChanged 1 SP:Iteration 9Q (54.534083 sec): 3 clusters Score: Raw -42771.973634 + Penalty 1166.666073 = -41605.307561 nChanged 0 SP:Iteration 10F (54.535131 sec): 3 clusters Score: Raw -42771.973634 + Penalty 1166.666073 = -41605.307561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.536038 sec): 2 clusters Score: Raw -150.534353 + Penalty 3.465736 = -147.068617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.536232 sec): 2 clusters Score: Raw -150.534353 + Penalty 3.465736 = -147.068617 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 7 (1030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.540007 sec): 2 clusters Score: Raw -97725.022165 + Penalty 855.807946 = -96869.214220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.542098 sec): 3 clusters Score: Raw -97229.209389 + Penalty 1712.039847 = -95517.169542 nChanged 347 SP:Iteration 1F (54.544165 sec): 3 clusters Score: Raw -97465.917079 + Penalty 1711.941633 = -95753.975446 nChanged 88 SP:Iteration 2F (54.546226 sec): 3 clusters Score: Raw -97521.618096 + Penalty 1711.707800 = -95809.910296 nChanged 54 SP:Iteration 3F (54.548265 sec): 3 clusters Score: Raw -97560.280118 + Penalty 1711.487909 = -95848.792209 nChanged 50 SP:Iteration 4Q (54.550320 sec): 3 clusters Score: Raw -97596.437575 + Penalty 1710.800445 = -95885.637130 nChanged 36 SP:Iteration 5Q (54.552365 sec): 3 clusters Score: Raw -97625.918110 + Penalty 1711.104051 = -95914.814059 nChanged 28 SP:Iteration 6Q (54.554409 sec): 3 clusters Score: Raw -97646.443732 + Penalty 1711.229834 = -95935.213898 nChanged 23 SP:Iteration 7Q (54.556446 sec): 3 clusters Score: Raw -97661.415075 + Penalty 1710.497871 = -95950.917203 nChanged 18 SP:Iteration 8Q (54.558440 sec): 3 clusters Score: Raw -97674.472622 + Penalty 1709.770501 = -95964.702122 nChanged 22 SP:Iteration 9Q (54.560509 sec): 3 clusters Score: Raw -97684.984313 + Penalty 1709.387857 = -95975.596456 nChanged 17 SP:Iteration 10F (54.562711 sec): 3 clusters Score: Raw -97696.438309 + Penalty 1709.348122 = -95987.090186 nChanged 18 SP:Iteration 11Q (54.564822 sec): 3 clusters Score: Raw -97702.786360 + Penalty 1709.735845 = -95993.050515 nChanged 8 SP:Iteration 12Q (54.566826 sec): 3 clusters Score: Raw -97704.984781 + Penalty 1709.186394 = -95995.798387 nChanged 5 SP:Iteration 13Q (54.568882 sec): 3 clusters Score: Raw -97706.067325 + Penalty 1708.710716 = -95997.356609 nChanged 2 SP:Iteration 14Q (54.570925 sec): 3 clusters Score: Raw -97707.574969 + Penalty 1708.401955 = -95999.173014 nChanged 3 SP:Iteration 15Q (54.572949 sec): 3 clusters Score: Raw -97709.087357 + Penalty 1708.157674 = -96000.929683 nChanged 1 SP:Iteration 16Q (54.574976 sec): 3 clusters Score: Raw -97709.583958 + Penalty 1708.209768 = -96001.374190 nChanged 1 SP:Iteration 17Q (54.576972 sec): 3 clusters Score: Raw -97709.776998 + Penalty 1707.925451 = -96001.851547 nChanged 2 SP:Iteration 18Q (54.579097 sec): 3 clusters Score: Raw -97709.978412 + Penalty 1707.601624 = -96002.376788 nChanged 2 SP:Iteration 19Q (54.581325 sec): 3 clusters Score: Raw -97710.392610 + Penalty 1707.659132 = -96002.733478 nChanged 3 SP:Iteration 20F (54.583545 sec): 3 clusters Score: Raw -97711.157997 + Penalty 1707.746831 = -96003.411166 nChanged 3 SP:Iteration 21Q (54.585766 sec): 3 clusters Score: Raw -97711.381618 + Penalty 1707.531051 = -96003.850567 nChanged 3 SP:Iteration 22Q (54.587858 sec): 3 clusters Score: Raw -97712.035527 + Penalty 1708.445714 = -96003.589813 nChanged 3 SP:Iteration 23F (54.590034 sec): 3 clusters Score: Raw -97712.615179 + Penalty 1707.998554 = -96004.616625 nChanged 3 SP:Iteration 24Q (54.592194 sec): 3 clusters Score: Raw -97713.943617 + Penalty 1707.175355 = -96006.768263 nChanged 5 SP:Iteration 25Q (54.594260 sec): 3 clusters Score: Raw -97715.994632 + Penalty 1708.741221 = -96007.253411 nChanged 7 SP:Iteration 26Q (54.596325 sec): 3 clusters Score: Raw -97726.453653 + Penalty 1709.897412 = -96016.556242 nChanged 7 SP:Iteration 27Q (54.598409 sec): 3 clusters Score: Raw -97728.975419 + Penalty 1710.601216 = -96018.374202 nChanged 5 SP:Iteration 28Q (54.600491 sec): 3 clusters Score: Raw -97729.540797 + Penalty 1711.407162 = -96018.133634 nChanged 7 SP:Iteration 29F (54.602566 sec): 3 clusters Score: Raw -97732.620108 + Penalty 1712.520018 = -96020.100090 nChanged 9 SP:Iteration 30F (54.604635 sec): 3 clusters Score: Raw -97736.345476 + Penalty 1713.390358 = -96022.955119 nChanged 9 SP:Iteration 31Q (54.606684 sec): 3 clusters Score: Raw -97740.128107 + Penalty 1714.859987 = -96025.268120 nChanged 5 SP:Iteration 32Q (54.608749 sec): 3 clusters Score: Raw -97741.623575 + Penalty 1716.626998 = -96024.996577 nChanged 7 SP:Iteration 33F (54.610823 sec): 3 clusters Score: Raw -97745.928066 + Penalty 1720.445818 = -96025.482248 nChanged 8 SP:Iteration 34Q (54.612861 sec): 3 clusters Score: Raw -97748.716354 + Penalty 1722.840291 = -96025.876063 nChanged 8 SP:Iteration 35Q (54.614918 sec): 3 clusters Score: Raw -97753.482889 + Penalty 1724.040953 = -96029.441936 nChanged 8 SP:Iteration 36Q (54.616971 sec): 3 clusters Score: Raw -97758.253649 + Penalty 1725.368456 = -96032.885193 nChanged 8 SP:Iteration 37Q (54.619055 sec): 3 clusters Score: Raw -97762.510920 + Penalty 1727.246281 = -96035.264640 nChanged 7 SP:Iteration 38Q (54.621098 sec): 3 clusters Score: Raw -97766.917131 + Penalty 1726.506539 = -96040.410591 nChanged 8 SP:Iteration 39Q (54.623102 sec): 3 clusters Score: Raw -97771.594103 + Penalty 1726.939675 = -96044.654428 nChanged 8 SP:Iteration 40F (54.625148 sec): 3 clusters Score: Raw -97776.491388 + Penalty 1729.134830 = -96047.356558 nChanged 10 SP:Iteration 41Q (54.627174 sec): 3 clusters Score: Raw -97782.669672 + Penalty 1728.895576 = -96053.774096 nChanged 10 SP:Iteration 42Q (54.629228 sec): 3 clusters Score: Raw -97789.938788 + Penalty 1728.635620 = -96061.303168 nChanged 6 SP:Iteration 43Q (54.631255 sec): 3 clusters Score: Raw -97792.144844 + Penalty 1729.488658 = -96062.656186 nChanged 4 SP:Iteration 44Q (54.633244 sec): 3 clusters Score: Raw -97800.405958 + Penalty 1732.177904 = -96068.228054 nChanged 9 SP:Iteration 45Q (54.635240 sec): 3 clusters Score: Raw -97808.497201 + Penalty 1733.866310 = -96074.630892 nChanged 6 SP:Iteration 46Q (54.637198 sec): 3 clusters Score: Raw -97811.734916 + Penalty 1735.199475 = -96076.535441 nChanged 5 SP:Iteration 47Q (54.639185 sec): 3 clusters Score: Raw -97814.455284 + Penalty 1738.329746 = -96076.125537 nChanged 3 SP:Iteration 48F (54.641215 sec): 3 clusters Score: Raw -97816.701972 + Penalty 1740.144998 = -96076.556975 nChanged 3 SP:Iteration 49Q (54.643145 sec): 3 clusters Score: Raw -97818.739699 + Penalty 1741.987225 = -96076.752474 nChanged 1 SP:Iteration 50F (54.645241 sec): 3 clusters Score: Raw -97819.260216 + Penalty 1741.051030 = -96078.209186 nChanged 2 SP:Iteration 51Q (54.647209 sec): 3 clusters Score: Raw -97821.016760 + Penalty 1740.421435 = -96080.595326 nChanged 2 SP:Iteration 52Q (54.649193 sec): 3 clusters Score: Raw -97822.077506 + Penalty 1739.787833 = -96082.289674 nChanged 2 SP:Iteration 53Q (54.651161 sec): 3 clusters Score: Raw -97823.366311 + Penalty 1739.543563 = -96083.822748 nChanged 1 SP:Iteration 54Q (54.653140 sec): 3 clusters Score: Raw -97824.523411 + Penalty 1739.625497 = -96084.897914 nChanged 1 SP:Iteration 55Q (54.655089 sec): 3 clusters Score: Raw -97824.618753 + Penalty 1739.625497 = -96084.993256 nChanged 0 SP:Iteration 56F (54.657148 sec): 3 clusters Score: Raw -97824.618753 + Penalty 1739.625497 = -96084.993256 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.660658 sec): 2 clusters Score: Raw -52501.828217 + Penalty 593.409736 = -51908.418481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.661907 sec): 3 clusters Score: Raw -52242.444881 + Penalty 1192.769470 = -51049.675411 nChanged 209 SP:Iteration 1F (54.663169 sec): 3 clusters Score: Raw -52471.774229 + Penalty 1201.124458 = -51270.649771 nChanged 60 SP:Iteration 2F (54.664426 sec): 3 clusters Score: Raw -52541.513833 + Penalty 1212.241682 = -51329.272152 nChanged 43 SP:Iteration 3F (54.665654 sec): 3 clusters Score: Raw -52586.416316 + Penalty 1222.545550 = -51363.870766 nChanged 28 SP:Iteration 4Q (54.666845 sec): 3 clusters Score: Raw -52607.288149 + Penalty 1232.567205 = -51374.720944 nChanged 18 SP:Iteration 5Q (54.668055 sec): 3 clusters Score: Raw -52622.788151 + Penalty 1237.327900 = -51385.460252 nChanged 12 SP:Iteration 6Q (54.669250 sec): 3 clusters Score: Raw -52634.883313 + Penalty 1242.199845 = -51392.683468 nChanged 12 SP:Iteration 7Q (54.670424 sec): 3 clusters Score: Raw -52641.407071 + Penalty 1248.240320 = -51393.166751 nChanged 8 SP:Iteration 8Q (54.671591 sec): 3 clusters Score: Raw -52646.113587 + Penalty 1251.943541 = -51394.170046 nChanged 7 SP:Iteration 9Q (54.672778 sec): 3 clusters Score: Raw -52650.233624 + Penalty 1254.338022 = -51395.895602 nChanged 4 SP:Iteration 10F (54.674009 sec): 3 clusters Score: Raw -52651.795549 + Penalty 1254.338022 = -51397.457527 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 9 (9706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.716554 sec): 2 clusters Score: Raw -786902.504493 + Penalty 316.896564 = -786585.607929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.735060 sec): 3 clusters Score: Raw -780316.965093 + Penalty 635.104137 = -779681.860956 nChanged 4621 SP:Iteration 1F (54.753360 sec): 3 clusters Score: Raw -782367.676128 + Penalty 637.114407 = -781730.561721 nChanged 1904 SP:Iteration 2F (54.771839 sec): 3 clusters Score: Raw -783675.566118 + Penalty 625.126121 = -783050.439997 nChanged 924 SP:Iteration 3F (54.790725 sec): 3 clusters Score: Raw -784322.808732 + Penalty 629.411712 = -783693.397020 nChanged 899 SP:Iteration 4F (54.808935 sec): 3 clusters Score: Raw -785413.846027 + Penalty 665.040080 = -784748.805947 nChanged 800 SP:Iteration 5F (54.827387 sec): 3 clusters Score: Raw -786388.134101 + Penalty 675.788247 = -785712.345855 nChanged 281 SP:Iteration 6Q (54.843097 sec): 3 clusters Score: Raw -786663.754909 + Penalty 685.004191 = -785978.750718 nChanged 123 SP:Iteration 7Q (54.857990 sec): 3 clusters Score: Raw -786759.870080 + Penalty 688.490957 = -786071.379123 nChanged 84 SP:Iteration 8Q (54.872813 sec): 3 clusters Score: Raw -786826.561050 + Penalty 691.577675 = -786134.983375 nChanged 50 SP:Iteration 9Q (54.887495 sec): 3 clusters Score: Raw -786867.923841 + Penalty 685.390602 = -786182.533239 nChanged 38 SP:Iteration 10F (54.906029 sec): 3 clusters Score: Raw -786911.475530 + Penalty 694.111367 = -786217.364163 nChanged 18 SP:Iteration 11Q (54.920645 sec): 3 clusters Score: Raw -786930.847442 + Penalty 690.234557 = -786240.612885 nChanged 7 SP:Iteration 12Q (54.935180 sec): 3 clusters Score: Raw -786939.182947 + Penalty 680.963547 = -786258.219399 nChanged 2 SP:Iteration 13Q (54.949625 sec): 3 clusters Score: Raw -786939.517232 + Penalty 655.085313 = -786284.431919 nChanged 1 SP:Iteration 14Q (54.964062 sec): 3 clusters Score: Raw -786941.298373 + Penalty 655.085313 = -786286.213060 nChanged 0 SP:Iteration 15F (54.982309 sec): 3 clusters Score: Raw -786941.298373 + Penalty 655.085313 = -786286.213060 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.990758 sec): 2 clusters Score: Raw -53892.187932 + Penalty 564.454771 = -53327.733161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.992053 sec): 3 clusters Score: Raw -53625.305821 + Penalty 1129.580075 = -52495.725746 nChanged 204 SP:Iteration 1F (54.993318 sec): 3 clusters Score: Raw -53792.122346 + Penalty 1132.505527 = -52659.616818 nChanged 52 SP:Iteration 2F (54.994567 sec): 3 clusters Score: Raw -53855.646101 + Penalty 1136.488340 = -52719.157761 nChanged 52 SP:Iteration 3F (54.995862 sec): 3 clusters Score: Raw -53981.705636 + Penalty 1141.516349 = -52840.189287 nChanged 40 SP:Iteration 4F (54.997165 sec): 3 clusters Score: Raw -54047.385045 + Penalty 1151.555663 = -52895.829381 nChanged 33 SP:Iteration 5F (54.998475 sec): 3 clusters Score: Raw -54101.446760 + Penalty 1162.781690 = -52938.665070 nChanged 25 SP:Iteration 6Q (54.999705 sec): 3 clusters Score: Raw -54159.077430 + Penalty 1173.359312 = -52985.718118 nChanged 22 SP:Iteration 7Q (55.000876 sec): 3 clusters Score: Raw -54215.838578 + Penalty 1179.396024 = -53036.442554 nChanged 10 SP:Iteration 8Q (55.001989 sec): 3 clusters Score: Raw -54254.756914 + Penalty 1181.032368 = -53073.724546 nChanged 6 SP:Iteration 9Q (55.003048 sec): 3 clusters Score: Raw -54275.203358 + Penalty 1181.050177 = -53094.153182 nChanged 3 SP:Iteration 10F (55.004299 sec): 3 clusters Score: Raw -54279.330049 + Penalty 1181.050177 = -53098.279873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.004888 sec): 2 clusters Score: Raw -2336.224213 + Penalty 29.985840 = -2306.238373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.005137 sec): 3 clusters Score: Raw -2350.976677 + Penalty 66.837576 = -2284.139101 nChanged 8 SP:Iteration 1F (55.005390 sec): 3 clusters Score: Raw -2362.956243 + Penalty 81.856079 = -2281.100165 nChanged 4 SP:Iteration 2F (55.005629 sec): 3 clusters Score: Raw -2377.767318 + Penalty 89.307115 = -2288.460203 nChanged 1 SP:Iteration 3Q (55.005888 sec): 3 clusters Score: Raw -2382.160094 + Penalty 89.307115 = -2292.852978 nChanged 0 SP:Iteration 4F (55.006124 sec): 3 clusters Score: Raw -2382.160094 + Penalty 89.307115 = -2292.852978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.007869 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.008837 sec): 3 clusters Score: Raw -35148.275671 + Penalty 142.992150 = -35005.283521 nChanged 195 SP:Iteration 1F (55.009801 sec): 3 clusters Score: Raw -35318.005606 + Penalty 150.817493 = -35167.188113 nChanged 43 SP:Iteration 2F (55.010744 sec): 3 clusters Score: Raw -35374.612547 + Penalty 149.533650 = -35225.078897 nChanged 11 SP:Iteration 3Q (55.011628 sec): 3 clusters Score: Raw -35377.201100 + Penalty 143.181527 = -35234.019573 nChanged 8 SP:Iteration 4Q (55.012488 sec): 3 clusters Score: Raw -35380.748721 + Penalty 139.415046 = -35241.333675 nChanged 16 SP:Iteration 5Q (55.013343 sec): 3 clusters Score: Raw -35394.471862 + Penalty 160.103765 = -35234.368097 nChanged 13 SP:Iteration 6F (55.014187 sec): 3 clusters Score: Raw -35411.047793 + Penalty 63.262645 = -35347.785148 nChanged 1 SP:Iteration 7Q (55.014924 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 SP:Iteration 8F (55.015658 sec): 2 clusters Score: Raw -35413.057337 + Penalty 63.262645 = -35349.794692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.019587 sec): 2 clusters Score: Raw -109010.418522 + Penalty 503.823430 = -108506.595091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.021954 sec): 3 clusters Score: Raw -108333.056913 + Penalty 1006.898514 = -107326.158399 nChanged 496 SP:Iteration 1F (55.024320 sec): 3 clusters Score: Raw -108694.499525 + Penalty 1005.450649 = -107689.048876 nChanged 127 SP:Iteration 2F (55.026712 sec): 3 clusters Score: Raw -108798.134863 + Penalty 1007.117328 = -107791.017535 nChanged 102 SP:Iteration 3F (55.029106 sec): 3 clusters Score: Raw -108924.145311 + Penalty 1012.458836 = -107911.686475 nChanged 87 SP:Iteration 4F (55.031477 sec): 3 clusters Score: Raw -109018.810668 + Penalty 1021.091036 = -107997.719632 nChanged 71 SP:Iteration 5F (55.033842 sec): 3 clusters Score: Raw -109080.946376 + Penalty 1026.849940 = -108054.096436 nChanged 50 SP:Iteration 6Q (55.036162 sec): 3 clusters Score: Raw -109111.436462 + Penalty 1030.416413 = -108081.020049 nChanged 25 SP:Iteration 7Q (55.038467 sec): 3 clusters Score: Raw -109131.534159 + Penalty 1031.736968 = -108099.797190 nChanged 22 SP:Iteration 8Q (55.040731 sec): 3 clusters Score: Raw -109146.964219 + Penalty 1033.588530 = -108113.375690 nChanged 18 SP:Iteration 9Q (55.042982 sec): 3 clusters Score: Raw -109162.037495 + Penalty 1034.995337 = -108127.042158 nChanged 14 SP:Iteration 10F (55.045348 sec): 3 clusters Score: Raw -109173.371049 + Penalty 1036.674966 = -108136.696083 nChanged 26 SP:Iteration 11Q (55.047634 sec): 3 clusters Score: Raw -109190.266153 + Penalty 1036.881543 = -108153.384610 nChanged 18 SP:Iteration 12Q (55.049879 sec): 3 clusters Score: Raw -109201.596333 + Penalty 1037.096210 = -108164.500123 nChanged 18 SP:Iteration 13Q (55.052099 sec): 3 clusters Score: Raw -109212.922434 + Penalty 1037.371563 = -108175.550872 nChanged 21 SP:Iteration 14Q (55.054338 sec): 3 clusters Score: Raw -109223.705888 + Penalty 1036.384253 = -108187.321635 nChanged 12 SP:Iteration 15Q (55.056537 sec): 3 clusters Score: Raw -109227.144221 + Penalty 1035.371997 = -108191.772224 nChanged 7 SP:Iteration 16Q (55.058754 sec): 3 clusters Score: Raw -109228.371034 + Penalty 1034.682858 = -108193.688176 nChanged 5 SP:Iteration 17Q (55.060946 sec): 3 clusters Score: Raw -109230.264223 + Penalty 1033.903619 = -108196.360604 nChanged 4 SP:Iteration 18Q (55.063194 sec): 3 clusters Score: Raw -109231.104515 + Penalty 1032.999488 = -108198.105027 nChanged 3 SP:Iteration 19Q (55.065409 sec): 3 clusters Score: Raw -109231.632392 + Penalty 1032.999488 = -108198.632905 nChanged 0 SP:Iteration 20F (55.067797 sec): 3 clusters Score: Raw -109231.632392 + Penalty 1032.999488 = -108198.632905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.070375 sec): 2 clusters Score: Raw -62564.304841 + Penalty 750.975940 = -61813.328902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.071870 sec): 3 clusters Score: Raw -62262.494928 + Penalty 1499.314501 = -60763.180427 nChanged 202 SP:Iteration 1F (55.073267 sec): 3 clusters Score: Raw -62399.046982 + Penalty 1495.800401 = -60903.246581 nChanged 63 SP:Iteration 2F (55.074650 sec): 3 clusters Score: Raw -62459.110235 + Penalty 1492.293122 = -60966.817113 nChanged 41 SP:Iteration 3F (55.076050 sec): 3 clusters Score: Raw -62490.195473 + Penalty 1489.616886 = -61000.578587 nChanged 18 SP:Iteration 4Q (55.077442 sec): 3 clusters Score: Raw -62504.147844 + Penalty 1489.307047 = -61014.840797 nChanged 15 SP:Iteration 5Q (55.078818 sec): 3 clusters Score: Raw -62517.162250 + Penalty 1490.649828 = -61026.512422 nChanged 19 SP:Iteration 6Q (55.080194 sec): 3 clusters Score: Raw -62531.261355 + Penalty 1493.848064 = -61037.413291 nChanged 25 SP:Iteration 7Q (55.081593 sec): 3 clusters Score: Raw -62560.306111 + Penalty 1501.392817 = -61058.913294 nChanged 35 SP:Iteration 8F (55.082983 sec): 3 clusters Score: Raw -62598.239299 + Penalty 1513.511308 = -61084.727991 nChanged 44 SP:Iteration 9F (55.084369 sec): 3 clusters Score: Raw -62650.158215 + Penalty 1519.927547 = -61130.230668 nChanged 35 SP:Iteration 10F (55.085775 sec): 3 clusters Score: Raw -62704.442537 + Penalty 1526.671769 = -61177.770768 nChanged 32 SP:Iteration 11Q (55.087136 sec): 3 clusters Score: Raw -62747.177658 + Penalty 1533.291351 = -61213.886306 nChanged 22 SP:Iteration 12Q (55.088475 sec): 3 clusters Score: Raw -62775.974795 + Penalty 1538.724285 = -61237.250510 nChanged 16 SP:Iteration 13Q (55.089807 sec): 3 clusters Score: Raw -62790.249700 + Penalty 1538.877848 = -61251.371852 nChanged 4 SP:Iteration 14Q (55.091152 sec): 3 clusters Score: Raw -62793.055936 + Penalty 1540.427098 = -61252.628838 nChanged 3 SP:Iteration 15Q (55.092471 sec): 3 clusters Score: Raw -62795.190695 + Penalty 1540.955874 = -61254.234822 nChanged 1 SP:Iteration 16Q (55.093785 sec): 3 clusters Score: Raw -62795.673243 + Penalty 1540.518563 = -61255.154680 nChanged 1 SP:Iteration 17Q (55.095122 sec): 3 clusters Score: Raw -62797.072010 + Penalty 1540.518563 = -61256.553447 nChanged 0 SP:Iteration 18F (55.096506 sec): 3 clusters Score: Raw -62797.072010 + Penalty 1540.518563 = -61256.553447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.101352 sec): 2 clusters Score: Raw -17553.681984 + Penalty 841.817516 = -16711.864467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.101957 sec): 3 clusters Score: Raw -17661.436458 + Penalty 1683.562317 = -15977.874140 nChanged 28 SP:Iteration 1F (55.102553 sec): 3 clusters Score: Raw -17740.967912 + Penalty 1683.663749 = -16057.304163 nChanged 11 SP:Iteration 2F (55.103146 sec): 3 clusters Score: Raw -17780.190644 + Penalty 1683.665036 = -16096.525609 nChanged 12 SP:Iteration 3F (55.103738 sec): 3 clusters Score: Raw -17814.120607 + Penalty 1683.316125 = -16130.804482 nChanged 5 SP:Iteration 4Q (55.104317 sec): 3 clusters Score: Raw -17827.951446 + Penalty 1683.008101 = -16144.943345 nChanged 5 SP:Iteration 5Q (55.104879 sec): 3 clusters Score: Raw -17848.795250 + Penalty 1682.633349 = -16166.161901 nChanged 2 SP:Iteration 6Q (55.105428 sec): 3 clusters Score: Raw -17854.691024 + Penalty 1682.633349 = -16172.057675 nChanged 0 SP:Iteration 7F (55.106052 sec): 3 clusters Score: Raw -17854.691024 + Penalty 1682.633349 = -16172.057675 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 19 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.115108 sec): 2 clusters Score: Raw -150584.017141 + Penalty 380.242680 = -150203.774460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.118457 sec): 3 clusters Score: Raw -149524.666290 + Penalty 759.738628 = -148764.927662 nChanged 756 SP:Iteration 1F (55.121778 sec): 3 clusters Score: Raw -150061.727753 + Penalty 756.596142 = -149305.131611 nChanged 234 SP:Iteration 2F (55.125099 sec): 3 clusters Score: Raw -150268.625323 + Penalty 752.781353 = -149515.843971 nChanged 121 SP:Iteration 3F (55.128449 sec): 3 clusters Score: Raw -150364.870834 + Penalty 748.554400 = -149616.316435 nChanged 80 SP:Iteration 4Q (55.131828 sec): 3 clusters Score: Raw -150434.747320 + Penalty 742.665268 = -149692.082052 nChanged 70 SP:Iteration 5Q (55.135129 sec): 3 clusters Score: Raw -150510.952829 + Penalty 736.088246 = -149774.864583 nChanged 73 SP:Iteration 6Q (55.138403 sec): 3 clusters Score: Raw -150590.789267 + Penalty 729.339337 = -149861.449930 nChanged 58 SP:Iteration 7Q (55.141643 sec): 3 clusters Score: Raw -150653.506457 + Penalty 724.866113 = -149928.640343 nChanged 46 SP:Iteration 8Q (55.144734 sec): 3 clusters Score: Raw -150694.544579 + Penalty 719.845896 = -149974.698683 nChanged 44 SP:Iteration 9Q (55.147838 sec): 3 clusters Score: Raw -150726.815884 + Penalty 716.248813 = -150010.567071 nChanged 31 SP:Iteration 10F (55.151205 sec): 3 clusters Score: Raw -150745.361529 + Penalty 713.642885 = -150031.718644 nChanged 27 SP:Iteration 11Q (55.154204 sec): 3 clusters Score: Raw -150756.931399 + Penalty 711.977129 = -150044.954270 nChanged 20 SP:Iteration 12Q (55.157201 sec): 3 clusters Score: Raw -150764.643338 + Penalty 709.439160 = -150055.204178 nChanged 7 SP:Iteration 13Q (55.160216 sec): 3 clusters Score: Raw -150766.153238 + Penalty 709.181817 = -150056.971421 nChanged 3 SP:Iteration 14Q (55.163267 sec): 3 clusters Score: Raw -150766.140541 + Penalty 708.923345 = -150057.217196 nChanged 1 SP:Iteration 15Q (55.166314 sec): 3 clusters Score: Raw -150766.191511 + Penalty 708.747682 = -150057.443829 nChanged 1 SP:Iteration 16Q (55.169307 sec): 3 clusters Score: Raw -150766.288768 + Penalty 708.597604 = -150057.691164 nChanged 1 SP:Iteration 17Q (55.172274 sec): 3 clusters Score: Raw -150766.303181 + Penalty 708.442370 = -150057.860811 nChanged 1 SP:Iteration 18Q (55.175283 sec): 3 clusters Score: Raw -150766.331769 + Penalty 707.639456 = -150058.692313 nChanged 1 SP:Iteration 19Q (55.178298 sec): 3 clusters Score: Raw -150766.444826 + Penalty 707.639456 = -150058.805370 nChanged 0 SP:Iteration 20F (55.181663 sec): 3 clusters Score: Raw -150766.444826 + Penalty 707.639456 = -150058.805370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.185861 sec): 2 clusters Score: Raw -41943.673815 + Penalty 920.684334 = -41022.989481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.186923 sec): 3 clusters Score: Raw -41829.749586 + Penalty 1842.938970 = -39986.810617 nChanged 115 SP:Iteration 1F (55.187918 sec): 3 clusters Score: Raw -41962.655631 + Penalty 1845.323705 = -40117.331926 nChanged 34 SP:Iteration 2F (55.188910 sec): 3 clusters Score: Raw -42000.778162 + Penalty 1847.310597 = -40153.467565 nChanged 23 SP:Iteration 3F (55.189903 sec): 3 clusters Score: Raw -42035.221973 + Penalty 1848.718506 = -40186.503467 nChanged 22 SP:Iteration 4Q (55.190884 sec): 3 clusters Score: Raw -42081.849981 + Penalty 1849.034409 = -40232.815572 nChanged 11 SP:Iteration 5Q (55.191844 sec): 3 clusters Score: Raw -42094.911431 + Penalty 1849.536613 = -40245.374818 nChanged 3 SP:Iteration 6Q (55.192826 sec): 3 clusters Score: Raw -42097.148267 + Penalty 1849.338953 = -40247.809314 nChanged 1 SP:Iteration 7Q (55.193776 sec): 3 clusters Score: Raw -42099.218897 + Penalty 1850.173573 = -40249.045324 nChanged 2 SP:Iteration 8Q (55.194728 sec): 3 clusters Score: Raw -42102.057412 + Penalty 1850.173573 = -40251.883840 nChanged 0 SP:Iteration 9F (55.195755 sec): 3 clusters Score: Raw -42102.057412 + Penalty 1850.173573 = -40251.883840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.197082 sec): 2 clusters Score: Raw -25053.398135 + Penalty 333.718051 = -24719.680084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.197865 sec): 3 clusters Score: Raw -24930.231894 + Penalty 667.830119 = -24262.401775 nChanged 93 SP:Iteration 1F (55.198630 sec): 3 clusters Score: Raw -24996.609614 + Penalty 666.653868 = -24329.955746 nChanged 32 SP:Iteration 2F (55.199393 sec): 3 clusters Score: Raw -25026.030689 + Penalty 665.162573 = -24360.868116 nChanged 17 SP:Iteration 3F (55.200162 sec): 3 clusters Score: Raw -25040.285624 + Penalty 663.809403 = -24376.476221 nChanged 12 SP:Iteration 4Q (55.200921 sec): 3 clusters Score: Raw -25048.461626 + Penalty 664.192124 = -24384.269503 nChanged 9 SP:Iteration 5Q (55.201668 sec): 3 clusters Score: Raw -25053.394863 + Penalty 664.779040 = -24388.615823 nChanged 7 SP:Iteration 6Q (55.202415 sec): 3 clusters Score: Raw -25057.092098 + Penalty 664.567968 = -24392.524130 nChanged 5 SP:Iteration 7Q (55.203157 sec): 3 clusters Score: Raw -25059.298436 + Penalty 664.462910 = -24394.835526 nChanged 6 SP:Iteration 8Q (55.203897 sec): 3 clusters Score: Raw -25064.888096 + Penalty 661.269172 = -24403.618925 nChanged 7 SP:Iteration 9Q (55.204637 sec): 3 clusters Score: Raw -25074.628412 + Penalty 659.123667 = -24415.504745 nChanged 7 SP:Iteration 10F (55.205396 sec): 3 clusters Score: Raw -25083.505119 + Penalty 658.147992 = -24425.357128 nChanged 4 SP:Iteration 11Q (55.206129 sec): 3 clusters Score: Raw -25085.825617 + Penalty 657.814286 = -24428.011331 nChanged 5 SP:Iteration 12Q (55.206827 sec): 3 clusters Score: Raw -25088.688644 + Penalty 657.623415 = -24431.065229 nChanged 3 SP:Iteration 13Q (55.207519 sec): 3 clusters Score: Raw -25090.102076 + Penalty 659.651115 = -24430.450961 nChanged 3 SP:Iteration 14F (55.208247 sec): 3 clusters Score: Raw -25091.236331 + Penalty 659.651115 = -24431.585216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.208851 sec): 2 clusters Score: Raw -2748.521197 + Penalty 203.710074 = -2544.811124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.209140 sec): 3 clusters Score: Raw -2776.977766 + Penalty 392.407665 = -2384.570101 nChanged 2 SP:Iteration 1F (55.209421 sec): 3 clusters Score: Raw -2778.311391 + Penalty 392.407665 = -2385.903727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.212344 sec): 2 clusters Score: Raw -73583.925725 + Penalty 763.955606 = -72819.970119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.214002 sec): 3 clusters Score: Raw -73202.000755 + Penalty 1530.106618 = -71671.894137 nChanged 282 SP:Iteration 1F (55.215629 sec): 3 clusters Score: Raw -73412.483518 + Penalty 1532.000958 = -71880.482560 nChanged 93 SP:Iteration 2F (55.217231 sec): 3 clusters Score: Raw -73493.547195 + Penalty 1532.561807 = -71960.985388 nChanged 57 SP:Iteration 3F (55.218956 sec): 3 clusters Score: Raw -73528.527754 + Penalty 1532.780379 = -71995.747375 nChanged 38 SP:Iteration 4Q (55.220681 sec): 3 clusters Score: Raw -73553.410939 + Penalty 1533.121935 = -72020.289003 nChanged 18 SP:Iteration 5Q (55.222328 sec): 3 clusters Score: Raw -73564.246027 + Penalty 1532.925832 = -72031.320195 nChanged 17 SP:Iteration 6Q (55.224055 sec): 3 clusters Score: Raw -73571.782558 + Penalty 1533.493034 = -72038.289525 nChanged 7 SP:Iteration 7Q (55.225725 sec): 3 clusters Score: Raw -73575.635385 + Penalty 1533.117556 = -72042.517829 nChanged 10 SP:Iteration 8Q (55.227305 sec): 3 clusters Score: Raw -73585.703091 + Penalty 1534.553074 = -72051.150017 nChanged 14 SP:Iteration 9Q (55.228911 sec): 3 clusters Score: Raw -73597.301071 + Penalty 1537.235054 = -72060.066017 nChanged 16 SP:Iteration 10F (55.230520 sec): 3 clusters Score: Raw -73605.850760 + Penalty 1539.542540 = -72066.308220 nChanged 10 SP:Iteration 11Q (55.232095 sec): 3 clusters Score: Raw -73609.295489 + Penalty 1542.060813 = -72067.234676 nChanged 9 SP:Iteration 12Q (55.233687 sec): 3 clusters Score: Raw -73614.370496 + Penalty 1543.537853 = -72070.832644 nChanged 8 SP:Iteration 13Q (55.235259 sec): 3 clusters Score: Raw -73618.169246 + Penalty 1545.022543 = -72073.146703 nChanged 8 SP:Iteration 14Q (55.236804 sec): 3 clusters Score: Raw -73620.594763 + Penalty 1546.714204 = -72073.880558 nChanged 6 SP:Iteration 15Q (55.238362 sec): 3 clusters Score: Raw -73623.228729 + Penalty 1549.088354 = -72074.140375 nChanged 12 SP:Iteration 16Q (55.239939 sec): 3 clusters Score: Raw -73631.970442 + Penalty 1551.248306 = -72080.722136 nChanged 14 SP:Iteration 17Q (55.241488 sec): 3 clusters Score: Raw -73638.110859 + Penalty 1552.506666 = -72085.604193 nChanged 4 SP:Iteration 18Q (55.243112 sec): 3 clusters Score: Raw -73640.068493 + Penalty 1553.738917 = -72086.329575 nChanged 4 SP:Iteration 19Q (55.244671 sec): 3 clusters Score: Raw -73641.560274 + Penalty 1555.980990 = -72085.579284 nChanged 6 SP:Iteration 20F (55.246269 sec): 3 clusters Score: Raw -73643.988414 + Penalty 1558.938308 = -72085.050106 nChanged 9 SP:Iteration 21F (55.247903 sec): 3 clusters Score: Raw -73648.729356 + Penalty 1560.906300 = -72087.823056 nChanged 7 SP:Iteration 22Q (55.249442 sec): 3 clusters Score: Raw -73651.420603 + Penalty 1562.626258 = -72088.794345 nChanged 4 SP:Iteration 23Q (55.250971 sec): 3 clusters Score: Raw -73652.312116 + Penalty 1564.696346 = -72087.615770 nChanged 7 SP:Iteration 24F (55.252579 sec): 3 clusters Score: Raw -73655.309733 + Penalty 1567.307142 = -72088.002590 nChanged 11 SP:Iteration 25Q (55.254112 sec): 3 clusters Score: Raw -73662.806055 + Penalty 1569.215858 = -72093.590197 nChanged 11 SP:Iteration 26Q (55.255634 sec): 3 clusters Score: Raw -73670.700166 + Penalty 1573.085762 = -72097.614404 nChanged 12 SP:Iteration 27Q (55.257152 sec): 3 clusters Score: Raw -73681.233236 + Penalty 1575.697928 = -72105.535308 nChanged 11 SP:Iteration 28Q (55.258695 sec): 3 clusters Score: Raw -73686.631474 + Penalty 1577.536292 = -72109.095182 nChanged 8 SP:Iteration 29Q (55.260243 sec): 3 clusters Score: Raw -73690.873886 + Penalty 1578.703821 = -72112.170065 nChanged 4 SP:Iteration 30F (55.261847 sec): 3 clusters Score: Raw -73693.130294 + Penalty 1578.926898 = -72114.203396 nChanged 2 SP:Iteration 31Q (55.263350 sec): 3 clusters Score: Raw -73693.738907 + Penalty 1578.926898 = -72114.812009 nChanged 0 SP:Iteration 32F (55.264958 sec): 3 clusters Score: Raw -73693.738907 + Penalty 1578.926898 = -72114.812009 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 29 (1219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.268840 sec): 2 clusters Score: Raw -121450.973299 + Penalty 1114.584164 = -120336.389135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.271284 sec): 3 clusters Score: Raw -120968.306444 + Penalty 2229.212205 = -118739.094239 nChanged 397 SP:Iteration 1F (55.273667 sec): 3 clusters Score: Raw -121274.655347 + Penalty 2229.458717 = -119045.196631 nChanged 91 SP:Iteration 2F (55.276032 sec): 3 clusters Score: Raw -121341.226323 + Penalty 2229.803531 = -119111.422792 nChanged 47 SP:Iteration 3Q (55.278400 sec): 3 clusters Score: Raw -121381.006263 + Penalty 2230.236546 = -119150.769717 nChanged 48 SP:Iteration 4Q (55.280858 sec): 3 clusters Score: Raw -121417.199100 + Penalty 2230.610530 = -119186.588571 nChanged 52 SP:Iteration 5Q (55.283203 sec): 3 clusters Score: Raw -121456.428967 + Penalty 2230.909548 = -119225.519419 nChanged 44 SP:Iteration 6Q (55.285639 sec): 3 clusters Score: Raw -121492.665239 + Penalty 2231.039247 = -119261.625991 nChanged 38 SP:Iteration 7Q (55.287985 sec): 3 clusters Score: Raw -121530.929454 + Penalty 2231.491826 = -119299.437628 nChanged 35 SP:Iteration 8Q (55.290310 sec): 3 clusters Score: Raw -121571.220877 + Penalty 2232.283868 = -119338.937009 nChanged 35 SP:Iteration 9Q (55.292641 sec): 3 clusters Score: Raw -121617.692615 + Penalty 2233.136592 = -119384.556023 nChanged 36 SP:Iteration 10F (55.294997 sec): 3 clusters Score: Raw -121659.379866 + Penalty 2234.651195 = -119424.728671 nChanged 34 SP:Iteration 11Q (55.297302 sec): 3 clusters Score: Raw -121697.335504 + Penalty 2237.200790 = -119460.134713 nChanged 38 SP:Iteration 12Q (55.299712 sec): 3 clusters Score: Raw -121743.482074 + Penalty 2239.680407 = -119503.801667 nChanged 30 SP:Iteration 13Q (55.302141 sec): 3 clusters Score: Raw -121778.016225 + Penalty 2240.467392 = -119537.548832 nChanged 24 SP:Iteration 14Q (55.304498 sec): 3 clusters Score: Raw -121801.439664 + Penalty 2241.277201 = -119560.162463 nChanged 18 SP:Iteration 15Q (55.306738 sec): 3 clusters Score: Raw -121827.942596 + Penalty 2242.477008 = -119585.465588 nChanged 16 SP:Iteration 16Q (55.308912 sec): 3 clusters Score: Raw -121854.002300 + Penalty 2244.117228 = -119609.885072 nChanged 20 SP:Iteration 17Q (55.311092 sec): 3 clusters Score: Raw -121877.732443 + Penalty 2244.958288 = -119632.774155 nChanged 11 SP:Iteration 18Q (55.313247 sec): 3 clusters Score: Raw -121886.048148 + Penalty 2245.359943 = -119640.688205 nChanged 7 SP:Iteration 19Q (55.315470 sec): 3 clusters Score: Raw -121891.371757 + Penalty 2245.738959 = -119645.632798 nChanged 5 SP:Iteration 20F (55.317905 sec): 3 clusters Score: Raw -121896.691548 + Penalty 2245.963632 = -119650.727917 nChanged 7 SP:Iteration 21Q (55.320043 sec): 3 clusters Score: Raw -121902.294051 + Penalty 2246.038079 = -119656.255971 nChanged 3 SP:Iteration 22Q (55.322154 sec): 3 clusters Score: Raw -121905.613430 + Penalty 2245.963632 = -119659.649798 nChanged 3 SP:Iteration 23Q (55.324297 sec): 3 clusters Score: Raw -121908.553680 + Penalty 2246.190717 = -119662.362962 nChanged 7 SP:Iteration 24Q (55.326410 sec): 3 clusters Score: Raw -121918.241888 + Penalty 2246.238171 = -119672.003717 nChanged 3 SP:Iteration 25Q (55.328544 sec): 3 clusters Score: Raw -121920.145305 + Penalty 2246.311592 = -119673.833714 nChanged 1 SP:Iteration 26Q (55.330635 sec): 3 clusters Score: Raw -121922.423703 + Penalty 2246.554885 = -119675.868818 nChanged 3 SP:Iteration 27Q (55.332783 sec): 3 clusters Score: Raw -121925.817409 + Penalty 2246.660140 = -119679.157270 nChanged 1 SP:Iteration 28Q (55.334933 sec): 3 clusters Score: Raw -121926.307759 + Penalty 2246.732852 = -119679.574907 nChanged 1 SP:Iteration 29Q (55.337088 sec): 3 clusters Score: Raw -121927.191198 + Penalty 2246.732852 = -119680.458346 nChanged 0 SP:Iteration 30F (55.339424 sec): 3 clusters Score: Raw -121927.191198 + Penalty 2246.732852 = -119680.458346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.342304 sec): 2 clusters Score: Raw -44612.930159 + Penalty 428.390420 = -44184.539739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.343383 sec): 3 clusters Score: Raw -44371.259479 + Penalty 886.893976 = -43484.365504 nChanged 173 SP:Iteration 1F (55.344439 sec): 3 clusters Score: Raw -44636.585435 + Penalty 901.851185 = -43734.734250 nChanged 56 SP:Iteration 2F (55.345486 sec): 3 clusters Score: Raw -44703.335466 + Penalty 913.177641 = -43790.157824 nChanged 23 SP:Iteration 3Q (55.346469 sec): 3 clusters Score: Raw -44732.473938 + Penalty 919.644599 = -43812.829339 nChanged 14 SP:Iteration 4Q (55.347492 sec): 3 clusters Score: Raw -44747.906706 + Penalty 922.804300 = -43825.102405 nChanged 4 SP:Iteration 5Q (55.348473 sec): 3 clusters Score: Raw -44751.663373 + Penalty 923.578933 = -43828.084440 nChanged 1 SP:Iteration 6Q (55.349434 sec): 3 clusters Score: Raw -44751.643898 + Penalty 923.578933 = -43828.064966 nChanged 0 SP:Iteration 7F (55.350477 sec): 3 clusters Score: Raw -44751.643898 + Penalty 923.578933 = -43828.064966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.352297 sec): 2 clusters Score: Raw -13044.746677 + Penalty 156.753480 = -12887.993197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.352812 sec): 3 clusters Score: Raw -12966.474518 + Penalty 334.681857 = -12631.792661 nChanged 62 SP:Iteration 1F (55.353305 sec): 3 clusters Score: Raw -13042.155969 + Penalty 358.455684 = -12683.700284 nChanged 14 SP:Iteration 2F (55.353796 sec): 3 clusters Score: Raw -13061.362690 + Penalty 382.515686 = -12678.847004 nChanged 6 SP:Iteration 3F (55.354293 sec): 3 clusters Score: Raw -13072.866121 + Penalty 405.533124 = -12667.332997 nChanged 3 SP:Iteration 4F (55.354784 sec): 3 clusters Score: Raw -13076.851928 + Penalty 404.783903 = -12672.068025 nChanged 1 SP:Iteration 5Q (55.355224 sec): 3 clusters Score: Raw -13078.063931 + Penalty 404.783903 = -12673.280028 nChanged 0 SP:Iteration 6F (55.355715 sec): 3 clusters Score: Raw -13078.063931 + Penalty 404.783903 = -12673.280028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 40 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.358333 sec): 2 clusters Score: Raw -64335.714160 + Penalty 570.238493 = -63765.475667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.359838 sec): 3 clusters Score: Raw -63925.198031 + Penalty 1141.940139 = -62783.257893 nChanged 263 SP:Iteration 1F (55.361314 sec): 3 clusters Score: Raw -64081.835687 + Penalty 1145.438744 = -62936.396944 nChanged 77 SP:Iteration 2F (55.362809 sec): 3 clusters Score: Raw -64126.177297 + Penalty 1148.769014 = -62977.408283 nChanged 49 SP:Iteration 3F (55.364299 sec): 3 clusters Score: Raw -64159.100774 + Penalty 1153.986294 = -63005.114481 nChanged 36 SP:Iteration 4Q (55.365773 sec): 3 clusters Score: Raw -64187.732632 + Penalty 1160.980542 = -63026.752090 nChanged 33 SP:Iteration 5Q (55.367249 sec): 3 clusters Score: Raw -64216.412629 + Penalty 1165.320970 = -63051.091659 nChanged 26 SP:Iteration 6Q (55.368714 sec): 3 clusters Score: Raw -64230.688961 + Penalty 1171.310428 = -63059.378533 nChanged 19 SP:Iteration 7Q (55.370170 sec): 3 clusters Score: Raw -64242.472171 + Penalty 1178.501798 = -63063.970373 nChanged 18 SP:Iteration 8Q (55.371670 sec): 3 clusters Score: Raw -64254.505779 + Penalty 1188.516437 = -63065.989342 nChanged 25 SP:Iteration 9Q (55.373162 sec): 3 clusters Score: Raw -64273.994068 + Penalty 1202.423161 = -63071.570907 nChanged 26 SP:Iteration 10F (55.374619 sec): 3 clusters Score: Raw -64293.987347 + Penalty 1211.531162 = -63082.456186 nChanged 22 SP:Iteration 11Q (55.376039 sec): 3 clusters Score: Raw -64307.751229 + Penalty 1223.922387 = -63083.828842 nChanged 16 SP:Iteration 12Q (55.377450 sec): 3 clusters Score: Raw -64316.533506 + Penalty 1231.356355 = -63085.177151 nChanged 13 SP:Iteration 13Q (55.378830 sec): 3 clusters Score: Raw -64326.117320 + Penalty 1240.965532 = -63085.151788 nChanged 9 SP:Iteration 14F (55.380311 sec): 3 clusters Score: Raw -64333.233779 + Penalty 1247.972115 = -63085.261664 nChanged 10 SP:Iteration 15Q (55.381687 sec): 3 clusters Score: Raw -64340.313956 + Penalty 1266.546177 = -63073.767779 nChanged 9 SP:Iteration 16F (55.383140 sec): 3 clusters Score: Raw -64347.402002 + Penalty 1273.836221 = -63073.565781 nChanged 5 SP:Iteration 17F (55.384592 sec): 3 clusters Score: Raw -64349.605803 + Penalty 1276.490424 = -63073.115380 nChanged 7 SP:Iteration 18F (55.386085 sec): 3 clusters Score: Raw -64355.296722 + Penalty 1276.476231 = -63078.820491 nChanged 5 SP:Iteration 19Q (55.387434 sec): 3 clusters Score: Raw -64358.777606 + Penalty 1284.375686 = -63074.401920 nChanged 5 SP:Iteration 20F (55.388889 sec): 3 clusters Score: Raw -64361.918679 + Penalty 1288.738248 = -63073.180432 nChanged 6 SP:Iteration 21F (55.390360 sec): 3 clusters Score: Raw -64367.101431 + Penalty 1289.062753 = -63078.038679 nChanged 1 SP:Iteration 22Q (55.391675 sec): 3 clusters Score: Raw -64367.132472 + Penalty 1289.062753 = -63078.069720 nChanged 0 SP:Iteration 23F (55.393126 sec): 3 clusters Score: Raw -64367.132472 + Penalty 1289.062753 = -63078.069720 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 45 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.396096 sec): 2 clusters Score: Raw -81264.866532 + Penalty 1094.372710 = -80170.493822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.397893 sec): 3 clusters Score: Raw -81000.556057 + Penalty 2188.745641 = -78811.810417 nChanged 238 SP:Iteration 1F (55.399717 sec): 3 clusters Score: Raw -81238.366978 + Penalty 2188.791550 = -79049.575428 nChanged 69 SP:Iteration 2F (55.401434 sec): 3 clusters Score: Raw -81312.049480 + Penalty 2188.809009 = -79123.240471 nChanged 32 SP:Iteration 3Q (55.403125 sec): 3 clusters Score: Raw -81352.533456 + Penalty 2188.725521 = -79163.807935 nChanged 25 SP:Iteration 4Q (55.404828 sec): 3 clusters Score: Raw -81378.804138 + Penalty 2188.690845 = -79190.113293 nChanged 25 SP:Iteration 5Q (55.406601 sec): 3 clusters Score: Raw -81404.253914 + Penalty 2188.534296 = -79215.719619 nChanged 16 SP:Iteration 6Q (55.408277 sec): 3 clusters Score: Raw -81416.811930 + Penalty 2188.551356 = -79228.260575 nChanged 14 SP:Iteration 7Q (55.409975 sec): 3 clusters Score: Raw -81428.110138 + Penalty 2188.361383 = -79239.748755 nChanged 12 SP:Iteration 8Q (55.411649 sec): 3 clusters Score: Raw -81445.744679 + Penalty 2188.338896 = -79257.405783 nChanged 11 SP:Iteration 9Q (55.413297 sec): 3 clusters Score: Raw -81466.664254 + Penalty 2188.265740 = -79278.398514 nChanged 11 SP:Iteration 10F (55.415037 sec): 3 clusters Score: Raw -81477.614886 + Penalty 2188.205073 = -79289.409813 nChanged 14 SP:Iteration 11Q (55.416752 sec): 3 clusters Score: Raw -81492.407297 + Penalty 2188.089748 = -79304.317549 nChanged 18 SP:Iteration 12Q (55.418512 sec): 3 clusters Score: Raw -81517.899841 + Penalty 2187.993341 = -79329.906501 nChanged 21 SP:Iteration 13Q (55.420269 sec): 3 clusters Score: Raw -81538.950431 + Penalty 2187.921648 = -79351.028783 nChanged 17 SP:Iteration 14Q (55.421937 sec): 3 clusters Score: Raw -81556.771029 + Penalty 2187.836406 = -79368.934623 nChanged 11 SP:Iteration 15Q (55.423623 sec): 3 clusters Score: Raw -81568.691381 + Penalty 2187.726331 = -79380.965050 nChanged 8 SP:Iteration 16Q (55.425290 sec): 3 clusters Score: Raw -81578.312037 + Penalty 2187.652571 = -79390.659466 nChanged 5 SP:Iteration 17Q (55.426964 sec): 3 clusters Score: Raw -81580.956457 + Penalty 2187.606368 = -79393.350089 nChanged 3 SP:Iteration 18Q (55.428634 sec): 3 clusters Score: Raw -81583.796239 + Penalty 2187.606368 = -79396.189871 nChanged 0 SP:Iteration 19F (55.430345 sec): 3 clusters Score: Raw -81583.796239 + Penalty 2187.606368 = -79396.189871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.432203 sec): 2 clusters Score: Raw -38992.437365 + Penalty 757.851481 = -38234.585884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.433218 sec): 3 clusters Score: Raw -38813.057648 + Penalty 1516.007108 = -37297.050541 nChanged 135 SP:Iteration 1F (55.434201 sec): 3 clusters Score: Raw -38944.936060 + Penalty 1515.886831 = -37429.049230 nChanged 46 SP:Iteration 2F (55.435180 sec): 3 clusters Score: Raw -38993.762319 + Penalty 1515.214894 = -37478.547425 nChanged 18 SP:Iteration 3Q (55.436172 sec): 3 clusters Score: Raw -39010.332226 + Penalty 1515.409070 = -37494.923156 nChanged 10 SP:Iteration 4Q (55.437126 sec): 3 clusters Score: Raw -39018.049624 + Penalty 1515.748484 = -37502.301140 nChanged 5 SP:Iteration 5Q (55.438086 sec): 3 clusters Score: Raw -39025.630173 + Penalty 1515.910276 = -37509.719897 nChanged 8 SP:Iteration 6Q (55.439044 sec): 3 clusters Score: Raw -39038.197638 + Penalty 1515.823724 = -37522.373914 nChanged 10 SP:Iteration 7Q (55.439994 sec): 3 clusters Score: Raw -39062.642329 + Penalty 1515.510534 = -37547.131795 nChanged 15 SP:Iteration 8Q (55.440940 sec): 3 clusters Score: Raw -39086.238068 + Penalty 1515.463337 = -37570.774731 nChanged 17 SP:Iteration 9Q (55.441878 sec): 3 clusters Score: Raw -39104.541126 + Penalty 1515.207228 = -37589.333898 nChanged 18 SP:Iteration 10F (55.442869 sec): 3 clusters Score: Raw -39131.259782 + Penalty 1515.780102 = -37615.479680 nChanged 15 SP:Iteration 11Q (55.443810 sec): 3 clusters Score: Raw -39152.452358 + Penalty 1516.048603 = -37636.403755 nChanged 12 SP:Iteration 12Q (55.444748 sec): 3 clusters Score: Raw -39165.632863 + Penalty 1516.269047 = -37649.363816 nChanged 7 SP:Iteration 13Q (55.445678 sec): 3 clusters Score: Raw -39172.313157 + Penalty 1516.583533 = -37655.729624 nChanged 2 SP:Iteration 14Q (55.446606 sec): 3 clusters Score: Raw -39172.921477 + Penalty 1516.732189 = -37656.189288 nChanged 1 SP:Iteration 15Q (55.447538 sec): 3 clusters Score: Raw -39173.213872 + Penalty 1516.732189 = -37656.481683 nChanged 0 SP:Iteration 16F (55.448511 sec): 3 clusters Score: Raw -39173.213872 + Penalty 1516.732189 = -37656.481683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.450200 sec): 2 clusters Score: Raw -42348.572589 + Penalty 916.269038 = -41432.303551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.451188 sec): 3 clusters Score: Raw -42247.439317 + Penalty 1833.873174 = -40413.566143 nChanged 95 SP:Iteration 1F (55.452179 sec): 3 clusters Score: Raw -42384.655527 + Penalty 1834.623362 = -40550.032165 nChanged 34 SP:Iteration 2F (55.453157 sec): 3 clusters Score: Raw -42429.899822 + Penalty 1835.975101 = -40593.924721 nChanged 19 SP:Iteration 3Q (55.454107 sec): 3 clusters Score: Raw -42455.683376 + Penalty 1837.970389 = -40617.712987 nChanged 13 SP:Iteration 4Q (55.455055 sec): 3 clusters Score: Raw -42477.539451 + Penalty 1839.816253 = -40637.723198 nChanged 8 SP:Iteration 5Q (55.455991 sec): 3 clusters Score: Raw -42493.144334 + Penalty 1842.525618 = -40650.618716 nChanged 8 SP:Iteration 6Q (55.456939 sec): 3 clusters Score: Raw -42512.728870 + Penalty 1844.837167 = -40667.891703 nChanged 7 SP:Iteration 7Q (55.457864 sec): 3 clusters Score: Raw -42520.836498 + Penalty 1845.321762 = -40675.514736 nChanged 1 SP:Iteration 8Q (55.458780 sec): 3 clusters Score: Raw -42521.462890 + Penalty 1845.321762 = -40676.141128 nChanged 0 SP:Iteration 9F (55.459745 sec): 3 clusters Score: Raw -42521.462890 + Penalty 1845.321762 = -40676.141128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 53 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.462078 sec): 2 clusters Score: Raw -67999.217997 + Penalty 1008.751695 = -66990.466302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.463604 sec): 3 clusters Score: Raw -67764.318550 + Penalty 2017.381439 = -65746.937112 nChanged 177 SP:Iteration 1F (55.465092 sec): 3 clusters Score: Raw -67937.922383 + Penalty 2016.847749 = -65921.074635 nChanged 47 SP:Iteration 2F (55.466570 sec): 3 clusters Score: Raw -67992.175235 + Penalty 2016.810415 = -65975.364820 nChanged 26 SP:Iteration 3Q (55.467985 sec): 3 clusters Score: Raw -68015.556122 + Penalty 2017.342618 = -65998.213503 nChanged 15 SP:Iteration 4Q (55.469381 sec): 3 clusters Score: Raw -68028.941824 + Penalty 2017.468640 = -66011.473184 nChanged 10 SP:Iteration 5Q (55.470803 sec): 3 clusters Score: Raw -68042.274605 + Penalty 2017.469888 = -66024.804718 nChanged 10 SP:Iteration 6Q (55.472224 sec): 3 clusters Score: Raw -68055.566937 + Penalty 2017.470102 = -66038.096835 nChanged 10 SP:Iteration 7Q (55.473638 sec): 3 clusters Score: Raw -68066.606751 + Penalty 2017.538748 = -66049.068003 nChanged 7 SP:Iteration 8Q (55.475026 sec): 3 clusters Score: Raw -68072.775510 + Penalty 2017.611997 = -66055.163513 nChanged 3 SP:Iteration 9Q (55.476439 sec): 3 clusters Score: Raw -68077.430083 + Penalty 2017.754661 = -66059.675422 nChanged 2 SP:Iteration 10F (55.477857 sec): 3 clusters Score: Raw -68080.699505 + Penalty 2017.757573 = -66062.941932 nChanged 2 SP:Iteration 11Q (55.479258 sec): 3 clusters Score: Raw -68085.073913 + Penalty 2017.680984 = -66067.392929 nChanged 1 SP:Iteration 12Q (55.480715 sec): 3 clusters Score: Raw -68085.426819 + Penalty 2017.680984 = -66067.745834 nChanged 0 SP:Iteration 13F (55.482142 sec): 3 clusters Score: Raw -68085.426819 + Penalty 2017.680984 = -66067.745834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.482703 sec): 2 clusters Score: Raw -1594.176484 + Penalty 56.162908 = -1538.013576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.482963 sec): 3 clusters Score: Raw -1612.185084 + Penalty 112.400022 = -1499.785062 nChanged 1 SP:Iteration 1Q (55.483211 sec): 3 clusters Score: Raw -1613.426202 + Penalty 112.450902 = -1500.975301 nChanged 1 SP:Iteration 2Q (55.483458 sec): 3 clusters Score: Raw -1616.530022 + Penalty 112.450902 = -1504.079120 nChanged 0 SP:Iteration 3F (55.483709 sec): 3 clusters Score: Raw -1616.530022 + Penalty 112.450902 = -1504.079120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.484935 sec): 2 clusters Score: Raw -26653.861149 + Penalty 847.151843 = -25806.709306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.485674 sec): 3 clusters Score: Raw -26617.582593 + Penalty 1696.030127 = -24921.552466 nChanged 58 SP:Iteration 1F (55.486397 sec): 3 clusters Score: Raw -26714.880610 + Penalty 1696.967987 = -25017.912623 nChanged 10 SP:Iteration 2Q (55.487110 sec): 3 clusters Score: Raw -26732.845891 + Penalty 1697.132686 = -25035.713205 nChanged 5 SP:Iteration 3Q (55.487793 sec): 3 clusters Score: Raw -26739.956749 + Penalty 1698.037943 = -25041.918805 nChanged 3 SP:Iteration 4Q (55.488474 sec): 3 clusters Score: Raw -26747.979657 + Penalty 1698.034834 = -25049.944822 nChanged 1 SP:Iteration 5Q (55.489154 sec): 3 clusters Score: Raw -26749.038540 + Penalty 1697.921312 = -25051.117228 nChanged 1 SP:Iteration 6Q (55.489832 sec): 3 clusters Score: Raw -26749.800078 + Penalty 1697.921312 = -25051.878766 nChanged 0 SP:Iteration 7F (55.490533 sec): 3 clusters Score: Raw -26749.800078 + Penalty 1697.921312 = -25051.878766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.491114 sec): 2 clusters Score: Raw -1813.594101 + Penalty 185.119271 = -1628.474830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.491387 sec): 3 clusters Score: Raw -1904.108698 + Penalty 377.929820 = -1526.178878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.491870 sec): 2 clusters Score: Raw -437.189177 + Penalty 11.646437 = -425.542740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.492068 sec): 3 clusters Score: Raw -442.624272 + Penalty 25.980512 = -416.643760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.493272 sec): 2 clusters Score: Raw -20933.667935 + Penalty 452.233510 = -20481.434425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.493971 sec): 3 clusters Score: Raw -20865.023927 + Penalty 904.804103 = -19960.219824 nChanged 61 SP:Iteration 1F (55.494665 sec): 3 clusters Score: Raw -20927.123364 + Penalty 906.156256 = -20020.967108 nChanged 22 SP:Iteration 2F (55.495354 sec): 3 clusters Score: Raw -20958.846667 + Penalty 907.880577 = -20050.966090 nChanged 13 SP:Iteration 3F (55.496041 sec): 3 clusters Score: Raw -20980.473052 + Penalty 909.689104 = -20070.783948 nChanged 9 SP:Iteration 4Q (55.496701 sec): 3 clusters Score: Raw -20991.477440 + Penalty 909.091627 = -20082.385813 nChanged 5 SP:Iteration 5Q (55.497343 sec): 3 clusters Score: Raw -20999.025233 + Penalty 908.021393 = -20091.003840 nChanged 5 SP:Iteration 6Q (55.497983 sec): 3 clusters Score: Raw -21008.948822 + Penalty 907.513121 = -20101.435701 nChanged 3 SP:Iteration 7Q (55.498621 sec): 3 clusters Score: Raw -21011.988294 + Penalty 907.513121 = -20104.475172 nChanged 0 SP:Iteration 8F (55.499280 sec): 3 clusters Score: Raw -21011.988294 + Penalty 907.513121 = -20104.475172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.500801 sec): 2 clusters Score: Raw -17436.739236 + Penalty 365.094928 = -17071.644308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.501435 sec): 3 clusters Score: Raw -17370.653858 + Penalty 729.620086 = -16641.033772 nChanged 64 SP:Iteration 1F (55.502054 sec): 3 clusters Score: Raw -17435.646300 + Penalty 728.281135 = -16707.365164 nChanged 15 SP:Iteration 2F (55.502672 sec): 3 clusters Score: Raw -17456.527271 + Penalty 722.475802 = -16734.051469 nChanged 12 SP:Iteration 3F (55.503289 sec): 3 clusters Score: Raw -17478.577064 + Penalty 725.223948 = -16753.353116 nChanged 6 SP:Iteration 4Q (55.503900 sec): 3 clusters Score: Raw -17486.343906 + Penalty 726.546555 = -16759.797352 nChanged 7 SP:Iteration 5Q (55.504515 sec): 3 clusters Score: Raw -17506.674478 + Penalty 741.973632 = -16764.700846 nChanged 10 SP:Iteration 6Q (55.505134 sec): 3 clusters Score: Raw -17553.110891 + Penalty 750.446395 = -16802.664496 nChanged 6 SP:Iteration 7Q (55.505737 sec): 3 clusters Score: Raw -17563.902972 + Penalty 753.572180 = -16810.330791 nChanged 7 SP:Iteration 8Q (55.506339 sec): 3 clusters Score: Raw -17572.210165 + Penalty 757.017624 = -16815.192541 nChanged 6 SP:Iteration 9Q (55.506934 sec): 3 clusters Score: Raw -17582.969964 + Penalty 759.258590 = -16823.711374 nChanged 2 SP:Iteration 10F (55.507571 sec): 3 clusters Score: Raw -17585.114740 + Penalty 764.013961 = -16821.100779 nChanged 3 SP:Iteration 11F (55.508210 sec): 3 clusters Score: Raw -17591.973297 + Penalty 772.031849 = -16819.941448 nChanged 3 SP:Iteration 12F (55.508850 sec): 3 clusters Score: Raw -17596.087875 + Penalty 777.609139 = -16818.478736 nChanged 2 SP:Iteration 13F (55.509486 sec): 3 clusters Score: Raw -17598.813229 + Penalty 781.655398 = -16817.157830 nChanged 1 SP:Iteration 14F (55.510124 sec): 3 clusters Score: Raw -17600.130154 + Penalty 782.505949 = -16817.624206 nChanged 1 SP:Iteration 15Q (55.510713 sec): 3 clusters Score: Raw -17600.490094 + Penalty 782.505949 = -16817.984146 nChanged 0 SP:Iteration 16F (55.511347 sec): 3 clusters Score: Raw -17600.490094 + Penalty 782.505949 = -16817.984146 nChanged 0 Time taken for this iteration:54.768297 seconds. 300->34 Clusters: Score -2194602.331085, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 169 (time per iteration =328.658538 ms) Total iterations: 2405 (time per iteration =23.094924 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4037111875.000000 (time per metric unit =13.758175ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 100927796875.000000 (time per metric unit=550.327013ps) That took 55.543293 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 11 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.39 and 0.58 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 42343 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 42343 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 207 (2 points): Lose 6.841668 but Gain 1649.636815 Iteration 0F (5.837755 sec): 226 clusters Score: Raw -3291363.787201 + Penalty 229025.970975 = -3062337.816227 nChanged 15923 Deleting Class 152 (2 points): Lose 12.102767 but Gain 1639.570865 Iteration 1F (9.981662 sec): 211 clusters Score: Raw -3334393.675223 + Penalty 225758.248776 = -3108635.426448 nChanged 6524 Deleting Class 180 (4 points): Lose 31.006233 but Gain 1593.069116 Iteration 2F (14.103438 sec): 207 clusters Score: Raw -3345545.470781 + Penalty 223382.602570 = -3122162.868211 nChanged 3978 Deleting Class 206 (6 points): Lose 75.087127 but Gain 1634.622951 Iteration 3F (18.150611 sec): 205 clusters Score: Raw -3350808.868893 + Penalty 221305.712434 = -3129503.156459 nChanged 2996 Deleting Class 178 (5 points): Lose 27.045273 but Gain 1581.510337 Iteration 4F (22.191433 sec): 204 clusters Score: Raw -3353831.020474 + Penalty 218313.923586 = -3135517.096889 nChanged 2344 Deleting Class 115 (3 points): Lose 22.000562 but Gain 1554.687687 Iteration 5F (26.115808 sec): 201 clusters Score: Raw -3355779.236260 + Penalty 216630.298750 = -3139148.937510 nChanged 1929 Deleting Class 119 (1 points): Lose 3.077432 but Gain 1514.504279 Iteration 6Q (26.669094 sec): 200 clusters Score: Raw -3357180.434927 + Penalty 215288.678446 = -3141891.756481 nChanged 1523 Deleting Class 70 (15 points): Lose 97.446685 but Gain 1604.281179 Iteration 7Q (27.172871 sec): 199 clusters Score: Raw -3358119.977251 + Penalty 213903.846126 = -3144216.131125 nChanged 1205 Deleting Class 184 (1 points): Lose 1.950543 but Gain 1497.758707 Iteration 8Q (27.633361 sec): 198 clusters Score: Raw -3358968.880366 + Penalty 211638.043193 = -3147330.837173 nChanged 1062 Deleting Class 65 (18 points): Lose 97.387675 but Gain 1593.064720 Iteration 9Q (28.070369 sec): 196 clusters Score: Raw -3359575.624663 + Penalty 210266.776247 = -3149308.848416 nChanged 859 Deleting Class 148 (5 points): Lose 39.593483 but Gain 1531.041171 Iteration 10F (31.899192 sec): 195 clusters Score: Raw -3360095.385249 + Penalty 208609.509590 = -3151485.875659 nChanged 686 Deleting Class 132 (23 points): Lose 205.718956 but Gain 1678.889663 Iteration 11Q (32.287015 sec): 194 clusters Score: Raw -3360340.440723 + Penalty 207157.987707 = -3153182.453016 nChanged 602 Deleting Class 199 (5 points): Lose 38.207950 but Gain 1511.804128 Iteration 12Q (32.663649 sec): 193 clusters Score: Raw -3360725.678023 + Penalty 205789.028205 = -3154936.649818 nChanged 470 Deleting Class 108 (23 points): Lose 204.221188 but Gain 1669.130304 Iteration 13Q (33.021195 sec): 192 clusters Score: Raw -3360753.110167 + Penalty 204410.923522 = -3156342.186644 nChanged 423 Deleting Class 211 (2 points): Lose 18.309506 but Gain 1475.682678 Iteration 14Q (33.374042 sec): 191 clusters Score: Raw -3361041.938779 + Penalty 203101.502239 = -3157940.436540 nChanged 379 Deleting Class 74 (7 points): Lose 50.730885 but Gain 1482.524393 Iteration 15Q (33.717752 sec): 190 clusters Score: Raw -3361220.136496 + Penalty 201693.195961 = -3159526.940536 nChanged 385 Deleting Class 112 (16 points): Lose 140.360262 but Gain 1570.454449 Iteration 16Q (34.063327 sec): 189 clusters Score: Raw -3361361.043355 + Penalty 200342.458339 = -3161018.585016 nChanged 385 Deleting Class 167 (3 points): Lose 47.337960 but Gain 1480.751697 Iteration 17Q (34.421568 sec): 188 clusters Score: Raw -3361678.955102 + Penalty 198914.210349 = -3162764.744753 nChanged 320 Deleting Class 121 (14 points): Lose 122.189209 but Gain 1534.468330 Iteration 18Q (34.767053 sec): 187 clusters Score: Raw -3361871.801952 + Penalty 197392.267229 = -3164479.534722 nChanged 299 Deleting Class 66 (53 points): Lose 280.249949 but Gain 1681.168177 Iteration 19Q (35.111179 sec): 186 clusters Score: Raw -3361925.495737 + Penalty 195876.044869 = -3166049.450868 nChanged 283 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3361925.495737 + Penalty 195876.044869 = -3166049.450868Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.274777 sec): 2 clusters Score: Raw -64783.420612 + Penalty 672.719775 = -64110.700837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.276353 sec): 3 clusters Score: Raw -64446.940092 + Penalty 1343.478724 = -63103.461368 nChanged 258 SP:Iteration 1F (35.277863 sec): 3 clusters Score: Raw -64614.519622 + Penalty 1341.885266 = -63272.634357 nChanged 65 SP:Iteration 2F (35.279356 sec): 3 clusters Score: Raw -64658.939859 + Penalty 1340.280429 = -63318.659430 nChanged 42 SP:Iteration 3F (35.280877 sec): 3 clusters Score: Raw -64699.487500 + Penalty 1338.777027 = -63360.710474 nChanged 34 SP:Iteration 4Q (35.282400 sec): 3 clusters Score: Raw -64721.179364 + Penalty 1338.187020 = -63382.992344 nChanged 34 SP:Iteration 5Q (35.283894 sec): 3 clusters Score: Raw -64750.726918 + Penalty 1340.994970 = -63409.731948 nChanged 32 SP:Iteration 6Q (35.285411 sec): 3 clusters Score: Raw -64770.355269 + Penalty 1342.448410 = -63427.906859 nChanged 23 SP:Iteration 7Q (35.286919 sec): 3 clusters Score: Raw -64785.405855 + Penalty 1342.016083 = -63443.389772 nChanged 22 SP:Iteration 8Q (35.288413 sec): 3 clusters Score: Raw -64801.848310 + Penalty 1342.055676 = -63459.792634 nChanged 17 SP:Iteration 9Q (35.289948 sec): 3 clusters Score: Raw -64814.475869 + Penalty 1344.063854 = -63470.412015 nChanged 14 SP:Iteration 10F (35.291466 sec): 3 clusters Score: Raw -64824.043480 + Penalty 1345.042768 = -63479.000712 nChanged 9 SP:Iteration 11Q (35.292961 sec): 3 clusters Score: Raw -64826.901230 + Penalty 1345.042768 = -63481.858462 nChanged 0 SP:Iteration 12F (35.294491 sec): 3 clusters Score: Raw -64826.901230 + Penalty 1345.042768 = -63481.858462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.295532 sec): 2 clusters Score: Raw -8480.399285 + Penalty 209.148159 = -8271.251126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.295962 sec): 3 clusters Score: Raw -8463.895325 + Penalty 413.858913 = -8050.036411 nChanged 25 SP:Iteration 1F (35.296383 sec): 3 clusters Score: Raw -8498.450356 + Penalty 415.675912 = -8082.774445 nChanged 2 SP:Iteration 2Q (35.296793 sec): 3 clusters Score: Raw -8500.790238 + Penalty 416.342672 = -8084.447565 nChanged 1 SP:Iteration 3Q (35.297246 sec): 3 clusters Score: Raw -8502.204269 + Penalty 417.662340 = -8084.541929 nChanged 2 SP:Iteration 4Q (35.297655 sec): 3 clusters Score: Raw -8506.782193 + Penalty 417.662340 = -8089.119853 nChanged 0 SP:Iteration 5F (35.298072 sec): 3 clusters Score: Raw -8506.782193 + Penalty 417.662340 = -8089.119853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.299014 sec): 2 clusters Score: Raw -13757.997434 + Penalty 367.848098 = -13390.149336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.299566 sec): 3 clusters Score: Raw -13717.062681 + Penalty 737.801632 = -12979.261049 nChanged 33 SP:Iteration 1F (35.300092 sec): 3 clusters Score: Raw -13764.615979 + Penalty 741.013404 = -13023.602575 nChanged 9 SP:Iteration 2F (35.300617 sec): 3 clusters Score: Raw -13776.520540 + Penalty 742.663487 = -13033.857054 nChanged 7 SP:Iteration 3Q (35.301132 sec): 3 clusters Score: Raw -13786.796792 + Penalty 742.573429 = -13044.223362 nChanged 4 SP:Iteration 4Q (35.301646 sec): 3 clusters Score: Raw -13793.509661 + Penalty 741.101936 = -13052.407725 nChanged 2 SP:Iteration 5Q (35.302158 sec): 3 clusters Score: Raw -13797.451512 + Penalty 739.923449 = -13057.528063 nChanged 3 SP:Iteration 6Q (35.302676 sec): 3 clusters Score: Raw -13805.379434 + Penalty 739.909236 = -13065.470198 nChanged 2 SP:Iteration 7Q (35.303182 sec): 3 clusters Score: Raw -13808.708346 + Penalty 739.678052 = -13069.030294 nChanged 1 SP:Iteration 8Q (35.303699 sec): 3 clusters Score: Raw -13810.694012 + Penalty 739.539042 = -13071.154970 nChanged 2 SP:Iteration 9Q (35.304203 sec): 3 clusters Score: Raw -13813.352096 + Penalty 738.501966 = -13074.850130 nChanged 2 SP:Iteration 10F (35.304712 sec): 3 clusters Score: Raw -13816.940162 + Penalty 737.603939 = -13079.336224 nChanged 2 SP:Iteration 11Q (35.305219 sec): 3 clusters Score: Raw -13818.259316 + Penalty 736.693858 = -13081.565459 nChanged 1 SP:Iteration 12Q (35.305727 sec): 3 clusters Score: Raw -13819.263645 + Penalty 736.693858 = -13082.569788 nChanged 0 SP:Iteration 13F (35.306248 sec): 3 clusters Score: Raw -13819.263645 + Penalty 736.693858 = -13082.569788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.308028 sec): 2 clusters Score: Raw -36401.674803 + Penalty 52.978684 = -36348.696119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.309061 sec): 3 clusters Score: Raw -36117.805512 + Penalty 102.369856 = -36015.435655 nChanged 187 SP:Iteration 1F (35.310053 sec): 3 clusters Score: Raw -36305.941446 + Penalty 92.866861 = -36213.074585 nChanged 27 SP:Iteration 2F (35.311036 sec): 3 clusters Score: Raw -36332.263893 + Penalty 92.676930 = -36239.586963 nChanged 20 SP:Iteration 3Q (35.311980 sec): 3 clusters Score: Raw -36343.196319 + Penalty 88.321361 = -36254.874958 nChanged 31 SP:Iteration 4F (35.312911 sec): 3 clusters Score: Raw -36389.328959 + Penalty 52.978684 = -36336.350275 nChanged 10 SP:Iteration 5Q (35.313694 sec): 2 clusters Score: Raw -36401.674803 + Penalty 52.978684 = -36348.696119 nChanged 0 SP:Iteration 6F (35.314453 sec): 2 clusters Score: Raw -36401.674803 + Penalty 52.978684 = -36348.696119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.315531 sec): 2 clusters Score: Raw -19593.943215 + Penalty 290.616199 = -19303.327016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.316154 sec): 3 clusters Score: Raw -19497.220697 + Penalty 594.429566 = -18902.791131 nChanged 65 SP:Iteration 1F (35.316764 sec): 3 clusters Score: Raw -19577.932746 + Penalty 618.928245 = -18959.004501 nChanged 10 SP:Iteration 2Q (35.317371 sec): 3 clusters Score: Raw -19588.534596 + Penalty 631.659387 = -18956.875209 nChanged 3 SP:Iteration 3F (35.318009 sec): 3 clusters Score: Raw -19592.328625 + Penalty 639.935848 = -18952.392777 nChanged 3 SP:Iteration 4F (35.318645 sec): 3 clusters Score: Raw -19598.249393 + Penalty 639.935848 = -18958.313545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 6 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.320674 sec): 2 clusters Score: Raw -40435.742534 + Penalty 259.520293 = -40176.222241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.321857 sec): 3 clusters Score: Raw -40206.812875 + Penalty 518.441608 = -39688.371267 nChanged 201 SP:Iteration 1F (35.323000 sec): 3 clusters Score: Raw -40325.504656 + Penalty 520.264847 = -39805.239809 nChanged 54 SP:Iteration 2F (35.324128 sec): 3 clusters Score: Raw -40364.329476 + Penalty 523.994005 = -39840.335471 nChanged 28 SP:Iteration 3F (35.325239 sec): 3 clusters Score: Raw -40387.315246 + Penalty 528.867486 = -39858.447761 nChanged 34 SP:Iteration 4F (35.326341 sec): 3 clusters Score: Raw -40418.407991 + Penalty 536.553044 = -39881.854947 nChanged 31 SP:Iteration 5F (35.327443 sec): 3 clusters Score: Raw -40445.878079 + Penalty 542.128016 = -39903.750063 nChanged 25 SP:Iteration 6Q (35.328538 sec): 3 clusters Score: Raw -40462.382624 + Penalty 546.886165 = -39915.496459 nChanged 13 SP:Iteration 7Q (35.329655 sec): 3 clusters Score: Raw -40473.058748 + Penalty 548.807969 = -39924.250779 nChanged 8 SP:Iteration 8Q (35.330812 sec): 3 clusters Score: Raw -40481.534543 + Penalty 550.447111 = -39931.087432 nChanged 6 SP:Iteration 9Q (35.331966 sec): 3 clusters Score: Raw -40485.922630 + Penalty 554.517428 = -39931.405201 nChanged 5 SP:Iteration 10F (35.333121 sec): 3 clusters Score: Raw -40489.926767 + Penalty 555.856395 = -39934.070372 nChanged 5 SP:Iteration 11Q (35.334265 sec): 3 clusters Score: Raw -40493.512717 + Penalty 558.151105 = -39935.361613 nChanged 3 SP:Iteration 12Q (35.335358 sec): 3 clusters Score: Raw -40494.632761 + Penalty 557.482588 = -39937.150172 nChanged 1 SP:Iteration 13Q (35.336457 sec): 3 clusters Score: Raw -40495.490438 + Penalty 558.047756 = -39937.442682 nChanged 1 SP:Iteration 14Q (35.337541 sec): 3 clusters Score: Raw -40495.638995 + Penalty 559.111020 = -39936.527975 nChanged 1 SP:Iteration 15F (35.338668 sec): 3 clusters Score: Raw -40496.221805 + Penalty 559.234885 = -39936.986920 nChanged 1 SP:Iteration 16Q (35.339766 sec): 3 clusters Score: Raw -40496.693964 + Penalty 560.282492 = -39936.411472 nChanged 2 SP:Iteration 17F (35.340867 sec): 3 clusters Score: Raw -40498.093933 + Penalty 560.764707 = -39937.329226 nChanged 2 SP:Iteration 18Q (35.341945 sec): 3 clusters Score: Raw -40498.822600 + Penalty 562.530223 = -39936.292376 nChanged 1 SP:Iteration 19F (35.343066 sec): 3 clusters Score: Raw -40499.410067 + Penalty 564.003909 = -39935.406158 nChanged 1 SP:Iteration 20F (35.344234 sec): 3 clusters Score: Raw -40499.696441 + Penalty 564.003909 = -39935.692533 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 7 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.350810 sec): 2 clusters Score: Raw -108810.440542 + Penalty 481.606632 = -108328.833909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.353530 sec): 3 clusters Score: Raw -108060.183012 + Penalty 964.955850 = -107095.227162 nChanged 496 SP:Iteration 1F (35.356148 sec): 3 clusters Score: Raw -108414.035716 + Penalty 979.116737 = -107434.918979 nChanged 172 SP:Iteration 2F (35.358809 sec): 3 clusters Score: Raw -108539.456424 + Penalty 984.268221 = -107555.188204 nChanged 98 SP:Iteration 3F (35.361318 sec): 3 clusters Score: Raw -108622.601426 + Penalty 989.661089 = -107632.940337 nChanged 60 SP:Iteration 4Q (35.363793 sec): 3 clusters Score: Raw -108682.406639 + Penalty 996.704190 = -107685.702449 nChanged 46 SP:Iteration 5Q (35.366280 sec): 3 clusters Score: Raw -108728.112457 + Penalty 1006.927813 = -107721.184644 nChanged 27 SP:Iteration 6Q (35.368694 sec): 3 clusters Score: Raw -108753.763567 + Penalty 1014.477511 = -107739.286056 nChanged 20 SP:Iteration 7Q (35.371010 sec): 3 clusters Score: Raw -108776.416032 + Penalty 1020.277000 = -107756.139032 nChanged 11 SP:Iteration 8Q (35.373254 sec): 3 clusters Score: Raw -108785.717265 + Penalty 1026.129150 = -107759.588115 nChanged 9 SP:Iteration 9Q (35.375467 sec): 3 clusters Score: Raw -108791.163976 + Penalty 1027.142950 = -107764.021026 nChanged 8 SP:Iteration 10F (35.377962 sec): 3 clusters Score: Raw -108795.145387 + Penalty 1017.877643 = -107777.267744 nChanged 8 SP:Iteration 11Q (35.380141 sec): 3 clusters Score: Raw -108800.626687 + Penalty 1019.587981 = -107781.038707 nChanged 3 SP:Iteration 12Q (35.382294 sec): 3 clusters Score: Raw -108801.383910 + Penalty 1024.830056 = -107776.553854 nChanged 5 SP:Iteration 13F (35.384764 sec): 3 clusters Score: Raw -108805.167960 + Penalty 1034.956226 = -107770.211734 nChanged 5 SP:Iteration 14F (35.387268 sec): 3 clusters Score: Raw -108809.835770 + Penalty 1042.217045 = -107767.618725 nChanged 3 SP:Iteration 15F (35.389768 sec): 3 clusters Score: Raw -108810.276993 + Penalty 1046.093316 = -107764.183677 nChanged 2 SP:Iteration 16F (35.392242 sec): 3 clusters Score: Raw -108811.842334 + Penalty 1055.752799 = -107756.089535 nChanged 4 SP:Iteration 17F (35.394723 sec): 3 clusters Score: Raw -108817.767193 + Penalty 1061.967181 = -107755.800011 nChanged 3 SP:Iteration 18F (35.397218 sec): 3 clusters Score: Raw -108824.038383 + Penalty 1057.385395 = -107766.652988 nChanged 2 SP:Iteration 19Q (35.399304 sec): 3 clusters Score: Raw -108828.853726 + Penalty 1057.980460 = -107770.873266 nChanged 2 SP:Iteration 20F (35.401771 sec): 3 clusters Score: Raw -108829.847993 + Penalty 1064.698212 = -107765.149780 nChanged 1 SP:Iteration 21F (35.404268 sec): 3 clusters Score: Raw -108830.481983 + Penalty 1064.698212 = -107765.783771 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 8 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.406425 sec): 2 clusters Score: Raw -46062.333111 + Penalty 224.092406 = -45838.240705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.407723 sec): 3 clusters Score: Raw -45734.933918 + Penalty 455.325856 = -45279.608062 nChanged 219 SP:Iteration 1F (35.408959 sec): 3 clusters Score: Raw -45909.073369 + Penalty 468.586272 = -45440.487098 nChanged 77 SP:Iteration 2F (35.410214 sec): 3 clusters Score: Raw -46002.985483 + Penalty 491.652027 = -45511.333457 nChanged 52 SP:Iteration 3F (35.411454 sec): 3 clusters Score: Raw -46071.649483 + Penalty 515.478166 = -45556.171317 nChanged 35 SP:Iteration 4F (35.412693 sec): 3 clusters Score: Raw -46114.869674 + Penalty 526.772403 = -45588.097271 nChanged 15 SP:Iteration 5Q (35.413868 sec): 3 clusters Score: Raw -46130.082501 + Penalty 527.108457 = -45602.974043 nChanged 2 SP:Iteration 6Q (35.415014 sec): 3 clusters Score: Raw -46131.564921 + Penalty 529.255729 = -45602.309191 nChanged 2 SP:Iteration 7F (35.416251 sec): 3 clusters Score: Raw -46132.349434 + Penalty 528.379695 = -45603.969739 nChanged 2 SP:Iteration 8Q (35.417363 sec): 3 clusters Score: Raw -46133.804504 + Penalty 530.561922 = -45603.242583 nChanged 2 SP:Iteration 9F (35.418594 sec): 3 clusters Score: Raw -46135.772926 + Penalty 531.690161 = -45604.082766 nChanged 1 SP:Iteration 10F (35.419869 sec): 3 clusters Score: Raw -46135.823684 + Penalty 531.690161 = -45604.133524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.427892 sec): 2 clusters Score: Raw -134197.040726 + Penalty 165.073371 = -134031.967356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.431104 sec): 3 clusters Score: Raw -133161.317356 + Penalty 305.935083 = -132855.382273 nChanged 751 SP:Iteration 1F (35.434183 sec): 3 clusters Score: Raw -133838.055634 + Penalty 289.534026 = -133548.521608 nChanged 131 SP:Iteration 2F (35.437398 sec): 3 clusters Score: Raw -134002.318157 + Penalty 263.159740 = -133739.158417 nChanged 103 SP:Iteration 3F (35.440546 sec): 3 clusters Score: Raw -134141.732609 + Penalty 257.024926 = -133884.707683 nChanged 35 SP:Iteration 4Q (35.443439 sec): 3 clusters Score: Raw -134172.839324 + Penalty 256.269742 = -133916.569582 nChanged 17 SP:Iteration 5Q (35.446184 sec): 3 clusters Score: Raw -134183.864600 + Penalty 254.773412 = -133929.091188 nChanged 14 SP:Iteration 6Q (35.448887 sec): 3 clusters Score: Raw -134191.379178 + Penalty 250.880312 = -133940.498866 nChanged 13 SP:Iteration 7Q (35.451598 sec): 3 clusters Score: Raw -134196.060358 + Penalty 252.307974 = -133943.752385 nChanged 7 SP:Iteration 8Q (35.454302 sec): 3 clusters Score: Raw -134198.766194 + Penalty 251.498766 = -133947.267428 nChanged 4 SP:Iteration 9Q (35.456929 sec): 3 clusters Score: Raw -134200.280862 + Penalty 250.511197 = -133949.769664 nChanged 2 SP:Iteration 10F (35.460060 sec): 3 clusters Score: Raw -134200.362533 + Penalty 250.512806 = -133949.849727 nChanged 1 SP:Iteration 11Q (35.462608 sec): 3 clusters Score: Raw -134200.422951 + Penalty 249.894377 = -133950.528574 nChanged 1 SP:Iteration 12Q (35.465253 sec): 3 clusters Score: Raw -134200.367921 + Penalty 249.945544 = -133950.422377 nChanged 1 SP:Iteration 13F (35.468409 sec): 3 clusters Score: Raw -134200.365008 + Penalty 249.945544 = -133950.419464 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.484860 sec): 2 clusters Score: Raw -272700.140291 + Penalty 441.534697 = -272258.605593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.491107 sec): 3 clusters Score: Raw -270692.223658 + Penalty 893.205824 = -269799.017834 nChanged 1445 SP:Iteration 1F (35.497149 sec): 3 clusters Score: Raw -271528.609282 + Penalty 904.088120 = -270624.521161 nChanged 360 SP:Iteration 2F (35.503178 sec): 3 clusters Score: Raw -271789.595171 + Penalty 916.658921 = -270872.936250 nChanged 261 SP:Iteration 3F (35.509305 sec): 3 clusters Score: Raw -272012.678088 + Penalty 931.030686 = -271081.647402 nChanged 221 SP:Iteration 4F (35.515439 sec): 3 clusters Score: Raw -272239.355481 + Penalty 942.606518 = -271296.748962 nChanged 171 SP:Iteration 5F (35.521719 sec): 3 clusters Score: Raw -272408.199538 + Penalty 947.721596 = -271460.477941 nChanged 125 SP:Iteration 6Q (35.527376 sec): 3 clusters Score: Raw -272515.022567 + Penalty 947.434172 = -271567.588395 nChanged 108 SP:Iteration 7Q (35.533032 sec): 3 clusters Score: Raw -272590.437378 + Penalty 949.285532 = -271641.151846 nChanged 86 SP:Iteration 8Q (35.538486 sec): 3 clusters Score: Raw -272650.295250 + Penalty 953.760063 = -271696.535187 nChanged 79 SP:Iteration 9Q (35.544051 sec): 3 clusters Score: Raw -272712.126013 + Penalty 956.738860 = -271755.387153 nChanged 80 SP:Iteration 10F (35.550177 sec): 3 clusters Score: Raw -272767.539294 + Penalty 953.558006 = -271813.981288 nChanged 82 SP:Iteration 11Q (35.555744 sec): 3 clusters Score: Raw -272816.380320 + Penalty 951.072380 = -271865.307940 nChanged 66 SP:Iteration 12Q (35.561176 sec): 3 clusters Score: Raw -272848.068170 + Penalty 949.746818 = -271898.321353 nChanged 60 SP:Iteration 13Q (35.566542 sec): 3 clusters Score: Raw -272870.998762 + Penalty 947.266857 = -271923.731905 nChanged 49 SP:Iteration 14Q (35.571928 sec): 3 clusters Score: Raw -272893.525703 + Penalty 942.048572 = -271951.477131 nChanged 42 SP:Iteration 15Q (35.577313 sec): 3 clusters Score: Raw -272907.282277 + Penalty 940.542268 = -271966.740009 nChanged 27 SP:Iteration 16Q (35.582677 sec): 3 clusters Score: Raw -272918.105273 + Penalty 941.358369 = -271976.746905 nChanged 25 SP:Iteration 17Q (35.588021 sec): 3 clusters Score: Raw -272926.161863 + Penalty 941.718987 = -271984.442877 nChanged 21 SP:Iteration 18Q (35.593439 sec): 3 clusters Score: Raw -272933.896987 + Penalty 941.143577 = -271992.753410 nChanged 26 SP:Iteration 19Q (35.598936 sec): 3 clusters Score: Raw -272940.444417 + Penalty 939.363254 = -272001.081164 nChanged 21 SP:Iteration 20F (35.604981 sec): 3 clusters Score: Raw -272945.758427 + Penalty 937.336642 = -272008.421785 nChanged 16 SP:Iteration 21Q (35.610356 sec): 3 clusters Score: Raw -272948.177104 + Penalty 937.329324 = -272010.847780 nChanged 13 SP:Iteration 22Q (35.615831 sec): 3 clusters Score: Raw -272949.705329 + Penalty 936.933957 = -272012.771373 nChanged 7 SP:Iteration 23Q (35.621238 sec): 3 clusters Score: Raw -272950.733011 + Penalty 937.392134 = -272013.340877 nChanged 5 SP:Iteration 24Q (35.626611 sec): 3 clusters Score: Raw -272951.290528 + Penalty 936.915014 = -272014.375514 nChanged 3 SP:Iteration 25Q (35.632004 sec): 3 clusters Score: Raw -272951.266679 + Penalty 936.915014 = -272014.351665 nChanged 0 SP:Iteration 26F (35.638002 sec): 3 clusters Score: Raw -272951.266679 + Penalty 936.915014 = -272014.351665 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.709539 sec): 2 clusters Score: Raw -1197920.937241 + Penalty 206.727987 = -1197714.209255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.738702 sec): 3 clusters Score: Raw -1187580.164469 + Penalty 519.854760 = -1187060.309710 nChanged 7330 SP:Iteration 1F (35.767578 sec): 3 clusters Score: Raw -1195840.166829 + Penalty 495.919542 = -1195344.247286 nChanged 1657 SP:Iteration 2F (35.796801 sec): 3 clusters Score: Raw -1197775.258579 + Penalty 465.295654 = -1197309.962925 nChanged 131 SP:Iteration 3Q (35.819717 sec): 3 clusters Score: Raw -1197916.296824 + Penalty 466.755928 = -1197449.540896 nChanged 11 SP:Iteration 4Q (35.842443 sec): 3 clusters Score: Raw -1197927.683709 + Penalty 478.194748 = -1197449.488961 nChanged 2 SP:Iteration 5F (35.871252 sec): 3 clusters Score: Raw -1197931.243034 + Penalty 481.340104 = -1197449.902930 nChanged 1 SP:Iteration 6Q (35.893618 sec): 3 clusters Score: Raw -1197931.560011 + Penalty 481.340104 = -1197450.219907 nChanged 0 SP:Iteration 7F (35.922293 sec): 3 clusters Score: Raw -1197931.560011 + Penalty 481.340104 = -1197450.219907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 12 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.931509 sec): 2 clusters Score: Raw -3520.115469 + Penalty 249.151098 = -3270.964371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.931804 sec): 3 clusters Score: Raw -3506.566554 + Penalty 508.998489 = -2997.568064 nChanged 5 SP:Iteration 1F (35.932094 sec): 3 clusters Score: Raw -3515.123847 + Penalty 516.751514 = -2998.372333 nChanged 2 SP:Iteration 2Q (35.932381 sec): 3 clusters Score: Raw -3517.323591 + Penalty 532.058425 = -2985.265166 nChanged 2 SP:Iteration 3F (35.932668 sec): 3 clusters Score: Raw -3519.067038 + Penalty 532.058425 = -2987.008613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.933427 sec): 2 clusters Score: Raw -6843.005299 + Penalty 156.437202 = -6686.568097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.933810 sec): 3 clusters Score: Raw -6832.628846 + Penalty 308.658155 = -6523.970691 nChanged 24 SP:Iteration 1F (35.934185 sec): 3 clusters Score: Raw -6868.078239 + Penalty 304.423551 = -6563.654688 nChanged 7 SP:Iteration 2F (35.934565 sec): 3 clusters Score: Raw -6880.453402 + Penalty 303.858484 = -6576.594918 nChanged 7 SP:Iteration 3F (35.934946 sec): 3 clusters Score: Raw -6891.930914 + Penalty 302.774783 = -6589.156132 nChanged 1 SP:Iteration 4Q (35.935305 sec): 3 clusters Score: Raw -6894.058391 + Penalty 302.774783 = -6591.283608 nChanged 0 SP:Iteration 5F (35.935680 sec): 3 clusters Score: Raw -6894.058391 + Penalty 302.774783 = -6591.283608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.941837 sec): 2 clusters Score: Raw -140953.629465 + Penalty 419.248941 = -140534.380524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.945065 sec): 3 clusters Score: Raw -140044.548259 + Penalty 839.909915 = -139204.638344 nChanged 663 SP:Iteration 1F (35.948153 sec): 3 clusters Score: Raw -140427.140342 + Penalty 846.087418 = -139581.052925 nChanged 144 SP:Iteration 2F (35.951261 sec): 3 clusters Score: Raw -140536.836503 + Penalty 853.812907 = -139683.023596 nChanged 117 SP:Iteration 3F (35.954400 sec): 3 clusters Score: Raw -140645.079969 + Penalty 865.246012 = -139779.833957 nChanged 124 SP:Iteration 4F (35.957571 sec): 3 clusters Score: Raw -140746.046175 + Penalty 878.081146 = -139867.965029 nChanged 103 SP:Iteration 5F (35.960722 sec): 3 clusters Score: Raw -140831.574496 + Penalty 889.288689 = -139942.285806 nChanged 81 SP:Iteration 6Q (35.963855 sec): 3 clusters Score: Raw -140880.108191 + Penalty 901.723392 = -139978.384799 nChanged 59 SP:Iteration 7Q (35.967132 sec): 3 clusters Score: Raw -140913.370608 + Penalty 913.607700 = -139999.762908 nChanged 47 SP:Iteration 8Q (35.970255 sec): 3 clusters Score: Raw -140943.283363 + Penalty 925.060835 = -140018.222528 nChanged 39 SP:Iteration 9Q (35.973273 sec): 3 clusters Score: Raw -140964.073924 + Penalty 934.170793 = -140029.903131 nChanged 31 SP:Iteration 10F (35.976424 sec): 3 clusters Score: Raw -140982.219278 + Penalty 945.312558 = -140036.906720 nChanged 28 SP:Iteration 11Q (35.979383 sec): 3 clusters Score: Raw -140999.828294 + Penalty 954.672443 = -140045.155851 nChanged 32 SP:Iteration 12Q (35.982297 sec): 3 clusters Score: Raw -141016.707827 + Penalty 963.671060 = -140053.036767 nChanged 26 SP:Iteration 13Q (35.985197 sec): 3 clusters Score: Raw -141035.427197 + Penalty 971.611615 = -140063.815582 nChanged 28 SP:Iteration 14Q (35.988061 sec): 3 clusters Score: Raw -141068.564873 + Penalty 970.451554 = -140098.113319 nChanged 22 SP:Iteration 15Q (35.990914 sec): 3 clusters Score: Raw -141117.346893 + Penalty 967.553605 = -140149.793289 nChanged 28 SP:Iteration 16Q (35.993790 sec): 3 clusters Score: Raw -141160.680393 + Penalty 965.381407 = -140195.298986 nChanged 24 SP:Iteration 17Q (35.996655 sec): 3 clusters Score: Raw -141177.663368 + Penalty 964.755768 = -140212.907600 nChanged 14 SP:Iteration 18Q (35.999486 sec): 3 clusters Score: Raw -141183.315165 + Penalty 964.782156 = -140218.533009 nChanged 4 SP:Iteration 19Q (36.002530 sec): 3 clusters Score: Raw -141185.621518 + Penalty 964.501346 = -140221.120172 nChanged 3 SP:Iteration 20F (36.005775 sec): 3 clusters Score: Raw -141186.243640 + Penalty 964.501346 = -140221.742294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.008893 sec): 2 clusters Score: Raw -14921.719977 + Penalty 465.713076 = -14456.006901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.009481 sec): 3 clusters Score: Raw -14882.773410 + Penalty 933.503443 = -13949.269967 nChanged 42 SP:Iteration 1F (36.010032 sec): 3 clusters Score: Raw -14933.350299 + Penalty 934.423835 = -13998.926465 nChanged 10 SP:Iteration 2F (36.010576 sec): 3 clusters Score: Raw -14950.186687 + Penalty 937.048761 = -14013.137926 nChanged 5 SP:Iteration 3Q (36.011119 sec): 3 clusters Score: Raw -14958.745737 + Penalty 937.048761 = -14021.696976 nChanged 0 SP:Iteration 4F (36.011662 sec): 3 clusters Score: Raw -14958.745737 + Penalty 937.048761 = -14021.696976 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (2333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.019766 sec): 2 clusters Score: Raw -197931.700529 + Penalty 482.037214 = -197449.663314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.024402 sec): 3 clusters Score: Raw -196577.410652 + Penalty 956.679285 = -195620.731367 nChanged 973 SP:Iteration 1F (36.028886 sec): 3 clusters Score: Raw -197303.248540 + Penalty 947.470336 = -196355.778204 nChanged 305 SP:Iteration 2F (36.033326 sec): 3 clusters Score: Raw -197554.850292 + Penalty 936.131086 = -196618.719206 nChanged 183 SP:Iteration 3F (36.037684 sec): 3 clusters Score: Raw -197702.858117 + Penalty 923.245667 = -196779.612450 nChanged 103 SP:Iteration 4Q (36.042144 sec): 3 clusters Score: Raw -197781.409553 + Penalty 912.217122 = -196869.192431 nChanged 62 SP:Iteration 5Q (36.046505 sec): 3 clusters Score: Raw -197827.008191 + Penalty 904.315649 = -196922.692542 nChanged 38 SP:Iteration 6Q (36.050865 sec): 3 clusters Score: Raw -197846.145664 + Penalty 902.492920 = -196943.652744 nChanged 23 SP:Iteration 7Q (36.055272 sec): 3 clusters Score: Raw -197855.949697 + Penalty 901.765032 = -196954.184664 nChanged 26 SP:Iteration 8Q (36.059628 sec): 3 clusters Score: Raw -197864.803970 + Penalty 901.752624 = -196963.051346 nChanged 17 SP:Iteration 9Q (36.063866 sec): 3 clusters Score: Raw -197869.575768 + Penalty 902.418381 = -196967.157387 nChanged 13 SP:Iteration 10F (36.068360 sec): 3 clusters Score: Raw -197873.969118 + Penalty 903.363625 = -196970.605493 nChanged 10 SP:Iteration 11Q (36.072659 sec): 3 clusters Score: Raw -197879.574706 + Penalty 899.306318 = -196980.268387 nChanged 7 SP:Iteration 12Q (36.076904 sec): 3 clusters Score: Raw -197881.925444 + Penalty 895.928074 = -196985.997370 nChanged 10 SP:Iteration 13Q (36.081172 sec): 3 clusters Score: Raw -197886.061389 + Penalty 895.774942 = -196990.286447 nChanged 9 SP:Iteration 14Q (36.085406 sec): 3 clusters Score: Raw -197890.107895 + Penalty 887.239748 = -197002.868147 nChanged 12 SP:Iteration 15Q (36.089606 sec): 3 clusters Score: Raw -197895.397697 + Penalty 887.170776 = -197008.226920 nChanged 10 SP:Iteration 16Q (36.093808 sec): 3 clusters Score: Raw -197897.682608 + Penalty 887.842322 = -197009.840286 nChanged 7 SP:Iteration 17Q (36.098079 sec): 3 clusters Score: Raw -197899.259297 + Penalty 888.622313 = -197010.636983 nChanged 6 SP:Iteration 18Q (36.102266 sec): 3 clusters Score: Raw -197901.277527 + Penalty 890.938603 = -197010.338924 nChanged 5 SP:Iteration 19F (36.106660 sec): 3 clusters Score: Raw -197902.152614 + Penalty 889.634880 = -197012.517734 nChanged 1 SP:Iteration 20F (36.111005 sec): 3 clusters Score: Raw -197902.518556 + Penalty 890.770286 = -197011.748270 nChanged 3 SP:Iteration 21F (36.115468 sec): 3 clusters Score: Raw -197903.189319 + Penalty 890.932314 = -197012.257005 nChanged 1 SP:Iteration 22Q (36.119617 sec): 3 clusters Score: Raw -197903.209173 + Penalty 891.622945 = -197011.586228 nChanged 1 SP:Iteration 23F (36.124031 sec): 3 clusters Score: Raw -197903.262089 + Penalty 892.566098 = -197010.695991 nChanged 1 SP:Iteration 24F (36.128475 sec): 3 clusters Score: Raw -197903.375565 + Penalty 891.395650 = -197011.979915 nChanged 1 SP:Iteration 25Q (36.132555 sec): 3 clusters Score: Raw -197903.995644 + Penalty 890.711266 = -197013.284378 nChanged 4 SP:Iteration 26Q (36.136654 sec): 3 clusters Score: Raw -197905.764247 + Penalty 889.736493 = -197016.027755 nChanged 3 SP:Iteration 27Q (36.140755 sec): 3 clusters Score: Raw -197907.101356 + Penalty 890.377202 = -197016.724154 nChanged 3 SP:Iteration 28Q (36.144839 sec): 3 clusters Score: Raw -197907.529957 + Penalty 891.327381 = -197016.202575 nChanged 1 SP:Iteration 29F (36.149270 sec): 3 clusters Score: Raw -197908.264582 + Penalty 891.657600 = -197016.606982 nChanged 4 SP:Iteration 30F (36.153606 sec): 3 clusters Score: Raw -197911.461494 + Penalty 889.021579 = -197022.439914 nChanged 5 SP:Iteration 31Q (36.157790 sec): 3 clusters Score: Raw -197913.139718 + Penalty 883.812926 = -197029.326793 nChanged 6 SP:Iteration 32Q (36.161872 sec): 3 clusters Score: Raw -197914.691735 + Penalty 883.990001 = -197030.701734 nChanged 2 SP:Iteration 33Q (36.166020 sec): 3 clusters Score: Raw -197914.936030 + Penalty 885.484208 = -197029.451822 nChanged 1 SP:Iteration 34F (36.170459 sec): 3 clusters Score: Raw -197915.260736 + Penalty 886.832231 = -197028.428505 nChanged 2 SP:Iteration 35F (36.175121 sec): 3 clusters Score: Raw -197915.626210 + Penalty 884.391945 = -197031.234266 nChanged 1 SP:Iteration 36Q (36.179249 sec): 3 clusters Score: Raw -197915.954357 + Penalty 884.391945 = -197031.562412 nChanged 0 SP:Iteration 37F (36.183692 sec): 3 clusters Score: Raw -197915.954357 + Penalty 884.391945 = -197031.562412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.186122 sec): 2 clusters Score: Raw -1337.972337 + Penalty 46.284100 = -1291.688236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.186364 sec): 3 clusters Score: Raw -1368.658209 + Penalty 91.960000 = -1276.698209 nChanged 2 SP:Iteration 1F (36.186597 sec): 3 clusters Score: Raw -1371.772070 + Penalty 91.960000 = -1279.812070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 18 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.187091 sec): 2 clusters Score: Raw -531.457526 + Penalty 179.833939 = -351.623587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.187324 sec): 3 clusters Score: Raw -527.801691 + Penalty 339.267321 = -188.534370 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.195363 sec): 2 clusters Score: Raw -215908.615486 + Penalty 492.010408 = -215416.605078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.200032 sec): 3 clusters Score: Raw -214563.836052 + Penalty 983.645448 = -213580.190605 nChanged 1021 SP:Iteration 1F (36.204760 sec): 3 clusters Score: Raw -215321.005111 + Penalty 983.055826 = -214337.949285 nChanged 254 SP:Iteration 2F (36.209432 sec): 3 clusters Score: Raw -215514.938935 + Penalty 982.379093 = -214532.559841 nChanged 169 SP:Iteration 3F (36.214084 sec): 3 clusters Score: Raw -215636.423024 + Penalty 982.139816 = -214654.283208 nChanged 138 SP:Iteration 4F (36.218802 sec): 3 clusters Score: Raw -215729.866331 + Penalty 982.748686 = -214747.117645 nChanged 109 SP:Iteration 5Q (36.223383 sec): 3 clusters Score: Raw -215807.564152 + Penalty 983.742378 = -214823.821774 nChanged 91 SP:Iteration 6Q (36.228029 sec): 3 clusters Score: Raw -215865.881160 + Penalty 985.362707 = -214880.518453 nChanged 85 SP:Iteration 7Q (36.232567 sec): 3 clusters Score: Raw -215921.850831 + Penalty 987.664325 = -214934.186506 nChanged 86 SP:Iteration 8Q (36.237072 sec): 3 clusters Score: Raw -215983.383690 + Penalty 990.568453 = -214992.815237 nChanged 83 SP:Iteration 9Q (36.241517 sec): 3 clusters Score: Raw -216054.778752 + Penalty 993.153487 = -215061.625265 nChanged 81 SP:Iteration 10F (36.246092 sec): 3 clusters Score: Raw -216128.151605 + Penalty 995.817974 = -215132.333631 nChanged 65 SP:Iteration 11Q (36.250394 sec): 3 clusters Score: Raw -216187.570244 + Penalty 996.727571 = -215190.842673 nChanged 50 SP:Iteration 12Q (36.254730 sec): 3 clusters Score: Raw -216214.213017 + Penalty 997.705420 = -215216.507597 nChanged 36 SP:Iteration 13Q (36.259001 sec): 3 clusters Score: Raw -216234.226649 + Penalty 998.072925 = -215236.153724 nChanged 24 SP:Iteration 14Q (36.263171 sec): 3 clusters Score: Raw -216245.899975 + Penalty 998.348820 = -215247.551155 nChanged 17 SP:Iteration 15Q (36.267409 sec): 3 clusters Score: Raw -216254.314020 + Penalty 998.627309 = -215255.686711 nChanged 15 SP:Iteration 16Q (36.271681 sec): 3 clusters Score: Raw -216259.446282 + Penalty 998.620567 = -215260.825715 nChanged 12 SP:Iteration 17Q (36.276017 sec): 3 clusters Score: Raw -216263.288234 + Penalty 999.104695 = -215264.183538 nChanged 13 SP:Iteration 18Q (36.280134 sec): 3 clusters Score: Raw -216267.694602 + Penalty 999.473109 = -215268.221493 nChanged 8 SP:Iteration 19Q (36.284344 sec): 3 clusters Score: Raw -216270.388559 + Penalty 1000.100668 = -215270.287891 nChanged 8 SP:Iteration 20F (36.289020 sec): 3 clusters Score: Raw -216272.134779 + Penalty 1000.257765 = -215271.877013 nChanged 5 SP:Iteration 21Q (36.293125 sec): 3 clusters Score: Raw -216273.365446 + Penalty 1000.354759 = -215273.010687 nChanged 5 SP:Iteration 22Q (36.297326 sec): 3 clusters Score: Raw -216274.727472 + Penalty 1000.636649 = -215274.090823 nChanged 5 SP:Iteration 23Q (36.301464 sec): 3 clusters Score: Raw -216276.809155 + Penalty 1000.623900 = -215276.185255 nChanged 7 SP:Iteration 24Q (36.305567 sec): 3 clusters Score: Raw -216278.800533 + Penalty 1000.901227 = -215277.899306 nChanged 3 SP:Iteration 25Q (36.309610 sec): 3 clusters Score: Raw -216280.089832 + Penalty 1001.528523 = -215278.561308 nChanged 6 SP:Iteration 26Q (36.313754 sec): 3 clusters Score: Raw -216282.737717 + Penalty 1002.339958 = -215280.397759 nChanged 10 SP:Iteration 27Q (36.317927 sec): 3 clusters Score: Raw -216286.748315 + Penalty 1002.653781 = -215284.094534 nChanged 9 SP:Iteration 28Q (36.322112 sec): 3 clusters Score: Raw -216290.287946 + Penalty 1002.846618 = -215287.441328 nChanged 6 SP:Iteration 29Q (36.326234 sec): 3 clusters Score: Raw -216291.780069 + Penalty 1002.927634 = -215288.852435 nChanged 3 SP:Iteration 30F (36.330801 sec): 3 clusters Score: Raw -216292.788442 + Penalty 1002.949700 = -215289.838742 nChanged 3 SP:Iteration 31Q (36.334974 sec): 3 clusters Score: Raw -216294.076730 + Penalty 1003.148942 = -215290.927788 nChanged 3 SP:Iteration 32Q (36.339110 sec): 3 clusters Score: Raw -216294.941248 + Penalty 1003.570036 = -215291.371212 nChanged 4 SP:Iteration 33Q (36.343156 sec): 3 clusters Score: Raw -216295.658143 + Penalty 1003.581615 = -215292.076528 nChanged 1 SP:Iteration 34Q (36.347337 sec): 3 clusters Score: Raw -216295.794504 + Penalty 1003.669484 = -215292.125020 nChanged 1 SP:Iteration 35Q (36.351437 sec): 3 clusters Score: Raw -216295.948215 + Penalty 1003.669484 = -215292.278731 nChanged 0 SP:Iteration 36F (36.356032 sec): 3 clusters Score: Raw -216295.948215 + Penalty 1003.669484 = -215292.278731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 20 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.363121 sec): 2 clusters Score: Raw -2437.590400 + Penalty 414.981477 = -2022.608924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.363401 sec): 3 clusters Score: Raw -2489.953159 + Penalty 823.569865 = -1666.383294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 21 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.364054 sec): 2 clusters Score: Raw -5285.778892 + Penalty 38.521875 = -5247.257017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.364392 sec): 3 clusters Score: Raw -5247.964648 + Penalty 92.116195 = -5155.848453 nChanged 20 SP:Iteration 1F (36.364736 sec): 3 clusters Score: Raw -5273.708181 + Penalty 89.457519 = -5184.250662 nChanged 9 SP:Iteration 2F (36.365051 sec): 3 clusters Score: Raw -5284.188221 + Penalty 114.457325 = -5169.730896 nChanged 3 SP:Iteration 3F (36.365356 sec): 3 clusters Score: Raw -5286.877461 + Penalty 140.258842 = -5146.618619 nChanged 1 SP:Iteration 4F (36.365670 sec): 3 clusters Score: Raw -5288.036787 + Penalty 140.258842 = -5147.777946 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.368185 sec): 2 clusters Score: Raw -54349.065319 + Penalty 732.349657 = -53616.715662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.369534 sec): 3 clusters Score: Raw -54101.104146 + Penalty 1464.578681 = -52636.525465 nChanged 200 SP:Iteration 1F (36.370930 sec): 3 clusters Score: Raw -54286.523432 + Penalty 1462.255508 = -52824.267924 nChanged 54 SP:Iteration 2F (36.372320 sec): 3 clusters Score: Raw -54350.200143 + Penalty 1461.883277 = -52888.316866 nChanged 26 SP:Iteration 3Q (36.373700 sec): 3 clusters Score: Raw -54382.225683 + Penalty 1460.809770 = -52921.415912 nChanged 22 SP:Iteration 4Q (36.375237 sec): 3 clusters Score: Raw -54410.847933 + Penalty 1458.356014 = -52952.491919 nChanged 21 SP:Iteration 5Q (36.376630 sec): 3 clusters Score: Raw -54433.749923 + Penalty 1451.879244 = -52981.870679 nChanged 19 SP:Iteration 6Q (36.378000 sec): 3 clusters Score: Raw -54459.016185 + Penalty 1444.962597 = -53014.053588 nChanged 21 SP:Iteration 7Q (36.379334 sec): 3 clusters Score: Raw -54477.293956 + Penalty 1439.565662 = -53037.728293 nChanged 15 SP:Iteration 8Q (36.380684 sec): 3 clusters Score: Raw -54493.962675 + Penalty 1432.882984 = -53061.079691 nChanged 16 SP:Iteration 9Q (36.382000 sec): 3 clusters Score: Raw -54512.966325 + Penalty 1427.388222 = -53085.578103 nChanged 15 SP:Iteration 10F (36.383354 sec): 3 clusters Score: Raw -54530.044455 + Penalty 1421.796220 = -53108.248235 nChanged 10 SP:Iteration 11Q (36.384674 sec): 3 clusters Score: Raw -54537.061992 + Penalty 1419.545490 = -53117.516502 nChanged 6 SP:Iteration 12Q (36.386034 sec): 3 clusters Score: Raw -54544.486884 + Penalty 1419.232442 = -53125.254442 nChanged 4 SP:Iteration 13Q (36.387431 sec): 3 clusters Score: Raw -54547.087972 + Penalty 1418.742536 = -53128.345437 nChanged 2 SP:Iteration 14Q (36.388779 sec): 3 clusters Score: Raw -54548.602737 + Penalty 1418.486131 = -53130.116607 nChanged 1 SP:Iteration 15Q (36.390124 sec): 3 clusters Score: Raw -54549.002671 + Penalty 1418.079254 = -53130.923417 nChanged 1 SP:Iteration 16Q (36.391428 sec): 3 clusters Score: Raw -54549.583978 + Penalty 1418.079254 = -53131.504724 nChanged 0 SP:Iteration 17F (36.392769 sec): 3 clusters Score: Raw -54549.583978 + Penalty 1418.079254 = -53131.504724 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 23 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.399031 sec): 2 clusters Score: Raw -108980.219947 + Penalty 391.914706 = -108588.305241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.401625 sec): 3 clusters Score: Raw -108182.946178 + Penalty 786.152622 = -107396.793556 nChanged 529 SP:Iteration 1F (36.404152 sec): 3 clusters Score: Raw -108566.924679 + Penalty 780.787241 = -107786.137437 nChanged 190 SP:Iteration 2F (36.406766 sec): 3 clusters Score: Raw -108784.657264 + Penalty 770.402033 = -108014.255231 nChanged 145 SP:Iteration 3F (36.409318 sec): 3 clusters Score: Raw -108963.260683 + Penalty 766.177441 = -108197.083243 nChanged 97 SP:Iteration 4F (36.411854 sec): 3 clusters Score: Raw -109105.928198 + Penalty 763.481129 = -108342.447069 nChanged 60 SP:Iteration 5Q (36.414257 sec): 3 clusters Score: Raw -109209.337538 + Penalty 763.748482 = -108445.589057 nChanged 32 SP:Iteration 6Q (36.416628 sec): 3 clusters Score: Raw -109238.894612 + Penalty 762.525250 = -108476.369362 nChanged 22 SP:Iteration 7Q (36.418911 sec): 3 clusters Score: Raw -109251.913878 + Penalty 761.678134 = -108490.235744 nChanged 9 SP:Iteration 8Q (36.421171 sec): 3 clusters Score: Raw -109254.055474 + Penalty 761.859439 = -108492.196035 nChanged 3 SP:Iteration 9Q (36.423372 sec): 3 clusters Score: Raw -109254.715120 + Penalty 763.094486 = -108491.620633 nChanged 5 SP:Iteration 10F (36.425951 sec): 3 clusters Score: Raw -109256.884625 + Penalty 763.994236 = -108492.890389 nChanged 4 SP:Iteration 11Q (36.428215 sec): 3 clusters Score: Raw -109257.528600 + Penalty 764.274959 = -108493.253641 nChanged 2 SP:Iteration 12Q (36.430467 sec): 3 clusters Score: Raw -109257.713933 + Penalty 764.541932 = -108493.172001 nChanged 1 SP:Iteration 13F (36.433072 sec): 3 clusters Score: Raw -109257.840856 + Penalty 764.541932 = -108493.298924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 24 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.435518 sec): 2 clusters Score: Raw -20901.484884 + Penalty 864.560342 = -20036.924542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.436181 sec): 3 clusters Score: Raw -20947.065816 + Penalty 1729.021751 = -19218.044064 nChanged 31 SP:Iteration 1F (36.436830 sec): 3 clusters Score: Raw -21022.202157 + Penalty 1729.095387 = -19293.106770 nChanged 14 SP:Iteration 2F (36.437487 sec): 3 clusters Score: Raw -21048.932539 + Penalty 1729.038864 = -19319.893675 nChanged 1 SP:Iteration 3Q (36.438104 sec): 3 clusters Score: Raw -21054.539584 + Penalty 1729.095428 = -19325.444156 nChanged 1 SP:Iteration 4Q (36.438718 sec): 3 clusters Score: Raw -21056.058388 + Penalty 1729.274301 = -19326.784086 nChanged 3 SP:Iteration 5Q (36.439351 sec): 3 clusters Score: Raw -21059.273506 + Penalty 1729.218872 = -19330.054634 nChanged 1 SP:Iteration 6Q (36.439966 sec): 3 clusters Score: Raw -21062.738126 + Penalty 1729.218872 = -19333.519254 nChanged 0 SP:Iteration 7F (36.440615 sec): 3 clusters Score: Raw -21062.738126 + Penalty 1729.218872 = -19333.519254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 25 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.442046 sec): 2 clusters Score: Raw -5521.329950 + Penalty 597.206330 = -4924.123619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.442389 sec): 3 clusters Score: Raw -5621.278491 + Penalty 1193.781585 = -4427.496905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.444113 sec): 2 clusters Score: Raw -36274.417470 + Penalty 247.100302 = -36027.317168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.445166 sec): 3 clusters Score: Raw -36045.609995 + Penalty 487.202056 = -35558.407938 nChanged 152 SP:Iteration 1F (36.446191 sec): 3 clusters Score: Raw -36157.211254 + Penalty 484.957927 = -35672.253328 nChanged 46 SP:Iteration 2F (36.447182 sec): 3 clusters Score: Raw -36196.617393 + Penalty 488.268419 = -35708.348974 nChanged 30 SP:Iteration 3F (36.448161 sec): 3 clusters Score: Raw -36216.201388 + Penalty 493.648580 = -35722.552808 nChanged 21 SP:Iteration 4Q (36.449157 sec): 3 clusters Score: Raw -36229.728908 + Penalty 503.399698 = -35726.329210 nChanged 22 SP:Iteration 5F (36.450139 sec): 3 clusters Score: Raw -36246.743852 + Penalty 514.052701 = -35732.691151 nChanged 15 SP:Iteration 6Q (36.451103 sec): 3 clusters Score: Raw -36258.268691 + Penalty 521.038687 = -35737.230004 nChanged 10 SP:Iteration 7Q (36.452064 sec): 3 clusters Score: Raw -36263.343988 + Penalty 526.212828 = -35737.131159 nChanged 8 SP:Iteration 8F (36.453042 sec): 3 clusters Score: Raw -36267.788715 + Penalty 533.004593 = -35734.784122 nChanged 9 SP:Iteration 9F (36.454043 sec): 3 clusters Score: Raw -36273.142877 + Penalty 537.425229 = -35735.717647 nChanged 7 SP:Iteration 10F (36.455035 sec): 3 clusters Score: Raw -36276.250986 + Penalty 541.440639 = -35734.810347 nChanged 4 SP:Iteration 11F (36.456012 sec): 3 clusters Score: Raw -36276.832618 + Penalty 543.444378 = -35733.388240 nChanged 2 SP:Iteration 12F (36.456988 sec): 3 clusters Score: Raw -36277.602631 + Penalty 543.942402 = -35733.660228 nChanged 1 SP:Iteration 13Q (36.457938 sec): 3 clusters Score: Raw -36278.191882 + Penalty 546.349683 = -35731.842199 nChanged 3 SP:Iteration 14F (36.458914 sec): 3 clusters Score: Raw -36279.523081 + Penalty 546.973391 = -35732.549690 nChanged 2 SP:Iteration 15Q (36.459873 sec): 3 clusters Score: Raw -36280.305866 + Penalty 548.453504 = -35731.852362 nChanged 2 SP:Iteration 16F (36.460854 sec): 3 clusters Score: Raw -36281.237058 + Penalty 548.960324 = -35732.276735 nChanged 1 SP:Iteration 17Q (36.461799 sec): 3 clusters Score: Raw -36281.397797 + Penalty 550.008681 = -35731.389116 nChanged 1 SP:Iteration 18F (36.462774 sec): 3 clusters Score: Raw -36281.439863 + Penalty 552.697569 = -35728.742294 nChanged 2 SP:Iteration 19F (36.463785 sec): 3 clusters Score: Raw -36281.488481 + Penalty 553.834956 = -35727.653526 nChanged 1 SP:Iteration 20F (36.464783 sec): 3 clusters Score: Raw -36282.011542 + Penalty 554.448462 = -35727.563080 nChanged 2 SP:Iteration 21F (36.465774 sec): 3 clusters Score: Raw -36282.643884 + Penalty 555.429501 = -35727.214382 nChanged 2 SP:Iteration 22F (36.466754 sec): 3 clusters Score: Raw -36283.106041 + Penalty 556.028893 = -35727.077148 nChanged 1 SP:Iteration 23F (36.467731 sec): 3 clusters Score: Raw -36283.292223 + Penalty 557.437853 = -35725.854370 nChanged 1 SP:Iteration 24F (36.468706 sec): 3 clusters Score: Raw -36283.287997 + Penalty 557.437853 = -35725.850144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 27 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.469205 sec): 2 clusters Score: Raw -82.292306 + Penalty 0.000000 = -82.292306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.469420 sec): 2 clusters Score: Raw -82.292306 + Penalty 0.000000 = -82.292306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 28 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.470144 sec): 2 clusters Score: Raw -8127.806027 + Penalty 452.214636 = -7675.591391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.470523 sec): 3 clusters Score: Raw -8122.237664 + Penalty 904.802923 = -7217.434741 nChanged 5 SP:Iteration 1F (36.470906 sec): 3 clusters Score: Raw -8131.039519 + Penalty 905.251186 = -7225.788333 nChanged 9 SP:Iteration 2F (36.471280 sec): 3 clusters Score: Raw -8145.459088 + Penalty 906.440899 = -7239.018189 nChanged 2 SP:Iteration 3Q (36.471649 sec): 3 clusters Score: Raw -8151.323136 + Penalty 907.657738 = -7243.665398 nChanged 1 SP:Iteration 4Q (36.472017 sec): 3 clusters Score: Raw -8152.035327 + Penalty 907.657738 = -7244.377589 nChanged 0 SP:Iteration 5F (36.472388 sec): 3 clusters Score: Raw -8152.035327 + Penalty 907.657738 = -7244.377589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.474067 sec): 2 clusters Score: Raw -20908.852934 + Penalty 695.796218 = -20213.056715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.474799 sec): 3 clusters Score: Raw -20895.238069 + Penalty 1391.549161 = -19503.688908 nChanged 49 SP:Iteration 1F (36.475494 sec): 3 clusters Score: Raw -20984.920899 + Penalty 1391.517541 = -19593.403357 nChanged 15 SP:Iteration 2F (36.476183 sec): 3 clusters Score: Raw -21013.360759 + Penalty 1391.454450 = -19621.906309 nChanged 9 SP:Iteration 3Q (36.476839 sec): 3 clusters Score: Raw -21029.375898 + Penalty 1391.577559 = -19637.798338 nChanged 5 SP:Iteration 4Q (36.477513 sec): 3 clusters Score: Raw -21047.038927 + Penalty 1391.666388 = -19655.372539 nChanged 2 SP:Iteration 5Q (36.478169 sec): 3 clusters Score: Raw -21052.671634 + Penalty 1391.704402 = -19660.967232 nChanged 5 SP:Iteration 6Q (36.478821 sec): 3 clusters Score: Raw -21055.934308 + Penalty 1391.639228 = -19664.295081 nChanged 1 SP:Iteration 7Q (36.479471 sec): 3 clusters Score: Raw -21056.950234 + Penalty 1391.639228 = -19665.311006 nChanged 0 SP:Iteration 8F (36.480167 sec): 3 clusters Score: Raw -21056.950234 + Penalty 1391.639228 = -19665.311006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 30 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.481418 sec): 2 clusters Score: Raw -6221.419962 + Penalty 521.930262 = -5699.489700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.481790 sec): 3 clusters Score: Raw -6289.516392 + Penalty 1046.105298 = -5243.411094 nChanged 2 SP:Iteration 1Q (36.482131 sec): 3 clusters Score: Raw -6299.252369 + Penalty 1046.105298 = -5253.147071 nChanged 0 SP:Iteration 2F (36.482529 sec): 3 clusters Score: Raw -6299.252369 + Penalty 1046.105298 = -5253.147071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 31 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.483082 sec): 2 clusters Score: Raw -2370.252392 + Penalty 357.071717 = -2013.180675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.483347 sec): 3 clusters Score: Raw -2414.785428 + Penalty 713.375491 = -1701.409937 nChanged 1 SP:Iteration 1Q (36.483596 sec): 3 clusters Score: Raw -2417.871205 + Penalty 713.375491 = -1704.495714 nChanged 0 SP:Iteration 2F (36.483855 sec): 3 clusters Score: Raw -2417.871205 + Penalty 713.375491 = -1704.495714 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.486805 sec): 2 clusters Score: Raw -74217.543652 + Penalty 760.762648 = -73456.781004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.488484 sec): 3 clusters Score: Raw -73853.287707 + Penalty 1527.498133 = -72325.789575 nChanged 281 SP:Iteration 1F (36.490140 sec): 3 clusters Score: Raw -74114.044053 + Penalty 1541.251656 = -72572.792396 nChanged 107 SP:Iteration 2F (36.491788 sec): 3 clusters Score: Raw -74242.644217 + Penalty 1553.428623 = -72689.215593 nChanged 69 SP:Iteration 3F (36.493430 sec): 3 clusters Score: Raw -74328.231235 + Penalty 1565.322208 = -72762.909027 nChanged 37 SP:Iteration 4Q (36.495080 sec): 3 clusters Score: Raw -74364.454780 + Penalty 1570.261665 = -72794.193114 nChanged 19 SP:Iteration 5Q (36.496722 sec): 3 clusters Score: Raw -74392.547870 + Penalty 1572.924773 = -72819.623097 nChanged 11 SP:Iteration 6Q (36.498329 sec): 3 clusters Score: Raw -74409.468945 + Penalty 1574.807867 = -72834.661078 nChanged 13 SP:Iteration 7Q (36.499958 sec): 3 clusters Score: Raw -74425.802821 + Penalty 1575.817621 = -72849.985200 nChanged 8 SP:Iteration 8Q (36.501559 sec): 3 clusters Score: Raw -74429.960835 + Penalty 1577.374456 = -72852.586378 nChanged 5 SP:Iteration 9Q (36.503160 sec): 3 clusters Score: Raw -74436.653459 + Penalty 1578.957756 = -72857.695703 nChanged 7 SP:Iteration 10F (36.504836 sec): 3 clusters Score: Raw -74443.091772 + Penalty 1580.241439 = -72862.850333 nChanged 5 SP:Iteration 11Q (36.506461 sec): 3 clusters Score: Raw -74447.890066 + Penalty 1581.648473 = -72866.241593 nChanged 2 SP:Iteration 12Q (36.508053 sec): 3 clusters Score: Raw -74449.317219 + Penalty 1582.712657 = -72866.604562 nChanged 1 SP:Iteration 13Q (36.509619 sec): 3 clusters Score: Raw -74450.124259 + Penalty 1582.712657 = -72867.411601 nChanged 0 SP:Iteration 14F (36.511248 sec): 3 clusters Score: Raw -74450.124259 + Penalty 1582.712657 = -72867.411601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 33 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.513035 sec): 2 clusters Score: Raw -796.873267 + Penalty 247.608618 = -549.264649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.513273 sec): 3 clusters Score: Raw -805.862504 + Penalty 499.321113 = -306.541391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 34 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.514001 sec): 2 clusters Score: Raw -7350.820180 + Penalty 360.129313 = -6990.690867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.514381 sec): 3 clusters Score: Raw -7343.938741 + Penalty 718.170460 = -6625.768280 nChanged 8 SP:Iteration 1F (36.514761 sec): 3 clusters Score: Raw -7359.329475 + Penalty 720.385440 = -6638.944035 nChanged 5 SP:Iteration 2F (36.515138 sec): 3 clusters Score: Raw -7365.618076 + Penalty 719.705302 = -6645.912774 nChanged 2 SP:Iteration 3Q (36.515512 sec): 3 clusters Score: Raw -7370.816695 + Penalty 719.395536 = -6651.421159 nChanged 4 SP:Iteration 4Q (36.515929 sec): 3 clusters Score: Raw -7382.104261 + Penalty 718.001217 = -6664.103044 nChanged 2 SP:Iteration 5Q (36.516300 sec): 3 clusters Score: Raw -7385.910575 + Penalty 718.001217 = -6667.909358 nChanged 0 SP:Iteration 6F (36.516678 sec): 3 clusters Score: Raw -7385.910575 + Penalty 718.001217 = -6667.909358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.519826 sec): 2 clusters Score: Raw -83680.667149 + Penalty 802.535360 = -82878.131789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.521758 sec): 3 clusters Score: Raw -83275.027287 + Penalty 1605.031390 = -81669.995897 nChanged 312 SP:Iteration 1F (36.523632 sec): 3 clusters Score: Raw -83479.962917 + Penalty 1605.267307 = -81874.695609 nChanged 83 SP:Iteration 2F (36.525535 sec): 3 clusters Score: Raw -83534.761733 + Penalty 1606.239499 = -81928.522234 nChanged 49 SP:Iteration 3F (36.527405 sec): 3 clusters Score: Raw -83565.528330 + Penalty 1608.649838 = -81956.878492 nChanged 35 SP:Iteration 4Q (36.529250 sec): 3 clusters Score: Raw -83590.913864 + Penalty 1613.183883 = -81977.729982 nChanged 48 SP:Iteration 5F (36.531106 sec): 3 clusters Score: Raw -83636.058690 + Penalty 1620.228514 = -82015.830176 nChanged 49 SP:Iteration 6F (36.532989 sec): 3 clusters Score: Raw -83678.513234 + Penalty 1627.274770 = -82051.238464 nChanged 41 SP:Iteration 7Q (36.534860 sec): 3 clusters Score: Raw -83711.377096 + Penalty 1636.643631 = -82074.733465 nChanged 31 SP:Iteration 8Q (36.536711 sec): 3 clusters Score: Raw -83742.104809 + Penalty 1646.045575 = -82096.059234 nChanged 31 SP:Iteration 9Q (36.538582 sec): 3 clusters Score: Raw -83776.456350 + Penalty 1653.509267 = -82122.947083 nChanged 29 SP:Iteration 10F (36.540484 sec): 3 clusters Score: Raw -83809.963290 + Penalty 1660.351573 = -82149.611717 nChanged 26 SP:Iteration 11Q (36.542328 sec): 3 clusters Score: Raw -83835.680121 + Penalty 1663.899782 = -82171.780339 nChanged 18 SP:Iteration 12Q (36.544156 sec): 3 clusters Score: Raw -83850.118689 + Penalty 1665.897987 = -82184.220702 nChanged 12 SP:Iteration 13Q (36.545986 sec): 3 clusters Score: Raw -83861.636564 + Penalty 1667.836448 = -82193.800116 nChanged 11 SP:Iteration 14Q (36.547808 sec): 3 clusters Score: Raw -83871.399930 + Penalty 1668.763164 = -82202.636766 nChanged 9 SP:Iteration 15Q (36.549655 sec): 3 clusters Score: Raw -83878.528937 + Penalty 1668.816188 = -82209.712749 nChanged 9 SP:Iteration 16Q (36.551476 sec): 3 clusters Score: Raw -83884.941265 + Penalty 1670.871558 = -82214.069707 nChanged 6 SP:Iteration 17Q (36.553273 sec): 3 clusters Score: Raw -83891.010575 + Penalty 1670.089903 = -82220.920672 nChanged 3 SP:Iteration 18Q (36.555101 sec): 3 clusters Score: Raw -83893.609487 + Penalty 1670.755557 = -82222.853931 nChanged 5 SP:Iteration 19Q (36.556913 sec): 3 clusters Score: Raw -83901.857378 + Penalty 1670.525394 = -82231.331984 nChanged 5 SP:Iteration 20F (36.558775 sec): 3 clusters Score: Raw -83905.331451 + Penalty 1671.090269 = -82234.241182 nChanged 5 SP:Iteration 21Q (36.560619 sec): 3 clusters Score: Raw -83909.990824 + Penalty 1670.543308 = -82239.447517 nChanged 6 SP:Iteration 22Q (36.562424 sec): 3 clusters Score: Raw -83916.678493 + Penalty 1669.883838 = -82246.794655 nChanged 8 SP:Iteration 23Q (36.564179 sec): 3 clusters Score: Raw -83923.013254 + Penalty 1669.654808 = -82253.358446 nChanged 5 SP:Iteration 24Q (36.565993 sec): 3 clusters Score: Raw -83926.949818 + Penalty 1668.634253 = -82258.315566 nChanged 4 SP:Iteration 25Q (36.567782 sec): 3 clusters Score: Raw -83929.541389 + Penalty 1669.145814 = -82260.395575 nChanged 2 SP:Iteration 26Q (36.569541 sec): 3 clusters Score: Raw -83931.016345 + Penalty 1668.773950 = -82262.242394 nChanged 1 SP:Iteration 27Q (36.571333 sec): 3 clusters Score: Raw -83931.573979 + Penalty 1668.773950 = -82262.800028 nChanged 0 SP:Iteration 28F (36.573231 sec): 3 clusters Score: Raw -83931.573979 + Penalty 1668.773950 = -82262.800028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.573882 sec): 2 clusters Score: Raw -875.340256 + Penalty 313.283385 = -562.056871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.574123 sec): 3 clusters Score: Raw -896.433596 + Penalty 644.918974 = -251.514621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 37 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.574622 sec): 2 clusters Score: Raw -482.819452 + Penalty 79.751659 = -403.067794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.574840 sec): 3 clusters Score: Raw -479.507915 + Penalty 144.729953 = -334.777961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.576688 sec): 2 clusters Score: Raw -26219.775657 + Penalty 573.450757 = -25646.324900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.577436 sec): 3 clusters Score: Raw -26123.683368 + Penalty 1151.981289 = -24971.702080 nChanged 67 SP:Iteration 1F (36.578175 sec): 3 clusters Score: Raw -26200.979112 + Penalty 1156.404073 = -25044.575039 nChanged 17 SP:Iteration 2F (36.578904 sec): 3 clusters Score: Raw -26224.517793 + Penalty 1168.183032 = -25056.334761 nChanged 11 SP:Iteration 3Q (36.579646 sec): 3 clusters Score: Raw -26237.906930 + Penalty 1175.471613 = -25062.435317 nChanged 7 SP:Iteration 4Q (36.580380 sec): 3 clusters Score: Raw -26247.011491 + Penalty 1179.371047 = -25067.640444 nChanged 4 SP:Iteration 5Q (36.581104 sec): 3 clusters Score: Raw -26253.830987 + Penalty 1180.955035 = -25072.875952 nChanged 1 SP:Iteration 6Q (36.581821 sec): 3 clusters Score: Raw -26255.512045 + Penalty 1181.509958 = -25074.002087 nChanged 1 SP:Iteration 7Q (36.582548 sec): 3 clusters Score: Raw -26255.916063 + Penalty 1183.539034 = -25072.377029 nChanged 1 SP:Iteration 8F (36.583279 sec): 3 clusters Score: Raw -26256.102698 + Penalty 1185.186132 = -25070.916566 nChanged 1 SP:Iteration 9F (36.584011 sec): 3 clusters Score: Raw -26257.227728 + Penalty 1187.423000 = -25069.804728 nChanged 1 SP:Iteration 10F (36.584753 sec): 3 clusters Score: Raw -26258.707339 + Penalty 1187.423000 = -25071.284338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.585797 sec): 2 clusters Score: Raw -12943.752238 + Penalty 579.959296 = -12363.792942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.586292 sec): 3 clusters Score: Raw -12937.243304 + Penalty 1159.208682 = -11778.034622 nChanged 23 SP:Iteration 1F (36.586776 sec): 3 clusters Score: Raw -12976.298508 + Penalty 1159.753331 = -11816.545177 nChanged 3 SP:Iteration 2Q (36.587251 sec): 3 clusters Score: Raw -12979.636299 + Penalty 1159.426438 = -11820.209861 nChanged 1 SP:Iteration 3Q (36.587734 sec): 3 clusters Score: Raw -12982.553455 + Penalty 1159.426438 = -11823.127017 nChanged 0 SP:Iteration 4F (36.588218 sec): 3 clusters Score: Raw -12982.553455 + Penalty 1159.426438 = -11823.127017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.588705 sec): 2 clusters Score: Raw -172.415075 + Penalty 70.664435 = -101.750640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.588905 sec): 2 clusters Score: Raw -172.415075 + Penalty 70.664435 = -101.750640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 41 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.589587 sec): 2 clusters Score: Raw -7216.747779 + Penalty 657.387257 = -6559.360522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.589972 sec): 3 clusters Score: Raw -7292.286350 + Penalty 1314.353783 = -5977.932567 nChanged 1 SP:Iteration 1Q (36.590302 sec): 3 clusters Score: Raw -7299.900137 + Penalty 1314.353783 = -5985.546354 nChanged 0 SP:Iteration 2F (36.590649 sec): 3 clusters Score: Raw -7299.900137 + Penalty 1314.353783 = -5985.546354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 42 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.591234 sec): 2 clusters Score: Raw -3734.527601 + Penalty 551.183213 = -3183.344388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.591528 sec): 3 clusters Score: Raw -3834.729965 + Penalty 1108.151781 = -2726.578183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593362 sec): 2 clusters Score: Raw -25938.505405 + Penalty 501.777880 = -25436.727525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.594115 sec): 3 clusters Score: Raw -25820.016741 + Penalty 1000.236227 = -24819.780513 nChanged 84 SP:Iteration 1F (36.594857 sec): 3 clusters Score: Raw -25891.315252 + Penalty 999.527681 = -24891.787572 nChanged 23 SP:Iteration 2F (36.595589 sec): 3 clusters Score: Raw -25906.423189 + Penalty 997.618223 = -24908.804966 nChanged 10 SP:Iteration 3Q (36.596317 sec): 3 clusters Score: Raw -25916.277317 + Penalty 996.830647 = -24919.446670 nChanged 6 SP:Iteration 4Q (36.597043 sec): 3 clusters Score: Raw -25920.997254 + Penalty 994.163654 = -24926.833600 nChanged 5 SP:Iteration 5Q (36.597769 sec): 3 clusters Score: Raw -25927.302163 + Penalty 992.295663 = -24935.006500 nChanged 3 SP:Iteration 6Q (36.598516 sec): 3 clusters Score: Raw -25935.029226 + Penalty 991.208407 = -24943.820819 nChanged 1 SP:Iteration 7Q (36.599258 sec): 3 clusters Score: Raw -25936.100054 + Penalty 991.208407 = -24944.891647 nChanged 0 SP:Iteration 8F (36.599989 sec): 3 clusters Score: Raw -25936.100054 + Penalty 991.208407 = -24944.891647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.602700 sec): 2 clusters Score: Raw -29156.631390 + Penalty 654.405594 = -28502.225796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.603556 sec): 3 clusters Score: Raw -29064.536235 + Penalty 1308.759155 = -27755.777081 nChanged 82 SP:Iteration 1F (36.604385 sec): 3 clusters Score: Raw -29169.963059 + Penalty 1308.692633 = -27861.270426 nChanged 26 SP:Iteration 2F (36.605207 sec): 3 clusters Score: Raw -29199.644141 + Penalty 1308.261313 = -27891.382828 nChanged 4 SP:Iteration 3Q (36.606002 sec): 3 clusters Score: Raw -29202.231105 + Penalty 1308.261313 = -27893.969791 nChanged 0 SP:Iteration 4F (36.606814 sec): 3 clusters Score: Raw -29202.231105 + Penalty 1308.261313 = -27893.969791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.607460 sec): 2 clusters Score: Raw -826.193123 + Penalty 154.926387 = -671.266735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.607696 sec): 3 clusters Score: Raw -831.148489 + Penalty 290.625503 = -540.522987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 46 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.608552 sec): 2 clusters Score: Raw -13053.233241 + Penalty 750.977658 = -12302.255583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.609033 sec): 3 clusters Score: Raw -13089.870183 + Penalty 1499.890267 = -11589.979916 nChanged 11 SP:Iteration 1F (36.609502 sec): 3 clusters Score: Raw -13120.299838 + Penalty 1498.875253 = -11621.424585 nChanged 5 SP:Iteration 2Q (36.609989 sec): 3 clusters Score: Raw -13132.561984 + Penalty 1497.895635 = -11634.666349 nChanged 2 SP:Iteration 3Q (36.610440 sec): 3 clusters Score: Raw -13136.331711 + Penalty 1497.696397 = -11638.635314 nChanged 1 SP:Iteration 4Q (36.610891 sec): 3 clusters Score: Raw -13137.668740 + Penalty 1497.696397 = -11639.972342 nChanged 0 SP:Iteration 5F (36.611359 sec): 3 clusters Score: Raw -13137.668740 + Penalty 1497.696397 = -11639.972342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 47 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.612337 sec): 2 clusters Score: Raw -16992.591324 + Penalty 613.340133 = -16379.251191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.612905 sec): 3 clusters Score: Raw -16949.964411 + Penalty 1229.580345 = -15720.384066 nChanged 24 SP:Iteration 1F (36.613461 sec): 3 clusters Score: Raw -16990.502838 + Penalty 1230.265691 = -15760.237147 nChanged 8 SP:Iteration 2Q (36.614004 sec): 3 clusters Score: Raw -17007.360873 + Penalty 1230.022024 = -15777.338849 nChanged 9 SP:Iteration 3Q (36.614544 sec): 3 clusters Score: Raw -17028.140324 + Penalty 1229.044560 = -15799.095764 nChanged 5 SP:Iteration 4Q (36.615077 sec): 3 clusters Score: Raw -17035.779918 + Penalty 1228.806983 = -15806.972935 nChanged 3 SP:Iteration 5Q (36.615606 sec): 3 clusters Score: Raw -17039.899750 + Penalty 1228.806983 = -15811.092767 nChanged 0 SP:Iteration 6F (36.616160 sec): 3 clusters Score: Raw -17039.899750 + Penalty 1228.806983 = -15811.092767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.616671 sec): 2 clusters Score: Raw -545.586472 + Penalty 164.293594 = -381.292878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.616901 sec): 3 clusters Score: Raw -534.288144 + Penalty 328.587188 = -205.700955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 49 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.617695 sec): 2 clusters Score: Raw -9384.425265 + Penalty 634.869454 = -8749.555811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.618114 sec): 3 clusters Score: Raw -9471.474625 + Penalty 1269.620155 = -8201.854471 nChanged 8 SP:Iteration 1F (36.618531 sec): 3 clusters Score: Raw -9493.329153 + Penalty 1269.620155 = -8223.708998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.619042 sec): 2 clusters Score: Raw -952.255257 + Penalty 205.530583 = -746.724675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.619273 sec): 3 clusters Score: Raw -951.781899 + Penalty 400.948805 = -550.833093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.620201 sec): 2 clusters Score: Raw -15446.262521 + Penalty 786.336372 = -14659.926150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.620748 sec): 3 clusters Score: Raw -15472.356674 + Penalty 1572.484652 = -13899.872022 nChanged 17 SP:Iteration 1F (36.621276 sec): 3 clusters Score: Raw -15513.280611 + Penalty 1572.672743 = -13940.607868 nChanged 7 SP:Iteration 2Q (36.621785 sec): 3 clusters Score: Raw -15537.071226 + Penalty 1572.600605 = -13964.470620 nChanged 1 SP:Iteration 3Q (36.622287 sec): 3 clusters Score: Raw -15538.678489 + Penalty 1572.600605 = -13966.077884 nChanged 0 SP:Iteration 4F (36.622809 sec): 3 clusters Score: Raw -15538.678489 + Penalty 1572.600605 = -13966.077884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 52 (1194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.626488 sec): 2 clusters Score: Raw -109360.593141 + Penalty 508.439249 = -108852.153892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.628883 sec): 3 clusters Score: Raw -108714.294153 + Penalty 1016.059230 = -107698.234923 nChanged 446 SP:Iteration 1F (36.631256 sec): 3 clusters Score: Raw -108975.088189 + Penalty 1017.058521 = -107958.029668 nChanged 105 SP:Iteration 2F (36.633604 sec): 3 clusters Score: Raw -109024.385349 + Penalty 1019.472607 = -108004.912742 nChanged 68 SP:Iteration 3F (36.635962 sec): 3 clusters Score: Raw -109063.853061 + Penalty 1022.645094 = -108041.207968 nChanged 60 SP:Iteration 4F (36.638324 sec): 3 clusters Score: Raw -109096.200049 + Penalty 1029.143325 = -108067.056724 nChanged 60 SP:Iteration 5F (36.640707 sec): 3 clusters Score: Raw -109131.027480 + Penalty 1039.569934 = -108091.457546 nChanged 57 SP:Iteration 6Q (36.643055 sec): 3 clusters Score: Raw -109171.298169 + Penalty 1055.426715 = -108115.871454 nChanged 65 SP:Iteration 7F (36.645386 sec): 3 clusters Score: Raw -109221.446736 + Penalty 1076.099666 = -108145.347070 nChanged 58 SP:Iteration 8Q (36.647684 sec): 3 clusters Score: Raw -109269.372551 + Penalty 1096.182797 = -108173.189754 nChanged 42 SP:Iteration 9Q (36.650073 sec): 3 clusters Score: Raw -109307.877060 + Penalty 1111.956967 = -108195.920092 nChanged 30 SP:Iteration 10F (36.652446 sec): 3 clusters Score: Raw -109337.400815 + Penalty 1127.307869 = -108210.092945 nChanged 29 SP:Iteration 11Q (36.654783 sec): 3 clusters Score: Raw -109365.259114 + Penalty 1149.481877 = -108215.777237 nChanged 25 SP:Iteration 12Q (36.657319 sec): 3 clusters Score: Raw -109389.417443 + Penalty 1160.895760 = -108228.521683 nChanged 12 SP:Iteration 13Q (36.659642 sec): 3 clusters Score: Raw -109398.395786 + Penalty 1170.338124 = -108228.057662 nChanged 6 SP:Iteration 14F (36.662183 sec): 3 clusters Score: Raw -109401.896236 + Penalty 1173.203871 = -108228.692365 nChanged 3 SP:Iteration 15Q (36.664208 sec): 3 clusters Score: Raw -109404.461950 + Penalty 1172.372291 = -108232.089659 nChanged 3 SP:Iteration 16Q (36.666296 sec): 3 clusters Score: Raw -109407.446843 + Penalty 1178.553568 = -108228.893275 nChanged 3 SP:Iteration 17F (36.668655 sec): 3 clusters Score: Raw -109410.288705 + Penalty 1180.581957 = -108229.706748 nChanged 3 SP:Iteration 18Q (36.670717 sec): 3 clusters Score: Raw -109414.542006 + Penalty 1182.028617 = -108232.513389 nChanged 1 SP:Iteration 19Q (36.672722 sec): 3 clusters Score: Raw -109415.372106 + Penalty 1182.028617 = -108233.343489 nChanged 0 SP:Iteration 20F (36.675088 sec): 3 clusters Score: Raw -109415.372106 + Penalty 1182.028617 = -108233.343489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 53 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.675673 sec): 2 clusters Score: Raw -971.993036 + Penalty 274.870566 = -697.122470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.675908 sec): 3 clusters Score: Raw -986.845222 + Penalty 551.541006 = -435.304215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.678410 sec): 2 clusters Score: Raw -58384.749610 + Penalty 304.730807 = -58080.018803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.679949 sec): 3 clusters Score: Raw -58014.527618 + Penalty 609.533089 = -57404.994528 nChanged 283 SP:Iteration 1F (36.681516 sec): 3 clusters Score: Raw -58210.917298 + Penalty 609.723262 = -57601.194037 nChanged 78 SP:Iteration 2F (36.683029 sec): 3 clusters Score: Raw -58279.388903 + Penalty 611.401912 = -57667.986991 nChanged 60 SP:Iteration 3F (36.684538 sec): 3 clusters Score: Raw -58336.037362 + Penalty 613.018281 = -57723.019081 nChanged 38 SP:Iteration 4F (36.686050 sec): 3 clusters Score: Raw -58365.403449 + Penalty 614.133594 = -57751.269855 nChanged 21 SP:Iteration 5Q (36.687506 sec): 3 clusters Score: Raw -58374.337810 + Penalty 615.286243 = -57759.051567 nChanged 11 SP:Iteration 6Q (36.688987 sec): 3 clusters Score: Raw -58378.785646 + Penalty 616.272098 = -57762.513548 nChanged 10 SP:Iteration 7Q (36.690462 sec): 3 clusters Score: Raw -58382.785636 + Penalty 617.346897 = -57765.438739 nChanged 9 SP:Iteration 8Q (36.691888 sec): 3 clusters Score: Raw -58386.090444 + Penalty 618.453454 = -57767.636990 nChanged 9 SP:Iteration 9Q (36.693304 sec): 3 clusters Score: Raw -58388.808831 + Penalty 619.881971 = -57768.926860 nChanged 5 SP:Iteration 10F (36.694826 sec): 3 clusters Score: Raw -58389.906284 + Penalty 620.468796 = -57769.437488 nChanged 5 SP:Iteration 11Q (36.696266 sec): 3 clusters Score: Raw -58391.136225 + Penalty 622.221380 = -57768.914845 nChanged 8 SP:Iteration 12F (36.697757 sec): 3 clusters Score: Raw -58393.312568 + Penalty 623.227966 = -57770.084602 nChanged 5 SP:Iteration 13Q (36.699163 sec): 3 clusters Score: Raw -58395.244502 + Penalty 624.315722 = -57770.928780 nChanged 5 SP:Iteration 14Q (36.700586 sec): 3 clusters Score: Raw -58396.233248 + Penalty 625.196402 = -57771.036847 nChanged 4 SP:Iteration 15Q (36.702012 sec): 3 clusters Score: Raw -58397.145075 + Penalty 625.947165 = -57771.197910 nChanged 4 SP:Iteration 16Q (36.703421 sec): 3 clusters Score: Raw -58398.254692 + Penalty 626.736987 = -57771.517706 nChanged 5 SP:Iteration 17Q (36.704866 sec): 3 clusters Score: Raw -58399.638331 + Penalty 626.993025 = -57772.645306 nChanged 4 SP:Iteration 18Q (36.706298 sec): 3 clusters Score: Raw -58401.382686 + Penalty 628.717535 = -57772.665151 nChanged 6 SP:Iteration 19Q (36.707727 sec): 3 clusters Score: Raw -58402.974441 + Penalty 628.684484 = -57774.289957 nChanged 4 SP:Iteration 20F (36.709204 sec): 3 clusters Score: Raw -58404.776806 + Penalty 627.036289 = -57777.740517 nChanged 6 SP:Iteration 21Q (36.710637 sec): 3 clusters Score: Raw -58408.683633 + Penalty 626.605695 = -57782.077938 nChanged 7 SP:Iteration 22Q (36.712055 sec): 3 clusters Score: Raw -58412.124363 + Penalty 625.179093 = -57786.945270 nChanged 4 SP:Iteration 23Q (36.713449 sec): 3 clusters Score: Raw -58413.457189 + Penalty 624.879397 = -57788.577792 nChanged 3 SP:Iteration 24Q (36.714870 sec): 3 clusters Score: Raw -58414.956153 + Penalty 624.763102 = -57790.193052 nChanged 1 SP:Iteration 25Q (36.716293 sec): 3 clusters Score: Raw -58419.207038 + Penalty 625.223726 = -57793.983311 nChanged 2 SP:Iteration 26Q (36.717680 sec): 3 clusters Score: Raw -58419.761002 + Penalty 625.223726 = -57794.537276 nChanged 0 SP:Iteration 27F (36.719161 sec): 3 clusters Score: Raw -58419.761002 + Penalty 625.223726 = -57794.537276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.719752 sec): 2 clusters Score: Raw -1615.582464 + Penalty 339.063640 = -1276.518824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.720004 sec): 3 clusters Score: Raw -1634.331453 + Penalty 673.634519 = -960.696934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 56 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.720580 sec): 2 clusters Score: Raw -3251.671661 + Penalty 458.663813 = -2793.007848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.720862 sec): 3 clusters Score: Raw -3305.363813 + Penalty 912.771071 = -2392.592742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.721368 sec): 2 clusters Score: Raw -792.003471 + Penalty 246.173329 = -545.830142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.721599 sec): 3 clusters Score: Raw -791.454796 + Penalty 505.448331 = -286.006465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 58 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.722204 sec): 2 clusters Score: Raw -3566.923099 + Penalty 464.261913 = -3102.661186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.722494 sec): 3 clusters Score: Raw -3653.818101 + Penalty 915.860592 = -2737.957509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.723199 sec): 2 clusters Score: Raw -4996.583540 + Penalty 102.912331 = -4893.671209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.723588 sec): 3 clusters Score: Raw -5174.282349 + Penalty 251.961602 = -4922.320748 nChanged 26 SP:Iteration 1F (36.723976 sec): 3 clusters Score: Raw -5305.626706 + Penalty 277.013363 = -5028.613343 nChanged 4 SP:Iteration 2Q (36.724329 sec): 3 clusters Score: Raw -5337.257748 + Penalty 271.034385 = -5066.223363 nChanged 1 SP:Iteration 3Q (36.724692 sec): 3 clusters Score: Raw -5343.871974 + Penalty 264.426104 = -5079.445870 nChanged 1 SP:Iteration 4Q (36.725047 sec): 3 clusters Score: Raw -5344.794893 + Penalty 264.426104 = -5080.368789 nChanged 0 SP:Iteration 5F (36.725437 sec): 3 clusters Score: Raw -5344.794893 + Penalty 264.426104 = -5080.368789 nChanged 0 Score: Raw -3385000.552540 + Penalty 196253.031097 = -3188747.521443 Splitting cluster 59 changes total score from -3166049.450868 to -3188747.521443 So it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 60 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.327902 sec): 2 clusters Score: Raw -5393.365563 + Penalty 465.834512 = -4927.531050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.328238 sec): 3 clusters Score: Raw -5394.896173 + Penalty 931.524021 = -4463.372152 nChanged 3 SP:Iteration 1F (40.328559 sec): 3 clusters Score: Raw -5399.462386 + Penalty 946.736726 = -4452.725660 nChanged 3 SP:Iteration 2F (40.328877 sec): 3 clusters Score: Raw -5408.839139 + Penalty 953.027769 = -4455.811370 nChanged 1 SP:Iteration 3Q (40.329183 sec): 3 clusters Score: Raw -5411.918451 + Penalty 953.027769 = -4458.890682 nChanged 0 SP:Iteration 4F (40.329497 sec): 3 clusters Score: Raw -5411.918451 + Penalty 953.027769 = -4458.890682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 61 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.330458 sec): 2 clusters Score: Raw -15254.530105 + Penalty 387.614818 = -14866.915287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.330999 sec): 3 clusters Score: Raw -15218.611285 + Penalty 778.595722 = -14440.015563 nChanged 37 SP:Iteration 1F (40.331529 sec): 3 clusters Score: Raw -15262.108107 + Penalty 781.887040 = -14480.221067 nChanged 12 SP:Iteration 2F (40.332059 sec): 3 clusters Score: Raw -15273.960682 + Penalty 786.225787 = -14487.734896 nChanged 6 SP:Iteration 3Q (40.332592 sec): 3 clusters Score: Raw -15282.835093 + Penalty 788.943042 = -14493.892052 nChanged 4 SP:Iteration 4Q (40.333116 sec): 3 clusters Score: Raw -15290.021638 + Penalty 790.111397 = -14499.910241 nChanged 1 SP:Iteration 5Q (40.333626 sec): 3 clusters Score: Raw -15290.655816 + Penalty 791.488376 = -14499.167441 nChanged 1 SP:Iteration 6F (40.334140 sec): 3 clusters Score: Raw -15290.741483 + Penalty 791.488376 = -14499.253108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 62 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.334917 sec): 2 clusters Score: Raw -8761.880796 + Penalty 475.874211 = -8286.006585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.335321 sec): 3 clusters Score: Raw -8782.114314 + Penalty 949.349884 = -7832.764430 nChanged 12 SP:Iteration 1F (40.335722 sec): 3 clusters Score: Raw -8820.404011 + Penalty 949.795580 = -7870.608431 nChanged 3 SP:Iteration 2Q (40.336109 sec): 3 clusters Score: Raw -8829.408509 + Penalty 950.935945 = -7878.472565 nChanged 2 SP:Iteration 3Q (40.336802 sec): 3 clusters Score: Raw -8840.785873 + Penalty 951.748422 = -7889.037451 nChanged 1 SP:Iteration 4Q (40.337203 sec): 3 clusters Score: Raw -8842.315887 + Penalty 951.748422 = -7890.567465 nChanged 0 SP:Iteration 5F (40.337618 sec): 3 clusters Score: Raw -8842.315887 + Penalty 951.748422 = -7890.567465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 64 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.338220 sec): 2 clusters Score: Raw -3704.500657 + Penalty 362.510972 = -3341.989684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.338511 sec): 3 clusters Score: Raw -3711.984249 + Penalty 722.496643 = -2989.487605 nChanged 2 SP:Iteration 1Q (40.338796 sec): 3 clusters Score: Raw -3719.061016 + Penalty 722.496643 = -2996.564372 nChanged 0 SP:Iteration 2F (40.339081 sec): 3 clusters Score: Raw -3719.061016 + Penalty 722.496643 = -2996.564372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.340268 sec): 2 clusters Score: Raw -21084.561569 + Penalty 457.510579 = -20627.050989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.340911 sec): 3 clusters Score: Raw -20995.927905 + Penalty 903.004516 = -20092.923389 nChanged 68 SP:Iteration 1F (40.341544 sec): 3 clusters Score: Raw -21083.972740 + Penalty 888.277579 = -20195.695161 nChanged 20 SP:Iteration 2F (40.342182 sec): 3 clusters Score: Raw -21116.407913 + Penalty 883.738529 = -20232.669384 nChanged 7 SP:Iteration 3Q (40.342801 sec): 3 clusters Score: Raw -21128.494911 + Penalty 883.902684 = -20244.592227 nChanged 4 SP:Iteration 4Q (40.343400 sec): 3 clusters Score: Raw -21139.032015 + Penalty 884.439943 = -20254.592072 nChanged 4 SP:Iteration 5Q (40.343987 sec): 3 clusters Score: Raw -21142.699692 + Penalty 884.439943 = -20258.259749 nChanged 0 SP:Iteration 6F (40.344618 sec): 3 clusters Score: Raw -21142.699692 + Penalty 884.439943 = -20258.259749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.345318 sec): 2 clusters Score: Raw -6128.686143 + Penalty 262.416562 = -5866.269581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.345680 sec): 3 clusters Score: Raw -6139.972813 + Penalty 526.561767 = -5613.411045 nChanged 10 SP:Iteration 1F (40.346038 sec): 3 clusters Score: Raw -6165.315773 + Penalty 532.307660 = -5633.008113 nChanged 5 SP:Iteration 2F (40.346398 sec): 3 clusters Score: Raw -6174.214156 + Penalty 536.803533 = -5637.410623 nChanged 4 SP:Iteration 3F (40.346755 sec): 3 clusters Score: Raw -6193.047531 + Penalty 544.064983 = -5648.982548 nChanged 3 SP:Iteration 4Q (40.347096 sec): 3 clusters Score: Raw -6198.277295 + Penalty 551.336243 = -5646.941052 nChanged 2 SP:Iteration 5F (40.347447 sec): 3 clusters Score: Raw -6203.294010 + Penalty 555.748607 = -5647.545403 nChanged 1 SP:Iteration 6Q (40.347784 sec): 3 clusters Score: Raw -6207.215603 + Penalty 555.748607 = -5651.466996 nChanged 0 SP:Iteration 7F (40.348133 sec): 3 clusters Score: Raw -6207.215603 + Penalty 555.748607 = -5651.466996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 69 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.348676 sec): 2 clusters Score: Raw -2200.210962 + Penalty 438.539204 = -1761.671758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.348935 sec): 3 clusters Score: Raw -2277.692391 + Penalty 879.718316 = -1397.974075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 71 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.349448 sec): 2 clusters Score: Raw -1384.593563 + Penalty 323.677150 = -1060.916413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.349716 sec): 3 clusters Score: Raw -1404.856692 + Penalty 664.764716 = -740.091976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 72 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.350248 sec): 2 clusters Score: Raw -2063.917565 + Penalty 347.724331 = -1716.193234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.350505 sec): 3 clusters Score: Raw -2103.634369 + Penalty 697.484083 = -1406.150285 nChanged 1 SP:Iteration 1Q (40.350754 sec): 3 clusters Score: Raw -2107.423334 + Penalty 697.484083 = -1409.939251 nChanged 0 SP:Iteration 2F (40.351011 sec): 3 clusters Score: Raw -2107.423334 + Penalty 697.484083 = -1409.939251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.351515 sec): 2 clusters Score: Raw -1045.931664 + Penalty 338.408926 = -707.522738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.351749 sec): 3 clusters Score: Raw -1056.902132 + Penalty 673.713382 = -383.188750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.352248 sec): 2 clusters Score: Raw -914.887099 + Penalty 240.863356 = -674.023743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.352481 sec): 3 clusters Score: Raw -939.160703 + Penalty 481.846856 = -457.313846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 76 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.353046 sec): 2 clusters Score: Raw -3115.608793 + Penalty 499.796141 = -2615.812652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.353321 sec): 3 clusters Score: Raw -3178.301156 + Penalty 999.222174 = -2179.078982 nChanged 1 SP:Iteration 1Q (40.353583 sec): 3 clusters Score: Raw -3189.656646 + Penalty 999.222174 = -2190.434472 nChanged 0 SP:Iteration 2F (40.353855 sec): 3 clusters Score: Raw -3189.656646 + Penalty 999.222174 = -2190.434472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 77 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.354371 sec): 2 clusters Score: Raw -1473.886169 + Penalty 357.162719 = -1116.723451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.354611 sec): 3 clusters Score: Raw -1496.702884 + Penalty 710.214350 = -786.488534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.355495 sec): 2 clusters Score: Raw -12745.578882 + Penalty 276.321577 = -12469.257305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.356002 sec): 3 clusters Score: Raw -12681.865824 + Penalty 553.866281 = -12127.999543 nChanged 34 SP:Iteration 1F (40.356503 sec): 3 clusters Score: Raw -12710.736076 + Penalty 559.699496 = -12151.036580 nChanged 16 SP:Iteration 2F (40.357002 sec): 3 clusters Score: Raw -12728.255991 + Penalty 561.376308 = -12166.879683 nChanged 7 SP:Iteration 3Q (40.357495 sec): 3 clusters Score: Raw -12733.723552 + Penalty 566.558754 = -12167.164798 nChanged 7 SP:Iteration 4Q (40.357985 sec): 3 clusters Score: Raw -12738.760352 + Penalty 569.984769 = -12168.775583 nChanged 7 SP:Iteration 5Q (40.358477 sec): 3 clusters Score: Raw -12745.308914 + Penalty 581.722601 = -12163.586313 nChanged 6 SP:Iteration 6F (40.358972 sec): 3 clusters Score: Raw -12752.183388 + Penalty 587.979855 = -12164.203533 nChanged 5 SP:Iteration 7Q (40.359460 sec): 3 clusters Score: Raw -12759.023640 + Penalty 593.837381 = -12165.186259 nChanged 4 SP:Iteration 8Q (40.359948 sec): 3 clusters Score: Raw -12764.123597 + Penalty 589.584987 = -12174.538611 nChanged 1 SP:Iteration 9Q (40.360456 sec): 3 clusters Score: Raw -12764.817489 + Penalty 589.584987 = -12175.232502 nChanged 0 SP:Iteration 10F (40.360953 sec): 3 clusters Score: Raw -12764.817489 + Penalty 589.584987 = -12175.232502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.361488 sec): 2 clusters Score: Raw -1464.271576 + Penalty 90.196793 = -1374.074783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.361734 sec): 3 clusters Score: Raw -1493.922762 + Penalty 196.265371 = -1297.657391 nChanged 3 SP:Iteration 1F (40.361975 sec): 3 clusters Score: Raw -1504.123209 + Penalty 196.265371 = -1307.857838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 80 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.362473 sec): 2 clusters Score: Raw -863.594122 + Penalty 266.598144 = -596.995978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.362702 sec): 3 clusters Score: Raw -876.412757 + Penalty 515.238961 = -361.173796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 81 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.363193 sec): 2 clusters Score: Raw -685.283298 + Penalty 137.859972 = -547.423325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.363415 sec): 3 clusters Score: Raw -681.039766 + Penalty 137.859972 = -543.179793 nChanged 1 SP:Iteration 1F (40.363616 sec): 2 clusters Score: Raw -685.283298 + Penalty 137.859972 = -547.423325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.364102 sec): 2 clusters Score: Raw -481.587660 + Penalty 110.898040 = -370.689620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.364322 sec): 3 clusters Score: Raw -477.707332 + Penalty 249.667183 = -228.040149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.364806 sec): 2 clusters Score: Raw -410.810974 + Penalty 139.522747 = -271.288227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.365024 sec): 3 clusters Score: Raw -425.119453 + Penalty 271.084928 = -154.034525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 84 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.365663 sec): 2 clusters Score: Raw -5087.923238 + Penalty 435.537150 = -4652.386087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.365985 sec): 3 clusters Score: Raw -5144.165716 + Penalty 871.086727 = -4273.078989 nChanged 3 SP:Iteration 1Q (40.366289 sec): 3 clusters Score: Raw -5155.756949 + Penalty 871.086727 = -4284.670222 nChanged 0 SP:Iteration 2F (40.366602 sec): 3 clusters Score: Raw -5155.756949 + Penalty 871.086727 = -4284.670222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.367093 sec): 2 clusters Score: Raw -523.431962 + Penalty 167.855127 = -355.576836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.367314 sec): 3 clusters Score: Raw -518.725964 + Penalty 335.710254 = -183.015710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.367808 sec): 2 clusters Score: Raw -622.064583 + Penalty 191.431130 = -430.633453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.368031 sec): 3 clusters Score: Raw -617.249406 + Penalty 358.982514 = -258.266893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.368525 sec): 2 clusters Score: Raw -82.981549 + Penalty 0.000000 = -82.981549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.368721 sec): 2 clusters Score: Raw -82.981549 + Penalty 0.000000 = -82.981549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 88 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.369212 sec): 2 clusters Score: Raw -618.202729 + Penalty 239.115368 = -379.087361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.369439 sec): 3 clusters Score: Raw -631.568818 + Penalty 475.886657 = -155.682161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 89 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.370323 sec): 2 clusters Score: Raw -13868.790715 + Penalty 807.940622 = -13060.850093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.370835 sec): 3 clusters Score: Raw -13970.358501 + Penalty 1615.764020 = -12354.594481 nChanged 17 SP:Iteration 1F (40.371340 sec): 3 clusters Score: Raw -14038.386693 + Penalty 1615.724963 = -12422.661730 nChanged 2 SP:Iteration 2Q (40.371818 sec): 3 clusters Score: Raw -14043.559974 + Penalty 1615.724963 = -12427.835012 nChanged 2 SP:Iteration 3Q (40.372297 sec): 3 clusters Score: Raw -14074.797938 + Penalty 1615.679853 = -12459.118086 nChanged 2 SP:Iteration 4Q (40.372766 sec): 3 clusters Score: Raw -14078.166580 + Penalty 1615.679853 = -12462.486727 nChanged 0 SP:Iteration 5F (40.373269 sec): 3 clusters Score: Raw -14078.166580 + Penalty 1615.679853 = -12462.486727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.373768 sec): 2 clusters Score: Raw -620.353608 + Penalty 190.090514 = -430.263094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.373995 sec): 3 clusters Score: Raw -621.343778 + Penalty 385.529271 = -235.814508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.374494 sec): 2 clusters Score: Raw -879.421708 + Penalty 259.129865 = -620.291843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.374723 sec): 3 clusters Score: Raw -889.714432 + Penalty 518.259731 = -371.454701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 93 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.375330 sec): 2 clusters Score: Raw -4539.082155 + Penalty 467.473372 = -4071.608783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.375637 sec): 3 clusters Score: Raw -4558.875318 + Penalty 939.807142 = -3619.068176 nChanged 2 SP:Iteration 1Q (40.375929 sec): 3 clusters Score: Raw -4569.989332 + Penalty 939.807142 = -3630.182190 nChanged 0 SP:Iteration 2F (40.376226 sec): 3 clusters Score: Raw -4569.989332 + Penalty 939.807142 = -3630.182190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.376717 sec): 2 clusters Score: Raw -682.115528 + Penalty 153.671992 = -528.443536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.376942 sec): 3 clusters Score: Raw -682.323565 + Penalty 307.756666 = -374.566899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.377422 sec): 2 clusters Score: Raw -319.724249 + Penalty 83.574249 = -236.150000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.377637 sec): 3 clusters Score: Raw -319.503665 + Penalty 184.459825 = -135.043840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.378142 sec): 2 clusters Score: Raw -339.460924 + Penalty 106.026934 = -233.433989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.378361 sec): 3 clusters Score: Raw -334.887291 + Penalty 212.053869 = -122.833423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 97 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.378935 sec): 2 clusters Score: Raw -2991.870824 + Penalty 346.957977 = -2644.912847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.379216 sec): 3 clusters Score: Raw -3026.199186 + Penalty 681.056797 = -2345.142389 nChanged 1 SP:Iteration 1Q (40.379482 sec): 3 clusters Score: Raw -3030.025878 + Penalty 680.908947 = -2349.116932 nChanged 1 SP:Iteration 2Q (40.379745 sec): 3 clusters Score: Raw -3033.095215 + Penalty 680.908947 = -2352.186268 nChanged 0 SP:Iteration 3F (40.380017 sec): 3 clusters Score: Raw -3033.095215 + Penalty 680.908947 = -2352.186268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.380522 sec): 2 clusters Score: Raw -1095.657486 + Penalty 266.750632 = -828.906854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.380757 sec): 3 clusters Score: Raw -1089.314771 + Penalty 542.577728 = -546.737043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 99 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.381653 sec): 2 clusters Score: Raw -15298.282281 + Penalty 689.556888 = -14608.725392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.382165 sec): 3 clusters Score: Raw -15258.473084 + Penalty 1380.325915 = -13878.147169 nChanged 19 SP:Iteration 1F (40.382674 sec): 3 clusters Score: Raw -15304.205100 + Penalty 1383.200431 = -13921.004669 nChanged 7 SP:Iteration 2Q (40.383167 sec): 3 clusters Score: Raw -15321.585883 + Penalty 1384.058541 = -13937.527342 nChanged 4 SP:Iteration 3Q (40.383653 sec): 3 clusters Score: Raw -15329.088014 + Penalty 1385.656666 = -13943.431349 nChanged 4 SP:Iteration 4Q (40.384135 sec): 3 clusters Score: Raw -15333.079686 + Penalty 1385.656666 = -13947.423020 nChanged 0 SP:Iteration 5F (40.384626 sec): 3 clusters Score: Raw -15333.079686 + Penalty 1385.656666 = -13947.423020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.385148 sec): 2 clusters Score: Raw -1063.309065 + Penalty 292.748368 = -770.560697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.385382 sec): 3 clusters Score: Raw -1087.874686 + Penalty 585.496735 = -502.377950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 101 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.385945 sec): 2 clusters Score: Raw -3171.993177 + Penalty 515.837386 = -2656.155791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.386220 sec): 3 clusters Score: Raw -3217.295853 + Penalty 1030.178263 = -2187.117590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.386697 sec): 2 clusters Score: Raw -169.886507 + Penalty 53.694909 = -116.191599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.386910 sec): 3 clusters Score: Raw -163.146806 + Penalty 107.389817 = -55.756988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.387394 sec): 2 clusters Score: Raw -371.219015 + Penalty 164.809748 = -206.409267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.387633 sec): 3 clusters Score: Raw -356.947272 + Penalty 329.619496 = -27.327777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 104 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.388175 sec): 2 clusters Score: Raw -2371.652033 + Penalty 294.100994 = -2077.551039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.388437 sec): 3 clusters Score: Raw -2400.732347 + Penalty 588.201988 = -1812.530358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.388926 sec): 2 clusters Score: Raw -606.306226 + Penalty 159.775912 = -446.530314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.389151 sec): 3 clusters Score: Raw -606.671065 + Penalty 328.128687 = -278.542378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.389626 sec): 2 clusters Score: Raw -263.069462 + Penalty 99.551063 = -163.518399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.389839 sec): 3 clusters Score: Raw -254.780228 + Penalty 204.375536 = -50.404692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.390345 sec): 2 clusters Score: Raw -1386.908393 + Penalty 406.012674 = -980.895719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.390587 sec): 3 clusters Score: Raw -1428.347103 + Penalty 813.272962 = -615.074141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.391050 sec): 2 clusters Score: Raw -79.249482 + Penalty 0.000000 = -79.249482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.391239 sec): 2 clusters Score: Raw -79.249482 + Penalty 0.000000 = -79.249482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.391714 sec): 2 clusters Score: Raw -265.226895 + Penalty 91.849683 = -173.377212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.391921 sec): 3 clusters Score: Raw -257.854958 + Penalty 176.193051 = -81.661907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.392422 sec): 2 clusters Score: Raw -962.170720 + Penalty 164.359440 = -797.811279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.392649 sec): 3 clusters Score: Raw -990.551865 + Penalty 299.231292 = -691.320573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 114 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.393150 sec): 2 clusters Score: Raw -1105.278515 + Penalty 318.887646 = -786.390869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.393385 sec): 3 clusters Score: Raw -1110.655929 + Penalty 636.497924 = -474.158005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.393881 sec): 2 clusters Score: Raw -1018.962304 + Penalty 275.271552 = -743.690752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.394113 sec): 3 clusters Score: Raw -1022.139068 + Penalty 550.083301 = -472.055767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.394619 sec): 2 clusters Score: Raw -701.965739 + Penalty 223.956404 = -478.009335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.394844 sec): 3 clusters Score: Raw -701.756807 + Penalty 447.912807 = -253.844000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.395340 sec): 2 clusters Score: Raw -876.142323 + Penalty 175.708098 = -700.434225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.395571 sec): 3 clusters Score: Raw -870.936871 + Penalty 372.560653 = -498.376218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.396050 sec): 2 clusters Score: Raw -180.314131 + Penalty 84.135197 = -96.178934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.396258 sec): 3 clusters Score: Raw -169.869725 + Penalty 168.270394 = -1.599331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.396737 sec): 2 clusters Score: Raw -347.286650 + Penalty 120.209383 = -227.077267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.396953 sec): 3 clusters Score: Raw -342.129196 + Penalty 240.418766 = -101.710430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.397447 sec): 2 clusters Score: Raw -900.832234 + Penalty 273.579012 = -627.253222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.397676 sec): 3 clusters Score: Raw -903.792042 + Penalty 541.811599 = -361.980443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.398155 sec): 2 clusters Score: Raw -371.053725 + Penalty 187.072660 = -183.981065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.398372 sec): 3 clusters Score: Raw -359.015584 + Penalty 374.145320 = 15.129736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.398883 sec): 2 clusters Score: Raw -1058.065061 + Penalty 56.803835 = -1001.261225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.399109 sec): 3 clusters Score: Raw -1124.516979 + Penalty 113.607671 = -1010.909309 nChanged 1 SP:Iteration 1F (40.399333 sec): 3 clusters Score: Raw -1129.993925 + Penalty 113.607671 = -1016.386255 nChanged 0 Score: Raw -3385072.364043 + Penalty 196462.403119 = -3188609.960924 Splitting cluster 127 changes total score from -3166049.450868 to -3188609.960924 So it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.029418 sec): 2 clusters Score: Raw -82.007166 + Penalty 0.000000 = -82.007166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.029626 sec): 2 clusters Score: Raw -82.007166 + Penalty 0.000000 = -82.007166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.030096 sec): 2 clusters Score: Raw -79.858469 + Penalty 0.000000 = -79.858469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.030286 sec): 2 clusters Score: Raw -79.858469 + Penalty 0.000000 = -79.858469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.030772 sec): 2 clusters Score: Raw -332.870079 + Penalty 112.376057 = -220.494022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.031023 sec): 3 clusters Score: Raw -330.332146 + Penalty 224.752115 = -105.580031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 131 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.031542 sec): 2 clusters Score: Raw -1464.690725 + Penalty 320.348465 = -1144.342260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.031784 sec): 3 clusters Score: Raw -1463.800105 + Penalty 663.388296 = -800.411809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 134 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.032308 sec): 2 clusters Score: Raw -1677.838288 + Penalty 362.879891 = -1314.958397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.032556 sec): 3 clusters Score: Raw -1677.974264 + Penalty 726.543384 = -951.430880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 135 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.033045 sec): 2 clusters Score: Raw -536.337995 + Penalty 160.387096 = -375.950899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.033267 sec): 3 clusters Score: Raw -527.161199 + Penalty 320.981774 = -206.179425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.033737 sec): 2 clusters Score: Raw -83.698906 + Penalty 0.000000 = -83.698906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.033931 sec): 2 clusters Score: Raw -83.698906 + Penalty 0.000000 = -83.698906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.034422 sec): 2 clusters Score: Raw -667.118246 + Penalty 260.105527 = -407.012719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.034648 sec): 3 clusters Score: Raw -655.101493 + Penalty 514.494146 = -140.607347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 138 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.035142 sec): 2 clusters Score: Raw -646.533527 + Penalty 246.110538 = -400.422989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.035366 sec): 3 clusters Score: Raw -638.730091 + Penalty 496.018564 = -142.711527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 139 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.035889 sec): 2 clusters Score: Raw -1725.160137 + Penalty 316.208113 = -1408.952025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.036136 sec): 3 clusters Score: Raw -1733.142184 + Penalty 623.934633 = -1109.207551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.036636 sec): 2 clusters Score: Raw -973.226424 + Penalty 314.505538 = -658.720886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.036867 sec): 3 clusters Score: Raw -957.154083 + Penalty 634.774596 = -322.379487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.037359 sec): 2 clusters Score: Raw -768.895362 + Penalty 285.289987 = -483.605375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.037584 sec): 3 clusters Score: Raw -754.441568 + Penalty 565.887254 = -188.554314 nChanged 1 SP:Iteration 1F (44.037807 sec): 3 clusters Score: Raw -757.060345 + Penalty 565.887254 = -191.173091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 142 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.038332 sec): 2 clusters Score: Raw -1304.768373 + Penalty 326.857211 = -977.911161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.038575 sec): 3 clusters Score: Raw -1315.548596 + Penalty 645.827108 = -669.721488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.039072 sec): 2 clusters Score: Raw -640.174971 + Penalty 219.278036 = -420.896936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.039301 sec): 3 clusters Score: Raw -632.345151 + Penalty 452.201124 = -180.144027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.039789 sec): 2 clusters Score: Raw -518.881929 + Penalty 225.364995 = -293.516934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.040010 sec): 3 clusters Score: Raw -530.697851 + Penalty 437.162415 = -93.535435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.040489 sec): 2 clusters Score: Raw -269.411291 + Penalty 114.602949 = -154.808342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.040688 sec): 2 clusters Score: Raw -269.411291 + Penalty 114.602949 = -154.808342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.041182 sec): 2 clusters Score: Raw -823.117861 + Penalty 269.347008 = -553.770853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.041410 sec): 3 clusters Score: Raw -826.642182 + Penalty 532.360093 = -294.282089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 147 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.041927 sec): 2 clusters Score: Raw -1543.132521 + Penalty 344.367503 = -1198.765018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.042172 sec): 3 clusters Score: Raw -1568.128911 + Penalty 693.922957 = -874.205955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 150 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.042713 sec): 2 clusters Score: Raw -2293.139893 + Penalty 322.365670 = -1970.774223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.042973 sec): 3 clusters Score: Raw -2319.445392 + Penalty 649.197697 = -1670.247695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.043447 sec): 2 clusters Score: Raw -82.758973 + Penalty 0.000000 = -82.758973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.043640 sec): 2 clusters Score: Raw -82.758973 + Penalty 0.000000 = -82.758973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 153 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.044148 sec): 2 clusters Score: Raw -1326.440676 + Penalty 355.928279 = -970.512397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.044387 sec): 3 clusters Score: Raw -1329.033534 + Penalty 710.890081 = -618.143453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 154 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.044933 sec): 2 clusters Score: Raw -2556.880571 + Penalty 472.585821 = -2084.294750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.045196 sec): 3 clusters Score: Raw -2628.379936 + Penalty 942.252817 = -1686.127119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 155 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.045724 sec): 2 clusters Score: Raw -1296.143085 + Penalty 341.868871 = -954.274215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.045964 sec): 3 clusters Score: Raw -1307.701998 + Penalty 680.836983 = -626.865015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 156 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.046462 sec): 2 clusters Score: Raw -882.190817 + Penalty 228.701777 = -653.489040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.046692 sec): 3 clusters Score: Raw -880.782334 + Penalty 453.223107 = -427.559227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.047171 sec): 2 clusters Score: Raw -267.669218 + Penalty 110.295453 = -157.373765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.047386 sec): 3 clusters Score: Raw -258.768853 + Penalty 209.425534 = -49.343319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 158 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.047901 sec): 2 clusters Score: Raw -1355.877396 + Penalty 356.693571 = -999.183824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.048142 sec): 3 clusters Score: Raw -1373.049473 + Penalty 704.818311 = -668.231162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 159 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.048638 sec): 2 clusters Score: Raw -820.158252 + Penalty 295.553367 = -524.604885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.048865 sec): 3 clusters Score: Raw -814.655095 + Penalty 594.655110 = -219.999985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 160 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.049390 sec): 2 clusters Score: Raw -1735.413055 + Penalty 250.764696 = -1484.648359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.049644 sec): 3 clusters Score: Raw -1749.727589 + Penalty 501.529392 = -1248.198197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 162 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.050136 sec): 2 clusters Score: Raw -665.152627 + Penalty 124.934129 = -540.218498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.050362 sec): 3 clusters Score: Raw -669.737565 + Penalty 247.684856 = -422.052709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.050841 sec): 2 clusters Score: Raw -258.383070 + Penalty 92.583243 = -165.799828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.051053 sec): 3 clusters Score: Raw -253.731809 + Penalty 170.408790 = -83.323020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.051542 sec): 2 clusters Score: Raw -642.880498 + Penalty 231.953682 = -410.926816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.051769 sec): 3 clusters Score: Raw -637.771763 + Penalty 465.882023 = -171.889741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 165 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.052293 sec): 2 clusters Score: Raw -1774.925519 + Penalty 418.308783 = -1356.616736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.052543 sec): 3 clusters Score: Raw -1795.006732 + Penalty 837.065091 = -957.941641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.053042 sec): 2 clusters Score: Raw -266.325385 + Penalty 112.853564 = -153.471821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.053256 sec): 3 clusters Score: Raw -257.869761 + Penalty 212.203281 = -45.666480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.053746 sec): 2 clusters Score: Raw -652.806295 + Penalty 244.157231 = -408.649064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.053973 sec): 3 clusters Score: Raw -646.570390 + Penalty 456.263824 = -190.306566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.054453 sec): 2 clusters Score: Raw -343.383451 + Penalty 141.425319 = -201.958132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.054669 sec): 3 clusters Score: Raw -344.602197 + Penalty 282.850637 = -61.751560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 170 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.055155 sec): 2 clusters Score: Raw -537.418274 + Penalty 177.396249 = -360.022026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.055378 sec): 3 clusters Score: Raw -531.262056 + Penalty 368.203813 = -163.058243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.055869 sec): 2 clusters Score: Raw -606.206829 + Penalty 187.842346 = -418.364483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.056092 sec): 3 clusters Score: Raw -601.925135 + Penalty 371.489892 = -230.435243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 172 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.056570 sec): 2 clusters Score: Raw -271.114233 + Penalty 109.390410 = -161.723824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.056784 sec): 3 clusters Score: Raw -259.323554 + Penalty 109.390410 = -149.933144 nChanged 1 SP:Iteration 1F (44.056984 sec): 2 clusters Score: Raw -271.114233 + Penalty 109.390410 = -161.723824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 173 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.057521 sec): 2 clusters Score: Raw -2128.649917 + Penalty 389.416491 = -1739.233426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.057778 sec): 3 clusters Score: Raw -2138.487288 + Penalty 779.466231 = -1359.021057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.058251 sec): 2 clusters Score: Raw -84.218484 + Penalty 0.000000 = -84.218484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.058446 sec): 2 clusters Score: Raw -84.218484 + Penalty 0.000000 = -84.218484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 176 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.058934 sec): 2 clusters Score: Raw -652.146775 + Penalty 227.497889 = -424.648886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.059158 sec): 3 clusters Score: Raw -640.563565 + Penalty 227.497889 = -413.065676 nChanged 1 SP:Iteration 1F (44.059363 sec): 2 clusters Score: Raw -652.146775 + Penalty 227.497889 = -424.648886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.059860 sec): 2 clusters Score: Raw -359.441440 + Penalty 118.784423 = -240.657017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.060079 sec): 3 clusters Score: Raw -350.192187 + Penalty 118.784423 = -231.407764 nChanged 1 SP:Iteration 1F (44.060275 sec): 2 clusters Score: Raw -359.441440 + Penalty 118.784423 = -240.657017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.060753 sec): 2 clusters Score: Raw -258.306199 + Penalty 91.909020 = -166.397179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.060966 sec): 3 clusters Score: Raw -252.122155 + Penalty 166.462860 = -85.659296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 185 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.061473 sec): 2 clusters Score: Raw -1171.960477 + Penalty 251.921942 = -920.038535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.061710 sec): 3 clusters Score: Raw -1177.439642 + Penalty 502.303533 = -675.136109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.062190 sec): 2 clusters Score: Raw -176.232173 + Penalty 70.955742 = -105.276430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.062388 sec): 2 clusters Score: Raw -176.232173 + Penalty 70.955742 = -105.276430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 187 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.062890 sec): 2 clusters Score: Raw -1102.370808 + Penalty 294.914182 = -807.456626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.063126 sec): 3 clusters Score: Raw -1114.485405 + Penalty 589.828364 = -524.657041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.063597 sec): 2 clusters Score: Raw -85.232400 + Penalty 0.000000 = -85.232400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.063792 sec): 2 clusters Score: Raw -85.232400 + Penalty 0.000000 = -85.232400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.064271 sec): 2 clusters Score: Raw -368.293022 + Penalty 168.713273 = -199.579749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.064488 sec): 3 clusters Score: Raw -356.741841 + Penalty 347.685129 = -9.056712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.064961 sec): 2 clusters Score: Raw -251.657768 + Penalty 93.480168 = -158.177600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.065164 sec): 3 clusters Score: Raw -251.699854 + Penalty 189.404249 = -62.295605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.065639 sec): 2 clusters Score: Raw -181.766626 + Penalty 83.134759 = -98.631867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.065850 sec): 3 clusters Score: Raw -169.906832 + Penalty 166.269519 = -3.637314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.066323 sec): 2 clusters Score: Raw -83.376009 + Penalty 0.000000 = -83.376009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.066533 sec): 2 clusters Score: Raw -83.376009 + Penalty 0.000000 = -83.376009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 196 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.067024 sec): 2 clusters Score: Raw -676.076387 + Penalty 274.013265 = -402.063121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.067248 sec): 3 clusters Score: Raw -663.713498 + Penalty 542.255582 = -121.457916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.067727 sec): 2 clusters Score: Raw -267.630084 + Penalty 120.522978 = -147.107106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.067941 sec): 3 clusters Score: Raw -257.591807 + Penalty 244.199645 = -13.392162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 198 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.068421 sec): 2 clusters Score: Raw -352.363621 + Penalty 160.422035 = -191.941586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.068638 sec): 3 clusters Score: Raw -351.112606 + Penalty 320.844070 = -30.268536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.069111 sec): 2 clusters Score: Raw -160.701532 + Penalty 27.175039 = -133.526493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.069307 sec): 2 clusters Score: Raw -160.701532 + Penalty 27.175039 = -133.526493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.069782 sec): 2 clusters Score: Raw -177.832926 + Penalty 72.974338 = -104.858588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.069988 sec): 3 clusters Score: Raw -168.077991 + Penalty 145.948676 = -22.129315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 204 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.070469 sec): 2 clusters Score: Raw -271.464787 + Penalty 123.878468 = -147.586319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.070683 sec): 3 clusters Score: Raw -260.328307 + Penalty 253.657870 = -6.670436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.071161 sec): 2 clusters Score: Raw -245.128731 + Penalty 103.453677 = -141.675055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.071375 sec): 3 clusters Score: Raw -242.159286 + Penalty 208.060103 = -34.099183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.071844 sec): 2 clusters Score: Raw -84.055123 + Penalty 0.000000 = -84.055123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.072037 sec): 2 clusters Score: Raw -84.055123 + Penalty 0.000000 = -84.055123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.072505 sec): 2 clusters Score: Raw -84.814632 + Penalty 0.000000 = -84.814632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.072695 sec): 2 clusters Score: Raw -84.814632 + Penalty 0.000000 = -84.814632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 210 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.073171 sec): 2 clusters Score: Raw -269.674327 + Penalty 112.062829 = -157.611498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.073398 sec): 3 clusters Score: Raw -260.189003 + Penalty 210.686952 = -49.502051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.073874 sec): 2 clusters Score: Raw -177.276425 + Penalty 72.842886 = -104.433538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.074071 sec): 2 clusters Score: Raw -177.276425 + Penalty 72.842886 = -104.433538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.074543 sec): 2 clusters Score: Raw -85.262482 + Penalty 0.000000 = -85.262482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.074741 sec): 2 clusters Score: Raw -85.262482 + Penalty 0.000000 = -85.262482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.075222 sec): 2 clusters Score: Raw -367.522056 + Penalty 178.969780 = -188.552276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.075423 sec): 2 clusters Score: Raw -367.522056 + Penalty 178.969780 = -188.552276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.075901 sec): 2 clusters Score: Raw -276.563456 + Penalty 125.478451 = -151.085005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.076101 sec): 2 clusters Score: Raw -276.563456 + Penalty 125.478451 = -151.085005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.076575 sec): 2 clusters Score: Raw -179.443074 + Penalty 87.191638 = -92.251436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.076786 sec): 3 clusters Score: Raw -169.968096 + Penalty 174.383277 = 4.415181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.077256 sec): 2 clusters Score: Raw -83.212604 + Penalty 0.000000 = -83.212604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.077450 sec): 2 clusters Score: Raw -83.212604 + Penalty 0.000000 = -83.212604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 219 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.077924 sec): 2 clusters Score: Raw -170.508928 + Penalty 65.641898 = -104.867030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.078121 sec): 2 clusters Score: Raw -170.508928 + Penalty 65.641898 = -104.867030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.078590 sec): 2 clusters Score: Raw -83.671559 + Penalty 0.000000 = -83.671559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.078786 sec): 2 clusters Score: Raw -83.671559 + Penalty 0.000000 = -83.671559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.079262 sec): 2 clusters Score: Raw -179.438360 + Penalty 82.488276 = -96.950084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.079476 sec): 3 clusters Score: Raw -169.898176 + Penalty 164.976552 = -4.921623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.079947 sec): 2 clusters Score: Raw -85.205001 + Penalty 0.000000 = -85.205001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.080155 sec): 2 clusters Score: Raw -85.205001 + Penalty 0.000000 = -85.205001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 226 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.080630 sec): 2 clusters Score: Raw -259.197649 + Penalty 77.674911 = -181.522738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.080837 sec): 3 clusters Score: Raw -252.044327 + Penalty 170.580670 = -81.463657 nChanged 0 Deleting Class 196 (7 points): Lose 84.287872 but Gain 1500.180430 Iteration 20F (47.735161 sec): 187 clusters Score: Raw -3362722.402244 + Penalty 195032.018082 = -3167690.384162 nChanged 227 Deleting Class 140 (10 points): Lose 53.253737 but Gain 1455.148444 Iteration 21Q (48.058706 sec): 186 clusters Score: Raw -3362928.667152 + Penalty 193616.474397 = -3169312.192755 nChanged 188 Deleting Class 125 (4 points): Lose 39.108688 but Gain 1437.638039 Iteration 22Q (48.373365 sec): 185 clusters Score: Raw -3362988.171003 + Penalty 192210.112151 = -3170778.058852 nChanged 123 Deleting Class 165 (19 points): Lose 131.889403 but Gain 1513.523315 Iteration 23Q (48.678795 sec): 184 clusters Score: Raw -3362925.001207 + Penalty 190726.611911 = -3172198.389296 nChanged 105 Deleting Class 141 (8 points): Lose 80.307231 but Gain 1461.620090 Iteration 24Q (48.980353 sec): 183 clusters Score: Raw -3362919.442583 + Penalty 188246.312351 = -3174673.130232 nChanged 89 Deleting Class 153 (14 points): Lose 61.006987 but Gain 1436.839836 Iteration 25Q (49.288460 sec): 181 clusters Score: Raw -3362922.082566 + Penalty 186830.460103 = -3176091.622463 nChanged 81 Deleting Class 107 (15 points): Lose 221.816701 but Gain 1597.267189 Iteration 26Q (49.585951 sec): 180 clusters Score: Raw -3362755.837872 + Penalty 185295.599540 = -3177460.238332 nChanged 85 Deleting Class 137 (7 points): Lose 67.828795 but Gain 1424.037706 Iteration 27Q (49.878063 sec): 179 clusters Score: Raw -3362760.659862 + Penalty 183939.175497 = -3178821.484366 nChanged 84 Deleting Class 73 (11 points): Lose 148.747030 but Gain 1503.509889 Iteration 28Q (50.171229 sec): 178 clusters Score: Raw -3362666.134442 + Penalty 182425.943004 = -3180240.191438 nChanged 88 Deleting Class 215 (4 points): Lose 28.126153 but Gain 1375.368070 Iteration 29Q (50.463470 sec): 177 clusters Score: Raw -3362692.029336 + Penalty 181086.710659 = -3181605.318677 nChanged 92 Deleting Class 159 (9 points): Lose 96.452389 but Gain 1433.032876 Iteration 30F (53.897227 sec): 176 clusters Score: Raw -3362648.140559 + Penalty 179785.692208 = -3182862.448350 nChanged 105 Deleting Class 217 (2 points): Lose 14.088536 but Gain 1340.121172 Iteration 31Q (54.201134 sec): 175 clusters Score: Raw -3362725.308611 + Penalty 178446.769818 = -3184278.538793 nChanged 100 Deleting Class 42 (43 points): Lose 240.734957 but Gain 1561.220453 Iteration 32Q (54.505450 sec): 174 clusters Score: Raw -3362535.412681 + Penalty 177212.756256 = -3185322.656424 nChanged 129 Deleting Class 188 (1 points): Lose 2.797964 but Gain 1318.652403 Iteration 33Q (54.810582 sec): 173 clusters Score: Raw -3362712.738267 + Penalty 175860.859445 = -3186851.878823 nChanged 91 Deleting Class 146 (11 points): Lose 51.572276 but Gain 1365.638179 Iteration 34Q (55.108419 sec): 172 clusters Score: Raw -3362712.812969 + Penalty 174571.758033 = -3188141.054937 nChanged 97 Deleting Class 69 (28 points): Lose 154.586077 but Gain 1457.343984 Iteration 35Q (55.406096 sec): 171 clusters Score: Raw -3362626.760965 + Penalty 173273.031455 = -3189353.729510 nChanged 119 Deleting Class 168 (7 points): Lose 34.981785 but Gain 1336.723242 Iteration 36Q (55.704838 sec): 170 clusters Score: Raw -3362732.098271 + Penalty 171968.735941 = -3190763.362330 nChanged 102 Deleting Class 138 (7 points): Lose 46.031963 but Gain 1347.417293 Iteration 37Q (56.000046 sec): 169 clusters Score: Raw -3362729.821788 + Penalty 170696.932234 = -3192032.889554 nChanged 85 Deleting Class 213 (1 points): Lose 4.764172 but Gain 1301.791821 Iteration 38Q (56.291704 sec): 168 clusters Score: Raw -3362764.690596 + Penalty 169401.467310 = -3193363.223287 nChanged 75 Deleting Class 134 (17 points): Lose 71.492020 but Gain 1367.217378 Iteration 39Q (56.591027 sec): 167 clusters Score: Raw -3362721.602822 + Penalty 168100.465582 = -3194621.137240 nChanged 78 Deleting Class 224 (1 points): Lose 9.296663 but Gain 1304.799802 Iteration 40F (59.855547 sec): 166 clusters Score: Raw -3362757.598019 + Penalty 166813.902506 = -3195943.695513 nChanged 53 Deleting Class 101 (36 points): Lose 274.881544 but Gain 1568.006466 Iteration 41Q (60.132495 sec): 165 clusters Score: Raw -3362502.866395 + Penalty 165389.702881 = -3197113.163513 nChanged 76 Deleting Class 189 (4 points): Lose 6.943532 but Gain 1296.547656 Iteration 42Q (60.411581 sec): 164 clusters Score: Raw -3362617.685280 + Penalty 164102.361419 = -3198515.323861 nChanged 40 Deleting Class 87 (2 points): Lose 25.705075 but Gain 1313.289596 Iteration 43Q (60.694339 sec): 163 clusters Score: Raw -3362628.470588 + Penalty 162793.291279 = -3199835.179310 nChanged 27 Deleting Class 114 (12 points): Lose 85.842018 but Gain 1367.169330 Iteration 44Q (60.973591 sec): 162 clusters Score: Raw -3362562.993250 + Penalty 161450.035755 = -3201112.957495 nChanged 35 Deleting Class 158 (15 points): Lose 127.943687 but Gain 1403.244220 Iteration 45Q (61.261589 sec): 161 clusters Score: Raw -3362473.123460 + Penalty 160065.754998 = -3202407.368462 nChanged 33 Deleting Class 193 (2 points): Lose 6.966155 but Gain 1277.767606 Iteration 46Q (61.535905 sec): 160 clusters Score: Raw -3362507.978839 + Penalty 158805.241141 = -3203702.737698 nChanged 18 Deleting Class 173 (27 points): Lose 95.890301 but Gain 1361.707322 Iteration 47Q (61.807091 sec): 159 clusters Score: Raw -3362423.957983 + Penalty 157467.430028 = -3204956.527956 nChanged 49 Deleting Class 155 (14 points): Lose 116.165566 but Gain 1380.083690 Iteration 48Q (62.079253 sec): 158 clusters Score: Raw -3362348.971776 + Penalty 156089.847939 = -3206259.123837 nChanged 42 Deleting Class 122 (2 points): Lose 32.314021 but Gain 1293.144171 Iteration 49Q (62.346750 sec): 157 clusters Score: Raw -3362350.245435 + Penalty 154806.792777 = -3207543.452658 nChanged 21 Deleting Class 76 (38 points): Lose 250.862749 but Gain 1512.930736 Iteration 50F (65.426612 sec): 156 clusters Score: Raw -3362111.013093 + Penalty 153407.321777 = -3208703.691316 nChanged 59 Deleting Class 197 (5 points): Lose 49.245818 but Gain 1308.597216 Iteration 51Q (65.705050 sec): 155 clusters Score: Raw -3362175.981159 + Penalty 152126.642595 = -3210049.338564 nChanged 26 Deleting Class 164 (6 points): Lose 40.701178 but Gain 1289.474880 Iteration 52Q (65.977093 sec): 154 clusters Score: Raw -3362189.606554 + Penalty 150851.396612 = -3211338.209943 nChanged 24 Deleting Class 77 (17 points): Lose 143.478108 but Gain 1385.341874 Iteration 53Q (66.249526 sec): 153 clusters Score: Raw -3362080.414561 + Penalty 149542.156305 = -3212538.258255 nChanged 26 Deleting Class 80 (13 points): Lose 107.312871 but Gain 1346.645759 Iteration 54Q (66.520901 sec): 152 clusters Score: Raw -3362020.211557 + Penalty 148329.090520 = -3213691.121037 nChanged 22 Deleting Class 103 (4 points): Lose 29.538159 but Gain 1266.549386 Iteration 55Q (66.790117 sec): 151 clusters Score: Raw -3362034.015482 + Penalty 147082.106981 = -3214951.908501 nChanged 19 Deleting Class 118 (14 points): Lose 121.145339 but Gain 1356.478423 Iteration 56Q (67.058411 sec): 150 clusters Score: Raw -3361935.380152 + Penalty 145754.706789 = -3216180.673363 nChanged 25 Deleting Class 223 (2 points): Lose 36.567903 but Gain 1267.831267 Iteration 57Q (67.325603 sec): 149 clusters Score: Raw -3361943.088861 + Penalty 144718.590107 = -3217224.498755 nChanged 13 Deleting Class 220 (2 points): Lose 37.233096 but Gain 1326.744401 Iteration 58Q (67.592741 sec): 148 clusters Score: Raw -3361954.344531 + Penalty 143389.485605 = -3218564.858927 nChanged 9 Deleting Class 124 (11 points): Lose 66.550205 but Gain 1295.335487 Iteration 59Q (67.856365 sec): 147 clusters Score: Raw -3361902.561356 + Penalty 142309.865174 = -3219592.696182 nChanged 21 Deleting Class 41 (84 points): Lose 414.149727 but Gain 1638.606061 Iteration 60F (70.744632 sec): 146 clusters Score: Raw -3361539.899444 + Penalty 140838.481661 = -3220701.417783 nChanged 90 Deleting Class 36 (10 points): Lose 234.424089 but Gain 1449.493808 Iteration 61Q (71.014923 sec): 145 clusters Score: Raw -3361484.816493 + Penalty 139442.862860 = -3222041.953633 nChanged 35 Deleting Class 142 (16 points): Lose 89.675028 but Gain 1299.451847 Iteration 62Q (71.281386 sec): 144 clusters Score: Raw -3361450.195716 + Penalty 138204.747667 = -3223245.448049 nChanged 33 Deleting Class 25 (67 points): Lose 326.457278 but Gain 1524.166146 Iteration 63Q (71.545647 sec): 143 clusters Score: Raw -3361181.176433 + Penalty 136876.352728 = -3224304.823705 nChanged 93 Deleting Class 198 (4 points): Lose 35.667087 but Gain 1232.830174 Iteration 64Q (71.813469 sec): 142 clusters Score: Raw -3361340.922558 + Penalty 135663.835304 = -3225677.087254 nChanged 30 Deleting Class 176 (7 points): Lose 53.483711 but Gain 1245.515909 Iteration 65Q (72.079299 sec): 141 clusters Score: Raw -3361328.574200 + Penalty 134449.755339 = -3226878.818862 nChanged 19 Deleting Class 56 (40 points): Lose 200.372494 but Gain 1389.955811 Iteration 66Q (72.334666 sec): 140 clusters Score: Raw -3361155.213503 + Penalty 133147.703742 = -3228007.509761 nChanged 44 Deleting Class 55 (19 points): Lose 116.741712 but Gain 1307.184961 Iteration 67Q (72.585868 sec): 139 clusters Score: Raw -3361114.338253 + Penalty 131884.451559 = -3229229.886694 nChanged 24 Deleting Class 20 (29 points): Lose 149.864107 but Gain 1338.550782 Iteration 68Q (72.834458 sec): 138 clusters Score: Raw -3361011.862326 + Penalty 130667.251224 = -3230344.611101 nChanged 34 Deleting Class 131 (17 points): Lose 65.456528 but Gain 1252.136208 Iteration 69Q (73.084540 sec): 137 clusters Score: Raw -3361035.122715 + Penalty 129428.100291 = -3231607.022424 nChanged 22 Deleting Class 53 (14 points): Lose 91.161673 but Gain 1273.411014 Iteration 70F (75.769110 sec): 136 clusters Score: Raw -3360969.631148 + Penalty 128201.718286 = -3232767.912861 nChanged 21 Deleting Class 216 (3 points): Lose 35.782962 but Gain 1216.800524 Iteration 71Q (76.016389 sec): 135 clusters Score: Raw -3360970.145029 + Penalty 127119.731708 = -3233850.413321 nChanged 11 Deleting Class 116 (11 points): Lose 44.628377 but Gain 1222.998181 Iteration 72Q (76.263859 sec): 134 clusters Score: Raw -3360970.927782 + Penalty 125900.058545 = -3235070.869237 nChanged 13 Deleting Class 143 (7 points): Lose 22.814107 but Gain 1200.513476 Iteration 73Q (76.507778 sec): 133 clusters Score: Raw -3360961.460349 + Penalty 124702.392275 = -3236259.068074 nChanged 9 Deleting Class 204 (3 points): Lose 23.619873 but Gain 1201.285023 Iteration 74Q (76.753715 sec): 132 clusters Score: Raw -3360950.155616 + Penalty 123511.482921 = -3237438.672694 nChanged 4 Deleting Class 100 (12 points): Lose 71.779975 but Gain 1236.293457 Iteration 75Q (76.994849 sec): 131 clusters Score: Raw -3360886.894436 + Penalty 122277.422146 = -3238609.472290 nChanged 13 Deleting Class 147 (18 points): Lose 158.551345 but Gain 1314.618603 Iteration 76Q (77.237230 sec): 130 clusters Score: Raw -3360750.181860 + Penalty 120961.939394 = -3239788.242466 nChanged 19 Deleting Class 71 (16 points): Lose 110.138494 but Gain 1265.566506 Iteration 77Q (77.479717 sec): 129 clusters Score: Raw -3360673.861385 + Penalty 119929.543641 = -3240744.317745 nChanged 23 Deleting Class 57 (18 points): Lose 99.236521 but Gain 1253.849853 Iteration 78Q (77.720109 sec): 128 clusters Score: Raw -3360632.036900 + Penalty 118686.109462 = -3241945.927438 nChanged 23 Deleting Class 187 (12 points): Lose 125.594649 but Gain 1264.387723 Iteration 79Q (77.960926 sec): 127 clusters Score: Raw -3360532.148017 + Penalty 117458.493135 = -3243073.654882 nChanged 15 Deleting Class 195 (1 points): Lose 5.134256 but Gain 1143.018801 Iteration 80F (80.433015 sec): 126 clusters Score: Raw -3360564.310074 + Penalty 116336.487511 = -3244227.822563 nChanged 14 Deleting Class 106 (4 points): Lose 20.475774 but Gain 1156.832211 Iteration 81Q (80.669148 sec): 125 clusters Score: Raw -3360560.469893 + Penalty 115191.031516 = -3245369.438377 nChanged 12 Deleting Class 154 (50 points): Lose 388.462517 but Gain 1521.106489 Iteration 82Q (80.906030 sec): 124 clusters Score: Raw -3360185.898319 + Penalty 113741.597636 = -3246444.300682 nChanged 58 Deleting Class 33 (9 points): Lose 68.235507 but Gain 1200.565888 Iteration 83Q (81.144929 sec): 123 clusters Score: Raw -3360235.507896 + Penalty 112569.084415 = -3247666.423480 nChanged 25 Deleting Class 139 (21 points): Lose 91.437609 but Gain 1223.025580 Iteration 84Q (81.378892 sec): 122 clusters Score: Raw -3360174.137957 + Penalty 111381.087147 = -3248793.050810 nChanged 38 Deleting Class 174 (1 points): Lose 1.330490 but Gain 1126.341855 Iteration 85Q (81.615405 sec): 121 clusters Score: Raw -3360215.757272 + Penalty 110268.144385 = -3249947.612887 nChanged 19 Deleting Class 58 (45 points): Lose 211.542724 but Gain 1335.544093 Iteration 86Q (81.847699 sec): 120 clusters Score: Raw -3360028.218745 + Penalty 109060.437138 = -3250967.781607 nChanged 60 Deleting Class 88 (7 points): Lose 187.059597 but Gain 1309.119814 Iteration 87Q (82.081582 sec): 119 clusters Score: Raw -3359956.737279 + Penalty 107902.071648 = -3252054.665631 nChanged 23 Deleting Class 210 (5 points): Lose 73.509858 but Gain 1190.524106 Iteration 88Q (82.311748 sec): 118 clusters Score: Raw -3359954.217694 + Penalty 106727.730694 = -3253226.487000 nChanged 15 Deleting Class 212 (2 points): Lose 2.646128 but Gain 1119.583208 Iteration 89Q (82.553374 sec): 117 clusters Score: Raw -3359979.383427 + Penalty 105621.733939 = -3254357.649488 nChanged 11 Deleting Class 98 (15 points): Lose 77.050191 but Gain 1193.248916 Iteration 90F (84.829050 sec): 116 clusters Score: Raw -3359911.030380 + Penalty 104434.793397 = -3255476.236983 nChanged 18 Deleting Class 93 (47 points): Lose 177.985934 but Gain 1292.366318 Iteration 91Q (85.064019 sec): 115 clusters Score: Raw -3359754.788122 + Penalty 103173.357365 = -3256581.430757 nChanged 57 Deleting Class 145 (3 points): Lose 5.890444 but Gain 1111.337662 Iteration 92Q (85.299665 sec): 114 clusters Score: Raw -3359835.630759 + Penalty 102069.969176 = -3257765.661584 nChanged 22 Deleting Class 86 (9 points): Lose 66.184570 but Gain 1168.810440 Iteration 93Q (85.533539 sec): 113 clusters Score: Raw -3359797.802117 + Penalty 100918.422874 = -3258879.379243 nChanged 23 Deleting Class 203 (2 points): Lose 21.441861 but Gain 1121.603600 Iteration 94Q (85.764869 sec): 112 clusters Score: Raw -3359803.211972 + Penalty 99801.141770 = -3260002.070202 nChanged 14 Deleting Class 172 (4 points): Lose 36.642178 but Gain 1127.278919 Iteration 95Q (85.996864 sec): 111 clusters Score: Raw -3359777.963433 + Penalty 98684.648444 = -3261093.314989 nChanged 13 Deleting Class 91 (9 points): Lose 69.635019 but Gain 1155.981271 Iteration 96Q (86.225508 sec): 110 clusters Score: Raw -3359722.713634 + Penalty 97524.373767 = -3262198.339866 nChanged 19 Deleting Class 166 (3 points): Lose 10.165134 but Gain 1094.373373 Iteration 97Q (86.454138 sec): 109 clusters Score: Raw -3359731.451973 + Penalty 96427.031459 = -3263304.420514 nChanged 15 Deleting Class 186 (2 points): Lose 9.074526 but Gain 1090.578110 Iteration 98Q (86.680224 sec): 108 clusters Score: Raw -3359736.449578 + Penalty 95341.212712 = -3264395.236867 nChanged 11 Deleting Class 128 (1 points): Lose 0.861188 but Gain 1079.559249 Iteration 99Q (86.904680 sec): 107 clusters Score: Raw -3359744.354716 + Penalty 94265.797409 = -3265478.557307 nChanged 10 Deleting Class 46 (145 points): Lose 580.712422 but Gain 1656.105510 Iteration 100F (89.005237 sec): 106 clusters Score: Raw -3359173.574659 + Penalty 92734.539368 = -3266439.035291 nChanged 150 Deleting Class 157 (3 points): Lose 15.754739 but Gain 1069.566635 Iteration 101Q (89.238032 sec): 105 clusters Score: Raw -3359410.766490 + Penalty 91672.990055 = -3267737.776435 nChanged 35 Deleting Class 72 (41 points): Lose 225.424740 but Gain 1274.520817 Iteration 102Q (89.456930 sec): 104 clusters Score: Raw -3359226.959720 + Penalty 90406.157321 = -3268820.802399 nChanged 73 Deleting Class 40 (2 points): Lose 37.216034 but Gain 1086.100771 Iteration 103Q (89.678480 sec): 103 clusters Score: Raw -3359304.661912 + Penalty 89326.662052 = -3269977.999859 nChanged 32 Deleting Class 144 (6 points): Lose 294.362395 but Gain 1339.989645 Iteration 104Q (89.895095 sec): 102 clusters Score: Raw -3359041.927835 + Penalty 88109.945422 = -3270931.982413 nChanged 25 Deleting Class 208 (1 points): Lose 12.620791 but Gain 1056.165099 Iteration 105Q (90.109709 sec): 101 clusters Score: Raw -3359117.659689 + Penalty 87060.407703 = -3272057.251986 nChanged 22 Deleting Class 171 (9 points): Lose 38.985382 but Gain 1075.205278 Iteration 106Q (90.321935 sec): 100 clusters Score: Raw -3359095.834042 + Penalty 85996.899334 = -3273098.934707 nChanged 29 Deleting Class 60 (71 points): Lose 208.386005 but Gain 1237.639338 Iteration 107Q (90.535474 sec): 99 clusters Score: Raw -3358912.164040 + Penalty 84777.962863 = -3274134.201178 nChanged 90 Deleting Class 170 (6 points): Lose 40.500144 but Gain 1054.773997 Iteration 108Q (90.752552 sec): 98 clusters Score: Raw -3358982.206883 + Penalty 83738.182480 = -3275244.024403 nChanged 40 Deleting Class 90 (7 points): Lose 28.766014 but Gain 1040.716289 Iteration 109Q (90.968182 sec): 97 clusters Score: Raw -3358987.226318 + Penalty 82711.259877 = -3276275.966441 nChanged 36 Deleting Class 31 (34 points): Lose 212.049298 but Gain 1221.246879 Iteration 110F (92.851959 sec): 96 clusters Score: Raw -3358807.205474 + Penalty 81560.166828 = -3277247.038646 nChanged 56 Deleting Class 18 (5 points): Lose 19.307246 but Gain 1020.692243 Iteration 111Q (93.070792 sec): 95 clusters Score: Raw -3358881.915412 + Penalty 80552.750506 = -3278329.164906 nChanged 41 Deleting Class 219 (2 points): Lose 12.566404 but Gain 1008.905192 Iteration 112Q (93.285565 sec): 94 clusters Score: Raw -3358893.308818 + Penalty 79562.178058 = -3279331.130760 nChanged 24 Deleting Class 185 (14 points): Lose 60.959385 but Gain 1055.983419 Iteration 113Q (93.499306 sec): 93 clusters Score: Raw -3358850.018508 + Penalty 78578.354541 = -3280271.663967 nChanged 35 Deleting Class 156 (14 points): Lose 99.760503 but Gain 1091.001796 Iteration 114Q (93.714158 sec): 92 clusters Score: Raw -3358790.354819 + Penalty 77516.265158 = -3281274.089662 nChanged 33 Deleting Class 85 (9 points): Lose 43.385405 but Gain 1028.973708 Iteration 115Q (93.926451 sec): 91 clusters Score: Raw -3358777.150753 + Penalty 76511.454159 = -3282265.696593 nChanged 29 Deleting Class 75 (11 points): Lose 88.944242 but Gain 1070.126731 Iteration 116Q (94.136694 sec): 90 clusters Score: Raw -3358715.453459 + Penalty 75561.746264 = -3283153.707194 nChanged 28 Deleting Class 64 (60 points): Lose 227.774762 but Gain 1192.734083 Iteration 117Q (94.355289 sec): 89 clusters Score: Raw -3358546.609994 + Penalty 74399.618155 = -3284146.991839 nChanged 75 Deleting Class 48 (6 points): Lose 14.876405 but Gain 976.867392 Iteration 118Q (94.558394 sec): 88 clusters Score: Raw -3358651.036949 + Penalty 73417.916702 = -3285233.120247 nChanged 40 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3358651.036949 + Penalty 73417.916702 = -3285233.120247Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.703314 sec): 2 clusters Score: Raw -66736.161494 + Penalty 686.469148 = -66049.692346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.704939 sec): 3 clusters Score: Raw -66416.509729 + Penalty 1371.513886 = -65044.995844 nChanged 254 SP:Iteration 1F (94.706508 sec): 3 clusters Score: Raw -66601.474618 + Penalty 1372.816591 = -65228.658028 nChanged 68 SP:Iteration 2F (94.708073 sec): 3 clusters Score: Raw -66652.283878 + Penalty 1377.552379 = -65274.731499 nChanged 38 SP:Iteration 3F (94.709624 sec): 3 clusters Score: Raw -66674.972622 + Penalty 1384.850895 = -65290.121727 nChanged 30 SP:Iteration 4Q (94.711194 sec): 3 clusters Score: Raw -66703.993176 + Penalty 1389.480751 = -65314.512424 nChanged 29 SP:Iteration 5Q (94.712779 sec): 3 clusters Score: Raw -66734.065194 + Penalty 1396.978447 = -65337.086747 nChanged 29 SP:Iteration 6Q (94.714367 sec): 3 clusters Score: Raw -66762.879760 + Penalty 1405.672550 = -65357.207210 nChanged 29 SP:Iteration 7Q (94.715920 sec): 3 clusters Score: Raw -66790.964945 + Penalty 1412.478665 = -65378.486280 nChanged 20 SP:Iteration 8Q (94.717479 sec): 3 clusters Score: Raw -66813.976645 + Penalty 1422.233798 = -65391.742847 nChanged 21 SP:Iteration 9Q (94.719034 sec): 3 clusters Score: Raw -66834.620668 + Penalty 1431.701919 = -65402.918749 nChanged 23 SP:Iteration 10F (94.720621 sec): 3 clusters Score: Raw -66864.820401 + Penalty 1434.665550 = -65430.154852 nChanged 18 SP:Iteration 11Q (94.722169 sec): 3 clusters Score: Raw -66884.648338 + Penalty 1437.209152 = -65447.439186 nChanged 11 SP:Iteration 12Q (94.723684 sec): 3 clusters Score: Raw -66896.658195 + Penalty 1439.695512 = -65456.962683 nChanged 8 SP:Iteration 13Q (94.725191 sec): 3 clusters Score: Raw -66903.651622 + Penalty 1440.598238 = -65463.053384 nChanged 5 SP:Iteration 14Q (94.726717 sec): 3 clusters Score: Raw -66910.321142 + Penalty 1443.885910 = -65466.435231 nChanged 7 SP:Iteration 15Q (94.728219 sec): 3 clusters Score: Raw -66924.265176 + Penalty 1446.763252 = -65477.501924 nChanged 9 SP:Iteration 16Q (94.729771 sec): 3 clusters Score: Raw -66937.019676 + Penalty 1447.824636 = -65489.195040 nChanged 6 SP:Iteration 17Q (94.731267 sec): 3 clusters Score: Raw -66943.345240 + Penalty 1450.612572 = -65492.732668 nChanged 6 SP:Iteration 18Q (94.732781 sec): 3 clusters Score: Raw -66950.279715 + Penalty 1452.507311 = -65497.772404 nChanged 3 SP:Iteration 19Q (94.734262 sec): 3 clusters Score: Raw -66951.848663 + Penalty 1455.434681 = -65496.413982 nChanged 5 SP:Iteration 20F (94.735853 sec): 3 clusters Score: Raw -66956.843447 + Penalty 1457.571822 = -65499.271625 nChanged 3 SP:Iteration 21Q (94.737327 sec): 3 clusters Score: Raw -66957.940112 + Penalty 1457.571822 = -65500.368291 nChanged 0 SP:Iteration 22F (94.738936 sec): 3 clusters Score: Raw -66957.940112 + Penalty 1457.571822 = -65500.368291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.739877 sec): 2 clusters Score: Raw -11244.122689 + Penalty 290.993449 = -10953.129240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.740376 sec): 3 clusters Score: Raw -11209.895063 + Penalty 576.603303 = -10633.291759 nChanged 29 SP:Iteration 1F (94.740859 sec): 3 clusters Score: Raw -11259.331676 + Penalty 578.003779 = -10681.327897 nChanged 16 SP:Iteration 2F (94.741346 sec): 3 clusters Score: Raw -11275.885094 + Penalty 578.564990 = -10697.320104 nChanged 2 SP:Iteration 3Q (94.741834 sec): 3 clusters Score: Raw -11280.002899 + Penalty 578.564990 = -10701.437909 nChanged 0 SP:Iteration 4F (94.742327 sec): 3 clusters Score: Raw -11280.002899 + Penalty 578.564990 = -10701.437909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.743257 sec): 2 clusters Score: Raw -14024.453506 + Penalty 386.202787 = -13638.250719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.743801 sec): 3 clusters Score: Raw -13991.326588 + Penalty 778.058331 = -13213.268257 nChanged 34 SP:Iteration 1F (94.744336 sec): 3 clusters Score: Raw -14046.807682 + Penalty 779.786156 = -13267.021526 nChanged 5 SP:Iteration 2Q (94.744855 sec): 3 clusters Score: Raw -14055.817856 + Penalty 781.144000 = -13274.673856 nChanged 2 SP:Iteration 3Q (94.745371 sec): 3 clusters Score: Raw -14059.525512 + Penalty 781.144000 = -13278.381512 nChanged 0 SP:Iteration 4F (94.745898 sec): 3 clusters Score: Raw -14059.525512 + Penalty 781.144000 = -13278.381512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.747629 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.748636 sec): 3 clusters Score: Raw -35690.539474 + Penalty 107.885027 = -35582.654448 nChanged 197 SP:Iteration 1F (94.749602 sec): 3 clusters Score: Raw -35827.783015 + Penalty 113.061839 = -35714.721177 nChanged 56 SP:Iteration 2F (94.750577 sec): 3 clusters Score: Raw -35887.261494 + Penalty 112.823883 = -35774.437611 nChanged 29 SP:Iteration 3F (94.751530 sec): 3 clusters Score: Raw -35909.362926 + Penalty 115.630219 = -35793.732707 nChanged 18 SP:Iteration 4Q (94.752459 sec): 3 clusters Score: Raw -35913.425569 + Penalty 123.448429 = -35789.977139 nChanged 25 SP:Iteration 5F (94.753408 sec): 3 clusters Score: Raw -35939.472863 + Penalty 52.571445 = -35886.901418 nChanged 35 SP:Iteration 6F (94.754167 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.755245 sec): 2 clusters Score: Raw -19668.646624 + Penalty 288.764683 = -19379.881941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.755866 sec): 3 clusters Score: Raw -19581.522104 + Penalty 578.016818 = -19003.505286 nChanged 69 SP:Iteration 1F (94.756477 sec): 3 clusters Score: Raw -19630.849971 + Penalty 578.227653 = -19052.622318 nChanged 14 SP:Iteration 2F (94.757087 sec): 3 clusters Score: Raw -19640.275288 + Penalty 578.602658 = -19061.672630 nChanged 7 SP:Iteration 3Q (94.757692 sec): 3 clusters Score: Raw -19645.013914 + Penalty 579.112445 = -19065.901469 nChanged 4 SP:Iteration 4Q (94.758299 sec): 3 clusters Score: Raw -19647.613333 + Penalty 580.216966 = -19067.396366 nChanged 4 SP:Iteration 5Q (94.758926 sec): 3 clusters Score: Raw -19649.520393 + Penalty 580.562870 = -19068.957523 nChanged 1 SP:Iteration 6Q (94.759541 sec): 3 clusters Score: Raw -19650.260141 + Penalty 581.035573 = -19069.224568 nChanged 1 SP:Iteration 7Q (94.760151 sec): 3 clusters Score: Raw -19650.357323 + Penalty 581.333723 = -19069.023600 nChanged 1 SP:Iteration 8F (94.760762 sec): 3 clusters Score: Raw -19650.355043 + Penalty 581.333723 = -19069.021321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 6 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.762702 sec): 2 clusters Score: Raw -40765.008505 + Penalty 275.755327 = -40489.253178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.763866 sec): 3 clusters Score: Raw -40518.698080 + Penalty 555.626640 = -39963.071440 nChanged 164 SP:Iteration 1F (94.765007 sec): 3 clusters Score: Raw -40647.495500 + Penalty 563.780566 = -40083.714934 nChanged 72 SP:Iteration 2F (94.766141 sec): 3 clusters Score: Raw -40731.218925 + Penalty 575.964615 = -40155.254310 nChanged 45 SP:Iteration 3F (94.767281 sec): 3 clusters Score: Raw -40770.496565 + Penalty 586.122919 = -40184.373646 nChanged 22 SP:Iteration 4Q (94.768424 sec): 3 clusters Score: Raw -40787.712871 + Penalty 591.041360 = -40196.671511 nChanged 11 SP:Iteration 5Q (94.769565 sec): 3 clusters Score: Raw -40796.877958 + Penalty 594.311232 = -40202.566727 nChanged 5 SP:Iteration 6Q (94.770716 sec): 3 clusters Score: Raw -40800.337274 + Penalty 596.547833 = -40203.789441 nChanged 3 SP:Iteration 7Q (94.771857 sec): 3 clusters Score: Raw -40804.092465 + Penalty 599.005398 = -40205.087068 nChanged 2 SP:Iteration 8Q (94.773013 sec): 3 clusters Score: Raw -40805.172535 + Penalty 599.805850 = -40205.366684 nChanged 1 SP:Iteration 9Q (94.774152 sec): 3 clusters Score: Raw -40806.130743 + Penalty 602.227381 = -40203.903362 nChanged 1 SP:Iteration 10F (94.775326 sec): 3 clusters Score: Raw -40807.206340 + Penalty 604.109298 = -40203.097042 nChanged 1 SP:Iteration 11F (94.776468 sec): 3 clusters Score: Raw -40808.027767 + Penalty 604.109298 = -40203.918469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 7 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.781208 sec): 2 clusters Score: Raw -97004.093173 + Penalty 476.937998 = -96527.155175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.783622 sec): 3 clusters Score: Raw -96348.410966 + Penalty 957.352416 = -95391.058549 nChanged 441 SP:Iteration 1F (94.785915 sec): 3 clusters Score: Raw -96599.095019 + Penalty 976.449627 = -95622.645392 nChanged 148 SP:Iteration 2F (94.788205 sec): 3 clusters Score: Raw -96701.913894 + Penalty 998.782673 = -95703.131221 nChanged 98 SP:Iteration 3F (94.790506 sec): 3 clusters Score: Raw -96771.171975 + Penalty 1023.286079 = -95747.885896 nChanged 67 SP:Iteration 4F (94.792780 sec): 3 clusters Score: Raw -96831.523465 + Penalty 1068.097774 = -95763.425691 nChanged 64 SP:Iteration 5F (94.795043 sec): 3 clusters Score: Raw -96897.344958 + Penalty 1103.047800 = -95794.297158 nChanged 46 SP:Iteration 6Q (94.797345 sec): 3 clusters Score: Raw -96941.657489 + Penalty 1130.392196 = -95811.265293 nChanged 30 SP:Iteration 7Q (94.799592 sec): 3 clusters Score: Raw -96972.290712 + Penalty 1145.551054 = -95826.739658 nChanged 18 SP:Iteration 8Q (94.801798 sec): 3 clusters Score: Raw -96986.177903 + Penalty 1149.231432 = -95836.946471 nChanged 11 SP:Iteration 9Q (94.803941 sec): 3 clusters Score: Raw -96995.305918 + Penalty 1149.772720 = -95845.533198 nChanged 7 SP:Iteration 10F (94.806244 sec): 3 clusters Score: Raw -97000.574241 + Penalty 1163.516272 = -95837.057969 nChanged 9 SP:Iteration 11F (94.808561 sec): 3 clusters Score: Raw -97014.039683 + Penalty 1170.285763 = -95843.753920 nChanged 6 SP:Iteration 12Q (94.810699 sec): 3 clusters Score: Raw -97023.500655 + Penalty 1178.849661 = -95844.650994 nChanged 5 SP:Iteration 13Q (94.812760 sec): 3 clusters Score: Raw -97027.362004 + Penalty 1182.152297 = -95845.209706 nChanged 4 SP:Iteration 14Q (94.814795 sec): 3 clusters Score: Raw -97031.088269 + Penalty 1195.062563 = -95836.025706 nChanged 3 SP:Iteration 15F (94.817130 sec): 3 clusters Score: Raw -97035.509665 + Penalty 1210.351358 = -95825.158307 nChanged 4 SP:Iteration 16F (94.819556 sec): 3 clusters Score: Raw -97041.905720 + Penalty 1227.186494 = -95814.719226 nChanged 5 SP:Iteration 17F (94.821873 sec): 3 clusters Score: Raw -97055.338745 + Penalty 1236.399757 = -95818.938988 nChanged 5 SP:Iteration 18Q (94.823798 sec): 3 clusters Score: Raw -97061.768322 + Penalty 1237.076736 = -95824.691585 nChanged 1 SP:Iteration 19Q (94.825737 sec): 3 clusters Score: Raw -97064.055988 + Penalty 1237.285839 = -95826.770149 nChanged 1 SP:Iteration 20F (94.828020 sec): 3 clusters Score: Raw -97065.497528 + Penalty 1237.285839 = -95828.211688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.830177 sec): 2 clusters Score: Raw -31591.681088 + Penalty 217.783907 = -31373.897180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.831114 sec): 3 clusters Score: Raw -31377.155232 + Penalty 444.716198 = -30932.439033 nChanged 149 SP:Iteration 1F (94.832028 sec): 3 clusters Score: Raw -31518.388083 + Penalty 466.769510 = -31051.618573 nChanged 61 SP:Iteration 2F (94.832937 sec): 3 clusters Score: Raw -31595.404455 + Penalty 476.310385 = -31119.094070 nChanged 27 SP:Iteration 3F (94.833864 sec): 3 clusters Score: Raw -31622.817339 + Penalty 481.834489 = -31140.982849 nChanged 11 SP:Iteration 4Q (94.834737 sec): 3 clusters Score: Raw -31632.443291 + Penalty 485.513773 = -31146.929517 nChanged 4 SP:Iteration 5Q (94.835586 sec): 3 clusters Score: Raw -31635.853299 + Penalty 488.676228 = -31147.177072 nChanged 3 SP:Iteration 6Q (94.836463 sec): 3 clusters Score: Raw -31637.328921 + Penalty 489.010340 = -31148.318582 nChanged 1 SP:Iteration 7Q (94.837300 sec): 3 clusters Score: Raw -31640.779425 + Penalty 490.274199 = -31150.505226 nChanged 2 SP:Iteration 8Q (94.838150 sec): 3 clusters Score: Raw -31641.856608 + Penalty 490.274199 = -31151.582409 nChanged 0 SP:Iteration 9F (94.839053 sec): 3 clusters Score: Raw -31641.856608 + Penalty 490.274199 = -31151.582409 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.845371 sec): 2 clusters Score: Raw -134191.572269 + Penalty 164.599274 = -134026.972995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.848672 sec): 3 clusters Score: Raw -133124.420201 + Penalty 335.623513 = -132788.796688 nChanged 764 SP:Iteration 1F (94.851920 sec): 3 clusters Score: Raw -133594.241937 + Penalty 343.377201 = -133250.864736 nChanged 206 SP:Iteration 2F (94.855285 sec): 3 clusters Score: Raw -133733.577416 + Penalty 350.049924 = -133383.527492 nChanged 170 SP:Iteration 3F (94.858544 sec): 3 clusters Score: Raw -133893.565147 + Penalty 356.097474 = -133537.467673 nChanged 118 SP:Iteration 4F (94.861826 sec): 3 clusters Score: Raw -133972.366713 + Penalty 363.432501 = -133608.934212 nChanged 65 SP:Iteration 5Q (94.865021 sec): 3 clusters Score: Raw -134009.571231 + Penalty 372.804808 = -133636.766423 nChanged 53 SP:Iteration 6Q (94.868147 sec): 3 clusters Score: Raw -134037.296739 + Penalty 379.091994 = -133658.204745 nChanged 39 SP:Iteration 7Q (94.871243 sec): 3 clusters Score: Raw -134055.181135 + Penalty 382.854157 = -133672.326978 nChanged 22 SP:Iteration 8Q (94.874311 sec): 3 clusters Score: Raw -134064.213013 + Penalty 390.572478 = -133673.640535 nChanged 25 SP:Iteration 9Q (94.877279 sec): 3 clusters Score: Raw -134079.331720 + Penalty 400.422081 = -133678.909639 nChanged 30 SP:Iteration 10F (94.880558 sec): 3 clusters Score: Raw -134098.404780 + Penalty 410.402548 = -133688.002231 nChanged 33 SP:Iteration 11Q (94.883494 sec): 3 clusters Score: Raw -134118.148059 + Penalty 423.479030 = -133694.669029 nChanged 32 SP:Iteration 12Q (94.886473 sec): 3 clusters Score: Raw -134138.824085 + Penalty 442.498874 = -133696.325211 nChanged 29 SP:Iteration 13Q (94.889479 sec): 3 clusters Score: Raw -134161.615369 + Penalty 463.999262 = -133697.616106 nChanged 27 SP:Iteration 14Q (94.892428 sec): 3 clusters Score: Raw -134186.712919 + Penalty 476.260596 = -133710.452323 nChanged 20 SP:Iteration 15Q (94.895299 sec): 3 clusters Score: Raw -134202.308154 + Penalty 491.064120 = -133711.244034 nChanged 13 SP:Iteration 16Q (94.898169 sec): 3 clusters Score: Raw -134212.313259 + Penalty 502.979618 = -133709.333641 nChanged 11 SP:Iteration 17F (94.901502 sec): 3 clusters Score: Raw -134219.898773 + Penalty 510.115701 = -133709.783072 nChanged 5 SP:Iteration 18Q (94.904300 sec): 3 clusters Score: Raw -134221.607490 + Penalty 523.292095 = -133698.315395 nChanged 8 SP:Iteration 19F (94.907615 sec): 3 clusters Score: Raw -134225.991414 + Penalty 535.380711 = -133690.610702 nChanged 10 SP:Iteration 20F (94.910926 sec): 3 clusters Score: Raw -134231.902511 + Penalty 536.574748 = -133695.327763 nChanged 6 SP:Iteration 21Q (94.913639 sec): 3 clusters Score: Raw -134235.547151 + Penalty 535.857632 = -133699.689518 nChanged 6 SP:Iteration 22Q (94.916393 sec): 3 clusters Score: Raw -134242.251159 + Penalty 536.000639 = -133706.250521 nChanged 2 SP:Iteration 23Q (94.919127 sec): 3 clusters Score: Raw -134243.947588 + Penalty 533.048948 = -133710.898639 nChanged 1 SP:Iteration 24Q (94.921868 sec): 3 clusters Score: Raw -134245.137169 + Penalty 533.048948 = -133712.088221 nChanged 0 SP:Iteration 25F (94.925166 sec): 3 clusters Score: Raw -134245.137169 + Penalty 533.048948 = -133712.088221 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.941434 sec): 2 clusters Score: Raw -266711.847153 + Penalty 442.996383 = -266268.850771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.947729 sec): 3 clusters Score: Raw -264770.943398 + Penalty 873.383571 = -263897.559827 nChanged 1414 SP:Iteration 1F (94.953542 sec): 3 clusters Score: Raw -265668.791196 + Penalty 881.080981 = -264787.710215 nChanged 376 SP:Iteration 2F (94.959374 sec): 3 clusters Score: Raw -265988.495420 + Penalty 913.977456 = -265074.517964 nChanged 301 SP:Iteration 3F (94.965109 sec): 3 clusters Score: Raw -266280.589823 + Penalty 965.529398 = -265315.060425 nChanged 210 SP:Iteration 4F (94.970939 sec): 3 clusters Score: Raw -266475.317966 + Penalty 1014.909301 = -265460.408665 nChanged 128 SP:Iteration 5Q (94.976606 sec): 3 clusters Score: Raw -266584.406112 + Penalty 1046.484648 = -265537.921465 nChanged 72 SP:Iteration 6Q (94.981992 sec): 3 clusters Score: Raw -266644.044273 + Penalty 1076.418297 = -265567.625975 nChanged 40 SP:Iteration 7Q (94.987775 sec): 3 clusters Score: Raw -266685.151565 + Penalty 1090.109249 = -265595.042316 nChanged 25 SP:Iteration 8Q (94.992972 sec): 3 clusters Score: Raw -266712.165973 + Penalty 1110.816884 = -265601.349089 nChanged 26 SP:Iteration 9Q (94.997842 sec): 3 clusters Score: Raw -266735.449900 + Penalty 1122.363210 = -265613.086690 nChanged 17 SP:Iteration 10F (95.003536 sec): 3 clusters Score: Raw -266746.124921 + Penalty 1124.780094 = -265621.344827 nChanged 6 SP:Iteration 11Q (95.008263 sec): 3 clusters Score: Raw -266749.567677 + Penalty 1129.475661 = -265620.092016 nChanged 7 SP:Iteration 12F (95.013964 sec): 3 clusters Score: Raw -266752.182462 + Penalty 1134.785674 = -265617.396788 nChanged 6 SP:Iteration 13F (95.019738 sec): 3 clusters Score: Raw -266754.199834 + Penalty 1139.564993 = -265614.634841 nChanged 4 SP:Iteration 14F (95.025453 sec): 3 clusters Score: Raw -266754.792972 + Penalty 1140.538487 = -265614.254485 nChanged 2 SP:Iteration 15F (95.031157 sec): 3 clusters Score: Raw -266755.602680 + Penalty 1142.567321 = -265613.035359 nChanged 2 SP:Iteration 16F (95.036846 sec): 3 clusters Score: Raw -266756.046197 + Penalty 1142.985233 = -265613.060964 nChanged 2 SP:Iteration 17Q (95.041606 sec): 3 clusters Score: Raw -266757.630380 + Penalty 1141.678130 = -265615.952250 nChanged 5 SP:Iteration 18Q (95.046289 sec): 3 clusters Score: Raw -266758.916441 + Penalty 1146.941162 = -265611.975279 nChanged 3 SP:Iteration 19F (95.052390 sec): 3 clusters Score: Raw -266760.546461 + Penalty 1148.268642 = -265612.277819 nChanged 3 SP:Iteration 20F (95.058185 sec): 3 clusters Score: Raw -266761.113913 + Penalty 1153.462889 = -265607.651024 nChanged 3 SP:Iteration 21F (95.063961 sec): 3 clusters Score: Raw -266762.100533 + Penalty 1155.739231 = -265606.361302 nChanged 1 SP:Iteration 22F (95.069666 sec): 3 clusters Score: Raw -266762.360645 + Penalty 1157.266353 = -265605.094293 nChanged 1 SP:Iteration 23F (95.075396 sec): 3 clusters Score: Raw -266762.645040 + Penalty 1157.266353 = -265605.378687 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.148746 sec): 2 clusters Score: Raw -1218838.911115 + Penalty 214.230347 = -1218624.680768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.179533 sec): 3 clusters Score: Raw -1208262.018217 + Penalty 440.307686 = -1207821.710532 nChanged 7439 SP:Iteration 1F (95.210176 sec): 3 clusters Score: Raw -1211314.057381 + Penalty 479.401762 = -1210834.655619 nChanged 2629 SP:Iteration 2F (95.240609 sec): 3 clusters Score: Raw -1213779.055000 + Penalty 512.248149 = -1213266.806851 nChanged 1875 SP:Iteration 3F (95.272232 sec): 3 clusters Score: Raw -1215963.633813 + Penalty 522.696315 = -1215440.937498 nChanged 1257 SP:Iteration 4F (95.303253 sec): 3 clusters Score: Raw -1217548.493323 + Penalty 506.841704 = -1217041.651619 nChanged 583 SP:Iteration 5Q (95.331169 sec): 3 clusters Score: Raw -1218260.948580 + Penalty 491.442988 = -1217769.505592 nChanged 270 SP:Iteration 6Q (95.358287 sec): 3 clusters Score: Raw -1218504.657686 + Penalty 482.336715 = -1218022.320971 nChanged 163 SP:Iteration 7Q (95.384536 sec): 3 clusters Score: Raw -1218622.414724 + Penalty 470.025568 = -1218152.389156 nChanged 109 SP:Iteration 8Q (95.410324 sec): 3 clusters Score: Raw -1218692.581652 + Penalty 462.623747 = -1218229.957905 nChanged 78 SP:Iteration 9Q (95.435948 sec): 3 clusters Score: Raw -1218740.138114 + Penalty 452.219389 = -1218287.918725 nChanged 59 SP:Iteration 10F (95.467625 sec): 3 clusters Score: Raw -1218770.628414 + Penalty 448.667764 = -1218321.960650 nChanged 34 SP:Iteration 11Q (95.493034 sec): 3 clusters Score: Raw -1218786.040563 + Penalty 448.084458 = -1218337.956104 nChanged 26 SP:Iteration 12Q (95.518551 sec): 3 clusters Score: Raw -1218797.970287 + Penalty 448.989012 = -1218348.981275 nChanged 20 SP:Iteration 13Q (95.543790 sec): 3 clusters Score: Raw -1218806.935459 + Penalty 444.170716 = -1218362.764743 nChanged 13 SP:Iteration 14Q (95.569303 sec): 3 clusters Score: Raw -1218812.247419 + Penalty 440.458520 = -1218371.788899 nChanged 10 SP:Iteration 15Q (95.594275 sec): 3 clusters Score: Raw -1218815.211046 + Penalty 440.560376 = -1218374.650669 nChanged 7 SP:Iteration 16Q (95.619225 sec): 3 clusters Score: Raw -1218817.181400 + Penalty 440.725631 = -1218376.455770 nChanged 5 SP:Iteration 17Q (95.644104 sec): 3 clusters Score: Raw -1218818.571803 + Penalty 439.986213 = -1218378.585591 nChanged 2 SP:Iteration 18Q (95.669745 sec): 3 clusters Score: Raw -1218818.419853 + Penalty 437.990220 = -1218380.429633 nChanged 1 SP:Iteration 19Q (95.694575 sec): 3 clusters Score: Raw -1218818.542083 + Penalty 437.990220 = -1218380.551863 nChanged 0 SP:Iteration 20F (95.725613 sec): 3 clusters Score: Raw -1218818.542083 + Penalty 437.990220 = -1218380.551863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 12 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.734838 sec): 2 clusters Score: Raw -4380.613403 + Penalty 317.716695 = -4062.896707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.735167 sec): 3 clusters Score: Raw -4370.468484 + Penalty 633.318592 = -3737.149892 nChanged 2 SP:Iteration 1Q (95.735481 sec): 3 clusters Score: Raw -4374.928909 + Penalty 633.444343 = -3741.484566 nChanged 2 SP:Iteration 2Q (95.735790 sec): 3 clusters Score: Raw -4379.992564 + Penalty 634.548311 = -3745.444254 nChanged 3 SP:Iteration 3F (95.736094 sec): 3 clusters Score: Raw -4386.034949 + Penalty 634.548311 = -3751.486639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.736935 sec): 2 clusters Score: Raw -9033.570424 + Penalty 201.421187 = -8832.149236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.737370 sec): 3 clusters Score: Raw -9004.756260 + Penalty 403.005504 = -8601.750755 nChanged 30 SP:Iteration 1F (95.737798 sec): 3 clusters Score: Raw -9030.557156 + Penalty 403.526908 = -8627.030249 nChanged 3 SP:Iteration 2Q (95.738220 sec): 3 clusters Score: Raw -9037.778918 + Penalty 404.216430 = -8633.562488 nChanged 2 SP:Iteration 3Q (95.738641 sec): 3 clusters Score: Raw -9039.955485 + Penalty 405.283113 = -8634.672372 nChanged 2 SP:Iteration 4Q (95.739062 sec): 3 clusters Score: Raw -9046.464588 + Penalty 404.242120 = -8642.222469 nChanged 2 SP:Iteration 5Q (95.739486 sec): 3 clusters Score: Raw -9055.156393 + Penalty 402.918703 = -8652.237690 nChanged 5 SP:Iteration 6Q (95.739912 sec): 3 clusters Score: Raw -9072.300402 + Penalty 402.842375 = -8669.458027 nChanged 1 SP:Iteration 7Q (95.740329 sec): 3 clusters Score: Raw -9073.513372 + Penalty 402.859009 = -8670.654363 nChanged 1 SP:Iteration 8Q (95.740741 sec): 3 clusters Score: Raw -9073.933119 + Penalty 402.842375 = -8671.090744 nChanged 1 SP:Iteration 9Q (95.741184 sec): 3 clusters Score: Raw -9086.628308 + Penalty 402.987603 = -8683.640704 nChanged 1 SP:Iteration 10F (95.741611 sec): 3 clusters Score: Raw -9087.004190 + Penalty 403.119447 = -8683.884742 nChanged 1 SP:Iteration 11Q (95.742021 sec): 3 clusters Score: Raw -9087.316603 + Penalty 403.119447 = -8684.197155 nChanged 0 SP:Iteration 12F (95.742446 sec): 3 clusters Score: Raw -9087.316603 + Penalty 403.119447 = -8684.197155 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.750544 sec): 2 clusters Score: Raw -136490.328466 + Penalty 416.247814 = -136074.080652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.753853 sec): 3 clusters Score: Raw -135597.485193 + Penalty 840.707856 = -134756.777337 nChanged 661 SP:Iteration 1F (95.756852 sec): 3 clusters Score: Raw -136040.291529 + Penalty 857.944157 = -135182.347372 nChanged 196 SP:Iteration 2F (95.759836 sec): 3 clusters Score: Raw -136211.114186 + Penalty 882.781080 = -135328.333106 nChanged 144 SP:Iteration 3F (95.762782 sec): 3 clusters Score: Raw -136342.575391 + Penalty 908.202862 = -135434.372529 nChanged 104 SP:Iteration 4F (95.765930 sec): 3 clusters Score: Raw -136437.370803 + Penalty 928.393548 = -135508.977255 nChanged 70 SP:Iteration 5Q (95.768982 sec): 3 clusters Score: Raw -136510.178586 + Penalty 949.073193 = -135561.105392 nChanged 48 SP:Iteration 6Q (95.771912 sec): 3 clusters Score: Raw -136552.381739 + Penalty 962.414310 = -135589.967429 nChanged 32 SP:Iteration 7Q (95.774750 sec): 3 clusters Score: Raw -136575.916832 + Penalty 971.002491 = -135604.914341 nChanged 19 SP:Iteration 8Q (95.777495 sec): 3 clusters Score: Raw -136595.310889 + Penalty 976.082468 = -135619.228421 nChanged 14 SP:Iteration 9Q (95.780150 sec): 3 clusters Score: Raw -136603.055854 + Penalty 979.553384 = -135623.502471 nChanged 10 SP:Iteration 10F (95.783202 sec): 3 clusters Score: Raw -136610.309252 + Penalty 984.418315 = -135625.890937 nChanged 8 SP:Iteration 11Q (95.785894 sec): 3 clusters Score: Raw -136616.002533 + Penalty 985.924458 = -135630.078075 nChanged 5 SP:Iteration 12Q (95.788564 sec): 3 clusters Score: Raw -136617.146570 + Penalty 988.145394 = -135629.001177 nChanged 5 SP:Iteration 13F (95.791519 sec): 3 clusters Score: Raw -136618.995103 + Penalty 989.693150 = -135629.301954 nChanged 3 SP:Iteration 14Q (95.794172 sec): 3 clusters Score: Raw -136621.200119 + Penalty 990.136097 = -135631.064021 nChanged 2 SP:Iteration 15Q (95.796806 sec): 3 clusters Score: Raw -136622.989275 + Penalty 991.354142 = -135631.635133 nChanged 2 SP:Iteration 16Q (95.799390 sec): 3 clusters Score: Raw -136623.654078 + Penalty 992.078514 = -135631.575564 nChanged 1 SP:Iteration 17F (95.802310 sec): 3 clusters Score: Raw -136624.628205 + Penalty 992.706414 = -135631.921791 nChanged 1 SP:Iteration 18Q (95.804951 sec): 3 clusters Score: Raw -136624.812268 + Penalty 992.706414 = -135632.105854 nChanged 0 SP:Iteration 19F (95.807927 sec): 3 clusters Score: Raw -136624.812268 + Penalty 992.706414 = -135632.105854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.811916 sec): 2 clusters Score: Raw -22037.882643 + Penalty 568.331094 = -21469.551549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.812654 sec): 3 clusters Score: Raw -21975.125888 + Penalty 1135.475523 = -20839.650364 nChanged 66 SP:Iteration 1F (95.813368 sec): 3 clusters Score: Raw -22071.203510 + Penalty 1135.380687 = -20935.822823 nChanged 24 SP:Iteration 2F (95.814072 sec): 3 clusters Score: Raw -22103.581122 + Penalty 1135.328193 = -20968.252929 nChanged 4 SP:Iteration 3Q (95.814753 sec): 3 clusters Score: Raw -22105.933081 + Penalty 1134.127419 = -20971.805662 nChanged 4 SP:Iteration 4Q (95.815433 sec): 3 clusters Score: Raw -22111.809113 + Penalty 1133.588611 = -20978.220503 nChanged 3 SP:Iteration 5Q (95.816145 sec): 3 clusters Score: Raw -22114.709857 + Penalty 1134.503022 = -20980.206835 nChanged 2 SP:Iteration 6Q (95.816823 sec): 3 clusters Score: Raw -22117.865368 + Penalty 1136.991116 = -20980.874252 nChanged 4 SP:Iteration 7Q (95.817519 sec): 3 clusters Score: Raw -22121.154394 + Penalty 1139.145457 = -20982.008937 nChanged 3 SP:Iteration 8Q (95.818198 sec): 3 clusters Score: Raw -22122.360797 + Penalty 1139.827196 = -20982.533601 nChanged 1 SP:Iteration 9Q (95.818872 sec): 3 clusters Score: Raw -22123.397397 + Penalty 1139.827196 = -20983.570202 nChanged 0 SP:Iteration 10F (95.819573 sec): 3 clusters Score: Raw -22123.397397 + Penalty 1139.827196 = -20983.570202 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 16 (2932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.833150 sec): 2 clusters Score: Raw -244652.984410 + Penalty 478.664454 = -244174.319956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.838899 sec): 3 clusters Score: Raw -242887.446607 + Penalty 956.526071 = -241930.920536 nChanged 1271 SP:Iteration 1F (95.844428 sec): 3 clusters Score: Raw -244029.438195 + Penalty 954.720996 = -243074.717198 nChanged 338 SP:Iteration 2F (95.850043 sec): 3 clusters Score: Raw -244329.374021 + Penalty 955.355391 = -243374.018630 nChanged 188 SP:Iteration 3F (95.855603 sec): 3 clusters Score: Raw -244441.470158 + Penalty 955.613965 = -243485.856193 nChanged 109 SP:Iteration 4Q (95.861041 sec): 3 clusters Score: Raw -244490.446998 + Penalty 955.242882 = -243535.204116 nChanged 74 SP:Iteration 5Q (95.866844 sec): 3 clusters Score: Raw -244522.717704 + Penalty 955.692453 = -243567.025251 nChanged 55 SP:Iteration 6Q (95.872390 sec): 3 clusters Score: Raw -244548.034383 + Penalty 955.938960 = -243592.095422 nChanged 57 SP:Iteration 7Q (95.877811 sec): 3 clusters Score: Raw -244569.714595 + Penalty 956.730050 = -243612.984545 nChanged 43 SP:Iteration 8Q (95.883338 sec): 3 clusters Score: Raw -244586.131188 + Penalty 958.073336 = -243628.057852 nChanged 45 SP:Iteration 9Q (95.888693 sec): 3 clusters Score: Raw -244599.676268 + Penalty 960.086876 = -243639.589393 nChanged 32 SP:Iteration 10F (95.894201 sec): 3 clusters Score: Raw -244607.220649 + Penalty 961.481065 = -243645.739584 nChanged 21 SP:Iteration 11Q (95.899671 sec): 3 clusters Score: Raw -244610.893780 + Penalty 962.766561 = -243648.127219 nChanged 14 SP:Iteration 12Q (95.905081 sec): 3 clusters Score: Raw -244614.103577 + Penalty 963.051121 = -243651.052456 nChanged 14 SP:Iteration 13Q (95.910448 sec): 3 clusters Score: Raw -244616.611814 + Penalty 963.369134 = -243653.242680 nChanged 9 SP:Iteration 14Q (95.915788 sec): 3 clusters Score: Raw -244617.623514 + Penalty 963.236016 = -243654.387498 nChanged 3 SP:Iteration 15Q (95.921131 sec): 3 clusters Score: Raw -244617.817574 + Penalty 963.003159 = -243654.814415 nChanged 4 SP:Iteration 16Q (95.926457 sec): 3 clusters Score: Raw -244618.062569 + Penalty 963.153628 = -243654.908942 nChanged 3 SP:Iteration 17Q (95.931911 sec): 3 clusters Score: Raw -244618.236949 + Penalty 963.283951 = -243654.952997 nChanged 1 SP:Iteration 18Q (95.937283 sec): 3 clusters Score: Raw -244618.351687 + Penalty 963.388686 = -243654.963001 nChanged 1 SP:Iteration 19Q (95.942747 sec): 3 clusters Score: Raw -244618.604256 + Penalty 963.898978 = -243654.705278 nChanged 4 SP:Iteration 20F (95.948275 sec): 3 clusters Score: Raw -244619.077599 + Penalty 963.898978 = -243655.178620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.955703 sec): 2 clusters Score: Raw -1410.202232 + Penalty 60.951879 = -1349.250354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.955976 sec): 3 clusters Score: Raw -1440.753159 + Penalty 125.670903 = -1315.082256 nChanged 2 SP:Iteration 1F (95.956241 sec): 3 clusters Score: Raw -1445.445372 + Penalty 123.812021 = -1321.633351 nChanged 1 SP:Iteration 2Q (95.956505 sec): 3 clusters Score: Raw -1451.800847 + Penalty 123.812021 = -1327.988825 nChanged 0 SP:Iteration 3F (95.956738 sec): 3 clusters Score: Raw -1451.800847 + Penalty 123.812021 = -1327.988825 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.964970 sec): 2 clusters Score: Raw -213403.761767 + Penalty 491.244566 = -212912.517201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.970031 sec): 3 clusters Score: Raw -212002.344612 + Penalty 980.084766 = -211022.259845 nChanged 1034 SP:Iteration 1F (95.974874 sec): 3 clusters Score: Raw -212553.832952 + Penalty 975.985630 = -211577.847322 nChanged 263 SP:Iteration 2F (95.979685 sec): 3 clusters Score: Raw -212813.779531 + Penalty 969.481606 = -211844.297926 nChanged 286 SP:Iteration 3F (95.984459 sec): 3 clusters Score: Raw -213130.701434 + Penalty 965.854839 = -212164.846595 nChanged 205 SP:Iteration 4F (95.989258 sec): 3 clusters Score: Raw -213343.864420 + Penalty 965.226533 = -212378.637887 nChanged 153 SP:Iteration 5F (95.993933 sec): 3 clusters Score: Raw -213477.733282 + Penalty 967.749604 = -212509.983678 nChanged 98 SP:Iteration 6Q (95.998614 sec): 3 clusters Score: Raw -213538.650278 + Penalty 969.876355 = -212568.773922 nChanged 54 SP:Iteration 7Q (96.003158 sec): 3 clusters Score: Raw -213563.915507 + Penalty 971.525138 = -212592.390369 nChanged 47 SP:Iteration 8Q (96.007685 sec): 3 clusters Score: Raw -213584.016761 + Penalty 974.405563 = -212609.611198 nChanged 47 SP:Iteration 9Q (96.012234 sec): 3 clusters Score: Raw -213602.313827 + Penalty 975.988205 = -212626.325622 nChanged 26 SP:Iteration 10F (96.016933 sec): 3 clusters Score: Raw -213611.681202 + Penalty 977.842516 = -212633.838686 nChanged 24 SP:Iteration 11Q (96.021487 sec): 3 clusters Score: Raw -213618.864610 + Penalty 978.740032 = -212640.124578 nChanged 12 SP:Iteration 12Q (96.025876 sec): 3 clusters Score: Raw -213623.159979 + Penalty 979.576212 = -212643.583767 nChanged 12 SP:Iteration 13Q (96.030317 sec): 3 clusters Score: Raw -213627.279406 + Penalty 980.358491 = -212646.920915 nChanged 11 SP:Iteration 14Q (96.034901 sec): 3 clusters Score: Raw -213631.354529 + Penalty 981.124577 = -212650.229951 nChanged 11 SP:Iteration 15Q (96.039407 sec): 3 clusters Score: Raw -213634.369244 + Penalty 981.529085 = -212652.840159 nChanged 6 SP:Iteration 16Q (96.043808 sec): 3 clusters Score: Raw -213636.280453 + Penalty 982.133007 = -212654.147447 nChanged 9 SP:Iteration 17Q (96.048217 sec): 3 clusters Score: Raw -213638.430521 + Penalty 982.909305 = -212655.521216 nChanged 12 SP:Iteration 18Q (96.052719 sec): 3 clusters Score: Raw -213640.530384 + Penalty 983.698294 = -212656.832091 nChanged 12 SP:Iteration 19Q (96.057230 sec): 3 clusters Score: Raw -213643.380288 + Penalty 984.033454 = -212659.346834 nChanged 5 SP:Iteration 20F (96.062006 sec): 3 clusters Score: Raw -213644.082115 + Penalty 984.165626 = -212659.916489 nChanged 2 SP:Iteration 21Q (96.066469 sec): 3 clusters Score: Raw -213644.231839 + Penalty 984.436334 = -212659.795505 nChanged 4 SP:Iteration 22F (96.071426 sec): 3 clusters Score: Raw -213644.991421 + Penalty 984.634875 = -212660.356546 nChanged 3 SP:Iteration 23Q (96.075886 sec): 3 clusters Score: Raw -213645.422928 + Penalty 984.879511 = -212660.543417 nChanged 4 SP:Iteration 24Q (96.080355 sec): 3 clusters Score: Raw -213646.586257 + Penalty 985.068286 = -212661.517971 nChanged 3 SP:Iteration 25Q (96.084835 sec): 3 clusters Score: Raw -213647.039910 + Penalty 985.200878 = -212661.839032 nChanged 2 SP:Iteration 26Q (96.089230 sec): 3 clusters Score: Raw -213647.322277 + Penalty 985.270193 = -212662.052084 nChanged 1 SP:Iteration 27Q (96.093687 sec): 3 clusters Score: Raw -213647.389235 + Penalty 985.402217 = -212661.987017 nChanged 2 SP:Iteration 28F (96.098358 sec): 3 clusters Score: Raw -213647.720237 + Penalty 985.462847 = -212662.257390 nChanged 1 SP:Iteration 29Q (96.102853 sec): 3 clusters Score: Raw -213647.967630 + Penalty 985.519770 = -212662.447861 nChanged 1 SP:Iteration 30F (96.107454 sec): 3 clusters Score: Raw -213648.187384 + Penalty 985.519770 = -212662.667615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 21 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.108842 sec): 2 clusters Score: Raw -5285.778892 + Penalty 38.521875 = -5247.257017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.109182 sec): 3 clusters Score: Raw -5252.328606 + Penalty 81.775633 = -5170.552973 nChanged 19 SP:Iteration 1F (96.109486 sec): 3 clusters Score: Raw -5269.754418 + Penalty 80.495105 = -5189.259314 nChanged 6 SP:Iteration 2F (96.109810 sec): 3 clusters Score: Raw -5274.454572 + Penalty 95.092045 = -5179.362527 nChanged 7 SP:Iteration 3F (96.110115 sec): 3 clusters Score: Raw -5283.480106 + Penalty 142.230169 = -5141.249937 nChanged 4 SP:Iteration 4F (96.110421 sec): 3 clusters Score: Raw -5286.975703 + Penalty 140.258842 = -5146.716861 nChanged 1 SP:Iteration 5Q (96.110705 sec): 3 clusters Score: Raw -5288.036787 + Penalty 140.258842 = -5147.777946 nChanged 0 SP:Iteration 6F (96.111003 sec): 3 clusters Score: Raw -5288.036787 + Penalty 140.258842 = -5147.777946 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.115319 sec): 2 clusters Score: Raw -59680.665674 + Penalty 747.545255 = -58933.120419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.116905 sec): 3 clusters Score: Raw -59411.340549 + Penalty 1526.408859 = -57884.931691 nChanged 199 SP:Iteration 1F (96.118419 sec): 3 clusters Score: Raw -59607.984420 + Penalty 1551.018002 = -58056.966418 nChanged 61 SP:Iteration 2F (96.119947 sec): 3 clusters Score: Raw -59690.112270 + Penalty 1569.232347 = -58120.879924 nChanged 35 SP:Iteration 3Q (96.121442 sec): 3 clusters Score: Raw -59735.383848 + Penalty 1595.847026 = -58139.536822 nChanged 27 SP:Iteration 4Q (96.122931 sec): 3 clusters Score: Raw -59777.191710 + Penalty 1610.049877 = -58167.141832 nChanged 18 SP:Iteration 5Q (96.124393 sec): 3 clusters Score: Raw -59800.965924 + Penalty 1609.915318 = -58191.050606 nChanged 9 SP:Iteration 6Q (96.125823 sec): 3 clusters Score: Raw -59815.196777 + Penalty 1610.254777 = -58204.942001 nChanged 6 SP:Iteration 7Q (96.127264 sec): 3 clusters Score: Raw -59821.502689 + Penalty 1609.386432 = -58212.116257 nChanged 2 SP:Iteration 8Q (96.128703 sec): 3 clusters Score: Raw -59822.802808 + Penalty 1608.242781 = -58214.560027 nChanged 2 SP:Iteration 9Q (96.130116 sec): 3 clusters Score: Raw -59824.122957 + Penalty 1607.589150 = -58216.533807 nChanged 1 SP:Iteration 10F (96.131637 sec): 3 clusters Score: Raw -59825.061825 + Penalty 1607.246848 = -58217.814977 nChanged 1 SP:Iteration 11Q (96.133067 sec): 3 clusters Score: Raw -59827.265197 + Penalty 1607.684850 = -58219.580347 nChanged 1 SP:Iteration 12Q (96.134483 sec): 3 clusters Score: Raw -59827.996237 + Penalty 1607.684850 = -58220.311387 nChanged 0 SP:Iteration 13F (96.135985 sec): 3 clusters Score: Raw -59827.996237 + Penalty 1607.684850 = -58220.311387 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 23 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.142563 sec): 2 clusters Score: Raw -87277.945502 + Penalty 473.185619 = -86804.759882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.144683 sec): 3 clusters Score: Raw -86707.367118 + Penalty 950.547435 = -85756.819683 nChanged 384 SP:Iteration 1F (96.146758 sec): 3 clusters Score: Raw -86900.834194 + Penalty 965.363869 = -85935.470325 nChanged 128 SP:Iteration 2F (96.148838 sec): 3 clusters Score: Raw -86987.961700 + Penalty 981.979479 = -86005.982221 nChanged 98 SP:Iteration 3F (96.150984 sec): 3 clusters Score: Raw -87061.842513 + Penalty 1001.389452 = -86060.453062 nChanged 77 SP:Iteration 4F (96.153114 sec): 3 clusters Score: Raw -87132.370170 + Penalty 1016.263341 = -86116.106829 nChanged 63 SP:Iteration 5F (96.155255 sec): 3 clusters Score: Raw -87200.110259 + Penalty 1024.994243 = -86175.116016 nChanged 44 SP:Iteration 6Q (96.157399 sec): 3 clusters Score: Raw -87242.057974 + Penalty 1026.353169 = -86215.704805 nChanged 25 SP:Iteration 7Q (96.159453 sec): 3 clusters Score: Raw -87261.947152 + Penalty 1024.013405 = -86237.933747 nChanged 17 SP:Iteration 8Q (96.161462 sec): 3 clusters Score: Raw -87276.270739 + Penalty 1024.082929 = -86252.187810 nChanged 13 SP:Iteration 9Q (96.163474 sec): 3 clusters Score: Raw -87283.876636 + Penalty 1024.969167 = -86258.907469 nChanged 9 SP:Iteration 10F (96.165608 sec): 3 clusters Score: Raw -87289.013699 + Penalty 1024.939767 = -86264.073932 nChanged 3 SP:Iteration 11Q (96.167557 sec): 3 clusters Score: Raw -87289.662355 + Penalty 1024.126276 = -86265.536079 nChanged 1 SP:Iteration 12Q (96.169497 sec): 3 clusters Score: Raw -87289.767452 + Penalty 1024.126276 = -86265.641176 nChanged 0 SP:Iteration 13F (96.171627 sec): 3 clusters Score: Raw -87289.767452 + Penalty 1024.126276 = -86265.641176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 24 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.175714 sec): 2 clusters Score: Raw -26344.998905 + Penalty 887.839949 = -25457.158955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.176537 sec): 3 clusters Score: Raw -26334.871832 + Penalty 1772.850609 = -24562.021223 nChanged 66 SP:Iteration 1F (96.177346 sec): 3 clusters Score: Raw -26468.697434 + Penalty 1771.416871 = -24697.280563 nChanged 15 SP:Iteration 2Q (96.178124 sec): 3 clusters Score: Raw -26493.601847 + Penalty 1769.894483 = -24723.707364 nChanged 9 SP:Iteration 3Q (96.178895 sec): 3 clusters Score: Raw -26513.801091 + Penalty 1769.965878 = -24743.835213 nChanged 4 SP:Iteration 4Q (96.179664 sec): 3 clusters Score: Raw -26525.739575 + Penalty 1770.073279 = -24755.666296 nChanged 4 SP:Iteration 5Q (96.180436 sec): 3 clusters Score: Raw -26536.599056 + Penalty 1771.245945 = -24765.353111 nChanged 4 SP:Iteration 6Q (96.181200 sec): 3 clusters Score: Raw -26558.594625 + Penalty 1771.519031 = -24787.075594 nChanged 4 SP:Iteration 7Q (96.181930 sec): 3 clusters Score: Raw -26571.695251 + Penalty 1771.795956 = -24799.899295 nChanged 1 SP:Iteration 8Q (96.182656 sec): 3 clusters Score: Raw -26573.080303 + Penalty 1771.795956 = -24801.284347 nChanged 0 SP:Iteration 9F (96.183430 sec): 3 clusters Score: Raw -26573.080303 + Penalty 1771.795956 = -24801.284347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.185389 sec): 2 clusters Score: Raw -36453.305175 + Penalty 253.460810 = -36199.844365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.186387 sec): 3 clusters Score: Raw -36230.050009 + Penalty 502.505569 = -35727.544440 nChanged 165 SP:Iteration 1F (96.187365 sec): 3 clusters Score: Raw -36331.415044 + Penalty 502.240204 = -35829.174839 nChanged 23 SP:Iteration 2F (96.188337 sec): 3 clusters Score: Raw -36340.195737 + Penalty 500.586097 = -35839.609639 nChanged 11 SP:Iteration 3Q (96.189331 sec): 3 clusters Score: Raw -36346.218527 + Penalty 498.603899 = -35847.614628 nChanged 12 SP:Iteration 4Q (96.190314 sec): 3 clusters Score: Raw -36350.112070 + Penalty 497.205919 = -35852.906151 nChanged 6 SP:Iteration 5Q (96.191284 sec): 3 clusters Score: Raw -36352.652021 + Penalty 496.779460 = -35855.872561 nChanged 8 SP:Iteration 6Q (96.192251 sec): 3 clusters Score: Raw -36359.377959 + Penalty 495.284324 = -35864.093635 nChanged 8 SP:Iteration 7Q (96.193213 sec): 3 clusters Score: Raw -36361.382424 + Penalty 495.496407 = -35865.886017 nChanged 6 SP:Iteration 8Q (96.194229 sec): 3 clusters Score: Raw -36364.813225 + Penalty 496.219574 = -35868.593651 nChanged 7 SP:Iteration 9Q (96.195197 sec): 3 clusters Score: Raw -36370.868325 + Penalty 497.073502 = -35873.794823 nChanged 12 SP:Iteration 10F (96.196165 sec): 3 clusters Score: Raw -36376.351762 + Penalty 497.306652 = -35879.045110 nChanged 12 SP:Iteration 11Q (96.197125 sec): 3 clusters Score: Raw -36383.744471 + Penalty 495.596825 = -35888.147646 nChanged 12 SP:Iteration 12Q (96.198103 sec): 3 clusters Score: Raw -36392.722697 + Penalty 497.188610 = -35895.534087 nChanged 10 SP:Iteration 13Q (96.199069 sec): 3 clusters Score: Raw -36399.549888 + Penalty 498.260778 = -35901.289110 nChanged 6 SP:Iteration 14Q (96.200021 sec): 3 clusters Score: Raw -36403.368318 + Penalty 500.458068 = -35902.910250 nChanged 9 SP:Iteration 15Q (96.200972 sec): 3 clusters Score: Raw -36410.842049 + Penalty 508.999397 = -35901.842653 nChanged 12 SP:Iteration 16F (96.201930 sec): 3 clusters Score: Raw -36420.082655 + Penalty 522.496846 = -35897.585809 nChanged 12 SP:Iteration 17F (96.202907 sec): 3 clusters Score: Raw -36427.581667 + Penalty 540.255961 = -35887.325705 nChanged 9 SP:Iteration 18F (96.203875 sec): 3 clusters Score: Raw -36433.108312 + Penalty 556.483798 = -35876.624514 nChanged 9 SP:Iteration 19F (96.204830 sec): 3 clusters Score: Raw -36438.185924 + Penalty 570.755438 = -35867.430486 nChanged 9 SP:Iteration 20F (96.205784 sec): 3 clusters Score: Raw -36444.861363 + Penalty 600.828770 = -35844.032594 nChanged 7 SP:Iteration 21F (96.206735 sec): 3 clusters Score: Raw -36450.494612 + Penalty 625.140818 = -35825.353794 nChanged 5 SP:Iteration 22F (96.207686 sec): 3 clusters Score: Raw -36454.661216 + Penalty 648.449549 = -35806.211667 nChanged 7 SP:Iteration 23F (96.208660 sec): 3 clusters Score: Raw -36463.557430 + Penalty 680.334742 = -35783.222688 nChanged 3 SP:Iteration 24F (96.209615 sec): 3 clusters Score: Raw -36469.517878 + Penalty 709.632951 = -35759.884927 nChanged 2 SP:Iteration 25F (96.210568 sec): 3 clusters Score: Raw -36471.455890 + Penalty 719.522599 = -35751.933291 nChanged 1 SP:Iteration 26F (96.211517 sec): 3 clusters Score: Raw -36473.085039 + Penalty 719.522599 = -35753.562440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 27 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.212020 sec): 2 clusters Score: Raw -82.292306 + Penalty 0.000000 = -82.292306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.212217 sec): 2 clusters Score: Raw -82.292306 + Penalty 0.000000 = -82.292306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 28 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.213210 sec): 2 clusters Score: Raw -13114.714626 + Penalty 540.124571 = -12574.590055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.213714 sec): 3 clusters Score: Raw -13101.155000 + Penalty 1082.282705 = -12018.872296 nChanged 21 SP:Iteration 1F (96.214190 sec): 3 clusters Score: Raw -13130.123702 + Penalty 1088.553608 = -12041.570094 nChanged 11 SP:Iteration 2F (96.214664 sec): 3 clusters Score: Raw -13150.923159 + Penalty 1096.848107 = -12054.075052 nChanged 6 SP:Iteration 3Q (96.215128 sec): 3 clusters Score: Raw -13161.085604 + Penalty 1103.853239 = -12057.232365 nChanged 4 SP:Iteration 4Q (96.215590 sec): 3 clusters Score: Raw -13170.588105 + Penalty 1105.625451 = -12064.962654 nChanged 3 SP:Iteration 5Q (96.216049 sec): 3 clusters Score: Raw -13172.979208 + Penalty 1108.527766 = -12064.451441 nChanged 2 SP:Iteration 6F (96.216518 sec): 3 clusters Score: Raw -13173.586512 + Penalty 1108.527766 = -12065.058746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.218458 sec): 2 clusters Score: Raw -26287.750083 + Penalty 740.034408 = -25547.715675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.219296 sec): 3 clusters Score: Raw -26214.041429 + Penalty 1479.506373 = -24734.535056 nChanged 81 SP:Iteration 1F (96.220114 sec): 3 clusters Score: Raw -26332.122667 + Penalty 1479.779093 = -24852.343574 nChanged 27 SP:Iteration 2F (96.220917 sec): 3 clusters Score: Raw -26384.614712 + Penalty 1480.174634 = -24904.440078 nChanged 12 SP:Iteration 3Q (96.221709 sec): 3 clusters Score: Raw -26402.596237 + Penalty 1479.967237 = -24922.628999 nChanged 9 SP:Iteration 4Q (96.222480 sec): 3 clusters Score: Raw -26411.999511 + Penalty 1480.335698 = -24931.663813 nChanged 4 SP:Iteration 5Q (96.223243 sec): 3 clusters Score: Raw -26418.190070 + Penalty 1480.468858 = -24937.721212 nChanged 3 SP:Iteration 6Q (96.224002 sec): 3 clusters Score: Raw -26419.344561 + Penalty 1480.468858 = -24938.875703 nChanged 0 SP:Iteration 7F (96.224798 sec): 3 clusters Score: Raw -26419.344561 + Penalty 1480.468858 = -24938.875703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 30 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.225618 sec): 2 clusters Score: Raw -7177.731066 + Penalty 539.441215 = -6638.289851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.226010 sec): 3 clusters Score: Raw -7215.396155 + Penalty 1079.511506 = -6135.884649 nChanged 5 SP:Iteration 1F (96.226398 sec): 3 clusters Score: Raw -7241.002460 + Penalty 1078.196250 = -6162.806210 nChanged 4 SP:Iteration 2Q (96.226757 sec): 3 clusters Score: Raw -7252.147463 + Penalty 1076.677056 = -6175.470407 nChanged 2 SP:Iteration 3Q (96.227115 sec): 3 clusters Score: Raw -7259.178016 + Penalty 1075.207168 = -6183.970848 nChanged 1 SP:Iteration 4Q (96.227471 sec): 3 clusters Score: Raw -7261.179297 + Penalty 1075.207168 = -6185.972129 nChanged 0 SP:Iteration 5F (96.227867 sec): 3 clusters Score: Raw -7261.179297 + Penalty 1075.207168 = -6185.972129 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.230907 sec): 2 clusters Score: Raw -74137.300754 + Penalty 760.804449 = -73376.496305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.232706 sec): 3 clusters Score: Raw -73778.733786 + Penalty 1524.076998 = -72254.656788 nChanged 277 SP:Iteration 1F (96.234460 sec): 3 clusters Score: Raw -73956.746120 + Penalty 1529.184850 = -72427.561270 nChanged 81 SP:Iteration 2F (96.236138 sec): 3 clusters Score: Raw -74031.976019 + Penalty 1536.910848 = -72495.065172 nChanged 58 SP:Iteration 3F (96.237767 sec): 3 clusters Score: Raw -74098.230678 + Penalty 1546.059907 = -72552.170771 nChanged 55 SP:Iteration 4F (96.239409 sec): 3 clusters Score: Raw -74155.274295 + Penalty 1553.941088 = -72601.333207 nChanged 36 SP:Iteration 5Q (96.241025 sec): 3 clusters Score: Raw -74193.478746 + Penalty 1563.343531 = -72630.135215 nChanged 32 SP:Iteration 6Q (96.242654 sec): 3 clusters Score: Raw -74252.298131 + Penalty 1566.520681 = -72685.777450 nChanged 32 SP:Iteration 7Q (96.244258 sec): 3 clusters Score: Raw -74292.272956 + Penalty 1569.604916 = -72722.668041 nChanged 27 SP:Iteration 8Q (96.245832 sec): 3 clusters Score: Raw -74317.222173 + Penalty 1570.975505 = -72746.246668 nChanged 14 SP:Iteration 9Q (96.247415 sec): 3 clusters Score: Raw -74328.356242 + Penalty 1573.911828 = -72754.444414 nChanged 10 SP:Iteration 10F (96.249055 sec): 3 clusters Score: Raw -74333.237876 + Penalty 1574.447031 = -72758.790845 nChanged 3 SP:Iteration 11Q (96.250635 sec): 3 clusters Score: Raw -74336.247295 + Penalty 1575.544419 = -72760.702876 nChanged 3 SP:Iteration 12Q (96.252209 sec): 3 clusters Score: Raw -74337.377591 + Penalty 1575.544419 = -72761.833171 nChanged 0 SP:Iteration 13F (96.253833 sec): 3 clusters Score: Raw -74337.377591 + Penalty 1575.544419 = -72761.833171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 34 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.254686 sec): 2 clusters Score: Raw -8631.818761 + Penalty 405.994552 = -8225.824209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.255092 sec): 3 clusters Score: Raw -8655.393817 + Penalty 807.791430 = -7847.602387 nChanged 15 SP:Iteration 1F (96.255498 sec): 3 clusters Score: Raw -8694.166077 + Penalty 807.937619 = -7886.228457 nChanged 1 SP:Iteration 2Q (96.255901 sec): 3 clusters Score: Raw -8695.349770 + Penalty 807.937619 = -7887.412150 nChanged 0 SP:Iteration 3F (96.256297 sec): 3 clusters Score: Raw -8695.349770 + Penalty 807.937619 = -7887.412150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.259381 sec): 2 clusters Score: Raw -82093.145064 + Penalty 811.305857 = -81281.839207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.261291 sec): 3 clusters Score: Raw -81705.022155 + Penalty 1622.312030 = -80082.710126 nChanged 303 SP:Iteration 1F (96.263155 sec): 3 clusters Score: Raw -81939.324551 + Penalty 1623.034735 = -80316.289816 nChanged 98 SP:Iteration 2F (96.265006 sec): 3 clusters Score: Raw -82040.730725 + Penalty 1624.515026 = -80416.215699 nChanged 63 SP:Iteration 3F (96.266863 sec): 3 clusters Score: Raw -82103.698932 + Penalty 1627.143077 = -80476.555854 nChanged 39 SP:Iteration 4Q (96.268677 sec): 3 clusters Score: Raw -82149.071161 + Penalty 1629.744019 = -80519.327143 nChanged 42 SP:Iteration 5Q (96.270475 sec): 3 clusters Score: Raw -82197.313936 + Penalty 1631.739163 = -80565.574772 nChanged 40 SP:Iteration 6Q (96.272285 sec): 3 clusters Score: Raw -82248.070252 + Penalty 1634.164474 = -80613.905778 nChanged 33 SP:Iteration 7Q (96.274100 sec): 3 clusters Score: Raw -82288.974937 + Penalty 1635.267311 = -80653.707625 nChanged 29 SP:Iteration 8Q (96.275918 sec): 3 clusters Score: Raw -82321.267544 + Penalty 1636.121350 = -80685.146194 nChanged 24 SP:Iteration 9Q (96.277731 sec): 3 clusters Score: Raw -82351.183927 + Penalty 1637.805869 = -80713.378058 nChanged 20 SP:Iteration 10F (96.279617 sec): 3 clusters Score: Raw -82373.180404 + Penalty 1637.063544 = -80736.116860 nChanged 18 SP:Iteration 11Q (96.281437 sec): 3 clusters Score: Raw -82387.619444 + Penalty 1636.218247 = -80751.401197 nChanged 17 SP:Iteration 12Q (96.283212 sec): 3 clusters Score: Raw -82396.956426 + Penalty 1636.533937 = -80760.422489 nChanged 3 SP:Iteration 13Q (96.284993 sec): 3 clusters Score: Raw -82399.033197 + Penalty 1636.859686 = -80762.173510 nChanged 1 SP:Iteration 14Q (96.286760 sec): 3 clusters Score: Raw -82399.646344 + Penalty 1637.154581 = -80762.491762 nChanged 1 SP:Iteration 15Q (96.288521 sec): 3 clusters Score: Raw -82400.301341 + Penalty 1637.876358 = -80762.424983 nChanged 2 SP:Iteration 16F (96.290376 sec): 3 clusters Score: Raw -82401.199946 + Penalty 1638.138912 = -80763.061034 nChanged 1 SP:Iteration 17Q (96.292141 sec): 3 clusters Score: Raw -82402.134075 + Penalty 1638.138912 = -80763.995163 nChanged 0 SP:Iteration 18F (96.293981 sec): 3 clusters Score: Raw -82402.134075 + Penalty 1638.138912 = -80763.995163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 37 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.294536 sec): 2 clusters Score: Raw -569.744921 + Penalty 108.190118 = -461.554804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.294764 sec): 3 clusters Score: Raw -576.948680 + Penalty 216.953822 = -359.994857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.296688 sec): 2 clusters Score: Raw -44278.425135 + Penalty 586.706918 = -43691.718216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.297826 sec): 3 clusters Score: Raw -44085.886410 + Penalty 1173.103893 = -42912.782517 nChanged 146 SP:Iteration 1F (96.298979 sec): 3 clusters Score: Raw -44191.300511 + Penalty 1174.673826 = -43016.626685 nChanged 41 SP:Iteration 2F (96.300062 sec): 3 clusters Score: Raw -44224.849996 + Penalty 1177.491678 = -43047.358318 nChanged 27 SP:Iteration 3F (96.301137 sec): 3 clusters Score: Raw -44245.797217 + Penalty 1179.988749 = -43065.808468 nChanged 17 SP:Iteration 4Q (96.302194 sec): 3 clusters Score: Raw -44257.152689 + Penalty 1183.539475 = -43073.613214 nChanged 15 SP:Iteration 5Q (96.303245 sec): 3 clusters Score: Raw -44266.084998 + Penalty 1187.611061 = -43078.473937 nChanged 12 SP:Iteration 6Q (96.304314 sec): 3 clusters Score: Raw -44273.265974 + Penalty 1191.507492 = -43081.758481 nChanged 9 SP:Iteration 7Q (96.305366 sec): 3 clusters Score: Raw -44278.997076 + Penalty 1192.927071 = -43086.070006 nChanged 7 SP:Iteration 8Q (96.306412 sec): 3 clusters Score: Raw -44281.895348 + Penalty 1196.337878 = -43085.557471 nChanged 7 SP:Iteration 9F (96.307467 sec): 3 clusters Score: Raw -44288.184410 + Penalty 1201.305630 = -43086.878780 nChanged 8 SP:Iteration 10F (96.308540 sec): 3 clusters Score: Raw -44293.970461 + Penalty 1205.600271 = -43088.370190 nChanged 6 SP:Iteration 11Q (96.309579 sec): 3 clusters Score: Raw -44297.559314 + Penalty 1207.206640 = -43090.352674 nChanged 2 SP:Iteration 12Q (96.310630 sec): 3 clusters Score: Raw -44298.926514 + Penalty 1208.211697 = -43090.714818 nChanged 2 SP:Iteration 13Q (96.311671 sec): 3 clusters Score: Raw -44299.808439 + Penalty 1209.489766 = -43090.318673 nChanged 2 SP:Iteration 14F (96.312720 sec): 3 clusters Score: Raw -44301.448484 + Penalty 1210.321381 = -43091.127103 nChanged 1 SP:Iteration 15Q (96.313765 sec): 3 clusters Score: Raw -44301.628600 + Penalty 1210.434742 = -43091.193859 nChanged 1 SP:Iteration 16Q (96.314809 sec): 3 clusters Score: Raw -44302.070460 + Penalty 1210.434742 = -43091.635719 nChanged 0 SP:Iteration 17F (96.315861 sec): 3 clusters Score: Raw -44302.070460 + Penalty 1210.434742 = -43091.635719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.316806 sec): 2 clusters Score: Raw -15392.557016 + Penalty 631.853163 = -14760.703853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.317334 sec): 3 clusters Score: Raw -15396.246693 + Penalty 1263.404697 = -14132.841995 nChanged 24 SP:Iteration 1F (96.317898 sec): 3 clusters Score: Raw -15445.535196 + Penalty 1265.669197 = -14179.865999 nChanged 9 SP:Iteration 2F (96.318433 sec): 3 clusters Score: Raw -15466.503333 + Penalty 1266.985760 = -14199.517573 nChanged 3 SP:Iteration 3Q (96.318945 sec): 3 clusters Score: Raw -15477.046040 + Penalty 1265.078122 = -14211.967918 nChanged 2 SP:Iteration 4Q (96.319452 sec): 3 clusters Score: Raw -15477.961061 + Penalty 1264.144451 = -14213.816610 nChanged 1 SP:Iteration 5Q (96.319959 sec): 3 clusters Score: Raw -15481.072713 + Penalty 1263.246015 = -14217.826698 nChanged 1 SP:Iteration 6Q (96.320469 sec): 3 clusters Score: Raw -15481.815674 + Penalty 1263.246015 = -14218.569659 nChanged 0 SP:Iteration 7F (96.320998 sec): 3 clusters Score: Raw -15481.815674 + Penalty 1263.246015 = -14218.569659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.322533 sec): 2 clusters Score: Raw -31719.032379 + Penalty 512.421368 = -31206.611011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.323407 sec): 3 clusters Score: Raw -31560.829988 + Penalty 1026.510901 = -30534.319086 nChanged 102 SP:Iteration 1F (96.324256 sec): 3 clusters Score: Raw -31635.013284 + Penalty 1026.742632 = -30608.270652 nChanged 19 SP:Iteration 2F (96.325100 sec): 3 clusters Score: Raw -31650.383294 + Penalty 1026.501131 = -30623.882164 nChanged 9 SP:Iteration 3Q (96.325940 sec): 3 clusters Score: Raw -31655.470196 + Penalty 1026.597657 = -30628.872539 nChanged 8 SP:Iteration 4Q (96.326809 sec): 3 clusters Score: Raw -31662.063899 + Penalty 1026.811223 = -30635.252677 nChanged 10 SP:Iteration 5Q (96.327667 sec): 3 clusters Score: Raw -31673.304319 + Penalty 1026.111373 = -30647.192946 nChanged 7 SP:Iteration 6Q (96.328509 sec): 3 clusters Score: Raw -31677.808254 + Penalty 1024.499940 = -30653.308314 nChanged 9 SP:Iteration 7Q (96.329344 sec): 3 clusters Score: Raw -31683.070705 + Penalty 1024.376160 = -30658.694546 nChanged 4 SP:Iteration 8Q (96.330176 sec): 3 clusters Score: Raw -31684.533719 + Penalty 1025.148448 = -30659.385271 nChanged 5 SP:Iteration 9Q (96.331011 sec): 3 clusters Score: Raw -31687.227547 + Penalty 1025.499238 = -30661.728309 nChanged 2 SP:Iteration 10F (96.331872 sec): 3 clusters Score: Raw -31690.217211 + Penalty 1025.540010 = -30664.677202 nChanged 2 SP:Iteration 11Q (96.332709 sec): 3 clusters Score: Raw -31692.218937 + Penalty 1025.621785 = -30666.597151 nChanged 2 SP:Iteration 12Q (96.333540 sec): 3 clusters Score: Raw -31693.632892 + Penalty 1025.222290 = -30668.410602 nChanged 2 SP:Iteration 13Q (96.334370 sec): 3 clusters Score: Raw -31694.269334 + Penalty 1025.222290 = -30669.047044 nChanged 0 SP:Iteration 14F (96.335207 sec): 3 clusters Score: Raw -31694.269334 + Penalty 1025.222290 = -30669.047044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.336676 sec): 2 clusters Score: Raw -31267.299934 + Penalty 696.802191 = -30570.497744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.337566 sec): 3 clusters Score: Raw -31166.879230 + Penalty 1393.188924 = -29773.690306 nChanged 92 SP:Iteration 1F (96.338425 sec): 3 clusters Score: Raw -31296.885200 + Penalty 1395.316078 = -29901.569122 nChanged 29 SP:Iteration 2F (96.339283 sec): 3 clusters Score: Raw -31327.718259 + Penalty 1396.400063 = -29931.318196 nChanged 17 SP:Iteration 3Q (96.340128 sec): 3 clusters Score: Raw -31355.226586 + Penalty 1395.876886 = -29959.349701 nChanged 4 SP:Iteration 4Q (96.340969 sec): 3 clusters Score: Raw -31362.039245 + Penalty 1395.075096 = -29966.964148 nChanged 2 SP:Iteration 5Q (96.341802 sec): 3 clusters Score: Raw -31363.991869 + Penalty 1396.030656 = -29967.961212 nChanged 3 SP:Iteration 6Q (96.342644 sec): 3 clusters Score: Raw -31366.670859 + Penalty 1395.778538 = -29970.892321 nChanged 2 SP:Iteration 7Q (96.343482 sec): 3 clusters Score: Raw -31369.674483 + Penalty 1396.830635 = -29972.843848 nChanged 1 SP:Iteration 8Q (96.344317 sec): 3 clusters Score: Raw -31369.787481 + Penalty 1397.869768 = -29971.917713 nChanged 1 SP:Iteration 9F (96.345175 sec): 3 clusters Score: Raw -31370.905934 + Penalty 1397.869768 = -29973.036166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.345688 sec): 2 clusters Score: Raw -826.193123 + Penalty 154.926387 = -671.266735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.345919 sec): 3 clusters Score: Raw -836.587506 + Penalty 308.017103 = -528.570402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 47 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.347031 sec): 2 clusters Score: Raw -21109.307788 + Penalty 748.222301 = -20361.085487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.347691 sec): 3 clusters Score: Raw -21069.246451 + Penalty 1504.789796 = -19564.456655 nChanged 43 SP:Iteration 1F (96.348310 sec): 3 clusters Score: Raw -21147.151767 + Penalty 1510.705904 = -19636.445863 nChanged 14 SP:Iteration 2F (96.348925 sec): 3 clusters Score: Raw -21180.861051 + Penalty 1514.994468 = -19665.866583 nChanged 6 SP:Iteration 3Q (96.349524 sec): 3 clusters Score: Raw -21193.582052 + Penalty 1516.980066 = -19676.601987 nChanged 4 SP:Iteration 4Q (96.350146 sec): 3 clusters Score: Raw -21200.237211 + Penalty 1517.533229 = -19682.703982 nChanged 1 SP:Iteration 5Q (96.350739 sec): 3 clusters Score: Raw -21201.273778 + Penalty 1520.055807 = -19681.217972 nChanged 2 SP:Iteration 6F (96.351372 sec): 3 clusters Score: Raw -21208.120175 + Penalty 1523.564166 = -19684.556009 nChanged 2 SP:Iteration 7Q (96.351964 sec): 3 clusters Score: Raw -21214.643817 + Penalty 1527.967568 = -19686.676249 nChanged 2 SP:Iteration 8Q (96.352544 sec): 3 clusters Score: Raw -21224.729313 + Penalty 1532.913893 = -19691.815420 nChanged 3 SP:Iteration 9Q (96.353120 sec): 3 clusters Score: Raw -21234.076216 + Penalty 1536.324551 = -19697.751665 nChanged 2 SP:Iteration 10F (96.353730 sec): 3 clusters Score: Raw -21240.434003 + Penalty 1539.758491 = -19700.675512 nChanged 2 SP:Iteration 11Q (96.354294 sec): 3 clusters Score: Raw -21246.628124 + Penalty 1542.608419 = -19704.019706 nChanged 1 SP:Iteration 12Q (96.354856 sec): 3 clusters Score: Raw -21249.036491 + Penalty 1545.955871 = -19703.080620 nChanged 2 SP:Iteration 13F (96.355466 sec): 3 clusters Score: Raw -21253.976002 + Penalty 1548.469223 = -19705.506779 nChanged 1 SP:Iteration 14Q (96.356046 sec): 3 clusters Score: Raw -21257.643205 + Penalty 1549.893073 = -19707.750132 nChanged 1 SP:Iteration 15Q (96.356605 sec): 3 clusters Score: Raw -21260.391184 + Penalty 1549.893073 = -19710.498111 nChanged 0 SP:Iteration 16F (96.357214 sec): 3 clusters Score: Raw -21260.391184 + Penalty 1549.893073 = -19710.498111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 49 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.358021 sec): 2 clusters Score: Raw -9450.246910 + Penalty 624.113308 = -8826.133602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.358437 sec): 3 clusters Score: Raw -9526.374009 + Penalty 1250.651535 = -8275.722474 nChanged 9 SP:Iteration 1F (96.358844 sec): 3 clusters Score: Raw -9547.845419 + Penalty 1250.098400 = -8297.747019 nChanged 2 SP:Iteration 2Q (96.359231 sec): 3 clusters Score: Raw -9551.497653 + Penalty 1250.098400 = -8301.399253 nChanged 0 SP:Iteration 3F (96.359638 sec): 3 clusters Score: Raw -9551.497653 + Penalty 1250.098400 = -8301.399253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.360158 sec): 2 clusters Score: Raw -1038.498582 + Penalty 222.607541 = -815.891041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.360396 sec): 3 clusters Score: Raw -1043.884684 + Penalty 441.537663 = -602.347021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.361317 sec): 2 clusters Score: Raw -15104.742741 + Penalty 786.969186 = -14317.773555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.361853 sec): 3 clusters Score: Raw -15151.801669 + Penalty 1573.978315 = -13577.823354 nChanged 17 SP:Iteration 1F (96.362382 sec): 3 clusters Score: Raw -15189.975138 + Penalty 1573.899006 = -13616.076132 nChanged 2 SP:Iteration 2Q (96.362892 sec): 3 clusters Score: Raw -15197.697232 + Penalty 1573.918815 = -13623.778417 nChanged 1 SP:Iteration 3Q (96.363394 sec): 3 clusters Score: Raw -15202.054298 + Penalty 1573.918815 = -13628.135484 nChanged 0 SP:Iteration 4F (96.363920 sec): 3 clusters Score: Raw -15202.054298 + Penalty 1573.918815 = -13628.135484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 52 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.370622 sec): 2 clusters Score: Raw -120631.967806 + Penalty 512.593005 = -120119.374801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.373347 sec): 3 clusters Score: Raw -119896.438688 + Penalty 1026.394499 = -118870.044189 nChanged 515 SP:Iteration 1F (96.376036 sec): 3 clusters Score: Raw -120175.734816 + Penalty 1028.485231 = -119147.249585 nChanged 129 SP:Iteration 2F (96.378735 sec): 3 clusters Score: Raw -120257.820925 + Penalty 1031.829295 = -119225.991631 nChanged 93 SP:Iteration 3F (96.381453 sec): 3 clusters Score: Raw -120311.648946 + Penalty 1037.617480 = -119274.031465 nChanged 77 SP:Iteration 4F (96.384121 sec): 3 clusters Score: Raw -120361.733696 + Penalty 1044.900154 = -119316.833542 nChanged 67 SP:Iteration 5F (96.386745 sec): 3 clusters Score: Raw -120405.155385 + Penalty 1052.283654 = -119352.871731 nChanged 58 SP:Iteration 6Q (96.389364 sec): 3 clusters Score: Raw -120445.100495 + Penalty 1061.553313 = -119383.547182 nChanged 57 SP:Iteration 7Q (96.391991 sec): 3 clusters Score: Raw -120505.157312 + Penalty 1073.071095 = -119432.086218 nChanged 51 SP:Iteration 8Q (96.394557 sec): 3 clusters Score: Raw -120545.050282 + Penalty 1083.007075 = -119462.043207 nChanged 33 SP:Iteration 9Q (96.397099 sec): 3 clusters Score: Raw -120566.684967 + Penalty 1092.076913 = -119474.608054 nChanged 26 SP:Iteration 10F (96.399730 sec): 3 clusters Score: Raw -120583.106840 + Penalty 1100.933589 = -119482.173251 nChanged 22 SP:Iteration 11Q (96.402225 sec): 3 clusters Score: Raw -120600.612155 + Penalty 1108.100262 = -119492.511893 nChanged 18 SP:Iteration 12Q (96.404672 sec): 3 clusters Score: Raw -120618.481433 + Penalty 1116.933810 = -119501.547623 nChanged 16 SP:Iteration 13Q (96.407339 sec): 3 clusters Score: Raw -120630.212642 + Penalty 1121.479564 = -119508.733078 nChanged 11 SP:Iteration 14Q (96.409991 sec): 3 clusters Score: Raw -120637.631454 + Penalty 1125.556598 = -119512.074857 nChanged 8 SP:Iteration 15Q (96.412608 sec): 3 clusters Score: Raw -120645.573550 + Penalty 1128.408063 = -119517.165488 nChanged 11 SP:Iteration 16Q (96.415166 sec): 3 clusters Score: Raw -120657.213832 + Penalty 1128.094998 = -119529.118834 nChanged 6 SP:Iteration 17Q (96.417727 sec): 3 clusters Score: Raw -120661.253118 + Penalty 1124.789407 = -119536.463711 nChanged 5 SP:Iteration 18Q (96.422064 sec): 3 clusters Score: Raw -120666.019901 + Penalty 1124.380213 = -119541.639688 nChanged 5 SP:Iteration 19Q (96.426182 sec): 3 clusters Score: Raw -120669.915307 + Penalty 1124.520045 = -119545.395262 nChanged 5 SP:Iteration 20F (96.430078 sec): 3 clusters Score: Raw -120673.029539 + Penalty 1124.573676 = -119548.455864 nChanged 3 SP:Iteration 21Q (96.432551 sec): 3 clusters Score: Raw -120676.133108 + Penalty 1125.822394 = -119550.310714 nChanged 4 SP:Iteration 22Q (96.434861 sec): 3 clusters Score: Raw -120679.744648 + Penalty 1129.746135 = -119549.998513 nChanged 4 SP:Iteration 23F (96.437525 sec): 3 clusters Score: Raw -120682.034373 + Penalty 1130.937417 = -119551.096956 nChanged 3 SP:Iteration 24Q (96.439750 sec): 3 clusters Score: Raw -120682.676603 + Penalty 1130.937417 = -119551.739186 nChanged 0 SP:Iteration 25F (96.442256 sec): 3 clusters Score: Raw -120682.676603 + Penalty 1130.937417 = -119551.739186 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.445723 sec): 2 clusters Score: Raw -59100.744055 + Penalty 309.145358 = -58791.598698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.447269 sec): 3 clusters Score: Raw -58725.119338 + Penalty 617.231952 = -58107.887386 nChanged 267 SP:Iteration 1F (96.448759 sec): 3 clusters Score: Raw -58921.567524 + Penalty 619.277752 = -58302.289773 nChanged 84 SP:Iteration 2F (96.450243 sec): 3 clusters Score: Raw -58992.297450 + Penalty 622.587343 = -58369.710107 nChanged 62 SP:Iteration 3F (96.451700 sec): 3 clusters Score: Raw -59035.370601 + Penalty 624.751074 = -58410.619527 nChanged 35 SP:Iteration 4Q (96.453123 sec): 3 clusters Score: Raw -59056.510823 + Penalty 626.323872 = -58430.186951 nChanged 22 SP:Iteration 5Q (96.454585 sec): 3 clusters Score: Raw -59070.481985 + Penalty 627.227559 = -58443.254425 nChanged 17 SP:Iteration 6Q (96.456077 sec): 3 clusters Score: Raw -59082.604987 + Penalty 629.187096 = -58453.417891 nChanged 17 SP:Iteration 7Q (96.457531 sec): 3 clusters Score: Raw -59094.579814 + Penalty 630.393828 = -58464.185986 nChanged 12 SP:Iteration 8Q (96.458979 sec): 3 clusters Score: Raw -59099.993674 + Penalty 630.640283 = -58469.353392 nChanged 9 SP:Iteration 9Q (96.460456 sec): 3 clusters Score: Raw -59104.618452 + Penalty 631.568409 = -58473.050043 nChanged 8 SP:Iteration 10F (96.461927 sec): 3 clusters Score: Raw -59109.601400 + Penalty 633.517419 = -58476.083981 nChanged 8 SP:Iteration 11Q (96.463393 sec): 3 clusters Score: Raw -59112.770837 + Penalty 635.689684 = -58477.081153 nChanged 7 SP:Iteration 12Q (96.464872 sec): 3 clusters Score: Raw -59115.679801 + Penalty 637.887399 = -58477.792402 nChanged 9 SP:Iteration 13Q (96.466328 sec): 3 clusters Score: Raw -59123.584897 + Penalty 641.597592 = -58481.987305 nChanged 14 SP:Iteration 14Q (96.467776 sec): 3 clusters Score: Raw -59132.556278 + Penalty 643.582753 = -58488.973524 nChanged 7 SP:Iteration 15Q (96.469245 sec): 3 clusters Score: Raw -59135.850202 + Penalty 644.002882 = -58491.847320 nChanged 3 SP:Iteration 16Q (96.470711 sec): 3 clusters Score: Raw -59136.327907 + Penalty 644.468590 = -58491.859317 nChanged 1 SP:Iteration 17Q (96.472151 sec): 3 clusters Score: Raw -59137.283116 + Penalty 645.269863 = -58492.013253 nChanged 2 SP:Iteration 18Q (96.473599 sec): 3 clusters Score: Raw -59137.941084 + Penalty 645.590916 = -58492.350169 nChanged 2 SP:Iteration 19Q (96.475020 sec): 3 clusters Score: Raw -59138.591256 + Penalty 645.938331 = -58492.652925 nChanged 1 SP:Iteration 20F (96.476495 sec): 3 clusters Score: Raw -59140.096197 + Penalty 646.680604 = -58493.415593 nChanged 4 SP:Iteration 21Q (96.477952 sec): 3 clusters Score: Raw -59144.223758 + Penalty 648.259946 = -58495.963813 nChanged 4 SP:Iteration 22Q (96.479403 sec): 3 clusters Score: Raw -59149.161832 + Penalty 654.321775 = -58494.840057 nChanged 9 SP:Iteration 23F (96.480874 sec): 3 clusters Score: Raw -59157.962096 + Penalty 658.221749 = -58499.740347 nChanged 12 SP:Iteration 24Q (96.482323 sec): 3 clusters Score: Raw -59168.776623 + Penalty 662.878194 = -58505.898429 nChanged 7 SP:Iteration 25Q (96.483777 sec): 3 clusters Score: Raw -59179.100081 + Penalty 666.715104 = -58512.384977 nChanged 8 SP:Iteration 26Q (96.485216 sec): 3 clusters Score: Raw -59185.354723 + Penalty 670.037675 = -58515.317049 nChanged 5 SP:Iteration 27Q (96.486656 sec): 3 clusters Score: Raw -59188.987256 + Penalty 670.857412 = -58518.129844 nChanged 4 SP:Iteration 28Q (96.488081 sec): 3 clusters Score: Raw -59190.958221 + Penalty 670.857412 = -58520.100809 nChanged 0 SP:Iteration 29F (96.489543 sec): 3 clusters Score: Raw -59190.958221 + Penalty 670.857412 = -58520.100809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.490129 sec): 2 clusters Score: Raw -1535.371653 + Penalty 129.562638 = -1405.809015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.490400 sec): 3 clusters Score: Raw -1710.829344 + Penalty 305.228937 = -1405.600407 nChanged 2 SP:Iteration 1F (96.490661 sec): 3 clusters Score: Raw -1725.916029 + Penalty 305.228937 = -1420.687092 nChanged 0 Score: Raw -3380797.790414 + Penalty 73973.695364 = -3306824.095050 Splitting cluster 59 changes total score from -3285233.120247 to -3306824.095050 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 61 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.201866 sec): 2 clusters Score: Raw -15142.902463 + Penalty 395.209233 = -14747.693230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.202434 sec): 3 clusters Score: Raw -15094.524070 + Penalty 795.236384 = -14299.287686 nChanged 48 SP:Iteration 1F (98.202987 sec): 3 clusters Score: Raw -15154.780086 + Penalty 818.014857 = -14336.765229 nChanged 19 SP:Iteration 2F (98.203885 sec): 3 clusters Score: Raw -15193.602521 + Penalty 828.008330 = -14365.594191 nChanged 7 SP:Iteration 3Q (98.204384 sec): 3 clusters Score: Raw -15205.990716 + Penalty 833.722805 = -14372.267910 nChanged 5 SP:Iteration 4Q (98.204869 sec): 3 clusters Score: Raw -15216.489531 + Penalty 831.959189 = -14384.530342 nChanged 2 SP:Iteration 5Q (98.205352 sec): 3 clusters Score: Raw -15218.072289 + Penalty 832.723839 = -14385.348450 nChanged 1 SP:Iteration 6Q (98.205834 sec): 3 clusters Score: Raw -15219.114567 + Penalty 832.723839 = -14386.390728 nChanged 0 SP:Iteration 7F (98.206340 sec): 3 clusters Score: Raw -15219.114567 + Penalty 832.723839 = -14386.390728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 62 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.207183 sec): 2 clusters Score: Raw -10063.537261 + Penalty 516.073303 = -9547.463958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.207627 sec): 3 clusters Score: Raw -10063.681124 + Penalty 1032.105953 = -9031.575171 nChanged 15 SP:Iteration 1F (98.208059 sec): 3 clusters Score: Raw -10092.150628 + Penalty 1031.774575 = -9060.376053 nChanged 4 SP:Iteration 2Q (98.208483 sec): 3 clusters Score: Raw -10101.996901 + Penalty 1031.706554 = -9070.290347 nChanged 3 SP:Iteration 3Q (98.208924 sec): 3 clusters Score: Raw -10108.965635 + Penalty 1032.052331 = -9076.913305 nChanged 2 SP:Iteration 4Q (98.209363 sec): 3 clusters Score: Raw -10112.011938 + Penalty 1031.559649 = -9080.452289 nChanged 1 SP:Iteration 5Q (98.209801 sec): 3 clusters Score: Raw -10114.562402 + Penalty 1031.559649 = -9083.002753 nChanged 0 SP:Iteration 6F (98.210251 sec): 3 clusters Score: Raw -10114.562402 + Penalty 1031.559649 = -9083.002753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.210904 sec): 2 clusters Score: Raw -4151.852719 + Penalty 71.002431 = -4080.850287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.211248 sec): 3 clusters Score: Raw -4285.708494 + Penalty 149.415001 = -4136.293493 nChanged 24 SP:Iteration 1F (98.211586 sec): 3 clusters Score: Raw -4361.263362 + Penalty 153.253304 = -4208.010058 nChanged 4 SP:Iteration 2F (98.211923 sec): 3 clusters Score: Raw -4411.215825 + Penalty 151.880739 = -4259.335086 nChanged 1 SP:Iteration 3Q (98.212235 sec): 3 clusters Score: Raw -4420.943290 + Penalty 153.709918 = -4267.233372 nChanged 1 SP:Iteration 4Q (98.212545 sec): 3 clusters Score: Raw -4436.582763 + Penalty 153.709918 = -4282.872845 nChanged 0 SP:Iteration 5F (98.212881 sec): 3 clusters Score: Raw -4436.582763 + Penalty 153.709918 = -4282.872845 nChanged 0 Score: Raw -3381082.489036 + Penalty 74179.727121 = -3306902.761915 Splitting cluster 63 changes total score from -3285233.120247 to -3306902.761915 So it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.948943 sec): 2 clusters Score: Raw -577.460167 + Penalty 45.242183 = -532.217984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.949162 sec): 3 clusters Score: Raw -625.700912 + Penalty 86.105031 = -539.595881 nChanged 0 Score: Raw -3381130.515002 + Penalty 74377.856499 = -3306752.658502 Splitting cluster 65 changes total score from -3285233.120247 to -3306752.658502 So it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.693503 sec): 2 clusters Score: Raw -21377.391750 + Penalty 487.020791 = -20890.370959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.694180 sec): 3 clusters Score: Raw -21269.012008 + Penalty 974.374253 = -20294.637755 nChanged 66 SP:Iteration 1F (101.694880 sec): 3 clusters Score: Raw -21332.621693 + Penalty 974.635898 = -20357.985796 nChanged 16 SP:Iteration 2F (101.695538 sec): 3 clusters Score: Raw -21353.951441 + Penalty 973.584357 = -20380.367083 nChanged 12 SP:Iteration 3Q (101.696186 sec): 3 clusters Score: Raw -21363.823391 + Penalty 972.790479 = -20391.032912 nChanged 8 SP:Iteration 4Q (101.696829 sec): 3 clusters Score: Raw -21368.911664 + Penalty 974.441167 = -20394.470497 nChanged 4 SP:Iteration 5Q (101.697473 sec): 3 clusters Score: Raw -21370.952740 + Penalty 977.802141 = -20393.150599 nChanged 6 SP:Iteration 6F (101.698106 sec): 3 clusters Score: Raw -21375.306423 + Penalty 978.654187 = -20396.652235 nChanged 6 SP:Iteration 7Q (101.698727 sec): 3 clusters Score: Raw -21379.762962 + Penalty 986.095453 = -20393.667509 nChanged 8 SP:Iteration 8F (101.699365 sec): 3 clusters Score: Raw -21387.066963 + Penalty 989.384842 = -20397.682121 nChanged 7 SP:Iteration 9Q (101.699989 sec): 3 clusters Score: Raw -21392.525871 + Penalty 992.737523 = -20399.788347 nChanged 7 SP:Iteration 10F (101.700621 sec): 3 clusters Score: Raw -21398.964173 + Penalty 993.099887 = -20405.864286 nChanged 3 SP:Iteration 11Q (101.701239 sec): 3 clusters Score: Raw -21399.090538 + Penalty 993.099887 = -20405.990651 nChanged 0 SP:Iteration 12F (101.701870 sec): 3 clusters Score: Raw -21399.090538 + Penalty 993.099887 = -20405.990651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.702591 sec): 2 clusters Score: Raw -6514.186801 + Penalty 277.881701 = -6236.305101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.702952 sec): 3 clusters Score: Raw -6521.918848 + Penalty 575.921878 = -5945.996970 nChanged 17 SP:Iteration 1F (101.703334 sec): 3 clusters Score: Raw -6554.899350 + Penalty 582.730580 = -5972.168770 nChanged 4 SP:Iteration 2Q (101.703690 sec): 3 clusters Score: Raw -6574.872169 + Penalty 583.191726 = -5991.680444 nChanged 1 SP:Iteration 3Q (101.704039 sec): 3 clusters Score: Raw -6578.042209 + Penalty 588.289483 = -5989.752726 nChanged 2 SP:Iteration 4F (101.704395 sec): 3 clusters Score: Raw -6581.297051 + Penalty 594.046677 = -5987.250374 nChanged 1 SP:Iteration 5F (101.704751 sec): 3 clusters Score: Raw -6584.542214 + Penalty 594.046677 = -5990.495537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.705866 sec): 2 clusters Score: Raw -18935.710502 + Penalty 315.980234 = -18619.730268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.706508 sec): 3 clusters Score: Raw -18839.524423 + Penalty 645.666621 = -18193.857802 nChanged 76 SP:Iteration 1F (101.707143 sec): 3 clusters Score: Raw -18934.197269 + Penalty 643.928042 = -18290.269226 nChanged 22 SP:Iteration 2F (101.707773 sec): 3 clusters Score: Raw -18965.716463 + Penalty 637.828076 = -18327.888387 nChanged 10 SP:Iteration 3Q (101.708405 sec): 3 clusters Score: Raw -18976.805810 + Penalty 625.644017 = -18351.161793 nChanged 3 SP:Iteration 4Q (101.709032 sec): 3 clusters Score: Raw -18980.883311 + Penalty 621.053433 = -18359.829879 nChanged 2 SP:Iteration 5Q (101.709669 sec): 3 clusters Score: Raw -18983.387412 + Penalty 621.053433 = -18362.333980 nChanged 0 SP:Iteration 6F (101.710298 sec): 3 clusters Score: Raw -18983.387412 + Penalty 621.053433 = -18362.333980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.710836 sec): 2 clusters Score: Raw -1654.993344 + Penalty 127.762180 = -1527.231164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.711093 sec): 3 clusters Score: Raw -1691.175936 + Penalty 256.872414 = -1434.303522 nChanged 3 SP:Iteration 1F (101.711370 sec): 3 clusters Score: Raw -1693.562914 + Penalty 256.872414 = -1436.690500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.711866 sec): 2 clusters Score: Raw -773.200513 + Penalty 151.434285 = -621.766227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.712092 sec): 3 clusters Score: Raw -781.024123 + Penalty 302.311585 = -478.712538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.712577 sec): 2 clusters Score: Raw -411.020654 + Penalty 115.029826 = -295.990828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.712793 sec): 3 clusters Score: Raw -406.450872 + Penalty 241.967812 = -164.483061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.713278 sec): 2 clusters Score: Raw -410.810974 + Penalty 139.522747 = -271.288227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.713495 sec): 3 clusters Score: Raw -419.481542 + Penalty 275.157811 = -144.323731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 84 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.714135 sec): 2 clusters Score: Raw -5416.555137 + Penalty 485.786674 = -4930.768463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.714461 sec): 3 clusters Score: Raw -5466.201887 + Penalty 970.981241 = -4495.220647 nChanged 1 SP:Iteration 1Q (101.714776 sec): 3 clusters Score: Raw -5471.095995 + Penalty 970.981241 = -4500.114755 nChanged 0 SP:Iteration 2F (101.715097 sec): 3 clusters Score: Raw -5471.095995 + Penalty 970.981241 = -4500.114755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 89 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.716007 sec): 2 clusters Score: Raw -14445.950535 + Penalty 818.709474 = -13627.241062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.716530 sec): 3 clusters Score: Raw -14504.126124 + Penalty 1637.240381 = -12866.885743 nChanged 10 SP:Iteration 1F (101.717047 sec): 3 clusters Score: Raw -14533.732975 + Penalty 1637.106243 = -12896.626732 nChanged 4 SP:Iteration 2Q (101.717549 sec): 3 clusters Score: Raw -14554.359587 + Penalty 1637.172381 = -12917.187206 nChanged 2 SP:Iteration 3Q (101.718042 sec): 3 clusters Score: Raw -14561.145995 + Penalty 1637.172381 = -12923.973614 nChanged 0 SP:Iteration 4F (101.718555 sec): 3 clusters Score: Raw -14561.145995 + Penalty 1637.172381 = -12923.973614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.719053 sec): 2 clusters Score: Raw -682.115528 + Penalty 153.671992 = -528.443536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.719277 sec): 3 clusters Score: Raw -685.657175 + Penalty 307.343984 = -378.313191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.719754 sec): 2 clusters Score: Raw -319.724249 + Penalty 83.574249 = -236.150000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.719962 sec): 3 clusters Score: Raw -323.212553 + Penalty 138.620790 = -184.591762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.720439 sec): 2 clusters Score: Raw -339.460924 + Penalty 106.026934 = -233.433989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.720636 sec): 2 clusters Score: Raw -339.460924 + Penalty 106.026934 = -233.433989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 97 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.721250 sec): 2 clusters Score: Raw -3649.068069 + Penalty 381.455922 = -3267.612146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.721546 sec): 3 clusters Score: Raw -3700.997144 + Penalty 761.710926 = -2939.286219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 99 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.723543 sec): 2 clusters Score: Raw -30667.506093 + Penalty 828.913206 = -29838.592887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.724341 sec): 3 clusters Score: Raw -30580.020332 + Penalty 1657.804562 = -28922.215769 nChanged 71 SP:Iteration 1F (101.725119 sec): 3 clusters Score: Raw -30654.782707 + Penalty 1657.780645 = -28997.002062 nChanged 14 SP:Iteration 2Q (101.725914 sec): 3 clusters Score: Raw -30674.206917 + Penalty 1657.827804 = -29016.379113 nChanged 9 SP:Iteration 3Q (101.726688 sec): 3 clusters Score: Raw -30684.013802 + Penalty 1657.847379 = -29026.166423 nChanged 5 SP:Iteration 4Q (101.727453 sec): 3 clusters Score: Raw -30690.266656 + Penalty 1657.820581 = -29032.446075 nChanged 3 SP:Iteration 5Q (101.728217 sec): 3 clusters Score: Raw -30693.319927 + Penalty 1657.745062 = -29035.574866 nChanged 3 SP:Iteration 6Q (101.728980 sec): 3 clusters Score: Raw -30696.063398 + Penalty 1657.729361 = -29038.334037 nChanged 2 SP:Iteration 7Q (101.729742 sec): 3 clusters Score: Raw -30698.707787 + Penalty 1657.557493 = -29041.150294 nChanged 3 SP:Iteration 8Q (101.730511 sec): 3 clusters Score: Raw -30704.392500 + Penalty 1657.478966 = -29046.913535 nChanged 2 SP:Iteration 9Q (101.731277 sec): 3 clusters Score: Raw -30707.299417 + Penalty 1657.289028 = -29050.010389 nChanged 2 SP:Iteration 10F (101.732052 sec): 3 clusters Score: Raw -30710.139560 + Penalty 1657.405648 = -29052.733912 nChanged 3 SP:Iteration 11Q (101.732816 sec): 3 clusters Score: Raw -30714.232527 + Penalty 1657.486500 = -29056.746026 nChanged 2 SP:Iteration 12Q (101.733582 sec): 3 clusters Score: Raw -30717.762441 + Penalty 1657.545772 = -29060.216669 nChanged 1 SP:Iteration 13Q (101.734343 sec): 3 clusters Score: Raw -30718.348661 + Penalty 1657.545772 = -29060.802889 nChanged 0 SP:Iteration 14F (101.735137 sec): 3 clusters Score: Raw -30718.348661 + Penalty 1657.545772 = -29060.802889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.735922 sec): 2 clusters Score: Raw -169.886507 + Penalty 53.694909 = -116.191599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.736126 sec): 2 clusters Score: Raw -169.886507 + Penalty 53.694909 = -116.191599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 104 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.736673 sec): 2 clusters Score: Raw -2454.407562 + Penalty 302.672903 = -2151.734659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.736939 sec): 3 clusters Score: Raw -2483.759543 + Penalty 605.607486 = -1878.152058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.737429 sec): 2 clusters Score: Raw -694.802252 + Penalty 187.054212 = -507.748040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.737651 sec): 3 clusters Score: Raw -699.239390 + Penalty 374.108424 = -325.130965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.738113 sec): 2 clusters Score: Raw -79.249482 + Penalty 0.000000 = -79.249482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.738330 sec): 2 clusters Score: Raw -79.249482 + Penalty 0.000000 = -79.249482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.738802 sec): 2 clusters Score: Raw -265.226895 + Penalty 91.849683 = -173.377212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.738998 sec): 2 clusters Score: Raw -265.226895 + Penalty 91.849683 = -173.377212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.739502 sec): 2 clusters Score: Raw -962.170720 + Penalty 164.359440 = -797.811279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.739730 sec): 3 clusters Score: Raw -989.608770 + Penalty 265.949084 = -723.659685 nChanged 1 SP:Iteration 1F (101.739954 sec): 3 clusters Score: Raw -991.349782 + Penalty 265.949084 = -725.400698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.740453 sec): 2 clusters Score: Raw -967.736166 + Penalty 197.662796 = -770.073370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.740683 sec): 3 clusters Score: Raw -973.823216 + Penalty 407.821680 = -566.001537 nChanged 1 SP:Iteration 1F (101.740908 sec): 3 clusters Score: Raw -975.570068 + Penalty 401.196262 = -574.373806 nChanged 1 SP:Iteration 2F (101.741133 sec): 3 clusters Score: Raw -977.443431 + Penalty 401.196262 = -576.247169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.741610 sec): 2 clusters Score: Raw -347.286650 + Penalty 120.209383 = -227.077267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.741825 sec): 3 clusters Score: Raw -340.897145 + Penalty 240.030320 = -100.866825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.742309 sec): 2 clusters Score: Raw -622.506363 + Penalty 60.658051 = -561.848313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.742518 sec): 3 clusters Score: Raw -641.206363 + Penalty 123.683248 = -517.523116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.742979 sec): 2 clusters Score: Raw -79.858469 + Penalty 0.000000 = -79.858469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.743164 sec): 2 clusters Score: Raw -79.858469 + Penalty 0.000000 = -79.858469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.743647 sec): 2 clusters Score: Raw -419.835181 + Penalty 134.783065 = -285.052116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.743862 sec): 3 clusters Score: Raw -416.881936 + Penalty 299.076964 = -117.804972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.744351 sec): 2 clusters Score: Raw -626.166592 + Penalty 177.069240 = -449.097353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.744576 sec): 3 clusters Score: Raw -619.611985 + Penalty 177.069240 = -442.542745 nChanged 1 SP:Iteration 1F (101.744775 sec): 2 clusters Score: Raw -626.166592 + Penalty 177.069240 = -449.097353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 150 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.745335 sec): 2 clusters Score: Raw -2380.728338 + Penalty 328.726766 = -2052.001572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.745596 sec): 3 clusters Score: Raw -2409.914791 + Penalty 658.956699 = -1750.958093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.746062 sec): 2 clusters Score: Raw -82.758973 + Penalty 0.000000 = -82.758973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.746251 sec): 2 clusters Score: Raw -82.758973 + Penalty 0.000000 = -82.758973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 160 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.746783 sec): 2 clusters Score: Raw -2095.125539 + Penalty 293.315965 = -1801.809574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.747037 sec): 3 clusters Score: Raw -2108.730529 + Penalty 587.053240 = -1521.677289 nChanged 1 SP:Iteration 1Q (101.747284 sec): 3 clusters Score: Raw -2114.636313 + Penalty 587.053240 = -1527.583073 nChanged 0 SP:Iteration 2F (101.747534 sec): 3 clusters Score: Raw -2114.636313 + Penalty 587.053240 = -1527.583073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 162 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.748026 sec): 2 clusters Score: Raw -750.491109 + Penalty 136.923092 = -613.568017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.748252 sec): 3 clusters Score: Raw -756.564433 + Penalty 273.308531 = -483.255902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.748727 sec): 2 clusters Score: Raw -258.383070 + Penalty 92.583243 = -165.799828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.748923 sec): 2 clusters Score: Raw -258.383070 + Penalty 92.583243 = -165.799828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.749401 sec): 2 clusters Score: Raw -343.383451 + Penalty 141.425319 = -201.958132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.749617 sec): 3 clusters Score: Raw -341.170590 + Penalty 313.774914 = -27.395677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 179 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.750102 sec): 2 clusters Score: Raw -451.346309 + Penalty 139.610163 = -311.736146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.750316 sec): 3 clusters Score: Raw -444.493763 + Penalty 139.610163 = -304.883600 nChanged 1 SP:Iteration 1F (101.750512 sec): 2 clusters Score: Raw -451.346309 + Penalty 139.610163 = -311.736146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.750986 sec): 2 clusters Score: Raw -258.306199 + Penalty 91.909020 = -166.397179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.751198 sec): 3 clusters Score: Raw -252.122155 + Penalty 166.462860 = -85.659296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.751667 sec): 2 clusters Score: Raw -251.657768 + Penalty 93.480168 = -158.177600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.751858 sec): 2 clusters Score: Raw -251.657768 + Penalty 93.480168 = -158.177600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.752344 sec): 2 clusters Score: Raw -160.701532 + Penalty 27.175039 = -133.526493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.752537 sec): 2 clusters Score: Raw -160.701532 + Penalty 27.175039 = -133.526493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.753011 sec): 2 clusters Score: Raw -245.128731 + Penalty 103.453677 = -141.675055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.753223 sec): 3 clusters Score: Raw -242.159286 + Penalty 208.060103 = -34.099183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.753691 sec): 2 clusters Score: Raw -84.814632 + Penalty 0.000000 = -84.814632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.753881 sec): 2 clusters Score: Raw -84.814632 + Penalty 0.000000 = -84.814632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.754348 sec): 2 clusters Score: Raw -83.212604 + Penalty 0.000000 = -83.212604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.754541 sec): 2 clusters Score: Raw -83.212604 + Penalty 0.000000 = -83.212604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 226 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.755015 sec): 2 clusters Score: Raw -259.197649 + Penalty 77.674911 = -181.522738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.755220 sec): 3 clusters Score: Raw -252.044327 + Penalty 170.580670 = -81.463657 nChanged 0 Deleting Class 209 (1 points): Lose 68.612154 but Gain 1029.350066 Iteration 119Q (101.980998 sec): 90 clusters Score: Raw -3359147.402696 + Penalty 73390.127650 = -3285757.275045 nChanged 36 Deleting Class 84 (64 points): Lose 297.295782 but Gain 1244.410241 Iteration 120F (103.727629 sec): 89 clusters Score: Raw -3358915.995348 + Penalty 72186.518777 = -3286729.476570 nChanged 92 Deleting Class 135 (7 points): Lose 22.663444 but Gain 969.426819 Iteration 121Q (103.938308 sec): 88 clusters Score: Raw -3359035.460935 + Penalty 71229.088646 = -3287806.372290 nChanged 42 Deleting Class 150 (27 points): Lose 128.006198 but Gain 1062.585905 Iteration 122Q (104.145274 sec): 87 clusters Score: Raw -3358936.087996 + Penalty 70213.620182 = -3288722.467815 nChanged 53 Deleting Class 89 (170 points): Lose 769.075636 but Gain 1698.308315 Iteration 123Q (104.350820 sec): 86 clusters Score: Raw -3358234.368837 + Penalty 68680.258265 = -3289554.110572 nChanged 200 Deleting Class 205 (3 points): Lose 77.545604 but Gain 1003.219970 Iteration 124Q (104.563296 sec): 85 clusters Score: Raw -3358615.109514 + Penalty 67673.873040 = -3290941.236474 nChanged 68 Deleting Class 123 (4 points): Lose 10.501195 but Gain 923.799244 Iteration 125Q (104.763169 sec): 84 clusters Score: Raw -3358683.145259 + Penalty 66738.328113 = -3291944.817146 nChanged 52 Deleting Class 179 (5 points): Lose 24.257296 but Gain 924.139426 Iteration 126Q (104.959579 sec): 83 clusters Score: Raw -3358712.487640 + Penalty 65828.749522 = -3292883.738118 nChanged 46 Deleting Class 105 (8 points): Lose 61.098708 but Gain 958.330846 Iteration 127Q (105.158343 sec): 82 clusters Score: Raw -3358699.183764 + Penalty 64880.469692 = -3293818.714072 nChanged 48 Deleting Class 50 (13 points): Lose 75.017657 but Gain 972.210212 Iteration 128Q (105.351813 sec): 81 clusters Score: Raw -3358666.030752 + Penalty 63931.840186 = -3294734.190566 nChanged 45 Deleting Class 169 (4 points): Lose 189.736975 but Gain 1086.841967 Iteration 129Q (105.544784 sec): 80 clusters Score: Raw -3358514.767924 + Penalty 62927.399398 = -3295587.368526 nChanged 33 Deleting Class 182 (3 points): Lose 2.116967 but Gain 891.268121 Iteration 130F (107.088268 sec): 79 clusters Score: Raw -3358566.979557 + Penalty 62048.463649 = -3296518.515908 nChanged 36 Deleting Class 110 (3 points): Lose 12.548260 but Gain 890.692717 Iteration 131Q (107.279539 sec): 78 clusters Score: Raw -3358578.219831 + Penalty 61167.750006 = -3297410.469825 nChanged 29 Deleting Class 47 (193 points): Lose 694.299743 but Gain 1574.781888 Iteration 132Q (107.469486 sec): 77 clusters Score: Raw -3357902.752535 + Penalty 59702.501444 = -3298200.251092 nChanged 217 Deleting Class 218 (1 points): Lose 1.994913 but Gain 877.488624 Iteration 133Q (107.668022 sec): 76 clusters Score: Raw -3358221.670257 + Penalty 58824.102614 = -3299397.567643 nChanged 48 Deleting Class 163 (3 points): Lose 34.425339 but Gain 897.806253 Iteration 134Q (107.859714 sec): 75 clusters Score: Raw -3358217.736311 + Penalty 57932.818799 = -3300284.917512 nChanged 28 Deleting Class 97 (44 points): Lose 215.112515 but Gain 1077.309216 Iteration 135Q (108.048652 sec): 74 clusters Score: Raw -3358025.327715 + Penalty 56936.833885 = -3301088.493830 nChanged 54 Deleting Class 51 (181 points): Lose 780.084242 but Gain 1636.823298 Iteration 136Q (108.238440 sec): 73 clusters Score: Raw -3357332.868864 + Penalty 55449.517854 = -3301883.351010 nChanged 202 Deleting Class 130 (6 points): Lose 39.825378 but Gain 891.823799 Iteration 137Q (108.431681 sec): 72 clusters Score: Raw -3357716.965449 + Penalty 54555.981653 = -3303160.983796 nChanged 64 Deleting Class 160 (26 points): Lose 138.068709 but Gain 989.070431 Iteration 138Q (108.617544 sec): 71 clusters Score: Raw -3357631.399690 + Penalty 53592.707721 = -3304038.691969 nChanged 63 Deleting Class 102 (2 points): Lose 2.874239 but Gain 825.281932 Iteration 139Q (108.800907 sec): 70 clusters Score: Raw -3357703.782210 + Penalty 52778.575074 = -3304925.207136 nChanged 38 Deleting Class 104 (27 points): Lose 137.552691 but Gain 952.754750 Iteration 140F (110.161698 sec): 69 clusters Score: Raw -3357594.465562 + Penalty 51841.350926 = -3305753.114636 nChanged 49 Deleting Class 151 (1 points): Lose 0.520318 but Gain 811.012707 Iteration 141Q (110.343123 sec): 68 clusters Score: Raw -3357653.425097 + Penalty 51029.715578 = -3306623.709519 nChanged 12 Deleting Class 120 (11 points): Lose 69.287071 but Gain 878.191874 Iteration 142Q (110.522938 sec): 67 clusters Score: Raw -3357588.547110 + Penalty 50154.252786 = -3307434.294324 nChanged 18 Deleting Class 96 (4 points): Lose 8.345055 but Gain 814.808289 Iteration 143Q (110.706019 sec): 66 clusters Score: Raw -3357612.778550 + Penalty 49351.381571 = -3308261.396979 nChanged 13 Deleting Class 27 (1 points): Lose 5.862261 but Gain 802.724228 Iteration 144Q (110.884148 sec): 65 clusters Score: Raw -3357617.761630 + Penalty 48561.309570 = -3309056.452060 nChanged 5 Deleting Class 12 (47 points): Lose 124.237464 but Gain 953.699872 Iteration 145Q (111.059193 sec): 64 clusters Score: Raw -3357497.211908 + Penalty 47648.363629 = -3309848.848279 nChanged 56 Deleting Class 83 (5 points): Lose 153.579987 but Gain 923.560779 Iteration 146Q (111.237975 sec): 63 clusters Score: Raw -3357403.458640 + Penalty 46743.851304 = -3310659.607336 nChanged 17 Deleting Class 94 (8 points): Lose 24.802337 but Gain 787.304432 Iteration 147Q (111.417813 sec): 62 clusters Score: Raw -3357414.578088 + Penalty 45958.586605 = -3311455.991483 nChanged 16 Deleting Class 81 (10 points): Lose 58.512870 but Gain 816.381582 Iteration 148Q (111.591033 sec): 61 clusters Score: Raw -3357372.281559 + Penalty 45143.237026 = -3312229.044533 nChanged 15 Deleting Class 226 (3 points): Lose 40.006536 but Gain 753.235884 Iteration 149Q (111.764904 sec): 60 clusters Score: Raw -3357348.133973 + Penalty 44393.787756 = -3312954.346217 nChanged 6 Deleting Class 191 (3 points): Lose 200.183885 but Gain 906.503997 Iteration 150F (112.928739 sec): 59 clusters Score: Raw -3357155.346913 + Penalty 43530.211005 = -3313625.135908 nChanged 10 Deleting Class 45 (10 points): Lose 45.828823 but Gain 716.810563 Iteration 151Q (113.099344 sec): 58 clusters Score: Raw -3357132.539222 + Penalty 42818.636289 = -3314313.902933 nChanged 15 Deleting Class 82 (5 points): Lose 107.373735 but Gain 761.431653 Iteration 152Q (113.269047 sec): 57 clusters Score: Raw -3357041.023653 + Penalty 42043.340980 = -3314997.682672 nChanged 13 Deleting Class 111 (13 points): Lose 71.463632 but Gain 698.616970 Iteration 153Q (113.438516 sec): 56 clusters Score: Raw -3356983.973495 + Penalty 41342.455028 = -3315641.518467 nChanged 19 Deleting Class 162 (9 points): Lose 50.196284 but Gain 663.891241 Iteration 154Q (113.606179 sec): 55 clusters Score: Raw -3356958.145044 + Penalty 40673.954632 = -3316284.190412 nChanged 13 Deleting Class 95 (4 points): Lose 93.537254 but Gain 642.261245 Iteration 155Q (113.772297 sec): 54 clusters Score: Raw -3356880.190569 + Penalty 40011.356447 = -3316868.834122 nChanged 9 Deleting Class 37 (7 points): Lose 44.873300 but Gain 592.324234 Iteration 156Q (113.938948 sec): 53 clusters Score: Raw -3356851.382190 + Penalty 39396.000691 = -3317455.381499 nChanged 16 Deleting Class 62 (182 points): Lose 670.062227 but Gain 1177.823471 Iteration 157Q (114.103435 sec): 52 clusters Score: Raw -3356200.452964 + Penalty 38292.483768 = -3317907.969196 nChanged 188 Deleting Class 99 (349 points): Lose 1080.465708 but Gain 1543.998254 Iteration 158Q (114.268815 sec): 51 clusters Score: Raw -3355468.248553 + Penalty 36944.955845 = -3318523.292708 nChanged 404 Deleting Class 61 (168 points): Lose 372.409295 but Gain 833.067810 Iteration 159Q (114.441978 sec): 50 clusters Score: Raw -3355764.665981 + Penalty 36133.149390 = -3319631.516591 nChanged 293 Deleting Class 49 (146 points): Lose 973.567073 but Gain 1428.426557 Iteration 160F (115.427304 sec): 49 clusters Score: Raw -3355123.547507 + Penalty 34822.423257 = -3320301.124250 nChanged 239 Deleting Class 129 (1 points): Lose 42.416813 but Gain 442.584477 Iteration 161Q (115.591823 sec): 48 clusters Score: Raw -3355610.518859 + Penalty 34442.946550 = -3321167.572310 nChanged 118 Deleting Class 34 (130 points): Lose 579.602692 but Gain 981.071969 Iteration 162Q (115.750922 sec): 47 clusters Score: Raw -3355119.374335 + Penalty 33492.004255 = -3321627.370080 nChanged 194 Deleting Class 201 (2 points): Lose 17.984542 but Gain 417.675889 Iteration 163Q (115.911782 sec): 46 clusters Score: Raw -3355436.931284 + Penalty 33099.025397 = -3322337.905887 nChanged 86 Deleting Class 67 (254 points): Lose 592.808000 but Gain 985.730873 Iteration 164Q (116.068295 sec): 45 clusters Score: Raw -3354888.491537 + Penalty 32164.070094 = -3322724.421444 nChanged 310 Deleting Class 109 (1 points): Lose 14.256420 but Gain 342.114011 Iteration 165Q (116.228278 sec): 44 clusters Score: Raw -3355225.575538 + Penalty 31824.104312 = -3323401.471226 nChanged 84 Deleting Class 18 (9 points): Lose 405.275162 but Gain 675.122130 Iteration 166Q (116.384130 sec): 43 clusters Score: Raw -3354855.897771 + Penalty 31179.156665 = -3323676.741106 nChanged 66 Deleting Class 30 (131 points): Lose 975.499775 but Gain 1238.815502 Iteration 167Q (116.537610 sec): 42 clusters Score: Raw -3354037.867304 + Penalty 30041.829507 = -3323996.037797 nChanged 176 Deleting Class 25 (5 points): Lose 142.118314 but Gain 304.298529 Iteration 168Q (116.691840 sec): 41 clusters Score: Raw -3354465.704576 + Penalty 29706.378112 = -3324759.326464 nChanged 96 Deleting Class 68 (86 points): Lose 466.213895 but Gain 625.453249 Iteration 169Q (116.842423 sec): 40 clusters Score: Raw -3354112.584472 + Penalty 29101.273531 = -3325011.310941 nChanged 139 Deleting Class 15 (338 points): Lose 1103.785077 but Gain 1162.087171 Iteration 170F (117.652036 sec): 39 clusters Score: Raw -3353297.529306 + Penalty 28117.562747 = -3325179.966559 nChanged 430 Deleting Class 21 (67 points): Lose 72.860921 but Gain 104.222124 Iteration 171Q (117.807920 sec): 38 clusters Score: Raw -3354019.774707 + Penalty 28009.414330 = -3326010.360377 nChanged 192 Iteration 172Q (117.964837 sec): 38 clusters Score: Raw -3354158.718468 + Penalty 28026.523970 = -3326132.194498 nChanged 70 Iteration 173Q (118.117017 sec): 38 clusters Score: Raw -3354203.342843 + Penalty 28041.411911 = -3326161.930932 nChanged 48 Iteration 174Q (118.268241 sec): 38 clusters Score: Raw -3354231.348919 + Penalty 28055.762365 = -3326175.586554 nChanged 32 Iteration 175Q (118.418328 sec): 38 clusters Score: Raw -3354254.293684 + Penalty 28073.236664 = -3326181.057020 nChanged 30 Iteration 176Q (118.570841 sec): 38 clusters Score: Raw -3354274.077170 + Penalty 28075.222782 = -3326198.854387 nChanged 23 Iteration 177Q (118.720774 sec): 38 clusters Score: Raw -3354283.208902 + Penalty 28073.340468 = -3326209.868434 nChanged 10 Iteration 178Q (118.870164 sec): 38 clusters Score: Raw -3354292.037334 + Penalty 28072.656724 = -3326219.380610 nChanged 6 Iteration 179Q (119.025818 sec): 38 clusters Score: Raw -3354294.745779 + Penalty 28073.314769 = -3326221.431010 nChanged 4 Iteration 180F (119.786090 sec): 38 clusters Score: Raw -3354297.202217 + Penalty 28076.821546 = -3326220.380671 nChanged 5 Iteration 181F (120.546481 sec): 38 clusters Score: Raw -3354305.381074 + Penalty 28081.839609 = -3326223.541465 nChanged 8 Iteration 182Q (120.693600 sec): 38 clusters Score: Raw -3354308.520854 + Penalty 28086.384836 = -3326222.136019 nChanged 5 Iteration 183F (121.481045 sec): 38 clusters Score: Raw -3354310.467601 + Penalty 28087.086182 = -3326223.381419 nChanged 4 Iteration 184Q (121.627879 sec): 38 clusters Score: Raw -3354311.965699 + Penalty 28086.378949 = -3326225.586750 nChanged 6 Iteration 185Q (121.775796 sec): 38 clusters Score: Raw -3354313.391033 + Penalty 28086.892943 = -3326226.498090 nChanged 3 Iteration 186Q (121.922774 sec): 38 clusters Score: Raw -3354314.101367 + Penalty 28087.096953 = -3326227.004414 nChanged 3 Iteration 187Q (122.070941 sec): 38 clusters Score: Raw -3354314.504006 + Penalty 28087.683267 = -3326226.820739 nChanged 6 Iteration 188F (122.844333 sec): 38 clusters Score: Raw -3354315.847349 + Penalty 28089.535966 = -3326226.311384 nChanged 9 Iteration 189F (123.602550 sec): 38 clusters Score: Raw -3354324.671982 + Penalty 28096.966542 = -3326227.705440 nChanged 11 Iteration 190F (124.360689 sec): 38 clusters Score: Raw -3354331.498330 + Penalty 28103.226381 = -3326228.271948 nChanged 17 Iteration 191Q (124.508543 sec): 38 clusters Score: Raw -3354345.100312 + Penalty 28104.076036 = -3326241.024276 nChanged 6 Iteration 192Q (124.656521 sec): 38 clusters Score: Raw -3354353.648027 + Penalty 28104.050513 = -3326249.597514 nChanged 1 Iteration 193Q (124.802283 sec): 38 clusters Score: Raw -3354353.905705 + Penalty 28105.611526 = -3326248.294179 nChanged 2 Iteration 194F (125.562710 sec): 38 clusters Score: Raw -3354354.690356 + Penalty 28105.611526 = -3326249.078830 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3354354.690356 + Penalty 28105.611526 = -3326249.078830Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.702946 sec): 2 clusters Score: Raw -71498.051208 + Penalty 705.197833 = -70792.853375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.704614 sec): 3 clusters Score: Raw -71133.181203 + Penalty 1416.222354 = -69716.958849 nChanged 263 SP:Iteration 1F (125.706234 sec): 3 clusters Score: Raw -71343.899584 + Penalty 1434.173102 = -69909.726482 nChanged 88 SP:Iteration 2F (125.707819 sec): 3 clusters Score: Raw -71440.821128 + Penalty 1457.492120 = -69983.329008 nChanged 61 SP:Iteration 3F (125.709424 sec): 3 clusters Score: Raw -71502.161650 + Penalty 1489.053104 = -70013.108546 nChanged 42 SP:Iteration 4F (125.711005 sec): 3 clusters Score: Raw -71548.027574 + Penalty 1513.679176 = -70034.348399 nChanged 30 SP:Iteration 5Q (125.712614 sec): 3 clusters Score: Raw -71587.166891 + Penalty 1528.795707 = -70058.371184 nChanged 17 SP:Iteration 6Q (125.714216 sec): 3 clusters Score: Raw -71601.393285 + Penalty 1537.903178 = -70063.490107 nChanged 10 SP:Iteration 7Q (125.715796 sec): 3 clusters Score: Raw -71609.843669 + Penalty 1539.394293 = -70070.449376 nChanged 3 SP:Iteration 8Q (125.717406 sec): 3 clusters Score: Raw -71611.112684 + Penalty 1539.862604 = -70071.250080 nChanged 2 SP:Iteration 9Q (125.719090 sec): 3 clusters Score: Raw -71612.969176 + Penalty 1539.757543 = -70073.211633 nChanged 1 SP:Iteration 10F (125.720868 sec): 3 clusters Score: Raw -71615.315159 + Penalty 1539.757543 = -70075.557616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.722325 sec): 2 clusters Score: Raw -22824.637312 + Penalty 492.342842 = -22332.294471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.723101 sec): 3 clusters Score: Raw -22767.560263 + Penalty 994.368523 = -21773.191740 nChanged 78 SP:Iteration 1F (125.723865 sec): 3 clusters Score: Raw -22866.377795 + Penalty 1002.392068 = -21863.985727 nChanged 30 SP:Iteration 2F (125.724610 sec): 3 clusters Score: Raw -22902.654244 + Penalty 1009.220943 = -21893.433301 nChanged 10 SP:Iteration 3Q (125.725323 sec): 3 clusters Score: Raw -22920.917342 + Penalty 1013.873397 = -21907.043945 nChanged 7 SP:Iteration 4Q (125.726035 sec): 3 clusters Score: Raw -22929.483747 + Penalty 1023.223979 = -21906.259768 nChanged 7 SP:Iteration 5F (125.726773 sec): 3 clusters Score: Raw -22942.707190 + Penalty 1029.425371 = -21913.281819 nChanged 6 SP:Iteration 6Q (125.727476 sec): 3 clusters Score: Raw -22950.369101 + Penalty 1033.616545 = -21916.752557 nChanged 4 SP:Iteration 7Q (125.728176 sec): 3 clusters Score: Raw -22955.752298 + Penalty 1037.345311 = -21918.406987 nChanged 2 SP:Iteration 8Q (125.728894 sec): 3 clusters Score: Raw -22957.915154 + Penalty 1037.345311 = -21920.569843 nChanged 0 SP:Iteration 9F (125.729634 sec): 3 clusters Score: Raw -22957.915154 + Penalty 1037.345311 = -21920.569843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.730534 sec): 2 clusters Score: Raw -12006.911301 + Penalty 423.239165 = -11583.672137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.731021 sec): 3 clusters Score: Raw -11991.282185 + Penalty 845.787846 = -11145.494338 nChanged 34 SP:Iteration 1F (125.731500 sec): 3 clusters Score: Raw -12051.295658 + Penalty 845.168104 = -11206.127554 nChanged 10 SP:Iteration 2F (125.731978 sec): 3 clusters Score: Raw -12072.719109 + Penalty 850.281583 = -11222.437526 nChanged 7 SP:Iteration 3Q (125.732438 sec): 3 clusters Score: Raw -12082.868254 + Penalty 853.916973 = -11228.951280 nChanged 3 SP:Iteration 4Q (125.732896 sec): 3 clusters Score: Raw -12085.890142 + Penalty 855.107505 = -11230.782637 nChanged 2 SP:Iteration 5Q (125.733353 sec): 3 clusters Score: Raw -12088.752692 + Penalty 855.107505 = -11233.645187 nChanged 0 SP:Iteration 6F (125.733829 sec): 3 clusters Score: Raw -12088.752692 + Penalty 855.107505 = -11233.645187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.735434 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.736399 sec): 3 clusters Score: Raw -35699.626392 + Penalty 102.920016 = -35596.706377 nChanged 197 SP:Iteration 1F (125.737336 sec): 3 clusters Score: Raw -35901.018275 + Penalty 100.310779 = -35800.707496 nChanged 28 SP:Iteration 2F (125.738293 sec): 3 clusters Score: Raw -35922.137281 + Penalty 99.868496 = -35822.268785 nChanged 10 SP:Iteration 3Q (125.739213 sec): 3 clusters Score: Raw -35923.468417 + Penalty 99.441738 = -35824.026679 nChanged 6 SP:Iteration 4Q (125.740155 sec): 3 clusters Score: Raw -35925.152961 + Penalty 99.096051 = -35826.056910 nChanged 5 SP:Iteration 5Q (125.741071 sec): 3 clusters Score: Raw -35926.319678 + Penalty 99.031805 = -35827.287873 nChanged 2 SP:Iteration 6Q (125.742017 sec): 3 clusters Score: Raw -35926.402628 + Penalty 98.911375 = -35827.491254 nChanged 1 SP:Iteration 7Q (125.742952 sec): 3 clusters Score: Raw -35926.218669 + Penalty 98.874549 = -35827.344120 nChanged 1 SP:Iteration 8F (125.743890 sec): 3 clusters Score: Raw -35926.028547 + Penalty 98.874549 = -35827.153998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.744960 sec): 2 clusters Score: Raw -19845.322585 + Penalty 297.444875 = -19547.877710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.745564 sec): 3 clusters Score: Raw -19730.869792 + Penalty 594.824482 = -19136.045310 nChanged 63 SP:Iteration 1F (125.746163 sec): 3 clusters Score: Raw -19773.512241 + Penalty 593.941264 = -19179.570977 nChanged 21 SP:Iteration 2F (125.746775 sec): 3 clusters Score: Raw -19791.327191 + Penalty 593.917655 = -19197.409536 nChanged 18 SP:Iteration 3F (125.747381 sec): 3 clusters Score: Raw -19814.847785 + Penalty 594.284591 = -19220.563195 nChanged 18 SP:Iteration 4F (125.748003 sec): 3 clusters Score: Raw -19837.538835 + Penalty 594.304189 = -19243.234645 nChanged 10 SP:Iteration 5Q (125.748609 sec): 3 clusters Score: Raw -19849.992424 + Penalty 594.604286 = -19255.388137 nChanged 11 SP:Iteration 6Q (125.749208 sec): 3 clusters Score: Raw -19862.000943 + Penalty 594.912020 = -19267.088923 nChanged 6 SP:Iteration 7Q (125.749805 sec): 3 clusters Score: Raw -19870.772871 + Penalty 595.029839 = -19275.743032 nChanged 4 SP:Iteration 8Q (125.750396 sec): 3 clusters Score: Raw -19874.173564 + Penalty 595.167349 = -19279.006215 nChanged 2 SP:Iteration 9Q (125.750985 sec): 3 clusters Score: Raw -19875.885603 + Penalty 595.220174 = -19280.665429 nChanged 1 SP:Iteration 10F (125.751619 sec): 3 clusters Score: Raw -19876.533987 + Penalty 595.220174 = -19281.313812 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.753697 sec): 2 clusters Score: Raw -44140.726598 + Penalty 295.455998 = -43845.270601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.754876 sec): 3 clusters Score: Raw -43866.309351 + Penalty 594.800481 = -43271.508870 nChanged 202 SP:Iteration 1F (125.756031 sec): 3 clusters Score: Raw -44042.891391 + Penalty 607.712640 = -43435.178751 nChanged 72 SP:Iteration 2F (125.757201 sec): 3 clusters Score: Raw -44132.016340 + Penalty 617.073878 = -43514.942462 nChanged 38 SP:Iteration 3F (125.758353 sec): 3 clusters Score: Raw -44160.989934 + Penalty 624.874648 = -43536.115285 nChanged 18 SP:Iteration 4Q (125.759486 sec): 3 clusters Score: Raw -44175.664437 + Penalty 632.317777 = -43543.346660 nChanged 17 SP:Iteration 5Q (125.760616 sec): 3 clusters Score: Raw -44185.989574 + Penalty 636.645149 = -43549.344425 nChanged 7 SP:Iteration 6Q (125.761775 sec): 3 clusters Score: Raw -44191.124794 + Penalty 638.572174 = -43552.552620 nChanged 5 SP:Iteration 7Q (125.762906 sec): 3 clusters Score: Raw -44194.061721 + Penalty 639.851520 = -43554.210201 nChanged 2 SP:Iteration 8Q (125.764034 sec): 3 clusters Score: Raw -44195.846626 + Penalty 641.881520 = -43553.965106 nChanged 2 SP:Iteration 9F (125.765181 sec): 3 clusters Score: Raw -44198.304763 + Penalty 647.556389 = -43550.748374 nChanged 5 SP:Iteration 10F (125.766351 sec): 3 clusters Score: Raw -44206.440717 + Penalty 652.596446 = -43553.844271 nChanged 5 SP:Iteration 11Q (125.767485 sec): 3 clusters Score: Raw -44212.258909 + Penalty 656.332715 = -43555.926195 nChanged 6 SP:Iteration 12Q (125.768631 sec): 3 clusters Score: Raw -44216.826871 + Penalty 659.010129 = -43557.816742 nChanged 5 SP:Iteration 13Q (125.769779 sec): 3 clusters Score: Raw -44219.265659 + Penalty 662.656932 = -43556.608726 nChanged 5 SP:Iteration 14F (125.770931 sec): 3 clusters Score: Raw -44221.222029 + Penalty 664.471463 = -43556.750566 nChanged 4 SP:Iteration 15Q (125.772163 sec): 3 clusters Score: Raw -44226.342174 + Penalty 665.895421 = -43560.446752 nChanged 1 SP:Iteration 16Q (125.773342 sec): 3 clusters Score: Raw -44226.838177 + Penalty 665.895421 = -43560.942756 nChanged 0 SP:Iteration 17F (125.774543 sec): 3 clusters Score: Raw -44226.838177 + Penalty 665.895421 = -43560.942756 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 7 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.779395 sec): 2 clusters Score: Raw -101137.943937 + Penalty 486.077099 = -100651.866838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.781711 sec): 3 clusters Score: Raw -100417.258261 + Penalty 971.832507 = -99445.425754 nChanged 480 SP:Iteration 1F (125.783975 sec): 3 clusters Score: Raw -100729.115780 + Penalty 970.659555 = -99758.456224 nChanged 196 SP:Iteration 2F (125.786216 sec): 3 clusters Score: Raw -100930.208683 + Penalty 978.638483 = -99951.570200 nChanged 133 SP:Iteration 3F (125.788422 sec): 3 clusters Score: Raw -101060.986377 + Penalty 988.428534 = -100072.557843 nChanged 88 SP:Iteration 4F (125.790648 sec): 3 clusters Score: Raw -101149.953406 + Penalty 991.602364 = -100158.351042 nChanged 64 SP:Iteration 5F (125.792854 sec): 3 clusters Score: Raw -101239.718417 + Penalty 984.832529 = -100254.885888 nChanged 35 SP:Iteration 6Q (125.795096 sec): 3 clusters Score: Raw -101288.717587 + Penalty 981.281003 = -100307.436584 nChanged 15 SP:Iteration 7Q (125.797273 sec): 3 clusters Score: Raw -101312.416364 + Penalty 978.903503 = -100333.512861 nChanged 15 SP:Iteration 8Q (125.799337 sec): 3 clusters Score: Raw -101328.418257 + Penalty 978.700246 = -100349.718011 nChanged 9 SP:Iteration 9Q (125.801315 sec): 3 clusters Score: Raw -101339.315224 + Penalty 977.525019 = -100361.790205 nChanged 11 SP:Iteration 10F (125.803575 sec): 3 clusters Score: Raw -101347.414765 + Penalty 975.920423 = -100371.494341 nChanged 3 SP:Iteration 11Q (125.805472 sec): 3 clusters Score: Raw -101349.048209 + Penalty 974.159706 = -100374.888503 nChanged 2 SP:Iteration 12Q (125.807354 sec): 3 clusters Score: Raw -101350.545701 + Penalty 972.126778 = -100378.418924 nChanged 2 SP:Iteration 13Q (125.809259 sec): 3 clusters Score: Raw -101353.512819 + Penalty 971.585809 = -100381.927010 nChanged 1 SP:Iteration 14Q (125.811177 sec): 3 clusters Score: Raw -101354.179417 + Penalty 971.269807 = -100382.909610 nChanged 1 SP:Iteration 15Q (125.813099 sec): 3 clusters Score: Raw -101354.858058 + Penalty 971.269807 = -100383.588251 nChanged 0 SP:Iteration 16F (125.815372 sec): 3 clusters Score: Raw -101354.858058 + Penalty 971.269807 = -100383.588251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.817506 sec): 2 clusters Score: Raw -31997.029743 + Penalty 227.208102 = -31769.821641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.818467 sec): 3 clusters Score: Raw -31790.139908 + Penalty 481.798513 = -31308.341395 nChanged 150 SP:Iteration 1F (125.819402 sec): 3 clusters Score: Raw -31936.454416 + Penalty 506.224713 = -31430.229703 nChanged 40 SP:Iteration 2F (125.820334 sec): 3 clusters Score: Raw -31984.543104 + Penalty 523.655923 = -31460.887181 nChanged 23 SP:Iteration 3F (125.821254 sec): 3 clusters Score: Raw -32019.020381 + Penalty 533.552905 = -31485.467476 nChanged 15 SP:Iteration 4Q (125.822110 sec): 3 clusters Score: Raw -32033.815647 + Penalty 542.994886 = -31490.820761 nChanged 9 SP:Iteration 5Q (125.822961 sec): 3 clusters Score: Raw -32041.928157 + Penalty 542.684592 = -31499.243565 nChanged 5 SP:Iteration 6Q (125.823793 sec): 3 clusters Score: Raw -32047.434374 + Penalty 546.599236 = -31500.835137 nChanged 4 SP:Iteration 7Q (125.824616 sec): 3 clusters Score: Raw -32049.499287 + Penalty 545.253405 = -31504.245882 nChanged 1 SP:Iteration 8Q (125.825431 sec): 3 clusters Score: Raw -32049.700228 + Penalty 545.253405 = -31504.446823 nChanged 0 SP:Iteration 9F (125.826359 sec): 3 clusters Score: Raw -32049.700228 + Penalty 545.253405 = -31504.446823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.832375 sec): 2 clusters Score: Raw -134339.036676 + Penalty 166.148537 = -134172.888139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.835526 sec): 3 clusters Score: Raw -133306.022244 + Penalty 340.153585 = -132965.868659 nChanged 754 SP:Iteration 1F (125.838708 sec): 3 clusters Score: Raw -134026.870695 + Penalty 341.426731 = -133685.443964 nChanged 119 SP:Iteration 2F (125.841883 sec): 3 clusters Score: Raw -134100.900188 + Penalty 342.617257 = -133758.282931 nChanged 51 SP:Iteration 3Q (125.844844 sec): 3 clusters Score: Raw -134113.881755 + Penalty 343.341584 = -133770.540170 nChanged 19 SP:Iteration 4Q (125.847835 sec): 3 clusters Score: Raw -134117.217772 + Penalty 344.698598 = -133772.519174 nChanged 21 SP:Iteration 5Q (125.850758 sec): 3 clusters Score: Raw -134120.805502 + Penalty 346.475593 = -133774.329909 nChanged 21 SP:Iteration 6Q (125.853706 sec): 3 clusters Score: Raw -134124.872325 + Penalty 348.345851 = -133776.526474 nChanged 21 SP:Iteration 7Q (125.856727 sec): 3 clusters Score: Raw -134130.117569 + Penalty 350.859639 = -133779.257930 nChanged 25 SP:Iteration 8Q (125.859718 sec): 3 clusters Score: Raw -134135.854195 + Penalty 352.649898 = -133783.204297 nChanged 16 SP:Iteration 9Q (125.862659 sec): 3 clusters Score: Raw -134139.881660 + Penalty 355.330602 = -133784.551058 nChanged 21 SP:Iteration 10F (125.865740 sec): 3 clusters Score: Raw -134145.956532 + Penalty 358.356357 = -133787.600175 nChanged 24 SP:Iteration 11Q (125.868711 sec): 3 clusters Score: Raw -134151.616448 + Penalty 361.734616 = -133789.881832 nChanged 24 SP:Iteration 12Q (125.871679 sec): 3 clusters Score: Raw -134157.552616 + Penalty 365.155453 = -133792.397163 nChanged 24 SP:Iteration 13Q (125.874654 sec): 3 clusters Score: Raw -134165.475762 + Penalty 368.426107 = -133797.049656 nChanged 22 SP:Iteration 14Q (125.877613 sec): 3 clusters Score: Raw -134170.066527 + Penalty 371.505527 = -133798.561000 nChanged 16 SP:Iteration 15Q (125.880537 sec): 3 clusters Score: Raw -134174.452565 + Penalty 375.228817 = -133799.223748 nChanged 21 SP:Iteration 16Q (125.883438 sec): 3 clusters Score: Raw -134179.514924 + Penalty 380.254916 = -133799.260008 nChanged 27 SP:Iteration 17Q (125.886366 sec): 3 clusters Score: Raw -134188.115292 + Penalty 385.293978 = -133802.821314 nChanged 28 SP:Iteration 18Q (125.889278 sec): 3 clusters Score: Raw -134197.833625 + Penalty 391.413571 = -133806.420053 nChanged 31 SP:Iteration 19Q (125.892195 sec): 3 clusters Score: Raw -134209.921068 + Penalty 399.234760 = -133810.686308 nChanged 33 SP:Iteration 20F (125.895470 sec): 3 clusters Score: Raw -134223.440118 + Penalty 406.895611 = -133816.544508 nChanged 28 SP:Iteration 21Q (125.898430 sec): 3 clusters Score: Raw -134235.105257 + Penalty 416.714986 = -133818.390270 nChanged 34 SP:Iteration 22Q (125.901262 sec): 3 clusters Score: Raw -134250.188076 + Penalty 424.367894 = -133825.820182 nChanged 26 SP:Iteration 23Q (125.904043 sec): 3 clusters Score: Raw -134261.439858 + Penalty 436.150234 = -133825.289624 nChanged 35 SP:Iteration 24F (125.907077 sec): 3 clusters Score: Raw -134280.691029 + Penalty 448.622733 = -133832.068295 nChanged 34 SP:Iteration 25Q (125.909878 sec): 3 clusters Score: Raw -134305.878738 + Penalty 459.826142 = -133846.052596 nChanged 34 SP:Iteration 26Q (125.912648 sec): 3 clusters Score: Raw -134330.401749 + Penalty 479.625730 = -133850.776019 nChanged 32 SP:Iteration 27Q (125.915498 sec): 3 clusters Score: Raw -134352.788443 + Penalty 498.357894 = -133854.430550 nChanged 22 SP:Iteration 28Q (125.918258 sec): 3 clusters Score: Raw -134366.688113 + Penalty 516.293850 = -133850.394263 nChanged 16 SP:Iteration 29F (125.921344 sec): 3 clusters Score: Raw -134375.005228 + Penalty 530.579088 = -133844.426140 nChanged 12 SP:Iteration 30F (125.924378 sec): 3 clusters Score: Raw -134379.580561 + Penalty 539.755689 = -133839.824872 nChanged 10 SP:Iteration 31F (125.927456 sec): 3 clusters Score: Raw -134384.730014 + Penalty 551.270822 = -133833.459192 nChanged 10 SP:Iteration 32F (125.930460 sec): 3 clusters Score: Raw -134389.711279 + Penalty 556.375023 = -133833.336256 nChanged 6 SP:Iteration 33F (125.933566 sec): 3 clusters Score: Raw -134391.575385 + Penalty 556.416067 = -133835.159318 nChanged 3 SP:Iteration 34Q (125.936085 sec): 3 clusters Score: Raw -134392.376537 + Penalty 557.149272 = -133835.227264 nChanged 3 SP:Iteration 35Q (125.938599 sec): 3 clusters Score: Raw -134394.012700 + Penalty 558.909922 = -133835.102778 nChanged 5 SP:Iteration 36F (125.941667 sec): 3 clusters Score: Raw -134398.574344 + Penalty 558.661422 = -133839.912922 nChanged 1 SP:Iteration 37Q (125.944124 sec): 3 clusters Score: Raw -134399.032655 + Penalty 558.661422 = -133840.371234 nChanged 0 SP:Iteration 38F (125.947192 sec): 3 clusters Score: Raw -134399.032655 + Penalty 558.661422 = -133840.371234 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.963609 sec): 2 clusters Score: Raw -269575.227795 + Penalty 446.836330 = -269128.391465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.969712 sec): 3 clusters Score: Raw -267622.222964 + Penalty 882.120774 = -266740.102191 nChanged 1437 SP:Iteration 1F (125.975662 sec): 3 clusters Score: Raw -268490.854755 + Penalty 860.479030 = -267630.375725 nChanged 441 SP:Iteration 2F (125.981606 sec): 3 clusters Score: Raw -268813.554040 + Penalty 836.252390 = -267977.301649 nChanged 291 SP:Iteration 3F (125.987448 sec): 3 clusters Score: Raw -269032.029410 + Penalty 823.489673 = -268208.539736 nChanged 192 SP:Iteration 4F (125.993560 sec): 3 clusters Score: Raw -269168.062474 + Penalty 805.529278 = -268362.533196 nChanged 154 SP:Iteration 5Q (125.999294 sec): 3 clusters Score: Raw -269268.015999 + Penalty 791.754441 = -268476.261558 nChanged 87 SP:Iteration 6Q (126.004934 sec): 3 clusters Score: Raw -269323.860048 + Penalty 783.028443 = -268540.831605 nChanged 67 SP:Iteration 7Q (126.010671 sec): 3 clusters Score: Raw -269365.525660 + Penalty 776.119246 = -268589.406414 nChanged 53 SP:Iteration 8Q (126.016253 sec): 3 clusters Score: Raw -269407.049667 + Penalty 773.234181 = -268633.815486 nChanged 36 SP:Iteration 9Q (126.021943 sec): 3 clusters Score: Raw -269428.200902 + Penalty 770.366812 = -268657.834090 nChanged 38 SP:Iteration 10F (126.030787 sec): 3 clusters Score: Raw -269443.734450 + Penalty 768.561857 = -268675.172592 nChanged 31 SP:Iteration 11Q (126.039670 sec): 3 clusters Score: Raw -269455.802300 + Penalty 767.887232 = -268687.915068 nChanged 22 SP:Iteration 12Q (126.045372 sec): 3 clusters Score: Raw -269461.602875 + Penalty 769.284814 = -268692.318061 nChanged 13 SP:Iteration 13Q (126.051373 sec): 3 clusters Score: Raw -269464.601797 + Penalty 767.362488 = -268697.239309 nChanged 11 SP:Iteration 14Q (126.057182 sec): 3 clusters Score: Raw -269466.957411 + Penalty 765.934443 = -268701.022967 nChanged 15 SP:Iteration 15Q (126.063089 sec): 3 clusters Score: Raw -269472.455327 + Penalty 765.745006 = -268706.710321 nChanged 19 SP:Iteration 16Q (126.068853 sec): 3 clusters Score: Raw -269481.146687 + Penalty 768.019601 = -268713.127085 nChanged 15 SP:Iteration 17Q (126.074516 sec): 3 clusters Score: Raw -269485.609352 + Penalty 768.154165 = -268717.455187 nChanged 16 SP:Iteration 18Q (126.080124 sec): 3 clusters Score: Raw -269490.274130 + Penalty 767.389004 = -268722.885126 nChanged 22 SP:Iteration 19Q (126.085701 sec): 3 clusters Score: Raw -269501.105210 + Penalty 769.456456 = -268731.648754 nChanged 25 SP:Iteration 20F (126.091576 sec): 3 clusters Score: Raw -269512.530446 + Penalty 772.514577 = -268740.015869 nChanged 18 SP:Iteration 21Q (126.096901 sec): 3 clusters Score: Raw -269518.167148 + Penalty 775.837931 = -268742.329218 nChanged 14 SP:Iteration 22Q (126.102346 sec): 3 clusters Score: Raw -269521.006730 + Penalty 777.293865 = -268743.712865 nChanged 11 SP:Iteration 23Q (126.107657 sec): 3 clusters Score: Raw -269523.811103 + Penalty 776.914796 = -268746.896307 nChanged 13 SP:Iteration 24Q (126.112819 sec): 3 clusters Score: Raw -269526.737070 + Penalty 779.080325 = -268747.656745 nChanged 13 SP:Iteration 25Q (126.117975 sec): 3 clusters Score: Raw -269530.772950 + Penalty 783.732972 = -268747.039978 nChanged 14 SP:Iteration 26F (126.124072 sec): 3 clusters Score: Raw -269535.284894 + Penalty 784.514569 = -268750.770325 nChanged 13 SP:Iteration 27Q (126.129205 sec): 3 clusters Score: Raw -269538.958462 + Penalty 787.063210 = -268751.895251 nChanged 10 SP:Iteration 28Q (126.134278 sec): 3 clusters Score: Raw -269541.846278 + Penalty 789.181627 = -268752.664651 nChanged 14 SP:Iteration 29Q (126.139311 sec): 3 clusters Score: Raw -269546.129491 + Penalty 792.771205 = -268753.358286 nChanged 13 SP:Iteration 30F (126.145533 sec): 3 clusters Score: Raw -269549.480943 + Penalty 795.635443 = -268753.845500 nChanged 11 SP:Iteration 31Q (126.150608 sec): 3 clusters Score: Raw -269553.176350 + Penalty 799.240059 = -268753.936292 nChanged 15 SP:Iteration 32Q (126.155649 sec): 3 clusters Score: Raw -269557.723154 + Penalty 799.015507 = -268758.707647 nChanged 8 SP:Iteration 33Q (126.160700 sec): 3 clusters Score: Raw -269559.327243 + Penalty 801.110154 = -268758.217089 nChanged 10 SP:Iteration 34F (126.166626 sec): 3 clusters Score: Raw -269563.059439 + Penalty 802.649969 = -268760.409471 nChanged 9 SP:Iteration 35Q (126.171640 sec): 3 clusters Score: Raw -269565.651925 + Penalty 804.395926 = -268761.255999 nChanged 9 SP:Iteration 36Q (126.176629 sec): 3 clusters Score: Raw -269567.680241 + Penalty 805.311869 = -268762.368372 nChanged 9 SP:Iteration 37Q (126.181704 sec): 3 clusters Score: Raw -269569.924494 + Penalty 806.153154 = -268763.771340 nChanged 8 SP:Iteration 38Q (126.186651 sec): 3 clusters Score: Raw -269572.843723 + Penalty 811.729428 = -268761.114295 nChanged 7 SP:Iteration 39F (126.192570 sec): 3 clusters Score: Raw -269574.419064 + Penalty 812.161822 = -268762.257243 nChanged 3 SP:Iteration 40F (126.198464 sec): 3 clusters Score: Raw -269574.711962 + Penalty 814.704437 = -268760.007525 nChanged 5 SP:Iteration 41F (126.204364 sec): 3 clusters Score: Raw -269575.843426 + Penalty 818.033182 = -268757.810243 nChanged 6 SP:Iteration 42F (126.210255 sec): 3 clusters Score: Raw -269577.453735 + Penalty 819.882009 = -268757.571726 nChanged 6 SP:Iteration 43F (126.216103 sec): 3 clusters Score: Raw -269578.663460 + Penalty 817.050784 = -268761.612676 nChanged 5 SP:Iteration 44Q (126.221315 sec): 3 clusters Score: Raw -269579.744437 + Penalty 816.107849 = -268763.636589 nChanged 2 SP:Iteration 45Q (126.226526 sec): 3 clusters Score: Raw -269579.953813 + Penalty 816.107849 = -268763.845965 nChanged 0 SP:Iteration 46F (126.232355 sec): 3 clusters Score: Raw -269579.953813 + Penalty 816.107849 = -268763.845965 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.307079 sec): 2 clusters Score: Raw -1238984.299315 + Penalty 219.196425 = -1238765.102890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.336607 sec): 3 clusters Score: Raw -1228282.746824 + Penalty 522.929705 = -1227759.817119 nChanged 7538 SP:Iteration 1F (126.365851 sec): 3 clusters Score: Raw -1235586.368716 + Penalty 648.775040 = -1234937.593675 nChanged 2326 SP:Iteration 2F (126.395129 sec): 3 clusters Score: Raw -1238356.291958 + Penalty 740.679381 = -1237615.612577 nChanged 467 SP:Iteration 3Q (126.422724 sec): 3 clusters Score: Raw -1238829.594157 + Penalty 814.363489 = -1238015.230668 nChanged 129 SP:Iteration 4Q (126.446961 sec): 3 clusters Score: Raw -1238954.615926 + Penalty 907.740485 = -1238046.875440 nChanged 38 SP:Iteration 5Q (126.470269 sec): 3 clusters Score: Raw -1238997.776812 + Penalty 954.862294 = -1238042.914518 nChanged 9 SP:Iteration 6F (126.499976 sec): 3 clusters Score: Raw -1239011.382163 + Penalty 980.735409 = -1238030.646754 nChanged 5 SP:Iteration 7F (126.529063 sec): 3 clusters Score: Raw -1239019.573064 + Penalty 1006.414816 = -1238013.158248 nChanged 2 SP:Iteration 8F (126.557988 sec): 3 clusters Score: Raw -1239021.365192 + Penalty 1042.156615 = -1237979.208577 nChanged 2 SP:Iteration 9F (126.587160 sec): 3 clusters Score: Raw -1239026.737405 + Penalty 1053.606195 = -1237973.131211 nChanged 1 SP:Iteration 10F (126.616479 sec): 3 clusters Score: Raw -1239030.948449 + Penalty 1053.606195 = -1237977.342254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.626568 sec): 2 clusters Score: Raw -14432.827878 + Penalty 266.787381 = -14166.040497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.627136 sec): 3 clusters Score: Raw -14376.824256 + Penalty 531.065764 = -13845.758492 nChanged 51 SP:Iteration 1F (126.627707 sec): 3 clusters Score: Raw -14434.975138 + Penalty 534.894760 = -13900.080378 nChanged 15 SP:Iteration 2F (126.628268 sec): 3 clusters Score: Raw -14453.425977 + Penalty 534.331181 = -13919.094796 nChanged 7 SP:Iteration 3Q (126.628816 sec): 3 clusters Score: Raw -14481.505594 + Penalty 542.787423 = -13938.718171 nChanged 12 SP:Iteration 4F (126.629373 sec): 3 clusters Score: Raw -14502.643368 + Penalty 546.335491 = -13956.307877 nChanged 7 SP:Iteration 5Q (126.629908 sec): 3 clusters Score: Raw -14511.598624 + Penalty 545.035008 = -13966.563617 nChanged 3 SP:Iteration 6Q (126.630437 sec): 3 clusters Score: Raw -14515.811807 + Penalty 543.960688 = -13971.851119 nChanged 1 SP:Iteration 7Q (126.630979 sec): 3 clusters Score: Raw -14516.838503 + Penalty 543.960688 = -13972.877816 nChanged 0 SP:Iteration 8F (126.631522 sec): 3 clusters Score: Raw -14516.838503 + Penalty 543.960688 = -13972.877816 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.639328 sec): 2 clusters Score: Raw -135529.785314 + Penalty 415.959348 = -135113.825966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.642301 sec): 3 clusters Score: Raw -134627.138441 + Penalty 832.047123 = -133795.091318 nChanged 666 SP:Iteration 1F (126.645174 sec): 3 clusters Score: Raw -134947.449452 + Penalty 831.945118 = -134115.504335 nChanged 142 SP:Iteration 2F (126.648079 sec): 3 clusters Score: Raw -135013.226847 + Penalty 832.849350 = -134180.377497 nChanged 118 SP:Iteration 3F (126.650935 sec): 3 clusters Score: Raw -135084.752699 + Penalty 835.545893 = -134249.206806 nChanged 114 SP:Iteration 4F (126.653802 sec): 3 clusters Score: Raw -135159.968961 + Penalty 841.145334 = -134318.823627 nChanged 111 SP:Iteration 5F (126.656701 sec): 3 clusters Score: Raw -135216.837790 + Penalty 848.065214 = -134368.772576 nChanged 88 SP:Iteration 6F (126.659627 sec): 3 clusters Score: Raw -135260.219269 + Penalty 855.528459 = -134404.690810 nChanged 63 SP:Iteration 7Q (126.662553 sec): 3 clusters Score: Raw -135291.874289 + Penalty 866.820604 = -134425.053685 nChanged 63 SP:Iteration 8Q (126.665459 sec): 3 clusters Score: Raw -135327.440150 + Penalty 876.155714 = -134451.284436 nChanged 49 SP:Iteration 9Q (126.668384 sec): 3 clusters Score: Raw -135354.881595 + Penalty 890.955601 = -134463.925994 nChanged 50 SP:Iteration 10F (126.671310 sec): 3 clusters Score: Raw -135387.864378 + Penalty 909.461367 = -134478.403011 nChanged 48 SP:Iteration 11Q (126.674162 sec): 3 clusters Score: Raw -135430.170980 + Penalty 937.619385 = -134492.551595 nChanged 54 SP:Iteration 12Q (126.677152 sec): 3 clusters Score: Raw -135494.434133 + Penalty 972.826280 = -134521.607853 nChanged 44 SP:Iteration 13Q (126.680099 sec): 3 clusters Score: Raw -135581.755809 + Penalty 985.479266 = -134596.276544 nChanged 31 SP:Iteration 14Q (126.682944 sec): 3 clusters Score: Raw -135628.052639 + Penalty 995.902389 = -134632.150251 nChanged 22 SP:Iteration 15Q (126.685565 sec): 3 clusters Score: Raw -135649.729527 + Penalty 1006.778865 = -134642.950662 nChanged 19 SP:Iteration 16Q (126.688173 sec): 3 clusters Score: Raw -135662.835305 + Penalty 1007.734293 = -134655.101012 nChanged 7 SP:Iteration 17Q (126.690758 sec): 3 clusters Score: Raw -135667.263229 + Penalty 1006.107946 = -134661.155283 nChanged 4 SP:Iteration 18Q (126.693308 sec): 3 clusters Score: Raw -135669.310693 + Penalty 1005.527583 = -134663.783110 nChanged 1 SP:Iteration 19Q (126.695841 sec): 3 clusters Score: Raw -135669.436776 + Penalty 1006.173387 = -134663.263389 nChanged 2 SP:Iteration 20F (126.698743 sec): 3 clusters Score: Raw -135671.888068 + Penalty 1006.173387 = -134665.714681 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 16 (3035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.715326 sec): 2 clusters Score: Raw -252860.060244 + Penalty 480.914393 = -252379.145851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.721137 sec): 3 clusters Score: Raw -250988.863866 + Penalty 938.679193 = -250050.184674 nChanged 1361 SP:Iteration 1F (126.726896 sec): 3 clusters Score: Raw -252033.866732 + Penalty 910.076773 = -251123.789959 nChanged 355 SP:Iteration 2F (126.732585 sec): 3 clusters Score: Raw -252397.915518 + Penalty 896.704231 = -251501.211287 nChanged 202 SP:Iteration 3F (126.738128 sec): 3 clusters Score: Raw -252615.371275 + Penalty 895.980484 = -251719.390792 nChanged 140 SP:Iteration 4Q (126.743387 sec): 3 clusters Score: Raw -252750.510460 + Penalty 922.902437 = -251827.608022 nChanged 73 SP:Iteration 5Q (126.748449 sec): 3 clusters Score: Raw -252816.491048 + Penalty 942.166385 = -251874.324663 nChanged 32 SP:Iteration 6Q (126.753295 sec): 3 clusters Score: Raw -252847.363073 + Penalty 951.305985 = -251896.057088 nChanged 22 SP:Iteration 7Q (126.758020 sec): 3 clusters Score: Raw -252865.053560 + Penalty 966.135160 = -251898.918400 nChanged 14 SP:Iteration 8Q (126.762689 sec): 3 clusters Score: Raw -252876.899667 + Penalty 980.361725 = -251896.537942 nChanged 15 SP:Iteration 9F (126.768242 sec): 3 clusters Score: Raw -252889.697198 + Penalty 988.107656 = -251901.589542 nChanged 11 SP:Iteration 10F (126.773756 sec): 3 clusters Score: Raw -252895.989509 + Penalty 990.187761 = -251905.801748 nChanged 6 SP:Iteration 11Q (126.778337 sec): 3 clusters Score: Raw -252900.655329 + Penalty 989.891127 = -251910.764202 nChanged 3 SP:Iteration 12Q (126.782982 sec): 3 clusters Score: Raw -252902.339436 + Penalty 994.447410 = -251907.892027 nChanged 5 SP:Iteration 13F (126.788552 sec): 3 clusters Score: Raw -252904.774249 + Penalty 993.204455 = -251911.569794 nChanged 3 SP:Iteration 14Q (126.793121 sec): 3 clusters Score: Raw -252906.498012 + Penalty 994.230306 = -251912.267705 nChanged 1 SP:Iteration 15Q (126.797782 sec): 3 clusters Score: Raw -252907.337134 + Penalty 991.685616 = -251915.651518 nChanged 2 SP:Iteration 16Q (126.802397 sec): 3 clusters Score: Raw -252907.851561 + Penalty 991.685616 = -251916.165945 nChanged 0 SP:Iteration 17F (126.807915 sec): 3 clusters Score: Raw -252907.851561 + Penalty 991.685616 = -251916.165945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.815536 sec): 2 clusters Score: Raw -1606.648716 + Penalty 60.889113 = -1545.759602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.815820 sec): 3 clusters Score: Raw -1651.084301 + Penalty 130.555280 = -1520.529020 nChanged 4 SP:Iteration 1F (126.816088 sec): 3 clusters Score: Raw -1667.527488 + Penalty 130.555280 = -1536.972208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.824278 sec): 2 clusters Score: Raw -211167.786168 + Penalty 490.470357 = -210677.315812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.828753 sec): 3 clusters Score: Raw -209756.233329 + Penalty 981.438069 = -208774.795260 nChanged 1026 SP:Iteration 1F (126.833167 sec): 3 clusters Score: Raw -210323.039060 + Penalty 983.423364 = -209339.615696 nChanged 214 SP:Iteration 2F (126.837532 sec): 3 clusters Score: Raw -210445.866773 + Penalty 988.194972 = -209457.671801 nChanged 161 SP:Iteration 3F (126.841883 sec): 3 clusters Score: Raw -210594.028709 + Penalty 995.312637 = -209598.716072 nChanged 169 SP:Iteration 4F (126.846234 sec): 3 clusters Score: Raw -210799.913329 + Penalty 1001.473411 = -209798.439918 nChanged 165 SP:Iteration 5F (126.850670 sec): 3 clusters Score: Raw -211024.962569 + Penalty 1002.666608 = -210022.295961 nChanged 149 SP:Iteration 6F (126.855106 sec): 3 clusters Score: Raw -211173.977661 + Penalty 1003.733024 = -210170.244637 nChanged 104 SP:Iteration 7Q (126.859269 sec): 3 clusters Score: Raw -211255.054392 + Penalty 1001.944908 = -210253.109484 nChanged 87 SP:Iteration 8Q (126.863413 sec): 3 clusters Score: Raw -211316.772837 + Penalty 999.536380 = -210317.236457 nChanged 68 SP:Iteration 9Q (126.867538 sec): 3 clusters Score: Raw -211359.377221 + Penalty 997.479434 = -210361.897787 nChanged 62 SP:Iteration 10F (126.871925 sec): 3 clusters Score: Raw -211391.842649 + Penalty 994.906455 = -210396.936194 nChanged 52 SP:Iteration 11Q (126.875981 sec): 3 clusters Score: Raw -211417.388653 + Penalty 992.739345 = -210424.649308 nChanged 39 SP:Iteration 12Q (126.880172 sec): 3 clusters Score: Raw -211427.263778 + Penalty 991.784714 = -210435.479064 nChanged 19 SP:Iteration 13Q (126.884421 sec): 3 clusters Score: Raw -211430.222025 + Penalty 991.185729 = -210439.036297 nChanged 10 SP:Iteration 14Q (126.888543 sec): 3 clusters Score: Raw -211431.360681 + Penalty 991.050255 = -210440.310426 nChanged 4 SP:Iteration 15Q (126.892671 sec): 3 clusters Score: Raw -211431.739838 + Penalty 990.986942 = -210440.752896 nChanged 3 SP:Iteration 16Q (126.896835 sec): 3 clusters Score: Raw -211432.403110 + Penalty 990.930980 = -210441.472130 nChanged 4 SP:Iteration 17Q (126.901264 sec): 3 clusters Score: Raw -211433.513487 + Penalty 990.864659 = -210442.648828 nChanged 1 SP:Iteration 18Q (126.905341 sec): 3 clusters Score: Raw -211433.537726 + Penalty 990.783802 = -210442.753924 nChanged 1 SP:Iteration 19Q (126.909530 sec): 3 clusters Score: Raw -211433.591258 + Penalty 990.717823 = -210442.873435 nChanged 1 SP:Iteration 20F (126.913987 sec): 3 clusters Score: Raw -211433.609200 + Penalty 990.638696 = -210442.970504 nChanged 1 SP:Iteration 21Q (126.918138 sec): 3 clusters Score: Raw -211433.631709 + Penalty 990.638696 = -210442.993013 nChanged 0 SP:Iteration 22F (126.922526 sec): 3 clusters Score: Raw -211433.631709 + Penalty 990.638696 = -210442.993013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 20 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.924977 sec): 2 clusters Score: Raw -2436.418798 + Penalty 102.973205 = -2333.445592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.925278 sec): 3 clusters Score: Raw -2561.021957 + Penalty 214.398203 = -2346.623754 nChanged 9 SP:Iteration 1F (126.925562 sec): 3 clusters Score: Raw -2586.100071 + Penalty 237.784280 = -2348.315791 nChanged 4 SP:Iteration 2F (126.925844 sec): 3 clusters Score: Raw -2602.385814 + Penalty 260.526388 = -2341.859426 nChanged 2 SP:Iteration 3F (126.926127 sec): 3 clusters Score: Raw -2613.121640 + Penalty 276.066897 = -2337.054743 nChanged 1 SP:Iteration 4F (126.926406 sec): 3 clusters Score: Raw -2619.508752 + Penalty 276.066897 = -2343.441855 nChanged 0 Score: Raw -3376008.311515 + Penalty 28605.509604 = -3347402.801911 Splitting cluster 20 changes total score from -3326249.078830 to -3347402.801911 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.718407 sec): 2 clusters Score: Raw -73975.059527 + Penalty 785.475584 = -73189.583942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.720361 sec): 3 clusters Score: Raw -73594.973319 + Penalty 1570.305754 = -72024.667565 nChanged 300 SP:Iteration 1F (127.722203 sec): 3 clusters Score: Raw -73860.790885 + Penalty 1572.712351 = -72288.078533 nChanged 88 SP:Iteration 2F (127.724011 sec): 3 clusters Score: Raw -73974.757938 + Penalty 1578.763861 = -72395.994077 nChanged 57 SP:Iteration 3F (127.725809 sec): 3 clusters Score: Raw -74052.193508 + Penalty 1595.315908 = -72456.877600 nChanged 56 SP:Iteration 4F (127.727654 sec): 3 clusters Score: Raw -74137.947747 + Penalty 1606.294101 = -72531.653645 nChanged 41 SP:Iteration 5Q (127.729381 sec): 3 clusters Score: Raw -74201.289407 + Penalty 1610.701166 = -72590.588241 nChanged 29 SP:Iteration 6Q (127.731077 sec): 3 clusters Score: Raw -74238.790163 + Penalty 1613.164639 = -72625.625524 nChanged 17 SP:Iteration 7Q (127.732804 sec): 3 clusters Score: Raw -74254.976208 + Penalty 1622.353173 = -72632.623035 nChanged 13 SP:Iteration 8Q (127.734485 sec): 3 clusters Score: Raw -74268.863735 + Penalty 1628.041411 = -72640.822324 nChanged 10 SP:Iteration 9Q (127.736146 sec): 3 clusters Score: Raw -74282.391644 + Penalty 1633.972258 = -72648.419386 nChanged 8 SP:Iteration 10F (127.737963 sec): 3 clusters Score: Raw -74290.781712 + Penalty 1639.959598 = -72650.822114 nChanged 8 SP:Iteration 11Q (127.739664 sec): 3 clusters Score: Raw -74302.318398 + Penalty 1648.919786 = -72653.398612 nChanged 12 SP:Iteration 12Q (127.741517 sec): 3 clusters Score: Raw -74315.271156 + Penalty 1652.538736 = -72662.732420 nChanged 7 SP:Iteration 13Q (127.743375 sec): 3 clusters Score: Raw -74324.003484 + Penalty 1657.052513 = -72666.950971 nChanged 7 SP:Iteration 14Q (127.745272 sec): 3 clusters Score: Raw -74330.379444 + Penalty 1659.639524 = -72670.739920 nChanged 4 SP:Iteration 15Q (127.747152 sec): 3 clusters Score: Raw -74334.133044 + Penalty 1663.105021 = -72671.028023 nChanged 5 SP:Iteration 16Q (127.749087 sec): 3 clusters Score: Raw -74341.368407 + Penalty 1667.276209 = -72674.092199 nChanged 6 SP:Iteration 17Q (127.750994 sec): 3 clusters Score: Raw -74351.364343 + Penalty 1669.156904 = -72682.207439 nChanged 3 SP:Iteration 18Q (127.753349 sec): 3 clusters Score: Raw -74354.478479 + Penalty 1672.657485 = -72681.820994 nChanged 5 SP:Iteration 19F (127.756068 sec): 3 clusters Score: Raw -74359.454183 + Penalty 1674.314009 = -72685.140174 nChanged 4 SP:Iteration 20F (127.758107 sec): 3 clusters Score: Raw -74362.140049 + Penalty 1675.603111 = -72686.536938 nChanged 2 SP:Iteration 21Q (127.759708 sec): 3 clusters Score: Raw -74363.294520 + Penalty 1675.603111 = -72687.691409 nChanged 0 SP:Iteration 22F (127.761445 sec): 3 clusters Score: Raw -74363.294520 + Penalty 1675.603111 = -72687.691409 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 23 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.765356 sec): 2 clusters Score: Raw -90234.255181 + Penalty 485.349314 = -89748.905867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.767640 sec): 3 clusters Score: Raw -89627.068797 + Penalty 970.305720 = -88656.763077 nChanged 410 SP:Iteration 1F (127.769807 sec): 3 clusters Score: Raw -89836.571725 + Penalty 978.930226 = -88857.641499 nChanged 135 SP:Iteration 2F (127.772031 sec): 3 clusters Score: Raw -89961.190122 + Penalty 1005.468114 = -88955.722008 nChanged 110 SP:Iteration 3F (127.774314 sec): 3 clusters Score: Raw -90063.205355 + Penalty 1031.608699 = -89031.596656 nChanged 77 SP:Iteration 4F (127.776474 sec): 3 clusters Score: Raw -90134.265376 + Penalty 1062.470212 = -89071.795164 nChanged 78 SP:Iteration 5F (127.778628 sec): 3 clusters Score: Raw -90206.282779 + Penalty 1082.684192 = -89123.598586 nChanged 50 SP:Iteration 6Q (127.780730 sec): 3 clusters Score: Raw -90245.674872 + Penalty 1098.090623 = -89147.584249 nChanged 33 SP:Iteration 7Q (127.782814 sec): 3 clusters Score: Raw -90265.252588 + Penalty 1109.508223 = -89155.744365 nChanged 26 SP:Iteration 8Q (127.784953 sec): 3 clusters Score: Raw -90283.065689 + Penalty 1120.530121 = -89162.535568 nChanged 19 SP:Iteration 9Q (127.787056 sec): 3 clusters Score: Raw -90294.144850 + Penalty 1125.501434 = -89168.643416 nChanged 13 SP:Iteration 10F (127.789186 sec): 3 clusters Score: Raw -90302.198506 + Penalty 1130.733352 = -89171.465154 nChanged 9 SP:Iteration 11Q (127.791160 sec): 3 clusters Score: Raw -90305.227082 + Penalty 1133.913395 = -89171.313687 nChanged 7 SP:Iteration 12F (127.793276 sec): 3 clusters Score: Raw -90308.000006 + Penalty 1133.684751 = -89174.315255 nChanged 5 SP:Iteration 13Q (127.795251 sec): 3 clusters Score: Raw -90310.982726 + Penalty 1135.873478 = -89175.109249 nChanged 5 SP:Iteration 14Q (127.797226 sec): 3 clusters Score: Raw -90313.792107 + Penalty 1138.751408 = -89175.040699 nChanged 5 SP:Iteration 15F (127.799381 sec): 3 clusters Score: Raw -90316.213371 + Penalty 1139.837885 = -89176.375486 nChanged 4 SP:Iteration 16Q (127.801328 sec): 3 clusters Score: Raw -90317.121955 + Penalty 1139.839366 = -89177.282590 nChanged 2 SP:Iteration 17Q (127.803275 sec): 3 clusters Score: Raw -90318.312626 + Penalty 1139.272459 = -89179.040167 nChanged 1 SP:Iteration 18Q (127.805239 sec): 3 clusters Score: Raw -90318.805809 + Penalty 1139.272459 = -89179.533350 nChanged 0 SP:Iteration 19F (127.807369 sec): 3 clusters Score: Raw -90318.805809 + Penalty 1139.272459 = -89179.533350 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.809762 sec): 2 clusters Score: Raw -49842.393744 + Penalty 972.976833 = -48869.416912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.811062 sec): 3 clusters Score: Raw -49697.908170 + Penalty 1943.806617 = -47754.101553 nChanged 152 SP:Iteration 1F (127.812362 sec): 3 clusters Score: Raw -49938.338115 + Penalty 1941.263006 = -47997.075109 nChanged 59 SP:Iteration 2F (127.813643 sec): 3 clusters Score: Raw -50050.914311 + Penalty 1937.489482 = -48113.424829 nChanged 39 SP:Iteration 3F (127.814917 sec): 3 clusters Score: Raw -50119.620450 + Penalty 1934.180537 = -48185.439914 nChanged 26 SP:Iteration 4Q (127.816144 sec): 3 clusters Score: Raw -50165.829028 + Penalty 1932.749959 = -48233.079070 nChanged 18 SP:Iteration 5Q (127.817364 sec): 3 clusters Score: Raw -50207.051623 + Penalty 1933.399373 = -48273.652251 nChanged 17 SP:Iteration 6Q (127.818568 sec): 3 clusters Score: Raw -50250.732481 + Penalty 1933.015730 = -48317.716752 nChanged 15 SP:Iteration 7Q (127.819795 sec): 3 clusters Score: Raw -50274.944370 + Penalty 1934.202043 = -48340.742327 nChanged 9 SP:Iteration 8Q (127.821025 sec): 3 clusters Score: Raw -50287.342585 + Penalty 1934.477303 = -48352.865281 nChanged 2 SP:Iteration 9Q (127.822248 sec): 3 clusters Score: Raw -50288.733617 + Penalty 1934.570108 = -48354.163509 nChanged 1 SP:Iteration 10F (127.823542 sec): 3 clusters Score: Raw -50289.770003 + Penalty 1934.276892 = -48355.493110 nChanged 1 SP:Iteration 11Q (127.824709 sec): 3 clusters Score: Raw -50290.776794 + Penalty 1934.571572 = -48356.205222 nChanged 1 SP:Iteration 12Q (127.825878 sec): 3 clusters Score: Raw -50293.340871 + Penalty 1935.008941 = -48358.331930 nChanged 2 SP:Iteration 13Q (127.827072 sec): 3 clusters Score: Raw -50294.586518 + Penalty 1935.293282 = -48359.293236 nChanged 1 SP:Iteration 14Q (127.828310 sec): 3 clusters Score: Raw -50295.211926 + Penalty 1935.573451 = -48359.638475 nChanged 1 SP:Iteration 15Q (127.829532 sec): 3 clusters Score: Raw -50295.668109 + Penalty 1935.573451 = -48360.094658 nChanged 0 SP:Iteration 16F (127.830901 sec): 3 clusters Score: Raw -50295.668109 + Penalty 1935.573451 = -48360.094658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.832841 sec): 2 clusters Score: Raw -37771.553859 + Penalty 273.838592 = -37497.715267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.833925 sec): 3 clusters Score: Raw -37536.061499 + Penalty 546.732905 = -36989.328594 nChanged 168 SP:Iteration 1F (127.834990 sec): 3 clusters Score: Raw -37639.324845 + Penalty 544.978117 = -37094.346728 nChanged 36 SP:Iteration 2F (127.836021 sec): 3 clusters Score: Raw -37671.143346 + Penalty 546.738208 = -37124.405137 nChanged 20 SP:Iteration 3Q (127.837056 sec): 3 clusters Score: Raw -37692.049496 + Penalty 547.435151 = -37144.614344 nChanged 22 SP:Iteration 4Q (127.838069 sec): 3 clusters Score: Raw -37716.688331 + Penalty 552.455974 = -37164.232357 nChanged 23 SP:Iteration 5F (127.839087 sec): 3 clusters Score: Raw -37739.036507 + Penalty 565.226763 = -37173.809745 nChanged 21 SP:Iteration 6Q (127.840090 sec): 3 clusters Score: Raw -37759.679439 + Penalty 578.811657 = -37180.867782 nChanged 24 SP:Iteration 7F (127.841123 sec): 3 clusters Score: Raw -37776.014306 + Penalty 599.565924 = -37176.448382 nChanged 22 SP:Iteration 8F (127.842139 sec): 3 clusters Score: Raw -37795.490224 + Penalty 619.592970 = -37175.897254 nChanged 18 SP:Iteration 9F (127.843147 sec): 3 clusters Score: Raw -37810.891198 + Penalty 635.784135 = -37175.107064 nChanged 15 SP:Iteration 10F (127.844152 sec): 3 clusters Score: Raw -37819.465916 + Penalty 642.441672 = -37177.024244 nChanged 7 SP:Iteration 11Q (127.845126 sec): 3 clusters Score: Raw -37823.232309 + Penalty 655.621952 = -37167.610358 nChanged 8 SP:Iteration 12F (127.846149 sec): 3 clusters Score: Raw -37828.452359 + Penalty 663.250890 = -37165.201469 nChanged 4 SP:Iteration 13F (127.847155 sec): 3 clusters Score: Raw -37830.418509 + Penalty 668.003939 = -37162.414570 nChanged 3 SP:Iteration 14F (127.848157 sec): 3 clusters Score: Raw -37831.526190 + Penalty 671.464743 = -37160.061447 nChanged 3 SP:Iteration 15F (127.849162 sec): 3 clusters Score: Raw -37833.281242 + Penalty 672.800991 = -37160.480250 nChanged 2 SP:Iteration 16Q (127.850108 sec): 3 clusters Score: Raw -37835.646047 + Penalty 673.766268 = -37161.879779 nChanged 1 SP:Iteration 17Q (127.851072 sec): 3 clusters Score: Raw -37836.214252 + Penalty 673.766268 = -37162.447983 nChanged 0 SP:Iteration 18F (127.852079 sec): 3 clusters Score: Raw -37836.214252 + Penalty 673.766268 = -37162.447983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 28 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.854326 sec): 2 clusters Score: Raw -56484.350101 + Penalty 826.674463 = -55657.675638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.855703 sec): 3 clusters Score: Raw -56219.451225 + Penalty 1653.944415 = -54565.506810 nChanged 196 SP:Iteration 1F (127.857044 sec): 3 clusters Score: Raw -56363.347660 + Penalty 1655.237295 = -54708.110365 nChanged 49 SP:Iteration 2F (127.858401 sec): 3 clusters Score: Raw -56402.093792 + Penalty 1659.753348 = -54742.340444 nChanged 34 SP:Iteration 3F (127.859728 sec): 3 clusters Score: Raw -56438.851544 + Penalty 1666.294579 = -54772.556965 nChanged 24 SP:Iteration 4Q (127.861070 sec): 3 clusters Score: Raw -56460.614343 + Penalty 1671.474253 = -54789.140090 nChanged 12 SP:Iteration 5Q (127.862416 sec): 3 clusters Score: Raw -56471.553787 + Penalty 1675.714655 = -54795.839132 nChanged 11 SP:Iteration 6Q (127.863733 sec): 3 clusters Score: Raw -56482.765092 + Penalty 1680.055946 = -54802.709146 nChanged 11 SP:Iteration 7Q (127.865075 sec): 3 clusters Score: Raw -56496.565799 + Penalty 1682.660623 = -54813.905177 nChanged 8 SP:Iteration 8Q (127.866428 sec): 3 clusters Score: Raw -56502.221624 + Penalty 1685.238771 = -54816.982853 nChanged 6 SP:Iteration 9Q (127.867734 sec): 3 clusters Score: Raw -56509.912475 + Penalty 1690.555392 = -54819.357083 nChanged 13 SP:Iteration 10F (127.869058 sec): 3 clusters Score: Raw -56524.273489 + Penalty 1695.185673 = -54829.087816 nChanged 11 SP:Iteration 11Q (127.870397 sec): 3 clusters Score: Raw -56543.947087 + Penalty 1699.218184 = -54844.728903 nChanged 16 SP:Iteration 12Q (127.871693 sec): 3 clusters Score: Raw -56573.508114 + Penalty 1706.088690 = -54867.419424 nChanged 25 SP:Iteration 13Q (127.872976 sec): 3 clusters Score: Raw -56610.671742 + Penalty 1710.152649 = -54900.519092 nChanged 15 SP:Iteration 14Q (127.874230 sec): 3 clusters Score: Raw -56633.556087 + Penalty 1720.326818 = -54913.229269 nChanged 20 SP:Iteration 15Q (127.875494 sec): 3 clusters Score: Raw -56660.734809 + Penalty 1724.712701 = -54936.022108 nChanged 12 SP:Iteration 16Q (127.876726 sec): 3 clusters Score: Raw -56684.371790 + Penalty 1727.869406 = -54956.502384 nChanged 4 SP:Iteration 17Q (127.877941 sec): 3 clusters Score: Raw -56688.235358 + Penalty 1729.546567 = -54958.688791 nChanged 2 SP:Iteration 18Q (127.879152 sec): 3 clusters Score: Raw -56691.723448 + Penalty 1731.362613 = -54960.360836 nChanged 2 SP:Iteration 19Q (127.880381 sec): 3 clusters Score: Raw -56693.453182 + Penalty 1731.362613 = -54962.090569 nChanged 0 SP:Iteration 20F (127.881705 sec): 3 clusters Score: Raw -56693.453182 + Penalty 1731.362613 = -54962.090569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.883493 sec): 2 clusters Score: Raw -36666.100995 + Penalty 831.557017 = -35834.543978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.884551 sec): 3 clusters Score: Raw -36552.029344 + Penalty 1662.575635 = -34889.453709 nChanged 117 SP:Iteration 1F (127.885616 sec): 3 clusters Score: Raw -36695.236804 + Penalty 1662.937326 = -35032.299478 nChanged 32 SP:Iteration 2F (127.886679 sec): 3 clusters Score: Raw -36739.044634 + Penalty 1663.145565 = -35075.899069 nChanged 18 SP:Iteration 3Q (127.887690 sec): 3 clusters Score: Raw -36769.185645 + Penalty 1663.317658 = -35105.867987 nChanged 18 SP:Iteration 4Q (127.888694 sec): 3 clusters Score: Raw -36810.368129 + Penalty 1663.427072 = -35146.941057 nChanged 8 SP:Iteration 5Q (127.889693 sec): 3 clusters Score: Raw -36821.868422 + Penalty 1663.878052 = -35157.990370 nChanged 9 SP:Iteration 6Q (127.890710 sec): 3 clusters Score: Raw -36841.712514 + Penalty 1664.311060 = -35177.401453 nChanged 10 SP:Iteration 7Q (127.891711 sec): 3 clusters Score: Raw -36856.273396 + Penalty 1664.488318 = -35191.785078 nChanged 6 SP:Iteration 8Q (127.892711 sec): 3 clusters Score: Raw -36868.664346 + Penalty 1664.698209 = -35203.966137 nChanged 3 SP:Iteration 9Q (127.893699 sec): 3 clusters Score: Raw -36872.962681 + Penalty 1664.830248 = -35208.132433 nChanged 2 SP:Iteration 10F (127.894739 sec): 3 clusters Score: Raw -36875.633471 + Penalty 1664.830248 = -35210.803223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.897589 sec): 2 clusters Score: Raw -75877.256121 + Penalty 758.000425 = -75119.255696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.899300 sec): 3 clusters Score: Raw -75529.738032 + Penalty 1514.860487 = -74014.877545 nChanged 279 SP:Iteration 1F (127.901021 sec): 3 clusters Score: Raw -75777.714645 + Penalty 1512.024886 = -74265.689759 nChanged 86 SP:Iteration 2F (127.902757 sec): 3 clusters Score: Raw -75873.929659 + Penalty 1509.645591 = -74364.284068 nChanged 61 SP:Iteration 3F (127.904454 sec): 3 clusters Score: Raw -75947.600858 + Penalty 1508.966965 = -74438.633893 nChanged 49 SP:Iteration 4F (127.906142 sec): 3 clusters Score: Raw -76008.951917 + Penalty 1507.277487 = -74501.674430 nChanged 52 SP:Iteration 5F (127.907846 sec): 3 clusters Score: Raw -76062.627812 + Penalty 1507.914004 = -74554.713809 nChanged 26 SP:Iteration 6Q (127.909530 sec): 3 clusters Score: Raw -76084.675123 + Penalty 1508.291599 = -74576.383523 nChanged 21 SP:Iteration 7Q (127.911206 sec): 3 clusters Score: Raw -76099.555060 + Penalty 1509.067811 = -74590.487249 nChanged 8 SP:Iteration 8Q (127.912870 sec): 3 clusters Score: Raw -76109.448619 + Penalty 1509.761112 = -74599.687507 nChanged 8 SP:Iteration 9Q (127.914517 sec): 3 clusters Score: Raw -76115.780317 + Penalty 1510.125471 = -74605.654846 nChanged 7 SP:Iteration 10F (127.916252 sec): 3 clusters Score: Raw -76120.343138 + Penalty 1510.505131 = -74609.838007 nChanged 6 SP:Iteration 11Q (127.917901 sec): 3 clusters Score: Raw -76123.830703 + Penalty 1510.998109 = -74612.832594 nChanged 4 SP:Iteration 12Q (127.919572 sec): 3 clusters Score: Raw -76126.310618 + Penalty 1510.902711 = -74615.407906 nChanged 3 SP:Iteration 13Q (127.921234 sec): 3 clusters Score: Raw -76127.645959 + Penalty 1510.783838 = -74616.862121 nChanged 1 SP:Iteration 14Q (127.922887 sec): 3 clusters Score: Raw -76128.081565 + Penalty 1511.057427 = -74617.024138 nChanged 2 SP:Iteration 15Q (127.924540 sec): 3 clusters Score: Raw -76129.241581 + Penalty 1511.057427 = -74618.184153 nChanged 0 SP:Iteration 16F (127.926413 sec): 3 clusters Score: Raw -76129.241581 + Penalty 1511.057427 = -74618.184153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.930157 sec): 2 clusters Score: Raw -80314.367212 + Penalty 824.294181 = -79490.073031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.932126 sec): 3 clusters Score: Raw -79934.922317 + Penalty 1648.462172 = -78286.460145 nChanged 274 SP:Iteration 1F (127.934049 sec): 3 clusters Score: Raw -80152.317925 + Penalty 1649.986630 = -78502.331295 nChanged 84 SP:Iteration 2F (127.935987 sec): 3 clusters Score: Raw -80238.493124 + Penalty 1655.282452 = -78583.210672 nChanged 62 SP:Iteration 3F (127.937921 sec): 3 clusters Score: Raw -80309.231856 + Penalty 1666.637530 = -78642.594325 nChanged 67 SP:Iteration 4F (127.939851 sec): 3 clusters Score: Raw -80393.160974 + Penalty 1679.647368 = -78713.513606 nChanged 53 SP:Iteration 5F (127.941803 sec): 3 clusters Score: Raw -80452.842992 + Penalty 1689.394281 = -78763.448710 nChanged 33 SP:Iteration 6Q (127.943786 sec): 3 clusters Score: Raw -80492.714912 + Penalty 1699.623061 = -78793.091851 nChanged 26 SP:Iteration 7Q (127.945817 sec): 3 clusters Score: Raw -80520.799532 + Penalty 1704.909020 = -78815.890511 nChanged 19 SP:Iteration 8Q (127.947834 sec): 3 clusters Score: Raw -80542.352171 + Penalty 1710.004138 = -78832.348033 nChanged 12 SP:Iteration 9Q (127.949744 sec): 3 clusters Score: Raw -80556.277573 + Penalty 1712.148701 = -78844.128872 nChanged 12 SP:Iteration 10F (127.951777 sec): 3 clusters Score: Raw -80565.948411 + Penalty 1714.445317 = -78851.503095 nChanged 6 SP:Iteration 11Q (127.953652 sec): 3 clusters Score: Raw -80570.169380 + Penalty 1716.101594 = -78854.067786 nChanged 5 SP:Iteration 12Q (127.955493 sec): 3 clusters Score: Raw -80575.691998 + Penalty 1716.490420 = -78859.201578 nChanged 3 SP:Iteration 13Q (127.957396 sec): 3 clusters Score: Raw -80578.481269 + Penalty 1716.435041 = -78862.046228 nChanged 2 SP:Iteration 14Q (127.959257 sec): 3 clusters Score: Raw -80580.873305 + Penalty 1716.546182 = -78864.327123 nChanged 3 SP:Iteration 15Q (127.961165 sec): 3 clusters Score: Raw -80584.181288 + Penalty 1716.251421 = -78867.929867 nChanged 3 SP:Iteration 16Q (127.963056 sec): 3 clusters Score: Raw -80587.487135 + Penalty 1714.989281 = -78872.497854 nChanged 4 SP:Iteration 17Q (127.964923 sec): 3 clusters Score: Raw -80594.159026 + Penalty 1715.531782 = -78878.627244 nChanged 3 SP:Iteration 18Q (127.966817 sec): 3 clusters Score: Raw -80599.169429 + Penalty 1715.734092 = -78883.435337 nChanged 3 SP:Iteration 19Q (127.968708 sec): 3 clusters Score: Raw -80606.677262 + Penalty 1715.476603 = -78891.200659 nChanged 4 SP:Iteration 20F (127.970543 sec): 3 clusters Score: Raw -80611.105047 + Penalty 1715.597283 = -78895.507764 nChanged 1 SP:Iteration 21Q (127.972296 sec): 3 clusters Score: Raw -80612.494204 + Penalty 1715.145018 = -78897.349186 nChanged 1 SP:Iteration 22Q (127.974041 sec): 3 clusters Score: Raw -80613.067014 + Penalty 1715.145018 = -78897.921995 nChanged 0 SP:Iteration 23F (127.975866 sec): 3 clusters Score: Raw -80613.067014 + Penalty 1715.145018 = -78897.921995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.978004 sec): 2 clusters Score: Raw -47767.839074 + Penalty 599.417606 = -47168.421468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.979164 sec): 3 clusters Score: Raw -47527.386385 + Penalty 1197.487077 = -46329.899308 nChanged 147 SP:Iteration 1F (127.980327 sec): 3 clusters Score: Raw -47626.593498 + Penalty 1197.354467 = -46429.239031 nChanged 41 SP:Iteration 2F (127.981473 sec): 3 clusters Score: Raw -47656.013459 + Penalty 1198.071702 = -46457.941757 nChanged 21 SP:Iteration 3Q (127.982615 sec): 3 clusters Score: Raw -47671.564192 + Penalty 1201.929801 = -46469.634391 nChanged 21 SP:Iteration 4Q (127.983756 sec): 3 clusters Score: Raw -47685.403908 + Penalty 1207.227622 = -46478.176286 nChanged 18 SP:Iteration 5Q (127.984915 sec): 3 clusters Score: Raw -47693.635056 + Penalty 1211.658077 = -46481.976979 nChanged 13 SP:Iteration 6Q (127.986058 sec): 3 clusters Score: Raw -47702.835579 + Penalty 1216.973181 = -46485.862398 nChanged 14 SP:Iteration 7Q (127.987269 sec): 3 clusters Score: Raw -47712.046141 + Penalty 1223.220457 = -46488.825684 nChanged 16 SP:Iteration 8Q (127.988412 sec): 3 clusters Score: Raw -47725.404609 + Penalty 1228.693952 = -46496.710656 nChanged 16 SP:Iteration 9Q (127.989575 sec): 3 clusters Score: Raw -47742.682947 + Penalty 1234.746709 = -46507.936237 nChanged 16 SP:Iteration 10F (127.990726 sec): 3 clusters Score: Raw -47755.149690 + Penalty 1237.434070 = -46517.715619 nChanged 9 SP:Iteration 11Q (127.991873 sec): 3 clusters Score: Raw -47759.864975 + Penalty 1238.618163 = -46521.246812 nChanged 2 SP:Iteration 12Q (127.993016 sec): 3 clusters Score: Raw -47760.581513 + Penalty 1239.201304 = -46521.380209 nChanged 1 SP:Iteration 13Q (127.994179 sec): 3 clusters Score: Raw -47761.116218 + Penalty 1240.032607 = -46521.083611 nChanged 1 SP:Iteration 14F (127.995328 sec): 3 clusters Score: Raw -47761.690589 + Penalty 1240.032607 = -46521.657982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.996418 sec): 2 clusters Score: Raw -18784.139845 + Penalty 668.651339 = -18115.488506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.997024 sec): 3 clusters Score: Raw -18772.527976 + Penalty 1337.218187 = -17435.309789 nChanged 39 SP:Iteration 1F (127.997655 sec): 3 clusters Score: Raw -18826.059374 + Penalty 1336.487201 = -17489.572173 nChanged 11 SP:Iteration 2F (127.998268 sec): 3 clusters Score: Raw -18842.762011 + Penalty 1336.162543 = -17506.599468 nChanged 4 SP:Iteration 3Q (127.998869 sec): 3 clusters Score: Raw -18846.486390 + Penalty 1336.162543 = -17510.323847 nChanged 0 SP:Iteration 4F (127.999481 sec): 3 clusters Score: Raw -18846.486390 + Penalty 1336.162543 = -17510.323847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.001483 sec): 2 clusters Score: Raw -46246.112256 + Penalty 556.929316 = -45689.182940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.002666 sec): 3 clusters Score: Raw -46003.578162 + Penalty 1112.156346 = -44891.421816 nChanged 147 SP:Iteration 1F (128.003966 sec): 3 clusters Score: Raw -46109.900500 + Penalty 1113.955117 = -44995.945383 nChanged 61 SP:Iteration 2F (128.005144 sec): 3 clusters Score: Raw -46157.601237 + Penalty 1118.191765 = -45039.409472 nChanged 41 SP:Iteration 3F (128.006310 sec): 3 clusters Score: Raw -46191.518496 + Penalty 1126.090789 = -45065.427707 nChanged 32 SP:Iteration 4F (128.007478 sec): 3 clusters Score: Raw -46229.660773 + Penalty 1143.467634 = -45086.193139 nChanged 35 SP:Iteration 5F (128.008656 sec): 3 clusters Score: Raw -46267.120517 + Penalty 1158.958258 = -45108.162259 nChanged 29 SP:Iteration 6F (128.009834 sec): 3 clusters Score: Raw -46297.769937 + Penalty 1172.403526 = -45125.366411 nChanged 20 SP:Iteration 7Q (128.010980 sec): 3 clusters Score: Raw -46326.415538 + Penalty 1184.193512 = -45142.222026 nChanged 14 SP:Iteration 8Q (128.012115 sec): 3 clusters Score: Raw -46341.987687 + Penalty 1185.113503 = -45156.874184 nChanged 9 SP:Iteration 9Q (128.013251 sec): 3 clusters Score: Raw -46348.350535 + Penalty 1186.989568 = -45161.360968 nChanged 6 SP:Iteration 10F (128.014432 sec): 3 clusters Score: Raw -46353.799705 + Penalty 1188.285414 = -45165.514291 nChanged 2 SP:Iteration 11Q (128.015541 sec): 3 clusters Score: Raw -46355.694366 + Penalty 1188.430116 = -45167.264251 nChanged 1 SP:Iteration 12Q (128.016649 sec): 3 clusters Score: Raw -46355.684316 + Penalty 1188.430116 = -45167.254200 nChanged 0 SP:Iteration 13F (128.017855 sec): 3 clusters Score: Raw -46355.684316 + Penalty 1188.430116 = -45167.254200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.019604 sec): 2 clusters Score: Raw -37813.285051 + Penalty 734.086492 = -37079.198559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.020646 sec): 3 clusters Score: Raw -37675.768082 + Penalty 1470.394531 = -36205.373551 nChanged 109 SP:Iteration 1F (128.021656 sec): 3 clusters Score: Raw -37786.132112 + Penalty 1471.701528 = -36314.430583 nChanged 28 SP:Iteration 2F (128.022684 sec): 3 clusters Score: Raw -37820.693315 + Penalty 1471.162350 = -36349.530964 nChanged 15 SP:Iteration 3Q (128.023693 sec): 3 clusters Score: Raw -37842.497993 + Penalty 1470.782896 = -36371.715097 nChanged 10 SP:Iteration 4Q (128.024706 sec): 3 clusters Score: Raw -37855.543353 + Penalty 1470.292077 = -36385.251277 nChanged 7 SP:Iteration 5Q (128.025759 sec): 3 clusters Score: Raw -37860.648785 + Penalty 1470.254876 = -36390.393909 nChanged 3 SP:Iteration 6Q (128.026825 sec): 3 clusters Score: Raw -37866.547577 + Penalty 1469.620732 = -36396.926844 nChanged 5 SP:Iteration 7Q (128.027896 sec): 3 clusters Score: Raw -37870.270888 + Penalty 1469.620732 = -36400.650156 nChanged 0 SP:Iteration 8F (128.029014 sec): 3 clusters Score: Raw -37870.270888 + Penalty 1469.620732 = -36400.650156 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 52 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.033780 sec): 2 clusters Score: Raw -123893.884984 + Penalty 517.966152 = -123375.918831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.036772 sec): 3 clusters Score: Raw -123135.190759 + Penalty 1031.943067 = -122103.247692 nChanged 527 SP:Iteration 1F (128.039788 sec): 3 clusters Score: Raw -123421.501721 + Penalty 1030.366515 = -122391.135205 nChanged 143 SP:Iteration 2F (128.042755 sec): 3 clusters Score: Raw -123501.076496 + Penalty 1027.288497 = -122473.787999 nChanged 92 SP:Iteration 3F (128.045822 sec): 3 clusters Score: Raw -123578.014714 + Penalty 1025.777479 = -122552.237235 nChanged 76 SP:Iteration 4F (128.048835 sec): 3 clusters Score: Raw -123637.142585 + Penalty 1025.618674 = -122611.523911 nChanged 64 SP:Iteration 5Q (128.051888 sec): 3 clusters Score: Raw -123695.793657 + Penalty 1024.273152 = -122671.520505 nChanged 53 SP:Iteration 6Q (128.054841 sec): 3 clusters Score: Raw -123740.817386 + Penalty 1022.220464 = -122718.596921 nChanged 35 SP:Iteration 7Q (128.057637 sec): 3 clusters Score: Raw -123766.746427 + Penalty 1021.412586 = -122745.333841 nChanged 25 SP:Iteration 8Q (128.060389 sec): 3 clusters Score: Raw -123781.656614 + Penalty 1019.285101 = -122762.371513 nChanged 20 SP:Iteration 9Q (128.063198 sec): 3 clusters Score: Raw -123790.147384 + Penalty 1019.494882 = -122770.652502 nChanged 17 SP:Iteration 10F (128.066270 sec): 3 clusters Score: Raw -123795.716220 + Penalty 1019.713298 = -122776.002923 nChanged 14 SP:Iteration 11Q (128.069078 sec): 3 clusters Score: Raw -123800.597657 + Penalty 1019.657418 = -122780.940239 nChanged 12 SP:Iteration 12Q (128.071895 sec): 3 clusters Score: Raw -123805.825778 + Penalty 1020.489529 = -122785.336249 nChanged 11 SP:Iteration 13Q (128.074626 sec): 3 clusters Score: Raw -123812.231860 + Penalty 1020.194989 = -122792.036871 nChanged 13 SP:Iteration 14Q (128.077332 sec): 3 clusters Score: Raw -123817.485712 + Penalty 1020.516553 = -122796.969158 nChanged 17 SP:Iteration 15Q (128.080109 sec): 3 clusters Score: Raw -123826.099200 + Penalty 1020.994697 = -122805.104504 nChanged 14 SP:Iteration 16Q (128.082885 sec): 3 clusters Score: Raw -123833.257622 + Penalty 1021.568515 = -122811.689107 nChanged 10 SP:Iteration 17Q (128.085719 sec): 3 clusters Score: Raw -123838.191506 + Penalty 1021.661328 = -122816.530178 nChanged 9 SP:Iteration 18Q (128.088495 sec): 3 clusters Score: Raw -123843.908154 + Penalty 1019.776352 = -122824.131801 nChanged 9 SP:Iteration 19Q (128.091231 sec): 3 clusters Score: Raw -123851.358677 + Penalty 1018.558535 = -122832.800142 nChanged 12 SP:Iteration 20F (128.094136 sec): 3 clusters Score: Raw -123863.206848 + Penalty 1020.559290 = -122842.647558 nChanged 7 SP:Iteration 21Q (128.096596 sec): 3 clusters Score: Raw -123867.063116 + Penalty 1021.645044 = -122845.418072 nChanged 8 SP:Iteration 22Q (128.098860 sec): 3 clusters Score: Raw -123872.786111 + Penalty 1022.190195 = -122850.595916 nChanged 4 SP:Iteration 23Q (128.101220 sec): 3 clusters Score: Raw -123874.640353 + Penalty 1020.993723 = -122853.646630 nChanged 2 SP:Iteration 24Q (128.103661 sec): 3 clusters Score: Raw -123875.787833 + Penalty 1020.641159 = -122855.146674 nChanged 5 SP:Iteration 25Q (128.105974 sec): 3 clusters Score: Raw -123878.681676 + Penalty 1020.474983 = -122858.206693 nChanged 6 SP:Iteration 26Q (128.108216 sec): 3 clusters Score: Raw -123881.860441 + Penalty 1020.927499 = -122860.932942 nChanged 3 SP:Iteration 27Q (128.110438 sec): 3 clusters Score: Raw -123883.907307 + Penalty 1020.617281 = -122863.290025 nChanged 2 SP:Iteration 28Q (128.112680 sec): 3 clusters Score: Raw -123884.974392 + Penalty 1020.489447 = -122864.484945 nChanged 2 SP:Iteration 29Q (128.114899 sec): 3 clusters Score: Raw -123886.452433 + Penalty 1019.999688 = -122866.452745 nChanged 2 SP:Iteration 30F (128.117558 sec): 3 clusters Score: Raw -123888.165056 + Penalty 1019.943578 = -122868.221478 nChanged 5 SP:Iteration 31Q (128.119798 sec): 3 clusters Score: Raw -123891.917762 + Penalty 1019.519489 = -122872.398272 nChanged 3 SP:Iteration 32Q (128.122074 sec): 3 clusters Score: Raw -123894.104766 + Penalty 1019.614662 = -122874.490104 nChanged 1 SP:Iteration 33Q (128.124594 sec): 3 clusters Score: Raw -123894.082661 + Penalty 1019.548495 = -122874.534165 nChanged 3 SP:Iteration 34Q (128.127014 sec): 3 clusters Score: Raw -123894.781119 + Penalty 1019.492398 = -122875.288721 nChanged 2 SP:Iteration 35Q (128.129554 sec): 3 clusters Score: Raw -123895.969767 + Penalty 1019.492398 = -122876.477369 nChanged 0 SP:Iteration 36F (128.132363 sec): 3 clusters Score: Raw -123895.969767 + Penalty 1019.492398 = -122876.477369 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.135498 sec): 2 clusters Score: Raw -66543.693795 + Penalty 331.976129 = -66211.717666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.137262 sec): 3 clusters Score: Raw -66103.293835 + Penalty 664.951399 = -65438.342436 nChanged 322 SP:Iteration 1F (128.140384 sec): 3 clusters Score: Raw -66305.762942 + Penalty 667.023433 = -65638.739509 nChanged 102 SP:Iteration 2F (128.144431 sec): 3 clusters Score: Raw -66381.540384 + Penalty 668.477133 = -65713.063251 nChanged 59 SP:Iteration 3F (128.147447 sec): 3 clusters Score: Raw -66438.978330 + Penalty 670.371426 = -65768.606904 nChanged 45 SP:Iteration 4F (128.150910 sec): 3 clusters Score: Raw -66475.301890 + Penalty 673.178818 = -65802.123072 nChanged 35 SP:Iteration 5Q (128.153754 sec): 3 clusters Score: Raw -66500.066995 + Penalty 675.486578 = -65824.580417 nChanged 33 SP:Iteration 6Q (128.156275 sec): 3 clusters Score: Raw -66529.351403 + Penalty 683.946810 = -65845.404593 nChanged 35 SP:Iteration 7Q (128.158334 sec): 3 clusters Score: Raw -66570.797239 + Penalty 690.905887 = -65879.891352 nChanged 33 SP:Iteration 8Q (128.159904 sec): 3 clusters Score: Raw -66597.216658 + Penalty 698.484535 = -65898.732123 nChanged 25 SP:Iteration 9Q (128.161439 sec): 3 clusters Score: Raw -66620.000572 + Penalty 706.021774 = -65913.978797 nChanged 24 SP:Iteration 10F (128.163040 sec): 3 clusters Score: Raw -66639.378208 + Penalty 710.892184 = -65928.486025 nChanged 17 SP:Iteration 11Q (128.164608 sec): 3 clusters Score: Raw -66654.609723 + Penalty 722.863211 = -65931.746512 nChanged 22 SP:Iteration 12Q (128.166148 sec): 3 clusters Score: Raw -66673.622662 + Penalty 735.556755 = -65938.065907 nChanged 18 SP:Iteration 13Q (128.167651 sec): 3 clusters Score: Raw -66692.651783 + Penalty 747.656938 = -65944.994845 nChanged 12 SP:Iteration 14Q (128.169140 sec): 3 clusters Score: Raw -66701.576129 + Penalty 748.118556 = -65953.457573 nChanged 6 SP:Iteration 15Q (128.170613 sec): 3 clusters Score: Raw -66711.639066 + Penalty 750.234220 = -65961.404846 nChanged 8 SP:Iteration 16Q (128.172070 sec): 3 clusters Score: Raw -66725.846905 + Penalty 753.113723 = -65972.733181 nChanged 4 SP:Iteration 17Q (128.173520 sec): 3 clusters Score: Raw -66732.014575 + Penalty 753.113723 = -65978.900852 nChanged 0 SP:Iteration 18F (128.175123 sec): 3 clusters Score: Raw -66732.014575 + Penalty 753.113723 = -65978.900852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.175870 sec): 2 clusters Score: Raw -1323.743820 + Penalty 109.377519 = -1214.366302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.176130 sec): 3 clusters Score: Raw -1444.705992 + Penalty 229.880139 = -1214.825853 nChanged 0 Score: Raw -3376129.180401 + Penalty 29009.461761 = -3347119.718639 Splitting cluster 59 changes total score from -3326249.078830 to -3347119.718639 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.964134 sec): 2 clusters Score: Raw -2954.978372 + Penalty 46.886458 = -2908.091914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.964417 sec): 3 clusters Score: Raw -3096.600138 + Penalty 217.005400 = -2879.594738 nChanged 18 SP:Iteration 1F (128.964680 sec): 3 clusters Score: Raw -3164.054780 + Penalty 287.737557 = -2876.317223 nChanged 2 SP:Iteration 2F (128.964938 sec): 3 clusters Score: Raw -3186.331631 + Penalty 287.737557 = -2898.594074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.965881 sec): 2 clusters Score: Raw -278.662618 + Penalty 14.729378 = -263.933241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.966073 sec): 3 clusters Score: Raw -290.665669 + Penalty 24.260151 = -266.405518 nChanged 0 Score: Raw -3376140.800995 + Penalty 29082.704975 = -3347058.096019 Splitting cluster 65 changes total score from -3326249.078830 to -3347058.096019 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.764647 sec): 2 clusters Score: Raw -36283.295415 + Penalty 470.097511 = -35813.197904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.765724 sec): 3 clusters Score: Raw -36067.609885 + Penalty 943.817539 = -35123.792346 nChanged 142 SP:Iteration 1F (129.766772 sec): 3 clusters Score: Raw -36225.550238 + Penalty 963.067098 = -35262.483139 nChanged 64 SP:Iteration 2F (129.767812 sec): 3 clusters Score: Raw -36323.308461 + Penalty 994.980129 = -35328.328332 nChanged 39 SP:Iteration 3F (129.768861 sec): 3 clusters Score: Raw -36422.825610 + Penalty 1018.159729 = -35404.665881 nChanged 26 SP:Iteration 4F (129.769877 sec): 3 clusters Score: Raw -36469.353193 + Penalty 1031.490508 = -35437.862684 nChanged 9 SP:Iteration 5Q (129.770830 sec): 3 clusters Score: Raw -36485.736272 + Penalty 1037.570396 = -35448.165876 nChanged 10 SP:Iteration 6Q (129.771770 sec): 3 clusters Score: Raw -36506.029712 + Penalty 1040.645730 = -35465.383983 nChanged 5 SP:Iteration 7Q (129.772701 sec): 3 clusters Score: Raw -36515.292234 + Penalty 1040.645730 = -35474.646504 nChanged 0 SP:Iteration 8F (129.773691 sec): 3 clusters Score: Raw -36515.292234 + Penalty 1040.645730 = -35474.646504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.774737 sec): 2 clusters Score: Raw -1859.416208 + Penalty 141.613730 = -1717.802478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.775004 sec): 3 clusters Score: Raw -1898.878929 + Penalty 321.790670 = -1577.088259 nChanged 2 SP:Iteration 1F (129.775258 sec): 3 clusters Score: Raw -1905.266291 + Penalty 327.062884 = -1578.203408 nChanged 1 SP:Iteration 2Q (129.775502 sec): 3 clusters Score: Raw -1907.817336 + Penalty 327.062884 = -1580.754452 nChanged 0 SP:Iteration 3F (129.775756 sec): 3 clusters Score: Raw -1907.817336 + Penalty 327.062884 = -1580.754452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.776557 sec): 2 clusters Score: Raw -965.333795 + Penalty 87.249827 = -878.083968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.776775 sec): 3 clusters Score: Raw -1025.769535 + Penalty 174.499654 = -851.269882 nChanged 0 Deleting Class 15 (8 points): Lose 215.040288 but Gain 510.721104 Iteration 195F (130.603549 sec): 40 clusters Score: Raw -3354453.417330 + Penalty 28583.461066 = -3325869.956265 nChanged 11 Deleting Class 12 (9 points): Lose 316.776846 but Gain 662.028877 Iteration 196F (131.401888 sec): 39 clusters Score: Raw -3354219.210415 + Penalty 28029.784036 = -3326189.426379 nChanged 12 Deleting Class 65 (1 points): Lose 22.184210 but Gain 53.267792 Iteration 197Q (131.554149 sec): 38 clusters Score: Raw -3354306.564174 + Penalty 28001.156408 = -3326305.407766 nChanged 8 Deleting Class 18 (3 points): Lose 103.758727 but Gain 133.169480 Iteration 198Q (131.704607 sec): 37 clusters Score: Raw -3354301.100994 + Penalty 27819.023757 = -3326482.077237 nChanged 9 Iteration 199Q (131.854660 sec): 37 clusters Score: Raw -3354317.822684 + Penalty 27814.962482 = -3326502.860201 nChanged 4 Iteration 200F (132.603005 sec): 37 clusters Score: Raw -3354319.666297 + Penalty 27820.488460 = -3326499.177837 nChanged 6 Iteration 201F (133.348689 sec): 37 clusters Score: Raw -3354321.617381 + Penalty 27820.586779 = -3326501.030602 nChanged 2 Iteration 202Q (133.498999 sec): 37 clusters Score: Raw -3354322.078027 + Penalty 27820.400896 = -3326501.677131 nChanged 1 Iteration 203Q (133.648435 sec): 37 clusters Score: Raw -3354322.186437 + Penalty 27820.400896 = -3326501.785541 nChanged 0 Iteration 204F (134.408216 sec): 37 clusters Score: Raw -3354322.186437 + Penalty 27820.400896 = -3326501.785541 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3354322.186437 + Penalty 27820.400896 = -3326501.785541Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.552463 sec): 2 clusters Score: Raw -71579.144412 + Penalty 704.951321 = -70874.193091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.554187 sec): 3 clusters Score: Raw -71227.671667 + Penalty 1405.384597 = -69822.287070 nChanged 286 SP:Iteration 1F (134.555838 sec): 3 clusters Score: Raw -71448.601018 + Penalty 1401.887941 = -70046.713077 nChanged 63 SP:Iteration 2F (134.557507 sec): 3 clusters Score: Raw -71494.186216 + Penalty 1397.959893 = -70096.226324 nChanged 41 SP:Iteration 3F (134.559153 sec): 3 clusters Score: Raw -71531.289980 + Penalty 1394.952048 = -70136.337933 nChanged 30 SP:Iteration 4Q (134.560759 sec): 3 clusters Score: Raw -71560.707948 + Penalty 1391.728319 = -70168.979629 nChanged 26 SP:Iteration 5Q (134.562438 sec): 3 clusters Score: Raw -71578.139091 + Penalty 1388.265774 = -70189.873317 nChanged 21 SP:Iteration 6Q (134.564070 sec): 3 clusters Score: Raw -71590.140024 + Penalty 1384.879387 = -70205.260637 nChanged 22 SP:Iteration 7Q (134.565691 sec): 3 clusters Score: Raw -71601.139485 + Penalty 1384.644488 = -70216.494997 nChanged 18 SP:Iteration 8Q (134.567328 sec): 3 clusters Score: Raw -71614.412042 + Penalty 1381.802192 = -70232.609851 nChanged 22 SP:Iteration 9Q (134.568946 sec): 3 clusters Score: Raw -71627.494448 + Penalty 1379.913096 = -70247.581352 nChanged 16 SP:Iteration 10F (134.570598 sec): 3 clusters Score: Raw -71634.354246 + Penalty 1380.876444 = -70253.477803 nChanged 16 SP:Iteration 11Q (134.572219 sec): 3 clusters Score: Raw -71645.189092 + Penalty 1386.185040 = -70259.004052 nChanged 22 SP:Iteration 12Q (134.573833 sec): 3 clusters Score: Raw -71662.423548 + Penalty 1390.292138 = -70272.131409 nChanged 17 SP:Iteration 13Q (134.575446 sec): 3 clusters Score: Raw -71672.888157 + Penalty 1392.068896 = -70280.819261 nChanged 9 SP:Iteration 14Q (134.577066 sec): 3 clusters Score: Raw -71676.031349 + Penalty 1392.206795 = -70283.824554 nChanged 3 SP:Iteration 15Q (134.578785 sec): 3 clusters Score: Raw -71676.396342 + Penalty 1392.611743 = -70283.784599 nChanged 1 SP:Iteration 16F (134.580511 sec): 3 clusters Score: Raw -71676.500856 + Penalty 1391.821551 = -70284.679305 nChanged 1 SP:Iteration 17Q (134.582122 sec): 3 clusters Score: Raw -71676.923175 + Penalty 1392.241549 = -70284.681625 nChanged 1 SP:Iteration 18Q (134.583730 sec): 3 clusters Score: Raw -71677.158803 + Penalty 1392.241549 = -70284.917253 nChanged 0 SP:Iteration 19F (134.585356 sec): 3 clusters Score: Raw -71677.158803 + Penalty 1392.241549 = -70284.917253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.586753 sec): 2 clusters Score: Raw -22847.128657 + Penalty 490.165757 = -22356.962900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.587554 sec): 3 clusters Score: Raw -22770.159542 + Penalty 978.094148 = -21792.065394 nChanged 88 SP:Iteration 1F (134.588326 sec): 3 clusters Score: Raw -22880.024551 + Penalty 977.414127 = -21902.610424 nChanged 28 SP:Iteration 2F (134.589096 sec): 3 clusters Score: Raw -22919.127491 + Penalty 973.482846 = -21945.644645 nChanged 14 SP:Iteration 3Q (134.589849 sec): 3 clusters Score: Raw -22955.039610 + Penalty 972.556399 = -21982.483211 nChanged 4 SP:Iteration 4Q (134.590615 sec): 3 clusters Score: Raw -22961.688595 + Penalty 971.765729 = -21989.922866 nChanged 3 SP:Iteration 5Q (134.591361 sec): 3 clusters Score: Raw -22966.361750 + Penalty 971.438084 = -21994.923666 nChanged 3 SP:Iteration 6Q (134.592133 sec): 3 clusters Score: Raw -22970.700751 + Penalty 971.973186 = -21998.727565 nChanged 1 SP:Iteration 7Q (134.592873 sec): 3 clusters Score: Raw -22971.866897 + Penalty 973.078061 = -21998.788836 nChanged 2 SP:Iteration 8Q (134.593610 sec): 3 clusters Score: Raw -22972.977642 + Penalty 974.005155 = -21998.972487 nChanged 2 SP:Iteration 9Q (134.594346 sec): 3 clusters Score: Raw -22974.003442 + Penalty 974.005155 = -21999.998288 nChanged 0 SP:Iteration 10F (134.595133 sec): 3 clusters Score: Raw -22974.003442 + Penalty 974.005155 = -21999.998288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.596021 sec): 2 clusters Score: Raw -12090.538430 + Penalty 425.829079 = -11664.709352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.596514 sec): 3 clusters Score: Raw -12083.152166 + Penalty 852.708063 = -11230.444103 nChanged 30 SP:Iteration 1F (134.596998 sec): 3 clusters Score: Raw -12138.401701 + Penalty 851.100320 = -11287.301381 nChanged 16 SP:Iteration 2F (134.597479 sec): 3 clusters Score: Raw -12175.665727 + Penalty 853.725567 = -11321.940160 nChanged 14 SP:Iteration 3F (134.597959 sec): 3 clusters Score: Raw -12217.743153 + Penalty 853.725567 = -11364.017586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.599568 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.600559 sec): 3 clusters Score: Raw -35705.381768 + Penalty 106.058071 = -35599.323697 nChanged 188 SP:Iteration 1F (134.601538 sec): 3 clusters Score: Raw -35853.391411 + Penalty 104.448272 = -35748.943139 nChanged 33 SP:Iteration 2F (134.602514 sec): 3 clusters Score: Raw -35873.741820 + Penalty 104.615747 = -35769.126073 nChanged 32 SP:Iteration 3F (134.603492 sec): 3 clusters Score: Raw -35887.508732 + Penalty 104.934368 = -35782.574364 nChanged 30 SP:Iteration 4F (134.604492 sec): 3 clusters Score: Raw -35899.393798 + Penalty 101.741734 = -35797.652064 nChanged 30 SP:Iteration 5F (134.605479 sec): 3 clusters Score: Raw -35917.461541 + Penalty 95.846690 = -35821.614851 nChanged 37 SP:Iteration 6F (134.606405 sec): 3 clusters Score: Raw -35963.710027 + Penalty 52.571445 = -35911.138582 nChanged 21 SP:Iteration 7Q (134.607154 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP:Iteration 8F (134.607899 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.609001 sec): 2 clusters Score: Raw -19845.322585 + Penalty 297.444875 = -19547.877710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.609627 sec): 3 clusters Score: Raw -19750.115483 + Penalty 605.742335 = -19144.373147 nChanged 66 SP:Iteration 1F (134.610239 sec): 3 clusters Score: Raw -19811.295278 + Penalty 622.816263 = -19188.479015 nChanged 21 SP:Iteration 2F (134.610846 sec): 3 clusters Score: Raw -19837.363316 + Penalty 634.859471 = -19202.503845 nChanged 11 SP:Iteration 3Q (134.611453 sec): 3 clusters Score: Raw -19849.383194 + Penalty 652.535557 = -19196.847637 nChanged 8 SP:Iteration 4F (134.612057 sec): 3 clusters Score: Raw -19862.033315 + Penalty 662.459391 = -19199.573924 nChanged 5 SP:Iteration 5Q (134.612659 sec): 3 clusters Score: Raw -19872.504357 + Penalty 668.745311 = -19203.759046 nChanged 5 SP:Iteration 6Q (134.613268 sec): 3 clusters Score: Raw -19879.410726 + Penalty 670.423994 = -19208.986733 nChanged 2 SP:Iteration 7Q (134.613852 sec): 3 clusters Score: Raw -19880.707830 + Penalty 674.135231 = -19206.572599 nChanged 1 SP:Iteration 8F (134.614456 sec): 3 clusters Score: Raw -19882.140146 + Penalty 674.135231 = -19208.004915 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.616440 sec): 2 clusters Score: Raw -44140.726598 + Penalty 295.455998 = -43845.270601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.617658 sec): 3 clusters Score: Raw -43850.115082 + Penalty 598.259979 = -43251.855103 nChanged 209 SP:Iteration 1F (134.618886 sec): 3 clusters Score: Raw -44010.976078 + Penalty 606.077931 = -43404.898147 nChanged 72 SP:Iteration 2F (134.620101 sec): 3 clusters Score: Raw -44065.851803 + Penalty 616.159777 = -43449.692026 nChanged 27 SP:Iteration 3Q (134.621314 sec): 3 clusters Score: Raw -44086.516365 + Penalty 629.465595 = -43457.050769 nChanged 26 SP:Iteration 4Q (134.622525 sec): 3 clusters Score: Raw -44110.830989 + Penalty 640.355411 = -43470.475577 nChanged 14 SP:Iteration 5Q (134.623741 sec): 3 clusters Score: Raw -44124.991789 + Penalty 655.198085 = -43469.793704 nChanged 16 SP:Iteration 6F (134.624965 sec): 3 clusters Score: Raw -44147.713082 + Penalty 667.732142 = -43479.980940 nChanged 14 SP:Iteration 7Q (134.626169 sec): 3 clusters Score: Raw -44167.275911 + Penalty 677.167398 = -43490.108512 nChanged 14 SP:Iteration 8Q (134.627362 sec): 3 clusters Score: Raw -44181.222299 + Penalty 692.235943 = -43488.986356 nChanged 12 SP:Iteration 9F (134.628607 sec): 3 clusters Score: Raw -44190.545416 + Penalty 699.800475 = -43490.744941 nChanged 4 SP:Iteration 10F (134.629859 sec): 3 clusters Score: Raw -44194.744899 + Penalty 701.962451 = -43492.782448 nChanged 1 SP:Iteration 11Q (134.631010 sec): 3 clusters Score: Raw -44195.681913 + Penalty 704.796021 = -43490.885892 nChanged 1 SP:Iteration 12F (134.632237 sec): 3 clusters Score: Raw -44196.654997 + Penalty 706.249972 = -43490.405025 nChanged 1 SP:Iteration 13F (134.633483 sec): 3 clusters Score: Raw -44197.346634 + Penalty 707.893884 = -43489.452750 nChanged 1 SP:Iteration 14F (134.634712 sec): 3 clusters Score: Raw -44197.732392 + Penalty 708.464093 = -43489.268299 nChanged 1 SP:Iteration 15F (134.635945 sec): 3 clusters Score: Raw -44197.892558 + Penalty 708.464093 = -43489.428465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 7 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.642119 sec): 2 clusters Score: Raw -100970.970643 + Penalty 485.252007 = -100485.718637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.644494 sec): 3 clusters Score: Raw -100266.558161 + Penalty 969.408112 = -99297.150049 nChanged 453 SP:Iteration 1F (134.646812 sec): 3 clusters Score: Raw -100515.334392 + Penalty 970.339215 = -99544.995177 nChanged 173 SP:Iteration 2F (134.649166 sec): 3 clusters Score: Raw -100687.866031 + Penalty 976.799251 = -99711.066780 nChanged 140 SP:Iteration 3F (134.651470 sec): 3 clusters Score: Raw -100833.511715 + Penalty 978.417787 = -99855.093928 nChanged 105 SP:Iteration 4F (134.653747 sec): 3 clusters Score: Raw -100940.089513 + Penalty 986.485735 = -99953.603778 nChanged 79 SP:Iteration 5F (134.656011 sec): 3 clusters Score: Raw -101067.129289 + Penalty 985.576143 = -100081.553146 nChanged 40 SP:Iteration 6Q (134.658252 sec): 3 clusters Score: Raw -101121.743801 + Penalty 978.343290 = -100143.400510 nChanged 27 SP:Iteration 7Q (134.660379 sec): 3 clusters Score: Raw -101167.418744 + Penalty 974.572024 = -100192.846720 nChanged 11 SP:Iteration 8Q (134.662430 sec): 3 clusters Score: Raw -101179.388718 + Penalty 971.385244 = -100208.003474 nChanged 7 SP:Iteration 9Q (134.664406 sec): 3 clusters Score: Raw -101184.215701 + Penalty 969.079647 = -100215.136054 nChanged 4 SP:Iteration 10F (134.666701 sec): 3 clusters Score: Raw -101187.678195 + Penalty 966.132449 = -100221.545746 nChanged 3 SP:Iteration 11Q (134.668702 sec): 3 clusters Score: Raw -101190.784850 + Penalty 965.369507 = -100225.415343 nChanged 1 SP:Iteration 12Q (134.670691 sec): 3 clusters Score: Raw -101191.262750 + Penalty 965.369507 = -100225.893243 nChanged 0 SP:Iteration 13F (134.672947 sec): 3 clusters Score: Raw -101191.262750 + Penalty 965.369507 = -100225.893243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.675653 sec): 2 clusters Score: Raw -31997.029743 + Penalty 227.208102 = -31769.821641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.676614 sec): 3 clusters Score: Raw -31809.809583 + Penalty 496.912409 = -31312.897174 nChanged 140 SP:Iteration 1F (134.677560 sec): 3 clusters Score: Raw -31982.498080 + Penalty 542.295250 = -31440.202829 nChanged 42 SP:Iteration 2F (134.678530 sec): 3 clusters Score: Raw -32045.438652 + Penalty 560.775975 = -31484.662677 nChanged 15 SP:Iteration 3Q (134.679462 sec): 3 clusters Score: Raw -32063.631312 + Penalty 564.577091 = -31499.054221 nChanged 5 SP:Iteration 4Q (134.680382 sec): 3 clusters Score: Raw -32067.582943 + Penalty 565.465356 = -31502.117587 nChanged 2 SP:Iteration 5Q (134.681298 sec): 3 clusters Score: Raw -32068.052092 + Penalty 563.741005 = -31504.311087 nChanged 1 SP:Iteration 6Q (134.682199 sec): 3 clusters Score: Raw -32068.851809 + Penalty 563.744391 = -31505.107418 nChanged 1 SP:Iteration 7Q (134.683100 sec): 3 clusters Score: Raw -32069.564348 + Penalty 563.744391 = -31505.819957 nChanged 0 SP:Iteration 8F (134.684088 sec): 3 clusters Score: Raw -32069.564348 + Penalty 563.744391 = -31505.819957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.692224 sec): 2 clusters Score: Raw -134339.036676 + Penalty 166.148537 = -134172.888139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.695505 sec): 3 clusters Score: Raw -133278.854232 + Penalty 335.716543 = -132943.137689 nChanged 758 SP:Iteration 1F (134.698650 sec): 3 clusters Score: Raw -133880.815947 + Penalty 339.274679 = -133541.541267 nChanged 187 SP:Iteration 2F (134.701832 sec): 3 clusters Score: Raw -134048.883676 + Penalty 341.468055 = -133707.415621 nChanged 100 SP:Iteration 3F (134.704998 sec): 3 clusters Score: Raw -134133.849863 + Penalty 342.533887 = -133791.315976 nChanged 44 SP:Iteration 4Q (134.708151 sec): 3 clusters Score: Raw -134145.176119 + Penalty 343.786458 = -133801.389661 nChanged 18 SP:Iteration 5Q (134.711244 sec): 3 clusters Score: Raw -134147.380267 + Penalty 345.883173 = -133801.497094 nChanged 17 SP:Iteration 6Q (134.714300 sec): 3 clusters Score: Raw -134149.820020 + Penalty 347.324768 = -133802.495253 nChanged 13 SP:Iteration 7Q (134.717412 sec): 3 clusters Score: Raw -134151.196601 + Penalty 348.805273 = -133802.391328 nChanged 11 SP:Iteration 8F (134.720607 sec): 3 clusters Score: Raw -134152.776118 + Penalty 350.221550 = -133802.554569 nChanged 12 SP:Iteration 9Q (134.723741 sec): 3 clusters Score: Raw -134154.447652 + Penalty 352.244809 = -133802.202843 nChanged 15 SP:Iteration 10F (134.726881 sec): 3 clusters Score: Raw -134157.099183 + Penalty 354.632732 = -133802.466451 nChanged 17 SP:Iteration 11Q (134.729951 sec): 3 clusters Score: Raw -134161.065028 + Penalty 357.213914 = -133803.851113 nChanged 19 SP:Iteration 12Q (134.733038 sec): 3 clusters Score: Raw -134165.655604 + Penalty 359.925568 = -133805.730036 nChanged 20 SP:Iteration 13Q (134.736074 sec): 3 clusters Score: Raw -134170.557774 + Penalty 362.544585 = -133808.013189 nChanged 17 SP:Iteration 14Q (134.739078 sec): 3 clusters Score: Raw -134173.039072 + Penalty 363.938138 = -133809.100934 nChanged 10 SP:Iteration 15Q (134.742082 sec): 3 clusters Score: Raw -134174.009794 + Penalty 365.060500 = -133808.949295 nChanged 9 SP:Iteration 16F (134.745225 sec): 3 clusters Score: Raw -134175.069595 + Penalty 366.547503 = -133808.522093 nChanged 11 SP:Iteration 17F (134.748335 sec): 3 clusters Score: Raw -134176.221114 + Penalty 367.988474 = -133808.232640 nChanged 9 SP:Iteration 18F (134.751522 sec): 3 clusters Score: Raw -134177.537906 + Penalty 370.348436 = -133807.189470 nChanged 13 SP:Iteration 19F (134.754661 sec): 3 clusters Score: Raw -134179.884366 + Penalty 373.094263 = -133806.790103 nChanged 19 SP:Iteration 20F (134.757819 sec): 3 clusters Score: Raw -134184.631624 + Penalty 377.763045 = -133806.868579 nChanged 31 SP:Iteration 21Q (134.760807 sec): 3 clusters Score: Raw -134193.799891 + Penalty 382.008602 = -133811.791289 nChanged 29 SP:Iteration 22Q (134.763756 sec): 3 clusters Score: Raw -134202.636103 + Penalty 389.365051 = -133813.271052 nChanged 35 SP:Iteration 23Q (134.766680 sec): 3 clusters Score: Raw -134213.112981 + Penalty 395.216243 = -133817.896738 nChanged 26 SP:Iteration 24Q (134.769593 sec): 3 clusters Score: Raw -134220.827735 + Penalty 404.135325 = -133816.692410 nChanged 35 SP:Iteration 25F (134.772677 sec): 3 clusters Score: Raw -134235.723505 + Penalty 414.857411 = -133820.866094 nChanged 36 SP:Iteration 26Q (134.775552 sec): 3 clusters Score: Raw -134252.342873 + Penalty 422.749865 = -133829.593008 nChanged 33 SP:Iteration 27Q (134.778512 sec): 3 clusters Score: Raw -134268.511970 + Penalty 432.819467 = -133835.692503 nChanged 37 SP:Iteration 28Q (134.781518 sec): 3 clusters Score: Raw -134291.443052 + Penalty 445.872086 = -133845.570966 nChanged 39 SP:Iteration 29Q (134.784479 sec): 3 clusters Score: Raw -134316.763991 + Penalty 462.681078 = -133854.082913 nChanged 33 SP:Iteration 30F (134.787714 sec): 3 clusters Score: Raw -134337.677474 + Penalty 484.924740 = -133852.752734 nChanged 30 SP:Iteration 31F (134.790824 sec): 3 clusters Score: Raw -134358.037247 + Penalty 503.059728 = -133854.977519 nChanged 21 SP:Iteration 32Q (134.793483 sec): 3 clusters Score: Raw -134369.285207 + Penalty 521.298177 = -133847.987030 nChanged 13 SP:Iteration 33F (134.796537 sec): 3 clusters Score: Raw -134376.211411 + Penalty 535.020584 = -133841.190827 nChanged 11 SP:Iteration 34F (134.799639 sec): 3 clusters Score: Raw -134380.451735 + Penalty 540.360373 = -133840.091362 nChanged 9 SP:Iteration 35F (134.802729 sec): 3 clusters Score: Raw -134385.614265 + Penalty 550.037012 = -133835.577253 nChanged 10 SP:Iteration 36F (134.805788 sec): 3 clusters Score: Raw -134390.719830 + Penalty 556.545070 = -133834.174760 nChanged 6 SP:Iteration 37F (134.808800 sec): 3 clusters Score: Raw -134392.016261 + Penalty 559.431822 = -133832.584440 nChanged 2 SP:Iteration 38F (134.811833 sec): 3 clusters Score: Raw -134392.526652 + Penalty 562.950938 = -133829.575714 nChanged 4 SP:Iteration 39F (134.814898 sec): 3 clusters Score: Raw -134394.121586 + Penalty 558.909922 = -133835.211664 nChanged 3 SP:Iteration 40F (134.817990 sec): 3 clusters Score: Raw -134398.574344 + Penalty 558.661422 = -133839.912922 nChanged 1 SP:Iteration 41Q (134.820481 sec): 3 clusters Score: Raw -134399.032655 + Penalty 558.661422 = -133840.371234 nChanged 0 SP:Iteration 42F (134.823584 sec): 3 clusters Score: Raw -134399.032655 + Penalty 558.661422 = -133840.371234 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.839956 sec): 2 clusters Score: Raw -269575.227795 + Penalty 446.836330 = -269128.391465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.846102 sec): 3 clusters Score: Raw -267552.763332 + Penalty 910.088261 = -266642.675071 nChanged 1399 SP:Iteration 1F (134.852015 sec): 3 clusters Score: Raw -268490.294742 + Penalty 904.682383 = -267585.612359 nChanged 459 SP:Iteration 2F (134.857932 sec): 3 clusters Score: Raw -268853.056122 + Penalty 883.886271 = -267969.169851 nChanged 294 SP:Iteration 3F (134.863891 sec): 3 clusters Score: Raw -269103.002313 + Penalty 860.947215 = -268242.055098 nChanged 186 SP:Iteration 4F (134.869956 sec): 3 clusters Score: Raw -269263.020314 + Penalty 848.187871 = -268414.832443 nChanged 147 SP:Iteration 5Q (134.875963 sec): 3 clusters Score: Raw -269384.816238 + Penalty 841.831670 = -268542.984568 nChanged 92 SP:Iteration 6Q (134.881885 sec): 3 clusters Score: Raw -269422.968921 + Penalty 836.581664 = -268586.387257 nChanged 51 SP:Iteration 7Q (134.887966 sec): 3 clusters Score: Raw -269438.987273 + Penalty 831.882786 = -268607.104487 nChanged 35 SP:Iteration 8Q (134.893702 sec): 3 clusters Score: Raw -269450.981136 + Penalty 828.354751 = -268622.626385 nChanged 18 SP:Iteration 9Q (134.899554 sec): 3 clusters Score: Raw -269454.983357 + Penalty 826.572670 = -268628.410687 nChanged 17 SP:Iteration 10F (134.905585 sec): 3 clusters Score: Raw -269458.500249 + Penalty 825.230288 = -268633.269960 nChanged 9 SP:Iteration 11Q (134.911266 sec): 3 clusters Score: Raw -269460.392855 + Penalty 823.195341 = -268637.197513 nChanged 11 SP:Iteration 12Q (134.917077 sec): 3 clusters Score: Raw -269462.049554 + Penalty 822.552896 = -268639.496657 nChanged 4 SP:Iteration 13Q (134.922790 sec): 3 clusters Score: Raw -269462.857520 + Penalty 822.017693 = -268640.839827 nChanged 3 SP:Iteration 14Q (134.928474 sec): 3 clusters Score: Raw -269463.229751 + Penalty 822.110991 = -268641.118760 nChanged 1 SP:Iteration 15Q (134.934286 sec): 3 clusters Score: Raw -269463.300376 + Penalty 822.110991 = -268641.189386 nChanged 0 SP:Iteration 16F (134.940311 sec): 3 clusters Score: Raw -269463.300376 + Penalty 822.110991 = -268641.189386 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.024201 sec): 2 clusters Score: Raw -1238828.062896 + Penalty 219.145562 = -1238608.917334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.055627 sec): 3 clusters Score: Raw -1228120.160053 + Penalty 509.946697 = -1227610.213356 nChanged 7537 SP:Iteration 1F (135.088103 sec): 3 clusters Score: Raw -1235369.838223 + Penalty 625.595600 = -1234744.242624 nChanged 2240 SP:Iteration 2F (135.120981 sec): 3 clusters Score: Raw -1238041.868700 + Penalty 803.511603 = -1237238.357097 nChanged 598 SP:Iteration 3Q (135.154694 sec): 3 clusters Score: Raw -1238713.462681 + Penalty 941.006568 = -1237772.456112 nChanged 107 SP:Iteration 4Q (135.182439 sec): 3 clusters Score: Raw -1238829.293581 + Penalty 1001.259232 = -1237828.034349 nChanged 21 SP:Iteration 5Q (135.209709 sec): 3 clusters Score: Raw -1238853.470162 + Penalty 1057.103812 = -1237796.366350 nChanged 6 SP:Iteration 6F (135.242285 sec): 3 clusters Score: Raw -1238863.721938 + Penalty 1071.467538 = -1237792.254401 nChanged 2 SP:Iteration 7F (135.275361 sec): 3 clusters Score: Raw -1238868.855729 + Penalty 1071.467538 = -1237797.388191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.284675 sec): 2 clusters Score: Raw -14215.500636 + Penalty 263.427545 = -13952.073090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.285243 sec): 3 clusters Score: Raw -14150.700273 + Penalty 527.707789 = -13622.992484 nChanged 56 SP:Iteration 1F (135.285802 sec): 3 clusters Score: Raw -14194.318515 + Penalty 527.066712 = -13667.251803 nChanged 20 SP:Iteration 2F (135.286360 sec): 3 clusters Score: Raw -14225.693560 + Penalty 526.838563 = -13698.854997 nChanged 11 SP:Iteration 3F (135.286916 sec): 3 clusters Score: Raw -14235.510502 + Penalty 527.595579 = -13707.914922 nChanged 7 SP:Iteration 4Q (135.287460 sec): 3 clusters Score: Raw -14242.365396 + Penalty 527.635108 = -13714.730288 nChanged 2 SP:Iteration 5Q (135.288000 sec): 3 clusters Score: Raw -14244.807366 + Penalty 527.766830 = -13717.040537 nChanged 4 SP:Iteration 6Q (135.288542 sec): 3 clusters Score: Raw -14248.254089 + Penalty 527.329091 = -13720.924998 nChanged 4 SP:Iteration 7Q (135.289071 sec): 3 clusters Score: Raw -14254.031045 + Penalty 526.685499 = -13727.345546 nChanged 2 SP:Iteration 8Q (135.289625 sec): 3 clusters Score: Raw -14257.971282 + Penalty 524.958614 = -13733.012668 nChanged 4 SP:Iteration 9Q (135.290193 sec): 3 clusters Score: Raw -14279.461751 + Penalty 524.930412 = -13754.531338 nChanged 6 SP:Iteration 10F (135.290750 sec): 3 clusters Score: Raw -14284.438187 + Penalty 524.883697 = -13759.554489 nChanged 2 SP:Iteration 11Q (135.291283 sec): 3 clusters Score: Raw -14288.365833 + Penalty 525.862436 = -13762.503397 nChanged 2 SP:Iteration 12Q (135.291810 sec): 3 clusters Score: Raw -14289.743532 + Penalty 526.270460 = -13763.473073 nChanged 1 SP:Iteration 13Q (135.292338 sec): 3 clusters Score: Raw -14291.211128 + Penalty 526.270460 = -13764.940668 nChanged 0 SP:Iteration 14F (135.292896 sec): 3 clusters Score: Raw -14291.211128 + Penalty 526.270460 = -13764.940668 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.300623 sec): 2 clusters Score: Raw -135529.785314 + Penalty 415.959348 = -135113.825966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.303594 sec): 3 clusters Score: Raw -134667.841678 + Penalty 832.104764 = -133835.736914 nChanged 664 SP:Iteration 1F (135.306475 sec): 3 clusters Score: Raw -135019.272932 + Penalty 833.518208 = -134185.754725 nChanged 133 SP:Iteration 2F (135.309355 sec): 3 clusters Score: Raw -135079.588827 + Penalty 835.404138 = -134244.184689 nChanged 78 SP:Iteration 3F (135.312260 sec): 3 clusters Score: Raw -135117.739552 + Penalty 838.588548 = -134279.151004 nChanged 81 SP:Iteration 4F (135.315188 sec): 3 clusters Score: Raw -135154.363384 + Penalty 843.598462 = -134310.764922 nChanged 78 SP:Iteration 5F (135.318111 sec): 3 clusters Score: Raw -135196.690848 + Penalty 850.631641 = -134346.059207 nChanged 66 SP:Iteration 6Q (135.320964 sec): 3 clusters Score: Raw -135237.258324 + Penalty 861.318359 = -134375.939965 nChanged 72 SP:Iteration 7Q (135.323860 sec): 3 clusters Score: Raw -135284.193005 + Penalty 874.921133 = -134409.271871 nChanged 69 SP:Iteration 8Q (135.326723 sec): 3 clusters Score: Raw -135342.879782 + Penalty 893.466658 = -134449.413124 nChanged 70 SP:Iteration 9Q (135.329670 sec): 3 clusters Score: Raw -135413.540229 + Penalty 916.917616 = -134496.622613 nChanged 67 SP:Iteration 10F (135.332591 sec): 3 clusters Score: Raw -135492.432114 + Penalty 941.885907 = -134550.546206 nChanged 65 SP:Iteration 11Q (135.335488 sec): 3 clusters Score: Raw -135568.990277 + Penalty 958.913501 = -134610.076776 nChanged 41 SP:Iteration 12Q (135.338301 sec): 3 clusters Score: Raw -135608.719458 + Penalty 971.705500 = -134637.013957 nChanged 23 SP:Iteration 13Q (135.341006 sec): 3 clusters Score: Raw -135629.624267 + Penalty 981.471085 = -134648.153181 nChanged 20 SP:Iteration 14Q (135.343641 sec): 3 clusters Score: Raw -135645.285217 + Penalty 984.194808 = -134661.090409 nChanged 11 SP:Iteration 15Q (135.346187 sec): 3 clusters Score: Raw -135652.379978 + Penalty 988.100952 = -134664.279026 nChanged 9 SP:Iteration 16Q (135.348801 sec): 3 clusters Score: Raw -135656.101303 + Penalty 991.060527 = -134665.040776 nChanged 7 SP:Iteration 17Q (135.351355 sec): 3 clusters Score: Raw -135659.701726 + Penalty 992.537572 = -134667.164154 nChanged 2 SP:Iteration 18Q (135.353881 sec): 3 clusters Score: Raw -135661.400509 + Penalty 994.851505 = -134666.549003 nChanged 3 SP:Iteration 19F (135.356780 sec): 3 clusters Score: Raw -135664.019101 + Penalty 996.218882 = -134667.800220 nChanged 3 SP:Iteration 20F (135.359724 sec): 3 clusters Score: Raw -135666.249524 + Penalty 997.872736 = -134668.376788 nChanged 3 SP:Iteration 21Q (135.362277 sec): 3 clusters Score: Raw -135667.018916 + Penalty 997.872736 = -134669.146179 nChanged 0 SP:Iteration 22F (135.365202 sec): 3 clusters Score: Raw -135667.018916 + Penalty 997.872736 = -134669.146179 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 16 (3035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.381596 sec): 2 clusters Score: Raw -252860.060244 + Penalty 480.914393 = -252379.145851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.387365 sec): 3 clusters Score: Raw -251003.862089 + Penalty 972.706840 = -250031.155249 nChanged 1303 SP:Iteration 1F (135.393033 sec): 3 clusters Score: Raw -251819.959463 + Penalty 986.298733 = -250833.660729 nChanged 395 SP:Iteration 2F (135.398839 sec): 3 clusters Score: Raw -252102.526442 + Penalty 994.046687 = -251108.479755 nChanged 247 SP:Iteration 3F (135.404511 sec): 3 clusters Score: Raw -252280.446580 + Penalty 996.023960 = -251284.422620 nChanged 195 SP:Iteration 4F (135.410044 sec): 3 clusters Score: Raw -252404.324778 + Penalty 993.444280 = -251410.880498 nChanged 156 SP:Iteration 5F (135.415584 sec): 3 clusters Score: Raw -252500.912839 + Penalty 991.216681 = -251509.696158 nChanged 121 SP:Iteration 6Q (135.420927 sec): 3 clusters Score: Raw -252587.580373 + Penalty 987.745754 = -251599.834619 nChanged 108 SP:Iteration 7Q (135.426380 sec): 3 clusters Score: Raw -252644.359584 + Penalty 984.153491 = -251660.206092 nChanged 83 SP:Iteration 8Q (135.431842 sec): 3 clusters Score: Raw -252687.800653 + Penalty 981.031070 = -251706.769583 nChanged 68 SP:Iteration 9Q (135.437299 sec): 3 clusters Score: Raw -252721.236996 + Penalty 978.450457 = -251742.786539 nChanged 72 SP:Iteration 10F (135.442899 sec): 3 clusters Score: Raw -252751.951755 + Penalty 975.402407 = -251776.549348 nChanged 56 SP:Iteration 11Q (135.448365 sec): 3 clusters Score: Raw -252768.976936 + Penalty 971.950789 = -251797.026147 nChanged 41 SP:Iteration 12Q (135.453694 sec): 3 clusters Score: Raw -252779.256048 + Penalty 969.387584 = -251809.868464 nChanged 33 SP:Iteration 13Q (135.459025 sec): 3 clusters Score: Raw -252787.681417 + Penalty 967.922083 = -251819.759334 nChanged 30 SP:Iteration 14Q (135.464439 sec): 3 clusters Score: Raw -252793.964129 + Penalty 966.650666 = -251827.313462 nChanged 19 SP:Iteration 15Q (135.469818 sec): 3 clusters Score: Raw -252798.858548 + Penalty 964.357825 = -251834.500724 nChanged 31 SP:Iteration 16Q (135.475464 sec): 3 clusters Score: Raw -252805.944086 + Penalty 961.355803 = -251844.588283 nChanged 36 SP:Iteration 17Q (135.480806 sec): 3 clusters Score: Raw -252814.048648 + Penalty 958.627856 = -251855.420792 nChanged 36 SP:Iteration 18Q (135.486106 sec): 3 clusters Score: Raw -252820.771576 + Penalty 956.483440 = -251864.288136 nChanged 31 SP:Iteration 19Q (135.491417 sec): 3 clusters Score: Raw -252826.164915 + Penalty 953.252736 = -251872.912180 nChanged 34 SP:Iteration 20F (135.496972 sec): 3 clusters Score: Raw -252834.076280 + Penalty 949.629321 = -251884.446959 nChanged 37 SP:Iteration 21Q (135.502483 sec): 3 clusters Score: Raw -252842.921950 + Penalty 946.335005 = -251896.586945 nChanged 33 SP:Iteration 22Q (135.507937 sec): 3 clusters Score: Raw -252849.414932 + Penalty 944.256146 = -251905.158785 nChanged 26 SP:Iteration 23Q (135.513422 sec): 3 clusters Score: Raw -252852.959669 + Penalty 942.391961 = -251910.567708 nChanged 20 SP:Iteration 24Q (135.518850 sec): 3 clusters Score: Raw -252855.914230 + Penalty 940.676369 = -251915.237861 nChanged 21 SP:Iteration 25Q (135.524315 sec): 3 clusters Score: Raw -252858.604142 + Penalty 939.345308 = -251919.258834 nChanged 14 SP:Iteration 26Q (135.529741 sec): 3 clusters Score: Raw -252860.644822 + Penalty 938.279751 = -251922.365071 nChanged 13 SP:Iteration 27Q (135.535089 sec): 3 clusters Score: Raw -252863.537978 + Penalty 937.675822 = -251925.862156 nChanged 12 SP:Iteration 28Q (135.540686 sec): 3 clusters Score: Raw -252866.038275 + Penalty 936.817663 = -251929.220613 nChanged 10 SP:Iteration 29Q (135.546162 sec): 3 clusters Score: Raw -252867.118315 + Penalty 936.350335 = -251930.767980 nChanged 5 SP:Iteration 30F (135.551672 sec): 3 clusters Score: Raw -252867.314551 + Penalty 936.548041 = -251930.766510 nChanged 1 SP:Iteration 31F (135.557297 sec): 3 clusters Score: Raw -252867.583738 + Penalty 936.636017 = -251930.947721 nChanged 1 SP:Iteration 32Q (135.562728 sec): 3 clusters Score: Raw -252867.615084 + Penalty 936.519962 = -251931.095122 nChanged 1 SP:Iteration 33Q (135.568106 sec): 3 clusters Score: Raw -252867.732311 + Penalty 936.380742 = -251931.351569 nChanged 2 SP:Iteration 34Q (135.573587 sec): 3 clusters Score: Raw -252867.997878 + Penalty 936.190219 = -251931.807660 nChanged 1 SP:Iteration 35Q (135.579050 sec): 3 clusters Score: Raw -252868.135422 + Penalty 936.427150 = -251931.708272 nChanged 1 SP:Iteration 36F (135.584557 sec): 3 clusters Score: Raw -252868.360284 + Penalty 936.427150 = -251931.933135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.591904 sec): 2 clusters Score: Raw -1606.648716 + Penalty 60.889113 = -1545.759602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.592176 sec): 3 clusters Score: Raw -1644.496852 + Penalty 120.201683 = -1524.295169 nChanged 4 SP:Iteration 1F (135.592434 sec): 3 clusters Score: Raw -1650.478504 + Penalty 119.261870 = -1531.216634 nChanged 1 SP:Iteration 2Q (135.592678 sec): 3 clusters Score: Raw -1652.562472 + Penalty 118.808243 = -1533.754230 nChanged 1 SP:Iteration 3Q (135.592922 sec): 3 clusters Score: Raw -1654.746532 + Penalty 118.808243 = -1535.938290 nChanged 0 SP:Iteration 4F (135.593167 sec): 3 clusters Score: Raw -1654.746532 + Penalty 118.808243 = -1535.938290 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.601354 sec): 2 clusters Score: Raw -211167.786168 + Penalty 490.470357 = -210677.315812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.606120 sec): 3 clusters Score: Raw -209821.669037 + Penalty 980.239084 = -208841.429953 nChanged 1025 SP:Iteration 1F (135.610805 sec): 3 clusters Score: Raw -210595.443522 + Penalty 978.678812 = -209616.764711 nChanged 274 SP:Iteration 2F (135.615339 sec): 3 clusters Score: Raw -210863.064725 + Penalty 977.822689 = -209885.242036 nChanged 202 SP:Iteration 3F (135.619707 sec): 3 clusters Score: Raw -211082.088345 + Penalty 979.786573 = -210102.301772 nChanged 151 SP:Iteration 4F (135.624178 sec): 3 clusters Score: Raw -211236.557467 + Penalty 982.006432 = -210254.551035 nChanged 112 SP:Iteration 5Q (135.628458 sec): 3 clusters Score: Raw -211338.221539 + Penalty 983.049914 = -210355.171625 nChanged 90 SP:Iteration 6Q (135.632710 sec): 3 clusters Score: Raw -211389.453255 + Penalty 983.981928 = -210405.471327 nChanged 39 SP:Iteration 7Q (135.636925 sec): 3 clusters Score: Raw -211403.977345 + Penalty 984.546966 = -210419.430379 nChanged 28 SP:Iteration 8Q (135.641212 sec): 3 clusters Score: Raw -211413.259147 + Penalty 985.244849 = -210428.014298 nChanged 16 SP:Iteration 9Q (135.645442 sec): 3 clusters Score: Raw -211417.261742 + Penalty 985.748531 = -210431.513211 nChanged 8 SP:Iteration 10F (135.649849 sec): 3 clusters Score: Raw -211420.979776 + Penalty 986.276248 = -210434.703528 nChanged 10 SP:Iteration 11Q (135.654015 sec): 3 clusters Score: Raw -211422.737709 + Penalty 986.421703 = -210436.316006 nChanged 2 SP:Iteration 12Q (135.658262 sec): 3 clusters Score: Raw -211423.254946 + Penalty 986.760432 = -210436.494514 nChanged 5 SP:Iteration 13Q (135.662413 sec): 3 clusters Score: Raw -211425.249768 + Penalty 986.912745 = -210438.337023 nChanged 4 SP:Iteration 14Q (135.666658 sec): 3 clusters Score: Raw -211426.061557 + Penalty 987.248558 = -210438.813000 nChanged 5 SP:Iteration 15Q (135.670856 sec): 3 clusters Score: Raw -211427.330015 + Penalty 987.467363 = -210439.862652 nChanged 3 SP:Iteration 16Q (135.675047 sec): 3 clusters Score: Raw -211428.258871 + Penalty 987.591011 = -210440.667860 nChanged 2 SP:Iteration 17Q (135.679313 sec): 3 clusters Score: Raw -211429.035177 + Penalty 987.719572 = -210441.315605 nChanged 2 SP:Iteration 18Q (135.683449 sec): 3 clusters Score: Raw -211429.846351 + Penalty 988.099159 = -210441.747192 nChanged 5 SP:Iteration 19Q (135.687633 sec): 3 clusters Score: Raw -211430.886910 + Penalty 988.024534 = -210442.862376 nChanged 1 SP:Iteration 20F (135.692148 sec): 3 clusters Score: Raw -211430.894327 + Penalty 988.024534 = -210442.869792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 20 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.694652 sec): 2 clusters Score: Raw -2408.559997 + Penalty 70.928495 = -2337.631502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.694945 sec): 3 clusters Score: Raw -2471.536718 + Penalty 186.176966 = -2285.359751 nChanged 8 SP:Iteration 1F (135.695238 sec): 3 clusters Score: Raw -2487.420776 + Penalty 186.176966 = -2301.243809 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.698947 sec): 2 clusters Score: Raw -73975.059527 + Penalty 785.475584 = -73189.583942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.700859 sec): 3 clusters Score: Raw -73595.334789 + Penalty 1571.385168 = -72023.949621 nChanged 266 SP:Iteration 1F (135.702707 sec): 3 clusters Score: Raw -73800.895127 + Penalty 1569.808624 = -72231.086503 nChanged 80 SP:Iteration 2F (135.704616 sec): 3 clusters Score: Raw -73880.209783 + Penalty 1568.117236 = -72312.092548 nChanged 65 SP:Iteration 3F (135.706371 sec): 3 clusters Score: Raw -73953.763527 + Penalty 1566.407833 = -72387.355694 nChanged 45 SP:Iteration 4F (135.708118 sec): 3 clusters Score: Raw -74022.879991 + Penalty 1565.840421 = -72457.039570 nChanged 42 SP:Iteration 5Q (135.709847 sec): 3 clusters Score: Raw -74063.372138 + Penalty 1565.488279 = -72497.883859 nChanged 31 SP:Iteration 6Q (135.711554 sec): 3 clusters Score: Raw -74090.068218 + Penalty 1569.332004 = -72520.736214 nChanged 25 SP:Iteration 7Q (135.713240 sec): 3 clusters Score: Raw -74113.997616 + Penalty 1571.827729 = -72542.169887 nChanged 24 SP:Iteration 8Q (135.714965 sec): 3 clusters Score: Raw -74143.939585 + Penalty 1577.174419 = -72566.765166 nChanged 27 SP:Iteration 9Q (135.716771 sec): 3 clusters Score: Raw -74168.284762 + Penalty 1581.118577 = -72587.166185 nChanged 25 SP:Iteration 10F (135.718611 sec): 3 clusters Score: Raw -74189.931270 + Penalty 1587.866365 = -72602.064904 nChanged 23 SP:Iteration 11Q (135.720289 sec): 3 clusters Score: Raw -74220.201101 + Penalty 1596.856733 = -72623.344368 nChanged 24 SP:Iteration 12Q (135.721958 sec): 3 clusters Score: Raw -74246.664581 + Penalty 1608.172525 = -72638.492057 nChanged 29 SP:Iteration 13Q (135.723607 sec): 3 clusters Score: Raw -74276.203841 + Penalty 1622.343116 = -72653.860725 nChanged 27 SP:Iteration 14Q (135.725257 sec): 3 clusters Score: Raw -74310.263987 + Penalty 1633.341642 = -72676.922345 nChanged 20 SP:Iteration 15Q (135.726879 sec): 3 clusters Score: Raw -74328.542934 + Penalty 1639.700819 = -72688.842115 nChanged 15 SP:Iteration 16Q (135.728480 sec): 3 clusters Score: Raw -74337.749400 + Penalty 1642.808731 = -72694.940669 nChanged 5 SP:Iteration 17Q (135.730090 sec): 3 clusters Score: Raw -74342.500226 + Penalty 1646.204263 = -72696.295963 nChanged 5 SP:Iteration 18Q (135.731687 sec): 3 clusters Score: Raw -74350.640846 + Penalty 1648.877182 = -72701.763664 nChanged 5 SP:Iteration 19Q (135.733260 sec): 3 clusters Score: Raw -74354.493896 + Penalty 1651.267377 = -72703.226519 nChanged 4 SP:Iteration 20F (135.735001 sec): 3 clusters Score: Raw -74358.061789 + Penalty 1653.889221 = -72704.172568 nChanged 4 SP:Iteration 21Q (135.736604 sec): 3 clusters Score: Raw -74362.545906 + Penalty 1655.895397 = -72706.650509 nChanged 3 SP:Iteration 22Q (135.738178 sec): 3 clusters Score: Raw -74363.767018 + Penalty 1657.380195 = -72706.386823 nChanged 2 SP:Iteration 23F (135.739945 sec): 3 clusters Score: Raw -74366.308945 + Penalty 1659.638151 = -72706.670793 nChanged 3 SP:Iteration 24Q (135.741581 sec): 3 clusters Score: Raw -74368.602362 + Penalty 1660.438040 = -72708.164322 nChanged 1 SP:Iteration 25Q (135.743171 sec): 3 clusters Score: Raw -74368.886024 + Penalty 1661.149916 = -72707.736108 nChanged 1 SP:Iteration 26F (135.744963 sec): 3 clusters Score: Raw -74369.189912 + Penalty 1661.149916 = -72708.039997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 23 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.748624 sec): 2 clusters Score: Raw -90234.255181 + Penalty 485.349314 = -89748.905867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.750837 sec): 3 clusters Score: Raw -89623.029976 + Penalty 984.422543 = -88638.607432 nChanged 398 SP:Iteration 1F (135.752999 sec): 3 clusters Score: Raw -89892.812651 + Penalty 1022.606311 = -88870.206339 nChanged 174 SP:Iteration 2F (135.755135 sec): 3 clusters Score: Raw -90065.648698 + Penalty 1059.276726 = -89006.371971 nChanged 93 SP:Iteration 3F (135.757195 sec): 3 clusters Score: Raw -90168.003740 + Penalty 1098.775348 = -89069.228392 nChanged 67 SP:Iteration 4F (135.759279 sec): 3 clusters Score: Raw -90238.907870 + Penalty 1130.241036 = -89108.666834 nChanged 40 SP:Iteration 5Q (135.761350 sec): 3 clusters Score: Raw -90272.510703 + Penalty 1150.753476 = -89121.757227 nChanged 20 SP:Iteration 6Q (135.763339 sec): 3 clusters Score: Raw -90294.511486 + Penalty 1164.702642 = -89129.808844 nChanged 14 SP:Iteration 7Q (135.765304 sec): 3 clusters Score: Raw -90305.284743 + Penalty 1166.927980 = -89138.356764 nChanged 10 SP:Iteration 8Q (135.767249 sec): 3 clusters Score: Raw -90314.484391 + Penalty 1163.025455 = -89151.458936 nChanged 12 SP:Iteration 9Q (135.769186 sec): 3 clusters Score: Raw -90324.415992 + Penalty 1168.445957 = -89155.970035 nChanged 9 SP:Iteration 10F (135.771272 sec): 3 clusters Score: Raw -90332.929239 + Penalty 1172.653022 = -89160.276217 nChanged 4 SP:Iteration 11Q (135.773165 sec): 3 clusters Score: Raw -90339.848670 + Penalty 1178.729639 = -89161.119031 nChanged 4 SP:Iteration 12Q (135.775024 sec): 3 clusters Score: Raw -90344.449330 + Penalty 1183.906744 = -89160.542586 nChanged 3 SP:Iteration 13F (135.777134 sec): 3 clusters Score: Raw -90346.814656 + Penalty 1184.024073 = -89162.790583 nChanged 1 SP:Iteration 14Q (135.778993 sec): 3 clusters Score: Raw -90347.303612 + Penalty 1184.024073 = -89163.279539 nChanged 0 SP:Iteration 15F (135.781093 sec): 3 clusters Score: Raw -90347.303612 + Penalty 1184.024073 = -89163.279539 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.784290 sec): 2 clusters Score: Raw -49842.393744 + Penalty 972.976833 = -48869.416912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.785560 sec): 3 clusters Score: Raw -49714.918420 + Penalty 1943.175938 = -47771.742482 nChanged 164 SP:Iteration 1F (135.786800 sec): 3 clusters Score: Raw -49911.646496 + Penalty 1940.781116 = -47970.865380 nChanged 48 SP:Iteration 2F (135.788035 sec): 3 clusters Score: Raw -49999.552284 + Penalty 1940.637601 = -48058.914684 nChanged 41 SP:Iteration 3F (135.789290 sec): 3 clusters Score: Raw -50071.272034 + Penalty 1940.621732 = -48130.650303 nChanged 20 SP:Iteration 4Q (135.790480 sec): 3 clusters Score: Raw -50097.787949 + Penalty 1939.462803 = -48158.325145 nChanged 10 SP:Iteration 5Q (135.791663 sec): 3 clusters Score: Raw -50117.495559 + Penalty 1939.868370 = -48177.627189 nChanged 7 SP:Iteration 6Q (135.792833 sec): 3 clusters Score: Raw -50136.274224 + Penalty 1939.597844 = -48196.676381 nChanged 7 SP:Iteration 7Q (135.794015 sec): 3 clusters Score: Raw -50144.030490 + Penalty 1939.755790 = -48204.274700 nChanged 3 SP:Iteration 8Q (135.795178 sec): 3 clusters Score: Raw -50150.011989 + Penalty 1939.937096 = -48210.074893 nChanged 3 SP:Iteration 9Q (135.796335 sec): 3 clusters Score: Raw -50155.429959 + Penalty 1940.189996 = -48215.239963 nChanged 3 SP:Iteration 10F (135.797613 sec): 3 clusters Score: Raw -50168.018455 + Penalty 1940.156715 = -48227.861740 nChanged 4 SP:Iteration 11Q (135.798767 sec): 3 clusters Score: Raw -50174.273735 + Penalty 1940.251930 = -48234.021804 nChanged 6 SP:Iteration 12Q (135.799937 sec): 3 clusters Score: Raw -50187.007008 + Penalty 1940.850337 = -48246.156671 nChanged 5 SP:Iteration 13Q (135.801089 sec): 3 clusters Score: Raw -50199.861096 + Penalty 1940.823902 = -48259.037195 nChanged 4 SP:Iteration 14Q (135.802273 sec): 3 clusters Score: Raw -50205.593034 + Penalty 1941.218736 = -48264.374299 nChanged 4 SP:Iteration 15Q (135.803464 sec): 3 clusters Score: Raw -50221.149133 + Penalty 1941.715829 = -48279.433303 nChanged 5 SP:Iteration 16Q (135.804667 sec): 3 clusters Score: Raw -50235.354348 + Penalty 1941.574269 = -48293.780079 nChanged 8 SP:Iteration 17Q (135.805862 sec): 3 clusters Score: Raw -50244.161070 + Penalty 1942.009293 = -48302.151778 nChanged 2 SP:Iteration 18Q (135.807046 sec): 3 clusters Score: Raw -50249.529689 + Penalty 1943.070629 = -48306.459060 nChanged 5 SP:Iteration 19Q (135.808256 sec): 3 clusters Score: Raw -50265.677450 + Penalty 1944.769036 = -48320.908414 nChanged 10 SP:Iteration 20F (135.809558 sec): 3 clusters Score: Raw -50279.045065 + Penalty 1944.769036 = -48334.276029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.811878 sec): 2 clusters Score: Raw -37771.553859 + Penalty 273.838592 = -37497.715267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.812903 sec): 3 clusters Score: Raw -37516.970473 + Penalty 549.107169 = -36967.863304 nChanged 166 SP:Iteration 1F (135.813899 sec): 3 clusters Score: Raw -37619.894908 + Penalty 564.133267 = -37055.761641 nChanged 62 SP:Iteration 2F (135.814888 sec): 3 clusters Score: Raw -37679.196113 + Penalty 586.816439 = -37092.379674 nChanged 50 SP:Iteration 3F (135.815875 sec): 3 clusters Score: Raw -37733.768974 + Penalty 616.852623 = -37116.916351 nChanged 35 SP:Iteration 4F (135.816861 sec): 3 clusters Score: Raw -37782.543740 + Penalty 646.728611 = -37135.815129 nChanged 28 SP:Iteration 5F (135.817852 sec): 3 clusters Score: Raw -37807.409060 + Penalty 660.288122 = -37147.120938 nChanged 15 SP:Iteration 6Q (135.818832 sec): 3 clusters Score: Raw -37819.615784 + Penalty 672.853757 = -37146.762027 nChanged 10 SP:Iteration 7F (135.819816 sec): 3 clusters Score: Raw -37827.277613 + Penalty 677.390630 = -37149.886983 nChanged 3 SP:Iteration 8Q (135.820773 sec): 3 clusters Score: Raw -37830.087204 + Penalty 681.464238 = -37148.622966 nChanged 2 SP:Iteration 9F (135.821758 sec): 3 clusters Score: Raw -37831.436856 + Penalty 685.264092 = -37146.172764 nChanged 2 SP:Iteration 10F (135.822761 sec): 3 clusters Score: Raw -37831.916804 + Penalty 685.264092 = -37146.652712 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 28 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.826050 sec): 2 clusters Score: Raw -56484.350101 + Penalty 826.674463 = -55657.675638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.827371 sec): 3 clusters Score: Raw -56198.101648 + Penalty 1659.689131 = -54538.412517 nChanged 171 SP:Iteration 1F (135.828650 sec): 3 clusters Score: Raw -56369.369112 + Penalty 1675.270198 = -54694.098914 nChanged 75 SP:Iteration 2F (135.829947 sec): 3 clusters Score: Raw -56491.661888 + Penalty 1689.773284 = -54801.888604 nChanged 60 SP:Iteration 3F (135.831258 sec): 3 clusters Score: Raw -56596.491472 + Penalty 1700.413755 = -54896.077717 nChanged 30 SP:Iteration 4Q (135.832505 sec): 3 clusters Score: Raw -56647.549262 + Penalty 1704.777209 = -54942.772053 nChanged 17 SP:Iteration 5Q (135.833708 sec): 3 clusters Score: Raw -56669.623385 + Penalty 1709.753418 = -54959.869967 nChanged 7 SP:Iteration 6Q (135.834935 sec): 3 clusters Score: Raw -56677.849240 + Penalty 1710.701572 = -54967.147668 nChanged 3 SP:Iteration 7Q (135.836161 sec): 3 clusters Score: Raw -56679.500776 + Penalty 1711.113060 = -54968.387716 nChanged 1 SP:Iteration 8Q (135.837363 sec): 3 clusters Score: Raw -56680.031052 + Penalty 1711.113060 = -54968.917993 nChanged 0 SP:Iteration 9F (135.838653 sec): 3 clusters Score: Raw -56680.031052 + Penalty 1711.113060 = -54968.917993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.840942 sec): 2 clusters Score: Raw -36609.498290 + Penalty 831.598402 = -35777.899888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.841985 sec): 3 clusters Score: Raw -36508.690180 + Penalty 1660.733309 = -34847.956871 nChanged 121 SP:Iteration 1F (135.843009 sec): 3 clusters Score: Raw -36716.964550 + Penalty 1661.500638 = -35055.463912 nChanged 44 SP:Iteration 2F (135.844021 sec): 3 clusters Score: Raw -36820.038161 + Penalty 1662.331408 = -35157.706753 nChanged 27 SP:Iteration 3F (135.845031 sec): 3 clusters Score: Raw -36865.144359 + Penalty 1661.993263 = -35203.151095 nChanged 9 SP:Iteration 4Q (135.845988 sec): 3 clusters Score: Raw -36880.296171 + Penalty 1662.411031 = -35217.885140 nChanged 4 SP:Iteration 5Q (135.846957 sec): 3 clusters Score: Raw -36885.920141 + Penalty 1662.231625 = -35223.688516 nChanged 2 SP:Iteration 6Q (135.847909 sec): 3 clusters Score: Raw -36888.127988 + Penalty 1662.122296 = -35226.005692 nChanged 2 SP:Iteration 7Q (135.848858 sec): 3 clusters Score: Raw -36892.897458 + Penalty 1662.310971 = -35230.586487 nChanged 3 SP:Iteration 8Q (135.849805 sec): 3 clusters Score: Raw -36897.085078 + Penalty 1662.493872 = -35234.591206 nChanged 4 SP:Iteration 9Q (135.850747 sec): 3 clusters Score: Raw -36900.878332 + Penalty 1662.412275 = -35238.466057 nChanged 2 SP:Iteration 10F (135.851780 sec): 3 clusters Score: Raw -36901.800415 + Penalty 1662.447723 = -35239.352692 nChanged 1 SP:Iteration 11Q (135.852729 sec): 3 clusters Score: Raw -36911.659508 + Penalty 1662.370936 = -35249.288572 nChanged 1 SP:Iteration 12Q (135.853670 sec): 3 clusters Score: Raw -36912.563630 + Penalty 1662.468894 = -35250.094735 nChanged 1 SP:Iteration 13Q (135.854608 sec): 3 clusters Score: Raw -36913.525485 + Penalty 1662.468894 = -35251.056590 nChanged 0 SP:Iteration 14F (135.855638 sec): 3 clusters Score: Raw -36913.525485 + Penalty 1662.468894 = -35251.056590 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.858756 sec): 2 clusters Score: Raw -75877.256121 + Penalty 758.000425 = -75119.255696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.860419 sec): 3 clusters Score: Raw -75505.719756 + Penalty 1518.767404 = -73986.952352 nChanged 283 SP:Iteration 1F (135.862070 sec): 3 clusters Score: Raw -75744.599470 + Penalty 1522.710518 = -74221.888952 nChanged 84 SP:Iteration 2F (135.863719 sec): 3 clusters Score: Raw -75864.183280 + Penalty 1524.611567 = -74339.571713 nChanged 59 SP:Iteration 3F (135.865349 sec): 3 clusters Score: Raw -75929.422526 + Penalty 1521.070235 = -74408.352290 nChanged 40 SP:Iteration 4Q (135.866933 sec): 3 clusters Score: Raw -75963.961680 + Penalty 1514.960618 = -74449.001062 nChanged 42 SP:Iteration 5F (135.868650 sec): 3 clusters Score: Raw -75998.934177 + Penalty 1510.525212 = -74488.408964 nChanged 33 SP:Iteration 6Q (135.870236 sec): 3 clusters Score: Raw -76028.883509 + Penalty 1503.969093 = -74524.914416 nChanged 30 SP:Iteration 7Q (135.871820 sec): 3 clusters Score: Raw -76053.127104 + Penalty 1498.957269 = -74554.169835 nChanged 28 SP:Iteration 8Q (135.873397 sec): 3 clusters Score: Raw -76076.853741 + Penalty 1495.167454 = -74581.686287 nChanged 23 SP:Iteration 9Q (135.874972 sec): 3 clusters Score: Raw -76093.276747 + Penalty 1495.034798 = -74598.241949 nChanged 12 SP:Iteration 10F (135.876662 sec): 3 clusters Score: Raw -76102.081275 + Penalty 1494.341515 = -74607.739761 nChanged 4 SP:Iteration 11Q (135.878250 sec): 3 clusters Score: Raw -76103.043738 + Penalty 1494.221359 = -74608.822379 nChanged 1 SP:Iteration 12Q (135.879807 sec): 3 clusters Score: Raw -76102.914713 + Penalty 1494.221359 = -74608.693354 nChanged 0 SP:Iteration 13F (135.881471 sec): 3 clusters Score: Raw -76102.914713 + Penalty 1494.221359 = -74608.693354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.884625 sec): 2 clusters Score: Raw -80314.367212 + Penalty 824.294181 = -79490.073031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.886442 sec): 3 clusters Score: Raw -79929.167708 + Penalty 1647.293520 = -78281.874189 nChanged 316 SP:Iteration 1F (135.888224 sec): 3 clusters Score: Raw -80160.781873 + Penalty 1653.231848 = -78507.550024 nChanged 104 SP:Iteration 2F (135.890006 sec): 3 clusters Score: Raw -80295.698928 + Penalty 1662.495181 = -78633.203747 nChanged 84 SP:Iteration 3F (135.891790 sec): 3 clusters Score: Raw -80399.593077 + Penalty 1671.451517 = -78728.141560 nChanged 60 SP:Iteration 4F (135.893558 sec): 3 clusters Score: Raw -80482.354184 + Penalty 1677.406141 = -78804.948043 nChanged 39 SP:Iteration 5Q (135.895315 sec): 3 clusters Score: Raw -80523.331993 + Penalty 1682.785141 = -78840.546853 nChanged 26 SP:Iteration 6Q (135.897023 sec): 3 clusters Score: Raw -80549.620381 + Penalty 1686.086033 = -78863.534348 nChanged 19 SP:Iteration 7Q (135.898869 sec): 3 clusters Score: Raw -80565.383737 + Penalty 1688.134620 = -78877.249117 nChanged 13 SP:Iteration 8Q (135.900679 sec): 3 clusters Score: Raw -80575.435387 + Penalty 1690.472448 = -78884.962939 nChanged 9 SP:Iteration 9Q (135.902417 sec): 3 clusters Score: Raw -80582.689888 + Penalty 1690.807738 = -78891.882150 nChanged 7 SP:Iteration 10F (135.904177 sec): 3 clusters Score: Raw -80590.951832 + Penalty 1691.028841 = -78899.922991 nChanged 8 SP:Iteration 11Q (135.905914 sec): 3 clusters Score: Raw -80597.986062 + Penalty 1690.128811 = -78907.857252 nChanged 8 SP:Iteration 12Q (135.907627 sec): 3 clusters Score: Raw -80608.539903 + Penalty 1689.800797 = -78918.739106 nChanged 8 SP:Iteration 13Q (135.909350 sec): 3 clusters Score: Raw -80618.764462 + Penalty 1689.419245 = -78929.345217 nChanged 7 SP:Iteration 14Q (135.911073 sec): 3 clusters Score: Raw -80630.967635 + Penalty 1688.495455 = -78942.472181 nChanged 9 SP:Iteration 15Q (135.912780 sec): 3 clusters Score: Raw -80641.543067 + Penalty 1687.339501 = -78954.203566 nChanged 9 SP:Iteration 16Q (135.914475 sec): 3 clusters Score: Raw -80649.493921 + Penalty 1686.447141 = -78963.046780 nChanged 6 SP:Iteration 17Q (135.916173 sec): 3 clusters Score: Raw -80652.993635 + Penalty 1686.478205 = -78966.515430 nChanged 3 SP:Iteration 18Q (135.917855 sec): 3 clusters Score: Raw -80655.244321 + Penalty 1685.518917 = -78969.725405 nChanged 2 SP:Iteration 19Q (135.919534 sec): 3 clusters Score: Raw -80656.719248 + Penalty 1685.518917 = -78971.200331 nChanged 0 SP:Iteration 20F (135.921349 sec): 3 clusters Score: Raw -80656.719248 + Penalty 1685.518917 = -78971.200331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.923428 sec): 2 clusters Score: Raw -47767.839074 + Penalty 599.417606 = -47168.421468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.924557 sec): 3 clusters Score: Raw -47552.391360 + Penalty 1196.195637 = -46356.195723 nChanged 163 SP:Iteration 1F (135.925666 sec): 3 clusters Score: Raw -47668.282721 + Penalty 1195.908965 = -46472.373757 nChanged 35 SP:Iteration 2F (135.926801 sec): 3 clusters Score: Raw -47689.070051 + Penalty 1194.404345 = -46494.665706 nChanged 17 SP:Iteration 3Q (135.927952 sec): 3 clusters Score: Raw -47698.440261 + Penalty 1194.302175 = -46504.138085 nChanged 13 SP:Iteration 4Q (135.929059 sec): 3 clusters Score: Raw -47708.027073 + Penalty 1194.704982 = -46513.322091 nChanged 14 SP:Iteration 5Q (135.930164 sec): 3 clusters Score: Raw -47721.691152 + Penalty 1196.851699 = -46524.839452 nChanged 23 SP:Iteration 6Q (135.931290 sec): 3 clusters Score: Raw -47740.182418 + Penalty 1202.961252 = -46537.221166 nChanged 20 SP:Iteration 7Q (135.932401 sec): 3 clusters Score: Raw -47759.861231 + Penalty 1212.016463 = -46547.844769 nChanged 19 SP:Iteration 8Q (135.933500 sec): 3 clusters Score: Raw -47780.202892 + Penalty 1225.891141 = -46554.311752 nChanged 21 SP:Iteration 9Q (135.934594 sec): 3 clusters Score: Raw -47803.390958 + Penalty 1237.452865 = -46565.938092 nChanged 13 SP:Iteration 10F (135.935722 sec): 3 clusters Score: Raw -47815.536825 + Penalty 1247.010902 = -46568.525923 nChanged 7 SP:Iteration 11Q (135.936797 sec): 3 clusters Score: Raw -47819.833038 + Penalty 1251.719390 = -46568.113648 nChanged 4 SP:Iteration 12F (135.937907 sec): 3 clusters Score: Raw -47821.780676 + Penalty 1250.309617 = -46571.471059 nChanged 1 SP:Iteration 13Q (135.938972 sec): 3 clusters Score: Raw -47822.485697 + Penalty 1252.641916 = -46569.843781 nChanged 1 SP:Iteration 14F (135.940104 sec): 3 clusters Score: Raw -47822.974783 + Penalty 1254.797594 = -46568.177189 nChanged 1 SP:Iteration 15F (135.941216 sec): 3 clusters Score: Raw -47823.013812 + Penalty 1254.797594 = -46568.216219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.942758 sec): 2 clusters Score: Raw -18784.139845 + Penalty 668.651339 = -18115.488506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.943349 sec): 3 clusters Score: Raw -18780.680500 + Penalty 1339.107166 = -17441.573334 nChanged 40 SP:Iteration 1F (135.943932 sec): 3 clusters Score: Raw -18830.617409 + Penalty 1339.979888 = -17490.637521 nChanged 6 SP:Iteration 2Q (135.944517 sec): 3 clusters Score: Raw -18839.467144 + Penalty 1341.196600 = -17498.270543 nChanged 3 SP:Iteration 3Q (135.945096 sec): 3 clusters Score: Raw -18841.254463 + Penalty 1341.196600 = -17500.057863 nChanged 0 SP:Iteration 4F (135.945703 sec): 3 clusters Score: Raw -18841.254463 + Penalty 1341.196600 = -17500.057863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.948235 sec): 2 clusters Score: Raw -47216.822651 + Penalty 557.901881 = -46658.920770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.949421 sec): 3 clusters Score: Raw -46955.486533 + Penalty 1115.873443 = -45839.613090 nChanged 184 SP:Iteration 1F (135.950575 sec): 3 clusters Score: Raw -47062.969002 + Penalty 1115.990455 = -45946.978547 nChanged 47 SP:Iteration 2F (135.951770 sec): 3 clusters Score: Raw -47101.018979 + Penalty 1118.744703 = -45982.274276 nChanged 22 SP:Iteration 3Q (135.952969 sec): 3 clusters Score: Raw -47117.977702 + Penalty 1122.343287 = -45995.634415 nChanged 20 SP:Iteration 4Q (135.954159 sec): 3 clusters Score: Raw -47133.421565 + Penalty 1125.354884 = -46008.066681 nChanged 21 SP:Iteration 5Q (135.955338 sec): 3 clusters Score: Raw -47149.480181 + Penalty 1133.115938 = -46016.364243 nChanged 25 SP:Iteration 6Q (135.956472 sec): 3 clusters Score: Raw -47176.002776 + Penalty 1139.079667 = -46036.923110 nChanged 25 SP:Iteration 7Q (135.957596 sec): 3 clusters Score: Raw -47202.031266 + Penalty 1146.767861 = -46055.263405 nChanged 23 SP:Iteration 8Q (135.958712 sec): 3 clusters Score: Raw -47226.169667 + Penalty 1155.158478 = -46071.011189 nChanged 24 SP:Iteration 9Q (135.959823 sec): 3 clusters Score: Raw -47250.876633 + Penalty 1166.547880 = -46084.328753 nChanged 20 SP:Iteration 10F (135.960990 sec): 3 clusters Score: Raw -47279.833727 + Penalty 1179.208621 = -46100.625107 nChanged 13 SP:Iteration 11Q (135.962112 sec): 3 clusters Score: Raw -47290.289471 + Penalty 1190.201448 = -46100.088023 nChanged 10 SP:Iteration 12F (135.963259 sec): 3 clusters Score: Raw -47300.275691 + Penalty 1201.496317 = -46098.779374 nChanged 5 SP:Iteration 13F (135.964403 sec): 3 clusters Score: Raw -47307.942002 + Penalty 1207.558180 = -46100.383823 nChanged 3 SP:Iteration 14Q (135.965480 sec): 3 clusters Score: Raw -47311.521904 + Penalty 1217.019211 = -46094.502693 nChanged 3 SP:Iteration 15F (135.966686 sec): 3 clusters Score: Raw -47314.048744 + Penalty 1224.574547 = -46089.474197 nChanged 3 SP:Iteration 16F (135.967884 sec): 3 clusters Score: Raw -47321.697537 + Penalty 1229.872977 = -46091.824560 nChanged 2 SP:Iteration 17Q (135.968961 sec): 3 clusters Score: Raw -47327.096891 + Penalty 1232.114319 = -46094.982572 nChanged 1 SP:Iteration 18Q (135.969984 sec): 3 clusters Score: Raw -47330.370609 + Penalty 1232.114319 = -46098.256290 nChanged 0 SP:Iteration 19F (135.971133 sec): 3 clusters Score: Raw -47330.370609 + Penalty 1232.114319 = -46098.256290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.973295 sec): 2 clusters Score: Raw -37813.285051 + Penalty 734.086492 = -37079.198559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.974272 sec): 3 clusters Score: Raw -37686.014834 + Penalty 1468.242048 = -36217.772786 nChanged 107 SP:Iteration 1F (135.975228 sec): 3 clusters Score: Raw -37800.613044 + Penalty 1468.388164 = -36332.224880 nChanged 33 SP:Iteration 2F (135.976177 sec): 3 clusters Score: Raw -37830.007616 + Penalty 1467.619560 = -36362.388056 nChanged 10 SP:Iteration 3Q (135.977114 sec): 3 clusters Score: Raw -37840.096279 + Penalty 1467.023797 = -36373.072482 nChanged 9 SP:Iteration 4Q (135.978048 sec): 3 clusters Score: Raw -37848.754685 + Penalty 1467.010894 = -36381.743791 nChanged 7 SP:Iteration 5Q (135.978989 sec): 3 clusters Score: Raw -37855.053801 + Penalty 1466.939827 = -36388.113974 nChanged 6 SP:Iteration 6Q (135.979924 sec): 3 clusters Score: Raw -37858.364283 + Penalty 1466.956977 = -36391.407305 nChanged 3 SP:Iteration 7Q (135.980852 sec): 3 clusters Score: Raw -37860.454025 + Penalty 1467.141234 = -36393.312792 nChanged 4 SP:Iteration 8Q (135.981801 sec): 3 clusters Score: Raw -37863.346846 + Penalty 1467.266724 = -36396.080122 nChanged 2 SP:Iteration 9Q (135.982729 sec): 3 clusters Score: Raw -37865.100527 + Penalty 1467.266724 = -36397.833803 nChanged 0 SP:Iteration 10F (135.983682 sec): 3 clusters Score: Raw -37865.100527 + Penalty 1467.266724 = -36397.833803 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 52 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.988330 sec): 2 clusters Score: Raw -123893.884984 + Penalty 517.966152 = -123375.918831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.990993 sec): 3 clusters Score: Raw -123179.233581 + Penalty 1041.260896 = -122137.972685 nChanged 515 SP:Iteration 1F (135.993615 sec): 3 clusters Score: Raw -123505.582430 + Penalty 1049.453145 = -122456.129285 nChanged 120 SP:Iteration 2F (135.996142 sec): 3 clusters Score: Raw -123579.815860 + Penalty 1057.422566 = -122522.393294 nChanged 83 SP:Iteration 3F (135.998706 sec): 3 clusters Score: Raw -123632.187480 + Penalty 1065.035329 = -122567.152151 nChanged 61 SP:Iteration 4Q (136.001304 sec): 3 clusters Score: Raw -123668.402843 + Penalty 1074.888914 = -122593.513929 nChanged 57 SP:Iteration 5Q (136.004079 sec): 3 clusters Score: Raw -123721.124444 + Penalty 1084.422433 = -122636.702012 nChanged 53 SP:Iteration 6Q (136.006666 sec): 3 clusters Score: Raw -123763.962619 + Penalty 1094.450540 = -122669.512078 nChanged 41 SP:Iteration 7Q (136.009223 sec): 3 clusters Score: Raw -123796.954555 + Penalty 1101.804005 = -122695.150551 nChanged 26 SP:Iteration 8Q (136.011772 sec): 3 clusters Score: Raw -123816.945537 + Penalty 1111.400379 = -122705.545159 nChanged 29 SP:Iteration 9Q (136.014239 sec): 3 clusters Score: Raw -123839.216369 + Penalty 1123.821752 = -122715.394618 nChanged 28 SP:Iteration 10F (136.016819 sec): 3 clusters Score: Raw -123860.477998 + Penalty 1135.206209 = -122725.271789 nChanged 21 SP:Iteration 11Q (136.019246 sec): 3 clusters Score: Raw -123875.702517 + Penalty 1145.110037 = -122730.592480 nChanged 17 SP:Iteration 12Q (136.021586 sec): 3 clusters Score: Raw -123888.143136 + Penalty 1157.337394 = -122730.805741 nChanged 19 SP:Iteration 13Q (136.024010 sec): 3 clusters Score: Raw -123899.775446 + Penalty 1163.870605 = -122735.904841 nChanged 13 SP:Iteration 14Q (136.026351 sec): 3 clusters Score: Raw -123906.493088 + Penalty 1171.119166 = -122735.373922 nChanged 9 SP:Iteration 15F (136.028912 sec): 3 clusters Score: Raw -123911.530968 + Penalty 1177.011542 = -122734.519427 nChanged 8 SP:Iteration 16F (136.031511 sec): 3 clusters Score: Raw -123916.535953 + Penalty 1181.706086 = -122734.829867 nChanged 8 SP:Iteration 17Q (136.033814 sec): 3 clusters Score: Raw -123920.842479 + Penalty 1186.283793 = -122734.558686 nChanged 8 SP:Iteration 18F (136.036370 sec): 3 clusters Score: Raw -123924.484493 + Penalty 1191.957403 = -122732.527090 nChanged 8 SP:Iteration 19F (136.038978 sec): 3 clusters Score: Raw -123930.387372 + Penalty 1198.292838 = -122732.094533 nChanged 12 SP:Iteration 20F (136.041581 sec): 3 clusters Score: Raw -123942.476524 + Penalty 1202.514338 = -122739.962187 nChanged 7 SP:Iteration 21Q (136.043802 sec): 3 clusters Score: Raw -123947.190913 + Penalty 1208.933852 = -122738.257061 nChanged 7 SP:Iteration 22F (136.046347 sec): 3 clusters Score: Raw -123953.439033 + Penalty 1210.626653 = -122742.812380 nChanged 2 SP:Iteration 23Q (136.048538 sec): 3 clusters Score: Raw -123954.133023 + Penalty 1211.655941 = -122742.477082 nChanged 1 SP:Iteration 24F (136.051148 sec): 3 clusters Score: Raw -123955.870769 + Penalty 1213.552753 = -122742.318016 nChanged 2 SP:Iteration 25F (136.053717 sec): 3 clusters Score: Raw -123957.183055 + Penalty 1214.312370 = -122742.870685 nChanged 1 SP:Iteration 26Q (136.055922 sec): 3 clusters Score: Raw -123957.384592 + Penalty 1214.312370 = -122743.072222 nChanged 0 SP:Iteration 27F (136.058441 sec): 3 clusters Score: Raw -123957.384592 + Penalty 1214.312370 = -122743.072222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.061773 sec): 2 clusters Score: Raw -66543.605769 + Penalty 331.753539 = -66211.852230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.063426 sec): 3 clusters Score: Raw -66112.227484 + Penalty 664.058649 = -65448.168835 nChanged 339 SP:Iteration 1F (136.065087 sec): 3 clusters Score: Raw -66313.443336 + Penalty 664.365220 = -65649.078116 nChanged 77 SP:Iteration 2F (136.066751 sec): 3 clusters Score: Raw -66372.170799 + Penalty 662.066152 = -65710.104647 nChanged 67 SP:Iteration 3F (136.068388 sec): 3 clusters Score: Raw -66420.164569 + Penalty 664.399648 = -65755.764921 nChanged 61 SP:Iteration 4F (136.070017 sec): 3 clusters Score: Raw -66468.482698 + Penalty 669.342749 = -65799.139950 nChanged 71 SP:Iteration 5F (136.071635 sec): 3 clusters Score: Raw -66537.742226 + Penalty 688.761269 = -65848.980957 nChanged 56 SP:Iteration 6F (136.073256 sec): 3 clusters Score: Raw -66590.498078 + Penalty 697.348457 = -65893.149622 nChanged 35 SP:Iteration 7Q (136.074874 sec): 3 clusters Score: Raw -66632.167511 + Penalty 704.276439 = -65927.891072 nChanged 22 SP:Iteration 8Q (136.076481 sec): 3 clusters Score: Raw -66653.648843 + Penalty 717.078045 = -65936.570798 nChanged 12 SP:Iteration 9Q (136.078043 sec): 3 clusters Score: Raw -66669.776501 + Penalty 731.526806 = -65938.249695 nChanged 8 SP:Iteration 10F (136.079669 sec): 3 clusters Score: Raw -66680.282729 + Penalty 747.564797 = -65932.717932 nChanged 7 SP:Iteration 11F (136.081324 sec): 3 clusters Score: Raw -66689.100603 + Penalty 758.983669 = -65930.116935 nChanged 5 SP:Iteration 12F (136.082927 sec): 3 clusters Score: Raw -66694.814473 + Penalty 774.005881 = -65920.808593 nChanged 3 SP:Iteration 13F (136.084582 sec): 3 clusters Score: Raw -66701.026414 + Penalty 781.568573 = -65919.457842 nChanged 3 SP:Iteration 14F (136.086214 sec): 3 clusters Score: Raw -66706.232173 + Penalty 786.083541 = -65920.148633 nChanged 2 SP:Iteration 15Q (136.087607 sec): 3 clusters Score: Raw -66708.929365 + Penalty 786.083541 = -65922.845824 nChanged 0 SP:Iteration 16F (136.089261 sec): 3 clusters Score: Raw -66708.929365 + Penalty 786.083541 = -65922.845824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.090290 sec): 2 clusters Score: Raw -1126.912580 + Penalty 100.316959 = -1026.595622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.090543 sec): 3 clusters Score: Raw -1210.687978 + Penalty 197.129504 = -1013.558474 nChanged 1 SP:Iteration 1Q (136.090784 sec): 3 clusters Score: Raw -1228.759998 + Penalty 197.129504 = -1031.630494 nChanged 0 SP:Iteration 2F (136.091028 sec): 3 clusters Score: Raw -1228.759998 + Penalty 197.129504 = -1031.630494 nChanged 0 Score: Raw -3375900.117503 + Penalty 28164.690042 = -3347735.427461 Splitting cluster 59 changes total score from -3326501.785541 to -3347735.427461 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.849241 sec): 2 clusters Score: Raw -3097.935173 + Penalty 48.481473 = -3049.453699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.849551 sec): 3 clusters Score: Raw -3198.337977 + Penalty 146.133903 = -3052.204074 nChanged 17 SP:Iteration 1F (136.849847 sec): 3 clusters Score: Raw -3251.812675 + Penalty 199.035985 = -3052.776690 nChanged 3 SP:Iteration 2F (136.850143 sec): 3 clusters Score: Raw -3265.782071 + Penalty 199.035985 = -3066.746086 nChanged 0 Score: Raw -3376067.916811 + Penalty 28576.821424 = -3347491.095386 Splitting cluster 63 changes total score from -3326501.785541 to -3347491.095386 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.629452 sec): 2 clusters Score: Raw -35866.777977 + Penalty 472.178329 = -35394.599648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.630475 sec): 3 clusters Score: Raw -35673.191093 + Penalty 950.184324 = -34723.006769 nChanged 130 SP:Iteration 1F (137.631478 sec): 3 clusters Score: Raw -35814.301309 + Penalty 947.448094 = -34866.853216 nChanged 42 SP:Iteration 2F (137.632506 sec): 3 clusters Score: Raw -35879.321668 + Penalty 946.231178 = -34933.090490 nChanged 32 SP:Iteration 3F (137.633511 sec): 3 clusters Score: Raw -35925.546887 + Penalty 944.354554 = -34981.192333 nChanged 17 SP:Iteration 4Q (137.634531 sec): 3 clusters Score: Raw -35946.454922 + Penalty 942.597466 = -35003.857456 nChanged 14 SP:Iteration 5Q (137.635510 sec): 3 clusters Score: Raw -35961.173099 + Penalty 940.808170 = -35020.364929 nChanged 10 SP:Iteration 6Q (137.636485 sec): 3 clusters Score: Raw -35967.619417 + Penalty 938.675067 = -35028.944349 nChanged 9 SP:Iteration 7Q (137.637478 sec): 3 clusters Score: Raw -35981.065893 + Penalty 938.366108 = -35042.699785 nChanged 5 SP:Iteration 8Q (137.638445 sec): 3 clusters Score: Raw -35983.823526 + Penalty 938.037428 = -35045.786098 nChanged 3 SP:Iteration 9Q (137.639408 sec): 3 clusters Score: Raw -35987.985147 + Penalty 937.329647 = -35050.655500 nChanged 3 SP:Iteration 10F (137.640413 sec): 3 clusters Score: Raw -35991.035998 + Penalty 936.600823 = -35054.435176 nChanged 2 SP:Iteration 11Q (137.641374 sec): 3 clusters Score: Raw -35994.598297 + Penalty 936.194363 = -35058.403933 nChanged 3 SP:Iteration 12Q (137.642395 sec): 3 clusters Score: Raw -35997.016299 + Penalty 935.844378 = -35061.171921 nChanged 2 SP:Iteration 13Q (137.643360 sec): 3 clusters Score: Raw -35998.088750 + Penalty 935.844378 = -35062.244371 nChanged 0 SP:Iteration 14F (137.644358 sec): 3 clusters Score: Raw -35998.088750 + Penalty 935.844378 = -35062.244371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.645373 sec): 2 clusters Score: Raw -1859.416208 + Penalty 141.613730 = -1717.802478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.645642 sec): 3 clusters Score: Raw -1898.622050 + Penalty 285.572716 = -1613.049335 nChanged 3 SP:Iteration 1F (137.645908 sec): 3 clusters Score: Raw -1901.528428 + Penalty 292.426980 = -1609.101448 nChanged 1 SP:Iteration 2F (137.646168 sec): 3 clusters Score: Raw -1903.798215 + Penalty 305.554343 = -1598.243872 nChanged 2 SP:Iteration 3F (137.646426 sec): 3 clusters Score: Raw -1908.324121 + Penalty 318.654523 = -1589.669598 nChanged 1 SP:Iteration 4F (137.646686 sec): 3 clusters Score: Raw -1911.120971 + Penalty 318.654523 = -1592.466448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.647524 sec): 2 clusters Score: Raw -1138.405332 + Penalty 80.352123 = -1058.053208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.647753 sec): 3 clusters Score: Raw -1189.165550 + Penalty 159.569565 = -1029.595986 nChanged 0 Deleting Class 63 (6 points): Lose 208.451543 but Gain 382.173036 Iteration 205F (138.471558 sec): 38 clusters Score: Raw -3354394.726709 + Penalty 28134.329045 = -3326260.397664 nChanged 8 Deleting Class 12 (7 points): Lose 261.862798 but Gain 329.749501 Iteration 206F (139.249806 sec): 37 clusters Score: Raw -3354215.688004 + Penalty 27771.273499 = -3326444.414505 nChanged 9 Iteration 207Q (139.397835 sec): 37 clusters Score: Raw -3354329.952289 + Penalty 27803.518865 = -3326526.433425 nChanged 2 Iteration 208Q (139.544369 sec): 37 clusters Score: Raw -3354347.593157 + Penalty 27803.518865 = -3326544.074292 nChanged 0 Iteration 209F (140.289197 sec): 37 clusters Score: Raw -3354347.593157 + Penalty 27803.518865 = -3326544.074292 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3354347.593157 + Penalty 27803.518865 = -3326544.074292Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.429122 sec): 2 clusters Score: Raw -71579.144412 + Penalty 704.951321 = -70874.193091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.430835 sec): 3 clusters Score: Raw -71184.625912 + Penalty 1407.322209 = -69777.303703 nChanged 281 SP:Iteration 1F (140.432446 sec): 3 clusters Score: Raw -71429.371237 + Penalty 1403.738079 = -70025.633158 nChanged 103 SP:Iteration 2F (140.434078 sec): 3 clusters Score: Raw -71537.971857 + Penalty 1401.625624 = -70136.346233 nChanged 50 SP:Iteration 3F (140.435889 sec): 3 clusters Score: Raw -71575.282275 + Penalty 1400.972573 = -70174.309703 nChanged 30 SP:Iteration 4Q (140.437568 sec): 3 clusters Score: Raw -71595.855710 + Penalty 1400.508033 = -70195.347677 nChanged 20 SP:Iteration 5Q (140.439236 sec): 3 clusters Score: Raw -71608.709269 + Penalty 1400.290818 = -70208.418451 nChanged 12 SP:Iteration 6Q (140.440851 sec): 3 clusters Score: Raw -71616.616541 + Penalty 1400.503314 = -70216.113227 nChanged 10 SP:Iteration 7Q (140.442487 sec): 3 clusters Score: Raw -71621.173056 + Penalty 1400.341040 = -70220.832016 nChanged 9 SP:Iteration 8Q (140.444133 sec): 3 clusters Score: Raw -71626.046558 + Penalty 1399.974452 = -70226.072106 nChanged 7 SP:Iteration 9Q (140.445762 sec): 3 clusters Score: Raw -71629.104914 + Penalty 1400.177118 = -70228.927797 nChanged 7 SP:Iteration 10F (140.447377 sec): 3 clusters Score: Raw -71633.140449 + Penalty 1400.896611 = -70232.243837 nChanged 7 SP:Iteration 11Q (140.448969 sec): 3 clusters Score: Raw -71635.484466 + Penalty 1400.510011 = -70234.974455 nChanged 5 SP:Iteration 12Q (140.450602 sec): 3 clusters Score: Raw -71638.166888 + Penalty 1399.851146 = -70238.315742 nChanged 5 SP:Iteration 13Q (140.452197 sec): 3 clusters Score: Raw -71642.817307 + Penalty 1400.225054 = -70242.592253 nChanged 5 SP:Iteration 14Q (140.453790 sec): 3 clusters Score: Raw -71646.752379 + Penalty 1400.086299 = -70246.666080 nChanged 3 SP:Iteration 15Q (140.455403 sec): 3 clusters Score: Raw -71648.732547 + Penalty 1400.116270 = -70248.616277 nChanged 3 SP:Iteration 16Q (140.457023 sec): 3 clusters Score: Raw -71650.043259 + Penalty 1400.433171 = -70249.610088 nChanged 4 SP:Iteration 17Q (140.458620 sec): 3 clusters Score: Raw -71651.595700 + Penalty 1400.824927 = -70250.770773 nChanged 3 SP:Iteration 18Q (140.460229 sec): 3 clusters Score: Raw -71652.534736 + Penalty 1400.824927 = -70251.709809 nChanged 0 SP:Iteration 19F (140.461816 sec): 3 clusters Score: Raw -71652.534736 + Penalty 1400.824927 = -70251.709809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.463181 sec): 2 clusters Score: Raw -22847.128657 + Penalty 490.165757 = -22356.962900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.463956 sec): 3 clusters Score: Raw -22772.729330 + Penalty 987.012803 = -21785.716527 nChanged 95 SP:Iteration 1F (140.464707 sec): 3 clusters Score: Raw -22879.482211 + Penalty 989.293520 = -21890.188692 nChanged 22 SP:Iteration 2F (140.465452 sec): 3 clusters Score: Raw -22906.288020 + Penalty 995.077840 = -21911.210180 nChanged 13 SP:Iteration 3Q (140.466174 sec): 3 clusters Score: Raw -22926.699671 + Penalty 1008.598693 = -21918.100978 nChanged 9 SP:Iteration 4Q (140.466897 sec): 3 clusters Score: Raw -22951.827891 + Penalty 1017.191669 = -21934.636222 nChanged 6 SP:Iteration 5Q (140.467656 sec): 3 clusters Score: Raw -22960.786977 + Penalty 1021.820040 = -21938.966937 nChanged 5 SP:Iteration 6Q (140.468407 sec): 3 clusters Score: Raw -22965.435538 + Penalty 1021.820040 = -21943.615498 nChanged 0 SP:Iteration 7F (140.469150 sec): 3 clusters Score: Raw -22965.435538 + Penalty 1021.820040 = -21943.615498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.470029 sec): 2 clusters Score: Raw -12090.538430 + Penalty 425.829079 = -11664.709352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.470505 sec): 3 clusters Score: Raw -12107.341051 + Penalty 846.054670 = -11261.286381 nChanged 30 SP:Iteration 1F (140.470972 sec): 3 clusters Score: Raw -12151.194100 + Penalty 844.368077 = -11306.826023 nChanged 8 SP:Iteration 2F (140.471462 sec): 3 clusters Score: Raw -12169.944835 + Penalty 842.903964 = -11327.040870 nChanged 4 SP:Iteration 3Q (140.471918 sec): 3 clusters Score: Raw -12174.061522 + Penalty 843.081289 = -11330.980233 nChanged 2 SP:Iteration 4Q (140.472371 sec): 3 clusters Score: Raw -12174.980544 + Penalty 843.081289 = -11331.899255 nChanged 0 SP:Iteration 5F (140.472852 sec): 3 clusters Score: Raw -12174.980544 + Penalty 843.081289 = -11331.899255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.474431 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.475437 sec): 3 clusters Score: Raw -35699.949900 + Penalty 101.548637 = -35598.401264 nChanged 185 SP:Iteration 1F (140.476464 sec): 3 clusters Score: Raw -35841.602029 + Penalty 96.115912 = -35745.486116 nChanged 50 SP:Iteration 2F (140.477435 sec): 3 clusters Score: Raw -35891.384286 + Penalty 94.984057 = -35796.400229 nChanged 36 SP:Iteration 3F (140.478478 sec): 3 clusters Score: Raw -35919.106404 + Penalty 93.280446 = -35825.825958 nChanged 23 SP:Iteration 4F (140.479479 sec): 3 clusters Score: Raw -35946.265078 + Penalty 52.571445 = -35893.693634 nChanged 30 SP:Iteration 5F (140.480247 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.481338 sec): 2 clusters Score: Raw -19845.322585 + Penalty 297.444875 = -19547.877710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.481964 sec): 3 clusters Score: Raw -19744.640618 + Penalty 594.121898 = -19150.518719 nChanged 66 SP:Iteration 1F (140.482580 sec): 3 clusters Score: Raw -19802.085692 + Penalty 595.933609 = -19206.152083 nChanged 29 SP:Iteration 2F (140.483202 sec): 3 clusters Score: Raw -19826.206020 + Penalty 597.803003 = -19228.403016 nChanged 13 SP:Iteration 3F (140.483816 sec): 3 clusters Score: Raw -19840.009703 + Penalty 603.258838 = -19236.750865 nChanged 8 SP:Iteration 4Q (140.484422 sec): 3 clusters Score: Raw -19846.983460 + Penalty 614.869305 = -19232.114156 nChanged 11 SP:Iteration 5F (140.485028 sec): 3 clusters Score: Raw -19858.650954 + Penalty 622.942362 = -19235.708592 nChanged 8 SP:Iteration 6Q (140.485618 sec): 3 clusters Score: Raw -19863.939368 + Penalty 624.103237 = -19239.836132 nChanged 1 SP:Iteration 7Q (140.486202 sec): 3 clusters Score: Raw -19864.096226 + Penalty 627.885405 = -19236.210821 nChanged 2 SP:Iteration 8F (140.486819 sec): 3 clusters Score: Raw -19865.041568 + Penalty 632.658453 = -19232.383115 nChanged 3 SP:Iteration 9F (140.487419 sec): 3 clusters Score: Raw -19867.124400 + Penalty 638.306849 = -19228.817551 nChanged 2 SP:Iteration 10F (140.488015 sec): 3 clusters Score: Raw -19869.012463 + Penalty 638.306849 = -19230.705614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.489967 sec): 2 clusters Score: Raw -44140.726598 + Penalty 295.455998 = -43845.270601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.491133 sec): 3 clusters Score: Raw -43864.327103 + Penalty 591.086876 = -43273.240227 nChanged 200 SP:Iteration 1F (140.492305 sec): 3 clusters Score: Raw -43978.824943 + Penalty 591.106177 = -43387.718766 nChanged 48 SP:Iteration 2F (140.493464 sec): 3 clusters Score: Raw -44004.124090 + Penalty 591.292211 = -43412.831880 nChanged 25 SP:Iteration 3Q (140.494610 sec): 3 clusters Score: Raw -44015.955633 + Penalty 590.912329 = -43425.043304 nChanged 21 SP:Iteration 4Q (140.495754 sec): 3 clusters Score: Raw -44023.553581 + Penalty 591.719825 = -43431.833757 nChanged 10 SP:Iteration 5Q (140.496916 sec): 3 clusters Score: Raw -44027.886786 + Penalty 593.032766 = -43434.854020 nChanged 14 SP:Iteration 6Q (140.498060 sec): 3 clusters Score: Raw -44037.339012 + Penalty 595.573287 = -43441.765724 nChanged 17 SP:Iteration 7Q (140.499224 sec): 3 clusters Score: Raw -44046.092942 + Penalty 598.091432 = -43448.001509 nChanged 16 SP:Iteration 8Q (140.500368 sec): 3 clusters Score: Raw -44053.622503 + Penalty 600.152899 = -43453.469604 nChanged 19 SP:Iteration 9Q (140.501531 sec): 3 clusters Score: Raw -44062.341816 + Penalty 606.919398 = -43455.422417 nChanged 16 SP:Iteration 10F (140.502684 sec): 3 clusters Score: Raw -44068.672803 + Penalty 613.910149 = -43454.762654 nChanged 14 SP:Iteration 11F (140.503836 sec): 3 clusters Score: Raw -44079.490008 + Penalty 620.506602 = -43458.983407 nChanged 18 SP:Iteration 12Q (140.504983 sec): 3 clusters Score: Raw -44095.319628 + Penalty 629.115242 = -43466.204386 nChanged 25 SP:Iteration 13Q (140.506181 sec): 3 clusters Score: Raw -44123.620863 + Penalty 642.672446 = -43480.948416 nChanged 24 SP:Iteration 14Q (140.507330 sec): 3 clusters Score: Raw -44151.931398 + Penalty 649.076762 = -43502.854636 nChanged 13 SP:Iteration 15Q (140.508475 sec): 3 clusters Score: Raw -44165.183082 + Penalty 652.135560 = -43513.047522 nChanged 8 SP:Iteration 16Q (140.509621 sec): 3 clusters Score: Raw -44171.874018 + Penalty 661.731546 = -43510.142472 nChanged 7 SP:Iteration 17F (140.510787 sec): 3 clusters Score: Raw -44179.525993 + Penalty 668.910982 = -43510.615011 nChanged 4 SP:Iteration 18Q (140.511954 sec): 3 clusters Score: Raw -44182.868068 + Penalty 675.170700 = -43507.697368 nChanged 3 SP:Iteration 19F (140.513165 sec): 3 clusters Score: Raw -44186.469818 + Penalty 678.876057 = -43507.593762 nChanged 2 SP:Iteration 20F (140.514393 sec): 3 clusters Score: Raw -44188.120242 + Penalty 685.293314 = -43502.826928 nChanged 3 SP:Iteration 21F (140.515579 sec): 3 clusters Score: Raw -44192.836879 + Penalty 693.322096 = -43499.514783 nChanged 3 SP:Iteration 22F (140.516779 sec): 3 clusters Score: Raw -44200.468964 + Penalty 701.351401 = -43499.117562 nChanged 5 SP:Iteration 23F (140.517978 sec): 3 clusters Score: Raw -44210.648731 + Penalty 713.677393 = -43496.971338 nChanged 4 SP:Iteration 24F (140.519166 sec): 3 clusters Score: Raw -44215.460656 + Penalty 723.466117 = -43491.994538 nChanged 4 SP:Iteration 25F (140.520373 sec): 3 clusters Score: Raw -44220.060664 + Penalty 723.466117 = -43496.594547 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 7 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.526585 sec): 2 clusters Score: Raw -100970.970643 + Penalty 485.252007 = -100485.718637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.528896 sec): 3 clusters Score: Raw -100276.272410 + Penalty 974.294721 = -99301.977688 nChanged 491 SP:Iteration 1F (140.531165 sec): 3 clusters Score: Raw -100549.358186 + Penalty 993.418408 = -99555.939778 nChanged 172 SP:Iteration 2F (140.533424 sec): 3 clusters Score: Raw -100689.701611 + Penalty 1024.512135 = -99665.189476 nChanged 108 SP:Iteration 3F (140.535671 sec): 3 clusters Score: Raw -100771.116392 + Penalty 1057.317354 = -99713.799037 nChanged 73 SP:Iteration 4F (140.537934 sec): 3 clusters Score: Raw -100825.668560 + Penalty 1087.941881 = -99737.726679 nChanged 60 SP:Iteration 5F (140.540267 sec): 3 clusters Score: Raw -100877.142445 + Penalty 1118.921228 = -99758.221217 nChanged 51 SP:Iteration 6Q (140.542524 sec): 3 clusters Score: Raw -100921.159410 + Penalty 1145.559648 = -99775.599762 nChanged 39 SP:Iteration 7Q (140.544722 sec): 3 clusters Score: Raw -100951.234569 + Penalty 1165.335898 = -99785.898672 nChanged 32 SP:Iteration 8Q (140.546869 sec): 3 clusters Score: Raw -100974.201274 + Penalty 1182.782557 = -99791.418718 nChanged 22 SP:Iteration 9Q (140.548990 sec): 3 clusters Score: Raw -100996.912227 + Penalty 1204.523952 = -99792.388276 nChanged 21 SP:Iteration 10F (140.551208 sec): 3 clusters Score: Raw -101023.273495 + Penalty 1223.684229 = -99799.589266 nChanged 18 SP:Iteration 11Q (140.553205 sec): 3 clusters Score: Raw -101052.441591 + Penalty 1234.843854 = -99817.597737 nChanged 9 SP:Iteration 12Q (140.555187 sec): 3 clusters Score: Raw -101081.828234 + Penalty 1233.834075 = -99847.994158 nChanged 8 SP:Iteration 13Q (140.557112 sec): 3 clusters Score: Raw -101096.980532 + Penalty 1232.334307 = -99864.646226 nChanged 3 SP:Iteration 14Q (140.558996 sec): 3 clusters Score: Raw -101099.800198 + Penalty 1233.487805 = -99866.312393 nChanged 1 SP:Iteration 15Q (140.560874 sec): 3 clusters Score: Raw -101104.644613 + Penalty 1235.136233 = -99869.508380 nChanged 1 SP:Iteration 16Q (140.562778 sec): 3 clusters Score: Raw -101106.601451 + Penalty 1235.136233 = -99871.465219 nChanged 0 SP:Iteration 17F (140.565050 sec): 3 clusters Score: Raw -101106.601451 + Penalty 1235.136233 = -99871.465219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.567793 sec): 2 clusters Score: Raw -31997.029743 + Penalty 227.208102 = -31769.821641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.568713 sec): 3 clusters Score: Raw -31784.023715 + Penalty 456.756471 = -31327.267243 nChanged 148 SP:Iteration 1F (140.569617 sec): 3 clusters Score: Raw -31902.550427 + Penalty 465.318065 = -31437.232362 nChanged 50 SP:Iteration 2F (140.570541 sec): 3 clusters Score: Raw -31961.791802 + Penalty 479.536096 = -31482.255706 nChanged 34 SP:Iteration 3F (140.571448 sec): 3 clusters Score: Raw -32002.635398 + Penalty 491.306831 = -31511.328568 nChanged 16 SP:Iteration 4Q (140.572308 sec): 3 clusters Score: Raw -32016.226116 + Penalty 499.078038 = -31517.148077 nChanged 9 SP:Iteration 5Q (140.573156 sec): 3 clusters Score: Raw -32021.725152 + Penalty 507.005527 = -31514.719626 nChanged 6 SP:Iteration 6F (140.574055 sec): 3 clusters Score: Raw -32024.974337 + Penalty 515.559624 = -31509.414714 nChanged 8 SP:Iteration 7F (140.574973 sec): 3 clusters Score: Raw -32037.259715 + Penalty 522.232537 = -31515.027179 nChanged 6 SP:Iteration 8Q (140.575805 sec): 3 clusters Score: Raw -32048.973548 + Penalty 524.201486 = -31524.772062 nChanged 3 SP:Iteration 9Q (140.576623 sec): 3 clusters Score: Raw -32051.989164 + Penalty 523.337428 = -31528.651737 nChanged 1 SP:Iteration 10F (140.577522 sec): 3 clusters Score: Raw -32054.115592 + Penalty 523.337428 = -31530.778164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.585473 sec): 2 clusters Score: Raw -134339.036676 + Penalty 166.148537 = -134172.888139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.588568 sec): 3 clusters Score: Raw -133302.489300 + Penalty 335.373819 = -132967.115481 nChanged 742 SP:Iteration 1F (140.591656 sec): 3 clusters Score: Raw -133906.593239 + Penalty 338.633231 = -133567.960008 nChanged 161 SP:Iteration 2F (140.594767 sec): 3 clusters Score: Raw -134037.445417 + Penalty 339.841811 = -133697.603606 nChanged 93 SP:Iteration 3F (140.597900 sec): 3 clusters Score: Raw -134100.746068 + Penalty 339.623903 = -133761.122165 nChanged 68 SP:Iteration 4Q (140.600966 sec): 3 clusters Score: Raw -134131.036442 + Penalty 339.407620 = -133791.628822 nChanged 34 SP:Iteration 5Q (140.604031 sec): 3 clusters Score: Raw -134142.459894 + Penalty 338.865040 = -133803.594854 nChanged 23 SP:Iteration 6Q (140.607037 sec): 3 clusters Score: Raw -134146.751481 + Penalty 338.314741 = -133808.436739 nChanged 17 SP:Iteration 7Q (140.610069 sec): 3 clusters Score: Raw -134149.698224 + Penalty 338.224460 = -133811.473764 nChanged 11 SP:Iteration 8Q (140.613095 sec): 3 clusters Score: Raw -134151.399015 + Penalty 337.997261 = -133813.401754 nChanged 6 SP:Iteration 9Q (140.616371 sec): 3 clusters Score: Raw -134151.732406 + Penalty 337.789318 = -133813.943088 nChanged 2 SP:Iteration 10F (140.619479 sec): 3 clusters Score: Raw -134151.895124 + Penalty 337.789318 = -133814.105806 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.635338 sec): 2 clusters Score: Raw -269575.227795 + Penalty 446.836330 = -269128.391465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.641663 sec): 3 clusters Score: Raw -267602.458332 + Penalty 894.727022 = -266707.731311 nChanged 1435 SP:Iteration 1F (140.647674 sec): 3 clusters Score: Raw -268518.402254 + Penalty 890.061546 = -267628.340708 nChanged 411 SP:Iteration 2F (140.653620 sec): 3 clusters Score: Raw -268773.163262 + Penalty 881.661511 = -267891.501751 nChanged 254 SP:Iteration 3F (140.659500 sec): 3 clusters Score: Raw -268943.424552 + Penalty 868.791100 = -268074.633452 nChanged 198 SP:Iteration 4F (140.665488 sec): 3 clusters Score: Raw -269075.718166 + Penalty 855.200420 = -268220.517746 nChanged 150 SP:Iteration 5Q (140.671426 sec): 3 clusters Score: Raw -269189.487936 + Penalty 842.954364 = -268346.533572 nChanged 118 SP:Iteration 6Q (140.677258 sec): 3 clusters Score: Raw -269310.301232 + Penalty 836.527156 = -268473.774076 nChanged 111 SP:Iteration 7Q (140.683031 sec): 3 clusters Score: Raw -269384.841541 + Penalty 834.070352 = -268550.771188 nChanged 69 SP:Iteration 8Q (140.688852 sec): 3 clusters Score: Raw -269417.902508 + Penalty 831.202773 = -268586.699735 nChanged 52 SP:Iteration 9Q (140.694630 sec): 3 clusters Score: Raw -269438.592871 + Penalty 828.003134 = -268610.589736 nChanged 34 SP:Iteration 10F (140.700497 sec): 3 clusters Score: Raw -269450.444203 + Penalty 825.702086 = -268624.742117 nChanged 30 SP:Iteration 11Q (140.706188 sec): 3 clusters Score: Raw -269458.873135 + Penalty 823.834615 = -268635.038520 nChanged 25 SP:Iteration 12Q (140.711936 sec): 3 clusters Score: Raw -269463.543283 + Penalty 822.282772 = -268641.260511 nChanged 18 SP:Iteration 13Q (140.717983 sec): 3 clusters Score: Raw -269466.865884 + Penalty 821.288029 = -268645.577855 nChanged 13 SP:Iteration 14Q (140.723787 sec): 3 clusters Score: Raw -269469.469790 + Penalty 821.103732 = -268648.366059 nChanged 16 SP:Iteration 15Q (140.729506 sec): 3 clusters Score: Raw -269473.170341 + Penalty 821.044548 = -268652.125793 nChanged 19 SP:Iteration 16Q (140.735166 sec): 3 clusters Score: Raw -269478.562146 + Penalty 821.326716 = -268657.235430 nChanged 24 SP:Iteration 17Q (140.740839 sec): 3 clusters Score: Raw -269486.015304 + Penalty 822.156542 = -268663.858762 nChanged 34 SP:Iteration 18Q (140.746648 sec): 3 clusters Score: Raw -269499.203828 + Penalty 825.893322 = -268673.310506 nChanged 41 SP:Iteration 19Q (140.752421 sec): 3 clusters Score: Raw -269512.732842 + Penalty 828.785516 = -268683.947326 nChanged 37 SP:Iteration 20F (140.758314 sec): 3 clusters Score: Raw -269525.145528 + Penalty 831.615046 = -268693.530483 nChanged 37 SP:Iteration 21Q (140.764070 sec): 3 clusters Score: Raw -269535.582580 + Penalty 834.986682 = -268700.595898 nChanged 33 SP:Iteration 22Q (140.769787 sec): 3 clusters Score: Raw -269541.925755 + Penalty 837.425682 = -268704.500073 nChanged 25 SP:Iteration 23Q (140.775521 sec): 3 clusters Score: Raw -269546.364759 + Penalty 842.176784 = -268704.187975 nChanged 29 SP:Iteration 24F (140.781492 sec): 3 clusters Score: Raw -269552.713311 + Penalty 845.199717 = -268707.513594 nChanged 30 SP:Iteration 25Q (140.787205 sec): 3 clusters Score: Raw -269559.148806 + Penalty 848.857976 = -268710.290831 nChanged 32 SP:Iteration 26Q (140.792942 sec): 3 clusters Score: Raw -269566.399917 + Penalty 852.199678 = -268714.200240 nChanged 28 SP:Iteration 27Q (140.798721 sec): 3 clusters Score: Raw -269572.893870 + Penalty 855.531355 = -268717.362515 nChanged 28 SP:Iteration 28Q (140.804403 sec): 3 clusters Score: Raw -269578.604521 + Penalty 858.698261 = -268719.906261 nChanged 32 SP:Iteration 29Q (140.810224 sec): 3 clusters Score: Raw -269584.921239 + Penalty 861.631821 = -268723.289419 nChanged 29 SP:Iteration 30F (140.816061 sec): 3 clusters Score: Raw -269592.243242 + Penalty 864.471540 = -268727.771702 nChanged 29 SP:Iteration 31Q (140.821817 sec): 3 clusters Score: Raw -269598.458579 + Penalty 866.701202 = -268731.757377 nChanged 23 SP:Iteration 32Q (140.827671 sec): 3 clusters Score: Raw -269602.102813 + Penalty 868.838458 = -268733.264355 nChanged 18 SP:Iteration 33Q (140.833417 sec): 3 clusters Score: Raw -269604.926943 + Penalty 870.104057 = -268734.822885 nChanged 13 SP:Iteration 34Q (140.839066 sec): 3 clusters Score: Raw -269606.659816 + Penalty 871.415558 = -268735.244259 nChanged 13 SP:Iteration 35Q (140.844742 sec): 3 clusters Score: Raw -269608.543745 + Penalty 872.723144 = -268735.820601 nChanged 11 SP:Iteration 36Q (140.850381 sec): 3 clusters Score: Raw -269610.660531 + Penalty 873.709009 = -268736.951523 nChanged 11 SP:Iteration 37Q (140.856077 sec): 3 clusters Score: Raw -269612.873217 + Penalty 874.455932 = -268738.417285 nChanged 6 SP:Iteration 38Q (140.861730 sec): 3 clusters Score: Raw -269613.628748 + Penalty 874.618758 = -268739.009990 nChanged 2 SP:Iteration 39Q (140.867368 sec): 3 clusters Score: Raw -269613.860303 + Penalty 874.767865 = -268739.092438 nChanged 1 SP:Iteration 40F (140.873326 sec): 3 clusters Score: Raw -269613.953566 + Penalty 874.926177 = -268739.027389 nChanged 1 SP:Iteration 41F (140.879182 sec): 3 clusters Score: Raw -269614.110460 + Penalty 875.101840 = -268739.008620 nChanged 1 SP:Iteration 42F (140.885057 sec): 3 clusters Score: Raw -269614.307387 + Penalty 875.843282 = -268738.464105 nChanged 5 SP:Iteration 43F (140.890956 sec): 3 clusters Score: Raw -269615.067686 + Penalty 876.139106 = -268738.928579 nChanged 3 SP:Iteration 44Q (140.896699 sec): 3 clusters Score: Raw -269615.253067 + Penalty 876.464102 = -268738.788965 nChanged 3 SP:Iteration 45F (140.902657 sec): 3 clusters Score: Raw -269615.427418 + Penalty 877.053612 = -268738.373806 nChanged 6 SP:Iteration 46F (140.908535 sec): 3 clusters Score: Raw -269615.847093 + Penalty 877.377588 = -268738.469505 nChanged 4 SP:Iteration 47Q (140.914282 sec): 3 clusters Score: Raw -269616.004134 + Penalty 877.478974 = -268738.525160 nChanged 1 SP:Iteration 48Q (140.919934 sec): 3 clusters Score: Raw -269616.035108 + Penalty 877.626066 = -268738.409042 nChanged 1 SP:Iteration 49F (140.926147 sec): 3 clusters Score: Raw -269616.123724 + Penalty 877.830795 = -268738.292930 nChanged 2 SP:Iteration 50F (140.932193 sec): 3 clusters Score: Raw -269616.397474 + Penalty 877.907430 = -268738.490045 nChanged 1 SP:Iteration 51Q (140.938250 sec): 3 clusters Score: Raw -269616.430077 + Penalty 877.907430 = -268738.522647 nChanged 0 SP:Iteration 52F (140.944272 sec): 3 clusters Score: Raw -269616.430077 + Penalty 877.907430 = -268738.522647 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.020257 sec): 2 clusters Score: Raw -1238838.572116 + Penalty 219.165959 = -1238619.406157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.050102 sec): 3 clusters Score: Raw -1228080.449400 + Penalty 430.723594 = -1227649.725806 nChanged 7594 SP:Iteration 1F (141.079431 sec): 3 clusters Score: Raw -1231573.932830 + Penalty 425.539440 = -1231148.393390 nChanged 2245 SP:Iteration 2F (141.109136 sec): 3 clusters Score: Raw -1232632.279131 + Penalty 425.447064 = -1232206.832067 nChanged 1261 SP:Iteration 3F (141.138720 sec): 3 clusters Score: Raw -1233591.061555 + Penalty 429.299261 = -1233161.762294 nChanged 1212 SP:Iteration 4F (141.168188 sec): 3 clusters Score: Raw -1234979.649610 + Penalty 440.467997 = -1234539.181613 nChanged 1043 SP:Iteration 5F (141.197537 sec): 3 clusters Score: Raw -1236490.281426 + Penalty 451.380374 = -1236038.901052 nChanged 725 SP:Iteration 6Q (141.227640 sec): 3 clusters Score: Raw -1237327.208947 + Penalty 452.305878 = -1236874.903068 nChanged 498 SP:Iteration 7Q (141.253646 sec): 3 clusters Score: Raw -1237837.559499 + Penalty 450.325090 = -1237387.234409 nChanged 333 SP:Iteration 8Q (141.279175 sec): 3 clusters Score: Raw -1238210.465089 + Penalty 441.251605 = -1237769.213484 nChanged 257 SP:Iteration 9Q (141.304065 sec): 3 clusters Score: Raw -1238423.573042 + Penalty 436.129729 = -1237987.443314 nChanged 191 SP:Iteration 10F (141.333819 sec): 3 clusters Score: Raw -1238536.642915 + Penalty 432.936487 = -1238103.706428 nChanged 154 SP:Iteration 11Q (141.358024 sec): 3 clusters Score: Raw -1238612.567699 + Penalty 431.971395 = -1238180.596304 nChanged 120 SP:Iteration 12Q (141.382248 sec): 3 clusters Score: Raw -1238663.091108 + Penalty 427.848287 = -1238235.242822 nChanged 90 SP:Iteration 13Q (141.406355 sec): 3 clusters Score: Raw -1238691.030491 + Penalty 425.449050 = -1238265.581441 nChanged 72 SP:Iteration 14Q (141.430986 sec): 3 clusters Score: Raw -1238711.156480 + Penalty 427.241112 = -1238283.915369 nChanged 61 SP:Iteration 15Q (141.455989 sec): 3 clusters Score: Raw -1238727.050071 + Penalty 427.083820 = -1238299.966252 nChanged 55 SP:Iteration 16Q (141.480092 sec): 3 clusters Score: Raw -1238745.516380 + Penalty 426.235984 = -1238319.280396 nChanged 53 SP:Iteration 17Q (141.504295 sec): 3 clusters Score: Raw -1238764.051161 + Penalty 423.968573 = -1238340.082588 nChanged 42 SP:Iteration 18Q (141.528163 sec): 3 clusters Score: Raw -1238779.419397 + Penalty 423.357986 = -1238356.061411 nChanged 38 SP:Iteration 19Q (141.552183 sec): 3 clusters Score: Raw -1238793.693807 + Penalty 424.353550 = -1238369.340257 nChanged 30 SP:Iteration 20F (141.581545 sec): 3 clusters Score: Raw -1238802.190355 + Penalty 423.771526 = -1238378.418829 nChanged 13 SP:Iteration 21Q (141.605351 sec): 3 clusters Score: Raw -1238804.903244 + Penalty 422.438638 = -1238382.464606 nChanged 9 SP:Iteration 22Q (141.628976 sec): 3 clusters Score: Raw -1238806.866707 + Penalty 422.559695 = -1238384.307012 nChanged 7 SP:Iteration 23Q (141.652428 sec): 3 clusters Score: Raw -1238807.737198 + Penalty 423.154459 = -1238384.582739 nChanged 4 SP:Iteration 24Q (141.678303 sec): 3 clusters Score: Raw -1238808.432806 + Penalty 423.747314 = -1238384.685492 nChanged 5 SP:Iteration 25Q (141.707891 sec): 3 clusters Score: Raw -1238809.624827 + Penalty 424.687183 = -1238384.937644 nChanged 7 SP:Iteration 26Q (141.733593 sec): 3 clusters Score: Raw -1238811.047128 + Penalty 425.277977 = -1238385.769150 nChanged 2 SP:Iteration 27Q (141.758972 sec): 3 clusters Score: Raw -1238811.411891 + Penalty 425.277977 = -1238386.133914 nChanged 0 SP:Iteration 28F (141.790901 sec): 3 clusters Score: Raw -1238811.411891 + Penalty 425.277977 = -1238386.133914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.801126 sec): 2 clusters Score: Raw -14152.644671 + Penalty 264.182394 = -13888.462277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.801724 sec): 3 clusters Score: Raw -14105.308840 + Penalty 547.326313 = -13557.982527 nChanged 46 SP:Iteration 1F (141.802294 sec): 3 clusters Score: Raw -14189.066987 + Penalty 558.266073 = -13630.800914 nChanged 23 SP:Iteration 2F (141.802862 sec): 3 clusters Score: Raw -14232.737537 + Penalty 560.118914 = -13672.618623 nChanged 5 SP:Iteration 3Q (141.803405 sec): 3 clusters Score: Raw -14241.876965 + Penalty 563.101376 = -13678.775589 nChanged 3 SP:Iteration 4Q (141.803935 sec): 3 clusters Score: Raw -14245.194135 + Penalty 561.908136 = -13683.285999 nChanged 1 SP:Iteration 5Q (141.804458 sec): 3 clusters Score: Raw -14250.881524 + Penalty 563.546782 = -13687.334742 nChanged 1 SP:Iteration 6Q (141.804977 sec): 3 clusters Score: Raw -14251.619286 + Penalty 563.546782 = -13688.072504 nChanged 0 SP:Iteration 7F (141.805538 sec): 3 clusters Score: Raw -14251.619286 + Penalty 563.546782 = -13688.072504 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.813494 sec): 2 clusters Score: Raw -135529.785314 + Penalty 415.959348 = -135113.825966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.816731 sec): 3 clusters Score: Raw -134658.626511 + Penalty 835.147141 = -133823.479370 nChanged 627 SP:Iteration 1F (141.820052 sec): 3 clusters Score: Raw -135028.453194 + Penalty 845.477878 = -134182.975316 nChanged 161 SP:Iteration 2F (141.823105 sec): 3 clusters Score: Raw -135165.383489 + Penalty 863.952313 = -134301.431176 nChanged 142 SP:Iteration 3F (141.826047 sec): 3 clusters Score: Raw -135307.006678 + Penalty 888.264289 = -134418.742389 nChanged 123 SP:Iteration 4F (141.828990 sec): 3 clusters Score: Raw -135416.370404 + Penalty 906.365704 = -134510.004701 nChanged 77 SP:Iteration 5Q (141.831893 sec): 3 clusters Score: Raw -135488.982950 + Penalty 927.548959 = -134561.433990 nChanged 58 SP:Iteration 6Q (141.834756 sec): 3 clusters Score: Raw -135547.459285 + Penalty 942.268819 = -134605.190466 nChanged 44 SP:Iteration 7Q (141.837537 sec): 3 clusters Score: Raw -135585.917621 + Penalty 956.109259 = -134629.808362 nChanged 34 SP:Iteration 8Q (141.840285 sec): 3 clusters Score: Raw -135613.524568 + Penalty 966.881953 = -134646.642615 nChanged 22 SP:Iteration 9Q (141.843009 sec): 3 clusters Score: Raw -135627.985302 + Penalty 976.520246 = -134651.465056 nChanged 21 SP:Iteration 10F (141.845947 sec): 3 clusters Score: Raw -135640.612834 + Penalty 981.529998 = -134659.082836 nChanged 14 SP:Iteration 11Q (141.848601 sec): 3 clusters Score: Raw -135647.839328 + Penalty 988.139279 = -134659.700049 nChanged 10 SP:Iteration 12Q (141.851213 sec): 3 clusters Score: Raw -135653.087505 + Penalty 991.664660 = -134661.422845 nChanged 7 SP:Iteration 13Q (141.853750 sec): 3 clusters Score: Raw -135658.482216 + Penalty 994.010270 = -134664.471946 nChanged 5 SP:Iteration 14Q (141.856459 sec): 3 clusters Score: Raw -135661.625422 + Penalty 994.338646 = -134667.286776 nChanged 3 SP:Iteration 15Q (141.859024 sec): 3 clusters Score: Raw -135663.374661 + Penalty 995.963953 = -134667.410708 nChanged 3 SP:Iteration 16Q (141.861605 sec): 3 clusters Score: Raw -135665.390870 + Penalty 997.335560 = -134668.055311 nChanged 5 SP:Iteration 17Q (141.864165 sec): 3 clusters Score: Raw -135667.083681 + Penalty 997.133467 = -134669.950214 nChanged 2 SP:Iteration 18Q (141.866706 sec): 3 clusters Score: Raw -135668.077610 + Penalty 996.833525 = -134671.244085 nChanged 1 SP:Iteration 19Q (141.869273 sec): 3 clusters Score: Raw -135668.206897 + Penalty 996.833525 = -134671.373372 nChanged 0 SP:Iteration 20F (141.872297 sec): 3 clusters Score: Raw -135668.206897 + Penalty 996.833525 = -134671.373372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.875144 sec): 2 clusters Score: Raw -3306.313496 + Penalty 36.779230 = -3269.534266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.875419 sec): 3 clusters Score: Raw -3331.913626 + Penalty 85.994540 = -3245.919086 nChanged 17 SP:Iteration 1F (141.875686 sec): 3 clusters Score: Raw -3351.036717 + Penalty 91.467692 = -3259.569025 nChanged 2 SP:Iteration 2Q (141.875948 sec): 3 clusters Score: Raw -3353.641411 + Penalty 98.915442 = -3254.725969 nChanged 2 SP:Iteration 3F (141.876212 sec): 3 clusters Score: Raw -3358.724709 + Penalty 116.604946 = -3242.119763 nChanged 3 SP:Iteration 4F (141.876468 sec): 3 clusters Score: Raw -3365.785702 + Penalty 125.529778 = -3240.255924 nChanged 1 SP:Iteration 5F (141.876725 sec): 3 clusters Score: Raw -3373.000101 + Penalty 125.529778 = -3247.470323 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 16 (3035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.890796 sec): 2 clusters Score: Raw -252860.060244 + Penalty 480.914393 = -252379.145851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.896777 sec): 3 clusters Score: Raw -250994.103257 + Penalty 961.247487 = -250032.855770 nChanged 1336 SP:Iteration 1F (141.902496 sec): 3 clusters Score: Raw -251748.115914 + Penalty 955.332691 = -250792.783223 nChanged 451 SP:Iteration 2F (141.908145 sec): 3 clusters Score: Raw -252152.689833 + Penalty 947.381529 = -251205.308304 nChanged 352 SP:Iteration 3F (141.913706 sec): 3 clusters Score: Raw -252465.986601 + Penalty 940.942244 = -251525.044356 nChanged 209 SP:Iteration 4F (141.919193 sec): 3 clusters Score: Raw -252650.431142 + Penalty 938.285281 = -251712.145860 nChanged 126 SP:Iteration 5Q (141.924652 sec): 3 clusters Score: Raw -252727.193259 + Penalty 935.363544 = -251791.829715 nChanged 79 SP:Iteration 6Q (141.930054 sec): 3 clusters Score: Raw -252758.779796 + Penalty 933.980416 = -251824.799380 nChanged 60 SP:Iteration 7Q (141.935495 sec): 3 clusters Score: Raw -252780.232797 + Penalty 933.904121 = -251846.328676 nChanged 44 SP:Iteration 8Q (141.940969 sec): 3 clusters Score: Raw -252799.766867 + Penalty 932.102811 = -251867.664056 nChanged 49 SP:Iteration 9Q (141.946423 sec): 3 clusters Score: Raw -252823.604103 + Penalty 930.396372 = -251893.207731 nChanged 38 SP:Iteration 10F (141.952044 sec): 3 clusters Score: Raw -252840.208202 + Penalty 928.893397 = -251911.314804 nChanged 34 SP:Iteration 11Q (141.957422 sec): 3 clusters Score: Raw -252849.457868 + Penalty 927.557268 = -251921.900600 nChanged 27 SP:Iteration 12Q (141.962922 sec): 3 clusters Score: Raw -252854.977133 + Penalty 927.364726 = -251927.612408 nChanged 14 SP:Iteration 13Q (141.968400 sec): 3 clusters Score: Raw -252857.084855 + Penalty 927.495865 = -251929.588990 nChanged 7 SP:Iteration 14Q (141.973867 sec): 3 clusters Score: Raw -252858.437231 + Penalty 927.553577 = -251930.883653 nChanged 10 SP:Iteration 15Q (141.979231 sec): 3 clusters Score: Raw -252860.156510 + Penalty 927.035610 = -251933.120900 nChanged 11 SP:Iteration 16Q (141.984566 sec): 3 clusters Score: Raw -252861.839184 + Penalty 926.885857 = -251934.953327 nChanged 13 SP:Iteration 17Q (141.990042 sec): 3 clusters Score: Raw -252863.177778 + Penalty 926.664496 = -251936.513282 nChanged 3 SP:Iteration 18Q (141.995624 sec): 3 clusters Score: Raw -252863.386416 + Penalty 926.664496 = -251936.721920 nChanged 0 SP:Iteration 19F (142.001095 sec): 3 clusters Score: Raw -252863.386416 + Penalty 926.664496 = -251936.721920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.008584 sec): 2 clusters Score: Raw -1606.648716 + Penalty 60.889113 = -1545.759602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.008849 sec): 3 clusters Score: Raw -1643.217582 + Penalty 126.649320 = -1516.568263 nChanged 4 SP:Iteration 1F (142.009119 sec): 3 clusters Score: Raw -1649.754441 + Penalty 124.565024 = -1525.189417 nChanged 1 SP:Iteration 2Q (142.009351 sec): 3 clusters Score: Raw -1654.713957 + Penalty 124.565024 = -1530.148933 nChanged 0 SP:Iteration 3F (142.009586 sec): 3 clusters Score: Raw -1654.713957 + Penalty 124.565024 = -1530.148933 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.017852 sec): 2 clusters Score: Raw -211167.786168 + Penalty 490.470357 = -210677.315812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.022472 sec): 3 clusters Score: Raw -209762.461263 + Penalty 980.721223 = -208781.740040 nChanged 995 SP:Iteration 1F (142.026958 sec): 3 clusters Score: Raw -210260.907254 + Penalty 979.227241 = -209281.680013 nChanged 232 SP:Iteration 2F (142.031366 sec): 3 clusters Score: Raw -210385.322325 + Penalty 977.275365 = -209408.046960 nChanged 167 SP:Iteration 3F (142.035730 sec): 3 clusters Score: Raw -210485.824903 + Penalty 974.170412 = -209511.654491 nChanged 163 SP:Iteration 4F (142.040069 sec): 3 clusters Score: Raw -210597.554060 + Penalty 970.415603 = -209627.138457 nChanged 173 SP:Iteration 5F (142.044705 sec): 3 clusters Score: Raw -210734.410776 + Penalty 964.503201 = -209769.907574 nChanged 162 SP:Iteration 6F (142.049225 sec): 3 clusters Score: Raw -210884.334903 + Penalty 958.719842 = -209925.615061 nChanged 152 SP:Iteration 7F (142.053918 sec): 3 clusters Score: Raw -211032.602198 + Penalty 956.995400 = -210075.606798 nChanged 123 SP:Iteration 8F (142.058416 sec): 3 clusters Score: Raw -211155.500476 + Penalty 956.529375 = -210198.971101 nChanged 113 SP:Iteration 9Q (142.062814 sec): 3 clusters Score: Raw -211246.479991 + Penalty 958.974444 = -210287.505548 nChanged 81 SP:Iteration 10F (142.067162 sec): 3 clusters Score: Raw -211307.784243 + Penalty 961.360565 = -210346.423678 nChanged 57 SP:Iteration 11Q (142.071408 sec): 3 clusters Score: Raw -211336.484328 + Penalty 963.363880 = -210373.120448 nChanged 44 SP:Iteration 12Q (142.075662 sec): 3 clusters Score: Raw -211352.158468 + Penalty 965.439123 = -210386.719345 nChanged 31 SP:Iteration 13Q (142.079947 sec): 3 clusters Score: Raw -211361.700642 + Penalty 967.344133 = -210394.356509 nChanged 25 SP:Iteration 14Q (142.084160 sec): 3 clusters Score: Raw -211369.127175 + Penalty 968.888636 = -210400.238539 nChanged 22 SP:Iteration 15Q (142.088330 sec): 3 clusters Score: Raw -211374.979139 + Penalty 969.873036 = -210405.106103 nChanged 18 SP:Iteration 16Q (142.092558 sec): 3 clusters Score: Raw -211380.093954 + Penalty 970.406946 = -210409.687008 nChanged 6 SP:Iteration 17Q (142.096815 sec): 3 clusters Score: Raw -211380.833332 + Penalty 970.634032 = -210410.199300 nChanged 3 SP:Iteration 18Q (142.101057 sec): 3 clusters Score: Raw -211381.001683 + Penalty 970.881786 = -210410.119897 nChanged 3 SP:Iteration 19F (142.105415 sec): 3 clusters Score: Raw -211381.459277 + Penalty 971.335253 = -210410.124025 nChanged 4 SP:Iteration 20F (142.109878 sec): 3 clusters Score: Raw -211382.639819 + Penalty 971.669799 = -210410.970020 nChanged 3 SP:Iteration 21Q (142.114177 sec): 3 clusters Score: Raw -211384.182021 + Penalty 972.068502 = -210412.113519 nChanged 4 SP:Iteration 22Q (142.118342 sec): 3 clusters Score: Raw -211386.460889 + Penalty 972.810062 = -210413.650827 nChanged 8 SP:Iteration 23Q (142.122554 sec): 3 clusters Score: Raw -211388.470904 + Penalty 973.573430 = -210414.897474 nChanged 10 SP:Iteration 24Q (142.126733 sec): 3 clusters Score: Raw -211391.543402 + Penalty 974.285418 = -210417.257984 nChanged 9 SP:Iteration 25Q (142.130916 sec): 3 clusters Score: Raw -211393.514810 + Penalty 974.632310 = -210418.882499 nChanged 4 SP:Iteration 26Q (142.135184 sec): 3 clusters Score: Raw -211394.321198 + Penalty 974.771023 = -210419.550175 nChanged 2 SP:Iteration 27Q (142.139316 sec): 3 clusters Score: Raw -211394.491288 + Penalty 974.916106 = -210419.575182 nChanged 2 SP:Iteration 28Q (142.143552 sec): 3 clusters Score: Raw -211394.596801 + Penalty 975.026459 = -210419.570342 nChanged 1 SP:Iteration 29F (142.148016 sec): 3 clusters Score: Raw -211394.688116 + Penalty 975.026459 = -210419.661657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 20 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.150445 sec): 2 clusters Score: Raw -2663.516920 + Penalty 71.474083 = -2592.042837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.150744 sec): 3 clusters Score: Raw -2738.036228 + Penalty 153.960824 = -2584.075404 nChanged 13 SP:Iteration 1F (142.151030 sec): 3 clusters Score: Raw -2773.972280 + Penalty 171.140603 = -2602.831676 nChanged 3 SP:Iteration 2F (142.151308 sec): 3 clusters Score: Raw -2780.239278 + Penalty 171.140603 = -2609.098675 nChanged 0 Score: Raw -3375937.967894 + Penalty 28087.600446 = -3347850.367448 Splitting cluster 20 changes total score from -3326544.074292 to -3347850.367448 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.910765 sec): 2 clusters Score: Raw -73975.059527 + Penalty 785.475584 = -73189.583942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.912584 sec): 3 clusters Score: Raw -73596.533418 + Penalty 1568.564657 = -72027.968761 nChanged 257 SP:Iteration 1F (142.914365 sec): 3 clusters Score: Raw -73800.584564 + Penalty 1567.815393 = -72232.769171 nChanged 87 SP:Iteration 2F (142.916099 sec): 3 clusters Score: Raw -73933.639112 + Penalty 1566.815670 = -72366.823442 nChanged 75 SP:Iteration 3F (142.917896 sec): 3 clusters Score: Raw -74046.323378 + Penalty 1566.168872 = -72480.154505 nChanged 60 SP:Iteration 4F (142.919695 sec): 3 clusters Score: Raw -74124.019114 + Penalty 1566.875405 = -72557.143709 nChanged 46 SP:Iteration 5F (142.921468 sec): 3 clusters Score: Raw -74173.183596 + Penalty 1569.371287 = -72603.812308 nChanged 26 SP:Iteration 6Q (142.923200 sec): 3 clusters Score: Raw -74200.180383 + Penalty 1573.402504 = -72626.777878 nChanged 31 SP:Iteration 7Q (142.924923 sec): 3 clusters Score: Raw -74231.033870 + Penalty 1576.326388 = -72654.707482 nChanged 22 SP:Iteration 8Q (142.926645 sec): 3 clusters Score: Raw -74251.224322 + Penalty 1580.734257 = -72670.490065 nChanged 18 SP:Iteration 9Q (142.928350 sec): 3 clusters Score: Raw -74265.860676 + Penalty 1585.518457 = -72680.342219 nChanged 10 SP:Iteration 10F (142.930131 sec): 3 clusters Score: Raw -74272.835982 + Penalty 1592.427073 = -72680.408909 nChanged 14 SP:Iteration 11Q (142.931838 sec): 3 clusters Score: Raw -74285.448007 + Penalty 1594.917124 = -72690.530883 nChanged 8 SP:Iteration 12Q (142.933516 sec): 3 clusters Score: Raw -74294.367311 + Penalty 1594.337547 = -72700.029764 nChanged 5 SP:Iteration 13Q (142.935195 sec): 3 clusters Score: Raw -74298.076643 + Penalty 1594.411697 = -72703.664946 nChanged 6 SP:Iteration 14Q (142.936897 sec): 3 clusters Score: Raw -74302.169751 + Penalty 1594.290661 = -72707.879090 nChanged 1 SP:Iteration 15Q (142.938593 sec): 3 clusters Score: Raw -74303.224167 + Penalty 1593.703280 = -72709.520888 nChanged 1 SP:Iteration 16Q (142.940266 sec): 3 clusters Score: Raw -74304.823790 + Penalty 1593.604898 = -72711.218892 nChanged 1 SP:Iteration 17Q (142.941956 sec): 3 clusters Score: Raw -74305.175635 + Penalty 1593.969329 = -72711.206305 nChanged 1 SP:Iteration 18F (142.943757 sec): 3 clusters Score: Raw -74305.820700 + Penalty 1594.575133 = -72711.245567 nChanged 1 SP:Iteration 19Q (142.945435 sec): 3 clusters Score: Raw -74307.031654 + Penalty 1596.359300 = -72710.672354 nChanged 2 SP:Iteration 20F (142.947260 sec): 3 clusters Score: Raw -74308.019143 + Penalty 1596.359300 = -72711.659843 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 23 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.950715 sec): 2 clusters Score: Raw -90234.255181 + Penalty 485.349314 = -89748.905867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.952880 sec): 3 clusters Score: Raw -89621.927957 + Penalty 975.661801 = -88646.266156 nChanged 419 SP:Iteration 1F (142.955032 sec): 3 clusters Score: Raw -89894.742230 + Penalty 996.138797 = -88898.603433 nChanged 149 SP:Iteration 2F (142.957159 sec): 3 clusters Score: Raw -90004.650125 + Penalty 1021.951171 = -88982.698953 nChanged 91 SP:Iteration 3F (142.959258 sec): 3 clusters Score: Raw -90080.354883 + Penalty 1057.915411 = -89022.439472 nChanged 76 SP:Iteration 4F (142.961402 sec): 3 clusters Score: Raw -90155.046108 + Penalty 1093.020202 = -89062.025906 nChanged 54 SP:Iteration 5F (142.963551 sec): 3 clusters Score: Raw -90213.459038 + Penalty 1112.064277 = -89101.394761 nChanged 45 SP:Iteration 6Q (142.965695 sec): 3 clusters Score: Raw -90255.767314 + Penalty 1128.544578 = -89127.222737 nChanged 26 SP:Iteration 7Q (142.967800 sec): 3 clusters Score: Raw -90282.656090 + Penalty 1143.793322 = -89138.862768 nChanged 18 SP:Iteration 8Q (142.969859 sec): 3 clusters Score: Raw -90296.512836 + Penalty 1150.168489 = -89146.344347 nChanged 10 SP:Iteration 9Q (142.972071 sec): 3 clusters Score: Raw -90301.809731 + Penalty 1157.827470 = -89143.982262 nChanged 7 SP:Iteration 10F (142.974225 sec): 3 clusters Score: Raw -90305.144506 + Penalty 1164.174419 = -89140.970087 nChanged 5 SP:Iteration 11F (142.976378 sec): 3 clusters Score: Raw -90309.322830 + Penalty 1164.938519 = -89144.384312 nChanged 2 SP:Iteration 12Q (142.978396 sec): 3 clusters Score: Raw -90311.216181 + Penalty 1164.567596 = -89146.648585 nChanged 1 SP:Iteration 13Q (142.980396 sec): 3 clusters Score: Raw -90312.868370 + Penalty 1167.370702 = -89145.497668 nChanged 2 SP:Iteration 14F (142.982671 sec): 3 clusters Score: Raw -90315.077272 + Penalty 1169.643165 = -89145.434107 nChanged 2 SP:Iteration 15F (142.984943 sec): 3 clusters Score: Raw -90317.187379 + Penalty 1170.041292 = -89147.146087 nChanged 5 SP:Iteration 16Q (142.987101 sec): 3 clusters Score: Raw -90323.866854 + Penalty 1173.204676 = -89150.662178 nChanged 3 SP:Iteration 17Q (142.989185 sec): 3 clusters Score: Raw -90327.901031 + Penalty 1175.805708 = -89152.095323 nChanged 2 SP:Iteration 18Q (142.991155 sec): 3 clusters Score: Raw -90329.801912 + Penalty 1177.034078 = -89152.767834 nChanged 2 SP:Iteration 19Q (142.993157 sec): 3 clusters Score: Raw -90332.251491 + Penalty 1175.562341 = -89156.689149 nChanged 1 SP:Iteration 20F (142.995399 sec): 3 clusters Score: Raw -90333.088364 + Penalty 1179.303231 = -89153.785134 nChanged 1 SP:Iteration 21F (142.997506 sec): 3 clusters Score: Raw -90336.732503 + Penalty 1182.472914 = -89154.259589 nChanged 2 SP:Iteration 22Q (142.999403 sec): 3 clusters Score: Raw -90340.062532 + Penalty 1180.945723 = -89159.116809 nChanged 1 SP:Iteration 23Q (143.001318 sec): 3 clusters Score: Raw -90340.715968 + Penalty 1180.331505 = -89160.384463 nChanged 1 SP:Iteration 24Q (143.003207 sec): 3 clusters Score: Raw -90342.829307 + Penalty 1183.122882 = -89159.706425 nChanged 2 SP:Iteration 25F (143.005355 sec): 3 clusters Score: Raw -90348.787517 + Penalty 1184.823187 = -89163.964331 nChanged 1 SP:Iteration 26Q (143.007228 sec): 3 clusters Score: Raw -90350.641108 + Penalty 1185.048006 = -89165.593101 nChanged 1 SP:Iteration 27Q (143.009091 sec): 3 clusters Score: Raw -90352.489350 + Penalty 1183.827888 = -89168.661462 nChanged 1 SP:Iteration 28Q (143.011037 sec): 3 clusters Score: Raw -90352.946854 + Penalty 1183.827888 = -89169.118966 nChanged 0 SP:Iteration 29F (143.013187 sec): 3 clusters Score: Raw -90352.946854 + Penalty 1183.827888 = -89169.118966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.016481 sec): 2 clusters Score: Raw -49842.393744 + Penalty 972.976833 = -48869.416912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.017757 sec): 3 clusters Score: Raw -49685.462697 + Penalty 1947.035672 = -47738.427025 nChanged 152 SP:Iteration 1F (143.019014 sec): 3 clusters Score: Raw -49883.166445 + Penalty 1948.928258 = -47934.238187 nChanged 45 SP:Iteration 2F (143.020306 sec): 3 clusters Score: Raw -49941.168526 + Penalty 1950.235320 = -47990.933206 nChanged 21 SP:Iteration 3Q (143.021548 sec): 3 clusters Score: Raw -49968.663133 + Penalty 1951.094926 = -48017.568207 nChanged 18 SP:Iteration 4Q (143.022772 sec): 3 clusters Score: Raw -49993.824032 + Penalty 1951.706447 = -48042.117585 nChanged 14 SP:Iteration 5Q (143.023998 sec): 3 clusters Score: Raw -50012.748615 + Penalty 1951.775691 = -48060.972924 nChanged 8 SP:Iteration 6Q (143.025233 sec): 3 clusters Score: Raw -50019.727778 + Penalty 1951.774911 = -48067.952867 nChanged 3 SP:Iteration 7Q (143.026448 sec): 3 clusters Score: Raw -50022.194919 + Penalty 1952.059888 = -48070.135032 nChanged 4 SP:Iteration 8Q (143.027662 sec): 3 clusters Score: Raw -50024.405680 + Penalty 1952.059888 = -48072.345793 nChanged 0 SP:Iteration 9F (143.028919 sec): 3 clusters Score: Raw -50024.405680 + Penalty 1952.059888 = -48072.345793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.031148 sec): 2 clusters Score: Raw -37771.553859 + Penalty 273.838592 = -37497.715267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.032172 sec): 3 clusters Score: Raw -37528.647311 + Penalty 550.342357 = -36978.304954 nChanged 171 SP:Iteration 1F (143.033177 sec): 3 clusters Score: Raw -37631.766222 + Penalty 559.010223 = -37072.755999 nChanged 55 SP:Iteration 2F (143.034179 sec): 3 clusters Score: Raw -37667.135668 + Penalty 577.616928 = -37089.518740 nChanged 38 SP:Iteration 3F (143.035193 sec): 3 clusters Score: Raw -37707.101381 + Penalty 617.352874 = -37089.748507 nChanged 40 SP:Iteration 4F (143.036218 sec): 3 clusters Score: Raw -37759.977767 + Penalty 656.022259 = -37103.955508 nChanged 26 SP:Iteration 5F (143.037206 sec): 3 clusters Score: Raw -37795.503314 + Penalty 684.711456 = -37110.791858 nChanged 15 SP:Iteration 6Q (143.038151 sec): 3 clusters Score: Raw -37814.308438 + Penalty 705.134338 = -37109.174100 nChanged 10 SP:Iteration 7F (143.039127 sec): 3 clusters Score: Raw -37822.795738 + Penalty 713.382861 = -37109.412876 nChanged 7 SP:Iteration 8Q (143.040038 sec): 3 clusters Score: Raw -37828.350965 + Penalty 719.036550 = -37109.314415 nChanged 7 SP:Iteration 9F (143.041017 sec): 3 clusters Score: Raw -37835.519150 + Penalty 711.532004 = -37123.987146 nChanged 3 SP:Iteration 10F (143.041993 sec): 3 clusters Score: Raw -37837.061314 + Penalty 711.532004 = -37125.529310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 28 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.046045 sec): 2 clusters Score: Raw -56484.350101 + Penalty 826.674463 = -55657.675638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.047436 sec): 3 clusters Score: Raw -56207.682759 + Penalty 1659.973174 = -54547.709585 nChanged 176 SP:Iteration 1F (143.048804 sec): 3 clusters Score: Raw -56350.167299 + Penalty 1668.360013 = -54681.807286 nChanged 69 SP:Iteration 2F (143.050148 sec): 3 clusters Score: Raw -56454.906712 + Penalty 1677.421916 = -54777.484796 nChanged 50 SP:Iteration 3F (143.051459 sec): 3 clusters Score: Raw -56542.076720 + Penalty 1684.374142 = -54857.702579 nChanged 40 SP:Iteration 4F (143.052768 sec): 3 clusters Score: Raw -56607.227766 + Penalty 1687.054186 = -54920.173580 nChanged 20 SP:Iteration 5Q (143.054036 sec): 3 clusters Score: Raw -56640.527266 + Penalty 1688.833629 = -54951.693637 nChanged 15 SP:Iteration 6Q (143.055288 sec): 3 clusters Score: Raw -56661.077882 + Penalty 1690.257950 = -54970.819932 nChanged 8 SP:Iteration 7Q (143.056514 sec): 3 clusters Score: Raw -56668.693069 + Penalty 1691.414037 = -54977.279033 nChanged 2 SP:Iteration 8Q (143.057733 sec): 3 clusters Score: Raw -56671.626043 + Penalty 1692.921733 = -54978.704309 nChanged 4 SP:Iteration 9Q (143.058953 sec): 3 clusters Score: Raw -56674.436377 + Penalty 1694.245108 = -54980.191269 nChanged 5 SP:Iteration 10F (143.060297 sec): 3 clusters Score: Raw -56678.681054 + Penalty 1694.777310 = -54983.903744 nChanged 6 SP:Iteration 11Q (143.061523 sec): 3 clusters Score: Raw -56684.738264 + Penalty 1694.567681 = -54990.170583 nChanged 5 SP:Iteration 12Q (143.062737 sec): 3 clusters Score: Raw -56687.759655 + Penalty 1694.567681 = -54993.191974 nChanged 0 SP:Iteration 13F (143.064042 sec): 3 clusters Score: Raw -56687.759655 + Penalty 1694.567681 = -54993.191974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.066627 sec): 2 clusters Score: Raw -36609.498290 + Penalty 831.598402 = -35777.899888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.067668 sec): 3 clusters Score: Raw -36492.300392 + Penalty 1663.462585 = -34828.837807 nChanged 128 SP:Iteration 1F (143.068691 sec): 3 clusters Score: Raw -36714.128317 + Penalty 1665.461240 = -35048.667076 nChanged 38 SP:Iteration 2F (143.069733 sec): 3 clusters Score: Raw -36820.795504 + Penalty 1668.067242 = -35152.728262 nChanged 28 SP:Iteration 3F (143.070849 sec): 3 clusters Score: Raw -36867.630940 + Penalty 1671.958451 = -35195.672489 nChanged 19 SP:Iteration 4Q (143.071916 sec): 3 clusters Score: Raw -36901.675087 + Penalty 1674.867944 = -35226.807143 nChanged 12 SP:Iteration 5Q (143.072932 sec): 3 clusters Score: Raw -36930.176573 + Penalty 1674.785528 = -35255.391045 nChanged 14 SP:Iteration 6Q (143.073941 sec): 3 clusters Score: Raw -36962.136918 + Penalty 1675.151471 = -35286.985447 nChanged 12 SP:Iteration 7Q (143.074930 sec): 3 clusters Score: Raw -36991.075113 + Penalty 1675.878830 = -35315.196283 nChanged 10 SP:Iteration 8Q (143.075925 sec): 3 clusters Score: Raw -37031.703423 + Penalty 1676.612167 = -35355.091256 nChanged 6 SP:Iteration 9Q (143.076876 sec): 3 clusters Score: Raw -37040.968336 + Penalty 1676.883033 = -35364.085303 nChanged 4 SP:Iteration 10F (143.077954 sec): 3 clusters Score: Raw -37051.784339 + Penalty 1676.191549 = -35375.592790 nChanged 5 SP:Iteration 11Q (143.078938 sec): 3 clusters Score: Raw -37060.140664 + Penalty 1675.779888 = -35384.360777 nChanged 2 SP:Iteration 12Q (143.079922 sec): 3 clusters Score: Raw -37063.442564 + Penalty 1675.779888 = -35387.662676 nChanged 0 SP:Iteration 13F (143.080978 sec): 3 clusters Score: Raw -37063.442564 + Penalty 1675.779888 = -35387.662676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.083693 sec): 2 clusters Score: Raw -75877.256121 + Penalty 758.000425 = -75119.255696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.085373 sec): 3 clusters Score: Raw -75513.352581 + Penalty 1517.639552 = -73995.713029 nChanged 281 SP:Iteration 1F (143.087031 sec): 3 clusters Score: Raw -75712.469963 + Penalty 1519.832131 = -74192.637832 nChanged 82 SP:Iteration 2F (143.088679 sec): 3 clusters Score: Raw -75778.857755 + Penalty 1523.477331 = -74255.380425 nChanged 44 SP:Iteration 3F (143.090338 sec): 3 clusters Score: Raw -75823.357300 + Penalty 1527.208428 = -74296.148872 nChanged 36 SP:Iteration 4Q (143.091980 sec): 3 clusters Score: Raw -75860.329573 + Penalty 1529.410237 = -74330.919337 nChanged 30 SP:Iteration 5Q (143.093640 sec): 3 clusters Score: Raw -75889.985309 + Penalty 1530.578899 = -74359.406411 nChanged 25 SP:Iteration 6Q (143.095263 sec): 3 clusters Score: Raw -75914.219349 + Penalty 1531.398316 = -74382.821033 nChanged 21 SP:Iteration 7Q (143.096877 sec): 3 clusters Score: Raw -75931.923775 + Penalty 1532.945538 = -74398.978237 nChanged 16 SP:Iteration 8Q (143.098584 sec): 3 clusters Score: Raw -75942.636209 + Penalty 1534.837410 = -74407.798798 nChanged 12 SP:Iteration 9Q (143.100193 sec): 3 clusters Score: Raw -75951.337333 + Penalty 1537.363713 = -74413.973620 nChanged 12 SP:Iteration 10F (143.101843 sec): 3 clusters Score: Raw -75960.292735 + Penalty 1539.909233 = -74420.383502 nChanged 14 SP:Iteration 11Q (143.103460 sec): 3 clusters Score: Raw -75969.989009 + Penalty 1543.185543 = -74426.803467 nChanged 13 SP:Iteration 12Q (143.105059 sec): 3 clusters Score: Raw -75979.351807 + Penalty 1545.397967 = -74433.953840 nChanged 14 SP:Iteration 13Q (143.106693 sec): 3 clusters Score: Raw -75992.682986 + Penalty 1547.099278 = -74445.583709 nChanged 11 SP:Iteration 14Q (143.108298 sec): 3 clusters Score: Raw -76006.706177 + Penalty 1549.152725 = -74457.553452 nChanged 15 SP:Iteration 15Q (143.109916 sec): 3 clusters Score: Raw -76019.572946 + Penalty 1550.086240 = -74469.486706 nChanged 10 SP:Iteration 16Q (143.111589 sec): 3 clusters Score: Raw -76025.513131 + Penalty 1551.432720 = -74474.080412 nChanged 12 SP:Iteration 17Q (143.113170 sec): 3 clusters Score: Raw -76030.767564 + Penalty 1553.385842 = -74477.381722 nChanged 10 SP:Iteration 18Q (143.116585 sec): 3 clusters Score: Raw -76036.013930 + Penalty 1555.255575 = -74480.758355 nChanged 7 SP:Iteration 19Q (143.119879 sec): 3 clusters Score: Raw -76041.322294 + Penalty 1557.645930 = -74483.676364 nChanged 7 SP:Iteration 20F (143.122686 sec): 3 clusters Score: Raw -76046.365023 + Penalty 1558.572145 = -74487.792877 nChanged 4 SP:Iteration 21Q (143.125119 sec): 3 clusters Score: Raw -76050.639643 + Penalty 1560.035147 = -74490.604496 nChanged 7 SP:Iteration 22Q (143.126933 sec): 3 clusters Score: Raw -76056.788042 + Penalty 1561.064212 = -74495.723830 nChanged 2 SP:Iteration 23Q (143.128596 sec): 3 clusters Score: Raw -76057.276309 + Penalty 1561.476394 = -74495.799915 nChanged 2 SP:Iteration 24Q (143.130232 sec): 3 clusters Score: Raw -76058.296440 + Penalty 1561.476394 = -74496.820046 nChanged 0 SP:Iteration 25F (143.131948 sec): 3 clusters Score: Raw -76058.296440 + Penalty 1561.476394 = -74496.820046 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.134921 sec): 2 clusters Score: Raw -80314.367212 + Penalty 824.294181 = -79490.073031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.136722 sec): 3 clusters Score: Raw -79925.801988 + Penalty 1649.274641 = -78276.527347 nChanged 266 SP:Iteration 1F (143.138468 sec): 3 clusters Score: Raw -80106.845212 + Penalty 1655.660837 = -78451.184375 nChanged 88 SP:Iteration 2F (143.140202 sec): 3 clusters Score: Raw -80216.848970 + Penalty 1667.072377 = -78549.776593 nChanged 91 SP:Iteration 3F (143.141921 sec): 3 clusters Score: Raw -80372.502382 + Penalty 1685.789522 = -78686.712860 nChanged 81 SP:Iteration 4F (143.143684 sec): 3 clusters Score: Raw -80491.677795 + Penalty 1694.263527 = -78797.414268 nChanged 45 SP:Iteration 5F (143.145436 sec): 3 clusters Score: Raw -80558.210045 + Penalty 1699.564606 = -78858.645439 nChanged 24 SP:Iteration 6Q (143.147133 sec): 3 clusters Score: Raw -80587.830822 + Penalty 1702.319605 = -78885.511217 nChanged 19 SP:Iteration 7Q (143.148842 sec): 3 clusters Score: Raw -80609.379757 + Penalty 1701.250939 = -78908.128818 nChanged 14 SP:Iteration 8Q (143.150614 sec): 3 clusters Score: Raw -80626.294489 + Penalty 1700.810081 = -78925.484408 nChanged 9 SP:Iteration 9Q (143.152346 sec): 3 clusters Score: Raw -80633.072960 + Penalty 1700.601031 = -78932.471929 nChanged 3 SP:Iteration 10F (143.154110 sec): 3 clusters Score: Raw -80636.674487 + Penalty 1700.154204 = -78936.520284 nChanged 4 SP:Iteration 11Q (143.155743 sec): 3 clusters Score: Raw -80639.734603 + Penalty 1699.988228 = -78939.746375 nChanged 5 SP:Iteration 12Q (143.157372 sec): 3 clusters Score: Raw -80645.198516 + Penalty 1699.279407 = -78945.919110 nChanged 5 SP:Iteration 13Q (143.159015 sec): 3 clusters Score: Raw -80650.271009 + Penalty 1698.650906 = -78951.620102 nChanged 2 SP:Iteration 14Q (143.160646 sec): 3 clusters Score: Raw -80652.145881 + Penalty 1697.850075 = -78954.295806 nChanged 2 SP:Iteration 15Q (143.162265 sec): 3 clusters Score: Raw -80652.975770 + Penalty 1697.850075 = -78955.125696 nChanged 0 SP:Iteration 16F (143.164024 sec): 3 clusters Score: Raw -80652.975770 + Penalty 1697.850075 = -78955.125696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.165952 sec): 2 clusters Score: Raw -47767.839074 + Penalty 599.417606 = -47168.421468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.167072 sec): 3 clusters Score: Raw -47521.425550 + Penalty 1204.605119 = -46316.820430 nChanged 165 SP:Iteration 1F (143.168173 sec): 3 clusters Score: Raw -47644.377120 + Penalty 1207.749251 = -46436.627869 nChanged 43 SP:Iteration 2F (143.169294 sec): 3 clusters Score: Raw -47683.001651 + Penalty 1208.581514 = -46474.420137 nChanged 33 SP:Iteration 3F (143.170402 sec): 3 clusters Score: Raw -47719.641782 + Penalty 1209.034272 = -46510.607510 nChanged 22 SP:Iteration 4Q (143.171498 sec): 3 clusters Score: Raw -47734.818704 + Penalty 1209.189930 = -46525.628774 nChanged 11 SP:Iteration 5Q (143.172590 sec): 3 clusters Score: Raw -47743.784718 + Penalty 1209.277538 = -46534.507181 nChanged 10 SP:Iteration 6Q (143.173703 sec): 3 clusters Score: Raw -47750.564427 + Penalty 1210.036675 = -46540.527752 nChanged 13 SP:Iteration 7Q (143.174794 sec): 3 clusters Score: Raw -47762.250823 + Penalty 1210.529692 = -46551.721132 nChanged 8 SP:Iteration 8Q (143.175879 sec): 3 clusters Score: Raw -47767.918874 + Penalty 1211.644965 = -46556.273909 nChanged 8 SP:Iteration 9Q (143.176961 sec): 3 clusters Score: Raw -47778.993870 + Penalty 1212.246093 = -46566.747777 nChanged 7 SP:Iteration 10F (143.178140 sec): 3 clusters Score: Raw -47784.052223 + Penalty 1212.737122 = -46571.315100 nChanged 5 SP:Iteration 11Q (143.179325 sec): 3 clusters Score: Raw -47790.939419 + Penalty 1213.666117 = -46577.273302 nChanged 6 SP:Iteration 12Q (143.180449 sec): 3 clusters Score: Raw -47798.627362 + Penalty 1216.924332 = -46581.703030 nChanged 9 SP:Iteration 13Q (143.181565 sec): 3 clusters Score: Raw -47806.985351 + Penalty 1217.746184 = -46589.239167 nChanged 8 SP:Iteration 14Q (143.182676 sec): 3 clusters Score: Raw -47813.508628 + Penalty 1218.709679 = -46594.798950 nChanged 5 SP:Iteration 15Q (143.183788 sec): 3 clusters Score: Raw -47821.233150 + Penalty 1219.894653 = -46601.338497 nChanged 5 SP:Iteration 16Q (143.184896 sec): 3 clusters Score: Raw -47828.222020 + Penalty 1220.146635 = -46608.075385 nChanged 1 SP:Iteration 17Q (143.185946 sec): 3 clusters Score: Raw -47831.724128 + Penalty 1220.719535 = -46611.004593 nChanged 3 SP:Iteration 18Q (143.187014 sec): 3 clusters Score: Raw -47836.579126 + Penalty 1221.080756 = -46615.498370 nChanged 2 SP:Iteration 19Q (143.188063 sec): 3 clusters Score: Raw -47839.632750 + Penalty 1221.798864 = -46617.833887 nChanged 2 SP:Iteration 20F (143.189162 sec): 3 clusters Score: Raw -47840.274299 + Penalty 1221.798864 = -46618.475436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.190229 sec): 2 clusters Score: Raw -18784.139845 + Penalty 668.651339 = -18115.488506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.190843 sec): 3 clusters Score: Raw -18773.559236 + Penalty 1337.727862 = -17435.831374 nChanged 48 SP:Iteration 1F (143.191448 sec): 3 clusters Score: Raw -18832.862573 + Penalty 1335.225052 = -17497.637520 nChanged 13 SP:Iteration 2F (143.192048 sec): 3 clusters Score: Raw -18850.127634 + Penalty 1333.447102 = -17516.680532 nChanged 6 SP:Iteration 3Q (143.192634 sec): 3 clusters Score: Raw -18859.954402 + Penalty 1332.664922 = -17527.289480 nChanged 4 SP:Iteration 4Q (143.193217 sec): 3 clusters Score: Raw -18870.797538 + Penalty 1333.909904 = -17536.887634 nChanged 2 SP:Iteration 5Q (143.193801 sec): 3 clusters Score: Raw -18875.988176 + Penalty 1333.909904 = -17542.078272 nChanged 0 SP:Iteration 6F (143.194400 sec): 3 clusters Score: Raw -18875.988176 + Penalty 1333.909904 = -17542.078272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.196439 sec): 2 clusters Score: Raw -47216.822651 + Penalty 557.901881 = -46658.920770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.197653 sec): 3 clusters Score: Raw -46955.287181 + Penalty 1134.180334 = -45821.106846 nChanged 171 SP:Iteration 1F (143.198848 sec): 3 clusters Score: Raw -47103.056331 + Penalty 1156.737040 = -45946.319291 nChanged 61 SP:Iteration 2F (143.200009 sec): 3 clusters Score: Raw -47177.711993 + Penalty 1188.416983 = -45989.295010 nChanged 42 SP:Iteration 3F (143.201156 sec): 3 clusters Score: Raw -47235.886006 + Penalty 1213.920211 = -46021.965796 nChanged 18 SP:Iteration 4Q (143.202262 sec): 3 clusters Score: Raw -47271.909478 + Penalty 1227.784302 = -46044.125175 nChanged 11 SP:Iteration 5Q (143.203329 sec): 3 clusters Score: Raw -47291.676956 + Penalty 1233.068883 = -46058.608072 nChanged 6 SP:Iteration 6Q (143.204420 sec): 3 clusters Score: Raw -47302.291292 + Penalty 1235.806981 = -46066.484311 nChanged 2 SP:Iteration 7Q (143.205462 sec): 3 clusters Score: Raw -47305.767484 + Penalty 1240.289466 = -46065.478018 nChanged 3 SP:Iteration 8F (143.206604 sec): 3 clusters Score: Raw -47307.200603 + Penalty 1242.283900 = -46064.916703 nChanged 2 SP:Iteration 9F (143.207743 sec): 3 clusters Score: Raw -47308.980423 + Penalty 1244.227987 = -46064.752436 nChanged 2 SP:Iteration 10F (143.208904 sec): 3 clusters Score: Raw -47310.754168 + Penalty 1244.227987 = -46066.526182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.210703 sec): 2 clusters Score: Raw -37813.285051 + Penalty 734.086492 = -37079.198559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.211699 sec): 3 clusters Score: Raw -37677.645138 + Penalty 1464.908124 = -36212.737014 nChanged 111 SP:Iteration 1F (143.212653 sec): 3 clusters Score: Raw -37807.328094 + Penalty 1461.289435 = -36346.038659 nChanged 36 SP:Iteration 2F (143.213629 sec): 3 clusters Score: Raw -37851.055769 + Penalty 1457.975452 = -36393.080316 nChanged 20 SP:Iteration 3Q (143.214571 sec): 3 clusters Score: Raw -37877.800947 + Penalty 1455.420604 = -36422.380343 nChanged 8 SP:Iteration 4Q (143.215501 sec): 3 clusters Score: Raw -37885.785499 + Penalty 1453.780889 = -36432.004611 nChanged 10 SP:Iteration 5Q (143.216431 sec): 3 clusters Score: Raw -37896.886971 + Penalty 1454.431782 = -36442.455189 nChanged 7 SP:Iteration 6Q (143.217354 sec): 3 clusters Score: Raw -37902.487580 + Penalty 1453.682555 = -36448.805025 nChanged 2 SP:Iteration 7Q (143.218294 sec): 3 clusters Score: Raw -37903.694517 + Penalty 1453.328044 = -36450.366473 nChanged 2 SP:Iteration 8Q (143.219218 sec): 3 clusters Score: Raw -37906.299538 + Penalty 1453.456171 = -36452.843368 nChanged 1 SP:Iteration 9Q (143.220136 sec): 3 clusters Score: Raw -37906.652536 + Penalty 1452.794771 = -36453.857765 nChanged 1 SP:Iteration 10F (143.221087 sec): 3 clusters Score: Raw -37907.193328 + Penalty 1452.335187 = -36454.858140 nChanged 1 SP:Iteration 11Q (143.222008 sec): 3 clusters Score: Raw -37907.279283 + Penalty 1452.335187 = -36454.944096 nChanged 0 SP:Iteration 12F (143.222980 sec): 3 clusters Score: Raw -37907.279283 + Penalty 1452.335187 = -36454.944096 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 52 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.227119 sec): 2 clusters Score: Raw -123893.884984 + Penalty 517.966152 = -123375.918831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.229717 sec): 3 clusters Score: Raw -123143.563025 + Penalty 1037.192364 = -122106.370661 nChanged 513 SP:Iteration 1F (143.232270 sec): 3 clusters Score: Raw -123449.018100 + Penalty 1037.226914 = -122411.791186 nChanged 128 SP:Iteration 2F (143.234839 sec): 3 clusters Score: Raw -123557.213903 + Penalty 1036.889845 = -122520.324058 nChanged 92 SP:Iteration 3F (143.237427 sec): 3 clusters Score: Raw -123633.057980 + Penalty 1037.738405 = -122595.319575 nChanged 72 SP:Iteration 4F (143.239929 sec): 3 clusters Score: Raw -123692.518132 + Penalty 1042.634766 = -122649.883366 nChanged 57 SP:Iteration 5Q (143.242398 sec): 3 clusters Score: Raw -123743.888204 + Penalty 1046.039655 = -122697.848549 nChanged 47 SP:Iteration 6Q (143.244845 sec): 3 clusters Score: Raw -123787.349332 + Penalty 1042.502711 = -122744.846621 nChanged 35 SP:Iteration 7Q (143.247295 sec): 3 clusters Score: Raw -123819.273075 + Penalty 1043.944389 = -122775.328686 nChanged 29 SP:Iteration 8Q (143.249604 sec): 3 clusters Score: Raw -123842.693061 + Penalty 1046.867244 = -122795.825818 nChanged 19 SP:Iteration 9Q (143.251870 sec): 3 clusters Score: Raw -123856.259035 + Penalty 1046.506033 = -122809.753002 nChanged 11 SP:Iteration 10F (143.254394 sec): 3 clusters Score: Raw -123863.924802 + Penalty 1047.058089 = -122816.866713 nChanged 7 SP:Iteration 11Q (143.256613 sec): 3 clusters Score: Raw -123868.549678 + Penalty 1047.996477 = -122820.553201 nChanged 7 SP:Iteration 12Q (143.258850 sec): 3 clusters Score: Raw -123873.211718 + Penalty 1048.770568 = -122824.441150 nChanged 5 SP:Iteration 13Q (143.261072 sec): 3 clusters Score: Raw -123876.587285 + Penalty 1047.046862 = -122829.540423 nChanged 5 SP:Iteration 14Q (143.263306 sec): 3 clusters Score: Raw -123879.366558 + Penalty 1046.695246 = -122832.671313 nChanged 4 SP:Iteration 15Q (143.265503 sec): 3 clusters Score: Raw -123883.370854 + Penalty 1047.902510 = -122835.468344 nChanged 2 SP:Iteration 16Q (143.267751 sec): 3 clusters Score: Raw -123884.963911 + Penalty 1048.274268 = -122836.689642 nChanged 1 SP:Iteration 17Q (143.269937 sec): 3 clusters Score: Raw -123885.127037 + Penalty 1048.274268 = -122836.852768 nChanged 0 SP:Iteration 18F (143.272457 sec): 3 clusters Score: Raw -123885.127037 + Penalty 1048.274268 = -122836.852768 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.275281 sec): 2 clusters Score: Raw -66468.598607 + Penalty 331.848204 = -66136.750404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.276932 sec): 3 clusters Score: Raw -66119.634159 + Penalty 686.716403 = -65432.917756 nChanged 321 SP:Iteration 1F (143.278687 sec): 3 clusters Score: Raw -66478.177135 + Penalty 706.827246 = -65771.349889 nChanged 83 SP:Iteration 2F (143.280401 sec): 3 clusters Score: Raw -66576.241260 + Penalty 721.313024 = -65854.928236 nChanged 41 SP:Iteration 3Q (143.282020 sec): 3 clusters Score: Raw -66614.088462 + Penalty 731.916424 = -65882.172038 nChanged 16 SP:Iteration 4Q (143.283610 sec): 3 clusters Score: Raw -66626.198690 + Penalty 737.803366 = -65888.395324 nChanged 8 SP:Iteration 5Q (143.285157 sec): 3 clusters Score: Raw -66633.240878 + Penalty 743.721786 = -65889.519092 nChanged 10 SP:Iteration 6Q (143.286686 sec): 3 clusters Score: Raw -66643.513209 + Penalty 747.947022 = -65895.566187 nChanged 6 SP:Iteration 7Q (143.288203 sec): 3 clusters Score: Raw -66647.845843 + Penalty 750.718145 = -65897.127698 nChanged 3 SP:Iteration 8Q (143.289690 sec): 3 clusters Score: Raw -66649.643250 + Penalty 751.147564 = -65898.495687 nChanged 2 SP:Iteration 9Q (143.291182 sec): 3 clusters Score: Raw -66651.272719 + Penalty 752.044364 = -65899.228355 nChanged 1 SP:Iteration 10F (143.292816 sec): 3 clusters Score: Raw -66651.688351 + Penalty 752.542383 = -65899.145969 nChanged 1 SP:Iteration 11F (143.294442 sec): 3 clusters Score: Raw -66651.789516 + Penalty 752.542383 = -65899.247133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.295001 sec): 2 clusters Score: Raw -879.190986 + Penalty 92.935387 = -786.255599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.295243 sec): 3 clusters Score: Raw -964.409835 + Penalty 206.788385 = -757.621450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.297068 sec): 2 clusters Score: Raw -35866.777977 + Penalty 472.178329 = -35394.599648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.298120 sec): 3 clusters Score: Raw -35668.602959 + Penalty 942.919079 = -34725.683880 nChanged 149 SP:Iteration 1F (143.299133 sec): 3 clusters Score: Raw -35784.284218 + Penalty 953.240292 = -34831.043926 nChanged 63 SP:Iteration 2F (143.300142 sec): 3 clusters Score: Raw -35897.261706 + Penalty 971.605335 = -34925.656371 nChanged 45 SP:Iteration 3F (143.301143 sec): 3 clusters Score: Raw -35978.359358 + Penalty 989.835217 = -34988.524141 nChanged 28 SP:Iteration 4F (143.302131 sec): 3 clusters Score: Raw -36010.899996 + Penalty 999.457856 = -35011.442140 nChanged 12 SP:Iteration 5Q (143.303083 sec): 3 clusters Score: Raw -36023.355747 + Penalty 1015.561166 = -35007.794581 nChanged 13 SP:Iteration 6F (143.304076 sec): 3 clusters Score: Raw -36043.602961 + Penalty 1032.222526 = -35011.380436 nChanged 16 SP:Iteration 7Q (143.305016 sec): 3 clusters Score: Raw -36064.603106 + Penalty 1037.167832 = -35027.435273 nChanged 8 SP:Iteration 8Q (143.306021 sec): 3 clusters Score: Raw -36073.041520 + Penalty 1043.067178 = -35029.974341 nChanged 5 SP:Iteration 9Q (143.306992 sec): 3 clusters Score: Raw -36076.703272 + Penalty 1046.524273 = -35030.178999 nChanged 3 SP:Iteration 10F (143.308055 sec): 3 clusters Score: Raw -36078.216117 + Penalty 1046.524273 = -35031.691843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.308603 sec): 2 clusters Score: Raw -1793.023331 + Penalty 143.497499 = -1649.525832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.308858 sec): 3 clusters Score: Raw -1838.730644 + Penalty 295.665222 = -1543.065422 nChanged 1 SP:Iteration 1Q (143.309102 sec): 3 clusters Score: Raw -1840.781165 + Penalty 304.077064 = -1536.704101 nChanged 1 SP:Iteration 2F (143.309355 sec): 3 clusters Score: Raw -1843.920190 + Penalty 317.464476 = -1526.455714 nChanged 1 SP:Iteration 3F (143.309606 sec): 3 clusters Score: Raw -1845.962113 + Penalty 317.464476 = -1528.497637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.310109 sec): 2 clusters Score: Raw -1138.405332 + Penalty 80.352123 = -1058.053208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.310333 sec): 3 clusters Score: Raw -1207.630714 + Penalty 165.930233 = -1041.700481 nChanged 0 Deleting Class 12 (10 points): Lose 177.262656 but Gain 320.607717 Iteration 210F (144.094383 sec): 37 clusters Score: Raw -3354287.704165 + Penalty 27779.911530 = -3326507.792635 nChanged 12 Iteration 211F (144.849086 sec): 37 clusters Score: Raw -3354369.033963 + Penalty 27779.911530 = -3326589.122433 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3354369.033963 + Penalty 27779.911530 = -3326589.122433Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.987198 sec): 2 clusters Score: Raw -71579.144412 + Penalty 704.951321 = -70874.193091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.988851 sec): 3 clusters Score: Raw -71210.351987 + Penalty 1406.760645 = -69803.591342 nChanged 281 SP:Iteration 1F (144.990498 sec): 3 clusters Score: Raw -71441.963577 + Penalty 1405.836250 = -70036.127327 nChanged 90 SP:Iteration 2F (144.992106 sec): 3 clusters Score: Raw -71529.570764 + Penalty 1409.089089 = -70120.481676 nChanged 57 SP:Iteration 3F (144.993698 sec): 3 clusters Score: Raw -71580.225550 + Penalty 1418.755364 = -70161.470186 nChanged 31 SP:Iteration 4Q (144.995294 sec): 3 clusters Score: Raw -71610.762439 + Penalty 1424.800227 = -70185.962212 nChanged 21 SP:Iteration 5Q (144.996895 sec): 3 clusters Score: Raw -71628.265162 + Penalty 1434.843409 = -70193.421753 nChanged 24 SP:Iteration 6Q (144.998489 sec): 3 clusters Score: Raw -71645.218730 + Penalty 1441.982674 = -70203.236056 nChanged 17 SP:Iteration 7Q (145.000088 sec): 3 clusters Score: Raw -71664.039103 + Penalty 1445.500243 = -70218.538860 nChanged 14 SP:Iteration 8Q (145.001689 sec): 3 clusters Score: Raw -71672.903588 + Penalty 1447.777093 = -70225.126496 nChanged 7 SP:Iteration 9Q (145.003271 sec): 3 clusters Score: Raw -71678.689531 + Penalty 1449.485765 = -70229.203766 nChanged 7 SP:Iteration 10F (145.004877 sec): 3 clusters Score: Raw -71684.546798 + Penalty 1452.699876 = -70231.846923 nChanged 4 SP:Iteration 11Q (145.006489 sec): 3 clusters Score: Raw -71688.436322 + Penalty 1454.601587 = -70233.834735 nChanged 3 SP:Iteration 12Q (145.008081 sec): 3 clusters Score: Raw -71689.964125 + Penalty 1455.231252 = -70234.732874 nChanged 1 SP:Iteration 13Q (145.009668 sec): 3 clusters Score: Raw -71690.694424 + Penalty 1455.297210 = -70235.397214 nChanged 1 SP:Iteration 14Q (145.011237 sec): 3 clusters Score: Raw -71691.209230 + Penalty 1455.297210 = -70235.912020 nChanged 0 SP:Iteration 15F (145.012816 sec): 3 clusters Score: Raw -71691.209230 + Penalty 1455.297210 = -70235.912020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.014260 sec): 2 clusters Score: Raw -22847.128657 + Penalty 490.165757 = -22356.962900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.015021 sec): 3 clusters Score: Raw -22775.386320 + Penalty 979.585803 = -21795.800517 nChanged 81 SP:Iteration 1F (145.015766 sec): 3 clusters Score: Raw -22869.820659 + Penalty 977.643896 = -21892.176764 nChanged 29 SP:Iteration 2F (145.016510 sec): 3 clusters Score: Raw -22913.904423 + Penalty 976.249699 = -21937.654724 nChanged 18 SP:Iteration 3F (145.017255 sec): 3 clusters Score: Raw -22938.465115 + Penalty 972.853492 = -21965.611624 nChanged 9 SP:Iteration 4Q (145.017992 sec): 3 clusters Score: Raw -22952.430795 + Penalty 972.341196 = -21980.089599 nChanged 5 SP:Iteration 5Q (145.018731 sec): 3 clusters Score: Raw -22957.825792 + Penalty 972.056254 = -21985.769538 nChanged 1 SP:Iteration 6Q (145.019441 sec): 3 clusters Score: Raw -22959.792770 + Penalty 969.218803 = -21990.573967 nChanged 5 SP:Iteration 7Q (145.020155 sec): 3 clusters Score: Raw -22968.495060 + Penalty 968.466196 = -22000.028864 nChanged 1 SP:Iteration 8Q (145.020881 sec): 3 clusters Score: Raw -22969.472985 + Penalty 969.805525 = -21999.667461 nChanged 1 SP:Iteration 9F (145.021667 sec): 3 clusters Score: Raw -22972.987576 + Penalty 969.329804 = -22003.657772 nChanged 1 SP:Iteration 10F (145.022443 sec): 3 clusters Score: Raw -22976.819283 + Penalty 967.788623 = -22009.030660 nChanged 1 SP:Iteration 11Q (145.023179 sec): 3 clusters Score: Raw -22977.413200 + Penalty 967.788623 = -22009.624578 nChanged 0 SP:Iteration 12F (145.023955 sec): 3 clusters Score: Raw -22977.413200 + Penalty 967.788623 = -22009.624578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.024834 sec): 2 clusters Score: Raw -12090.538430 + Penalty 425.829079 = -11664.709352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.025321 sec): 3 clusters Score: Raw -12100.341449 + Penalty 849.636600 = -11250.704849 nChanged 33 SP:Iteration 1F (145.025800 sec): 3 clusters Score: Raw -12152.342171 + Penalty 850.827173 = -11301.514998 nChanged 6 SP:Iteration 2Q (145.026261 sec): 3 clusters Score: Raw -12168.684463 + Penalty 850.886178 = -11317.798285 nChanged 2 SP:Iteration 3Q (145.026722 sec): 3 clusters Score: Raw -12170.876989 + Penalty 850.886178 = -11319.990811 nChanged 0 SP:Iteration 4F (145.027199 sec): 3 clusters Score: Raw -12170.876989 + Penalty 850.886178 = -11319.990811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.028757 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.029714 sec): 3 clusters Score: Raw -35701.914658 + Penalty 105.101104 = -35596.813554 nChanged 194 SP:Iteration 1F (145.030656 sec): 3 clusters Score: Raw -35887.541572 + Penalty 114.371861 = -35773.169711 nChanged 75 SP:Iteration 2F (145.031615 sec): 3 clusters Score: Raw -35980.268992 + Penalty 52.571445 = -35927.697547 nChanged 7 SP:Iteration 3Q (145.032364 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP:Iteration 4F (145.033104 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.034188 sec): 2 clusters Score: Raw -19845.322585 + Penalty 297.444875 = -19547.877710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.034795 sec): 3 clusters Score: Raw -19747.774786 + Penalty 592.410568 = -19155.364218 nChanged 71 SP:Iteration 1F (145.035421 sec): 3 clusters Score: Raw -19811.158781 + Penalty 591.935808 = -19219.222972 nChanged 21 SP:Iteration 2F (145.036036 sec): 3 clusters Score: Raw -19832.308138 + Penalty 591.273947 = -19241.034192 nChanged 5 SP:Iteration 3Q (145.036632 sec): 3 clusters Score: Raw -19836.012778 + Penalty 589.262831 = -19246.749947 nChanged 4 SP:Iteration 4Q (145.037222 sec): 3 clusters Score: Raw -19845.278044 + Penalty 587.361821 = -19257.916222 nChanged 4 SP:Iteration 5Q (145.037810 sec): 3 clusters Score: Raw -19856.753475 + Penalty 586.555881 = -19270.197594 nChanged 4 SP:Iteration 6Q (145.038398 sec): 3 clusters Score: Raw -19867.025000 + Penalty 590.588116 = -19276.436884 nChanged 5 SP:Iteration 7Q (145.038979 sec): 3 clusters Score: Raw -19871.048972 + Penalty 597.515205 = -19273.533767 nChanged 8 SP:Iteration 8F (145.039574 sec): 3 clusters Score: Raw -19878.644588 + Penalty 602.684441 = -19275.960146 nChanged 6 SP:Iteration 9Q (145.040149 sec): 3 clusters Score: Raw -19883.186506 + Penalty 606.732361 = -19276.454145 nChanged 5 SP:Iteration 10F (145.040763 sec): 3 clusters Score: Raw -19886.956566 + Penalty 614.476729 = -19272.479836 nChanged 7 SP:Iteration 11F (145.041362 sec): 3 clusters Score: Raw -19895.850919 + Penalty 625.924507 = -19269.926412 nChanged 10 SP:Iteration 12F (145.041957 sec): 3 clusters Score: Raw -19908.128109 + Penalty 632.417271 = -19275.710838 nChanged 7 SP:Iteration 13Q (145.042527 sec): 3 clusters Score: Raw -19914.055949 + Penalty 632.007719 = -19282.048230 nChanged 2 SP:Iteration 14Q (145.043089 sec): 3 clusters Score: Raw -19916.722906 + Penalty 630.880560 = -19285.842346 nChanged 1 SP:Iteration 15Q (145.043648 sec): 3 clusters Score: Raw -19917.440116 + Penalty 630.880560 = -19286.559555 nChanged 0 SP:Iteration 16F (145.044244 sec): 3 clusters Score: Raw -19917.440116 + Penalty 630.880560 = -19286.559555 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.046334 sec): 2 clusters Score: Raw -44140.726598 + Penalty 295.455998 = -43845.270601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.047561 sec): 3 clusters Score: Raw -43887.751319 + Penalty 602.739224 = -43285.012095 nChanged 186 SP:Iteration 1F (145.048768 sec): 3 clusters Score: Raw -44046.715860 + Penalty 620.976717 = -43425.739143 nChanged 51 SP:Iteration 2F (145.049915 sec): 3 clusters Score: Raw -44101.162680 + Penalty 641.798242 = -43459.364437 nChanged 32 SP:Iteration 3F (145.051082 sec): 3 clusters Score: Raw -44129.501773 + Penalty 660.135336 = -43469.366437 nChanged 20 SP:Iteration 4Q (145.052232 sec): 3 clusters Score: Raw -44149.215875 + Penalty 669.869423 = -43479.346451 nChanged 17 SP:Iteration 5Q (145.053376 sec): 3 clusters Score: Raw -44174.329498 + Penalty 684.577334 = -43489.752164 nChanged 15 SP:Iteration 6Q (145.054522 sec): 3 clusters Score: Raw -44201.293167 + Penalty 705.933826 = -43495.359341 nChanged 15 SP:Iteration 7Q (145.055683 sec): 3 clusters Score: Raw -44220.788296 + Penalty 714.290189 = -43506.498107 nChanged 7 SP:Iteration 8Q (145.056804 sec): 3 clusters Score: Raw -44230.919078 + Penalty 719.152786 = -43511.766292 nChanged 5 SP:Iteration 9Q (145.057916 sec): 3 clusters Score: Raw -44238.722221 + Penalty 726.307528 = -43512.414693 nChanged 6 SP:Iteration 10F (145.059063 sec): 3 clusters Score: Raw -44247.639955 + Penalty 733.589503 = -43514.050452 nChanged 6 SP:Iteration 11Q (145.060182 sec): 3 clusters Score: Raw -44256.510904 + Penalty 742.408150 = -43514.102754 nChanged 3 SP:Iteration 12Q (145.061266 sec): 3 clusters Score: Raw -44264.185234 + Penalty 745.687392 = -43518.497842 nChanged 2 SP:Iteration 13Q (145.062313 sec): 3 clusters Score: Raw -44266.195458 + Penalty 745.341155 = -43520.854303 nChanged 1 SP:Iteration 14Q (145.063370 sec): 3 clusters Score: Raw -44268.337016 + Penalty 745.341155 = -43522.995861 nChanged 0 SP:Iteration 15F (145.064575 sec): 3 clusters Score: Raw -44268.337016 + Penalty 745.341155 = -43522.995861 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 7 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.070793 sec): 2 clusters Score: Raw -100970.970643 + Penalty 485.252007 = -100485.718637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.073092 sec): 3 clusters Score: Raw -100275.745309 + Penalty 973.071756 = -99302.673553 nChanged 462 SP:Iteration 1F (145.075329 sec): 3 clusters Score: Raw -100509.782057 + Penalty 992.432039 = -99517.350018 nChanged 174 SP:Iteration 2F (145.077537 sec): 3 clusters Score: Raw -100688.734554 + Penalty 1004.629711 = -99684.104843 nChanged 104 SP:Iteration 3F (145.079791 sec): 3 clusters Score: Raw -100784.812868 + Penalty 1009.404761 = -99775.408107 nChanged 57 SP:Iteration 4Q (145.082020 sec): 3 clusters Score: Raw -100832.976122 + Penalty 1010.489492 = -99822.486631 nChanged 37 SP:Iteration 5Q (145.084191 sec): 3 clusters Score: Raw -100856.798751 + Penalty 1010.193306 = -99846.605444 nChanged 23 SP:Iteration 6Q (145.086312 sec): 3 clusters Score: Raw -100870.065600 + Penalty 1009.885094 = -99860.180506 nChanged 18 SP:Iteration 7Q (145.088433 sec): 3 clusters Score: Raw -100881.572948 + Penalty 1013.419817 = -99868.153130 nChanged 18 SP:Iteration 8Q (145.090517 sec): 3 clusters Score: Raw -100895.758073 + Penalty 1016.411088 = -99879.346985 nChanged 21 SP:Iteration 9Q (145.092619 sec): 3 clusters Score: Raw -100908.694441 + Penalty 1017.006130 = -99891.688311 nChanged 15 SP:Iteration 10F (145.094880 sec): 3 clusters Score: Raw -100915.595833 + Penalty 1016.201874 = -99899.393960 nChanged 12 SP:Iteration 11Q (145.096971 sec): 3 clusters Score: Raw -100924.995173 + Penalty 1016.187752 = -99908.807421 nChanged 12 SP:Iteration 12Q (145.099052 sec): 3 clusters Score: Raw -100929.466043 + Penalty 1017.324358 = -99912.141685 nChanged 6 SP:Iteration 13Q (145.101088 sec): 3 clusters Score: Raw -100933.355130 + Penalty 1017.745151 = -99915.609979 nChanged 7 SP:Iteration 14Q (145.103109 sec): 3 clusters Score: Raw -100938.646118 + Penalty 1014.786411 = -99923.859707 nChanged 3 SP:Iteration 15Q (145.105101 sec): 3 clusters Score: Raw -100940.548987 + Penalty 1013.883917 = -99926.665070 nChanged 3 SP:Iteration 16Q (145.107124 sec): 3 clusters Score: Raw -100941.715420 + Penalty 1012.066768 = -99929.648652 nChanged 6 SP:Iteration 17Q (145.109155 sec): 3 clusters Score: Raw -100943.009878 + Penalty 1012.770246 = -99930.239631 nChanged 3 SP:Iteration 18Q (145.111162 sec): 3 clusters Score: Raw -100943.548282 + Penalty 1012.607373 = -99930.940908 nChanged 5 SP:Iteration 19Q (145.113167 sec): 3 clusters Score: Raw -100944.719697 + Penalty 1012.693263 = -99932.026434 nChanged 6 SP:Iteration 20F (145.115424 sec): 3 clusters Score: Raw -100947.109466 + Penalty 1011.309072 = -99935.800394 nChanged 6 SP:Iteration 21Q (145.117464 sec): 3 clusters Score: Raw -100951.595625 + Penalty 1010.457584 = -99941.138041 nChanged 8 SP:Iteration 22Q (145.119481 sec): 3 clusters Score: Raw -100957.212745 + Penalty 1005.525776 = -99951.686969 nChanged 11 SP:Iteration 23Q (145.121473 sec): 3 clusters Score: Raw -100963.394454 + Penalty 1006.186106 = -99957.208348 nChanged 10 SP:Iteration 24Q (145.123508 sec): 3 clusters Score: Raw -100968.495489 + Penalty 1004.443273 = -99964.052216 nChanged 10 SP:Iteration 25Q (145.125544 sec): 3 clusters Score: Raw -100974.205203 + Penalty 1003.995939 = -99970.209264 nChanged 10 SP:Iteration 26Q (145.127577 sec): 3 clusters Score: Raw -100981.803281 + Penalty 1001.739648 = -99980.063633 nChanged 12 SP:Iteration 27Q (145.129563 sec): 3 clusters Score: Raw -100990.170822 + Penalty 994.777417 = -99995.393405 nChanged 15 SP:Iteration 28Q (145.131517 sec): 3 clusters Score: Raw -101004.169634 + Penalty 991.646462 = -100012.523172 nChanged 13 SP:Iteration 29Q (145.133471 sec): 3 clusters Score: Raw -101018.040857 + Penalty 988.324565 = -100029.716292 nChanged 16 SP:Iteration 30F (145.135704 sec): 3 clusters Score: Raw -101032.422392 + Penalty 979.244929 = -100053.177463 nChanged 21 SP:Iteration 31Q (145.137694 sec): 3 clusters Score: Raw -101056.540352 + Penalty 973.571130 = -100082.969222 nChanged 17 SP:Iteration 32Q (145.139643 sec): 3 clusters Score: Raw -101071.764126 + Penalty 966.825584 = -100104.938542 nChanged 17 SP:Iteration 33Q (145.141548 sec): 3 clusters Score: Raw -101095.393728 + Penalty 964.235481 = -100131.158247 nChanged 18 SP:Iteration 34Q (145.143443 sec): 3 clusters Score: Raw -101122.827223 + Penalty 961.364357 = -100161.462866 nChanged 21 SP:Iteration 35Q (145.145297 sec): 3 clusters Score: Raw -101153.545705 + Penalty 959.667623 = -100193.878082 nChanged 15 SP:Iteration 36Q (145.147199 sec): 3 clusters Score: Raw -101169.449182 + Penalty 959.622495 = -100209.826687 nChanged 9 SP:Iteration 37Q (145.149075 sec): 3 clusters Score: Raw -101177.333077 + Penalty 960.837339 = -100216.495737 nChanged 3 SP:Iteration 38Q (145.150928 sec): 3 clusters Score: Raw -101180.289400 + Penalty 959.084993 = -100221.204407 nChanged 2 SP:Iteration 39Q (145.152802 sec): 3 clusters Score: Raw -101183.194000 + Penalty 960.658885 = -100222.535115 nChanged 2 SP:Iteration 40F (145.155050 sec): 3 clusters Score: Raw -101185.977173 + Penalty 960.165577 = -100225.811596 nChanged 4 SP:Iteration 41Q (145.156924 sec): 3 clusters Score: Raw -101188.850813 + Penalty 958.708476 = -100230.142337 nChanged 4 SP:Iteration 42Q (145.158816 sec): 3 clusters Score: Raw -101190.597760 + Penalty 957.737964 = -100232.859796 nChanged 1 SP:Iteration 43Q (145.160679 sec): 3 clusters Score: Raw -101190.785377 + Penalty 957.746857 = -100233.038519 nChanged 1 SP:Iteration 44Q (145.162527 sec): 3 clusters Score: Raw -101191.166152 + Penalty 957.746857 = -100233.419294 nChanged 0 SP:Iteration 45F (145.164762 sec): 3 clusters Score: Raw -101191.166152 + Penalty 957.746857 = -100233.419294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.167504 sec): 2 clusters Score: Raw -31927.389865 + Penalty 227.504350 = -31699.885515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.168419 sec): 3 clusters Score: Raw -31702.313467 + Penalty 456.639382 = -31245.674086 nChanged 144 SP:Iteration 1F (145.169316 sec): 3 clusters Score: Raw -31818.087222 + Penalty 485.981056 = -31332.106166 nChanged 58 SP:Iteration 2F (145.170210 sec): 3 clusters Score: Raw -31890.215443 + Penalty 521.839369 = -31368.376074 nChanged 31 SP:Iteration 3F (145.171101 sec): 3 clusters Score: Raw -31929.596704 + Penalty 558.912045 = -31370.684659 nChanged 15 SP:Iteration 4Q (145.171965 sec): 3 clusters Score: Raw -31948.318863 + Penalty 591.091063 = -31357.227800 nChanged 8 SP:Iteration 5F (145.172863 sec): 3 clusters Score: Raw -31959.783620 + Penalty 613.734026 = -31346.049594 nChanged 5 SP:Iteration 6F (145.173755 sec): 3 clusters Score: Raw -31966.472381 + Penalty 625.436071 = -31341.036309 nChanged 2 SP:Iteration 7F (145.174649 sec): 3 clusters Score: Raw -31969.531291 + Penalty 626.569959 = -31342.961331 nChanged 1 SP:Iteration 8Q (145.175427 sec): 3 clusters Score: Raw -31970.315547 + Penalty 627.442878 = -31342.872668 nChanged 1 SP:Iteration 9F (145.176362 sec): 3 clusters Score: Raw -31970.396776 + Penalty 627.442878 = -31342.953898 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.184357 sec): 2 clusters Score: Raw -134339.036676 + Penalty 166.148537 = -134172.888139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.187532 sec): 3 clusters Score: Raw -133302.009914 + Penalty 332.844230 = -132969.165684 nChanged 761 SP:Iteration 1F (145.190648 sec): 3 clusters Score: Raw -133956.833616 + Penalty 333.080771 = -133623.752845 nChanged 127 SP:Iteration 2F (145.193809 sec): 3 clusters Score: Raw -134034.649754 + Penalty 333.511581 = -133701.138172 nChanged 78 SP:Iteration 3Q (145.196921 sec): 3 clusters Score: Raw -134084.222492 + Penalty 333.808979 = -133750.413513 nChanged 48 SP:Iteration 4Q (145.199957 sec): 3 clusters Score: Raw -134107.506910 + Penalty 334.282535 = -133773.224375 nChanged 26 SP:Iteration 5Q (145.202961 sec): 3 clusters Score: Raw -134119.096076 + Penalty 334.701152 = -133784.394924 nChanged 22 SP:Iteration 6Q (145.206012 sec): 3 clusters Score: Raw -134126.220923 + Penalty 335.004279 = -133791.216644 nChanged 20 SP:Iteration 7Q (145.209036 sec): 3 clusters Score: Raw -134131.440280 + Penalty 335.421638 = -133796.018642 nChanged 19 SP:Iteration 8Q (145.212037 sec): 3 clusters Score: Raw -134135.721370 + Penalty 335.790609 = -133799.930760 nChanged 13 SP:Iteration 9Q (145.215013 sec): 3 clusters Score: Raw -134137.773690 + Penalty 336.199502 = -133801.574187 nChanged 13 SP:Iteration 10F (145.218071 sec): 3 clusters Score: Raw -134139.431562 + Penalty 336.583228 = -133802.848334 nChanged 7 SP:Iteration 11Q (145.221060 sec): 3 clusters Score: Raw -134140.320888 + Penalty 336.819054 = -133803.501834 nChanged 8 SP:Iteration 12Q (145.224087 sec): 3 clusters Score: Raw -134141.190878 + Penalty 337.094705 = -133804.096172 nChanged 7 SP:Iteration 13Q (145.227130 sec): 3 clusters Score: Raw -134141.682859 + Penalty 337.310811 = -133804.372048 nChanged 4 SP:Iteration 14Q (145.230325 sec): 3 clusters Score: Raw -134141.849687 + Penalty 337.343885 = -133804.505802 nChanged 1 SP:Iteration 15Q (145.233348 sec): 3 clusters Score: Raw -134141.856867 + Penalty 337.337914 = -133804.518953 nChanged 1 SP:Iteration 16Q (145.236376 sec): 3 clusters Score: Raw -134141.854407 + Penalty 337.337914 = -133804.516494 nChanged 0 SP:Iteration 17F (145.239466 sec): 3 clusters Score: Raw -134141.854407 + Penalty 337.337914 = -133804.516494 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.255281 sec): 2 clusters Score: Raw -269575.227795 + Penalty 446.836330 = -269128.391465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.261508 sec): 3 clusters Score: Raw -267632.424495 + Penalty 888.693069 = -266743.731426 nChanged 1386 SP:Iteration 1F (145.267344 sec): 3 clusters Score: Raw -268849.923474 + Penalty 883.792044 = -267966.131430 nChanged 331 SP:Iteration 2F (145.273117 sec): 3 clusters Score: Raw -269026.671601 + Penalty 880.031186 = -268146.640415 nChanged 170 SP:Iteration 3F (145.278891 sec): 3 clusters Score: Raw -269110.490696 + Penalty 877.553695 = -268232.937001 nChanged 112 SP:Iteration 4Q (145.284738 sec): 3 clusters Score: Raw -269169.850634 + Penalty 875.368340 = -268294.482294 nChanged 94 SP:Iteration 5Q (145.290636 sec): 3 clusters Score: Raw -269219.942833 + Penalty 874.689319 = -268345.253514 nChanged 80 SP:Iteration 6Q (145.296400 sec): 3 clusters Score: Raw -269256.622121 + Penalty 873.845293 = -268382.776828 nChanged 66 SP:Iteration 7Q (145.302242 sec): 3 clusters Score: Raw -269279.460041 + Penalty 872.763858 = -268406.696183 nChanged 50 SP:Iteration 8Q (145.307967 sec): 3 clusters Score: Raw -269300.883882 + Penalty 872.406001 = -268428.477881 nChanged 61 SP:Iteration 9Q (145.313721 sec): 3 clusters Score: Raw -269325.456436 + Penalty 870.746263 = -268454.710173 nChanged 61 SP:Iteration 10F (145.319498 sec): 3 clusters Score: Raw -269358.771841 + Penalty 870.355987 = -268488.415854 nChanged 81 SP:Iteration 11Q (145.325316 sec): 3 clusters Score: Raw -269401.051338 + Penalty 869.206594 = -268531.844745 nChanged 79 SP:Iteration 12Q (145.331160 sec): 3 clusters Score: Raw -269459.890324 + Penalty 868.318332 = -268591.571992 nChanged 92 SP:Iteration 13Q (145.337125 sec): 3 clusters Score: Raw -269521.065455 + Penalty 867.942406 = -268653.123049 nChanged 69 SP:Iteration 14Q (145.342862 sec): 3 clusters Score: Raw -269554.880244 + Penalty 868.254345 = -268686.625899 nChanged 60 SP:Iteration 15Q (145.348617 sec): 3 clusters Score: Raw -269579.543827 + Penalty 869.929247 = -268709.614580 nChanged 45 SP:Iteration 16Q (145.354256 sec): 3 clusters Score: Raw -269593.400663 + Penalty 871.744484 = -268721.656179 nChanged 35 SP:Iteration 17Q (145.359862 sec): 3 clusters Score: Raw -269601.004868 + Penalty 872.943666 = -268728.061202 nChanged 22 SP:Iteration 18Q (145.365552 sec): 3 clusters Score: Raw -269605.958506 + Penalty 874.412155 = -268731.546351 nChanged 23 SP:Iteration 19Q (145.371168 sec): 3 clusters Score: Raw -269611.805701 + Penalty 876.187366 = -268735.618335 nChanged 22 SP:Iteration 20F (145.377036 sec): 3 clusters Score: Raw -269614.590187 + Penalty 876.584810 = -268738.005377 nChanged 4 SP:Iteration 21Q (145.382658 sec): 3 clusters Score: Raw -269614.834216 + Penalty 876.761647 = -268738.072569 nChanged 2 SP:Iteration 22Q (145.388339 sec): 3 clusters Score: Raw -269614.955716 + Penalty 876.879460 = -268738.076256 nChanged 1 SP:Iteration 23Q (145.393909 sec): 3 clusters Score: Raw -269615.012278 + Penalty 877.103730 = -268737.908548 nChanged 2 SP:Iteration 24F (145.399679 sec): 3 clusters Score: Raw -269615.115701 + Penalty 877.206479 = -268737.909222 nChanged 1 SP:Iteration 25Q (145.405248 sec): 3 clusters Score: Raw -269615.134491 + Penalty 877.287571 = -268737.846920 nChanged 1 SP:Iteration 26F (145.411026 sec): 3 clusters Score: Raw -269615.169368 + Penalty 877.467728 = -268737.701640 nChanged 2 SP:Iteration 27F (145.416826 sec): 3 clusters Score: Raw -269615.476777 + Penalty 877.995262 = -268737.481515 nChanged 5 SP:Iteration 28F (145.422739 sec): 3 clusters Score: Raw -269615.821020 + Penalty 878.239414 = -268737.581606 nChanged 3 SP:Iteration 29Q (145.428461 sec): 3 clusters Score: Raw -269615.955238 + Penalty 878.544499 = -268737.410739 nChanged 3 SP:Iteration 30F (145.434544 sec): 3 clusters Score: Raw -269616.239806 + Penalty 878.765118 = -268737.474689 nChanged 2 SP:Iteration 31Q (145.440280 sec): 3 clusters Score: Raw -269616.350506 + Penalty 878.865445 = -268737.485062 nChanged 1 SP:Iteration 32Q (145.445969 sec): 3 clusters Score: Raw -269616.375161 + Penalty 878.961055 = -268737.414106 nChanged 1 SP:Iteration 33F (145.451853 sec): 3 clusters Score: Raw -269616.408229 + Penalty 879.193384 = -268737.214845 nChanged 2 SP:Iteration 34F (145.457668 sec): 3 clusters Score: Raw -269616.515132 + Penalty 879.363982 = -268737.151150 nChanged 2 SP:Iteration 35F (145.463539 sec): 3 clusters Score: Raw -269616.603997 + Penalty 879.554310 = -268737.049687 nChanged 2 SP:Iteration 36F (145.469310 sec): 3 clusters Score: Raw -269616.690773 + Penalty 879.554310 = -268737.136463 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.542703 sec): 2 clusters Score: Raw -1238838.572116 + Penalty 219.165959 = -1238619.406157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.572207 sec): 3 clusters Score: Raw -1228135.871491 + Penalty 406.791989 = -1227729.079502 nChanged 7563 SP:Iteration 1F (145.601402 sec): 3 clusters Score: Raw -1233557.076942 + Penalty 402.569396 = -1233154.507546 nChanged 2279 SP:Iteration 2F (145.630244 sec): 3 clusters Score: Raw -1236437.275308 + Penalty 415.825373 = -1236021.449935 nChanged 985 SP:Iteration 3F (145.659292 sec): 3 clusters Score: Raw -1237788.025578 + Penalty 427.630248 = -1237360.395329 nChanged 473 SP:Iteration 4Q (145.684205 sec): 3 clusters Score: Raw -1238251.608171 + Penalty 431.019086 = -1237820.589084 nChanged 270 SP:Iteration 5Q (145.708342 sec): 3 clusters Score: Raw -1238463.214917 + Penalty 431.029911 = -1238032.185005 nChanged 185 SP:Iteration 6Q (145.732340 sec): 3 clusters Score: Raw -1238570.245643 + Penalty 428.606225 = -1238141.639418 nChanged 135 SP:Iteration 7Q (145.756455 sec): 3 clusters Score: Raw -1238631.624496 + Penalty 428.658769 = -1238202.965727 nChanged 105 SP:Iteration 8Q (145.780114 sec): 3 clusters Score: Raw -1238674.373691 + Penalty 425.435015 = -1238248.938676 nChanged 78 SP:Iteration 9Q (145.804437 sec): 3 clusters Score: Raw -1238700.326609 + Penalty 422.675413 = -1238277.651196 nChanged 62 SP:Iteration 10F (145.833253 sec): 3 clusters Score: Raw -1238721.210567 + Penalty 420.668036 = -1238300.542531 nChanged 55 SP:Iteration 11Q (145.857005 sec): 3 clusters Score: Raw -1238742.395813 + Penalty 421.556763 = -1238320.839050 nChanged 58 SP:Iteration 12Q (145.880444 sec): 3 clusters Score: Raw -1238765.898730 + Penalty 422.554499 = -1238343.344231 nChanged 55 SP:Iteration 13Q (145.904416 sec): 3 clusters Score: Raw -1238785.435314 + Penalty 419.305870 = -1238366.129444 nChanged 37 SP:Iteration 14Q (145.927607 sec): 3 clusters Score: Raw -1238796.648549 + Penalty 419.464277 = -1238377.184271 nChanged 19 SP:Iteration 15Q (145.951078 sec): 3 clusters Score: Raw -1238800.565426 + Penalty 420.147273 = -1238380.418153 nChanged 14 SP:Iteration 16Q (145.974392 sec): 3 clusters Score: Raw -1238802.678989 + Penalty 419.423502 = -1238383.255487 nChanged 9 SP:Iteration 17Q (145.997950 sec): 3 clusters Score: Raw -1238804.260843 + Penalty 420.626181 = -1238383.634662 nChanged 12 SP:Iteration 18Q (146.021624 sec): 3 clusters Score: Raw -1238806.618378 + Penalty 419.577806 = -1238387.040571 nChanged 7 SP:Iteration 19Q (146.044752 sec): 3 clusters Score: Raw -1238807.622613 + Penalty 419.849070 = -1238387.773542 nChanged 5 SP:Iteration 20F (146.073601 sec): 3 clusters Score: Raw -1238808.426969 + Penalty 420.075313 = -1238388.351656 nChanged 3 SP:Iteration 21Q (146.096956 sec): 3 clusters Score: Raw -1238809.490634 + Penalty 420.326593 = -1238389.164041 nChanged 6 SP:Iteration 22Q (146.120201 sec): 3 clusters Score: Raw -1238810.994092 + Penalty 421.075290 = -1238389.918802 nChanged 3 SP:Iteration 23Q (146.143380 sec): 3 clusters Score: Raw -1238811.692637 + Penalty 421.411465 = -1238390.281172 nChanged 2 SP:Iteration 24Q (146.166628 sec): 3 clusters Score: Raw -1238812.090172 + Penalty 421.501540 = -1238390.588632 nChanged 1 SP:Iteration 25Q (146.189955 sec): 3 clusters Score: Raw -1238812.372982 + Penalty 421.628803 = -1238390.744179 nChanged 1 SP:Iteration 26Q (146.213030 sec): 3 clusters Score: Raw -1238812.594361 + Penalty 421.628803 = -1238390.965558 nChanged 0 SP:Iteration 27F (146.241861 sec): 3 clusters Score: Raw -1238812.594361 + Penalty 421.628803 = -1238390.965558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.251472 sec): 2 clusters Score: Raw -14152.644671 + Penalty 264.182394 = -13888.462277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.252037 sec): 3 clusters Score: Raw -14103.323366 + Penalty 542.806422 = -13560.516944 nChanged 53 SP:Iteration 1F (146.252589 sec): 3 clusters Score: Raw -14180.906498 + Penalty 562.242891 = -13618.663606 nChanged 14 SP:Iteration 2F (146.253138 sec): 3 clusters Score: Raw -14205.029180 + Penalty 589.574240 = -13615.454940 nChanged 13 SP:Iteration 3F (146.253686 sec): 3 clusters Score: Raw -14224.550871 + Penalty 609.850703 = -13614.700168 nChanged 6 SP:Iteration 4F (146.254238 sec): 3 clusters Score: Raw -14239.441000 + Penalty 621.875634 = -13617.565366 nChanged 4 SP:Iteration 5Q (146.254762 sec): 3 clusters Score: Raw -14247.301779 + Penalty 640.416430 = -13606.885349 nChanged 3 SP:Iteration 6F (146.255310 sec): 3 clusters Score: Raw -14254.885508 + Penalty 644.492068 = -13610.393441 nChanged 1 SP:Iteration 7Q (146.255805 sec): 3 clusters Score: Raw -14255.956251 + Penalty 646.274679 = -13609.681572 nChanged 1 SP:Iteration 8F (146.256351 sec): 3 clusters Score: Raw -14256.347023 + Penalty 646.274679 = -13610.072345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.263917 sec): 2 clusters Score: Raw -135529.785314 + Penalty 415.959348 = -135113.825966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.266943 sec): 3 clusters Score: Raw -134646.571197 + Penalty 833.236024 = -133813.335173 nChanged 653 SP:Iteration 1F (146.269881 sec): 3 clusters Score: Raw -135013.306907 + Penalty 839.564197 = -134173.742710 nChanged 153 SP:Iteration 2F (146.272806 sec): 3 clusters Score: Raw -135123.813277 + Penalty 850.888651 = -134272.924626 nChanged 127 SP:Iteration 3F (146.275738 sec): 3 clusters Score: Raw -135232.071880 + Penalty 863.045864 = -134369.026016 nChanged 104 SP:Iteration 4F (146.278593 sec): 3 clusters Score: Raw -135326.876455 + Penalty 879.042433 = -134447.834023 nChanged 91 SP:Iteration 5F (146.281486 sec): 3 clusters Score: Raw -135409.456760 + Penalty 896.836053 = -134512.620707 nChanged 78 SP:Iteration 6F (146.284326 sec): 3 clusters Score: Raw -135477.584102 + Penalty 914.741193 = -134562.842909 nChanged 67 SP:Iteration 7Q (146.287114 sec): 3 clusters Score: Raw -135534.045290 + Penalty 930.369147 = -134603.676143 nChanged 53 SP:Iteration 8Q (146.289881 sec): 3 clusters Score: Raw -135572.864231 + Penalty 942.115843 = -134630.748389 nChanged 37 SP:Iteration 9Q (146.292656 sec): 3 clusters Score: Raw -135601.390922 + Penalty 952.975197 = -134648.415725 nChanged 25 SP:Iteration 10F (146.295574 sec): 3 clusters Score: Raw -135616.798010 + Penalty 960.663158 = -134656.134851 nChanged 19 SP:Iteration 11Q (146.298241 sec): 3 clusters Score: Raw -135631.920138 + Penalty 969.718473 = -134662.201664 nChanged 18 SP:Iteration 12Q (146.300869 sec): 3 clusters Score: Raw -135643.582271 + Penalty 975.761828 = -134667.820444 nChanged 15 SP:Iteration 13Q (146.303510 sec): 3 clusters Score: Raw -135651.505940 + Penalty 979.841657 = -134671.664283 nChanged 9 SP:Iteration 14Q (146.306118 sec): 3 clusters Score: Raw -135657.084684 + Penalty 983.434489 = -134673.650194 nChanged 10 SP:Iteration 15Q (146.308666 sec): 3 clusters Score: Raw -135661.471371 + Penalty 985.531415 = -134675.939956 nChanged 4 SP:Iteration 16Q (146.311226 sec): 3 clusters Score: Raw -135662.589369 + Penalty 986.777441 = -134675.811928 nChanged 1 SP:Iteration 17F (146.314055 sec): 3 clusters Score: Raw -135663.041477 + Penalty 986.777441 = -134676.264036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.316932 sec): 2 clusters Score: Raw -3306.313496 + Penalty 36.779230 = -3269.534266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.317209 sec): 3 clusters Score: Raw -3332.304410 + Penalty 86.120298 = -3246.184112 nChanged 20 SP:Iteration 1F (146.317470 sec): 3 clusters Score: Raw -3364.753859 + Penalty 103.580764 = -3261.173095 nChanged 5 SP:Iteration 2F (146.317730 sec): 3 clusters Score: Raw -3374.712167 + Penalty 133.809444 = -3240.902722 nChanged 4 SP:Iteration 3F (146.317980 sec): 3 clusters Score: Raw -3387.737992 + Penalty 225.191689 = -3162.546303 nChanged 4 SP:Iteration 4F (146.318227 sec): 3 clusters Score: Raw -3415.282915 + Penalty 225.191689 = -3190.091227 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 16 (3035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.331853 sec): 2 clusters Score: Raw -252860.060244 + Penalty 480.914393 = -252379.145851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.337567 sec): 3 clusters Score: Raw -250998.968320 + Penalty 951.335493 = -250047.632827 nChanged 1303 SP:Iteration 1F (146.343047 sec): 3 clusters Score: Raw -251685.795785 + Penalty 935.693051 = -250750.102735 nChanged 397 SP:Iteration 2F (146.348538 sec): 3 clusters Score: Raw -252028.138470 + Penalty 912.902972 = -251115.235498 nChanged 360 SP:Iteration 3F (146.354131 sec): 3 clusters Score: Raw -252369.969710 + Penalty 886.481171 = -251483.488539 nChanged 268 SP:Iteration 4F (146.359641 sec): 3 clusters Score: Raw -252647.360447 + Penalty 876.925903 = -251770.434545 nChanged 158 SP:Iteration 5F (146.365209 sec): 3 clusters Score: Raw -252766.250024 + Penalty 874.512513 = -251891.737511 nChanged 81 SP:Iteration 6Q (146.370625 sec): 3 clusters Score: Raw -252793.590326 + Penalty 873.820737 = -251919.769589 nChanged 39 SP:Iteration 7Q (146.375930 sec): 3 clusters Score: Raw -252802.710833 + Penalty 873.578551 = -251929.132283 nChanged 28 SP:Iteration 8Q (146.381186 sec): 3 clusters Score: Raw -252811.022010 + Penalty 874.528850 = -251936.493160 nChanged 23 SP:Iteration 9Q (146.386506 sec): 3 clusters Score: Raw -252818.036927 + Penalty 876.792089 = -251941.244838 nChanged 20 SP:Iteration 10F (146.391960 sec): 3 clusters Score: Raw -252822.714219 + Penalty 879.072608 = -251943.641612 nChanged 18 SP:Iteration 11Q (146.397284 sec): 3 clusters Score: Raw -252825.590137 + Penalty 881.094639 = -251944.495498 nChanged 15 SP:Iteration 12Q (146.402515 sec): 3 clusters Score: Raw -252827.693930 + Penalty 882.178758 = -251945.515172 nChanged 7 SP:Iteration 13Q (146.407828 sec): 3 clusters Score: Raw -252829.354100 + Penalty 885.005582 = -251944.348518 nChanged 13 SP:Iteration 14F (146.413282 sec): 3 clusters Score: Raw -252832.586927 + Penalty 887.680119 = -251944.906808 nChanged 13 SP:Iteration 15Q (146.418515 sec): 3 clusters Score: Raw -252835.881905 + Penalty 890.731099 = -251945.150806 nChanged 12 SP:Iteration 16Q (146.423807 sec): 3 clusters Score: Raw -252838.341334 + Penalty 892.822887 = -251945.518447 nChanged 9 SP:Iteration 17Q (146.429439 sec): 3 clusters Score: Raw -252840.223045 + Penalty 895.489309 = -251944.733736 nChanged 12 SP:Iteration 18F (146.435031 sec): 3 clusters Score: Raw -252842.756026 + Penalty 897.122904 = -251945.633122 nChanged 8 SP:Iteration 19Q (146.440289 sec): 3 clusters Score: Raw -252844.534844 + Penalty 897.635870 = -251946.898974 nChanged 5 SP:Iteration 20F (146.445754 sec): 3 clusters Score: Raw -252844.886305 + Penalty 898.203337 = -251946.682968 nChanged 3 SP:Iteration 21F (146.451353 sec): 3 clusters Score: Raw -252845.193107 + Penalty 899.124712 = -251946.068394 nChanged 4 SP:Iteration 22F (146.457000 sec): 3 clusters Score: Raw -252846.047605 + Penalty 899.942754 = -251946.104851 nChanged 5 SP:Iteration 23Q (146.462282 sec): 3 clusters Score: Raw -252846.815717 + Penalty 900.051801 = -251946.763916 nChanged 2 SP:Iteration 24Q (146.467598 sec): 3 clusters Score: Raw -252846.917004 + Penalty 900.051801 = -251946.865202 nChanged 0 SP:Iteration 25F (146.473186 sec): 3 clusters Score: Raw -252846.917004 + Penalty 900.051801 = -251946.865202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.480619 sec): 2 clusters Score: Raw -1606.648716 + Penalty 60.889113 = -1545.759602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.480888 sec): 3 clusters Score: Raw -1658.946122 + Penalty 126.317506 = -1532.628616 nChanged 1 SP:Iteration 1Q (146.481140 sec): 3 clusters Score: Raw -1660.903034 + Penalty 126.317506 = -1534.585528 nChanged 0 SP:Iteration 2F (146.481389 sec): 3 clusters Score: Raw -1660.903034 + Penalty 126.317506 = -1534.585528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.489422 sec): 2 clusters Score: Raw -211167.786168 + Penalty 490.470357 = -210677.315812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.493944 sec): 3 clusters Score: Raw -209771.973680 + Penalty 978.425150 = -208793.548530 nChanged 1030 SP:Iteration 1F (146.498384 sec): 3 clusters Score: Raw -210561.138751 + Penalty 975.478181 = -209585.660569 nChanged 291 SP:Iteration 2F (146.502861 sec): 3 clusters Score: Raw -210818.656327 + Penalty 975.984279 = -209842.672048 nChanged 190 SP:Iteration 3F (146.507357 sec): 3 clusters Score: Raw -211018.253402 + Penalty 978.506328 = -210039.747075 nChanged 156 SP:Iteration 4F (146.511725 sec): 3 clusters Score: Raw -211167.305484 + Penalty 982.523403 = -210184.782081 nChanged 127 SP:Iteration 5F (146.516170 sec): 3 clusters Score: Raw -211290.618244 + Penalty 985.336032 = -210305.282213 nChanged 101 SP:Iteration 6Q (146.520512 sec): 3 clusters Score: Raw -211368.639052 + Penalty 987.047455 = -210381.591597 nChanged 66 SP:Iteration 7Q (146.524687 sec): 3 clusters Score: Raw -211399.629360 + Penalty 987.748834 = -210411.880526 nChanged 39 SP:Iteration 8Q (146.528861 sec): 3 clusters Score: Raw -211416.204006 + Penalty 988.322629 = -210427.881377 nChanged 30 SP:Iteration 9Q (146.533029 sec): 3 clusters Score: Raw -211425.196058 + Penalty 988.622596 = -210436.573462 nChanged 15 SP:Iteration 10F (146.537406 sec): 3 clusters Score: Raw -211428.484452 + Penalty 989.112198 = -210439.372254 nChanged 10 SP:Iteration 11Q (146.541546 sec): 3 clusters Score: Raw -211430.356914 + Penalty 989.075747 = -210441.281166 nChanged 4 SP:Iteration 12Q (146.545638 sec): 3 clusters Score: Raw -211431.208924 + Penalty 989.126321 = -210442.082603 nChanged 2 SP:Iteration 13Q (146.549784 sec): 3 clusters Score: Raw -211431.460670 + Penalty 989.126321 = -210442.334350 nChanged 0 SP:Iteration 14F (146.554308 sec): 3 clusters Score: Raw -211431.460670 + Penalty 989.126321 = -210442.334350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 20 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.556727 sec): 2 clusters Score: Raw -2751.027869 + Penalty 56.437225 = -2694.590644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.557023 sec): 3 clusters Score: Raw -2799.138950 + Penalty 112.874450 = -2686.264500 nChanged 11 SP:Iteration 1F (146.557313 sec): 3 clusters Score: Raw -2828.723043 + Penalty 112.874450 = -2715.848593 nChanged 0 Score: Raw -3375916.880020 + Penalty 27940.775741 = -3347976.104280 Splitting cluster 20 changes total score from -3326589.122433 to -3347976.104280 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.315125 sec): 2 clusters Score: Raw -73975.059527 + Penalty 785.475584 = -73189.583942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.316905 sec): 3 clusters Score: Raw -73604.010644 + Penalty 1570.977789 = -72033.032856 nChanged 302 SP:Iteration 1F (147.318641 sec): 3 clusters Score: Raw -73811.381658 + Penalty 1571.317800 = -72240.063857 nChanged 68 SP:Iteration 2F (147.320397 sec): 3 clusters Score: Raw -73858.574853 + Penalty 1572.373426 = -72286.201427 nChanged 33 SP:Iteration 3Q (147.322127 sec): 3 clusters Score: Raw -73892.931392 + Penalty 1575.929818 = -72317.001574 nChanged 35 SP:Iteration 4Q (147.323823 sec): 3 clusters Score: Raw -73940.471465 + Penalty 1580.094940 = -72360.376525 nChanged 39 SP:Iteration 5Q (147.325539 sec): 3 clusters Score: Raw -73992.752407 + Penalty 1583.678872 = -72409.073535 nChanged 39 SP:Iteration 6Q (147.327220 sec): 3 clusters Score: Raw -74041.951185 + Penalty 1590.426330 = -72451.524855 nChanged 38 SP:Iteration 7Q (147.328895 sec): 3 clusters Score: Raw -74098.959892 + Penalty 1602.867434 = -72496.092458 nChanged 46 SP:Iteration 8F (147.330654 sec): 3 clusters Score: Raw -74156.837413 + Penalty 1614.379022 = -72542.458391 nChanged 34 SP:Iteration 9Q (147.332331 sec): 3 clusters Score: Raw -74210.689244 + Penalty 1627.140650 = -72583.548594 nChanged 41 SP:Iteration 10F (147.334081 sec): 3 clusters Score: Raw -74262.312190 + Penalty 1633.855675 = -72628.456515 nChanged 27 SP:Iteration 11Q (147.335729 sec): 3 clusters Score: Raw -74283.553355 + Penalty 1638.244212 = -72645.309143 nChanged 11 SP:Iteration 12Q (147.337361 sec): 3 clusters Score: Raw -74291.152137 + Penalty 1640.953240 = -72650.198897 nChanged 10 SP:Iteration 13Q (147.339003 sec): 3 clusters Score: Raw -74297.217762 + Penalty 1641.123949 = -72656.093813 nChanged 7 SP:Iteration 14Q (147.340633 sec): 3 clusters Score: Raw -74304.844443 + Penalty 1641.981698 = -72662.862745 nChanged 7 SP:Iteration 15Q (147.342286 sec): 3 clusters Score: Raw -74313.909577 + Penalty 1641.645626 = -72672.263952 nChanged 7 SP:Iteration 16Q (147.343892 sec): 3 clusters Score: Raw -74318.483598 + Penalty 1640.322359 = -72678.161240 nChanged 2 SP:Iteration 17Q (147.345600 sec): 3 clusters Score: Raw -74321.198422 + Penalty 1639.453407 = -72681.745014 nChanged 3 SP:Iteration 18Q (147.347326 sec): 3 clusters Score: Raw -74323.905373 + Penalty 1638.470047 = -72685.435327 nChanged 4 SP:Iteration 19Q (147.349012 sec): 3 clusters Score: Raw -74328.807172 + Penalty 1638.900155 = -72689.907017 nChanged 4 SP:Iteration 20F (147.350855 sec): 3 clusters Score: Raw -74330.204143 + Penalty 1638.900155 = -72691.303988 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 23 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.354387 sec): 2 clusters Score: Raw -90234.255181 + Penalty 485.349314 = -89748.905867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.356522 sec): 3 clusters Score: Raw -89621.092738 + Penalty 970.630258 = -88650.462481 nChanged 415 SP:Iteration 1F (147.358594 sec): 3 clusters Score: Raw -89874.722782 + Penalty 980.032770 = -88894.690012 nChanged 159 SP:Iteration 2F (147.360689 sec): 3 clusters Score: Raw -90042.508082 + Penalty 991.065462 = -89051.442619 nChanged 118 SP:Iteration 3F (147.362767 sec): 3 clusters Score: Raw -90180.082667 + Penalty 999.053351 = -89181.029315 nChanged 63 SP:Iteration 4F (147.364841 sec): 3 clusters Score: Raw -90227.741888 + Penalty 1003.214050 = -89224.527837 nChanged 36 SP:Iteration 5Q (147.366910 sec): 3 clusters Score: Raw -90246.107408 + Penalty 1005.884985 = -89240.222422 nChanged 17 SP:Iteration 6Q (147.368923 sec): 3 clusters Score: Raw -90252.820492 + Penalty 1009.756266 = -89243.064225 nChanged 12 SP:Iteration 7Q (147.370972 sec): 3 clusters Score: Raw -90258.727588 + Penalty 1010.715636 = -89248.011952 nChanged 6 SP:Iteration 8Q (147.373131 sec): 3 clusters Score: Raw -90261.787838 + Penalty 1010.412656 = -89251.375182 nChanged 6 SP:Iteration 9Q (147.375207 sec): 3 clusters Score: Raw -90263.579509 + Penalty 1010.820081 = -89252.759428 nChanged 2 SP:Iteration 10F (147.377318 sec): 3 clusters Score: Raw -90264.332377 + Penalty 1010.765855 = -89253.566522 nChanged 1 SP:Iteration 11Q (147.379341 sec): 3 clusters Score: Raw -90264.442970 + Penalty 1010.765855 = -89253.677116 nChanged 0 SP:Iteration 12F (147.381522 sec): 3 clusters Score: Raw -90264.442970 + Penalty 1010.765855 = -89253.677116 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.384715 sec): 2 clusters Score: Raw -49842.393744 + Penalty 972.976833 = -48869.416912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.386037 sec): 3 clusters Score: Raw -49707.307179 + Penalty 1941.432331 = -47765.874847 nChanged 161 SP:Iteration 1F (147.387331 sec): 3 clusters Score: Raw -49914.882553 + Penalty 1939.528208 = -47975.354345 nChanged 52 SP:Iteration 2F (147.388621 sec): 3 clusters Score: Raw -50034.505974 + Penalty 1938.816416 = -48095.689558 nChanged 31 SP:Iteration 3F (147.389896 sec): 3 clusters Score: Raw -50104.164596 + Penalty 1937.585161 = -48166.579434 nChanged 28 SP:Iteration 4Q (147.391089 sec): 3 clusters Score: Raw -50158.492930 + Penalty 1937.145071 = -48221.347859 nChanged 19 SP:Iteration 5Q (147.392259 sec): 3 clusters Score: Raw -50194.028957 + Penalty 1936.928348 = -48257.100609 nChanged 9 SP:Iteration 6Q (147.393417 sec): 3 clusters Score: Raw -50210.812847 + Penalty 1937.698392 = -48273.114455 nChanged 6 SP:Iteration 7Q (147.394591 sec): 3 clusters Score: Raw -50220.794321 + Penalty 1938.140695 = -48282.653626 nChanged 3 SP:Iteration 8Q (147.395749 sec): 3 clusters Score: Raw -50223.334320 + Penalty 1938.140695 = -48285.193625 nChanged 0 SP:Iteration 9F (147.397009 sec): 3 clusters Score: Raw -50223.334320 + Penalty 1938.140695 = -48285.193625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.399251 sec): 2 clusters Score: Raw -37771.553859 + Penalty 273.838592 = -37497.715267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.400266 sec): 3 clusters Score: Raw -37540.279761 + Penalty 553.355067 = -36986.924694 nChanged 182 SP:Iteration 1F (147.401253 sec): 3 clusters Score: Raw -37675.105110 + Penalty 584.943004 = -37090.162106 nChanged 52 SP:Iteration 2F (147.402234 sec): 3 clusters Score: Raw -37738.885733 + Penalty 636.577489 = -37102.308244 nChanged 33 SP:Iteration 3F (147.403214 sec): 3 clusters Score: Raw -37790.580956 + Penalty 689.784606 = -37100.796350 nChanged 20 SP:Iteration 4F (147.404213 sec): 3 clusters Score: Raw -37816.817485 + Penalty 715.751821 = -37101.065664 nChanged 7 SP:Iteration 5Q (147.405127 sec): 3 clusters Score: Raw -37823.904200 + Penalty 722.057402 = -37101.846798 nChanged 3 SP:Iteration 6Q (147.406015 sec): 3 clusters Score: Raw -37825.906531 + Penalty 727.136203 = -37098.770328 nChanged 1 SP:Iteration 7F (147.406995 sec): 3 clusters Score: Raw -37826.373504 + Penalty 727.136203 = -37099.237301 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 28 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.410719 sec): 2 clusters Score: Raw -56484.350101 + Penalty 826.674463 = -55657.675638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.412052 sec): 3 clusters Score: Raw -56213.578531 + Penalty 1654.838891 = -54558.739640 nChanged 196 SP:Iteration 1F (147.413335 sec): 3 clusters Score: Raw -56378.218326 + Penalty 1659.687525 = -54718.530801 nChanged 59 SP:Iteration 2F (147.414645 sec): 3 clusters Score: Raw -56457.845133 + Penalty 1662.971290 = -54794.873843 nChanged 46 SP:Iteration 3F (147.415940 sec): 3 clusters Score: Raw -56519.275700 + Penalty 1667.317857 = -54851.957843 nChanged 32 SP:Iteration 4F (147.417225 sec): 3 clusters Score: Raw -56566.972979 + Penalty 1669.812505 = -54897.160474 nChanged 23 SP:Iteration 5Q (147.418480 sec): 3 clusters Score: Raw -56597.722271 + Penalty 1669.497148 = -54928.225123 nChanged 22 SP:Iteration 6Q (147.419751 sec): 3 clusters Score: Raw -56624.230065 + Penalty 1670.510377 = -54953.719688 nChanged 16 SP:Iteration 7Q (147.420993 sec): 3 clusters Score: Raw -56642.009377 + Penalty 1672.033815 = -54969.975562 nChanged 13 SP:Iteration 8Q (147.422221 sec): 3 clusters Score: Raw -56661.862529 + Penalty 1675.092280 = -54986.770249 nChanged 7 SP:Iteration 9Q (147.423437 sec): 3 clusters Score: Raw -56669.287779 + Penalty 1677.679224 = -54991.608555 nChanged 6 SP:Iteration 10F (147.424750 sec): 3 clusters Score: Raw -56674.915121 + Penalty 1680.367330 = -54994.547791 nChanged 4 SP:Iteration 11Q (147.425974 sec): 3 clusters Score: Raw -56678.385461 + Penalty 1681.557269 = -54996.828193 nChanged 2 SP:Iteration 12Q (147.427175 sec): 3 clusters Score: Raw -56679.220967 + Penalty 1683.267108 = -54995.953859 nChanged 3 SP:Iteration 13F (147.428456 sec): 3 clusters Score: Raw -56680.649827 + Penalty 1685.301237 = -54995.348590 nChanged 3 SP:Iteration 14F (147.429764 sec): 3 clusters Score: Raw -56682.250978 + Penalty 1685.301237 = -54996.949741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.432283 sec): 2 clusters Score: Raw -36609.498290 + Penalty 831.598402 = -35777.899888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.433305 sec): 3 clusters Score: Raw -36505.033135 + Penalty 1665.159812 = -34839.873323 nChanged 104 SP:Iteration 1F (147.434366 sec): 3 clusters Score: Raw -36632.150096 + Penalty 1665.413126 = -34966.736970 nChanged 32 SP:Iteration 2F (147.435416 sec): 3 clusters Score: Raw -36686.375119 + Penalty 1664.308460 = -35022.066659 nChanged 23 SP:Iteration 3Q (147.436393 sec): 3 clusters Score: Raw -36729.326636 + Penalty 1663.811965 = -35065.514671 nChanged 16 SP:Iteration 4Q (147.437361 sec): 3 clusters Score: Raw -36770.967517 + Penalty 1662.919144 = -35108.048374 nChanged 15 SP:Iteration 5Q (147.438322 sec): 3 clusters Score: Raw -36799.667090 + Penalty 1662.251576 = -35137.415514 nChanged 17 SP:Iteration 6Q (147.439295 sec): 3 clusters Score: Raw -36846.810072 + Penalty 1662.449937 = -35184.360135 nChanged 11 SP:Iteration 7Q (147.440243 sec): 3 clusters Score: Raw -36874.278806 + Penalty 1662.964680 = -35211.314126 nChanged 8 SP:Iteration 8Q (147.441181 sec): 3 clusters Score: Raw -36892.040064 + Penalty 1663.236813 = -35228.803251 nChanged 9 SP:Iteration 9Q (147.442112 sec): 3 clusters Score: Raw -36914.445285 + Penalty 1663.610112 = -35250.835173 nChanged 5 SP:Iteration 10F (147.443114 sec): 3 clusters Score: Raw -36924.603492 + Penalty 1663.780002 = -35260.823490 nChanged 4 SP:Iteration 11Q (147.444068 sec): 3 clusters Score: Raw -36930.024564 + Penalty 1663.699623 = -35266.324941 nChanged 2 SP:Iteration 12Q (147.445004 sec): 3 clusters Score: Raw -36932.361327 + Penalty 1663.699623 = -35268.661704 nChanged 0 SP:Iteration 13F (147.446006 sec): 3 clusters Score: Raw -36932.361327 + Penalty 1663.699623 = -35268.661704 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.448696 sec): 2 clusters Score: Raw -75877.256121 + Penalty 758.000425 = -75119.255696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.450369 sec): 3 clusters Score: Raw -75528.490481 + Penalty 1516.319546 = -74012.170935 nChanged 278 SP:Iteration 1F (147.451999 sec): 3 clusters Score: Raw -75760.749909 + Penalty 1517.720314 = -74243.029595 nChanged 102 SP:Iteration 2F (147.453632 sec): 3 clusters Score: Raw -75869.480927 + Penalty 1519.250139 = -74350.230788 nChanged 61 SP:Iteration 3F (147.455267 sec): 3 clusters Score: Raw -75940.253485 + Penalty 1520.265955 = -74419.987530 nChanged 45 SP:Iteration 4F (147.456896 sec): 3 clusters Score: Raw -75983.832807 + Penalty 1521.255341 = -74462.577466 nChanged 31 SP:Iteration 5Q (147.458537 sec): 3 clusters Score: Raw -76011.003676 + Penalty 1523.861320 = -74487.142356 nChanged 19 SP:Iteration 6Q (147.460140 sec): 3 clusters Score: Raw -76024.620309 + Penalty 1524.352861 = -74500.267448 nChanged 9 SP:Iteration 7Q (147.461738 sec): 3 clusters Score: Raw -76030.534086 + Penalty 1525.635722 = -74504.898364 nChanged 8 SP:Iteration 8Q (147.463342 sec): 3 clusters Score: Raw -76038.418172 + Penalty 1525.937382 = -74512.480790 nChanged 7 SP:Iteration 9Q (147.464917 sec): 3 clusters Score: Raw -76043.062922 + Penalty 1526.116947 = -74516.945974 nChanged 4 SP:Iteration 10F (147.466563 sec): 3 clusters Score: Raw -76044.997137 + Penalty 1526.116947 = -74518.880189 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.469617 sec): 2 clusters Score: Raw -80314.367212 + Penalty 824.294181 = -79490.073031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.471423 sec): 3 clusters Score: Raw -79924.163785 + Penalty 1646.388526 = -78277.775259 nChanged 299 SP:Iteration 1F (147.473186 sec): 3 clusters Score: Raw -80141.617236 + Penalty 1644.329343 = -78497.287893 nChanged 82 SP:Iteration 2F (147.474949 sec): 3 clusters Score: Raw -80208.768106 + Penalty 1644.740719 = -78564.027387 nChanged 57 SP:Iteration 3F (147.476721 sec): 3 clusters Score: Raw -80275.203772 + Penalty 1645.780204 = -78629.423568 nChanged 53 SP:Iteration 4F (147.478506 sec): 3 clusters Score: Raw -80339.142684 + Penalty 1649.196781 = -78689.945903 nChanged 49 SP:Iteration 5F (147.480336 sec): 3 clusters Score: Raw -80403.386064 + Penalty 1654.665063 = -78748.721001 nChanged 54 SP:Iteration 6F (147.482215 sec): 3 clusters Score: Raw -80482.379094 + Penalty 1662.934670 = -78819.444425 nChanged 53 SP:Iteration 7F (147.484063 sec): 3 clusters Score: Raw -80550.879842 + Penalty 1668.883611 = -78881.996231 nChanged 43 SP:Iteration 8Q (147.485801 sec): 3 clusters Score: Raw -80604.751964 + Penalty 1672.044305 = -78932.707659 nChanged 30 SP:Iteration 9Q (147.487492 sec): 3 clusters Score: Raw -80637.307088 + Penalty 1672.367878 = -78964.939209 nChanged 9 SP:Iteration 10F (147.489224 sec): 3 clusters Score: Raw -80649.042508 + Penalty 1671.252335 = -78977.790172 nChanged 13 SP:Iteration 11Q (147.490919 sec): 3 clusters Score: Raw -80662.953954 + Penalty 1671.128041 = -78991.825914 nChanged 8 SP:Iteration 12Q (147.492587 sec): 3 clusters Score: Raw -80670.033302 + Penalty 1670.231174 = -78999.802127 nChanged 4 SP:Iteration 13Q (147.494244 sec): 3 clusters Score: Raw -80672.950547 + Penalty 1669.937737 = -79003.012810 nChanged 1 SP:Iteration 14Q (147.495891 sec): 3 clusters Score: Raw -80673.354702 + Penalty 1669.937737 = -79003.416965 nChanged 0 SP:Iteration 15F (147.497622 sec): 3 clusters Score: Raw -80673.354702 + Penalty 1669.937737 = -79003.416965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.499578 sec): 2 clusters Score: Raw -47767.839074 + Penalty 599.417606 = -47168.421468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.500753 sec): 3 clusters Score: Raw -47538.644202 + Penalty 1198.570257 = -46340.073944 nChanged 159 SP:Iteration 1F (147.501914 sec): 3 clusters Score: Raw -47652.075197 + Penalty 1203.229637 = -46448.845561 nChanged 56 SP:Iteration 2F (147.503050 sec): 3 clusters Score: Raw -47702.112678 + Penalty 1215.453410 = -46486.659268 nChanged 41 SP:Iteration 3F (147.504147 sec): 3 clusters Score: Raw -47743.176815 + Penalty 1228.760226 = -46514.416589 nChanged 30 SP:Iteration 4F (147.505249 sec): 3 clusters Score: Raw -47773.101511 + Penalty 1241.186419 = -46531.915093 nChanged 21 SP:Iteration 5Q (147.506345 sec): 3 clusters Score: Raw -47788.196958 + Penalty 1252.170297 = -46536.026660 nChanged 17 SP:Iteration 6Q (147.507440 sec): 3 clusters Score: Raw -47803.896255 + Penalty 1261.197648 = -46542.698608 nChanged 13 SP:Iteration 7Q (147.508525 sec): 3 clusters Score: Raw -47817.509698 + Penalty 1266.053998 = -46551.455700 nChanged 5 SP:Iteration 8Q (147.509601 sec): 3 clusters Score: Raw -47821.881830 + Penalty 1270.673735 = -46551.208096 nChanged 6 SP:Iteration 9F (147.510717 sec): 3 clusters Score: Raw -47829.102025 + Penalty 1278.208083 = -46550.893941 nChanged 6 SP:Iteration 10F (147.511872 sec): 3 clusters Score: Raw -47839.397098 + Penalty 1282.529274 = -46556.867824 nChanged 3 SP:Iteration 11Q (147.512975 sec): 3 clusters Score: Raw -47842.806516 + Penalty 1284.732298 = -46558.074218 nChanged 2 SP:Iteration 12Q (147.514063 sec): 3 clusters Score: Raw -47844.088069 + Penalty 1285.302101 = -46558.785968 nChanged 1 SP:Iteration 13Q (147.515136 sec): 3 clusters Score: Raw -47844.265436 + Penalty 1286.928328 = -46557.337108 nChanged 1 SP:Iteration 14F (147.516257 sec): 3 clusters Score: Raw -47844.742375 + Penalty 1287.854519 = -46556.887855 nChanged 1 SP:Iteration 15F (147.517374 sec): 3 clusters Score: Raw -47845.856271 + Penalty 1287.854519 = -46558.001751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.518439 sec): 2 clusters Score: Raw -18784.139845 + Penalty 668.651339 = -18115.488506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.519028 sec): 3 clusters Score: Raw -18758.154896 + Penalty 1335.477335 = -17422.677561 nChanged 37 SP:Iteration 1F (147.519606 sec): 3 clusters Score: Raw -18823.022527 + Penalty 1331.193062 = -17491.829465 nChanged 15 SP:Iteration 2F (147.520233 sec): 3 clusters Score: Raw -18854.956411 + Penalty 1328.907976 = -17526.048436 nChanged 6 SP:Iteration 3Q (147.520803 sec): 3 clusters Score: Raw -18863.195847 + Penalty 1327.488726 = -17535.707121 nChanged 4 SP:Iteration 4Q (147.521363 sec): 3 clusters Score: Raw -18867.872810 + Penalty 1327.142583 = -17540.730227 nChanged 3 SP:Iteration 5Q (147.521923 sec): 3 clusters Score: Raw -18873.608580 + Penalty 1327.121967 = -17546.486613 nChanged 6 SP:Iteration 6Q (147.522481 sec): 3 clusters Score: Raw -18884.817279 + Penalty 1326.221638 = -17558.595641 nChanged 2 SP:Iteration 7Q (147.523034 sec): 3 clusters Score: Raw -18888.379593 + Penalty 1324.780930 = -17563.598663 nChanged 1 SP:Iteration 8Q (147.523589 sec): 3 clusters Score: Raw -18890.329491 + Penalty 1324.780930 = -17565.548562 nChanged 0 SP:Iteration 9F (147.524164 sec): 3 clusters Score: Raw -18890.329491 + Penalty 1324.780930 = -17565.548562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.526172 sec): 2 clusters Score: Raw -47216.822651 + Penalty 557.901881 = -46658.920770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.527398 sec): 3 clusters Score: Raw -46963.409624 + Penalty 1111.984480 = -45851.425145 nChanged 176 SP:Iteration 1F (147.528600 sec): 3 clusters Score: Raw -47085.080611 + Penalty 1110.512216 = -45974.568394 nChanged 49 SP:Iteration 2F (147.529780 sec): 3 clusters Score: Raw -47131.270009 + Penalty 1109.260696 = -46022.009313 nChanged 35 SP:Iteration 3F (147.530934 sec): 3 clusters Score: Raw -47156.806888 + Penalty 1109.406725 = -46047.400163 nChanged 20 SP:Iteration 4Q (147.532076 sec): 3 clusters Score: Raw -47171.213841 + Penalty 1110.452786 = -46060.761056 nChanged 10 SP:Iteration 5Q (147.533217 sec): 3 clusters Score: Raw -47179.761284 + Penalty 1110.918589 = -46068.842694 nChanged 12 SP:Iteration 6Q (147.534379 sec): 3 clusters Score: Raw -47199.105703 + Penalty 1111.130213 = -46087.975489 nChanged 13 SP:Iteration 7Q (147.535524 sec): 3 clusters Score: Raw -47214.222376 + Penalty 1114.010638 = -46100.211739 nChanged 13 SP:Iteration 8Q (147.536651 sec): 3 clusters Score: Raw -47222.030380 + Penalty 1116.721874 = -46105.308505 nChanged 12 SP:Iteration 9Q (147.537776 sec): 3 clusters Score: Raw -47229.554194 + Penalty 1119.992918 = -46109.561276 nChanged 13 SP:Iteration 10F (147.538948 sec): 3 clusters Score: Raw -47236.534464 + Penalty 1123.087263 = -46113.447200 nChanged 7 SP:Iteration 11Q (147.540120 sec): 3 clusters Score: Raw -47240.619736 + Penalty 1125.958349 = -46114.661387 nChanged 7 SP:Iteration 12Q (147.541246 sec): 3 clusters Score: Raw -47244.048852 + Penalty 1129.717168 = -46114.331684 nChanged 8 SP:Iteration 13F (147.542399 sec): 3 clusters Score: Raw -47248.019619 + Penalty 1135.604885 = -46112.414734 nChanged 12 SP:Iteration 14F (147.543553 sec): 3 clusters Score: Raw -47254.845249 + Penalty 1142.001346 = -46112.843903 nChanged 14 SP:Iteration 15Q (147.544671 sec): 3 clusters Score: Raw -47261.786030 + Penalty 1146.537529 = -46115.248502 nChanged 11 SP:Iteration 16Q (147.545777 sec): 3 clusters Score: Raw -47267.812852 + Penalty 1149.336476 = -46118.476376 nChanged 5 SP:Iteration 17Q (147.546879 sec): 3 clusters Score: Raw -47271.026873 + Penalty 1151.650240 = -46119.376633 nChanged 5 SP:Iteration 18Q (147.548001 sec): 3 clusters Score: Raw -47273.512478 + Penalty 1154.753981 = -46118.758497 nChanged 9 SP:Iteration 19F (147.549150 sec): 3 clusters Score: Raw -47280.177075 + Penalty 1157.939629 = -46122.237446 nChanged 6 SP:Iteration 20F (147.550294 sec): 3 clusters Score: Raw -47282.954218 + Penalty 1160.148853 = -46122.805365 nChanged 4 SP:Iteration 21Q (147.551391 sec): 3 clusters Score: Raw -47284.641233 + Penalty 1162.607854 = -46122.033379 nChanged 4 SP:Iteration 22F (147.552557 sec): 3 clusters Score: Raw -47286.428631 + Penalty 1165.888447 = -46120.540185 nChanged 5 SP:Iteration 23F (147.553708 sec): 3 clusters Score: Raw -47289.559692 + Penalty 1168.461543 = -46121.098149 nChanged 5 SP:Iteration 24Q (147.554840 sec): 3 clusters Score: Raw -47293.502022 + Penalty 1171.109854 = -46122.392168 nChanged 4 SP:Iteration 25Q (147.555929 sec): 3 clusters Score: Raw -47295.724165 + Penalty 1173.189244 = -46122.534920 nChanged 3 SP:Iteration 26Q (147.557035 sec): 3 clusters Score: Raw -47296.720574 + Penalty 1173.705275 = -46123.015299 nChanged 2 SP:Iteration 27Q (147.558126 sec): 3 clusters Score: Raw -47297.829385 + Penalty 1175.587105 = -46122.242281 nChanged 2 SP:Iteration 28F (147.559271 sec): 3 clusters Score: Raw -47299.031494 + Penalty 1175.495708 = -46123.535786 nChanged 2 SP:Iteration 29Q (147.560356 sec): 3 clusters Score: Raw -47300.266119 + Penalty 1176.395075 = -46123.871043 nChanged 1 SP:Iteration 30F (147.561526 sec): 3 clusters Score: Raw -47300.709671 + Penalty 1177.939172 = -46122.770499 nChanged 2 SP:Iteration 31F (147.562673 sec): 3 clusters Score: Raw -47301.669197 + Penalty 1179.491895 = -46122.177302 nChanged 2 SP:Iteration 32F (147.563818 sec): 3 clusters Score: Raw -47302.922016 + Penalty 1179.796084 = -46123.125932 nChanged 1 SP:Iteration 33Q (147.564906 sec): 3 clusters Score: Raw -47303.484972 + Penalty 1180.352630 = -46123.132342 nChanged 1 SP:Iteration 34Q (147.566096 sec): 3 clusters Score: Raw -47303.847989 + Penalty 1180.824655 = -46123.023333 nChanged 1 SP:Iteration 35F (147.567266 sec): 3 clusters Score: Raw -47303.857043 + Penalty 1180.781708 = -46123.075334 nChanged 1 SP:Iteration 36Q (147.568403 sec): 3 clusters Score: Raw -47303.984808 + Penalty 1181.581819 = -46122.402989 nChanged 1 SP:Iteration 37F (147.569602 sec): 3 clusters Score: Raw -47304.370119 + Penalty 1181.975167 = -46122.394951 nChanged 1 SP:Iteration 38F (147.570804 sec): 3 clusters Score: Raw -47305.133927 + Penalty 1183.189673 = -46121.944254 nChanged 2 SP:Iteration 39F (147.571953 sec): 3 clusters Score: Raw -47305.367129 + Penalty 1184.385868 = -46120.981261 nChanged 2 SP:Iteration 40F (147.573097 sec): 3 clusters Score: Raw -47305.966244 + Penalty 1185.080193 = -46120.886051 nChanged 1 SP:Iteration 41F (147.574240 sec): 3 clusters Score: Raw -47306.808392 + Penalty 1187.278429 = -46119.529963 nChanged 2 SP:Iteration 42F (147.575410 sec): 3 clusters Score: Raw -47307.887618 + Penalty 1189.431895 = -46118.455723 nChanged 2 SP:Iteration 43F (147.576566 sec): 3 clusters Score: Raw -47308.509565 + Penalty 1192.425468 = -46116.084097 nChanged 3 SP:Iteration 44F (147.577713 sec): 3 clusters Score: Raw -47309.241001 + Penalty 1193.475015 = -46115.765986 nChanged 1 SP:Iteration 45F (147.578868 sec): 3 clusters Score: Raw -47309.343854 + Penalty 1194.047799 = -46115.296055 nChanged 1 SP:Iteration 46F (147.580032 sec): 3 clusters Score: Raw -47310.278967 + Penalty 1192.775803 = -46117.503163 nChanged 2 SP:Iteration 47Q (147.581138 sec): 3 clusters Score: Raw -47312.155827 + Penalty 1196.124607 = -46116.031220 nChanged 6 SP:Iteration 48F (147.582298 sec): 3 clusters Score: Raw -47318.329373 + Penalty 1199.610535 = -46118.718838 nChanged 4 SP:Iteration 49Q (147.583424 sec): 3 clusters Score: Raw -47320.291438 + Penalty 1201.727536 = -46118.563902 nChanged 3 SP:Iteration 50F (147.584631 sec): 3 clusters Score: Raw -47321.579187 + Penalty 1203.803491 = -46117.775696 nChanged 3 SP:Iteration 51F (147.585837 sec): 3 clusters Score: Raw -47324.181521 + Penalty 1204.548942 = -46119.632580 nChanged 2 SP:Iteration 52Q (147.586952 sec): 3 clusters Score: Raw -47326.162900 + Penalty 1205.880532 = -46120.282368 nChanged 1 SP:Iteration 53Q (147.588018 sec): 3 clusters Score: Raw -47327.655940 + Penalty 1207.153522 = -46120.502418 nChanged 1 SP:Iteration 54Q (147.589102 sec): 3 clusters Score: Raw -47327.807082 + Penalty 1207.153522 = -46120.653560 nChanged 0 SP:Iteration 55F (147.590251 sec): 3 clusters Score: Raw -47327.807082 + Penalty 1207.153522 = -46120.653560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.591986 sec): 2 clusters Score: Raw -37813.285051 + Penalty 734.086492 = -37079.198559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.592950 sec): 3 clusters Score: Raw -37665.925121 + Penalty 1467.072238 = -36198.852882 nChanged 106 SP:Iteration 1F (147.593916 sec): 3 clusters Score: Raw -37796.233992 + Penalty 1467.809964 = -36328.424028 nChanged 43 SP:Iteration 2F (147.594875 sec): 3 clusters Score: Raw -37849.426782 + Penalty 1465.299710 = -36384.127072 nChanged 19 SP:Iteration 3Q (147.595808 sec): 3 clusters Score: Raw -37885.551563 + Penalty 1464.335701 = -36421.215862 nChanged 14 SP:Iteration 4Q (147.596737 sec): 3 clusters Score: Raw -37906.237256 + Penalty 1462.723238 = -36443.514019 nChanged 10 SP:Iteration 5Q (147.597655 sec): 3 clusters Score: Raw -37912.168268 + Penalty 1462.451784 = -36449.716484 nChanged 4 SP:Iteration 6Q (147.598591 sec): 3 clusters Score: Raw -37916.540482 + Penalty 1464.210143 = -36452.330339 nChanged 5 SP:Iteration 7Q (147.599513 sec): 3 clusters Score: Raw -37924.341293 + Penalty 1464.047199 = -36460.294094 nChanged 5 SP:Iteration 8Q (147.600430 sec): 3 clusters Score: Raw -37933.427165 + Penalty 1465.742210 = -36467.684955 nChanged 4 SP:Iteration 9Q (147.601343 sec): 3 clusters Score: Raw -37935.870094 + Penalty 1466.987223 = -36468.882871 nChanged 2 SP:Iteration 10F (147.602287 sec): 3 clusters Score: Raw -37936.537600 + Penalty 1467.476391 = -36469.061208 nChanged 1 SP:Iteration 11Q (147.603227 sec): 3 clusters Score: Raw -37937.103035 + Penalty 1467.476391 = -36469.626643 nChanged 0 SP:Iteration 12F (147.604175 sec): 3 clusters Score: Raw -37937.103035 + Penalty 1467.476391 = -36469.626643 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 52 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.608310 sec): 2 clusters Score: Raw -123893.884984 + Penalty 517.966152 = -123375.918831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.610934 sec): 3 clusters Score: Raw -123150.055000 + Penalty 1033.513219 = -122116.541781 nChanged 514 SP:Iteration 1F (147.613535 sec): 3 clusters Score: Raw -123456.227434 + Penalty 1032.424861 = -122423.802573 nChanged 124 SP:Iteration 2F (147.616095 sec): 3 clusters Score: Raw -123533.884888 + Penalty 1031.687919 = -122502.196969 nChanged 91 SP:Iteration 3F (147.618677 sec): 3 clusters Score: Raw -123587.986607 + Penalty 1031.358947 = -122556.627659 nChanged 59 SP:Iteration 4Q (147.621251 sec): 3 clusters Score: Raw -123620.389204 + Penalty 1031.662879 = -122588.726325 nChanged 47 SP:Iteration 5Q (147.623840 sec): 3 clusters Score: Raw -123638.759118 + Penalty 1031.914244 = -122606.844874 nChanged 30 SP:Iteration 6Q (147.626413 sec): 3 clusters Score: Raw -123654.680147 + Penalty 1031.839404 = -122622.840743 nChanged 28 SP:Iteration 7Q (147.628956 sec): 3 clusters Score: Raw -123667.904004 + Penalty 1031.594038 = -122636.309966 nChanged 21 SP:Iteration 8Q (147.631548 sec): 3 clusters Score: Raw -123680.457154 + Penalty 1031.168465 = -122649.288689 nChanged 23 SP:Iteration 9Q (147.634137 sec): 3 clusters Score: Raw -123690.526950 + Penalty 1030.750865 = -122659.776085 nChanged 18 SP:Iteration 10F (147.636714 sec): 3 clusters Score: Raw -123697.104333 + Penalty 1030.560399 = -122666.543933 nChanged 16 SP:Iteration 11Q (147.639271 sec): 3 clusters Score: Raw -123701.779470 + Penalty 1030.776751 = -122671.002719 nChanged 8 SP:Iteration 12Q (147.641784 sec): 3 clusters Score: Raw -123704.807897 + Penalty 1030.924610 = -122673.883287 nChanged 11 SP:Iteration 13Q (147.644307 sec): 3 clusters Score: Raw -123708.184650 + Penalty 1031.136219 = -122677.048431 nChanged 12 SP:Iteration 14Q (147.646872 sec): 3 clusters Score: Raw -123713.089837 + Penalty 1031.401083 = -122681.688754 nChanged 12 SP:Iteration 15Q (147.649433 sec): 3 clusters Score: Raw -123716.964340 + Penalty 1031.435198 = -122685.529142 nChanged 13 SP:Iteration 16Q (147.651992 sec): 3 clusters Score: Raw -123720.878214 + Penalty 1031.330779 = -122689.547435 nChanged 10 SP:Iteration 17Q (147.654520 sec): 3 clusters Score: Raw -123723.068583 + Penalty 1031.332465 = -122691.736118 nChanged 7 SP:Iteration 18Q (147.657047 sec): 3 clusters Score: Raw -123725.236095 + Penalty 1030.966465 = -122694.269629 nChanged 14 SP:Iteration 19Q (147.659526 sec): 3 clusters Score: Raw -123728.542570 + Penalty 1031.153289 = -122697.389281 nChanged 7 SP:Iteration 20F (147.662039 sec): 3 clusters Score: Raw -123731.631991 + Penalty 1031.593530 = -122700.038461 nChanged 8 SP:Iteration 21Q (147.664523 sec): 3 clusters Score: Raw -123735.109989 + Penalty 1031.515263 = -122703.594726 nChanged 8 SP:Iteration 22Q (147.667000 sec): 3 clusters Score: Raw -123737.218630 + Penalty 1031.425620 = -122705.793010 nChanged 5 SP:Iteration 23Q (147.669559 sec): 3 clusters Score: Raw -123738.095731 + Penalty 1031.372711 = -122706.723021 nChanged 4 SP:Iteration 24Q (147.672041 sec): 3 clusters Score: Raw -123738.867313 + Penalty 1031.375616 = -122707.491697 nChanged 2 SP:Iteration 25Q (147.674527 sec): 3 clusters Score: Raw -123739.135614 + Penalty 1031.290127 = -122707.845486 nChanged 1 SP:Iteration 26Q (147.676987 sec): 3 clusters Score: Raw -123739.477492 + Penalty 1031.219739 = -122708.257753 nChanged 1 SP:Iteration 27Q (147.679465 sec): 3 clusters Score: Raw -123739.615933 + Penalty 1031.219739 = -122708.396194 nChanged 0 SP:Iteration 28F (147.681997 sec): 3 clusters Score: Raw -123739.615933 + Penalty 1031.219739 = -122708.396194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.684888 sec): 2 clusters Score: Raw -66468.598607 + Penalty 331.848204 = -66136.750404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.686656 sec): 3 clusters Score: Raw -66055.610913 + Penalty 661.909048 = -65393.701865 nChanged 309 SP:Iteration 1F (147.688378 sec): 3 clusters Score: Raw -66270.070495 + Penalty 660.078664 = -65609.991831 nChanged 77 SP:Iteration 2F (147.690023 sec): 3 clusters Score: Raw -66322.333225 + Penalty 660.685375 = -65661.647850 nChanged 32 SP:Iteration 3Q (147.691620 sec): 3 clusters Score: Raw -66345.062575 + Penalty 661.040684 = -65684.021891 nChanged 31 SP:Iteration 4Q (147.693232 sec): 3 clusters Score: Raw -66365.036214 + Penalty 661.502989 = -65703.533225 nChanged 23 SP:Iteration 5Q (147.694818 sec): 3 clusters Score: Raw -66387.054826 + Penalty 664.036005 = -65723.018821 nChanged 24 SP:Iteration 6Q (147.696425 sec): 3 clusters Score: Raw -66417.319278 + Penalty 663.133283 = -65754.185995 nChanged 22 SP:Iteration 7Q (147.698015 sec): 3 clusters Score: Raw -66434.881552 + Penalty 658.998577 = -65775.882975 nChanged 11 SP:Iteration 8Q (147.699578 sec): 3 clusters Score: Raw -66442.473622 + Penalty 658.168228 = -65784.305395 nChanged 6 SP:Iteration 9Q (147.701116 sec): 3 clusters Score: Raw -66452.763052 + Penalty 656.448910 = -65796.314142 nChanged 7 SP:Iteration 10F (147.702770 sec): 3 clusters Score: Raw -66458.711899 + Penalty 654.431783 = -65804.280116 nChanged 6 SP:Iteration 11Q (147.704324 sec): 3 clusters Score: Raw -66464.354053 + Penalty 653.150376 = -65811.203678 nChanged 5 SP:Iteration 12Q (147.705858 sec): 3 clusters Score: Raw -66468.147051 + Penalty 650.587672 = -65817.559379 nChanged 1 SP:Iteration 13Q (147.707388 sec): 3 clusters Score: Raw -66468.705063 + Penalty 650.587672 = -65818.117391 nChanged 0 SP:Iteration 14F (147.708994 sec): 3 clusters Score: Raw -66468.705063 + Penalty 650.587672 = -65818.117391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.709558 sec): 2 clusters Score: Raw -881.067039 + Penalty 96.188609 = -784.878430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.709800 sec): 3 clusters Score: Raw -968.728862 + Penalty 194.366190 = -774.362672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.711709 sec): 2 clusters Score: Raw -35866.777977 + Penalty 472.178329 = -35394.599648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.712766 sec): 3 clusters Score: Raw -35662.816274 + Penalty 938.638989 = -34724.177286 nChanged 139 SP:Iteration 1F (147.713802 sec): 3 clusters Score: Raw -35841.812660 + Penalty 937.258602 = -34904.554059 nChanged 65 SP:Iteration 2F (147.714838 sec): 3 clusters Score: Raw -35948.541240 + Penalty 944.909734 = -35003.631507 nChanged 29 SP:Iteration 3F (147.715832 sec): 3 clusters Score: Raw -35995.562657 + Penalty 952.642122 = -35042.920535 nChanged 24 SP:Iteration 4F (147.716826 sec): 3 clusters Score: Raw -36018.426912 + Penalty 957.216815 = -35061.210097 nChanged 11 SP:Iteration 5Q (147.717767 sec): 3 clusters Score: Raw -36027.085933 + Penalty 963.550709 = -35063.535224 nChanged 9 SP:Iteration 6Q (147.718708 sec): 3 clusters Score: Raw -36031.354603 + Penalty 969.443717 = -35061.910886 nChanged 8 SP:Iteration 7F (147.719693 sec): 3 clusters Score: Raw -36035.801454 + Penalty 976.138930 = -35059.662524 nChanged 7 SP:Iteration 8F (147.720697 sec): 3 clusters Score: Raw -36039.004478 + Penalty 980.521685 = -35058.482793 nChanged 5 SP:Iteration 9F (147.721688 sec): 3 clusters Score: Raw -36041.504769 + Penalty 987.354073 = -35054.150696 nChanged 7 SP:Iteration 10F (147.722673 sec): 3 clusters Score: Raw -36045.995283 + Penalty 996.209300 = -35049.785983 nChanged 8 SP:Iteration 11F (147.723659 sec): 3 clusters Score: Raw -36052.031051 + Penalty 1007.153249 = -35044.877801 nChanged 10 SP:Iteration 12F (147.724647 sec): 3 clusters Score: Raw -36061.274901 + Penalty 1019.913147 = -35041.361754 nChanged 10 SP:Iteration 13F (147.725652 sec): 3 clusters Score: Raw -36068.139895 + Penalty 1025.936915 = -35042.202980 nChanged 5 SP:Iteration 14Q (147.726586 sec): 3 clusters Score: Raw -36072.177212 + Penalty 1032.543658 = -35039.633554 nChanged 4 SP:Iteration 15F (147.727571 sec): 3 clusters Score: Raw -36074.995373 + Penalty 1034.540834 = -35040.454539 nChanged 2 SP:Iteration 16Q (147.728499 sec): 3 clusters Score: Raw -36075.881659 + Penalty 1036.653810 = -35039.227849 nChanged 2 SP:Iteration 17F (147.729484 sec): 3 clusters Score: Raw -36078.652500 + Penalty 1037.229066 = -35041.423434 nChanged 1 SP:Iteration 18Q (147.730432 sec): 3 clusters Score: Raw -36080.579130 + Penalty 1037.229066 = -35043.350064 nChanged 0 SP:Iteration 19F (147.731421 sec): 3 clusters Score: Raw -36080.579130 + Penalty 1037.229066 = -35043.350064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.731985 sec): 2 clusters Score: Raw -1793.023331 + Penalty 143.497499 = -1649.525832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.732250 sec): 3 clusters Score: Raw -1848.324314 + Penalty 307.131648 = -1541.192666 nChanged 4 SP:Iteration 1F (147.732501 sec): 3 clusters Score: Raw -1861.691092 + Penalty 307.131648 = -1554.559443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.733006 sec): 2 clusters Score: Raw -1138.405332 + Penalty 80.352123 = -1058.053208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.733227 sec): 3 clusters Score: Raw -1190.180235 + Penalty 155.015298 = -1035.164937 nChanged 2 SP:Iteration 1F (147.733444 sec): 3 clusters Score: Raw -1204.548942 + Penalty 155.015298 = -1049.533644 nChanged 0 Iteration 212F (148.515412 sec): 38 clusters Score: Raw -3354445.273082 + Penalty 27932.347292 = -3326512.925790 nChanged 2 Iteration 213F (149.302988 sec): 38 clusters Score: Raw -3354446.285564 + Penalty 27934.549016 = -3326511.736549 nChanged 1 Iteration 214F (150.073893 sec): 38 clusters Score: Raw -3354447.024894 + Penalty 27936.704985 = -3326510.319909 nChanged 1 Iteration 215F (150.839860 sec): 38 clusters Score: Raw -3354447.602491 + Penalty 27936.704985 = -3326510.897505 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3354447.602491 + Penalty 27936.704985 = -3326510.897505Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 1 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.985706 sec): 2 clusters Score: Raw -71579.144412 + Penalty 704.951321 = -70874.193091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.987429 sec): 3 clusters Score: Raw -71194.342498 + Penalty 1401.573423 = -69792.769075 nChanged 300 SP:Iteration 1F (150.989054 sec): 3 clusters Score: Raw -71413.257078 + Penalty 1392.730882 = -70020.526197 nChanged 87 SP:Iteration 2F (150.990661 sec): 3 clusters Score: Raw -71509.362691 + Penalty 1390.243631 = -70119.119060 nChanged 57 SP:Iteration 3F (150.992280 sec): 3 clusters Score: Raw -71564.203481 + Penalty 1385.900235 = -70178.303246 nChanged 32 SP:Iteration 4Q (150.993917 sec): 3 clusters Score: Raw -71590.102889 + Penalty 1384.749888 = -70205.353000 nChanged 14 SP:Iteration 5Q (150.995520 sec): 3 clusters Score: Raw -71596.443560 + Penalty 1386.595397 = -70209.848163 nChanged 10 SP:Iteration 6Q (150.997149 sec): 3 clusters Score: Raw -71601.683660 + Penalty 1388.412584 = -70213.271076 nChanged 12 SP:Iteration 7Q (150.998757 sec): 3 clusters Score: Raw -71607.213948 + Penalty 1389.378233 = -70217.835716 nChanged 13 SP:Iteration 8Q (151.000352 sec): 3 clusters Score: Raw -71615.171294 + Penalty 1393.476314 = -70221.694979 nChanged 11 SP:Iteration 9Q (151.001959 sec): 3 clusters Score: Raw -71622.881698 + Penalty 1399.036283 = -70223.845415 nChanged 8 SP:Iteration 10F (151.003635 sec): 3 clusters Score: Raw -71628.846168 + Penalty 1403.216117 = -70225.630051 nChanged 9 SP:Iteration 11Q (151.005277 sec): 3 clusters Score: Raw -71635.635460 + Penalty 1403.788057 = -70231.847403 nChanged 5 SP:Iteration 12Q (151.006921 sec): 3 clusters Score: Raw -71641.762269 + Penalty 1404.233514 = -70237.528755 nChanged 5 SP:Iteration 13Q (151.008527 sec): 3 clusters Score: Raw -71645.921575 + Penalty 1404.993507 = -70240.928068 nChanged 3 SP:Iteration 14Q (151.010124 sec): 3 clusters Score: Raw -71647.110909 + Penalty 1405.076666 = -70242.034243 nChanged 1 SP:Iteration 15Q (151.011776 sec): 3 clusters Score: Raw -71647.421496 + Penalty 1406.014307 = -70241.407189 nChanged 2 SP:Iteration 16F (151.013414 sec): 3 clusters Score: Raw -71648.020620 + Penalty 1407.362254 = -70240.658366 nChanged 1 SP:Iteration 17F (151.015032 sec): 3 clusters Score: Raw -71648.054829 + Penalty 1406.575654 = -70241.479175 nChanged 1 SP:Iteration 18Q (151.016724 sec): 3 clusters Score: Raw -71648.567184 + Penalty 1407.221029 = -70241.346155 nChanged 1 SP:Iteration 19F (151.018347 sec): 3 clusters Score: Raw -71648.897166 + Penalty 1408.964057 = -70239.933109 nChanged 2 SP:Iteration 20F (151.019966 sec): 3 clusters Score: Raw -71649.050927 + Penalty 1408.964057 = -70240.086869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.021367 sec): 2 clusters Score: Raw -22847.128657 + Penalty 490.165757 = -22356.962900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.022135 sec): 3 clusters Score: Raw -22794.140029 + Penalty 980.015409 = -21814.124621 nChanged 75 SP:Iteration 1F (151.022887 sec): 3 clusters Score: Raw -22880.091189 + Penalty 982.693315 = -21897.397874 nChanged 22 SP:Iteration 2F (151.023639 sec): 3 clusters Score: Raw -22926.044066 + Penalty 984.337827 = -21941.706239 nChanged 12 SP:Iteration 3Q (151.024371 sec): 3 clusters Score: Raw -22943.645727 + Penalty 983.413274 = -21960.232452 nChanged 8 SP:Iteration 4Q (151.025132 sec): 3 clusters Score: Raw -22956.711256 + Penalty 984.906613 = -21971.804642 nChanged 9 SP:Iteration 5Q (151.025895 sec): 3 clusters Score: Raw -22983.936490 + Penalty 989.050126 = -21994.886364 nChanged 9 SP:Iteration 6Q (151.026623 sec): 3 clusters Score: Raw -23000.930169 + Penalty 991.325195 = -22009.604974 nChanged 11 SP:Iteration 7Q (151.027338 sec): 3 clusters Score: Raw -23015.437806 + Penalty 999.340532 = -22016.097275 nChanged 6 SP:Iteration 8Q (151.028047 sec): 3 clusters Score: Raw -23023.706272 + Penalty 1003.699864 = -22020.006407 nChanged 3 SP:Iteration 9Q (151.028753 sec): 3 clusters Score: Raw -23026.981809 + Penalty 1005.860820 = -22021.120989 nChanged 2 SP:Iteration 10F (151.029501 sec): 3 clusters Score: Raw -23028.531052 + Penalty 1006.773669 = -22021.757383 nChanged 1 SP:Iteration 11Q (151.030223 sec): 3 clusters Score: Raw -23031.788033 + Penalty 1006.701169 = -22025.086864 nChanged 2 SP:Iteration 12Q (151.030928 sec): 3 clusters Score: Raw -23035.644939 + Penalty 1005.303896 = -22030.341043 nChanged 1 SP:Iteration 13Q (151.031636 sec): 3 clusters Score: Raw -23036.752459 + Penalty 1005.303896 = -22031.448563 nChanged 0 SP:Iteration 14F (151.032387 sec): 3 clusters Score: Raw -23036.752459 + Penalty 1005.303896 = -22031.448563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 3 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.033272 sec): 2 clusters Score: Raw -12090.538430 + Penalty 425.829079 = -11664.709352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.033756 sec): 3 clusters Score: Raw -12086.016963 + Penalty 851.641963 = -11234.374999 nChanged 29 SP:Iteration 1F (151.034230 sec): 3 clusters Score: Raw -12132.106453 + Penalty 851.996567 = -11280.109886 nChanged 12 SP:Iteration 2F (151.034736 sec): 3 clusters Score: Raw -12146.371679 + Penalty 852.341215 = -11294.030464 nChanged 3 SP:Iteration 3Q (151.035213 sec): 3 clusters Score: Raw -12152.441673 + Penalty 852.362022 = -11300.079651 nChanged 1 SP:Iteration 4Q (151.035681 sec): 3 clusters Score: Raw -12154.742452 + Penalty 852.362022 = -11302.380430 nChanged 0 SP:Iteration 5F (151.036163 sec): 3 clusters Score: Raw -12154.742452 + Penalty 852.362022 = -11302.380430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.037783 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.038745 sec): 3 clusters Score: Raw -35690.184918 + Penalty 104.788644 = -35585.396274 nChanged 202 SP:Iteration 1F (151.039698 sec): 3 clusters Score: Raw -35881.064154 + Penalty 105.579722 = -35775.484431 nChanged 28 SP:Iteration 2F (151.040648 sec): 3 clusters Score: Raw -35892.828799 + Penalty 106.987080 = -35785.841720 nChanged 18 SP:Iteration 3Q (151.041671 sec): 3 clusters Score: Raw -35897.291677 + Penalty 110.131868 = -35787.159809 nChanged 21 SP:Iteration 4Q (151.042695 sec): 3 clusters Score: Raw -35905.173448 + Penalty 107.804192 = -35797.369256 nChanged 27 SP:Iteration 5F (151.043699 sec): 3 clusters Score: Raw -35919.912955 + Penalty 113.166485 = -35806.746470 nChanged 36 SP:Iteration 6F (151.044705 sec): 3 clusters Score: Raw -35964.049958 + Penalty 52.571445 = -35911.478514 nChanged 19 SP:Iteration 7Q (151.045501 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 SP:Iteration 8F (151.046268 sec): 2 clusters Score: Raw -35987.399085 + Penalty 52.571445 = -35934.827641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.047364 sec): 2 clusters Score: Raw -19845.322585 + Penalty 297.444875 = -19547.877710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.047995 sec): 3 clusters Score: Raw -19742.188648 + Penalty 596.301499 = -19145.887148 nChanged 74 SP:Iteration 1F (151.048620 sec): 3 clusters Score: Raw -19801.428812 + Penalty 600.974715 = -19200.454097 nChanged 22 SP:Iteration 2F (151.049225 sec): 3 clusters Score: Raw -19823.220404 + Penalty 604.293690 = -19218.926714 nChanged 12 SP:Iteration 3F (151.049826 sec): 3 clusters Score: Raw -19833.777023 + Penalty 607.830373 = -19225.946650 nChanged 6 SP:Iteration 4Q (151.050422 sec): 3 clusters Score: Raw -19835.130726 + Penalty 610.178043 = -19224.952683 nChanged 4 SP:Iteration 5F (151.051039 sec): 3 clusters Score: Raw -19836.069633 + Penalty 611.294099 = -19224.775534 nChanged 3 SP:Iteration 6F (151.051656 sec): 3 clusters Score: Raw -19837.015324 + Penalty 615.359957 = -19221.655367 nChanged 4 SP:Iteration 7F (151.052269 sec): 3 clusters Score: Raw -19840.070245 + Penalty 620.044232 = -19220.026013 nChanged 4 SP:Iteration 8F (151.052882 sec): 3 clusters Score: Raw -19842.676790 + Penalty 625.472664 = -19217.204126 nChanged 7 SP:Iteration 9F (151.053495 sec): 3 clusters Score: Raw -19848.118517 + Penalty 631.528213 = -19216.590304 nChanged 7 SP:Iteration 10F (151.054108 sec): 3 clusters Score: Raw -19854.838569 + Penalty 630.220249 = -19224.618320 nChanged 4 SP:Iteration 11Q (151.054702 sec): 3 clusters Score: Raw -19856.781954 + Penalty 635.248879 = -19221.533076 nChanged 2 SP:Iteration 12F (151.055298 sec): 3 clusters Score: Raw -19859.618168 + Penalty 635.248879 = -19224.369289 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 6 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.057439 sec): 2 clusters Score: Raw -44140.726598 + Penalty 295.455998 = -43845.270601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.058681 sec): 3 clusters Score: Raw -43858.041821 + Penalty 591.233232 = -43266.808589 nChanged 204 SP:Iteration 1F (151.059909 sec): 3 clusters Score: Raw -44024.306124 + Penalty 595.335244 = -43428.970880 nChanged 73 SP:Iteration 2F (151.061146 sec): 3 clusters Score: Raw -44085.393505 + Penalty 602.218868 = -43483.174637 nChanged 33 SP:Iteration 3F (151.062443 sec): 3 clusters Score: Raw -44114.031337 + Penalty 609.512977 = -43504.518360 nChanged 21 SP:Iteration 4Q (151.063663 sec): 3 clusters Score: Raw -44131.849843 + Penalty 616.033394 = -43515.816449 nChanged 18 SP:Iteration 5Q (151.064880 sec): 3 clusters Score: Raw -44143.663083 + Penalty 617.912143 = -43525.750940 nChanged 12 SP:Iteration 6Q (151.066090 sec): 3 clusters Score: Raw -44151.078313 + Penalty 621.017979 = -43530.060335 nChanged 11 SP:Iteration 7Q (151.067298 sec): 3 clusters Score: Raw -44158.298789 + Penalty 629.474223 = -43528.824566 nChanged 9 SP:Iteration 8F (151.068491 sec): 3 clusters Score: Raw -44164.854833 + Penalty 632.790471 = -43532.064362 nChanged 4 SP:Iteration 9Q (151.069657 sec): 3 clusters Score: Raw -44169.491582 + Penalty 633.061954 = -43536.429629 nChanged 5 SP:Iteration 10F (151.070820 sec): 3 clusters Score: Raw -44174.273198 + Penalty 633.800073 = -43540.473125 nChanged 5 SP:Iteration 11Q (151.071979 sec): 3 clusters Score: Raw -44177.237089 + Penalty 636.073190 = -43541.163899 nChanged 4 SP:Iteration 12Q (151.073157 sec): 3 clusters Score: Raw -44179.178042 + Penalty 638.029391 = -43541.148650 nChanged 3 SP:Iteration 13F (151.074321 sec): 3 clusters Score: Raw -44180.892724 + Penalty 637.980860 = -43542.911864 nChanged 2 SP:Iteration 14Q (151.075480 sec): 3 clusters Score: Raw -44181.222500 + Penalty 637.980860 = -43543.241640 nChanged 0 SP:Iteration 15F (151.076641 sec): 3 clusters Score: Raw -44181.222500 + Penalty 637.980860 = -43543.241640 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 7 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.082785 sec): 2 clusters Score: Raw -100970.970643 + Penalty 485.252007 = -100485.718637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.085136 sec): 3 clusters Score: Raw -100274.968446 + Penalty 966.903988 = -99308.064458 nChanged 480 SP:Iteration 1F (151.087459 sec): 3 clusters Score: Raw -100653.081958 + Penalty 979.208981 = -99673.872977 nChanged 184 SP:Iteration 2F (151.089713 sec): 3 clusters Score: Raw -100884.347728 + Penalty 990.445886 = -99893.901842 nChanged 103 SP:Iteration 3F (151.091964 sec): 3 clusters Score: Raw -101033.684488 + Penalty 990.350512 = -100043.333976 nChanged 62 SP:Iteration 4F (151.094189 sec): 3 clusters Score: Raw -101132.635414 + Penalty 992.575816 = -100140.059597 nChanged 35 SP:Iteration 5Q (151.096206 sec): 3 clusters Score: Raw -101167.343245 + Penalty 992.732498 = -100174.610747 nChanged 12 SP:Iteration 6Q (151.098153 sec): 3 clusters Score: Raw -101174.670066 + Penalty 992.549721 = -100182.120344 nChanged 4 SP:Iteration 7Q (151.100064 sec): 3 clusters Score: Raw -101176.545385 + Penalty 992.602001 = -100183.943384 nChanged 1 SP:Iteration 8Q (151.102014 sec): 3 clusters Score: Raw -101176.686493 + Penalty 992.602001 = -100184.084492 nChanged 0 SP:Iteration 9F (151.104279 sec): 3 clusters Score: Raw -101176.686493 + Penalty 992.602001 = -100184.084492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.107100 sec): 2 clusters Score: Raw -31997.029743 + Penalty 227.208102 = -31769.821641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.108064 sec): 3 clusters Score: Raw -31776.205048 + Penalty 465.740223 = -31310.464825 nChanged 144 SP:Iteration 1F (151.109003 sec): 3 clusters Score: Raw -31887.595063 + Penalty 484.322594 = -31403.272469 nChanged 46 SP:Iteration 2F (151.109940 sec): 3 clusters Score: Raw -31942.329158 + Penalty 509.433654 = -31432.895503 nChanged 32 SP:Iteration 3F (151.110866 sec): 3 clusters Score: Raw -31989.982882 + Penalty 526.619319 = -31463.363563 nChanged 15 SP:Iteration 4Q (151.111736 sec): 3 clusters Score: Raw -32015.044269 + Penalty 543.298793 = -31471.745476 nChanged 12 SP:Iteration 5Q (151.112556 sec): 3 clusters Score: Raw -32026.825073 + Penalty 551.167576 = -31475.657496 nChanged 7 SP:Iteration 6Q (151.113360 sec): 3 clusters Score: Raw -32033.631522 + Penalty 557.291745 = -31476.339777 nChanged 4 SP:Iteration 7Q (151.114159 sec): 3 clusters Score: Raw -32038.655376 + Penalty 564.257672 = -31474.397705 nChanged 5 SP:Iteration 8F (151.115056 sec): 3 clusters Score: Raw -32041.573782 + Penalty 560.818648 = -31480.755135 nChanged 2 SP:Iteration 9Q (151.115870 sec): 3 clusters Score: Raw -32047.211933 + Penalty 560.818648 = -31486.393285 nChanged 0 SP:Iteration 10F (151.116771 sec): 3 clusters Score: Raw -32047.211933 + Penalty 560.818648 = -31486.393285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 9 (1649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.124663 sec): 2 clusters Score: Raw -134339.036676 + Penalty 166.148537 = -134172.888139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.127792 sec): 3 clusters Score: Raw -133311.778265 + Penalty 339.268082 = -132972.510183 nChanged 772 SP:Iteration 1F (151.130875 sec): 3 clusters Score: Raw -133849.506748 + Penalty 344.380513 = -133505.126235 nChanged 104 SP:Iteration 2F (151.133914 sec): 3 clusters Score: Raw -133892.990533 + Penalty 349.732517 = -133543.258015 nChanged 81 SP:Iteration 3Q (151.137001 sec): 3 clusters Score: Raw -133931.979436 + Penalty 353.315651 = -133578.663786 nChanged 69 SP:Iteration 4Q (151.140090 sec): 3 clusters Score: Raw -133976.266804 + Penalty 362.574203 = -133613.692601 nChanged 96 SP:Iteration 5F (151.143217 sec): 3 clusters Score: Raw -134042.099701 + Penalty 372.876316 = -133669.223385 nChanged 77 SP:Iteration 6Q (151.146294 sec): 3 clusters Score: Raw -134099.334453 + Penalty 385.902270 = -133713.432183 nChanged 82 SP:Iteration 7Q (151.149409 sec): 3 clusters Score: Raw -134186.129753 + Penalty 422.749726 = -133763.380027 nChanged 75 SP:Iteration 8Q (151.152564 sec): 3 clusters Score: Raw -134264.290795 + Penalty 461.662498 = -133802.628298 nChanged 42 SP:Iteration 9Q (151.155658 sec): 3 clusters Score: Raw -134303.209303 + Penalty 515.262486 = -133787.946817 nChanged 28 SP:Iteration 10F (151.158760 sec): 3 clusters Score: Raw -134332.934632 + Penalty 589.273410 = -133743.661221 nChanged 14 SP:Iteration 11F (151.161899 sec): 3 clusters Score: Raw -134361.521849 + Penalty 645.682348 = -133715.839501 nChanged 5 SP:Iteration 12F (151.165032 sec): 3 clusters Score: Raw -134385.127844 + Penalty 646.772012 = -133738.355832 nChanged 3 SP:Iteration 13Q (151.167628 sec): 3 clusters Score: Raw -134389.479736 + Penalty 649.630176 = -133739.849560 nChanged 3 SP:Iteration 14Q (151.170236 sec): 3 clusters Score: Raw -134392.717639 + Penalty 649.630176 = -133743.087463 nChanged 0 SP:Iteration 15F (151.173376 sec): 3 clusters Score: Raw -134392.717639 + Penalty 649.630176 = -133743.087463 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 10 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.189624 sec): 2 clusters Score: Raw -269575.227795 + Penalty 446.836330 = -269128.391465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.195730 sec): 3 clusters Score: Raw -267609.354763 + Penalty 886.979868 = -266722.374895 nChanged 1378 SP:Iteration 1F (151.201734 sec): 3 clusters Score: Raw -268480.308824 + Penalty 871.864364 = -267608.444460 nChanged 426 SP:Iteration 2F (151.207714 sec): 3 clusters Score: Raw -268903.081684 + Penalty 856.234554 = -268046.847129 nChanged 312 SP:Iteration 3F (151.213612 sec): 3 clusters Score: Raw -269238.652208 + Penalty 846.570496 = -268392.081712 nChanged 207 SP:Iteration 4F (151.219470 sec): 3 clusters Score: Raw -269411.618778 + Penalty 843.152570 = -268568.466208 nChanged 156 SP:Iteration 5Q (151.225281 sec): 3 clusters Score: Raw -269509.601110 + Penalty 844.758969 = -268664.842141 nChanged 100 SP:Iteration 6Q (151.231060 sec): 3 clusters Score: Raw -269547.645796 + Penalty 847.019887 = -268700.625909 nChanged 54 SP:Iteration 7Q (151.236918 sec): 3 clusters Score: Raw -269562.974257 + Penalty 850.636926 = -268712.337331 nChanged 33 SP:Iteration 8Q (151.242876 sec): 3 clusters Score: Raw -269571.623194 + Penalty 853.302344 = -268718.320850 nChanged 23 SP:Iteration 9Q (151.248573 sec): 3 clusters Score: Raw -269577.460991 + Penalty 855.954649 = -268721.506342 nChanged 23 SP:Iteration 10F (151.254457 sec): 3 clusters Score: Raw -269581.694076 + Penalty 859.004621 = -268722.689455 nChanged 27 SP:Iteration 11Q (151.260341 sec): 3 clusters Score: Raw -269587.644182 + Penalty 862.492691 = -268725.151491 nChanged 30 SP:Iteration 12Q (151.266432 sec): 3 clusters Score: Raw -269592.578215 + Penalty 864.149334 = -268728.428881 nChanged 15 SP:Iteration 13Q (151.272256 sec): 3 clusters Score: Raw -269595.009545 + Penalty 866.091371 = -268728.918174 nChanged 18 SP:Iteration 14Q (151.278046 sec): 3 clusters Score: Raw -269598.220955 + Penalty 868.230772 = -268729.990183 nChanged 16 SP:Iteration 15Q (151.283792 sec): 3 clusters Score: Raw -269602.997261 + Penalty 870.155371 = -268732.841890 nChanged 16 SP:Iteration 16Q (151.289500 sec): 3 clusters Score: Raw -269605.629510 + Penalty 871.692273 = -268733.937237 nChanged 13 SP:Iteration 17Q (151.295184 sec): 3 clusters Score: Raw -269607.363661 + Penalty 872.883557 = -268734.480104 nChanged 10 SP:Iteration 18Q (151.300924 sec): 3 clusters Score: Raw -269608.907689 + Penalty 873.633497 = -268735.274192 nChanged 6 SP:Iteration 19Q (151.306786 sec): 3 clusters Score: Raw -269610.371460 + Penalty 874.611459 = -268735.760001 nChanged 8 SP:Iteration 20F (151.312725 sec): 3 clusters Score: Raw -269612.005152 + Penalty 875.521024 = -268736.484128 nChanged 8 SP:Iteration 21Q (151.318386 sec): 3 clusters Score: Raw -269613.827805 + Penalty 876.314976 = -268737.512829 nChanged 7 SP:Iteration 22Q (151.324039 sec): 3 clusters Score: Raw -269614.569415 + Penalty 876.792234 = -268737.777181 nChanged 5 SP:Iteration 23Q (151.329711 sec): 3 clusters Score: Raw -269614.996240 + Penalty 877.214060 = -268737.782180 nChanged 5 SP:Iteration 24Q (151.335370 sec): 3 clusters Score: Raw -269615.803001 + Penalty 877.791430 = -268738.011571 nChanged 5 SP:Iteration 25Q (151.341340 sec): 3 clusters Score: Raw -269616.417025 + Penalty 878.248289 = -268738.168736 nChanged 4 SP:Iteration 26Q (151.347014 sec): 3 clusters Score: Raw -269616.677760 + Penalty 878.248289 = -268738.429471 nChanged 0 SP:Iteration 27F (151.352918 sec): 3 clusters Score: Raw -269616.677760 + Penalty 878.248289 = -268738.429471 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 11 (15807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.426203 sec): 2 clusters Score: Raw -1238715.161915 + Penalty 219.184704 = -1238495.977211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.456009 sec): 3 clusters Score: Raw -1227975.223178 + Penalty 488.779124 = -1227486.444055 nChanged 7599 SP:Iteration 1F (151.486066 sec): 3 clusters Score: Raw -1233780.099209 + Penalty 639.147203 = -1233140.952006 nChanged 2986 SP:Iteration 2F (151.516138 sec): 3 clusters Score: Raw -1237333.072516 + Penalty 814.299847 = -1236518.772669 nChanged 968 SP:Iteration 3F (151.545451 sec): 3 clusters Score: Raw -1238403.214025 + Penalty 947.142085 = -1237456.071940 nChanged 224 SP:Iteration 4Q (151.570563 sec): 3 clusters Score: Raw -1238643.589302 + Penalty 1047.341346 = -1237596.247956 nChanged 77 SP:Iteration 5Q (151.593905 sec): 3 clusters Score: Raw -1238725.589477 + Penalty 1073.882234 = -1237651.707243 nChanged 17 SP:Iteration 6Q (151.617096 sec): 3 clusters Score: Raw -1238739.436655 + Penalty 1086.316265 = -1237653.120389 nChanged 10 SP:Iteration 7Q (151.639967 sec): 3 clusters Score: Raw -1238747.149391 + Penalty 1089.098464 = -1237658.050927 nChanged 3 SP:Iteration 8Q (151.662885 sec): 3 clusters Score: Raw -1238750.564788 + Penalty 1091.973134 = -1237658.591654 nChanged 1 SP:Iteration 9Q (151.686053 sec): 3 clusters Score: Raw -1238751.770678 + Penalty 1091.131437 = -1237660.639241 nChanged 2 SP:Iteration 10F (151.715127 sec): 3 clusters Score: Raw -1238752.618136 + Penalty 1091.131437 = -1237661.486699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 12 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.724043 sec): 2 clusters Score: Raw -1679.294159 + Penalty 41.261735 = -1638.032424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.724287 sec): 3 clusters Score: Raw -1690.885347 + Penalty 92.483266 = -1598.402081 nChanged 7 SP:Iteration 1F (151.724519 sec): 3 clusters Score: Raw -1703.288328 + Penalty 92.483266 = -1610.805062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.725537 sec): 2 clusters Score: Raw -14152.644671 + Penalty 264.182394 = -13888.462277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.726101 sec): 3 clusters Score: Raw -14073.830833 + Penalty 524.010778 = -13549.820055 nChanged 56 SP:Iteration 1F (151.726633 sec): 3 clusters Score: Raw -14135.967732 + Penalty 519.046367 = -13616.921364 nChanged 18 SP:Iteration 2F (151.727193 sec): 3 clusters Score: Raw -14162.180316 + Penalty 513.967116 = -13648.213200 nChanged 9 SP:Iteration 3Q (151.727728 sec): 3 clusters Score: Raw -14172.096843 + Penalty 512.376959 = -13659.719883 nChanged 7 SP:Iteration 4Q (151.728250 sec): 3 clusters Score: Raw -14177.130884 + Penalty 515.641497 = -13661.489387 nChanged 2 SP:Iteration 5Q (151.728769 sec): 3 clusters Score: Raw -14184.649562 + Penalty 514.292303 = -13670.357259 nChanged 5 SP:Iteration 6Q (151.729285 sec): 3 clusters Score: Raw -14191.762422 + Penalty 514.292303 = -13677.470118 nChanged 0 SP:Iteration 7F (151.729849 sec): 3 clusters Score: Raw -14191.762422 + Penalty 514.292303 = -13677.470118 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 14 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.737482 sec): 2 clusters Score: Raw -135529.785314 + Penalty 415.959348 = -135113.825966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.740547 sec): 3 clusters Score: Raw -134626.101900 + Penalty 835.014811 = -133791.087089 nChanged 668 SP:Iteration 1F (151.743556 sec): 3 clusters Score: Raw -135102.529221 + Penalty 853.477535 = -134249.051686 nChanged 207 SP:Iteration 2F (151.746504 sec): 3 clusters Score: Raw -135301.508075 + Penalty 875.488522 = -134426.019553 nChanged 141 SP:Iteration 3F (151.749466 sec): 3 clusters Score: Raw -135413.793872 + Penalty 891.260016 = -134522.533856 nChanged 84 SP:Iteration 4F (151.752403 sec): 3 clusters Score: Raw -135472.240684 + Penalty 907.382972 = -134564.857712 nChanged 51 SP:Iteration 5Q (151.755269 sec): 3 clusters Score: Raw -135521.939269 + Penalty 922.269849 = -134599.669421 nChanged 43 SP:Iteration 6Q (151.758163 sec): 3 clusters Score: Raw -135561.216819 + Penalty 934.585107 = -134626.631711 nChanged 35 SP:Iteration 7Q (151.761046 sec): 3 clusters Score: Raw -135592.755661 + Penalty 943.179659 = -134649.576002 nChanged 29 SP:Iteration 8Q (151.763848 sec): 3 clusters Score: Raw -135612.615757 + Penalty 948.426490 = -134664.189267 nChanged 14 SP:Iteration 9Q (151.766607 sec): 3 clusters Score: Raw -135620.576615 + Penalty 954.825646 = -134665.750968 nChanged 16 SP:Iteration 10F (151.769589 sec): 3 clusters Score: Raw -135627.235124 + Penalty 962.361494 = -134664.873629 nChanged 16 SP:Iteration 11F (151.772517 sec): 3 clusters Score: Raw -135635.733715 + Penalty 967.921315 = -134667.812400 nChanged 17 SP:Iteration 12Q (151.775222 sec): 3 clusters Score: Raw -135643.429626 + Penalty 975.018777 = -134668.410849 nChanged 13 SP:Iteration 13Q (151.777989 sec): 3 clusters Score: Raw -135649.335586 + Penalty 977.624793 = -134671.710793 nChanged 7 SP:Iteration 14Q (151.780698 sec): 3 clusters Score: Raw -135651.327219 + Penalty 978.035967 = -134673.291252 nChanged 1 SP:Iteration 15Q (151.783351 sec): 3 clusters Score: Raw -135651.979003 + Penalty 980.384713 = -134671.594290 nChanged 4 SP:Iteration 16F (151.786283 sec): 3 clusters Score: Raw -135653.950585 + Penalty 984.054049 = -134669.896536 nChanged 6 SP:Iteration 17F (151.789262 sec): 3 clusters Score: Raw -135658.724761 + Penalty 984.654649 = -134674.070111 nChanged 2 SP:Iteration 18Q (151.791903 sec): 3 clusters Score: Raw -135659.201566 + Penalty 985.427968 = -134673.773598 nChanged 2 SP:Iteration 19F (151.794826 sec): 3 clusters Score: Raw -135660.236214 + Penalty 987.112693 = -134673.123521 nChanged 4 SP:Iteration 20F (151.797690 sec): 3 clusters Score: Raw -135662.177641 + Penalty 988.877552 = -134673.300089 nChanged 2 SP:Iteration 21Q (151.800342 sec): 3 clusters Score: Raw -135663.191195 + Penalty 989.095589 = -134674.095606 nChanged 2 SP:Iteration 22Q (151.802948 sec): 3 clusters Score: Raw -135664.482279 + Penalty 989.095589 = -134675.386690 nChanged 0 SP:Iteration 23F (151.805880 sec): 3 clusters Score: Raw -135664.482279 + Penalty 989.095589 = -134675.386690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.808764 sec): 2 clusters Score: Raw -3306.313496 + Penalty 36.779230 = -3269.534266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.809044 sec): 3 clusters Score: Raw -3335.873081 + Penalty 84.106606 = -3251.766475 nChanged 11 SP:Iteration 1F (151.809314 sec): 3 clusters Score: Raw -3358.268498 + Penalty 113.506197 = -3244.762301 nChanged 8 SP:Iteration 2F (151.809573 sec): 3 clusters Score: Raw -3375.934737 + Penalty 160.139870 = -3215.794867 nChanged 4 SP:Iteration 3F (151.809828 sec): 3 clusters Score: Raw -3393.708089 + Penalty 183.555273 = -3210.152816 nChanged 1 SP:Iteration 4F (151.810113 sec): 3 clusters Score: Raw -3403.661066 + Penalty 183.555273 = -3220.105793 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 16 (3035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.824566 sec): 2 clusters Score: Raw -252860.060244 + Penalty 480.914393 = -252379.145851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.830608 sec): 3 clusters Score: Raw -251006.948845 + Penalty 979.276181 = -250027.672664 nChanged 1315 SP:Iteration 1F (151.836308 sec): 3 clusters Score: Raw -251855.118898 + Penalty 1027.930089 = -250827.188809 nChanged 455 SP:Iteration 2F (151.841855 sec): 3 clusters Score: Raw -252261.463857 + Penalty 1073.449734 = -251188.014124 nChanged 262 SP:Iteration 3F (151.847361 sec): 3 clusters Score: Raw -252510.153303 + Penalty 1113.802326 = -251396.350977 nChanged 152 SP:Iteration 4F (151.852954 sec): 3 clusters Score: Raw -252643.921367 + Penalty 1138.402872 = -251505.518495 nChanged 101 SP:Iteration 5Q (151.858388 sec): 3 clusters Score: Raw -252745.976408 + Penalty 1170.421636 = -251575.554772 nChanged 76 SP:Iteration 6Q (151.863697 sec): 3 clusters Score: Raw -252814.382926 + Penalty 1182.649401 = -251631.733525 nChanged 36 SP:Iteration 7Q (151.868945 sec): 3 clusters Score: Raw -252840.726952 + Penalty 1202.371639 = -251638.355313 nChanged 20 SP:Iteration 8Q (151.874086 sec): 3 clusters Score: Raw -252859.042091 + Penalty 1224.496696 = -251634.545395 nChanged 16 SP:Iteration 9F (151.879728 sec): 3 clusters Score: Raw -252875.654168 + Penalty 1252.587413 = -251623.066755 nChanged 12 SP:Iteration 10F (151.885488 sec): 3 clusters Score: Raw -252886.204209 + Penalty 1270.750518 = -251615.453690 nChanged 3 SP:Iteration 11F (151.891091 sec): 3 clusters Score: Raw -252890.900538 + Penalty 1276.203104 = -251614.697434 nChanged 4 SP:Iteration 12F (151.896583 sec): 3 clusters Score: Raw -252895.874542 + Penalty 1276.878319 = -251618.996224 nChanged 1 SP:Iteration 13Q (151.901250 sec): 3 clusters Score: Raw -252897.873510 + Penalty 1283.191700 = -251614.681810 nChanged 1 SP:Iteration 14F (151.906888 sec): 3 clusters Score: Raw -252901.186026 + Penalty 1283.191700 = -251617.994326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.914375 sec): 2 clusters Score: Raw -1606.648716 + Penalty 60.889113 = -1545.759602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.914627 sec): 3 clusters Score: Raw -1638.069007 + Penalty 118.121389 = -1519.947618 nChanged 1 SP:Iteration 1Q (151.914858 sec): 3 clusters Score: Raw -1640.297119 + Penalty 118.121389 = -1522.175730 nChanged 0 SP:Iteration 2F (151.915088 sec): 3 clusters Score: Raw -1640.297119 + Penalty 118.121389 = -1522.175730 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 19 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.923173 sec): 2 clusters Score: Raw -211167.786168 + Penalty 490.470357 = -210677.315812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.927698 sec): 3 clusters Score: Raw -209765.097148 + Penalty 981.031317 = -208784.065831 nChanged 990 SP:Iteration 1F (151.932107 sec): 3 clusters Score: Raw -210255.905985 + Penalty 980.034907 = -209275.871078 nChanged 216 SP:Iteration 2F (151.936681 sec): 3 clusters Score: Raw -210362.291538 + Penalty 977.612072 = -209384.679465 nChanged 200 SP:Iteration 3F (151.941118 sec): 3 clusters Score: Raw -210524.446355 + Penalty 973.271775 = -209551.174580 nChanged 218 SP:Iteration 4F (151.945587 sec): 3 clusters Score: Raw -210734.358508 + Penalty 969.200397 = -209765.158111 nChanged 193 SP:Iteration 5F (151.949949 sec): 3 clusters Score: Raw -210893.666344 + Penalty 964.608992 = -209929.057352 nChanged 151 SP:Iteration 6F (151.954444 sec): 3 clusters Score: Raw -211036.624365 + Penalty 962.476051 = -210074.148315 nChanged 118 SP:Iteration 7Q (151.958837 sec): 3 clusters Score: Raw -211132.408740 + Penalty 960.453327 = -210171.955413 nChanged 104 SP:Iteration 8Q (151.963349 sec): 3 clusters Score: Raw -211215.660989 + Penalty 960.148829 = -210255.512160 nChanged 71 SP:Iteration 9Q (151.967723 sec): 3 clusters Score: Raw -211264.139325 + Penalty 961.550663 = -210302.588662 nChanged 68 SP:Iteration 10F (151.972115 sec): 3 clusters Score: Raw -211299.953359 + Penalty 963.255213 = -210336.698145 nChanged 49 SP:Iteration 11Q (151.976377 sec): 3 clusters Score: Raw -211324.871386 + Penalty 965.457808 = -210359.413578 nChanged 46 SP:Iteration 12Q (151.980625 sec): 3 clusters Score: Raw -211343.309700 + Penalty 967.389663 = -210375.920037 nChanged 30 SP:Iteration 13Q (151.985082 sec): 3 clusters Score: Raw -211355.114280 + Penalty 969.135136 = -210385.979144 nChanged 26 SP:Iteration 14Q (151.989654 sec): 3 clusters Score: Raw -211365.546338 + Penalty 970.953229 = -210394.593109 nChanged 25 SP:Iteration 15Q (151.993966 sec): 3 clusters Score: Raw -211375.216386 + Penalty 972.859260 = -210402.357126 nChanged 26 SP:Iteration 16Q (151.998160 sec): 3 clusters Score: Raw -211385.566851 + Penalty 974.267969 = -210411.298882 nChanged 21 SP:Iteration 17Q (152.002418 sec): 3 clusters Score: Raw -211389.773381 + Penalty 975.119183 = -210414.654198 nChanged 15 SP:Iteration 18Q (152.006677 sec): 3 clusters Score: Raw -211392.721905 + Penalty 975.749726 = -210416.972179 nChanged 11 SP:Iteration 19Q (152.010920 sec): 3 clusters Score: Raw -211394.449796 + Penalty 976.109150 = -210418.340646 nChanged 4 SP:Iteration 20F (152.015297 sec): 3 clusters Score: Raw -211395.620281 + Penalty 976.422957 = -210419.197323 nChanged 4 SP:Iteration 21Q (152.019554 sec): 3 clusters Score: Raw -211397.455638 + Penalty 977.078374 = -210420.377264 nChanged 8 SP:Iteration 22Q (152.023828 sec): 3 clusters Score: Raw -211399.585118 + Penalty 977.633203 = -210421.951914 nChanged 7 SP:Iteration 23Q (152.028111 sec): 3 clusters Score: Raw -211402.120963 + Penalty 978.035534 = -210424.085430 nChanged 5 SP:Iteration 24Q (152.032665 sec): 3 clusters Score: Raw -211404.357373 + Penalty 978.374233 = -210425.983140 nChanged 6 SP:Iteration 25Q (152.037070 sec): 3 clusters Score: Raw -211405.934751 + Penalty 978.712345 = -210427.222406 nChanged 4 SP:Iteration 26Q (152.041371 sec): 3 clusters Score: Raw -211406.969717 + Penalty 979.173513 = -210427.796204 nChanged 6 SP:Iteration 27Q (152.045570 sec): 3 clusters Score: Raw -211408.308325 + Penalty 979.625882 = -210428.682443 nChanged 6 SP:Iteration 28Q (152.049753 sec): 3 clusters Score: Raw -211409.747611 + Penalty 980.052641 = -210429.694970 nChanged 6 SP:Iteration 29Q (152.053973 sec): 3 clusters Score: Raw -211410.489718 + Penalty 980.126963 = -210430.362755 nChanged 1 SP:Iteration 30F (152.058457 sec): 3 clusters Score: Raw -211410.640983 + Penalty 980.126963 = -210430.514020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.060785 sec): 2 clusters Score: Raw -1249.251791 + Penalty 49.750299 = -1199.501492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.061016 sec): 3 clusters Score: Raw -1285.308584 + Penalty 102.388219 = -1182.920365 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.064476 sec): 2 clusters Score: Raw -73975.059527 + Penalty 785.475584 = -73189.583942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.066291 sec): 3 clusters Score: Raw -73623.409617 + Penalty 1565.338703 = -72058.070914 nChanged 275 SP:Iteration 1F (152.068057 sec): 3 clusters Score: Raw -73849.782723 + Penalty 1559.354437 = -72290.428287 nChanged 76 SP:Iteration 2F (152.069878 sec): 3 clusters Score: Raw -73931.737501 + Penalty 1557.383610 = -72374.353891 nChanged 55 SP:Iteration 3F (152.071690 sec): 3 clusters Score: Raw -73994.913206 + Penalty 1556.437836 = -72438.475370 nChanged 46 SP:Iteration 4F (152.073447 sec): 3 clusters Score: Raw -74047.375388 + Penalty 1557.945393 = -72489.429994 nChanged 34 SP:Iteration 5Q (152.075151 sec): 3 clusters Score: Raw -74079.363858 + Penalty 1561.437868 = -72517.925990 nChanged 29 SP:Iteration 6Q (152.076816 sec): 3 clusters Score: Raw -74106.154899 + Penalty 1569.665106 = -72536.489792 nChanged 25 SP:Iteration 7Q (152.078501 sec): 3 clusters Score: Raw -74127.820898 + Penalty 1576.833076 = -72550.987822 nChanged 18 SP:Iteration 8Q (152.080171 sec): 3 clusters Score: Raw -74146.304143 + Penalty 1581.857129 = -72564.447015 nChanged 14 SP:Iteration 9Q (152.081834 sec): 3 clusters Score: Raw -74157.612899 + Penalty 1587.303755 = -72570.309144 nChanged 14 SP:Iteration 10F (152.083625 sec): 3 clusters Score: Raw -74171.555407 + Penalty 1593.547906 = -72578.007501 nChanged 17 SP:Iteration 11Q (152.085295 sec): 3 clusters Score: Raw -74186.755041 + Penalty 1601.654463 = -72585.100578 nChanged 14 SP:Iteration 12Q (152.086986 sec): 3 clusters Score: Raw -74197.423366 + Penalty 1612.677550 = -72584.745817 nChanged 17 SP:Iteration 13F (152.088757 sec): 3 clusters Score: Raw -74216.929773 + Penalty 1628.287008 = -72588.642765 nChanged 23 SP:Iteration 14Q (152.090394 sec): 3 clusters Score: Raw -74248.502943 + Penalty 1643.313324 = -72605.189618 nChanged 21 SP:Iteration 15Q (152.092043 sec): 3 clusters Score: Raw -74280.145464 + Penalty 1655.710599 = -72624.434865 nChanged 17 SP:Iteration 16Q (152.093667 sec): 3 clusters Score: Raw -74295.731240 + Penalty 1664.168760 = -72631.562479 nChanged 15 SP:Iteration 17Q (152.095258 sec): 3 clusters Score: Raw -74311.816265 + Penalty 1676.140436 = -72635.675829 nChanged 15 SP:Iteration 18Q (152.096842 sec): 3 clusters Score: Raw -74333.531921 + Penalty 1686.007071 = -72647.524850 nChanged 13 SP:Iteration 19Q (152.098388 sec): 3 clusters Score: Raw -74345.696890 + Penalty 1691.200888 = -72654.496002 nChanged 7 SP:Iteration 20F (152.100141 sec): 3 clusters Score: Raw -74353.049341 + Penalty 1696.340497 = -72656.708844 nChanged 8 SP:Iteration 21Q (152.101725 sec): 3 clusters Score: Raw -74361.231246 + Penalty 1699.301977 = -72661.929269 nChanged 8 SP:Iteration 22Q (152.103282 sec): 3 clusters Score: Raw -74369.021635 + Penalty 1702.503950 = -72666.517685 nChanged 5 SP:Iteration 23Q (152.104810 sec): 3 clusters Score: Raw -74371.270760 + Penalty 1702.956978 = -72668.313783 nChanged 3 SP:Iteration 24Q (152.106361 sec): 3 clusters Score: Raw -74378.173782 + Penalty 1706.000304 = -72672.173478 nChanged 5 SP:Iteration 25Q (152.107919 sec): 3 clusters Score: Raw -74385.870591 + Penalty 1709.640285 = -72676.230306 nChanged 6 SP:Iteration 26Q (152.109461 sec): 3 clusters Score: Raw -74392.719189 + Penalty 1711.853509 = -72680.865680 nChanged 3 SP:Iteration 27Q (152.111018 sec): 3 clusters Score: Raw -74398.334675 + Penalty 1712.810881 = -72685.523793 nChanged 2 SP:Iteration 28Q (152.112548 sec): 3 clusters Score: Raw -74400.607754 + Penalty 1712.810881 = -72687.796873 nChanged 0 SP:Iteration 29F (152.114247 sec): 3 clusters Score: Raw -74400.607754 + Penalty 1712.810881 = -72687.796873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 23 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.117709 sec): 2 clusters Score: Raw -90234.255181 + Penalty 485.349314 = -89748.905867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.119839 sec): 3 clusters Score: Raw -89619.706593 + Penalty 963.865345 = -88655.841248 nChanged 399 SP:Iteration 1F (152.121934 sec): 3 clusters Score: Raw -89831.809083 + Penalty 953.982155 = -88877.826928 nChanged 140 SP:Iteration 2F (152.124029 sec): 3 clusters Score: Raw -89934.821189 + Penalty 947.947359 = -88986.873830 nChanged 87 SP:Iteration 3F (152.126131 sec): 3 clusters Score: Raw -90003.879341 + Penalty 947.745636 = -89056.133705 nChanged 59 SP:Iteration 4F (152.128234 sec): 3 clusters Score: Raw -90046.519413 + Penalty 948.492615 = -89098.026798 nChanged 43 SP:Iteration 5Q (152.130277 sec): 3 clusters Score: Raw -90066.817568 + Penalty 951.126724 = -89115.690844 nChanged 32 SP:Iteration 6Q (152.132301 sec): 3 clusters Score: Raw -90082.308833 + Penalty 951.531596 = -89130.777237 nChanged 22 SP:Iteration 7Q (152.134329 sec): 3 clusters Score: Raw -90103.116899 + Penalty 951.343726 = -89151.773174 nChanged 30 SP:Iteration 8Q (152.136354 sec): 3 clusters Score: Raw -90128.999549 + Penalty 952.053264 = -89176.946285 nChanged 26 SP:Iteration 9Q (152.138355 sec): 3 clusters Score: Raw -90151.418819 + Penalty 954.251998 = -89197.166821 nChanged 34 SP:Iteration 10F (152.140412 sec): 3 clusters Score: Raw -90169.929422 + Penalty 959.569727 = -89210.359695 nChanged 21 SP:Iteration 11Q (152.142403 sec): 3 clusters Score: Raw -90180.101326 + Penalty 966.129741 = -89213.971584 nChanged 23 SP:Iteration 12Q (152.144414 sec): 3 clusters Score: Raw -90195.685352 + Penalty 973.330938 = -89222.354414 nChanged 25 SP:Iteration 13Q (152.146383 sec): 3 clusters Score: Raw -90209.940334 + Penalty 978.064366 = -89231.875968 nChanged 17 SP:Iteration 14Q (152.148344 sec): 3 clusters Score: Raw -90217.421301 + Penalty 981.724219 = -89235.697082 nChanged 18 SP:Iteration 15Q (152.150336 sec): 3 clusters Score: Raw -90225.570986 + Penalty 985.297443 = -89240.273542 nChanged 18 SP:Iteration 16Q (152.152354 sec): 3 clusters Score: Raw -90232.079311 + Penalty 986.300834 = -89245.778477 nChanged 7 SP:Iteration 17Q (152.154431 sec): 3 clusters Score: Raw -90235.195088 + Penalty 987.885305 = -89247.309783 nChanged 12 SP:Iteration 18Q (152.156445 sec): 3 clusters Score: Raw -90243.729227 + Penalty 990.031582 = -89253.697645 nChanged 19 SP:Iteration 19Q (152.158429 sec): 3 clusters Score: Raw -90250.607926 + Penalty 991.017133 = -89259.590793 nChanged 10 SP:Iteration 20F (152.160483 sec): 3 clusters Score: Raw -90254.198308 + Penalty 991.239235 = -89262.959073 nChanged 7 SP:Iteration 21Q (152.162474 sec): 3 clusters Score: Raw -90257.318376 + Penalty 991.432615 = -89265.885761 nChanged 8 SP:Iteration 22Q (152.164503 sec): 3 clusters Score: Raw -90259.530164 + Penalty 991.879983 = -89267.650181 nChanged 5 SP:Iteration 23Q (152.166539 sec): 3 clusters Score: Raw -90260.340860 + Penalty 991.498236 = -89268.842624 nChanged 1 SP:Iteration 24Q (152.168542 sec): 3 clusters Score: Raw -90260.401502 + Penalty 991.498236 = -89268.903266 nChanged 0 SP:Iteration 25F (152.170618 sec): 3 clusters Score: Raw -90260.401502 + Penalty 991.498236 = -89268.903266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.173849 sec): 2 clusters Score: Raw -49842.393744 + Penalty 972.976833 = -48869.416912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.175128 sec): 3 clusters Score: Raw -49693.719278 + Penalty 1947.680566 = -47746.038713 nChanged 138 SP:Iteration 1F (152.176381 sec): 3 clusters Score: Raw -49870.484943 + Penalty 1948.877008 = -47921.607934 nChanged 56 SP:Iteration 2F (152.177624 sec): 3 clusters Score: Raw -49939.273752 + Penalty 1950.057294 = -47989.216458 nChanged 25 SP:Iteration 3Q (152.178829 sec): 3 clusters Score: Raw -49974.980684 + Penalty 1950.085388 = -48024.895296 nChanged 9 SP:Iteration 4Q (152.180013 sec): 3 clusters Score: Raw -49985.956297 + Penalty 1950.021186 = -48035.935111 nChanged 9 SP:Iteration 5Q (152.181276 sec): 3 clusters Score: Raw -49998.693880 + Penalty 1950.260298 = -48048.433582 nChanged 8 SP:Iteration 6Q (152.182530 sec): 3 clusters Score: Raw -50009.367339 + Penalty 1950.171888 = -48059.195451 nChanged 9 SP:Iteration 7Q (152.183797 sec): 3 clusters Score: Raw -50025.268835 + Penalty 1950.374831 = -48074.894004 nChanged 12 SP:Iteration 8Q (152.184997 sec): 3 clusters Score: Raw -50044.348653 + Penalty 1950.095317 = -48094.253336 nChanged 7 SP:Iteration 9Q (152.186220 sec): 3 clusters Score: Raw -50054.202579 + Penalty 1949.765653 = -48104.436926 nChanged 3 SP:Iteration 10F (152.187529 sec): 3 clusters Score: Raw -50056.776706 + Penalty 1949.640533 = -48107.136173 nChanged 1 SP:Iteration 11Q (152.188744 sec): 3 clusters Score: Raw -50058.346932 + Penalty 1949.510618 = -48108.836314 nChanged 2 SP:Iteration 12Q (152.189935 sec): 3 clusters Score: Raw -50059.852529 + Penalty 1949.804123 = -48110.048406 nChanged 1 SP:Iteration 13Q (152.191189 sec): 3 clusters Score: Raw -50060.309749 + Penalty 1949.698679 = -48110.611070 nChanged 1 SP:Iteration 14Q (152.192432 sec): 3 clusters Score: Raw -50060.748389 + Penalty 1949.698679 = -48111.049711 nChanged 0 SP:Iteration 15F (152.193730 sec): 3 clusters Score: Raw -50060.748389 + Penalty 1949.698679 = -48111.049711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.195979 sec): 2 clusters Score: Raw -37771.553859 + Penalty 273.838592 = -37497.715267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.196984 sec): 3 clusters Score: Raw -37543.783126 + Penalty 565.500956 = -36978.282170 nChanged 159 SP:Iteration 1F (152.197991 sec): 3 clusters Score: Raw -37689.452439 + Penalty 600.672768 = -37088.779671 nChanged 66 SP:Iteration 2F (152.198983 sec): 3 clusters Score: Raw -37763.977650 + Penalty 622.287517 = -37141.690132 nChanged 34 SP:Iteration 3F (152.199969 sec): 3 clusters Score: Raw -37796.315663 + Penalty 634.038939 = -37162.276723 nChanged 19 SP:Iteration 4Q (152.200948 sec): 3 clusters Score: Raw -37810.290011 + Penalty 640.839218 = -37169.450793 nChanged 10 SP:Iteration 5Q (152.201925 sec): 3 clusters Score: Raw -37820.482411 + Penalty 650.508734 = -37169.973678 nChanged 10 SP:Iteration 6Q (152.202934 sec): 3 clusters Score: Raw -37830.094405 + Penalty 660.234393 = -37169.860011 nChanged 7 SP:Iteration 7F (152.203923 sec): 3 clusters Score: Raw -37834.649046 + Penalty 664.032277 = -37170.616769 nChanged 3 SP:Iteration 8Q (152.204865 sec): 3 clusters Score: Raw -37836.334463 + Penalty 664.299797 = -37172.034666 nChanged 1 SP:Iteration 9Q (152.205802 sec): 3 clusters Score: Raw -37836.726742 + Penalty 664.854480 = -37171.872262 nChanged 2 SP:Iteration 10F (152.206782 sec): 3 clusters Score: Raw -37839.094979 + Penalty 664.563397 = -37174.531582 nChanged 1 SP:Iteration 11Q (152.207728 sec): 3 clusters Score: Raw -37839.351327 + Penalty 664.563397 = -37174.787930 nChanged 0 SP:Iteration 12F (152.208712 sec): 3 clusters Score: Raw -37839.351327 + Penalty 664.563397 = -37174.787930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 28 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.211974 sec): 2 clusters Score: Raw -56484.350101 + Penalty 826.674463 = -55657.675638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.213314 sec): 3 clusters Score: Raw -56225.377244 + Penalty 1654.394769 = -54570.982474 nChanged 161 SP:Iteration 1F (152.214618 sec): 3 clusters Score: Raw -56348.960863 + Penalty 1658.304864 = -54690.655998 nChanged 49 SP:Iteration 2F (152.215910 sec): 3 clusters Score: Raw -56388.546899 + Penalty 1662.593232 = -54725.953666 nChanged 33 SP:Iteration 3F (152.217205 sec): 3 clusters Score: Raw -56410.882738 + Penalty 1665.292521 = -54745.590217 nChanged 13 SP:Iteration 4Q (152.218513 sec): 3 clusters Score: Raw -56424.358124 + Penalty 1668.278822 = -54756.079302 nChanged 14 SP:Iteration 5Q (152.219807 sec): 3 clusters Score: Raw -56437.793386 + Penalty 1671.771521 = -54766.021865 nChanged 16 SP:Iteration 6Q (152.221099 sec): 3 clusters Score: Raw -56463.317202 + Penalty 1682.597456 = -54780.719746 nChanged 26 SP:Iteration 7Q (152.222388 sec): 3 clusters Score: Raw -56511.477178 + Penalty 1691.423038 = -54820.054140 nChanged 20 SP:Iteration 8Q (152.223683 sec): 3 clusters Score: Raw -56541.615901 + Penalty 1698.651088 = -54842.964813 nChanged 23 SP:Iteration 9Q (152.225005 sec): 3 clusters Score: Raw -56575.007859 + Penalty 1701.010838 = -54873.997021 nChanged 17 SP:Iteration 10F (152.226297 sec): 3 clusters Score: Raw -56595.655748 + Penalty 1705.204420 = -54890.451328 nChanged 15 SP:Iteration 11Q (152.227522 sec): 3 clusters Score: Raw -56616.572748 + Penalty 1706.299493 = -54910.273254 nChanged 15 SP:Iteration 12Q (152.228761 sec): 3 clusters Score: Raw -56644.831350 + Penalty 1709.241871 = -54935.589479 nChanged 18 SP:Iteration 13Q (152.229984 sec): 3 clusters Score: Raw -56663.131505 + Penalty 1711.612520 = -54951.518985 nChanged 8 SP:Iteration 14Q (152.231202 sec): 3 clusters Score: Raw -56674.128147 + Penalty 1714.077213 = -54960.050934 nChanged 5 SP:Iteration 15Q (152.232402 sec): 3 clusters Score: Raw -56681.743911 + Penalty 1717.182175 = -54964.561736 nChanged 8 SP:Iteration 16Q (152.233617 sec): 3 clusters Score: Raw -56689.318654 + Penalty 1716.082632 = -54973.236023 nChanged 4 SP:Iteration 17Q (152.234810 sec): 3 clusters Score: Raw -56693.388823 + Penalty 1716.082632 = -54977.306192 nChanged 0 SP:Iteration 18F (152.236101 sec): 3 clusters Score: Raw -56693.388823 + Penalty 1716.082632 = -54977.306192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.238478 sec): 2 clusters Score: Raw -36609.498290 + Penalty 831.598402 = -35777.899888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.239567 sec): 3 clusters Score: Raw -36501.940166 + Penalty 1662.407227 = -34839.532939 nChanged 131 SP:Iteration 1F (152.240578 sec): 3 clusters Score: Raw -36652.037498 + Penalty 1662.327167 = -34989.710331 nChanged 36 SP:Iteration 2F (152.241590 sec): 3 clusters Score: Raw -36694.421924 + Penalty 1662.112961 = -35032.308962 nChanged 16 SP:Iteration 3Q (152.242569 sec): 3 clusters Score: Raw -36714.645583 + Penalty 1662.089670 = -35052.555913 nChanged 12 SP:Iteration 4Q (152.243563 sec): 3 clusters Score: Raw -36727.714773 + Penalty 1662.101566 = -35065.613207 nChanged 7 SP:Iteration 5Q (152.244538 sec): 3 clusters Score: Raw -36733.100803 + Penalty 1661.793129 = -35071.307674 nChanged 5 SP:Iteration 6Q (152.245505 sec): 3 clusters Score: Raw -36739.016320 + Penalty 1661.638965 = -35077.377356 nChanged 3 SP:Iteration 7Q (152.246474 sec): 3 clusters Score: Raw -36742.205815 + Penalty 1661.823289 = -35080.382526 nChanged 1 SP:Iteration 8Q (152.247437 sec): 3 clusters Score: Raw -36744.224255 + Penalty 1661.823289 = -35082.400966 nChanged 0 SP:Iteration 9F (152.248460 sec): 3 clusters Score: Raw -36744.224255 + Penalty 1661.823289 = -35082.400966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 32 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.251607 sec): 2 clusters Score: Raw -75877.256121 + Penalty 758.000425 = -75119.255696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.253315 sec): 3 clusters Score: Raw -75521.013507 + Penalty 1517.980955 = -74003.032553 nChanged 292 SP:Iteration 1F (152.254957 sec): 3 clusters Score: Raw -75716.989774 + Penalty 1523.746192 = -74193.243582 nChanged 92 SP:Iteration 2F (152.256619 sec): 3 clusters Score: Raw -75800.586762 + Penalty 1532.973585 = -74267.613177 nChanged 59 SP:Iteration 3F (152.258283 sec): 3 clusters Score: Raw -75867.146943 + Penalty 1543.370713 = -74323.776229 nChanged 43 SP:Iteration 4F (152.259921 sec): 3 clusters Score: Raw -75905.297633 + Penalty 1550.725919 = -74354.571714 nChanged 30 SP:Iteration 5Q (152.261526 sec): 3 clusters Score: Raw -75937.026338 + Penalty 1559.634789 = -74377.391549 nChanged 28 SP:Iteration 6Q (152.263119 sec): 3 clusters Score: Raw -75966.606856 + Penalty 1569.458825 = -74397.148031 nChanged 23 SP:Iteration 7Q (152.264692 sec): 3 clusters Score: Raw -75987.333252 + Penalty 1577.725906 = -74409.607346 nChanged 20 SP:Iteration 8Q (152.266266 sec): 3 clusters Score: Raw -76006.313275 + Penalty 1586.995685 = -74419.317590 nChanged 12 SP:Iteration 9Q (152.267903 sec): 3 clusters Score: Raw -76020.767792 + Penalty 1591.861298 = -74428.906494 nChanged 13 SP:Iteration 10F (152.269565 sec): 3 clusters Score: Raw -76033.867170 + Penalty 1596.924122 = -74436.943048 nChanged 9 SP:Iteration 11Q (152.271148 sec): 3 clusters Score: Raw -76042.043311 + Penalty 1602.648159 = -74439.395151 nChanged 9 SP:Iteration 12Q (152.272709 sec): 3 clusters Score: Raw -76054.025373 + Penalty 1606.772012 = -74447.253361 nChanged 5 SP:Iteration 13Q (152.274233 sec): 3 clusters Score: Raw -76060.239337 + Penalty 1613.587209 = -74446.652128 nChanged 5 SP:Iteration 14F (152.275882 sec): 3 clusters Score: Raw -76072.150166 + Penalty 1619.039612 = -74453.110554 nChanged 7 SP:Iteration 15Q (152.277422 sec): 3 clusters Score: Raw -76086.432874 + Penalty 1623.811860 = -74462.621015 nChanged 11 SP:Iteration 16Q (152.278915 sec): 3 clusters Score: Raw -76108.678358 + Penalty 1628.328572 = -74480.349786 nChanged 6 SP:Iteration 17Q (152.280382 sec): 3 clusters Score: Raw -76118.609203 + Penalty 1629.337707 = -74489.271496 nChanged 4 SP:Iteration 18Q (152.281868 sec): 3 clusters Score: Raw -76124.027191 + Penalty 1629.454322 = -74494.572869 nChanged 1 SP:Iteration 19Q (152.283359 sec): 3 clusters Score: Raw -76124.603277 + Penalty 1629.454322 = -74495.148955 nChanged 0 SP:Iteration 20F (152.284983 sec): 3 clusters Score: Raw -76124.603277 + Penalty 1629.454322 = -74495.148955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 35 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.288451 sec): 2 clusters Score: Raw -80314.367212 + Penalty 824.294181 = -79490.073031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.290293 sec): 3 clusters Score: Raw -79933.650496 + Penalty 1649.583639 = -78284.066857 nChanged 288 SP:Iteration 1F (152.292088 sec): 3 clusters Score: Raw -80135.646677 + Penalty 1650.953331 = -78484.693346 nChanged 69 SP:Iteration 2F (152.293879 sec): 3 clusters Score: Raw -80193.598238 + Penalty 1653.286389 = -78540.311849 nChanged 51 SP:Iteration 3F (152.295641 sec): 3 clusters Score: Raw -80244.975660 + Penalty 1657.432565 = -78587.543095 nChanged 53 SP:Iteration 4F (152.297416 sec): 3 clusters Score: Raw -80302.534786 + Penalty 1667.780367 = -78634.754419 nChanged 58 SP:Iteration 5F (152.299175 sec): 3 clusters Score: Raw -80389.604265 + Penalty 1678.382311 = -78711.221955 nChanged 50 SP:Iteration 6F (152.300934 sec): 3 clusters Score: Raw -80456.728194 + Penalty 1686.024220 = -78770.703974 nChanged 40 SP:Iteration 7Q (152.302663 sec): 3 clusters Score: Raw -80505.512706 + Penalty 1689.938632 = -78815.574074 nChanged 23 SP:Iteration 8Q (152.304372 sec): 3 clusters Score: Raw -80544.552210 + Penalty 1690.135333 = -78854.416877 nChanged 15 SP:Iteration 9Q (152.306098 sec): 3 clusters Score: Raw -80564.404223 + Penalty 1690.936041 = -78873.468182 nChanged 17 SP:Iteration 10F (152.307949 sec): 3 clusters Score: Raw -80601.273821 + Penalty 1693.487632 = -78907.786189 nChanged 18 SP:Iteration 11Q (152.309926 sec): 3 clusters Score: Raw -80622.457864 + Penalty 1693.802183 = -78928.655681 nChanged 12 SP:Iteration 12Q (152.311689 sec): 3 clusters Score: Raw -80632.637537 + Penalty 1694.032067 = -78938.605470 nChanged 5 SP:Iteration 13Q (152.313372 sec): 3 clusters Score: Raw -80639.097501 + Penalty 1693.290801 = -78945.806699 nChanged 7 SP:Iteration 14Q (152.315039 sec): 3 clusters Score: Raw -80645.414321 + Penalty 1693.689842 = -78951.724479 nChanged 2 SP:Iteration 15Q (152.316755 sec): 3 clusters Score: Raw -80649.786585 + Penalty 1693.428037 = -78956.358548 nChanged 4 SP:Iteration 16Q (152.318422 sec): 3 clusters Score: Raw -80653.279073 + Penalty 1693.428037 = -78959.851036 nChanged 0 SP:Iteration 17F (152.320170 sec): 3 clusters Score: Raw -80653.279073 + Penalty 1693.428037 = -78959.851036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.322630 sec): 2 clusters Score: Raw -47767.839074 + Penalty 599.417606 = -47168.421468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.323755 sec): 3 clusters Score: Raw -47526.421516 + Penalty 1199.382022 = -46327.039494 nChanged 162 SP:Iteration 1F (152.324861 sec): 3 clusters Score: Raw -47644.050511 + Penalty 1199.753814 = -46444.296697 nChanged 35 SP:Iteration 2F (152.325986 sec): 3 clusters Score: Raw -47674.631771 + Penalty 1200.623432 = -46474.008339 nChanged 29 SP:Iteration 3F (152.327095 sec): 3 clusters Score: Raw -47701.163070 + Penalty 1202.917734 = -46498.245335 nChanged 25 SP:Iteration 4Q (152.328191 sec): 3 clusters Score: Raw -47716.196584 + Penalty 1205.976225 = -46510.220359 nChanged 14 SP:Iteration 5Q (152.329282 sec): 3 clusters Score: Raw -47725.143972 + Penalty 1210.936730 = -46514.207242 nChanged 8 SP:Iteration 6Q (152.330412 sec): 3 clusters Score: Raw -47729.938890 + Penalty 1212.472634 = -46517.466257 nChanged 7 SP:Iteration 7Q (152.331506 sec): 3 clusters Score: Raw -47732.954705 + Penalty 1213.926878 = -46519.027826 nChanged 4 SP:Iteration 8Q (152.332591 sec): 3 clusters Score: Raw -47734.816834 + Penalty 1215.335238 = -46519.481597 nChanged 6 SP:Iteration 9Q (152.333676 sec): 3 clusters Score: Raw -47742.491587 + Penalty 1217.557985 = -46524.933602 nChanged 6 SP:Iteration 10F (152.334786 sec): 3 clusters Score: Raw -47747.944881 + Penalty 1224.980176 = -46522.964705 nChanged 10 SP:Iteration 11F (152.335890 sec): 3 clusters Score: Raw -47757.949793 + Penalty 1233.918205 = -46524.031588 nChanged 10 SP:Iteration 12Q (152.336977 sec): 3 clusters Score: Raw -47765.745014 + Penalty 1243.081293 = -46522.663721 nChanged 8 SP:Iteration 13F (152.338077 sec): 3 clusters Score: Raw -47773.614457 + Penalty 1250.233229 = -46523.381228 nChanged 11 SP:Iteration 14Q (152.339197 sec): 3 clusters Score: Raw -47783.887032 + Penalty 1262.721074 = -46521.165958 nChanged 10 SP:Iteration 15F (152.340310 sec): 3 clusters Score: Raw -47796.738371 + Penalty 1273.202762 = -46523.535609 nChanged 11 SP:Iteration 16Q (152.341383 sec): 3 clusters Score: Raw -47808.612209 + Penalty 1284.563368 = -46524.048841 nChanged 8 SP:Iteration 17Q (152.342447 sec): 3 clusters Score: Raw -47817.981498 + Penalty 1293.909304 = -46524.072195 nChanged 9 SP:Iteration 18Q (152.343522 sec): 3 clusters Score: Raw -47826.391345 + Penalty 1295.915295 = -46530.476049 nChanged 5 SP:Iteration 19Q (152.344570 sec): 3 clusters Score: Raw -47832.974254 + Penalty 1298.944647 = -46534.029608 nChanged 5 SP:Iteration 20F (152.345669 sec): 3 clusters Score: Raw -47838.510394 + Penalty 1302.633987 = -46535.876407 nChanged 4 SP:Iteration 21Q (152.346701 sec): 3 clusters Score: Raw -47842.026199 + Penalty 1306.050442 = -46535.975756 nChanged 4 SP:Iteration 22Q (152.347746 sec): 3 clusters Score: Raw -47847.879337 + Penalty 1310.317827 = -46537.561510 nChanged 3 SP:Iteration 23Q (152.348767 sec): 3 clusters Score: Raw -47852.051895 + Penalty 1314.320437 = -46537.731458 nChanged 3 SP:Iteration 24Q (152.349778 sec): 3 clusters Score: Raw -47854.643135 + Penalty 1314.320437 = -46540.322697 nChanged 0 SP:Iteration 25F (152.350876 sec): 3 clusters Score: Raw -47854.643135 + Penalty 1314.320437 = -46540.322697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.352871 sec): 2 clusters Score: Raw -18784.139845 + Penalty 668.651339 = -18115.488506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.353463 sec): 3 clusters Score: Raw -18776.810542 + Penalty 1337.976293 = -17438.834249 nChanged 35 SP:Iteration 1F (152.354042 sec): 3 clusters Score: Raw -18832.595327 + Penalty 1336.966531 = -17495.628796 nChanged 13 SP:Iteration 2F (152.354619 sec): 3 clusters Score: Raw -18853.199215 + Penalty 1336.125221 = -17517.073994 nChanged 10 SP:Iteration 3Q (152.355209 sec): 3 clusters Score: Raw -18873.595777 + Penalty 1335.884831 = -17537.710945 nChanged 4 SP:Iteration 4Q (152.355768 sec): 3 clusters Score: Raw -18879.661285 + Penalty 1334.366201 = -17545.295084 nChanged 6 SP:Iteration 5Q (152.356347 sec): 3 clusters Score: Raw -18890.767081 + Penalty 1333.803635 = -17556.963446 nChanged 2 SP:Iteration 6Q (152.356930 sec): 3 clusters Score: Raw -18893.338589 + Penalty 1334.002262 = -17559.336327 nChanged 1 SP:Iteration 7Q (152.357503 sec): 3 clusters Score: Raw -18895.578463 + Penalty 1333.440822 = -17562.137641 nChanged 1 SP:Iteration 8Q (152.358074 sec): 3 clusters Score: Raw -18898.066139 + Penalty 1333.874698 = -17564.191441 nChanged 1 SP:Iteration 9Q (152.358645 sec): 3 clusters Score: Raw -18901.271281 + Penalty 1333.874698 = -17567.396583 nChanged 0 SP:Iteration 10F (152.359238 sec): 3 clusters Score: Raw -18901.271281 + Penalty 1333.874698 = -17567.396583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.361685 sec): 2 clusters Score: Raw -47216.822651 + Penalty 557.901881 = -46658.920770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.362869 sec): 3 clusters Score: Raw -46961.525278 + Penalty 1119.541462 = -45841.983816 nChanged 170 SP:Iteration 1F (152.364025 sec): 3 clusters Score: Raw -47091.586221 + Penalty 1122.925156 = -45968.661066 nChanged 65 SP:Iteration 2F (152.365176 sec): 3 clusters Score: Raw -47156.850605 + Penalty 1123.783014 = -46033.067591 nChanged 38 SP:Iteration 3F (152.366348 sec): 3 clusters Score: Raw -47187.893400 + Penalty 1127.024017 = -46060.869384 nChanged 24 SP:Iteration 4Q (152.367499 sec): 3 clusters Score: Raw -47206.736644 + Penalty 1135.860572 = -46070.876072 nChanged 19 SP:Iteration 5Q (152.368642 sec): 3 clusters Score: Raw -47224.847497 + Penalty 1149.305582 = -46075.541915 nChanged 18 SP:Iteration 6Q (152.369833 sec): 3 clusters Score: Raw -47242.583207 + Penalty 1168.576835 = -46074.006372 nChanged 20 SP:Iteration 7F (152.371049 sec): 3 clusters Score: Raw -47270.522199 + Penalty 1187.707802 = -46082.814397 nChanged 16 SP:Iteration 8Q (152.372250 sec): 3 clusters Score: Raw -47294.825701 + Penalty 1198.540810 = -46096.284891 nChanged 10 SP:Iteration 9Q (152.373422 sec): 3 clusters Score: Raw -47303.396726 + Penalty 1203.724614 = -46099.672112 nChanged 6 SP:Iteration 10F (152.374601 sec): 3 clusters Score: Raw -47318.271317 + Penalty 1211.421128 = -46106.850189 nChanged 6 SP:Iteration 11Q (152.375702 sec): 3 clusters Score: Raw -47326.786270 + Penalty 1217.161906 = -46109.624364 nChanged 5 SP:Iteration 12Q (152.376791 sec): 3 clusters Score: Raw -47333.306393 + Penalty 1217.113571 = -46116.192822 nChanged 1 SP:Iteration 13Q (152.377866 sec): 3 clusters Score: Raw -47336.257114 + Penalty 1217.113571 = -46119.143543 nChanged 0 SP:Iteration 14F (152.379016 sec): 3 clusters Score: Raw -47336.257114 + Penalty 1217.113571 = -46119.143543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.381241 sec): 2 clusters Score: Raw -37813.285051 + Penalty 734.086492 = -37079.198559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.382216 sec): 3 clusters Score: Raw -37669.421488 + Penalty 1470.756271 = -36198.665217 nChanged 114 SP:Iteration 1F (152.383172 sec): 3 clusters Score: Raw -37779.605877 + Penalty 1473.627916 = -36305.977961 nChanged 31 SP:Iteration 2F (152.384128 sec): 3 clusters Score: Raw -37818.776546 + Penalty 1478.283412 = -36340.493134 nChanged 17 SP:Iteration 3Q (152.385092 sec): 3 clusters Score: Raw -37841.835272 + Penalty 1480.476888 = -36361.358384 nChanged 11 SP:Iteration 4Q (152.386032 sec): 3 clusters Score: Raw -37852.757826 + Penalty 1484.064793 = -36368.693033 nChanged 6 SP:Iteration 5Q (152.386967 sec): 3 clusters Score: Raw -37856.739800 + Penalty 1485.724640 = -36371.015161 nChanged 7 SP:Iteration 6Q (152.387930 sec): 3 clusters Score: Raw -37866.979425 + Penalty 1485.724640 = -36381.254785 nChanged 0 SP:Iteration 7F (152.388884 sec): 3 clusters Score: Raw -37866.979425 + Penalty 1485.724640 = -36381.254785 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 52 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.393656 sec): 2 clusters Score: Raw -123893.884984 + Penalty 517.966152 = -123375.918831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.396493 sec): 3 clusters Score: Raw -123129.305602 + Penalty 1034.305112 = -122095.000490 nChanged 536 SP:Iteration 1F (152.399191 sec): 3 clusters Score: Raw -123388.871747 + Penalty 1033.275039 = -122355.596709 nChanged 108 SP:Iteration 2F (152.401795 sec): 3 clusters Score: Raw -123438.305029 + Penalty 1033.011422 = -122405.293607 nChanged 70 SP:Iteration 3F (152.404405 sec): 3 clusters Score: Raw -123472.189486 + Penalty 1032.656228 = -122439.533258 nChanged 55 SP:Iteration 4Q (152.407036 sec): 3 clusters Score: Raw -123496.746480 + Penalty 1032.085213 = -122464.661268 nChanged 40 SP:Iteration 5Q (152.409717 sec): 3 clusters Score: Raw -123514.723253 + Penalty 1031.187098 = -122483.536155 nChanged 34 SP:Iteration 6Q (152.412335 sec): 3 clusters Score: Raw -123529.531340 + Penalty 1029.574791 = -122499.956549 nChanged 34 SP:Iteration 7Q (152.414953 sec): 3 clusters Score: Raw -123540.042749 + Penalty 1029.241373 = -122510.801375 nChanged 24 SP:Iteration 8Q (152.417606 sec): 3 clusters Score: Raw -123546.523538 + Penalty 1028.531195 = -122517.992343 nChanged 19 SP:Iteration 9Q (152.420187 sec): 3 clusters Score: Raw -123553.523687 + Penalty 1026.681672 = -122526.842015 nChanged 23 SP:Iteration 10F (152.422804 sec): 3 clusters Score: Raw -123565.349647 + Penalty 1024.305114 = -122541.044533 nChanged 26 SP:Iteration 11Q (152.425426 sec): 3 clusters Score: Raw -123581.348658 + Penalty 1020.439379 = -122560.909280 nChanged 35 SP:Iteration 12Q (152.428039 sec): 3 clusters Score: Raw -123609.508612 + Penalty 1017.873225 = -122591.635387 nChanged 39 SP:Iteration 13Q (152.430633 sec): 3 clusters Score: Raw -123638.863801 + Penalty 1014.958849 = -122623.904951 nChanged 41 SP:Iteration 14Q (152.433172 sec): 3 clusters Score: Raw -123663.275028 + Penalty 1012.282902 = -122650.992127 nChanged 41 SP:Iteration 15Q (152.435737 sec): 3 clusters Score: Raw -123686.784090 + Penalty 1008.140546 = -122678.643544 nChanged 38 SP:Iteration 16Q (152.438287 sec): 3 clusters Score: Raw -123712.591798 + Penalty 1002.475315 = -122710.116483 nChanged 40 SP:Iteration 17Q (152.440801 sec): 3 clusters Score: Raw -123738.896996 + Penalty 999.970212 = -122738.926784 nChanged 30 SP:Iteration 18Q (152.443257 sec): 3 clusters Score: Raw -123753.959616 + Penalty 998.979156 = -122754.980460 nChanged 22 SP:Iteration 19Q (152.445713 sec): 3 clusters Score: Raw -123765.562442 + Penalty 994.980159 = -122770.582283 nChanged 19 SP:Iteration 20F (152.448309 sec): 3 clusters Score: Raw -123780.582126 + Penalty 992.822612 = -122787.759514 nChanged 19 SP:Iteration 21Q (152.450768 sec): 3 clusters Score: Raw -123788.680499 + Penalty 992.219261 = -122796.461238 nChanged 17 SP:Iteration 22Q (152.453163 sec): 3 clusters Score: Raw -123795.825420 + Penalty 989.712001 = -122806.113419 nChanged 15 SP:Iteration 23Q (152.455556 sec): 3 clusters Score: Raw -123802.997101 + Penalty 989.152696 = -122813.844405 nChanged 13 SP:Iteration 24Q (152.457955 sec): 3 clusters Score: Raw -123806.443402 + Penalty 990.571870 = -122815.871532 nChanged 9 SP:Iteration 25Q (152.460346 sec): 3 clusters Score: Raw -123808.954031 + Penalty 989.815911 = -122819.138120 nChanged 13 SP:Iteration 26Q (152.462700 sec): 3 clusters Score: Raw -123813.795646 + Penalty 990.077874 = -122823.717773 nChanged 13 SP:Iteration 27Q (152.465039 sec): 3 clusters Score: Raw -123821.567658 + Penalty 987.696640 = -122833.871019 nChanged 12 SP:Iteration 28Q (152.467487 sec): 3 clusters Score: Raw -123826.343709 + Penalty 986.213049 = -122840.130660 nChanged 9 SP:Iteration 29Q (152.469860 sec): 3 clusters Score: Raw -123828.143631 + Penalty 983.569235 = -122844.574396 nChanged 9 SP:Iteration 30F (152.472495 sec): 3 clusters Score: Raw -123832.370762 + Penalty 982.585761 = -122849.785001 nChanged 13 SP:Iteration 31Q (152.474834 sec): 3 clusters Score: Raw -123839.775382 + Penalty 980.460058 = -122859.315325 nChanged 19 SP:Iteration 32Q (152.477180 sec): 3 clusters Score: Raw -123851.719402 + Penalty 979.913915 = -122871.805488 nChanged 14 SP:Iteration 33Q (152.479481 sec): 3 clusters Score: Raw -123860.025670 + Penalty 978.624362 = -122881.401308 nChanged 13 SP:Iteration 34Q (152.481738 sec): 3 clusters Score: Raw -123866.769444 + Penalty 973.752312 = -122893.017132 nChanged 11 SP:Iteration 35Q (152.483945 sec): 3 clusters Score: Raw -123873.738008 + Penalty 971.373771 = -122902.364237 nChanged 8 SP:Iteration 36Q (152.486194 sec): 3 clusters Score: Raw -123876.889412 + Penalty 970.625740 = -122906.263672 nChanged 8 SP:Iteration 37Q (152.488452 sec): 3 clusters Score: Raw -123883.279040 + Penalty 972.049808 = -122911.229232 nChanged 5 SP:Iteration 38Q (152.490705 sec): 3 clusters Score: Raw -123886.791305 + Penalty 974.995074 = -122911.796232 nChanged 6 SP:Iteration 39Q (152.493035 sec): 3 clusters Score: Raw -123891.737761 + Penalty 975.875763 = -122915.861998 nChanged 6 SP:Iteration 40F (152.495710 sec): 3 clusters Score: Raw -123897.177116 + Penalty 975.507465 = -122921.669651 nChanged 5 SP:Iteration 41Q (152.498025 sec): 3 clusters Score: Raw -123899.178179 + Penalty 980.320343 = -122918.857836 nChanged 6 SP:Iteration 42F (152.500735 sec): 3 clusters Score: Raw -123904.925764 + Penalty 979.217003 = -122925.708761 nChanged 3 SP:Iteration 43Q (152.502896 sec): 3 clusters Score: Raw -123905.238098 + Penalty 979.977073 = -122925.261025 nChanged 2 SP:Iteration 44F (152.505478 sec): 3 clusters Score: Raw -123906.175108 + Penalty 978.278607 = -122927.896501 nChanged 1 SP:Iteration 45Q (152.507584 sec): 3 clusters Score: Raw -123906.323441 + Penalty 979.088431 = -122927.235010 nChanged 1 SP:Iteration 46F (152.510535 sec): 3 clusters Score: Raw -123906.025547 + Penalty 979.088431 = -122926.937115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 54 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.513861 sec): 2 clusters Score: Raw -66468.598607 + Penalty 331.848204 = -66136.750404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.515538 sec): 3 clusters Score: Raw -66034.661038 + Penalty 665.623533 = -65369.037505 nChanged 329 SP:Iteration 1F (152.517180 sec): 3 clusters Score: Raw -66204.833561 + Penalty 668.920760 = -65535.912801 nChanged 67 SP:Iteration 2F (152.518818 sec): 3 clusters Score: Raw -66246.998615 + Penalty 674.030230 = -65572.968385 nChanged 47 SP:Iteration 3F (152.520435 sec): 3 clusters Score: Raw -66276.653498 + Penalty 682.544500 = -65594.108998 nChanged 46 SP:Iteration 4F (152.522049 sec): 3 clusters Score: Raw -66309.213334 + Penalty 696.298588 = -65612.914746 nChanged 47 SP:Iteration 5F (152.523714 sec): 3 clusters Score: Raw -66364.789718 + Penalty 722.575259 = -65642.214459 nChanged 66 SP:Iteration 6F (152.525363 sec): 3 clusters Score: Raw -66455.304781 + Penalty 734.495820 = -65720.808961 nChanged 45 SP:Iteration 7F (152.526979 sec): 3 clusters Score: Raw -66499.366773 + Penalty 741.636376 = -65757.730397 nChanged 24 SP:Iteration 8Q (152.528582 sec): 3 clusters Score: Raw -66520.999264 + Penalty 746.248379 = -65774.750885 nChanged 8 SP:Iteration 9Q (152.530141 sec): 3 clusters Score: Raw -66525.647573 + Penalty 744.791750 = -65780.855823 nChanged 5 SP:Iteration 10F (152.531804 sec): 3 clusters Score: Raw -66528.572106 + Penalty 745.278049 = -65783.294057 nChanged 4 SP:Iteration 11Q (152.533407 sec): 3 clusters Score: Raw -66531.112333 + Penalty 745.511805 = -65785.600529 nChanged 2 SP:Iteration 12Q (152.534992 sec): 3 clusters Score: Raw -66532.436550 + Penalty 746.400824 = -65786.035727 nChanged 2 SP:Iteration 13Q (152.536552 sec): 3 clusters Score: Raw -66534.596849 + Penalty 745.976603 = -65788.620246 nChanged 1 SP:Iteration 14Q (152.538119 sec): 3 clusters Score: Raw -66534.720404 + Penalty 745.976603 = -65788.743801 nChanged 0 SP:Iteration 15F (152.539781 sec): 3 clusters Score: Raw -66534.720404 + Penalty 745.976603 = -65788.743801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 59 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.540793 sec): 2 clusters Score: Raw -881.067039 + Penalty 96.188609 = -784.878430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.541037 sec): 3 clusters Score: Raw -966.955823 + Penalty 194.461640 = -772.494183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.543198 sec): 2 clusters Score: Raw -35866.777977 + Penalty 472.178329 = -35394.599648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.544250 sec): 3 clusters Score: Raw -35650.685664 + Penalty 943.635077 = -34707.050587 nChanged 142 SP:Iteration 1F (152.545284 sec): 3 clusters Score: Raw -35773.376513 + Penalty 942.842705 = -34830.533808 nChanged 59 SP:Iteration 2F (152.546307 sec): 3 clusters Score: Raw -35835.912759 + Penalty 943.805313 = -34892.107446 nChanged 34 SP:Iteration 3F (152.547300 sec): 3 clusters Score: Raw -35883.267738 + Penalty 943.281663 = -34939.986075 nChanged 26 SP:Iteration 4F (152.548287 sec): 3 clusters Score: Raw -35914.457087 + Penalty 943.330449 = -34971.126638 nChanged 22 SP:Iteration 5Q (152.549246 sec): 3 clusters Score: Raw -35932.782826 + Penalty 944.974393 = -34987.808434 nChanged 13 SP:Iteration 6Q (152.550196 sec): 3 clusters Score: Raw -35941.519265 + Penalty 947.077357 = -34994.441909 nChanged 10 SP:Iteration 7Q (152.551152 sec): 3 clusters Score: Raw -35956.677996 + Penalty 948.734408 = -35007.943589 nChanged 11 SP:Iteration 8Q (152.552106 sec): 3 clusters Score: Raw -35964.052229 + Penalty 953.912415 = -35010.139813 nChanged 12 SP:Iteration 9Q (152.553048 sec): 3 clusters Score: Raw -35976.430637 + Penalty 957.447678 = -35018.982959 nChanged 9 SP:Iteration 10F (152.554034 sec): 3 clusters Score: Raw -35984.066375 + Penalty 963.268432 = -35020.797943 nChanged 9 SP:Iteration 11Q (152.554972 sec): 3 clusters Score: Raw -35989.870725 + Penalty 973.552500 = -35016.318226 nChanged 10 SP:Iteration 12F (152.555971 sec): 3 clusters Score: Raw -35998.466037 + Penalty 991.771814 = -35006.694223 nChanged 15 SP:Iteration 13F (152.556969 sec): 3 clusters Score: Raw -36023.787058 + Penalty 1018.997813 = -35004.789245 nChanged 20 SP:Iteration 14F (152.557957 sec): 3 clusters Score: Raw -36051.017065 + Penalty 1042.218868 = -35008.798197 nChanged 15 SP:Iteration 15Q (152.558908 sec): 3 clusters Score: Raw -36070.872407 + Penalty 1053.827282 = -35017.045125 nChanged 7 SP:Iteration 16Q (152.559828 sec): 3 clusters Score: Raw -36084.345923 + Penalty 1067.961221 = -35016.384702 nChanged 6 SP:Iteration 17F (152.560820 sec): 3 clusters Score: Raw -36100.416280 + Penalty 1073.527793 = -35026.888487 nChanged 3 SP:Iteration 18Q (152.561711 sec): 3 clusters Score: Raw -36105.189522 + Penalty 1076.444984 = -35028.744538 nChanged 1 SP:Iteration 19Q (152.562591 sec): 3 clusters Score: Raw -36106.856667 + Penalty 1077.739304 = -35029.117364 nChanged 1 SP:Iteration 20F (152.563577 sec): 3 clusters Score: Raw -36108.443260 + Penalty 1077.739304 = -35030.703956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.564604 sec): 2 clusters Score: Raw -1793.023331 + Penalty 143.497499 = -1649.525832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.564878 sec): 3 clusters Score: Raw -1840.546203 + Penalty 332.735980 = -1507.810224 nChanged 2 SP:Iteration 1F (152.565179 sec): 3 clusters Score: Raw -1850.407945 + Penalty 355.254715 = -1495.153230 nChanged 1 SP:Iteration 2F (152.565435 sec): 3 clusters Score: Raw -1854.676091 + Penalty 355.254715 = -1499.421376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.566271 sec): 2 clusters Score: Raw -1138.405332 + Penalty 80.352123 = -1058.053208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.566487 sec): 3 clusters Score: Raw -1204.962920 + Penalty 178.798725 = -1026.164195 nChanged 1 SP:Iteration 1F (152.566699 sec): 3 clusters Score: Raw -1217.039015 + Penalty 178.798725 = -1038.240291 nChanged 0 Time taken for this iteration:151.342234 seconds. 300->38 Clusters: Score -3326510.897505, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 216 (time per iteration =706.548551 ms) Total iterations: 4744 (time per iteration =32.170001 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9530352500.000000 (time per metric unit =16.013520ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 238258812500.000000 (time per metric unit=640.540786ps) That took 152.614487 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 12 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.28 and 0.42 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 30310 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 30310 points ------ Starting initial clusters from distinct float masks Not enough masks (209) to generate starting clusters (300), so starting with (210) clusters instead. Assigned 210 initial classes from 209 unique masks. Deleting Class 128 (4 points): Lose 59.383955 but Gain 1638.940948 Iteration 0F (3.903422 sec): 209 clusters Score: Raw -2383417.515223 + Penalty 196114.616483 = -2187302.898739 nChanged 10783 Deleting Class 180 (2 points): Lose 12.732412 but Gain 1541.965102 Iteration 1F (6.526989 sec): 186 clusters Score: Raw -2413591.636350 + Penalty 188851.601654 = -2224740.034696 nChanged 4519 Deleting Class 57 (12 points): Lose 134.131816 but Gain 1636.155241 Iteration 2F (9.038233 sec): 179 clusters Score: Raw -2423678.854217 + Penalty 183176.433294 = -2240502.420922 nChanged 2707 Deleting Class 150 (10 points): Lose 45.983916 but Gain 1527.974190 Iteration 3F (11.482261 sec): 174 clusters Score: Raw -2427936.102040 + Penalty 182729.267819 = -2245206.834221 nChanged 1680 Deleting Class 5 (1 points): Lose 6.420236 but Gain 1492.626676 Iteration 4F (13.909085 sec): 173 clusters Score: Raw -2429924.861365 + Penalty 180179.945736 = -2249744.915630 nChanged 1100 Deleting Class 101 (18 points): Lose 173.637137 but Gain 1638.623419 Iteration 5Q (14.209700 sec): 171 clusters Score: Raw -2430893.079057 + Penalty 178708.980916 = -2252184.098140 nChanged 803 Deleting Class 81 (8 points): Lose 95.637593 but Gain 1545.801160 Iteration 6Q (14.474079 sec): 170 clusters Score: Raw -2431617.790427 + Penalty 176069.630722 = -2255548.159705 nChanged 617 Deleting Class 164 (8 points): Lose 98.333285 but Gain 1529.544694 Iteration 7Q (14.714316 sec): 168 clusters Score: Raw -2432018.107372 + Penalty 174791.747946 = -2257226.359426 nChanged 436 Deleting Class 112 (9 points): Lose 77.370683 but Gain 1504.698046 Iteration 8Q (14.935362 sec): 167 clusters Score: Raw -2432229.762989 + Penalty 172820.287920 = -2259409.475069 nChanged 331 Deleting Class 154 (3 points): Lose 27.700532 but Gain 1454.514283 Iteration 9Q (15.150016 sec): 165 clusters Score: Raw -2432490.108059 + Penalty 171511.539929 = -2260978.568130 nChanged 273 Deleting Class 87 (9 points): Lose 69.321553 but Gain 1489.963717 Iteration 10F (17.419597 sec): 164 clusters Score: Raw -2432719.347786 + Penalty 170138.718688 = -2262580.629098 nChanged 245 Deleting Class 38 (9 points): Lose 30.310638 but Gain 1445.251634 Iteration 11Q (17.619101 sec): 163 clusters Score: Raw -2432888.688159 + Penalty 168780.759363 = -2264107.928796 nChanged 221 Deleting Class 148 (3 points): Lose 15.140160 but Gain 1420.011142 Iteration 12Q (17.814730 sec): 162 clusters Score: Raw -2433044.906664 + Penalty 167158.600021 = -2265886.306644 nChanged 198 Deleting Class 25 (32 points): Lose 203.335486 but Gain 1602.347226 Iteration 13Q (18.006016 sec): 161 clusters Score: Raw -2432984.503684 + Penalty 165055.746885 = -2267928.756798 nChanged 199 Deleting Class 121 (31 points): Lose 183.539584 but Gain 1560.123507 Iteration 14Q (18.196331 sec): 159 clusters Score: Raw -2433015.666739 + Penalty 163574.277450 = -2269441.389290 nChanged 177 Deleting Class 145 (5 points): Lose 35.255542 but Gain 1406.086298 Iteration 15Q (18.386108 sec): 158 clusters Score: Raw -2433119.603298 + Penalty 162333.429423 = -2270786.173874 nChanged 131 Deleting Class 175 (7 points): Lose 41.019876 but Gain 1405.445784 Iteration 16Q (18.571716 sec): 157 clusters Score: Raw -2433177.719704 + Penalty 160993.464010 = -2272184.255694 nChanged 116 Deleting Class 117 (16 points): Lose 110.127990 but Gain 1441.054457 Iteration 17Q (18.752237 sec): 156 clusters Score: Raw -2433158.740107 + Penalty 159614.312954 = -2273544.427152 nChanged 107 Deleting Class 116 (17 points): Lose 145.144373 but Gain 1464.300179 Iteration 18Q (18.924963 sec): 155 clusters Score: Raw -2433097.050259 + Penalty 158185.989898 = -2274911.060361 nChanged 81 Deleting Class 206 (1 points): Lose 0.158857 but Gain 1312.292451 Iteration 19Q (19.094823 sec): 154 clusters Score: Raw -2433160.719968 + Penalty 156877.509142 = -2276283.210825 nChanged 55 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2433160.719968 + Penalty 156877.509142 = -2276283.210825Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 1 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.218061 sec): 2 clusters Score: Raw -21545.145282 + Penalty 733.227010 = -20811.918273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.218762 sec): 3 clusters Score: Raw -21528.455254 + Penalty 1465.471737 = -20062.983517 nChanged 36 SP:Iteration 1F (19.219398 sec): 3 clusters Score: Raw -21586.574288 + Penalty 1464.743701 = -20121.830587 nChanged 17 SP:Iteration 2F (19.220031 sec): 3 clusters Score: Raw -21623.083624 + Penalty 1466.725778 = -20156.357845 nChanged 18 SP:Iteration 3F (19.220669 sec): 3 clusters Score: Raw -21664.910175 + Penalty 1467.294858 = -20197.615318 nChanged 8 SP:Iteration 4Q (19.221288 sec): 3 clusters Score: Raw -21684.670988 + Penalty 1467.548883 = -20217.122105 nChanged 3 SP:Iteration 5Q (19.221903 sec): 3 clusters Score: Raw -21688.566472 + Penalty 1468.947177 = -20219.619295 nChanged 5 SP:Iteration 6Q (19.222545 sec): 3 clusters Score: Raw -21700.007633 + Penalty 1468.600972 = -20231.406661 nChanged 2 SP:Iteration 7Q (19.223171 sec): 3 clusters Score: Raw -21703.886468 + Penalty 1468.634567 = -20235.251901 nChanged 2 SP:Iteration 8Q (19.223805 sec): 3 clusters Score: Raw -21708.350191 + Penalty 1468.651818 = -20239.698374 nChanged 1 SP:Iteration 9Q (19.224439 sec): 3 clusters Score: Raw -21710.180797 + Penalty 1468.651818 = -20241.528979 nChanged 0 SP:Iteration 10F (19.225095 sec): 3 clusters Score: Raw -21710.180797 + Penalty 1468.651818 = -20241.528979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.225841 sec): 2 clusters Score: Raw -6908.262274 + Penalty 115.965783 = -6792.296491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.226245 sec): 3 clusters Score: Raw -6924.155951 + Penalty 246.674369 = -6677.481582 nChanged 32 SP:Iteration 1F (19.226639 sec): 3 clusters Score: Raw -7019.476410 + Penalty 248.447107 = -6771.029303 nChanged 9 SP:Iteration 2F (19.227031 sec): 3 clusters Score: Raw -7035.420811 + Penalty 246.488082 = -6788.932729 nChanged 1 SP:Iteration 3Q (19.227395 sec): 3 clusters Score: Raw -7038.582163 + Penalty 246.488082 = -6792.094081 nChanged 0 SP:Iteration 4F (19.227785 sec): 3 clusters Score: Raw -7038.582163 + Penalty 246.488082 = -6792.094081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 3 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.229593 sec): 2 clusters Score: Raw -24762.627206 + Penalty 610.171606 = -24152.455600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.230335 sec): 3 clusters Score: Raw -24694.363876 + Penalty 1221.239003 = -23473.124872 nChanged 75 SP:Iteration 1F (19.231046 sec): 3 clusters Score: Raw -24802.794325 + Penalty 1224.712344 = -23578.081981 nChanged 27 SP:Iteration 2F (19.231752 sec): 3 clusters Score: Raw -24851.689296 + Penalty 1229.547893 = -23622.141403 nChanged 19 SP:Iteration 3F (19.232457 sec): 3 clusters Score: Raw -24892.954801 + Penalty 1231.964529 = -23660.990272 nChanged 10 SP:Iteration 4Q (19.233128 sec): 3 clusters Score: Raw -24916.912052 + Penalty 1234.598353 = -23682.313699 nChanged 9 SP:Iteration 5Q (19.233795 sec): 3 clusters Score: Raw -24938.690511 + Penalty 1234.487956 = -23704.202555 nChanged 7 SP:Iteration 6Q (19.234454 sec): 3 clusters Score: Raw -24957.789252 + Penalty 1234.614761 = -23723.174491 nChanged 5 SP:Iteration 7Q (19.235129 sec): 3 clusters Score: Raw -24968.030076 + Penalty 1236.224391 = -23731.805685 nChanged 3 SP:Iteration 8Q (19.235785 sec): 3 clusters Score: Raw -24971.592454 + Penalty 1236.781846 = -23734.810608 nChanged 1 SP:Iteration 9Q (19.236435 sec): 3 clusters Score: Raw -24972.595723 + Penalty 1236.781846 = -23735.813877 nChanged 0 SP:Iteration 10F (19.237137 sec): 3 clusters Score: Raw -24972.595723 + Penalty 1236.781846 = -23735.813877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.238125 sec): 2 clusters Score: Raw -17373.195065 + Penalty 429.678997 = -16943.516069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.238700 sec): 3 clusters Score: Raw -17341.876919 + Penalty 870.582438 = -16471.294481 nChanged 51 SP:Iteration 1F (19.239287 sec): 3 clusters Score: Raw -17401.714454 + Penalty 876.514727 = -16525.199727 nChanged 14 SP:Iteration 2F (19.239855 sec): 3 clusters Score: Raw -17421.271462 + Penalty 881.323010 = -16539.948452 nChanged 9 SP:Iteration 3Q (19.240411 sec): 3 clusters Score: Raw -17435.250733 + Penalty 889.133250 = -16546.117482 nChanged 7 SP:Iteration 4Q (19.240957 sec): 3 clusters Score: Raw -17450.679313 + Penalty 890.448927 = -16560.230385 nChanged 4 SP:Iteration 5Q (19.241499 sec): 3 clusters Score: Raw -17455.317106 + Penalty 891.438166 = -16563.878940 nChanged 6 SP:Iteration 6Q (19.242036 sec): 3 clusters Score: Raw -17461.533723 + Penalty 891.438166 = -16570.095557 nChanged 0 SP:Iteration 7F (19.242598 sec): 3 clusters Score: Raw -17461.533723 + Penalty 891.438166 = -16570.095557 nChanged 0 Memory request: 0.05 GB would take us to total of 0.33 GB. Trying to split cluster 6 (10056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.287893 sec): 2 clusters Score: Raw -797042.112867 + Penalty 226.451565 = -796815.661302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.306792 sec): 3 clusters Score: Raw -790234.578579 + Penalty 473.853155 = -789760.725424 nChanged 4786 SP:Iteration 1F (19.325065 sec): 3 clusters Score: Raw -794122.410444 + Penalty 546.673353 = -793575.737090 nChanged 1877 SP:Iteration 2F (19.343509 sec): 3 clusters Score: Raw -796468.333162 + Penalty 619.909547 = -795848.423615 nChanged 490 SP:Iteration 3Q (19.362069 sec): 3 clusters Score: Raw -797024.460581 + Penalty 647.332125 = -796377.128456 nChanged 29 SP:Iteration 4Q (19.377677 sec): 3 clusters Score: Raw -797063.199658 + Penalty 662.246310 = -796400.953348 nChanged 3 SP:Iteration 5Q (19.392236 sec): 3 clusters Score: Raw -797067.086333 + Penalty 696.680512 = -796370.405822 nChanged 2 SP:Iteration 6F (19.410355 sec): 3 clusters Score: Raw -797069.244149 + Penalty 708.890526 = -796360.353623 nChanged 1 SP:Iteration 7F (19.428598 sec): 3 clusters Score: Raw -797069.763739 + Penalty 726.313033 = -796343.450706 nChanged 1 SP:Iteration 8F (19.446861 sec): 3 clusters Score: Raw -797070.281592 + Penalty 726.475079 = -796343.806514 nChanged 1 SP:Iteration 9Q (19.461044 sec): 3 clusters Score: Raw -797070.442465 + Penalty 726.475079 = -796343.967386 nChanged 0 SP:Iteration 10F (19.479140 sec): 3 clusters Score: Raw -797070.442465 + Penalty 726.475079 = -796343.967386 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 7 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.487897 sec): 2 clusters Score: Raw -67066.527178 + Penalty 350.132926 = -66716.394252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.489558 sec): 3 clusters Score: Raw -66598.429718 + Penalty 698.674927 = -65899.754791 nChanged 314 SP:Iteration 1F (19.491144 sec): 3 clusters Score: Raw -66752.464867 + Penalty 698.469798 = -66053.995069 nChanged 82 SP:Iteration 2F (19.492714 sec): 3 clusters Score: Raw -66797.963328 + Penalty 700.925951 = -66097.037376 nChanged 68 SP:Iteration 3F (19.494285 sec): 3 clusters Score: Raw -66854.102397 + Penalty 708.928455 = -66145.173942 nChanged 77 SP:Iteration 4F (19.495847 sec): 3 clusters Score: Raw -66931.900039 + Penalty 713.796975 = -66218.103064 nChanged 81 SP:Iteration 5F (19.497435 sec): 3 clusters Score: Raw -67018.704630 + Penalty 713.140545 = -66305.564085 nChanged 55 SP:Iteration 6F (19.499018 sec): 3 clusters Score: Raw -67071.186633 + Penalty 707.877996 = -66363.308637 nChanged 41 SP:Iteration 7F (19.500565 sec): 3 clusters Score: Raw -67114.191555 + Penalty 702.244094 = -66411.947461 nChanged 34 SP:Iteration 8Q (19.502089 sec): 3 clusters Score: Raw -67151.640696 + Penalty 698.694020 = -66452.946676 nChanged 19 SP:Iteration 9Q (19.503605 sec): 3 clusters Score: Raw -67179.710606 + Penalty 696.262643 = -66483.447963 nChanged 26 SP:Iteration 10F (19.505198 sec): 3 clusters Score: Raw -67224.536242 + Penalty 695.513581 = -66529.022661 nChanged 16 SP:Iteration 11Q (19.506668 sec): 3 clusters Score: Raw -67244.707345 + Penalty 695.468239 = -66549.239107 nChanged 13 SP:Iteration 12Q (19.508122 sec): 3 clusters Score: Raw -67252.370616 + Penalty 694.560545 = -66557.810071 nChanged 8 SP:Iteration 13Q (19.509545 sec): 3 clusters Score: Raw -67255.276739 + Penalty 694.167013 = -66561.109726 nChanged 2 SP:Iteration 14Q (19.510999 sec): 3 clusters Score: Raw -67256.254749 + Penalty 693.513654 = -66562.741095 nChanged 3 SP:Iteration 15Q (19.512453 sec): 3 clusters Score: Raw -67258.299842 + Penalty 693.421147 = -66564.878695 nChanged 3 SP:Iteration 16Q (19.513913 sec): 3 clusters Score: Raw -67259.841725 + Penalty 693.010952 = -66566.830773 nChanged 4 SP:Iteration 17Q (19.515382 sec): 3 clusters Score: Raw -67261.164619 + Penalty 693.010952 = -66568.153667 nChanged 0 SP:Iteration 18F (19.516984 sec): 3 clusters Score: Raw -67261.164619 + Penalty 693.010952 = -66568.153667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 8 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.518239 sec): 2 clusters Score: Raw -3669.263928 + Penalty 182.400319 = -3486.863608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.518540 sec): 3 clusters Score: Raw -3680.518904 + Penalty 364.800639 = -3315.718265 nChanged 4 SP:Iteration 1F (19.518835 sec): 3 clusters Score: Raw -3696.409227 + Penalty 364.800639 = -3331.608588 nChanged 2 SP:Iteration 2Q (19.519119 sec): 3 clusters Score: Raw -3701.005374 + Penalty 364.800639 = -3336.204735 nChanged 0 SP:Iteration 3F (19.519413 sec): 3 clusters Score: Raw -3701.005374 + Penalty 364.800639 = -3336.204735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.519996 sec): 2 clusters Score: Raw -2855.890890 + Penalty 307.252581 = -2548.638309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.520301 sec): 3 clusters Score: Raw -2848.265598 + Penalty 632.350729 = -2215.914869 nChanged 2 SP:Iteration 1F (19.520573 sec): 3 clusters Score: Raw -2851.774610 + Penalty 632.220823 = -2219.553787 nChanged 1 SP:Iteration 2Q (19.520838 sec): 3 clusters Score: Raw -2853.619302 + Penalty 632.220823 = -2221.398479 nChanged 0 SP:Iteration 3F (19.521104 sec): 3 clusters Score: Raw -2853.619302 + Penalty 632.220823 = -2221.398479 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.526753 sec): 2 clusters Score: Raw -97357.446399 + Penalty 455.222271 = -96902.224129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.528997 sec): 3 clusters Score: Raw -96670.999978 + Penalty 907.479079 = -95763.520900 nChanged 470 SP:Iteration 1F (19.531195 sec): 3 clusters Score: Raw -96893.570847 + Penalty 899.355354 = -95994.215493 nChanged 171 SP:Iteration 2F (19.533393 sec): 3 clusters Score: Raw -97026.303895 + Penalty 891.817263 = -96134.486632 nChanged 120 SP:Iteration 3F (19.535614 sec): 3 clusters Score: Raw -97116.285403 + Penalty 885.431569 = -96230.853834 nChanged 73 SP:Iteration 4F (19.537835 sec): 3 clusters Score: Raw -97154.622077 + Penalty 881.824161 = -96272.797916 nChanged 41 SP:Iteration 5Q (19.540022 sec): 3 clusters Score: Raw -97165.907997 + Penalty 880.136902 = -96285.771096 nChanged 15 SP:Iteration 6Q (19.542202 sec): 3 clusters Score: Raw -97170.598879 + Penalty 878.744341 = -96291.854539 nChanged 17 SP:Iteration 7Q (19.544354 sec): 3 clusters Score: Raw -97177.758416 + Penalty 878.967928 = -96298.790489 nChanged 14 SP:Iteration 8Q (19.546527 sec): 3 clusters Score: Raw -97181.033666 + Penalty 877.910132 = -96303.123533 nChanged 9 SP:Iteration 9Q (19.548675 sec): 3 clusters Score: Raw -97183.311585 + Penalty 876.981111 = -96306.330473 nChanged 9 SP:Iteration 10F (19.550848 sec): 3 clusters Score: Raw -97186.438146 + Penalty 874.221381 = -96312.216766 nChanged 12 SP:Iteration 11Q (19.552995 sec): 3 clusters Score: Raw -97190.924368 + Penalty 871.577440 = -96319.346928 nChanged 9 SP:Iteration 12Q (19.555166 sec): 3 clusters Score: Raw -97194.558750 + Penalty 869.120461 = -96325.438289 nChanged 9 SP:Iteration 13Q (19.557327 sec): 3 clusters Score: Raw -97197.195254 + Penalty 866.442454 = -96330.752800 nChanged 12 SP:Iteration 14Q (19.559499 sec): 3 clusters Score: Raw -97200.474842 + Penalty 863.672179 = -96336.802664 nChanged 10 SP:Iteration 15Q (19.561664 sec): 3 clusters Score: Raw -97202.984380 + Penalty 863.036978 = -96339.947401 nChanged 5 SP:Iteration 16Q (19.563879 sec): 3 clusters Score: Raw -97203.527243 + Penalty 862.262901 = -96341.264342 nChanged 4 SP:Iteration 17Q (19.566058 sec): 3 clusters Score: Raw -97204.195520 + Penalty 862.228402 = -96341.967118 nChanged 1 SP:Iteration 18Q (19.568229 sec): 3 clusters Score: Raw -97204.213997 + Penalty 861.695357 = -96342.518639 nChanged 1 SP:Iteration 19Q (19.570377 sec): 3 clusters Score: Raw -97204.185954 + Penalty 861.190103 = -96342.995852 nChanged 2 SP:Iteration 20F (19.572566 sec): 3 clusters Score: Raw -97204.208937 + Penalty 861.190103 = -96343.018834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.577058 sec): 2 clusters Score: Raw -300.470450 + Penalty 13.647113 = -286.823337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.577263 sec): 3 clusters Score: Raw -306.804342 + Penalty 27.294226 = -279.510116 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 12 (6241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.605227 sec): 2 clusters Score: Raw -513036.474702 + Penalty 205.774504 = -512830.700199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.617282 sec): 3 clusters Score: Raw -508913.025728 + Penalty 463.660131 = -508449.365597 nChanged 2923 SP:Iteration 1F (19.629019 sec): 3 clusters Score: Raw -511067.558301 + Penalty 485.279451 = -510582.278850 nChanged 671 SP:Iteration 2F (19.640364 sec): 3 clusters Score: Raw -511654.384912 + Penalty 514.479199 = -511139.905713 nChanged 473 SP:Iteration 3F (19.651902 sec): 3 clusters Score: Raw -512354.936929 + Penalty 536.875546 = -511818.061384 nChanged 331 SP:Iteration 4F (19.663202 sec): 3 clusters Score: Raw -512917.395904 + Penalty 548.387405 = -512369.008499 nChanged 254 SP:Iteration 5Q (19.673468 sec): 3 clusters Score: Raw -513156.169265 + Penalty 556.008149 = -512600.161116 nChanged 155 SP:Iteration 6Q (19.683502 sec): 3 clusters Score: Raw -513243.931554 + Penalty 560.943346 = -512682.988208 nChanged 102 SP:Iteration 7Q (19.693812 sec): 3 clusters Score: Raw -513284.893730 + Penalty 563.969609 = -512720.924121 nChanged 67 SP:Iteration 8Q (19.703752 sec): 3 clusters Score: Raw -513305.072762 + Penalty 568.513597 = -512736.559165 nChanged 47 SP:Iteration 9Q (19.713407 sec): 3 clusters Score: Raw -513315.192588 + Penalty 572.205050 = -512742.987538 nChanged 40 SP:Iteration 10F (19.724615 sec): 3 clusters Score: Raw -513323.262147 + Penalty 575.521164 = -512747.740983 nChanged 32 SP:Iteration 11Q (19.734307 sec): 3 clusters Score: Raw -513329.077790 + Penalty 575.836383 = -512753.241408 nChanged 20 SP:Iteration 12Q (19.743906 sec): 3 clusters Score: Raw -513332.591733 + Penalty 575.843151 = -512756.748583 nChanged 17 SP:Iteration 13Q (19.753505 sec): 3 clusters Score: Raw -513335.335814 + Penalty 575.338706 = -512759.997108 nChanged 12 SP:Iteration 14Q (19.763310 sec): 3 clusters Score: Raw -513337.090408 + Penalty 575.718746 = -512761.371662 nChanged 8 SP:Iteration 15Q (19.772972 sec): 3 clusters Score: Raw -513337.801180 + Penalty 575.459974 = -512762.341205 nChanged 5 SP:Iteration 16Q (19.782585 sec): 3 clusters Score: Raw -513338.438711 + Penalty 575.740340 = -512762.698371 nChanged 6 SP:Iteration 17Q (19.792351 sec): 3 clusters Score: Raw -513339.212801 + Penalty 576.389120 = -512762.823680 nChanged 4 SP:Iteration 18Q (19.802150 sec): 3 clusters Score: Raw -513339.547249 + Penalty 576.368524 = -512763.178725 nChanged 1 SP:Iteration 19Q (19.811740 sec): 3 clusters Score: Raw -513339.653899 + Penalty 576.550293 = -512763.103606 nChanged 2 SP:Iteration 20F (19.822950 sec): 3 clusters Score: Raw -513339.770527 + Penalty 576.550293 = -512763.220234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.826765 sec): 2 clusters Score: Raw -1694.393433 + Penalty 268.904170 = -1425.489263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.827016 sec): 3 clusters Score: Raw -1698.702195 + Penalty 544.723867 = -1153.978328 nChanged 1 SP:Iteration 1F (19.827258 sec): 3 clusters Score: Raw -1702.342381 + Penalty 544.723867 = -1157.618514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 14 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.828063 sec): 2 clusters Score: Raw -6318.109974 + Penalty 408.003554 = -5910.106420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.828410 sec): 3 clusters Score: Raw -6386.607955 + Penalty 842.787477 = -5543.820477 nChanged 17 SP:Iteration 1F (19.828751 sec): 3 clusters Score: Raw -6453.888955 + Penalty 860.942031 = -5592.946924 nChanged 3 SP:Iteration 2Q (19.829071 sec): 3 clusters Score: Raw -6478.794941 + Penalty 860.942031 = -5617.852910 nChanged 0 SP:Iteration 3F (19.829411 sec): 3 clusters Score: Raw -6478.794941 + Penalty 860.942031 = -5617.852910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 15 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.837480 sec): 2 clusters Score: Raw -139175.340552 + Penalty 500.802023 = -138674.538529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.840643 sec): 3 clusters Score: Raw -138331.565415 + Penalty 1000.367882 = -137331.197533 nChanged 649 SP:Iteration 1F (19.843641 sec): 3 clusters Score: Raw -138715.779996 + Penalty 999.927681 = -137715.852315 nChanged 132 SP:Iteration 2F (19.846640 sec): 3 clusters Score: Raw -138776.348788 + Penalty 999.277144 = -137777.071644 nChanged 82 SP:Iteration 3F (19.849577 sec): 3 clusters Score: Raw -138817.759591 + Penalty 999.366117 = -137818.393473 nChanged 70 SP:Iteration 4Q (19.852535 sec): 3 clusters Score: Raw -138854.701000 + Penalty 999.959183 = -137854.741817 nChanged 56 SP:Iteration 5Q (19.855494 sec): 3 clusters Score: Raw -138895.949643 + Penalty 1001.425705 = -137894.523937 nChanged 60 SP:Iteration 6Q (19.858448 sec): 3 clusters Score: Raw -138932.242334 + Penalty 1005.277672 = -137926.964663 nChanged 54 SP:Iteration 7Q (19.861431 sec): 3 clusters Score: Raw -138961.511571 + Penalty 1010.825839 = -137950.685732 nChanged 57 SP:Iteration 8Q (19.864404 sec): 3 clusters Score: Raw -138999.072551 + Penalty 1018.313790 = -137980.758761 nChanged 67 SP:Iteration 9Q (19.867341 sec): 3 clusters Score: Raw -139044.343404 + Penalty 1025.235035 = -138019.108369 nChanged 59 SP:Iteration 10F (19.870326 sec): 3 clusters Score: Raw -139082.127351 + Penalty 1033.599013 = -138048.528338 nChanged 58 SP:Iteration 11Q (19.873240 sec): 3 clusters Score: Raw -139123.578889 + Penalty 1041.398504 = -138082.180385 nChanged 53 SP:Iteration 12Q (19.876117 sec): 3 clusters Score: Raw -139157.821915 + Penalty 1049.843884 = -138107.978031 nChanged 41 SP:Iteration 13Q (19.878969 sec): 3 clusters Score: Raw -139180.119086 + Penalty 1059.773191 = -138120.345895 nChanged 42 SP:Iteration 14Q (19.881810 sec): 3 clusters Score: Raw -139202.391819 + Penalty 1068.112483 = -138134.279335 nChanged 41 SP:Iteration 15Q (19.884686 sec): 3 clusters Score: Raw -139224.395977 + Penalty 1075.507493 = -138148.888484 nChanged 39 SP:Iteration 16Q (19.887513 sec): 3 clusters Score: Raw -139245.692294 + Penalty 1081.402175 = -138164.290119 nChanged 31 SP:Iteration 17Q (19.890360 sec): 3 clusters Score: Raw -139261.510827 + Penalty 1087.867993 = -138173.642834 nChanged 25 SP:Iteration 18Q (19.893197 sec): 3 clusters Score: Raw -139276.114946 + Penalty 1093.420950 = -138182.693996 nChanged 20 SP:Iteration 19Q (19.896235 sec): 3 clusters Score: Raw -139287.659377 + Penalty 1099.803472 = -138187.855904 nChanged 18 SP:Iteration 20F (19.899273 sec): 3 clusters Score: Raw -139299.152646 + Penalty 1107.562136 = -138191.590510 nChanged 17 SP:Iteration 21Q (19.902093 sec): 3 clusters Score: Raw -139307.932935 + Penalty 1110.334506 = -138197.598429 nChanged 7 SP:Iteration 22Q (19.904836 sec): 3 clusters Score: Raw -139310.276277 + Penalty 1112.684466 = -138197.591811 nChanged 5 SP:Iteration 23F (19.907802 sec): 3 clusters Score: Raw -139311.446609 + Penalty 1114.687146 = -138196.759463 nChanged 3 SP:Iteration 24F (19.910797 sec): 3 clusters Score: Raw -139313.322242 + Penalty 1116.465261 = -138196.856981 nChanged 3 SP:Iteration 25Q (19.913573 sec): 3 clusters Score: Raw -139315.910085 + Penalty 1119.371508 = -138196.538577 nChanged 4 SP:Iteration 26F (19.916565 sec): 3 clusters Score: Raw -139319.378106 + Penalty 1122.108098 = -138197.270008 nChanged 7 SP:Iteration 27Q (19.919290 sec): 3 clusters Score: Raw -139325.969076 + Penalty 1126.172975 = -138199.796101 nChanged 9 SP:Iteration 28Q (19.922000 sec): 3 clusters Score: Raw -139328.740949 + Penalty 1127.320027 = -138201.420922 nChanged 3 SP:Iteration 29Q (19.924747 sec): 3 clusters Score: Raw -139329.347720 + Penalty 1128.340835 = -138201.006886 nChanged 3 SP:Iteration 30F (19.927744 sec): 3 clusters Score: Raw -139329.789793 + Penalty 1128.769002 = -138201.020791 nChanged 1 SP:Iteration 31Q (19.930576 sec): 3 clusters Score: Raw -139330.215086 + Penalty 1129.299013 = -138200.916073 nChanged 2 SP:Iteration 32F (19.933578 sec): 3 clusters Score: Raw -139330.814501 + Penalty 1129.890768 = -138200.923733 nChanged 1 SP:Iteration 33Q (19.936340 sec): 3 clusters Score: Raw -139330.924024 + Penalty 1129.909398 = -138201.014626 nChanged 1 SP:Iteration 34Q (19.939107 sec): 3 clusters Score: Raw -139331.173987 + Penalty 1130.630651 = -138200.543336 nChanged 1 SP:Iteration 35F (19.942105 sec): 3 clusters Score: Raw -139331.712562 + Penalty 1131.541530 = -138200.171032 nChanged 1 SP:Iteration 36F (19.945082 sec): 3 clusters Score: Raw -139332.028117 + Penalty 1133.080338 = -138198.947779 nChanged 2 SP:Iteration 37F (19.948075 sec): 3 clusters Score: Raw -139333.095265 + Penalty 1134.773982 = -138198.321283 nChanged 2 SP:Iteration 38F (19.951201 sec): 3 clusters Score: Raw -139334.414836 + Penalty 1136.735897 = -138197.678939 nChanged 3 SP:Iteration 39F (19.954242 sec): 3 clusters Score: Raw -139335.192769 + Penalty 1137.697460 = -138197.495308 nChanged 2 SP:Iteration 40F (19.957234 sec): 3 clusters Score: Raw -139335.741813 + Penalty 1138.766783 = -138196.975030 nChanged 2 SP:Iteration 41F (19.960236 sec): 3 clusters Score: Raw -139336.163610 + Penalty 1140.796306 = -138195.367304 nChanged 3 SP:Iteration 42F (19.963155 sec): 3 clusters Score: Raw -139337.704469 + Penalty 1143.324948 = -138194.379520 nChanged 3 SP:Iteration 43F (19.966096 sec): 3 clusters Score: Raw -139339.950469 + Penalty 1145.946607 = -138194.003862 nChanged 5 SP:Iteration 44F (19.968997 sec): 3 clusters Score: Raw -139342.064766 + Penalty 1147.808268 = -138194.256498 nChanged 4 SP:Iteration 45Q (19.971666 sec): 3 clusters Score: Raw -139342.769293 + Penalty 1148.706048 = -138194.063245 nChanged 2 SP:Iteration 46F (19.974619 sec): 3 clusters Score: Raw -139342.815727 + Penalty 1148.706048 = -138194.109679 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 16 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.978289 sec): 2 clusters Score: Raw -73494.871263 + Penalty 1063.515564 = -72431.355699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.979917 sec): 3 clusters Score: Raw -73227.638928 + Penalty 2127.373776 = -71100.265151 nChanged 224 SP:Iteration 1F (19.981533 sec): 3 clusters Score: Raw -73448.795331 + Penalty 2127.658056 = -71321.137275 nChanged 73 SP:Iteration 2F (19.983116 sec): 3 clusters Score: Raw -73536.754335 + Penalty 2127.839363 = -71408.914972 nChanged 40 SP:Iteration 3F (19.984694 sec): 3 clusters Score: Raw -73579.904422 + Penalty 2128.220708 = -71451.683713 nChanged 24 SP:Iteration 4Q (19.986226 sec): 3 clusters Score: Raw -73603.995846 + Penalty 2128.276948 = -71475.718898 nChanged 21 SP:Iteration 5Q (19.987744 sec): 3 clusters Score: Raw -73626.672363 + Penalty 2128.286699 = -71498.385665 nChanged 11 SP:Iteration 6Q (19.989313 sec): 3 clusters Score: Raw -73636.416377 + Penalty 2128.543350 = -71507.873027 nChanged 9 SP:Iteration 7Q (19.990863 sec): 3 clusters Score: Raw -73647.736986 + Penalty 2128.654006 = -71519.082980 nChanged 5 SP:Iteration 8Q (19.992382 sec): 3 clusters Score: Raw -73651.564688 + Penalty 2128.612267 = -71522.952421 nChanged 3 SP:Iteration 9Q (19.993927 sec): 3 clusters Score: Raw -73652.963047 + Penalty 2128.619419 = -71524.343628 nChanged 3 SP:Iteration 10F (19.995566 sec): 3 clusters Score: Raw -73654.671949 + Penalty 2128.633425 = -71526.038525 nChanged 1 SP:Iteration 11Q (19.997257 sec): 3 clusters Score: Raw -73655.382731 + Penalty 2128.721366 = -71526.661365 nChanged 1 SP:Iteration 12Q (19.998935 sec): 3 clusters Score: Raw -73657.163633 + Penalty 2128.721366 = -71528.442268 nChanged 2 SP:Iteration 13Q (20.000508 sec): 3 clusters Score: Raw -73659.904821 + Penalty 2128.706533 = -71531.198288 nChanged 1 SP:Iteration 14Q (20.002087 sec): 3 clusters Score: Raw -73660.727285 + Penalty 2128.706533 = -71532.020752 nChanged 2 SP:Iteration 15Q (20.003706 sec): 3 clusters Score: Raw -73667.651488 + Penalty 2128.512404 = -71539.139084 nChanged 7 SP:Iteration 16Q (20.005328 sec): 3 clusters Score: Raw -73679.875522 + Penalty 2128.531326 = -71551.344196 nChanged 9 SP:Iteration 17Q (20.006857 sec): 3 clusters Score: Raw -73691.962348 + Penalty 2128.478328 = -71563.484020 nChanged 5 SP:Iteration 18Q (20.008442 sec): 3 clusters Score: Raw -73698.412299 + Penalty 2128.444298 = -71569.968001 nChanged 2 SP:Iteration 19Q (20.009974 sec): 3 clusters Score: Raw -73698.934678 + Penalty 2128.444298 = -71570.490380 nChanged 0 SP:Iteration 20F (20.011563 sec): 3 clusters Score: Raw -73698.934678 + Penalty 2128.444298 = -71570.490380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.013234 sec): 2 clusters Score: Raw -19628.786730 + Penalty 680.138139 = -18948.648591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.013863 sec): 3 clusters Score: Raw -19630.093293 + Penalty 1380.698903 = -18249.394390 nChanged 64 SP:Iteration 1F (20.014518 sec): 3 clusters Score: Raw -19812.588892 + Penalty 1390.067702 = -18422.521190 nChanged 17 SP:Iteration 2F (20.015155 sec): 3 clusters Score: Raw -19860.252378 + Penalty 1390.706837 = -18469.545542 nChanged 5 SP:Iteration 3Q (20.015748 sec): 3 clusters Score: Raw -19870.432312 + Penalty 1391.525799 = -18478.906514 nChanged 2 SP:Iteration 4Q (20.016336 sec): 3 clusters Score: Raw -19879.076991 + Penalty 1390.298128 = -18488.778864 nChanged 3 SP:Iteration 5Q (20.016924 sec): 3 clusters Score: Raw -19889.221112 + Penalty 1390.298128 = -18498.922984 nChanged 0 SP:Iteration 6F (20.017581 sec): 3 clusters Score: Raw -19889.221112 + Penalty 1390.298128 = -18498.922984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.019323 sec): 2 clusters Score: Raw -24697.526678 + Penalty 362.027140 = -24335.499538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.020085 sec): 3 clusters Score: Raw -24542.769993 + Penalty 716.721982 = -23826.048011 nChanged 92 SP:Iteration 1F (20.020833 sec): 3 clusters Score: Raw -24600.341825 + Penalty 711.171307 = -23889.170518 nChanged 31 SP:Iteration 2F (20.021577 sec): 3 clusters Score: Raw -24617.108023 + Penalty 703.674669 = -23913.433354 nChanged 19 SP:Iteration 3F (20.022323 sec): 3 clusters Score: Raw -24635.791523 + Penalty 702.913331 = -23932.878192 nChanged 6 SP:Iteration 4Q (20.023053 sec): 3 clusters Score: Raw -24642.651461 + Penalty 705.441895 = -23937.209566 nChanged 8 SP:Iteration 5Q (20.023774 sec): 3 clusters Score: Raw -24650.040038 + Penalty 708.084278 = -23941.955760 nChanged 9 SP:Iteration 6Q (20.024488 sec): 3 clusters Score: Raw -24660.234618 + Penalty 708.245965 = -23951.988653 nChanged 6 SP:Iteration 7Q (20.025198 sec): 3 clusters Score: Raw -24664.560366 + Penalty 709.341758 = -23955.218608 nChanged 6 SP:Iteration 8Q (20.025883 sec): 3 clusters Score: Raw -24671.277006 + Penalty 711.439779 = -23959.837227 nChanged 6 SP:Iteration 9Q (20.026581 sec): 3 clusters Score: Raw -24676.349087 + Penalty 708.680860 = -23967.668227 nChanged 3 SP:Iteration 10F (20.027282 sec): 3 clusters Score: Raw -24678.498036 + Penalty 710.341454 = -23968.156582 nChanged 2 SP:Iteration 11Q (20.027952 sec): 3 clusters Score: Raw -24679.513928 + Penalty 708.185851 = -23971.328077 nChanged 2 SP:Iteration 12Q (20.028620 sec): 3 clusters Score: Raw -24680.890184 + Penalty 709.452008 = -23971.438176 nChanged 3 SP:Iteration 13Q (20.029288 sec): 3 clusters Score: Raw -24683.510108 + Penalty 709.499336 = -23974.010772 nChanged 2 SP:Iteration 14Q (20.029950 sec): 3 clusters Score: Raw -24685.545266 + Penalty 707.501258 = -23978.044008 nChanged 1 SP:Iteration 15Q (20.030612 sec): 3 clusters Score: Raw -24685.972116 + Penalty 707.501258 = -23978.470859 nChanged 0 SP:Iteration 16F (20.031329 sec): 3 clusters Score: Raw -24685.972116 + Penalty 707.501258 = -23978.470859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.033518 sec): 2 clusters Score: Raw -36913.725207 + Penalty 960.260247 = -35953.464960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.034589 sec): 3 clusters Score: Raw -36879.044969 + Penalty 1918.287949 = -34960.757020 nChanged 130 SP:Iteration 1F (20.035680 sec): 3 clusters Score: Raw -37115.928737 + Penalty 1914.141765 = -35201.786971 nChanged 36 SP:Iteration 2F (20.036792 sec): 3 clusters Score: Raw -37191.668763 + Penalty 1912.164429 = -35279.504333 nChanged 19 SP:Iteration 3Q (20.037809 sec): 3 clusters Score: Raw -37228.866999 + Penalty 1910.866565 = -35318.000434 nChanged 13 SP:Iteration 4Q (20.038815 sec): 3 clusters Score: Raw -37245.942077 + Penalty 1910.462812 = -35335.479265 nChanged 5 SP:Iteration 5Q (20.039803 sec): 3 clusters Score: Raw -37254.888185 + Penalty 1910.762884 = -35344.125301 nChanged 5 SP:Iteration 6Q (20.040787 sec): 3 clusters Score: Raw -37264.191869 + Penalty 1910.242617 = -35353.949252 nChanged 6 SP:Iteration 7Q (20.041750 sec): 3 clusters Score: Raw -37273.314603 + Penalty 1909.827798 = -35363.486805 nChanged 2 SP:Iteration 8Q (20.042707 sec): 3 clusters Score: Raw -37275.101900 + Penalty 1909.675853 = -35365.426047 nChanged 1 SP:Iteration 9Q (20.043660 sec): 3 clusters Score: Raw -37276.057671 + Penalty 1909.675853 = -35366.381818 nChanged 0 SP:Iteration 10F (20.044678 sec): 3 clusters Score: Raw -37276.057671 + Penalty 1909.675853 = -35366.381818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.046138 sec): 2 clusters Score: Raw -8641.980739 + Penalty 81.639720 = -8560.341019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.046575 sec): 3 clusters Score: Raw -8608.548128 + Penalty 159.651313 = -8448.896815 nChanged 42 SP:Iteration 1F (20.047003 sec): 3 clusters Score: Raw -8642.995440 + Penalty 159.224988 = -8483.770452 nChanged 13 SP:Iteration 2F (20.047430 sec): 3 clusters Score: Raw -8660.516008 + Penalty 158.595871 = -8501.920137 nChanged 8 SP:Iteration 3F (20.047857 sec): 3 clusters Score: Raw -8675.073610 + Penalty 160.868608 = -8514.205003 nChanged 9 SP:Iteration 4F (20.048283 sec): 3 clusters Score: Raw -8697.365321 + Penalty 165.938190 = -8531.427131 nChanged 10 SP:Iteration 5F (20.048708 sec): 3 clusters Score: Raw -8710.570499 + Penalty 178.385154 = -8532.185345 nChanged 12 SP:Iteration 6F (20.049133 sec): 3 clusters Score: Raw -8728.582355 + Penalty 195.240385 = -8533.341970 nChanged 10 SP:Iteration 7F (20.049562 sec): 3 clusters Score: Raw -8742.759644 + Penalty 207.966154 = -8534.793490 nChanged 5 SP:Iteration 8Q (20.049952 sec): 3 clusters Score: Raw -8746.175769 + Penalty 204.281387 = -8541.894382 nChanged 4 SP:Iteration 9Q (20.050345 sec): 3 clusters Score: Raw -8751.086944 + Penalty 201.021798 = -8550.065146 nChanged 1 SP:Iteration 10F (20.050773 sec): 3 clusters Score: Raw -8752.790925 + Penalty 199.184307 = -8553.606618 nChanged 1 SP:Iteration 11Q (20.051157 sec): 3 clusters Score: Raw -8753.425645 + Penalty 199.184307 = -8554.241338 nChanged 0 SP:Iteration 12F (20.051581 sec): 3 clusters Score: Raw -8753.425645 + Penalty 199.184307 = -8554.241338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.053635 sec): 2 clusters Score: Raw -33635.939976 + Penalty 922.378570 = -32713.561406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.054564 sec): 3 clusters Score: Raw -33566.731570 + Penalty 1844.917780 = -31721.813790 nChanged 78 SP:Iteration 1F (20.055464 sec): 3 clusters Score: Raw -33671.231836 + Penalty 1845.033490 = -31826.198346 nChanged 23 SP:Iteration 2F (20.056358 sec): 3 clusters Score: Raw -33710.955271 + Penalty 1845.435868 = -31865.519402 nChanged 13 SP:Iteration 3Q (20.057225 sec): 3 clusters Score: Raw -33737.663251 + Penalty 1845.337525 = -31892.325727 nChanged 10 SP:Iteration 4Q (20.058116 sec): 3 clusters Score: Raw -33751.198466 + Penalty 1845.321452 = -31905.877014 nChanged 2 SP:Iteration 5Q (20.058993 sec): 3 clusters Score: Raw -33754.382681 + Penalty 1845.460187 = -31908.922494 nChanged 1 SP:Iteration 6Q (20.059850 sec): 3 clusters Score: Raw -33757.297172 + Penalty 1845.460187 = -31911.836985 nChanged 0 SP:Iteration 7F (20.060747 sec): 3 clusters Score: Raw -33757.297172 + Penalty 1845.460187 = -31911.836985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.061687 sec): 2 clusters Score: Raw -946.533295 + Penalty 162.989215 = -783.544080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.061922 sec): 3 clusters Score: Raw -945.670947 + Penalty 319.470496 = -626.200452 nChanged 1 SP:Iteration 1F (20.062155 sec): 3 clusters Score: Raw -946.222584 + Penalty 319.470496 = -626.752089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.063276 sec): 2 clusters Score: Raw -9037.580621 + Penalty 275.346784 = -8762.233837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.063690 sec): 3 clusters Score: Raw -9002.233108 + Penalty 552.839095 = -8449.394013 nChanged 22 SP:Iteration 1F (20.064096 sec): 3 clusters Score: Raw -9028.790268 + Penalty 554.252364 = -8474.537904 nChanged 5 SP:Iteration 2Q (20.064496 sec): 3 clusters Score: Raw -9032.966297 + Penalty 553.303199 = -8479.663098 nChanged 2 SP:Iteration 3Q (20.064895 sec): 3 clusters Score: Raw -9034.957797 + Penalty 554.568299 = -8480.389498 nChanged 2 SP:Iteration 4Q (20.065293 sec): 3 clusters Score: Raw -9036.891922 + Penalty 554.568299 = -8482.323623 nChanged 0 SP:Iteration 5F (20.065694 sec): 3 clusters Score: Raw -9036.891922 + Penalty 554.568299 = -8482.323623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.066555 sec): 2 clusters Score: Raw -1412.943249 + Penalty 253.055756 = -1159.887493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.066800 sec): 3 clusters Score: Raw -1428.877150 + Penalty 506.111511 = -922.765638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.067555 sec): 2 clusters Score: Raw -321.010745 + Penalty 79.414830 = -241.595915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.067771 sec): 3 clusters Score: Raw -320.439893 + Penalty 197.951356 = -122.488537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 27 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.069657 sec): 2 clusters Score: Raw -33541.944551 + Penalty 472.685774 = -33069.258776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.070592 sec): 3 clusters Score: Raw -33382.710005 + Penalty 960.166333 = -32422.543672 nChanged 114 SP:Iteration 1F (20.071515 sec): 3 clusters Score: Raw -33491.256748 + Penalty 963.681682 = -32527.575066 nChanged 38 SP:Iteration 2F (20.072414 sec): 3 clusters Score: Raw -33533.176001 + Penalty 969.216881 = -32563.959121 nChanged 21 SP:Iteration 3F (20.073296 sec): 3 clusters Score: Raw -33550.447494 + Penalty 971.546859 = -32578.900635 nChanged 12 SP:Iteration 4Q (20.074168 sec): 3 clusters Score: Raw -33561.199564 + Penalty 976.693715 = -32584.505849 nChanged 10 SP:Iteration 5Q (20.075038 sec): 3 clusters Score: Raw -33574.408101 + Penalty 982.913448 = -32591.494653 nChanged 4 SP:Iteration 6Q (20.075903 sec): 3 clusters Score: Raw -33576.778956 + Penalty 982.958656 = -32593.820300 nChanged 1 SP:Iteration 7Q (20.076786 sec): 3 clusters Score: Raw -33576.766874 + Penalty 983.811276 = -32592.955598 nChanged 1 SP:Iteration 8F (20.077695 sec): 3 clusters Score: Raw -33577.015631 + Penalty 983.811276 = -32593.204354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 28 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.079250 sec): 2 clusters Score: Raw -11943.409340 + Penalty 349.894690 = -11593.514650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.079716 sec): 3 clusters Score: Raw -11936.814113 + Penalty 720.007634 = -11216.806479 nChanged 31 SP:Iteration 1F (20.080174 sec): 3 clusters Score: Raw -11992.187114 + Penalty 722.264660 = -11269.922454 nChanged 4 SP:Iteration 2Q (20.080640 sec): 3 clusters Score: Raw -11999.452435 + Penalty 722.264660 = -11277.187775 nChanged 0 SP:Iteration 3F (20.081109 sec): 3 clusters Score: Raw -11999.452435 + Penalty 722.264660 = -11277.187775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 29 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.084371 sec): 2 clusters Score: Raw -74434.079166 + Penalty 742.616856 = -73691.462310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.086079 sec): 3 clusters Score: Raw -74040.635757 + Penalty 1484.830302 = -72555.805456 nChanged 268 SP:Iteration 1F (20.087689 sec): 3 clusters Score: Raw -74194.980266 + Penalty 1483.480456 = -72711.499811 nChanged 81 SP:Iteration 2F (20.089293 sec): 3 clusters Score: Raw -74276.023902 + Penalty 1481.756145 = -72794.267757 nChanged 67 SP:Iteration 3F (20.090909 sec): 3 clusters Score: Raw -74351.267569 + Penalty 1480.851567 = -72870.416002 nChanged 56 SP:Iteration 4F (20.092533 sec): 3 clusters Score: Raw -74411.795664 + Penalty 1481.603151 = -72930.192514 nChanged 38 SP:Iteration 5Q (20.094124 sec): 3 clusters Score: Raw -74453.823214 + Penalty 1481.693919 = -72972.129295 nChanged 34 SP:Iteration 6Q (20.095693 sec): 3 clusters Score: Raw -74488.085512 + Penalty 1481.519118 = -73006.566394 nChanged 25 SP:Iteration 7Q (20.097359 sec): 3 clusters Score: Raw -74507.054766 + Penalty 1482.710368 = -73024.344398 nChanged 21 SP:Iteration 8Q (20.098999 sec): 3 clusters Score: Raw -74524.362350 + Penalty 1484.866929 = -73039.495421 nChanged 22 SP:Iteration 9Q (20.100531 sec): 3 clusters Score: Raw -74546.224718 + Penalty 1485.879648 = -73060.345070 nChanged 12 SP:Iteration 10F (20.102183 sec): 3 clusters Score: Raw -74557.022446 + Penalty 1486.807932 = -73070.214514 nChanged 15 SP:Iteration 11Q (20.103800 sec): 3 clusters Score: Raw -74572.756322 + Penalty 1487.939170 = -73084.817152 nChanged 14 SP:Iteration 12Q (20.105403 sec): 3 clusters Score: Raw -74593.444785 + Penalty 1488.784591 = -73104.660194 nChanged 12 SP:Iteration 13Q (20.106995 sec): 3 clusters Score: Raw -74606.914198 + Penalty 1488.732528 = -73118.181670 nChanged 4 SP:Iteration 14Q (20.108519 sec): 3 clusters Score: Raw -74608.366497 + Penalty 1489.023621 = -73119.342876 nChanged 2 SP:Iteration 15Q (20.110013 sec): 3 clusters Score: Raw -74611.410041 + Penalty 1489.584883 = -73121.825157 nChanged 4 SP:Iteration 16Q (20.111554 sec): 3 clusters Score: Raw -74614.442756 + Penalty 1489.733974 = -73124.708782 nChanged 2 SP:Iteration 17Q (20.113149 sec): 3 clusters Score: Raw -74615.705450 + Penalty 1489.883580 = -73125.821870 nChanged 1 SP:Iteration 18Q (20.114723 sec): 3 clusters Score: Raw -74615.868579 + Penalty 1489.883580 = -73125.984999 nChanged 0 SP:Iteration 19F (20.116366 sec): 3 clusters Score: Raw -74615.868579 + Penalty 1489.883580 = -73125.984999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.117081 sec): 2 clusters Score: Raw -3918.326792 + Penalty 21.217843 = -3897.108949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.117343 sec): 3 clusters Score: Raw -3895.030146 + Penalty 41.910428 = -3853.119719 nChanged 23 SP:Iteration 1F (20.117607 sec): 3 clusters Score: Raw -3914.030705 + Penalty 41.781036 = -3872.249669 nChanged 2 SP:Iteration 2Q (20.117902 sec): 3 clusters Score: Raw -3916.197928 + Penalty 41.743779 = -3874.454149 nChanged 1 SP:Iteration 3Q (20.118161 sec): 3 clusters Score: Raw -3916.498275 + Penalty 41.743779 = -3874.754496 nChanged 0 SP:Iteration 4F (20.118420 sec): 3 clusters Score: Raw -3916.498275 + Penalty 41.743779 = -3874.754496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 31 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.119777 sec): 2 clusters Score: Raw -26056.669572 + Penalty 413.394269 = -25643.275304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.120566 sec): 3 clusters Score: Raw -25940.218811 + Penalty 827.089516 = -25113.129295 nChanged 94 SP:Iteration 1F (20.121332 sec): 3 clusters Score: Raw -26056.502344 + Penalty 834.510963 = -25221.991381 nChanged 41 SP:Iteration 2F (20.122094 sec): 3 clusters Score: Raw -26117.755371 + Penalty 840.360300 = -25277.395071 nChanged 29 SP:Iteration 3F (20.122854 sec): 3 clusters Score: Raw -26166.038295 + Penalty 847.485011 = -25318.553284 nChanged 16 SP:Iteration 4Q (20.123595 sec): 3 clusters Score: Raw -26191.076944 + Penalty 847.893991 = -25343.182953 nChanged 7 SP:Iteration 5Q (20.124328 sec): 3 clusters Score: Raw -26199.791155 + Penalty 846.182075 = -25353.609080 nChanged 2 SP:Iteration 6Q (20.125077 sec): 3 clusters Score: Raw -26205.780668 + Penalty 846.157444 = -25359.623225 nChanged 1 SP:Iteration 7Q (20.125808 sec): 3 clusters Score: Raw -26208.331174 + Penalty 846.057688 = -25362.273487 nChanged 1 SP:Iteration 8Q (20.126537 sec): 3 clusters Score: Raw -26208.809132 + Penalty 846.057688 = -25362.751444 nChanged 0 SP:Iteration 9F (20.127295 sec): 3 clusters Score: Raw -26208.809132 + Penalty 846.057688 = -25362.751444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.128105 sec): 2 clusters Score: Raw -11581.287140 + Penalty 626.664423 = -10954.622716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.128541 sec): 3 clusters Score: Raw -11594.449939 + Penalty 1254.384497 = -10340.065442 nChanged 13 SP:Iteration 1F (20.128968 sec): 3 clusters Score: Raw -11628.171532 + Penalty 1254.249659 = -10373.921874 nChanged 7 SP:Iteration 2F (20.129417 sec): 3 clusters Score: Raw -11642.899279 + Penalty 1254.249659 = -10388.649620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 33 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.129995 sec): 2 clusters Score: Raw -3201.275876 + Penalty 356.885504 = -2844.390372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.130277 sec): 3 clusters Score: Raw -3219.632326 + Penalty 707.277773 = -2512.354553 nChanged 2 SP:Iteration 1F (20.130556 sec): 3 clusters Score: Raw -3223.843314 + Penalty 707.277773 = -2516.565541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 34 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.131023 sec): 2 clusters Score: Raw -241.760886 + Penalty 58.478496 = -183.282390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.131218 sec): 2 clusters Score: Raw -241.760886 + Penalty 58.478496 = -183.282390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.132039 sec): 2 clusters Score: Raw -9573.255747 + Penalty 242.527853 = -9330.727894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.132487 sec): 3 clusters Score: Raw -9563.246466 + Penalty 481.171639 = -9082.074826 nChanged 23 SP:Iteration 1F (20.132929 sec): 3 clusters Score: Raw -9597.570288 + Penalty 477.613265 = -9119.957023 nChanged 6 SP:Iteration 2Q (20.133364 sec): 3 clusters Score: Raw -9612.667287 + Penalty 476.309290 = -9136.357997 nChanged 3 SP:Iteration 3Q (20.133825 sec): 3 clusters Score: Raw -9622.852222 + Penalty 477.168361 = -9145.683861 nChanged 1 SP:Iteration 4Q (20.134256 sec): 3 clusters Score: Raw -9624.024535 + Penalty 477.168361 = -9146.856174 nChanged 0 SP:Iteration 5F (20.134696 sec): 3 clusters Score: Raw -9624.024535 + Penalty 477.168361 = -9146.856174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 36 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.135635 sec): 2 clusters Score: Raw -15917.392460 + Penalty 708.999116 = -15208.393344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.136166 sec): 3 clusters Score: Raw -15936.457792 + Penalty 1415.295789 = -14521.162003 nChanged 23 SP:Iteration 1F (20.136689 sec): 3 clusters Score: Raw -15977.691436 + Penalty 1413.673242 = -14564.018194 nChanged 8 SP:Iteration 2Q (20.137200 sec): 3 clusters Score: Raw -15996.463007 + Penalty 1413.108226 = -14583.354781 nChanged 3 SP:Iteration 3Q (20.137709 sec): 3 clusters Score: Raw -16002.120509 + Penalty 1413.108226 = -14589.012283 nChanged 0 SP:Iteration 4F (20.138231 sec): 3 clusters Score: Raw -16002.120509 + Penalty 1413.108226 = -14589.012283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.139789 sec): 2 clusters Score: Raw -37779.481033 + Penalty 880.044680 = -36899.436353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.140720 sec): 3 clusters Score: Raw -37692.884884 + Penalty 1759.830689 = -35933.054194 nChanged 95 SP:Iteration 1F (20.141617 sec): 3 clusters Score: Raw -37809.167401 + Penalty 1759.835216 = -36049.332185 nChanged 15 SP:Iteration 2Q (20.142502 sec): 3 clusters Score: Raw -37832.798479 + Penalty 1760.013121 = -36072.785357 nChanged 10 SP:Iteration 3Q (20.143402 sec): 3 clusters Score: Raw -37846.668438 + Penalty 1760.052779 = -36086.615658 nChanged 4 SP:Iteration 4Q (20.144285 sec): 3 clusters Score: Raw -37850.509375 + Penalty 1760.052779 = -36090.456596 nChanged 0 SP:Iteration 5F (20.145181 sec): 3 clusters Score: Raw -37850.509375 + Penalty 1760.052779 = -36090.456596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 39 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.145680 sec): 2 clusters Score: Raw -521.933187 + Penalty 169.236485 = -352.696702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.145902 sec): 3 clusters Score: Raw -520.106213 + Penalty 310.039935 = -210.066278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 40 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.146434 sec): 2 clusters Score: Raw -2016.854591 + Penalty 221.263864 = -1795.590727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.146689 sec): 3 clusters Score: Raw -2022.561505 + Penalty 442.669534 = -1579.891971 nChanged 2 SP:Iteration 1F (20.146938 sec): 3 clusters Score: Raw -2032.177215 + Penalty 442.669534 = -1589.507680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.147556 sec): 2 clusters Score: Raw -4790.513064 + Penalty 346.844175 = -4443.668888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.147879 sec): 3 clusters Score: Raw -4838.939824 + Penalty 693.057883 = -4145.881941 nChanged 1 SP:Iteration 1Q (20.148182 sec): 3 clusters Score: Raw -4840.800271 + Penalty 693.057883 = -4147.742388 nChanged 0 SP:Iteration 2F (20.148499 sec): 3 clusters Score: Raw -4840.800271 + Penalty 693.057883 = -4147.742388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.149002 sec): 2 clusters Score: Raw -519.925006 + Penalty 177.083666 = -342.841340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.149222 sec): 3 clusters Score: Raw -522.161006 + Penalty 354.167331 = -167.993675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.149728 sec): 2 clusters Score: Raw -1049.934740 + Penalty 269.070086 = -780.864654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.149965 sec): 3 clusters Score: Raw -1293.532313 + Penalty 540.940403 = -752.591909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 44 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.150758 sec): 2 clusters Score: Raw -10935.737671 + Penalty 620.494542 = -10315.243129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.151190 sec): 3 clusters Score: Raw -10938.119106 + Penalty 1240.363107 = -9697.755998 nChanged 8 SP:Iteration 1F (20.151616 sec): 3 clusters Score: Raw -10952.664827 + Penalty 1240.286375 = -9712.378452 nChanged 3 SP:Iteration 2Q (20.152038 sec): 3 clusters Score: Raw -10960.412295 + Penalty 1239.909517 = -9720.502778 nChanged 1 SP:Iteration 3Q (20.152456 sec): 3 clusters Score: Raw -10960.956742 + Penalty 1239.983541 = -9720.973201 nChanged 1 SP:Iteration 4Q (20.152873 sec): 3 clusters Score: Raw -10964.386931 + Penalty 1239.983541 = -9724.403389 nChanged 0 SP:Iteration 5F (20.153296 sec): 3 clusters Score: Raw -10964.386931 + Penalty 1239.983541 = -9724.403389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 45 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.153837 sec): 2 clusters Score: Raw -2699.049059 + Penalty 399.374466 = -2299.674593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.154101 sec): 3 clusters Score: Raw -2699.710314 + Penalty 801.332088 = -1898.378225 nChanged 1 SP:Iteration 1Q (20.154357 sec): 3 clusters Score: Raw -2703.579090 + Penalty 801.332088 = -1902.247002 nChanged 0 SP:Iteration 2F (20.154615 sec): 3 clusters Score: Raw -2703.579090 + Penalty 801.332088 = -1902.247002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 46 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.156105 sec): 2 clusters Score: Raw -33371.389619 + Penalty 575.340688 = -32796.048932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.157001 sec): 3 clusters Score: Raw -33215.585210 + Penalty 1149.119159 = -32066.466051 nChanged 103 SP:Iteration 1F (20.157843 sec): 3 clusters Score: Raw -33291.555317 + Penalty 1149.310005 = -32142.245311 nChanged 25 SP:Iteration 2F (20.158684 sec): 3 clusters Score: Raw -33312.700555 + Penalty 1150.487956 = -32162.212599 nChanged 11 SP:Iteration 3Q (20.159521 sec): 3 clusters Score: Raw -33325.476207 + Penalty 1150.358666 = -32175.117541 nChanged 9 SP:Iteration 4Q (20.160357 sec): 3 clusters Score: Raw -33332.332356 + Penalty 1149.731680 = -32182.600676 nChanged 4 SP:Iteration 5Q (20.161217 sec): 3 clusters Score: Raw -33335.454640 + Penalty 1149.920456 = -32185.534184 nChanged 3 SP:Iteration 6Q (20.162055 sec): 3 clusters Score: Raw -33337.866561 + Penalty 1150.110101 = -32187.756460 nChanged 1 SP:Iteration 7Q (20.162890 sec): 3 clusters Score: Raw -33339.573546 + Penalty 1150.178682 = -32189.394863 nChanged 2 SP:Iteration 8Q (20.163725 sec): 3 clusters Score: Raw -33340.597463 + Penalty 1149.972972 = -32190.624491 nChanged 3 SP:Iteration 9Q (20.164557 sec): 3 clusters Score: Raw -33342.633088 + Penalty 1149.910554 = -32192.722534 nChanged 1 SP:Iteration 10F (20.165395 sec): 3 clusters Score: Raw -33343.330321 + Penalty 1149.848231 = -32193.482091 nChanged 1 SP:Iteration 11Q (20.166249 sec): 3 clusters Score: Raw -33345.575464 + Penalty 1149.697330 = -32195.878134 nChanged 2 SP:Iteration 12Q (20.167110 sec): 3 clusters Score: Raw -33348.012972 + Penalty 1149.565172 = -32198.447799 nChanged 3 SP:Iteration 13Q (20.167943 sec): 3 clusters Score: Raw -33349.193717 + Penalty 1149.565172 = -32199.628545 nChanged 0 SP:Iteration 14F (20.168782 sec): 3 clusters Score: Raw -33349.193717 + Penalty 1149.565172 = -32199.628545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.169774 sec): 2 clusters Score: Raw -18430.046468 + Penalty 464.250863 = -17965.795605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.170364 sec): 3 clusters Score: Raw -18345.596552 + Penalty 928.756499 = -17416.840053 nChanged 59 SP:Iteration 1F (20.170931 sec): 3 clusters Score: Raw -18401.685073 + Penalty 931.334939 = -17470.350134 nChanged 14 SP:Iteration 2F (20.171492 sec): 3 clusters Score: Raw -18415.135205 + Penalty 932.396922 = -17482.738283 nChanged 3 SP:Iteration 3Q (20.172047 sec): 3 clusters Score: Raw -18417.142581 + Penalty 932.754153 = -17484.388427 nChanged 2 SP:Iteration 4Q (20.172603 sec): 3 clusters Score: Raw -18420.434502 + Penalty 932.265775 = -17488.168727 nChanged 2 SP:Iteration 5Q (20.173160 sec): 3 clusters Score: Raw -18422.448245 + Penalty 932.800243 = -17489.648002 nChanged 2 SP:Iteration 6Q (20.173712 sec): 3 clusters Score: Raw -18423.718296 + Penalty 933.886707 = -17489.831589 nChanged 2 SP:Iteration 7Q (20.174266 sec): 3 clusters Score: Raw -18423.836225 + Penalty 933.859311 = -17489.976914 nChanged 1 SP:Iteration 8Q (20.174841 sec): 3 clusters Score: Raw -18424.018216 + Penalty 934.371017 = -17489.647199 nChanged 2 SP:Iteration 9F (20.175403 sec): 3 clusters Score: Raw -18424.646601 + Penalty 934.371017 = -17490.275584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.176495 sec): 2 clusters Score: Raw -23190.685546 + Penalty 724.283578 = -22466.401968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.177135 sec): 3 clusters Score: Raw -23153.328976 + Penalty 1449.314162 = -21704.014814 nChanged 45 SP:Iteration 1F (20.177764 sec): 3 clusters Score: Raw -23229.094264 + Penalty 1448.990867 = -21780.103397 nChanged 18 SP:Iteration 2F (20.178392 sec): 3 clusters Score: Raw -23262.437077 + Penalty 1448.763351 = -21813.673726 nChanged 6 SP:Iteration 3Q (20.178999 sec): 3 clusters Score: Raw -23271.992441 + Penalty 1448.715005 = -21823.277437 nChanged 5 SP:Iteration 4Q (20.179624 sec): 3 clusters Score: Raw -23279.597736 + Penalty 1448.619328 = -21830.978408 nChanged 2 SP:Iteration 5Q (20.180232 sec): 3 clusters Score: Raw -23280.851881 + Penalty 1448.687602 = -21832.164279 nChanged 1 SP:Iteration 6Q (20.180839 sec): 3 clusters Score: Raw -23281.923442 + Penalty 1448.687602 = -21833.235840 nChanged 0 SP:Iteration 7F (20.181466 sec): 3 clusters Score: Raw -23281.923442 + Penalty 1448.687602 = -21833.235840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.182009 sec): 2 clusters Score: Raw -2071.244634 + Penalty 158.216562 = -1913.028071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.182272 sec): 3 clusters Score: Raw -2123.999860 + Penalty 313.496629 = -1810.503231 nChanged 3 SP:Iteration 1F (20.182532 sec): 3 clusters Score: Raw -2135.256721 + Penalty 314.818897 = -1820.437824 nChanged 1 SP:Iteration 2Q (20.182778 sec): 3 clusters Score: Raw -2138.163416 + Penalty 314.818897 = -1823.344519 nChanged 0 SP:Iteration 3F (20.183031 sec): 3 clusters Score: Raw -2138.163416 + Penalty 314.818897 = -1823.344519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.183635 sec): 2 clusters Score: Raw -4216.349550 + Penalty 308.909956 = -3907.439595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.183932 sec): 3 clusters Score: Raw -4200.318269 + Penalty 605.088554 = -3595.229715 nChanged 6 SP:Iteration 1F (20.184225 sec): 3 clusters Score: Raw -4208.041287 + Penalty 605.088554 = -3602.952733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.185656 sec): 2 clusters Score: Raw -31842.253184 + Penalty 703.383173 = -31138.870011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.186496 sec): 3 clusters Score: Raw -31738.333474 + Penalty 1414.049584 = -30324.283890 nChanged 89 SP:Iteration 1F (20.187324 sec): 3 clusters Score: Raw -31833.253121 + Penalty 1419.464993 = -30413.788128 nChanged 26 SP:Iteration 2F (20.188151 sec): 3 clusters Score: Raw -31872.740081 + Penalty 1425.754229 = -30446.985851 nChanged 17 SP:Iteration 3Q (20.188974 sec): 3 clusters Score: Raw -31897.371385 + Penalty 1427.129200 = -30470.242185 nChanged 8 SP:Iteration 4Q (20.189791 sec): 3 clusters Score: Raw -31904.634876 + Penalty 1427.441304 = -30477.193571 nChanged 2 SP:Iteration 5Q (20.190609 sec): 3 clusters Score: Raw -31906.355442 + Penalty 1427.328075 = -30479.027366 nChanged 1 SP:Iteration 6Q (20.191418 sec): 3 clusters Score: Raw -31906.942273 + Penalty 1427.148165 = -30479.794108 nChanged 1 SP:Iteration 7Q (20.192227 sec): 3 clusters Score: Raw -31910.392012 + Penalty 1427.341804 = -30483.050208 nChanged 1 SP:Iteration 8Q (20.193035 sec): 3 clusters Score: Raw -31911.691930 + Penalty 1427.341804 = -30484.350126 nChanged 0 SP:Iteration 9F (20.193879 sec): 3 clusters Score: Raw -31911.691930 + Penalty 1427.341804 = -30484.350126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.194732 sec): 2 clusters Score: Raw -13677.145457 + Penalty 688.476511 = -12988.668946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.195198 sec): 3 clusters Score: Raw -13680.913045 + Penalty 1377.911652 = -12303.001393 nChanged 13 SP:Iteration 1F (20.195654 sec): 3 clusters Score: Raw -13705.686993 + Penalty 1377.215522 = -12328.471471 nChanged 3 SP:Iteration 2Q (20.196104 sec): 3 clusters Score: Raw -13712.907127 + Penalty 1377.215522 = -12335.691605 nChanged 0 SP:Iteration 3F (20.196561 sec): 3 clusters Score: Raw -13712.907127 + Penalty 1377.215522 = -12335.691605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 53 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.197132 sec): 2 clusters Score: Raw -3180.394691 + Penalty 270.758615 = -2909.636077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.197411 sec): 3 clusters Score: Raw -3181.061850 + Penalty 538.732685 = -2642.329165 nChanged 4 SP:Iteration 1F (20.197687 sec): 3 clusters Score: Raw -3187.788423 + Penalty 536.745998 = -2651.042425 nChanged 1 SP:Iteration 2Q (20.197964 sec): 3 clusters Score: Raw -3190.008354 + Penalty 536.745998 = -2653.262356 nChanged 0 SP:Iteration 3F (20.198241 sec): 3 clusters Score: Raw -3190.008354 + Penalty 536.745998 = -2653.262356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.199897 sec): 2 clusters Score: Raw -38525.944569 + Penalty 812.754293 = -37713.190276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.200875 sec): 3 clusters Score: Raw -38397.550669 + Penalty 1632.348048 = -36765.202621 nChanged 123 SP:Iteration 1F (20.201851 sec): 3 clusters Score: Raw -38548.804232 + Penalty 1639.387575 = -36909.416656 nChanged 32 SP:Iteration 2F (20.202887 sec): 3 clusters Score: Raw -38598.175850 + Penalty 1644.541563 = -36953.634287 nChanged 11 SP:Iteration 3Q (20.203878 sec): 3 clusters Score: Raw -38613.853327 + Penalty 1646.712318 = -36967.141009 nChanged 4 SP:Iteration 4Q (20.204857 sec): 3 clusters Score: Raw -38618.654270 + Penalty 1647.553866 = -36971.100404 nChanged 2 SP:Iteration 5Q (20.205825 sec): 3 clusters Score: Raw -38621.985912 + Penalty 1648.694766 = -36973.291145 nChanged 2 SP:Iteration 6Q (20.206789 sec): 3 clusters Score: Raw -38623.889694 + Penalty 1650.042092 = -36973.847602 nChanged 2 SP:Iteration 7Q (20.207755 sec): 3 clusters Score: Raw -38626.094973 + Penalty 1650.255380 = -36975.839593 nChanged 1 SP:Iteration 8Q (20.208726 sec): 3 clusters Score: Raw -38626.380037 + Penalty 1651.439792 = -36974.940245 nChanged 3 SP:Iteration 9F (20.209725 sec): 3 clusters Score: Raw -38628.510539 + Penalty 1654.943117 = -36973.567422 nChanged 5 SP:Iteration 10F (20.210725 sec): 3 clusters Score: Raw -38631.509039 + Penalty 1657.082835 = -36974.426204 nChanged 2 SP:Iteration 11Q (20.211683 sec): 3 clusters Score: Raw -38634.014217 + Penalty 1657.938121 = -36976.076096 nChanged 2 SP:Iteration 12Q (20.212617 sec): 3 clusters Score: Raw -38635.177337 + Penalty 1660.221896 = -36974.955441 nChanged 4 SP:Iteration 13F (20.213580 sec): 3 clusters Score: Raw -38637.799744 + Penalty 1660.167966 = -36977.631778 nChanged 3 SP:Iteration 14Q (20.214502 sec): 3 clusters Score: Raw -38642.587578 + Penalty 1659.608954 = -36982.978624 nChanged 3 SP:Iteration 15Q (20.215421 sec): 3 clusters Score: Raw -38647.041215 + Penalty 1659.238473 = -36987.802742 nChanged 1 SP:Iteration 16Q (20.216339 sec): 3 clusters Score: Raw -38647.676829 + Penalty 1658.719308 = -36988.957521 nChanged 1 SP:Iteration 17Q (20.217276 sec): 3 clusters Score: Raw -38649.151031 + Penalty 1658.914225 = -36990.236806 nChanged 1 SP:Iteration 18Q (20.218198 sec): 3 clusters Score: Raw -38651.843243 + Penalty 1659.022726 = -36992.820518 nChanged 2 SP:Iteration 19Q (20.219116 sec): 3 clusters Score: Raw -38655.426854 + Penalty 1660.734521 = -36994.692333 nChanged 5 SP:Iteration 20F (20.220072 sec): 3 clusters Score: Raw -38663.255420 + Penalty 1663.029797 = -37000.225623 nChanged 5 SP:Iteration 21Q (20.220995 sec): 3 clusters Score: Raw -38674.022504 + Penalty 1663.599378 = -37010.423126 nChanged 2 SP:Iteration 22Q (20.221941 sec): 3 clusters Score: Raw -38676.744022 + Penalty 1665.497781 = -37011.246241 nChanged 2 SP:Iteration 23Q (20.222901 sec): 3 clusters Score: Raw -38677.760935 + Penalty 1665.497781 = -37012.263154 nChanged 0 SP:Iteration 24F (20.223901 sec): 3 clusters Score: Raw -38677.760935 + Penalty 1665.497781 = -37012.263154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.224599 sec): 2 clusters Score: Raw -4144.495601 + Penalty 208.323627 = -3936.171974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.224967 sec): 3 clusters Score: Raw -4232.756763 + Penalty 416.000729 = -3816.756034 nChanged 18 SP:Iteration 1F (20.225328 sec): 3 clusters Score: Raw -4278.820074 + Penalty 412.895014 = -3865.925060 nChanged 4 SP:Iteration 2Q (20.225665 sec): 3 clusters Score: Raw -4291.679362 + Penalty 410.749250 = -3880.930112 nChanged 3 SP:Iteration 3Q (20.226033 sec): 3 clusters Score: Raw -4302.494908 + Penalty 410.749250 = -3891.745658 nChanged 0 SP:Iteration 4F (20.226397 sec): 3 clusters Score: Raw -4302.494908 + Penalty 410.749250 = -3891.745658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.226869 sec): 2 clusters Score: Raw -243.818835 + Penalty 55.371331 = -188.447504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.227072 sec): 3 clusters Score: Raw -243.749900 + Penalty 98.162916 = -145.586984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.227724 sec): 2 clusters Score: Raw -5091.722233 + Penalty 224.884944 = -4866.837289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.228049 sec): 3 clusters Score: Raw -5098.918519 + Penalty 455.621390 = -4643.297130 nChanged 12 SP:Iteration 1F (20.228366 sec): 3 clusters Score: Raw -5117.994854 + Penalty 458.642480 = -4659.352374 nChanged 2 SP:Iteration 2Q (20.228676 sec): 3 clusters Score: Raw -5119.359649 + Penalty 458.735606 = -4660.624043 nChanged 1 SP:Iteration 3Q (20.228986 sec): 3 clusters Score: Raw -5121.077970 + Penalty 460.236244 = -4660.841726 nChanged 1 SP:Iteration 4Q (20.229295 sec): 3 clusters Score: Raw -5121.784306 + Penalty 460.236244 = -4661.548062 nChanged 0 SP:Iteration 5F (20.229612 sec): 3 clusters Score: Raw -5121.784306 + Penalty 460.236244 = -4661.548062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.230367 sec): 2 clusters Score: Raw -9091.954384 + Penalty 308.237990 = -8783.716394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.230777 sec): 3 clusters Score: Raw -9058.656652 + Penalty 616.605839 = -8442.050813 nChanged 20 SP:Iteration 1F (20.231176 sec): 3 clusters Score: Raw -9077.012740 + Penalty 616.368458 = -8460.644282 nChanged 4 SP:Iteration 2Q (20.231571 sec): 3 clusters Score: Raw -9087.103757 + Penalty 617.218920 = -8469.884836 nChanged 7 SP:Iteration 3F (20.231967 sec): 3 clusters Score: Raw -9094.381666 + Penalty 616.888738 = -8477.492928 nChanged 3 SP:Iteration 4Q (20.232358 sec): 3 clusters Score: Raw -9095.312325 + Penalty 616.888738 = -8478.423587 nChanged 0 SP:Iteration 5F (20.232753 sec): 3 clusters Score: Raw -9095.312325 + Penalty 616.888738 = -8478.423587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.233237 sec): 2 clusters Score: Raw -719.726699 + Penalty 256.681103 = -463.045596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.233459 sec): 3 clusters Score: Raw -717.517925 + Penalty 524.010683 = -193.507242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.233937 sec): 2 clusters Score: Raw -730.470559 + Penalty 244.636883 = -485.833676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.234157 sec): 3 clusters Score: Raw -724.854372 + Penalty 489.273766 = -235.580607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.235203 sec): 2 clusters Score: Raw -20885.647360 + Penalty 566.008059 = -20319.639301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.235828 sec): 3 clusters Score: Raw -20809.809898 + Penalty 1129.737955 = -19680.071943 nChanged 39 SP:Iteration 1F (20.236410 sec): 3 clusters Score: Raw -20855.657957 + Penalty 1129.784123 = -19725.873834 nChanged 10 SP:Iteration 2Q (20.236998 sec): 3 clusters Score: Raw -20864.986621 + Penalty 1130.092392 = -19734.894229 nChanged 1 SP:Iteration 3Q (20.237583 sec): 3 clusters Score: Raw -20865.901538 + Penalty 1131.705888 = -19734.195650 nChanged 4 SP:Iteration 4F (20.238185 sec): 3 clusters Score: Raw -20867.563677 + Penalty 1132.171880 = -19735.391797 nChanged 1 SP:Iteration 5Q (20.238766 sec): 3 clusters Score: Raw -20867.979322 + Penalty 1132.353426 = -19735.625896 nChanged 1 SP:Iteration 6Q (20.239347 sec): 3 clusters Score: Raw -20869.882647 + Penalty 1132.278676 = -19737.603971 nChanged 2 SP:Iteration 7Q (20.239937 sec): 3 clusters Score: Raw -20873.487175 + Penalty 1131.708304 = -19741.778870 nChanged 1 SP:Iteration 8Q (20.240527 sec): 3 clusters Score: Raw -20877.181071 + Penalty 1131.708304 = -19745.472767 nChanged 0 SP:Iteration 9F (20.241138 sec): 3 clusters Score: Raw -20877.181071 + Penalty 1131.708304 = -19745.472767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 63 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.241776 sec): 2 clusters Score: Raw -5679.699369 + Penalty 659.793132 = -5019.906237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.242105 sec): 3 clusters Score: Raw -5810.772412 + Penalty 1318.485621 = -4492.286792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 64 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.242714 sec): 2 clusters Score: Raw -4866.890349 + Penalty 471.174283 = -4395.716066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.243025 sec): 3 clusters Score: Raw -4902.974288 + Penalty 941.898975 = -3961.075313 nChanged 4 SP:Iteration 1F (20.243331 sec): 3 clusters Score: Raw -4912.476015 + Penalty 941.027346 = -3971.448669 nChanged 1 SP:Iteration 2Q (20.243629 sec): 3 clusters Score: Raw -4914.468529 + Penalty 941.027346 = -3973.441183 nChanged 0 SP:Iteration 3F (20.243941 sec): 3 clusters Score: Raw -4914.468529 + Penalty 941.027346 = -3973.441183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.244444 sec): 2 clusters Score: Raw -895.091473 + Penalty 286.072593 = -609.018880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.244682 sec): 3 clusters Score: Raw -1132.656396 + Penalty 569.907344 = -562.749052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 67 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.245150 sec): 2 clusters Score: Raw -331.669640 + Penalty 112.260605 = -219.409035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.245345 sec): 2 clusters Score: Raw -331.669640 + Penalty 112.260605 = -219.409035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.245812 sec): 2 clusters Score: Raw -267.603041 + Penalty 131.797175 = -135.805866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.246022 sec): 3 clusters Score: Raw -260.334796 + Penalty 270.912667 = 10.577871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 69 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.246528 sec): 2 clusters Score: Raw -1629.441021 + Penalty 383.774655 = -1245.666365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.246770 sec): 3 clusters Score: Raw -1663.346089 + Penalty 768.670410 = -894.675679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.247238 sec): 2 clusters Score: Raw -363.119598 + Penalty 174.861856 = -188.257741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.247451 sec): 3 clusters Score: Raw -356.148610 + Penalty 349.723712 = -6.424898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.248010 sec): 2 clusters Score: Raw -3296.563948 + Penalty 381.145919 = -2915.418029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.248292 sec): 3 clusters Score: Raw -3345.442710 + Penalty 764.396474 = -2581.046235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.248762 sec): 2 clusters Score: Raw -363.555591 + Penalty 177.671991 = -185.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.248993 sec): 3 clusters Score: Raw -356.086898 + Penalty 345.409482 = -10.677416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.249473 sec): 2 clusters Score: Raw -665.467822 + Penalty 145.594506 = -519.873316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.249690 sec): 3 clusters Score: Raw -670.943676 + Penalty 291.189012 = -379.754664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 74 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.250242 sec): 2 clusters Score: Raw -3348.889864 + Penalty 321.358121 = -3027.531743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.250525 sec): 3 clusters Score: Raw -3347.278493 + Penalty 647.077967 = -2700.200526 nChanged 4 SP:Iteration 1F (20.250798 sec): 3 clusters Score: Raw -3354.883456 + Penalty 647.077967 = -2707.805489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 75 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.251490 sec): 2 clusters Score: Raw -7403.517801 + Penalty 460.057514 = -6943.460288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.251858 sec): 3 clusters Score: Raw -7410.149614 + Penalty 920.115027 = -6490.034587 nChanged 11 SP:Iteration 1F (20.252220 sec): 3 clusters Score: Raw -7431.498373 + Penalty 919.028551 = -6512.469823 nChanged 1 SP:Iteration 2Q (20.252577 sec): 3 clusters Score: Raw -7434.614929 + Penalty 919.028551 = -6515.586378 nChanged 0 SP:Iteration 3F (20.252939 sec): 3 clusters Score: Raw -7434.614929 + Penalty 919.028551 = -6515.586378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.253422 sec): 2 clusters Score: Raw -562.940101 + Penalty 200.334180 = -362.605920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.253645 sec): 3 clusters Score: Raw -548.077266 + Penalty 409.877575 = -138.199691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 77 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.254147 sec): 2 clusters Score: Raw -1354.990965 + Penalty 304.188235 = -1050.802730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.254382 sec): 3 clusters Score: Raw -1336.204935 + Penalty 608.376470 = -727.828465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 78 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.254903 sec): 2 clusters Score: Raw -2014.553027 + Penalty 442.796977 = -1571.756049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.255155 sec): 3 clusters Score: Raw -2106.621013 + Penalty 884.807262 = -1221.813751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 79 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.256674 sec): 2 clusters Score: Raw -33758.250197 + Penalty 569.495895 = -33188.754302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.257582 sec): 3 clusters Score: Raw -33576.560591 + Penalty 1138.571311 = -32437.989280 nChanged 107 SP:Iteration 1F (20.258472 sec): 3 clusters Score: Raw -33645.324769 + Penalty 1137.607457 = -32507.717312 nChanged 30 SP:Iteration 2F (20.259333 sec): 3 clusters Score: Raw -33672.980609 + Penalty 1136.321045 = -32536.659564 nChanged 16 SP:Iteration 3Q (20.260188 sec): 3 clusters Score: Raw -33682.213334 + Penalty 1136.047751 = -32546.165583 nChanged 10 SP:Iteration 4Q (20.261044 sec): 3 clusters Score: Raw -33688.640359 + Penalty 1136.583055 = -32552.057304 nChanged 7 SP:Iteration 5Q (20.261897 sec): 3 clusters Score: Raw -33693.975468 + Penalty 1137.696217 = -32556.279252 nChanged 10 SP:Iteration 6Q (20.262799 sec): 3 clusters Score: Raw -33701.365158 + Penalty 1139.541921 = -32561.823237 nChanged 10 SP:Iteration 7Q (20.263654 sec): 3 clusters Score: Raw -33710.143477 + Penalty 1142.052344 = -32568.091133 nChanged 11 SP:Iteration 8Q (20.264507 sec): 3 clusters Score: Raw -33717.755273 + Penalty 1145.751147 = -32572.004125 nChanged 7 SP:Iteration 9Q (20.265358 sec): 3 clusters Score: Raw -33723.558315 + Penalty 1152.589705 = -32570.968610 nChanged 8 SP:Iteration 10F (20.266211 sec): 3 clusters Score: Raw -33729.664165 + Penalty 1155.068998 = -32574.595167 nChanged 3 SP:Iteration 11Q (20.267081 sec): 3 clusters Score: Raw -33730.760237 + Penalty 1156.458287 = -32574.301950 nChanged 3 SP:Iteration 12F (20.267938 sec): 3 clusters Score: Raw -33733.292925 + Penalty 1159.695971 = -32573.596955 nChanged 5 SP:Iteration 13F (20.268792 sec): 3 clusters Score: Raw -33736.910510 + Penalty 1160.264117 = -32576.646393 nChanged 4 SP:Iteration 14Q (20.269641 sec): 3 clusters Score: Raw -33739.871398 + Penalty 1164.849240 = -32575.022158 nChanged 6 SP:Iteration 15F (20.270495 sec): 3 clusters Score: Raw -33744.782612 + Penalty 1166.007648 = -32578.774964 nChanged 2 SP:Iteration 16Q (20.271365 sec): 3 clusters Score: Raw -33748.923607 + Penalty 1167.274236 = -32581.649371 nChanged 4 SP:Iteration 17Q (20.272214 sec): 3 clusters Score: Raw -33754.000811 + Penalty 1168.860708 = -32585.140103 nChanged 1 SP:Iteration 18Q (20.273054 sec): 3 clusters Score: Raw -33754.885617 + Penalty 1168.135253 = -32586.750363 nChanged 1 SP:Iteration 19Q (20.273892 sec): 3 clusters Score: Raw -33755.403945 + Penalty 1168.135253 = -32587.268691 nChanged 0 SP:Iteration 20F (20.274749 sec): 3 clusters Score: Raw -33755.403945 + Penalty 1168.135253 = -32587.268691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 80 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.275328 sec): 2 clusters Score: Raw -2598.089618 + Penalty 427.291418 = -2170.798199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.275594 sec): 3 clusters Score: Raw -2613.560380 + Penalty 854.767261 = -1758.793119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 82 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.276109 sec): 2 clusters Score: Raw -1601.748132 + Penalty 328.861692 = -1272.886441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.276351 sec): 3 clusters Score: Raw -1589.461161 + Penalty 663.136566 = -926.324595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.276829 sec): 2 clusters Score: Raw -592.229201 + Penalty 150.585917 = -441.643284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.277049 sec): 3 clusters Score: Raw -591.007118 + Penalty 305.537040 = -285.470078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 85 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.277533 sec): 2 clusters Score: Raw -857.920457 + Penalty 262.242789 = -595.677668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.277760 sec): 3 clusters Score: Raw -876.116272 + Penalty 519.773153 = -356.343119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 86 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.278339 sec): 2 clusters Score: Raw -4194.745651 + Penalty 392.297072 = -3802.448579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.278633 sec): 3 clusters Score: Raw -4200.544841 + Penalty 768.844588 = -3431.700253 nChanged 2 SP:Iteration 1Q (20.278921 sec): 3 clusters Score: Raw -4207.008618 + Penalty 760.706387 = -3446.302230 nChanged 2 SP:Iteration 2Q (20.279206 sec): 3 clusters Score: Raw -4211.447525 + Penalty 760.706387 = -3450.741137 nChanged 0 SP:Iteration 3F (20.279514 sec): 3 clusters Score: Raw -4211.447525 + Penalty 760.706387 = -3450.741137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 88 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.280029 sec): 2 clusters Score: Raw -1055.075619 + Penalty 316.175055 = -738.900563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.280276 sec): 3 clusters Score: Raw -1290.849929 + Penalty 620.441031 = -670.408898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.280748 sec): 2 clusters Score: Raw -358.930622 + Penalty 152.659862 = -206.270760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.280961 sec): 3 clusters Score: Raw -352.249086 + Penalty 305.319724 = -46.929362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 90 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.281686 sec): 2 clusters Score: Raw -9851.274571 + Penalty 700.205426 = -9151.069146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.282093 sec): 3 clusters Score: Raw -9879.230707 + Penalty 1400.678504 = -8478.552202 nChanged 2 SP:Iteration 1Q (20.282487 sec): 3 clusters Score: Raw -9887.464694 + Penalty 1400.678504 = -8486.786190 nChanged 0 SP:Iteration 2F (20.282886 sec): 3 clusters Score: Raw -9887.464694 + Penalty 1400.678504 = -8486.786190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.283348 sec): 2 clusters Score: Raw -82.148317 + Penalty 0.000000 = -82.148317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.283538 sec): 2 clusters Score: Raw -82.148317 + Penalty 0.000000 = -82.148317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 92 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.283992 sec): 2 clusters Score: Raw -82.406851 + Penalty 0.000000 = -82.406851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.284178 sec): 2 clusters Score: Raw -82.406851 + Penalty 0.000000 = -82.406851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.284655 sec): 2 clusters Score: Raw -622.387652 + Penalty 184.783170 = -437.604483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.284875 sec): 3 clusters Score: Raw -622.016604 + Penalty 360.759493 = -261.257111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 94 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.285337 sec): 2 clusters Score: Raw -171.811550 + Penalty 54.111967 = -117.699583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.285531 sec): 2 clusters Score: Raw -171.811550 + Penalty 54.111967 = -117.699583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.286017 sec): 2 clusters Score: Raw -947.914012 + Penalty 257.930892 = -689.983120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.286245 sec): 3 clusters Score: Raw -968.191542 + Penalty 506.178511 = -462.013031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.286719 sec): 2 clusters Score: Raw -531.582221 + Penalty 206.176396 = -325.405825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.286918 sec): 2 clusters Score: Raw -531.582221 + Penalty 206.176396 = -325.405825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.287415 sec): 2 clusters Score: Raw -670.732428 + Penalty 172.250360 = -498.482068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.287636 sec): 3 clusters Score: Raw -678.703974 + Penalty 344.500720 = -334.203254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 98 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.288162 sec): 2 clusters Score: Raw -2330.864859 + Penalty 411.849708 = -1919.015151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.288423 sec): 3 clusters Score: Raw -2381.588071 + Penalty 821.984680 = -1559.603391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 99 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.288882 sec): 2 clusters Score: Raw -81.874489 + Penalty 0.000000 = -81.874489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.289073 sec): 2 clusters Score: Raw -81.874489 + Penalty 0.000000 = -81.874489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.289549 sec): 2 clusters Score: Raw -610.166242 + Penalty 195.487629 = -414.678612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.289770 sec): 3 clusters Score: Raw -607.406052 + Penalty 413.349299 = -194.056753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 102 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.290267 sec): 2 clusters Score: Raw -1513.927071 + Penalty 339.422074 = -1174.504997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.290508 sec): 3 clusters Score: Raw -1507.795742 + Penalty 675.522107 = -832.273634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.290983 sec): 2 clusters Score: Raw -652.482648 + Penalty 262.757435 = -389.725213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.291203 sec): 3 clusters Score: Raw -652.076275 + Penalty 523.052716 = -129.023558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 104 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.291712 sec): 2 clusters Score: Raw -1654.406192 + Penalty 309.627444 = -1344.778749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.291954 sec): 3 clusters Score: Raw -1662.896736 + Penalty 610.962897 = -1051.933839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.292431 sec): 2 clusters Score: Raw -628.701552 + Penalty 196.823426 = -431.878126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.292654 sec): 3 clusters Score: Raw -621.701528 + Penalty 395.802760 = -225.898768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.293127 sec): 2 clusters Score: Raw -445.617443 + Penalty 140.272374 = -305.345069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.293343 sec): 3 clusters Score: Raw -436.297179 + Penalty 279.672231 = -156.624948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.293823 sec): 2 clusters Score: Raw -819.383236 + Penalty 261.751267 = -557.631969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.294048 sec): 3 clusters Score: Raw -818.605859 + Penalty 515.092269 = -303.513589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.294551 sec): 2 clusters Score: Raw -1033.875407 + Penalty 303.824117 = -730.051290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.294779 sec): 3 clusters Score: Raw -1031.895416 + Penalty 609.182458 = -422.712958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 109 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.295328 sec): 2 clusters Score: Raw -2949.548393 + Penalty 310.716839 = -2638.831554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.295604 sec): 3 clusters Score: Raw -2960.107149 + Penalty 653.385540 = -2306.721609 nChanged 3 SP:Iteration 1F (20.295875 sec): 3 clusters Score: Raw -2966.319961 + Penalty 668.888438 = -2297.431522 nChanged 1 SP:Iteration 2F (20.296147 sec): 3 clusters Score: Raw -2970.055817 + Penalty 668.888438 = -2301.167378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 110 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.296646 sec): 2 clusters Score: Raw -1426.273042 + Penalty 319.560692 = -1106.712351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.296884 sec): 3 clusters Score: Raw -1422.556831 + Penalty 640.051809 = -782.505022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.297373 sec): 2 clusters Score: Raw -1036.546403 + Penalty 303.460281 = -733.086122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.297601 sec): 3 clusters Score: Raw -1029.057944 + Penalty 629.923046 = -399.134898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.298066 sec): 2 clusters Score: Raw -260.798519 + Penalty 97.712433 = -163.086085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.298261 sec): 2 clusters Score: Raw -260.798519 + Penalty 97.712433 = -163.086085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 114 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.299565 sec): 2 clusters Score: Raw -27488.973711 + Penalty 781.522058 = -26707.451653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.300315 sec): 3 clusters Score: Raw -27434.836827 + Penalty 1563.391417 = -25871.445410 nChanged 58 SP:Iteration 1F (20.301040 sec): 3 clusters Score: Raw -27507.777167 + Penalty 1563.650563 = -25944.126604 nChanged 7 SP:Iteration 2Q (20.301758 sec): 3 clusters Score: Raw -27522.372450 + Penalty 1563.952669 = -25958.419781 nChanged 4 SP:Iteration 3Q (20.302470 sec): 3 clusters Score: Raw -27527.772677 + Penalty 1563.945783 = -25963.826894 nChanged 3 SP:Iteration 4Q (20.303177 sec): 3 clusters Score: Raw -27534.241330 + Penalty 1563.521675 = -25970.719655 nChanged 3 SP:Iteration 5Q (20.303883 sec): 3 clusters Score: Raw -27543.414279 + Penalty 1563.618965 = -25979.795313 nChanged 5 SP:Iteration 6Q (20.304587 sec): 3 clusters Score: Raw -27552.414714 + Penalty 1564.171106 = -25988.243608 nChanged 4 SP:Iteration 7Q (20.305295 sec): 3 clusters Score: Raw -27556.230632 + Penalty 1564.292238 = -25991.938394 nChanged 1 SP:Iteration 8Q (20.306058 sec): 3 clusters Score: Raw -27558.178723 + Penalty 1564.441039 = -25993.737684 nChanged 1 SP:Iteration 9Q (20.306846 sec): 3 clusters Score: Raw -27559.526147 + Penalty 1564.441039 = -25995.085107 nChanged 0 SP:Iteration 10F (20.307598 sec): 3 clusters Score: Raw -27559.526147 + Penalty 1564.441039 = -25995.085107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.308124 sec): 2 clusters Score: Raw -738.991886 + Penalty 253.389173 = -485.602713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.308347 sec): 3 clusters Score: Raw -727.559271 + Penalty 516.071686 = -211.487586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.308811 sec): 2 clusters Score: Raw -180.275780 + Penalty 87.815398 = -92.460382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.309018 sec): 3 clusters Score: Raw -170.514885 + Penalty 175.630795 = 5.115910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 119 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.309502 sec): 2 clusters Score: Raw -795.575313 + Penalty 215.582047 = -579.993266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.309725 sec): 3 clusters Score: Raw -794.394777 + Penalty 426.677758 = -367.717018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.310204 sec): 2 clusters Score: Raw -650.767376 + Penalty 234.949918 = -415.817458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.310425 sec): 3 clusters Score: Raw -642.128888 + Penalty 467.668023 = -174.460865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.310895 sec): 2 clusters Score: Raw -253.041590 + Penalty 107.059091 = -145.982499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.311105 sec): 3 clusters Score: Raw -249.422415 + Penalty 225.971258 = -23.451157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.311582 sec): 2 clusters Score: Raw -728.465762 + Penalty 236.041609 = -492.424153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.311806 sec): 3 clusters Score: Raw -722.328151 + Penalty 478.414026 = -243.914125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.312267 sec): 2 clusters Score: Raw -179.584316 + Penalty 81.471084 = -98.113233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.312475 sec): 3 clusters Score: Raw -169.521999 + Penalty 162.942167 = -6.579832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.312950 sec): 2 clusters Score: Raw -655.205493 + Penalty 249.787311 = -405.418181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.313170 sec): 3 clusters Score: Raw -646.910652 + Penalty 495.607086 = -151.303566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 127 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.313719 sec): 2 clusters Score: Raw -3337.274762 + Penalty 430.462778 = -2906.811984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.313991 sec): 3 clusters Score: Raw -3334.071803 + Penalty 859.690198 = -2474.381606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.314471 sec): 2 clusters Score: Raw -610.423691 + Penalty 158.566011 = -451.857681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.314692 sec): 3 clusters Score: Raw -609.998507 + Penalty 318.671909 = -291.326598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.315180 sec): 2 clusters Score: Raw -361.449590 + Penalty 171.256702 = -190.192888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.315376 sec): 2 clusters Score: Raw -361.449590 + Penalty 171.256702 = -190.192888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.315848 sec): 2 clusters Score: Raw -420.512180 + Penalty 164.083001 = -256.429179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.316062 sec): 3 clusters Score: Raw -418.988003 + Penalty 369.535820 = -49.452183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 132 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.316542 sec): 2 clusters Score: Raw -853.618796 + Penalty 260.315174 = -593.303622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.316766 sec): 3 clusters Score: Raw -839.313415 + Penalty 520.866778 = -318.446636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.317239 sec): 2 clusters Score: Raw -542.096687 + Penalty 212.147884 = -329.948802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.317456 sec): 3 clusters Score: Raw -538.305147 + Penalty 427.028897 = -111.276251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 134 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.318068 sec): 2 clusters Score: Raw -5595.705532 + Penalty 473.217573 = -5122.487959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.318388 sec): 3 clusters Score: Raw -5595.518741 + Penalty 945.959594 = -4649.559148 nChanged 1 SP:Iteration 1Q (20.318699 sec): 3 clusters Score: Raw -5596.517374 + Penalty 945.959594 = -4650.557781 nChanged 0 SP:Iteration 2F (20.319017 sec): 3 clusters Score: Raw -5596.517374 + Penalty 945.959594 = -4650.557781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.319492 sec): 2 clusters Score: Raw -445.316551 + Penalty 154.484792 = -290.831759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.319708 sec): 3 clusters Score: Raw -438.447440 + Penalty 304.872408 = -133.575031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.320170 sec): 2 clusters Score: Raw -179.510626 + Penalty 72.368712 = -107.141914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.320376 sec): 3 clusters Score: Raw -168.295142 + Penalty 144.737425 = -23.557717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.320854 sec): 2 clusters Score: Raw -661.971191 + Penalty 233.682199 = -428.288992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.321073 sec): 3 clusters Score: Raw -647.731267 + Penalty 469.052173 = -178.679094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.321538 sec): 2 clusters Score: Raw -264.813440 + Penalty 92.265862 = -172.547577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.321748 sec): 3 clusters Score: Raw -255.166595 + Penalty 190.956432 = -64.210164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.322229 sec): 2 clusters Score: Raw -272.014834 + Penalty 124.146301 = -147.868532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.322439 sec): 3 clusters Score: Raw -261.656900 + Penalty 246.512446 = -15.144455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.322906 sec): 2 clusters Score: Raw -358.586832 + Penalty 164.887712 = -193.699120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.323122 sec): 3 clusters Score: Raw -348.910051 + Penalty 348.755070 = -0.154981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.323586 sec): 2 clusters Score: Raw -173.462280 + Penalty 63.321637 = -110.140643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.323779 sec): 2 clusters Score: Raw -173.462280 + Penalty 63.321637 = -110.140643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.324252 sec): 2 clusters Score: Raw -525.728204 + Penalty 149.289811 = -376.438392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.324469 sec): 3 clusters Score: Raw -520.197248 + Penalty 286.422859 = -233.774389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.324930 sec): 2 clusters Score: Raw -169.865454 + Penalty 67.731361 = -102.134093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.325136 sec): 3 clusters Score: Raw -164.353096 + Penalty 135.462722 = -28.890374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.325600 sec): 2 clusters Score: Raw -280.177639 + Penalty 136.069992 = -144.107647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.325810 sec): 3 clusters Score: Raw -267.420960 + Penalty 276.423656 = 9.002695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.326283 sec): 2 clusters Score: Raw -554.183682 + Penalty 167.547273 = -386.636408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.326500 sec): 3 clusters Score: Raw -541.042001 + Penalty 340.474076 = -200.567925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.326970 sec): 2 clusters Score: Raw -449.841153 + Penalty 170.694797 = -279.146355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.327186 sec): 3 clusters Score: Raw -442.992871 + Penalty 348.773687 = -94.219184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 155 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.327668 sec): 2 clusters Score: Raw -867.222330 + Penalty 267.386626 = -599.835704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.327892 sec): 3 clusters Score: Raw -851.023398 + Penalty 540.548601 = -310.474798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.328373 sec): 2 clusters Score: Raw -753.970177 + Penalty 232.171492 = -521.798685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.328594 sec): 3 clusters Score: Raw -742.547786 + Penalty 464.342985 = -278.204801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.329099 sec): 2 clusters Score: Raw -922.721564 + Penalty 229.212422 = -693.509142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.329324 sec): 3 clusters Score: Raw -925.830438 + Penalty 460.187686 = -465.642752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.329782 sec): 2 clusters Score: Raw -85.135057 + Penalty 0.000000 = -85.135057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.329973 sec): 2 clusters Score: Raw -85.135057 + Penalty 0.000000 = -85.135057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 162 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.330453 sec): 2 clusters Score: Raw -829.629057 + Penalty 254.407176 = -575.221881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.330678 sec): 3 clusters Score: Raw -821.797382 + Penalty 487.229421 = -334.567961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.331139 sec): 2 clusters Score: Raw -178.891774 + Penalty 72.404086 = -106.487688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.331346 sec): 3 clusters Score: Raw -168.505840 + Penalty 144.808172 = -23.697669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.331808 sec): 2 clusters Score: Raw -238.548091 + Penalty 33.504646 = -205.043446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.332006 sec): 3 clusters Score: Raw -236.035308 + Penalty 53.003499 = -183.031809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.332479 sec): 2 clusters Score: Raw -445.434205 + Penalty 189.021670 = -256.412535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.332694 sec): 3 clusters Score: Raw -440.201447 + Penalty 345.379170 = -94.822277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.333156 sec): 2 clusters Score: Raw -178.355924 + Penalty 70.362920 = -107.993004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.333351 sec): 2 clusters Score: Raw -178.355924 + Penalty 70.362920 = -107.993004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.333815 sec): 2 clusters Score: Raw -274.002255 + Penalty 142.409261 = -131.592994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.334025 sec): 3 clusters Score: Raw -264.400637 + Penalty 284.212027 = 19.811390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.334489 sec): 2 clusters Score: Raw -271.417110 + Penalty 114.125003 = -157.292108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.334699 sec): 3 clusters Score: Raw -260.490583 + Penalty 219.633685 = -40.856898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.335173 sec): 2 clusters Score: Raw -556.418306 + Penalty 192.507887 = -363.910419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.335391 sec): 3 clusters Score: Raw -542.716428 + Penalty 373.964775 = -168.751653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.335863 sec): 2 clusters Score: Raw -85.520342 + Penalty 0.000000 = -85.520342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.336054 sec): 2 clusters Score: Raw -85.520342 + Penalty 0.000000 = -85.520342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 174 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.336603 sec): 2 clusters Score: Raw -2806.432005 + Penalty 303.495440 = -2502.936564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.336878 sec): 3 clusters Score: Raw -2837.975876 + Penalty 613.815574 = -2224.160302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.337349 sec): 2 clusters Score: Raw -361.405189 + Penalty 138.507356 = -222.897833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.337562 sec): 3 clusters Score: Raw -352.466244 + Penalty 266.214984 = -86.251260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.338027 sec): 2 clusters Score: Raw -259.494837 + Penalty 128.471388 = -131.023448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.338236 sec): 3 clusters Score: Raw -262.357377 + Penalty 221.407490 = -40.949887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.338698 sec): 2 clusters Score: Raw -256.190024 + Penalty 80.362950 = -175.827074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.338900 sec): 3 clusters Score: Raw -252.137550 + Penalty 152.300573 = -99.836977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 195 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.339374 sec): 2 clusters Score: Raw -555.627596 + Penalty 198.567871 = -357.059725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.339588 sec): 3 clusters Score: Raw -547.881329 + Penalty 339.881118 = -208.000211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.340041 sec): 2 clusters Score: Raw -84.528962 + Penalty 0.000000 = -84.528962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.340228 sec): 2 clusters Score: Raw -84.528962 + Penalty 0.000000 = -84.528962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.340686 sec): 2 clusters Score: Raw -85.328343 + Penalty 0.000000 = -85.328343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.340875 sec): 2 clusters Score: Raw -85.328343 + Penalty 0.000000 = -85.328343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 203 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.341343 sec): 2 clusters Score: Raw -322.325560 + Penalty 34.465021 = -287.860538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.341545 sec): 3 clusters Score: Raw -320.085175 + Penalty 60.059020 = -260.026155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 207 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.342000 sec): 2 clusters Score: Raw -382.088095 + Penalty 8.047190 = -374.040906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.342189 sec): 3 clusters Score: Raw -381.826039 + Penalty 16.094379 = -365.731660 nChanged 0 Deleting Class 63 (63 points): Lose 332.240450 but Gain 1643.335177 Iteration 20F (22.509485 sec): 153 clusters Score: Raw -2432869.988988 + Penalty 155259.479897 = -2277610.509091 nChanged 120 Deleting Class 103 (7 points): Lose 87.638870 but Gain 1393.412327 Iteration 21Q (22.685424 sec): 152 clusters Score: Raw -2432931.591113 + Penalty 154007.755871 = -2278923.835242 nChanged 85 Deleting Class 168 (3 points): Lose 33.072131 but Gain 1337.646005 Iteration 22Q (22.855403 sec): 151 clusters Score: Raw -2433035.714738 + Penalty 152674.333069 = -2280361.381669 nChanged 69 Deleting Class 78 (22 points): Lose 169.862156 but Gain 1461.119148 Iteration 23Q (23.027368 sec): 150 clusters Score: Raw -2432946.571292 + Penalty 151184.950119 = -2281761.621172 nChanged 81 Deleting Class 72 (4 points): Lose 38.328833 but Gain 1322.546438 Iteration 24Q (23.197463 sec): 149 clusters Score: Raw -2433057.425431 + Penalty 149783.932718 = -2283273.492712 nChanged 70 Deleting Class 118 (2 points): Lose 24.137550 but Gain 1307.352280 Iteration 25Q (23.365668 sec): 148 clusters Score: Raw -2433098.847561 + Penalty 148477.473989 = -2284621.373572 nChanged 66 Deleting Class 126 (7 points): Lose 47.735455 but Gain 1324.631283 Iteration 26Q (23.533591 sec): 147 clusters Score: Raw -2433169.021149 + Penalty 147224.920636 = -2285944.100513 nChanged 74 Deleting Class 70 (4 points): Lose 27.693861 but Gain 1301.628487 Iteration 27Q (23.701272 sec): 146 clusters Score: Raw -2433258.185047 + Penalty 145971.544589 = -2287286.640459 nChanged 56 Deleting Class 197 (1 points): Lose 2.816577 but Gain 1275.830367 Iteration 28Q (23.864452 sec): 145 clusters Score: Raw -2433322.479184 + Penalty 144713.029258 = -2288609.449927 nChanged 43 Deleting Class 149 (3 points): Lose 23.481886 but Gain 1278.101441 Iteration 29Q (24.026038 sec): 144 clusters Score: Raw -2433355.097302 + Penalty 143450.577500 = -2289904.519802 nChanged 39 Deleting Class 111 (11 points): Lose 53.670503 but Gain 1305.927482 Iteration 30F (26.051446 sec): 143 clusters Score: Raw -2433370.202942 + Penalty 142174.451227 = -2291195.751715 nChanged 39 Deleting Class 130 (4 points): Lose 23.258821 but Gain 1274.792607 Iteration 31Q (26.213751 sec): 142 clusters Score: Raw -2433437.856005 + Penalty 140905.916949 = -2292531.939056 nChanged 30 Deleting Class 108 (11 points): Lose 60.532312 but Gain 1307.493233 Iteration 32Q (26.373425 sec): 141 clusters Score: Raw -2433431.178786 + Penalty 139657.322308 = -2293773.856477 nChanged 31 Deleting Class 69 (18 points): Lose 131.359006 but Gain 1378.188120 Iteration 33Q (26.534690 sec): 140 clusters Score: Raw -2433382.639784 + Penalty 138420.052881 = -2294962.586904 nChanged 37 Deleting Class 173 (1 points): Lose 22.799237 but Gain 1262.525205 Iteration 34Q (26.694458 sec): 139 clusters Score: Raw -2433468.078097 + Penalty 137188.803731 = -2296279.274366 nChanged 24 Deleting Class 139 (8 points): Lose 32.545488 but Gain 1260.002635 Iteration 35Q (26.852624 sec): 138 clusters Score: Raw -2433476.965140 + Penalty 135961.602322 = -2297515.362818 nChanged 30 Deleting Class 80 (27 points): Lose 117.127845 but Gain 1337.845248 Iteration 36Q (27.010763 sec): 137 clusters Score: Raw -2433410.592053 + Penalty 134686.042852 = -2298724.549201 nChanged 52 Deleting Class 115 (8 points): Lose 37.773465 but Gain 1257.444296 Iteration 37Q (27.172623 sec): 136 clusters Score: Raw -2433454.122977 + Penalty 133534.802282 = -2299919.320696 nChanged 33 Deleting Class 60 (8 points): Lose 66.571721 but Gain 1273.780506 Iteration 38Q (27.329657 sec): 135 clusters Score: Raw -2433432.614372 + Penalty 132320.864287 = -2301111.750086 nChanged 29 Deleting Class 124 (3 points): Lose 22.131795 but Gain 1236.401724 Iteration 39Q (27.488391 sec): 134 clusters Score: Raw -2433454.409745 + Penalty 131091.657876 = -2302362.751869 nChanged 23 Deleting Class 68 (3 points): Lose 33.588154 but Gain 1237.966995 Iteration 40F (29.360709 sec): 133 clusters Score: Raw -2433441.297973 + Penalty 130175.537962 = -2303265.760011 nChanged 25 Deleting Class 107 (12 points): Lose 75.893898 but Gain 1294.210874 Iteration 41Q (29.515129 sec): 132 clusters Score: Raw -2433410.443346 + Penalty 128992.336324 = -2304418.107022 nChanged 40 Deleting Class 155 (9 points): Lose 55.744863 but Gain 1255.777364 Iteration 42Q (29.680901 sec): 131 clusters Score: Raw -2433411.828598 + Penalty 127749.621569 = -2305662.207028 nChanged 40 Deleting Class 161 (1 points): Lose 10.324254 but Gain 1204.780115 Iteration 43Q (29.837063 sec): 130 clusters Score: Raw -2433445.807329 + Penalty 126577.092243 = -2306868.715086 nChanged 28 Deleting Class 132 (9 points): Lose 34.678861 but Gain 1222.566392 Iteration 44Q (29.989879 sec): 129 clusters Score: Raw -2433447.748681 + Penalty 125387.886188 = -2308059.862494 nChanged 41 Deleting Class 102 (18 points): Lose 100.621182 but Gain 1287.233568 Iteration 45Q (30.146355 sec): 128 clusters Score: Raw -2433396.917476 + Penalty 124234.740025 = -2309162.177452 nChanged 47 Deleting Class 141 (4 points): Lose 21.438597 but Gain 1212.063013 Iteration 46Q (30.304344 sec): 127 clusters Score: Raw -2433451.526441 + Penalty 123029.006096 = -2310422.520344 nChanged 23 Deleting Class 166 (5 points): Lose 31.823863 but Gain 1211.950232 Iteration 47Q (30.457044 sec): 126 clusters Score: Raw -2433439.213743 + Penalty 121875.234762 = -2311563.978982 nChanged 25 Deleting Class 90 (103 points): Lose 388.504243 but Gain 1567.897456 Iteration 48Q (30.610424 sec): 125 clusters Score: Raw -2433069.426690 + Penalty 120401.069707 = -2312668.356982 nChanged 113 Deleting Class 142 (4 points): Lose 53.331372 but Gain 1227.383417 Iteration 49Q (30.768754 sec): 124 clusters Score: Raw -2433212.194082 + Penalty 119184.334288 = -2314027.859794 nChanged 27 Deleting Class 61 (8 points): Lose 40.974600 but Gain 1214.011039 Iteration 50F (32.503171 sec): 123 clusters Score: Raw -2433202.737098 + Penalty 117963.508899 = -2315239.228199 nChanged 16 Deleting Class 45 (32 points): Lose 94.364128 but Gain 1261.731496 Iteration 51Q (32.664870 sec): 122 clusters Score: Raw -2433134.016027 + Penalty 116814.989135 = -2316319.026893 nChanged 42 Deleting Class 120 (7 points): Lose 78.845099 but Gain 1245.948044 Iteration 52Q (32.814864 sec): 121 clusters Score: Raw -2433117.402621 + Penalty 115589.703594 = -2317527.699027 nChanged 24 Deleting Class 76 (7 points): Lose 43.817117 but Gain 1210.024318 Iteration 53Q (32.963444 sec): 120 clusters Score: Raw -2433105.289040 + Penalty 114432.631088 = -2318672.657952 nChanged 20 Deleting Class 98 (26 points): Lose 147.072908 but Gain 1304.434364 Iteration 54Q (33.111034 sec): 119 clusters Score: Raw -2432988.269570 + Penalty 113173.933761 = -2319814.335809 nChanged 34 Deleting Class 187 (3 points): Lose 57.826633 but Gain 1206.727979 Iteration 55Q (33.259829 sec): 118 clusters Score: Raw -2432988.450701 + Penalty 111924.332955 = -2321064.117746 nChanged 19 Deleting Class 133 (6 points): Lose 73.633190 but Gain 1221.817705 Iteration 56Q (33.408140 sec): 117 clusters Score: Raw -2432948.872985 + Penalty 110740.891883 = -2322207.981102 nChanged 23 Deleting Class 123 (7 points): Lose 23.774923 but Gain 1170.292495 Iteration 57Q (33.555436 sec): 116 clusters Score: Raw -2432962.741766 + Penalty 109588.338122 = -2323374.403644 nChanged 16 Deleting Class 162 (9 points): Lose 56.977758 but Gain 1194.819568 Iteration 58Q (33.701795 sec): 115 clusters Score: Raw -2432920.693256 + Penalty 108405.835450 = -2324514.857805 nChanged 14 Deleting Class 110 (15 points): Lose 85.126885 but Gain 1217.710522 Iteration 59Q (33.848290 sec): 114 clusters Score: Raw -2432855.742595 + Penalty 107259.080359 = -2325596.662236 nChanged 17 Deleting Class 127 (36 points): Lose 128.787414 but Gain 1261.272626 Iteration 60F (35.456346 sec): 113 clusters Score: Raw -2432776.437324 + Penalty 106031.646409 = -2326744.790915 nChanged 41 Deleting Class 82 (16 points): Lose 57.580414 but Gain 1188.561181 Iteration 61Q (35.602231 sec): 112 clusters Score: Raw -2432774.816086 + Penalty 104897.702179 = -2327877.113908 nChanged 23 Deleting Class 77 (14 points): Lose 62.216943 but Gain 1189.435799 Iteration 62Q (35.747029 sec): 111 clusters Score: Raw -2432746.401003 + Penalty 103717.908663 = -2329028.492340 nChanged 17 Deleting Class 172 (7 points): Lose 33.730357 but Gain 1159.472309 Iteration 63Q (35.890122 sec): 110 clusters Score: Raw -2432736.274161 + Penalty 102565.375382 = -2330170.898779 nChanged 9 Deleting Class 89 (4 points): Lose 20.685020 but Gain 1136.362324 Iteration 64Q (36.031511 sec): 109 clusters Score: Raw -2432726.720857 + Penalty 101433.937178 = -2331292.783679 nChanged 7 Deleting Class 195 (7 points): Lose 50.710209 but Gain 1161.347352 Iteration 65Q (36.175003 sec): 108 clusters Score: Raw -2432683.054015 + Penalty 100342.485041 = -2332340.568974 nChanged 9 Deleting Class 163 (3 points): Lose 22.813208 but Gain 1141.207956 Iteration 66Q (36.328972 sec): 107 clusters Score: Raw -2432682.853463 + Penalty 99205.720310 = -2333477.133153 nChanged 4 Deleting Class 158 (9 points): Lose 40.997181 but Gain 1147.856595 Iteration 67Q (36.470415 sec): 106 clusters Score: Raw -2432647.026288 + Penalty 98088.458844 = -2334558.567444 nChanged 9 Deleting Class 96 (6 points): Lose 83.715438 but Gain 1187.426270 Iteration 68Q (36.611196 sec): 105 clusters Score: Raw -2432582.678065 + Penalty 96960.470442 = -2335622.207623 nChanged 8 Deleting Class 134 (59 points): Lose 125.100217 but Gain 1222.129261 Iteration 69Q (36.750111 sec): 104 clusters Score: Raw -2432485.153794 + Penalty 95792.082000 = -2336693.071794 nChanged 61 Deleting Class 95 (12 points): Lose 58.590078 but Gain 1140.947049 Iteration 70F (38.202957 sec): 103 clusters Score: Raw -2432510.129207 + Penalty 94716.477707 = -2337793.651500 nChanged 29 Deleting Class 152 (5 points): Lose 17.629367 but Gain 1094.443823 Iteration 71Q (38.344519 sec): 102 clusters Score: Raw -2432524.564770 + Penalty 93647.505391 = -2338877.059379 nChanged 17 Deleting Class 100 (11 points): Lose 76.598737 but Gain 1152.978533 Iteration 72Q (38.491938 sec): 101 clusters Score: Raw -2432459.974688 + Penalty 92509.384472 = -2339950.590216 nChanged 21 Deleting Class 85 (10 points): Lose 108.313713 but Gain 1175.263594 Iteration 73Q (38.633994 sec): 100 clusters Score: Raw -2432371.916326 + Penalty 91373.268349 = -2340998.647977 nChanged 16 Deleting Class 171 (3 points): Lose 20.858686 but Gain 1071.972798 Iteration 74Q (38.774595 sec): 99 clusters Score: Raw -2432389.573342 + Penalty 90320.121115 = -2342069.452228 nChanged 10 Deleting Class 136 (2 points): Lose 27.893655 but Gain 1077.389657 Iteration 75Q (38.914007 sec): 98 clusters Score: Raw -2432374.955026 + Penalty 89244.488071 = -2343130.466955 nChanged 6 Deleting Class 167 (2 points): Lose 2.910180 but Gain 1047.528408 Iteration 76Q (39.054486 sec): 97 clusters Score: Raw -2432383.489110 + Penalty 88198.383154 = -2344185.105957 nChanged 3 Deleting Class 105 (8 points): Lose 35.595615 but Gain 1076.130059 Iteration 77Q (39.193480 sec): 96 clusters Score: Raw -2432351.195466 + Penalty 87127.321920 = -2345223.873546 nChanged 9 Deleting Class 92 (2 points): Lose 25.750026 but Gain 1063.460776 Iteration 78Q (39.332292 sec): 95 clusters Score: Raw -2432336.221898 + Penalty 86067.822444 = -2346268.399454 nChanged 4 Deleting Class 52 (144 points): Lose 426.391968 but Gain 1463.357431 Iteration 79Q (39.469343 sec): 94 clusters Score: Raw -2431919.977757 + Penalty 84671.599542 = -2347248.378215 nChanged 145 Deleting Class 182 (4 points): Lose 21.334241 but Gain 1031.014560 Iteration 80F (40.781289 sec): 93 clusters Score: Raw -2432125.842786 + Penalty 83637.941878 = -2348487.900908 nChanged 36 Deleting Class 160 (11 points): Lose 46.305498 but Gain 1051.650194 Iteration 81Q (40.920206 sec): 92 clusters Score: Raw -2432104.168352 + Penalty 82597.878146 = -2349506.290205 nChanged 32 Deleting Class 42 (7 points): Lose 42.150974 but Gain 1042.580553 Iteration 82Q (41.057831 sec): 91 clusters Score: Raw -2432093.673389 + Penalty 81594.918349 = -2350498.755040 nChanged 20 Deleting Class 147 (2 points): Lose 15.070506 but Gain 1008.351061 Iteration 83Q (41.195158 sec): 90 clusters Score: Raw -2432115.791842 + Penalty 80590.971117 = -2351524.820725 nChanged 12 Deleting Class 64 (57 points): Lose 222.624925 but Gain 1213.024811 Iteration 84Q (41.329713 sec): 89 clusters Score: Raw -2431903.247205 + Penalty 79426.673355 = -2352476.573850 nChanged 63 Deleting Class 122 (3 points): Lose 24.547400 but Gain 1005.602898 Iteration 85Q (41.466972 sec): 88 clusters Score: Raw -2431980.985668 + Penalty 78444.863225 = -2353536.122443 nChanged 25 Deleting Class 104 (21 points): Lose 144.452959 but Gain 1121.635001 Iteration 86Q (41.603253 sec): 87 clusters Score: Raw -2431863.146937 + Penalty 77321.542486 = -2354541.604451 nChanged 38 Deleting Class 135 (5 points): Lose 15.627573 but Gain 990.510135 Iteration 87Q (41.734375 sec): 86 clusters Score: Raw -2431910.927231 + Penalty 76333.768879 = -2355577.158353 nChanged 21 Deleting Class 131 (5 points): Lose 78.494291 but Gain 1052.050967 Iteration 88Q (41.863424 sec): 85 clusters Score: Raw -2431856.309403 + Penalty 75312.289748 = -2356544.019654 nChanged 19 Deleting Class 119 (9 points): Lose 42.444294 but Gain 1012.477917 Iteration 89Q (41.990909 sec): 84 clusters Score: Raw -2431843.596898 + Penalty 74312.841753 = -2357530.755145 nChanged 24 Deleting Class 75 (92 points): Lose 246.401171 but Gain 1207.574359 Iteration 90F (43.160977 sec): 83 clusters Score: Raw -2431626.436798 + Penalty 73180.464871 = -2358445.971927 nChanged 105 Deleting Class 13 (25 points): Lose 117.089672 but Gain 1061.501077 Iteration 91Q (43.297014 sec): 82 clusters Score: Raw -2431679.059421 + Penalty 72170.827570 = -2359508.231852 nChanged 62 Deleting Class 151 (6 points): Lose 26.755075 but Gain 964.950585 Iteration 92Q (43.429018 sec): 81 clusters Score: Raw -2431725.023359 + Penalty 71228.807640 = -2360496.215719 nChanged 35 Deleting Class 93 (7 points): Lose 51.227082 but Gain 979.911933 Iteration 93Q (43.559667 sec): 80 clusters Score: Raw -2431708.678336 + Penalty 70278.376194 = -2361430.302142 nChanged 23 Deleting Class 143 (2 points): Lose 16.267731 but Gain 942.701270 Iteration 94Q (43.688344 sec): 79 clusters Score: Raw -2431728.373764 + Penalty 69354.476195 = -2362373.897569 nChanged 22 Deleting Class 106 (7 points): Lose 37.342338 but Gain 960.654666 Iteration 95Q (43.819673 sec): 78 clusters Score: Raw -2431714.649021 + Penalty 68440.610939 = -2363274.038082 nChanged 22 Deleting Class 196 (1 points): Lose 48.627395 but Gain 961.459724 Iteration 96Q (43.947147 sec): 77 clusters Score: Raw -2431686.970656 + Penalty 67467.407100 = -2364219.563556 nChanged 8 Deleting Class 86 (50 points): Lose 182.311003 but Gain 1082.847138 Iteration 97Q (44.073308 sec): 76 clusters Score: Raw -2431519.263527 + Penalty 66401.878815 = -2365117.384713 nChanged 56 Deleting Class 113 (3 points): Lose 19.110710 but Gain 917.810017 Iteration 98Q (44.203250 sec): 75 clusters Score: Raw -2431568.886486 + Penalty 65489.376176 = -2366079.510310 nChanged 29 Deleting Class 9 (31 points): Lose 39.271270 but Gain 918.277950 Iteration 99Q (44.331021 sec): 74 clusters Score: Raw -2431540.543335 + Penalty 64576.803392 = -2366963.739943 nChanged 56 Deleting Class 24 (15 points): Lose 87.109890 but Gain 964.798942 Iteration 100F (45.368413 sec): 73 clusters Score: Raw -2431493.781685 + Penalty 63635.103287 = -2367858.678398 nChanged 51 Deleting Class 33 (38 points): Lose 158.183206 but Gain 1027.581432 Iteration 101Q (45.495609 sec): 72 clusters Score: Raw -2431365.310478 + Penalty 62648.240214 = -2368717.070264 nChanged 78 Deleting Class 39 (7 points): Lose 59.389205 but Gain 926.591542 Iteration 102Q (45.621429 sec): 71 clusters Score: Raw -2431380.299963 + Penalty 61753.619523 = -2369626.680440 nChanged 44 Deleting Class 129 (8 points): Lose 19.392481 but Gain 885.549751 Iteration 103Q (45.746781 sec): 70 clusters Score: Raw -2431382.978729 + Penalty 60861.412709 = -2370521.566019 nChanged 28 Deleting Class 140 (3 points): Lose 5.350275 but Gain 866.650537 Iteration 104Q (45.869596 sec): 69 clusters Score: Raw -2431391.941932 + Penalty 59994.454086 = -2371397.487847 nChanged 21 Deleting Class 99 (1 points): Lose 6.429336 but Gain 861.700549 Iteration 105Q (45.992007 sec): 68 clusters Score: Raw -2431391.312410 + Penalty 59134.619874 = -2372256.692536 nChanged 12 Deleting Class 91 (1 points): Lose 0.788003 but Gain 843.305141 Iteration 106Q (46.112879 sec): 67 clusters Score: Raw -2431393.378922 + Penalty 58292.757140 = -2373100.621782 nChanged 8 Deleting Class 146 (6 points): Lose 36.311339 but Gain 859.800867 Iteration 107Q (46.233997 sec): 66 clusters Score: Raw -2431359.956233 + Penalty 57438.169631 = -2373921.786601 nChanged 13 Deleting Class 44 (215 points): Lose 617.377340 but Gain 1427.694579 Iteration 108Q (46.353910 sec): 65 clusters Score: Raw -2430751.296510 + Penalty 56109.505663 = -2374641.790848 nChanged 221 Deleting Class 74 (48 points): Lose 147.317698 but Gain 954.335988 Iteration 109Q (46.479778 sec): 64 clusters Score: Raw -2430948.087963 + Penalty 55190.213666 = -2375757.874297 nChanged 99 Deleting Class 71 (38 points): Lose 259.164020 but Gain 1068.757552 Iteration 110F (47.386954 sec): 63 clusters Score: Raw -2430799.742231 + Penalty 54107.774897 = -2376691.967334 nChanged 89 Deleting Class 67 (4 points): Lose 81.917272 but Gain 835.640230 Iteration 111Q (47.508634 sec): 62 clusters Score: Raw -2430827.546432 + Penalty 53314.183789 = -2377513.362643 nChanged 41 Deleting Class 50 (43 points): Lose 62.271084 but Gain 812.662314 Iteration 112Q (47.628768 sec): 61 clusters Score: Raw -2430791.279427 + Penalty 52506.511893 = -2378284.767534 nChanged 71 Deleting Class 94 (2 points): Lose 62.369782 but Gain 805.592245 Iteration 113Q (47.749065 sec): 60 clusters Score: Raw -2430788.232097 + Penalty 51711.955588 = -2379076.276509 nChanged 28 Deleting Class 189 (3 points): Lose 35.233314 but Gain 754.846831 Iteration 114Q (47.866723 sec): 59 clusters Score: Raw -2430765.274142 + Penalty 50977.722669 = -2379787.551473 nChanged 27 Deleting Class 53 (51 points): Lose 133.813710 but Gain 842.247853 Iteration 115Q (47.984978 sec): 58 clusters Score: Raw -2430658.770980 + Penalty 50159.636354 = -2380499.134626 nChanged 77 Deleting Class 40 (31 points): Lose 107.823233 but Gain 806.892502 Iteration 116Q (48.102890 sec): 57 clusters Score: Raw -2430651.723126 + Penalty 49356.402392 = -2381295.320735 nChanged 66 Deleting Class 22 (12 points): Lose 34.240648 but Gain 731.136695 Iteration 117Q (48.221526 sec): 56 clusters Score: Raw -2430690.247920 + Penalty 48643.055792 = -2382047.192128 nChanged 37 Deleting Class 83 (32 points): Lose 166.145619 but Gain 861.623741 Iteration 118Q (48.337784 sec): 55 clusters Score: Raw -2430546.411411 + Penalty 47806.072191 = -2382740.339220 nChanged 50 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2430546.411411 + Penalty 47806.072191 = -2382740.339220Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 1 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.399541 sec): 2 clusters Score: Raw -21815.010409 + Penalty 726.482887 = -21088.527521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.400218 sec): 3 clusters Score: Raw -21807.822065 + Penalty 1458.594845 = -20349.227220 nChanged 54 SP:Iteration 1F (48.400857 sec): 3 clusters Score: Raw -21902.296205 + Penalty 1462.826186 = -20439.470019 nChanged 18 SP:Iteration 2F (48.401494 sec): 3 clusters Score: Raw -21938.426241 + Penalty 1469.480789 = -20468.945452 nChanged 8 SP:Iteration 3Q (48.402130 sec): 3 clusters Score: Raw -21958.078836 + Penalty 1472.329988 = -20485.748848 nChanged 5 SP:Iteration 4Q (48.402742 sec): 3 clusters Score: Raw -21976.837544 + Penalty 1473.588457 = -20503.249087 nChanged 1 SP:Iteration 5Q (48.403340 sec): 3 clusters Score: Raw -21978.701795 + Penalty 1473.841945 = -20504.859850 nChanged 1 SP:Iteration 6Q (48.403938 sec): 3 clusters Score: Raw -21984.171243 + Penalty 1473.442872 = -20510.728371 nChanged 3 SP:Iteration 7Q (48.404535 sec): 3 clusters Score: Raw -21992.549649 + Penalty 1473.442872 = -20519.106777 nChanged 0 SP:Iteration 8F (48.405169 sec): 3 clusters Score: Raw -21992.549649 + Penalty 1473.442872 = -20519.106777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.405912 sec): 2 clusters Score: Raw -5958.695366 + Penalty 86.783933 = -5871.911434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.406289 sec): 3 clusters Score: Raw -5970.808650 + Penalty 187.487085 = -5783.321564 nChanged 26 SP:Iteration 1F (48.406664 sec): 3 clusters Score: Raw -6005.098986 + Penalty 186.836670 = -5818.262316 nChanged 4 SP:Iteration 2Q (48.407024 sec): 3 clusters Score: Raw -6018.983203 + Penalty 183.327468 = -5835.655735 nChanged 3 SP:Iteration 3Q (48.407380 sec): 3 clusters Score: Raw -6026.804811 + Penalty 181.548268 = -5845.256543 nChanged 1 SP:Iteration 4Q (48.407732 sec): 3 clusters Score: Raw -6027.322918 + Penalty 181.548268 = -5845.774650 nChanged 0 SP:Iteration 5F (48.408097 sec): 3 clusters Score: Raw -6027.322918 + Penalty 181.548268 = -5845.774650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 3 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.409799 sec): 2 clusters Score: Raw -22967.532709 + Penalty 601.920730 = -22365.611979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.410496 sec): 3 clusters Score: Raw -22922.384174 + Penalty 1208.502403 = -21713.881771 nChanged 56 SP:Iteration 1F (48.411182 sec): 3 clusters Score: Raw -23016.296972 + Penalty 1217.335280 = -21798.961692 nChanged 24 SP:Iteration 2F (48.411844 sec): 3 clusters Score: Raw -23076.434391 + Penalty 1227.522706 = -21848.911685 nChanged 18 SP:Iteration 3F (48.412503 sec): 3 clusters Score: Raw -23111.975769 + Penalty 1235.707379 = -21876.268389 nChanged 6 SP:Iteration 4Q (48.413132 sec): 3 clusters Score: Raw -23126.390166 + Penalty 1243.106955 = -21883.283211 nChanged 6 SP:Iteration 5Q (48.413750 sec): 3 clusters Score: Raw -23140.113922 + Penalty 1247.206899 = -21892.907023 nChanged 5 SP:Iteration 6Q (48.414358 sec): 3 clusters Score: Raw -23159.101591 + Penalty 1249.358854 = -21909.742737 nChanged 3 SP:Iteration 7Q (48.414953 sec): 3 clusters Score: Raw -23176.906718 + Penalty 1252.512689 = -21924.394029 nChanged 2 SP:Iteration 8Q (48.415559 sec): 3 clusters Score: Raw -23189.996036 + Penalty 1252.689466 = -21937.306569 nChanged 4 SP:Iteration 9Q (48.416179 sec): 3 clusters Score: Raw -23205.746049 + Penalty 1253.536553 = -21952.209495 nChanged 4 SP:Iteration 10F (48.416862 sec): 3 clusters Score: Raw -23216.208946 + Penalty 1251.365811 = -21964.843136 nChanged 4 SP:Iteration 11Q (48.417452 sec): 3 clusters Score: Raw -23230.269203 + Penalty 1251.365811 = -21978.903392 nChanged 0 SP:Iteration 12F (48.418132 sec): 3 clusters Score: Raw -23230.269203 + Penalty 1251.365811 = -21978.903392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.419187 sec): 2 clusters Score: Raw -18815.406586 + Penalty 455.063413 = -18360.343174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.419785 sec): 3 clusters Score: Raw -18752.332014 + Penalty 907.528409 = -17844.803605 nChanged 51 SP:Iteration 1F (48.420384 sec): 3 clusters Score: Raw -18836.534022 + Penalty 914.280361 = -17922.253661 nChanged 25 SP:Iteration 2F (48.420979 sec): 3 clusters Score: Raw -18886.507663 + Penalty 921.884306 = -17964.623357 nChanged 13 SP:Iteration 3F (48.421570 sec): 3 clusters Score: Raw -18913.143958 + Penalty 925.429668 = -17987.714290 nChanged 5 SP:Iteration 4Q (48.422137 sec): 3 clusters Score: Raw -18947.516957 + Penalty 925.193794 = -18022.323163 nChanged 3 SP:Iteration 5Q (48.422694 sec): 3 clusters Score: Raw -18956.222219 + Penalty 924.196158 = -18032.026062 nChanged 1 SP:Iteration 6Q (48.423250 sec): 3 clusters Score: Raw -18956.489230 + Penalty 924.196158 = -18032.293073 nChanged 0 SP:Iteration 7F (48.423838 sec): 3 clusters Score: Raw -18956.489230 + Penalty 924.196158 = -18032.293073 nChanged 0 Memory request: 0.05 GB would take us to total of 0.33 GB. Trying to split cluster 6 (10566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.472895 sec): 2 clusters Score: Raw -837411.906438 + Penalty 235.790194 = -837176.116244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.492326 sec): 3 clusters Score: Raw -830276.035568 + Penalty 519.173754 = -829756.861814 nChanged 4916 SP:Iteration 1F (48.511568 sec): 3 clusters Score: Raw -833394.583454 + Penalty 570.403975 = -832824.179478 nChanged 1345 SP:Iteration 2F (48.530932 sec): 3 clusters Score: Raw -834101.953267 + Penalty 656.928669 = -833445.024598 nChanged 1013 SP:Iteration 3F (48.549984 sec): 3 clusters Score: Raw -835137.738995 + Penalty 779.331089 = -834358.407906 nChanged 1019 SP:Iteration 4F (48.569303 sec): 3 clusters Score: Raw -836224.388166 + Penalty 870.285238 = -835354.102928 nChanged 645 SP:Iteration 5F (48.588617 sec): 3 clusters Score: Raw -836817.140658 + Penalty 949.513797 = -835867.626862 nChanged 368 SP:Iteration 6Q (48.605390 sec): 3 clusters Score: Raw -837125.750966 + Penalty 1000.905051 = -836124.845915 nChanged 211 SP:Iteration 7Q (48.621435 sec): 3 clusters Score: Raw -837321.535813 + Penalty 1029.103293 = -836292.432520 nChanged 87 SP:Iteration 8Q (48.637032 sec): 3 clusters Score: Raw -837409.441064 + Penalty 1024.899453 = -836384.541611 nChanged 31 SP:Iteration 9Q (48.653838 sec): 3 clusters Score: Raw -837443.065162 + Penalty 999.353994 = -836443.711168 nChanged 13 SP:Iteration 10F (48.673630 sec): 3 clusters Score: Raw -837457.145443 + Penalty 1010.367548 = -836446.777895 nChanged 7 SP:Iteration 11Q (48.688540 sec): 3 clusters Score: Raw -837465.877592 + Penalty 1013.830815 = -836452.046777 nChanged 1 SP:Iteration 12Q (48.703217 sec): 3 clusters Score: Raw -837467.838199 + Penalty 1013.830815 = -836454.007384 nChanged 0 SP:Iteration 13F (48.722241 sec): 3 clusters Score: Raw -837467.838199 + Penalty 1013.830815 = -836454.007384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.731917 sec): 2 clusters Score: Raw -79190.639410 + Penalty 392.844678 = -78797.794732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.733718 sec): 3 clusters Score: Raw -78674.153087 + Penalty 787.818425 = -77886.334662 nChanged 355 SP:Iteration 1F (48.735494 sec): 3 clusters Score: Raw -78923.485414 + Penalty 795.243761 = -78128.241654 nChanged 107 SP:Iteration 2F (48.737320 sec): 3 clusters Score: Raw -78999.688513 + Penalty 808.679793 = -78191.008720 nChanged 84 SP:Iteration 3F (48.739132 sec): 3 clusters Score: Raw -79053.862125 + Penalty 821.204242 = -78232.657883 nChanged 52 SP:Iteration 4F (48.740940 sec): 3 clusters Score: Raw -79098.050991 + Penalty 831.491311 = -78266.559680 nChanged 44 SP:Iteration 5Q (48.742739 sec): 3 clusters Score: Raw -79141.818539 + Penalty 837.956990 = -78303.861549 nChanged 31 SP:Iteration 6Q (48.744535 sec): 3 clusters Score: Raw -79181.214644 + Penalty 840.618838 = -78340.595807 nChanged 29 SP:Iteration 7Q (48.746248 sec): 3 clusters Score: Raw -79203.581204 + Penalty 838.467242 = -78365.113962 nChanged 9 SP:Iteration 8Q (48.747929 sec): 3 clusters Score: Raw -79209.370613 + Penalty 838.100941 = -78371.269673 nChanged 9 SP:Iteration 9Q (48.749596 sec): 3 clusters Score: Raw -79213.870429 + Penalty 840.972355 = -78372.898074 nChanged 9 SP:Iteration 10F (48.751416 sec): 3 clusters Score: Raw -79217.103708 + Penalty 848.435168 = -78368.668539 nChanged 13 SP:Iteration 11F (48.753217 sec): 3 clusters Score: Raw -79225.266552 + Penalty 853.043439 = -78372.223113 nChanged 14 SP:Iteration 12Q (48.754886 sec): 3 clusters Score: Raw -79235.147366 + Penalty 862.886124 = -78372.261242 nChanged 13 SP:Iteration 13Q (48.756532 sec): 3 clusters Score: Raw -79243.482395 + Penalty 867.817074 = -78375.665320 nChanged 8 SP:Iteration 14Q (48.758128 sec): 3 clusters Score: Raw -79247.376384 + Penalty 873.986011 = -78373.390373 nChanged 7 SP:Iteration 15F (48.759950 sec): 3 clusters Score: Raw -79250.038461 + Penalty 879.912539 = -78370.125922 nChanged 5 SP:Iteration 16F (48.761785 sec): 3 clusters Score: Raw -79253.555296 + Penalty 887.132104 = -78366.423193 nChanged 6 SP:Iteration 17F (48.763609 sec): 3 clusters Score: Raw -79257.973355 + Penalty 889.410890 = -78368.562465 nChanged 3 SP:Iteration 18Q (48.765216 sec): 3 clusters Score: Raw -79259.002107 + Penalty 889.284485 = -78369.717622 nChanged 1 SP:Iteration 19Q (48.766811 sec): 3 clusters Score: Raw -79259.012361 + Penalty 889.284485 = -78369.727876 nChanged 0 SP:Iteration 20F (48.768610 sec): 3 clusters Score: Raw -79259.012361 + Penalty 889.284485 = -78369.727876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 8 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.770066 sec): 2 clusters Score: Raw -5569.626105 + Penalty 257.408493 = -5312.217612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.770426 sec): 3 clusters Score: Raw -5574.856939 + Penalty 519.670428 = -5055.186511 nChanged 10 SP:Iteration 1F (48.770779 sec): 3 clusters Score: Raw -5594.374640 + Penalty 519.211070 = -5075.163570 nChanged 6 SP:Iteration 2F (48.771132 sec): 3 clusters Score: Raw -5607.691498 + Penalty 517.761008 = -5089.930490 nChanged 1 SP:Iteration 3Q (48.771470 sec): 3 clusters Score: Raw -5608.942666 + Penalty 516.612357 = -5092.330308 nChanged 1 SP:Iteration 4Q (48.771845 sec): 3 clusters Score: Raw -5609.630786 + Penalty 516.612357 = -5093.018428 nChanged 0 SP:Iteration 5F (48.772197 sec): 3 clusters Score: Raw -5609.630786 + Penalty 516.612357 = -5093.018428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.778333 sec): 2 clusters Score: Raw -105277.365703 + Penalty 495.462290 = -104781.903412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.780858 sec): 3 clusters Score: Raw -104564.793912 + Penalty 994.177087 = -103570.616824 nChanged 469 SP:Iteration 1F (48.783184 sec): 3 clusters Score: Raw -104940.141758 + Penalty 993.719745 = -103946.422013 nChanged 166 SP:Iteration 2F (48.785522 sec): 3 clusters Score: Raw -105064.213019 + Penalty 993.191266 = -104071.021753 nChanged 72 SP:Iteration 3F (48.787868 sec): 3 clusters Score: Raw -105094.670705 + Penalty 992.718316 = -104101.952389 nChanged 32 SP:Iteration 4Q (48.790112 sec): 3 clusters Score: Raw -105106.034698 + Penalty 992.690687 = -104113.344011 nChanged 26 SP:Iteration 5Q (48.792339 sec): 3 clusters Score: Raw -105115.324839 + Penalty 992.597776 = -104122.727063 nChanged 24 SP:Iteration 6Q (48.794608 sec): 3 clusters Score: Raw -105120.963832 + Penalty 992.827991 = -104128.135841 nChanged 11 SP:Iteration 7Q (48.796879 sec): 3 clusters Score: Raw -105124.418064 + Penalty 992.530453 = -104131.887611 nChanged 13 SP:Iteration 8Q (48.799112 sec): 3 clusters Score: Raw -105128.719891 + Penalty 992.272267 = -104136.447624 nChanged 12 SP:Iteration 9Q (48.801334 sec): 3 clusters Score: Raw -105131.314557 + Penalty 992.581725 = -104138.732833 nChanged 10 SP:Iteration 10F (48.803628 sec): 3 clusters Score: Raw -105133.712802 + Penalty 992.894083 = -104140.818720 nChanged 10 SP:Iteration 11Q (48.805844 sec): 3 clusters Score: Raw -105135.646703 + Penalty 993.349808 = -104142.296896 nChanged 7 SP:Iteration 12Q (48.808080 sec): 3 clusters Score: Raw -105136.800494 + Penalty 993.735121 = -104143.065373 nChanged 6 SP:Iteration 13Q (48.810295 sec): 3 clusters Score: Raw -105137.903575 + Penalty 993.932623 = -104143.970952 nChanged 4 SP:Iteration 14Q (48.812531 sec): 3 clusters Score: Raw -105138.458236 + Penalty 994.055217 = -104144.403019 nChanged 1 SP:Iteration 15Q (48.814760 sec): 3 clusters Score: Raw -105138.580778 + Penalty 994.055217 = -104144.525561 nChanged 0 SP:Iteration 16F (48.817096 sec): 3 clusters Score: Raw -105138.580778 + Penalty 994.055217 = -104144.525561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.821844 sec): 2 clusters Score: Raw -300.470450 + Penalty 13.647113 = -286.823337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.822043 sec): 3 clusters Score: Raw -306.804342 + Penalty 27.294226 = -279.510116 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 12 (5869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.848079 sec): 2 clusters Score: Raw -482722.521583 + Penalty 197.692893 = -482524.828690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.858814 sec): 3 clusters Score: Raw -478800.116965 + Penalty 383.137763 = -478416.979202 nChanged 2809 SP:Iteration 1F (48.869314 sec): 3 clusters Score: Raw -482145.838287 + Penalty 347.787045 = -481798.051242 nChanged 447 SP:Iteration 2F (48.880271 sec): 3 clusters Score: Raw -482665.823499 + Penalty 337.395590 = -482328.427909 nChanged 132 SP:Iteration 3Q (48.889243 sec): 3 clusters Score: Raw -482802.175119 + Penalty 333.844341 = -482468.330779 nChanged 75 SP:Iteration 4Q (48.897938 sec): 3 clusters Score: Raw -482873.251358 + Penalty 333.274820 = -482539.976538 nChanged 55 SP:Iteration 5Q (48.906339 sec): 3 clusters Score: Raw -482912.839238 + Penalty 331.059592 = -482581.779646 nChanged 48 SP:Iteration 6Q (48.914974 sec): 3 clusters Score: Raw -482937.725973 + Penalty 331.806838 = -482605.919134 nChanged 34 SP:Iteration 7Q (48.923383 sec): 3 clusters Score: Raw -482957.079422 + Penalty 335.853721 = -482621.225700 nChanged 40 SP:Iteration 8Q (48.931952 sec): 3 clusters Score: Raw -482972.255815 + Penalty 335.737814 = -482636.518001 nChanged 21 SP:Iteration 9Q (48.940447 sec): 3 clusters Score: Raw -482976.880922 + Penalty 335.527835 = -482641.353087 nChanged 12 SP:Iteration 10F (48.950907 sec): 3 clusters Score: Raw -482987.745039 + Penalty 336.784429 = -482650.960610 nChanged 27 SP:Iteration 11Q (48.959574 sec): 3 clusters Score: Raw -483000.213698 + Penalty 337.527963 = -482662.685734 nChanged 35 SP:Iteration 12Q (48.968218 sec): 3 clusters Score: Raw -483011.669389 + Penalty 338.590158 = -482673.079231 nChanged 27 SP:Iteration 13Q (48.976941 sec): 3 clusters Score: Raw -483019.579320 + Penalty 338.895549 = -482680.683770 nChanged 30 SP:Iteration 14Q (48.985916 sec): 3 clusters Score: Raw -483029.534922 + Penalty 340.079551 = -482689.455371 nChanged 31 SP:Iteration 15Q (48.994964 sec): 3 clusters Score: Raw -483041.461633 + Penalty 340.073218 = -482701.388415 nChanged 39 SP:Iteration 16Q (49.003835 sec): 3 clusters Score: Raw -483057.751372 + Penalty 339.392263 = -482718.359109 nChanged 51 SP:Iteration 17Q (49.012802 sec): 3 clusters Score: Raw -483081.606024 + Penalty 338.947888 = -482742.658136 nChanged 47 SP:Iteration 18Q (49.021560 sec): 3 clusters Score: Raw -483106.187719 + Penalty 340.381496 = -482765.806223 nChanged 59 SP:Iteration 19Q (49.030385 sec): 3 clusters Score: Raw -483138.261977 + Penalty 342.887159 = -482795.374818 nChanged 64 SP:Iteration 20F (49.041001 sec): 3 clusters Score: Raw -483180.042703 + Penalty 346.392436 = -482833.650267 nChanged 75 SP:Iteration 21Q (49.050048 sec): 3 clusters Score: Raw -483236.154473 + Penalty 347.896042 = -482888.258431 nChanged 106 SP:Iteration 22Q (49.059040 sec): 3 clusters Score: Raw -483335.338926 + Penalty 349.837298 = -482985.501628 nChanged 121 SP:Iteration 23Q (49.067938 sec): 3 clusters Score: Raw -483449.835895 + Penalty 350.739135 = -483099.096759 nChanged 102 SP:Iteration 24Q (49.076929 sec): 3 clusters Score: Raw -483537.722373 + Penalty 351.237490 = -483186.484883 nChanged 102 SP:Iteration 25Q (49.086057 sec): 3 clusters Score: Raw -483619.624785 + Penalty 353.204854 = -483266.419931 nChanged 95 SP:Iteration 26Q (49.094859 sec): 3 clusters Score: Raw -483676.018095 + Penalty 354.364944 = -483321.653151 nChanged 65 SP:Iteration 27Q (49.103559 sec): 3 clusters Score: Raw -483704.207845 + Penalty 355.739360 = -483348.468485 nChanged 57 SP:Iteration 28Q (49.112390 sec): 3 clusters Score: Raw -483723.913968 + Penalty 357.013102 = -483366.900866 nChanged 40 SP:Iteration 29Q (49.121098 sec): 3 clusters Score: Raw -483732.887826 + Penalty 357.493967 = -483375.393858 nChanged 25 SP:Iteration 30F (49.131834 sec): 3 clusters Score: Raw -483737.918474 + Penalty 357.857587 = -483380.060887 nChanged 20 SP:Iteration 31Q (49.141196 sec): 3 clusters Score: Raw -483740.278675 + Penalty 358.093653 = -483382.185022 nChanged 15 SP:Iteration 32Q (49.150364 sec): 3 clusters Score: Raw -483741.841479 + Penalty 358.307545 = -483383.533934 nChanged 11 SP:Iteration 33Q (49.159682 sec): 3 clusters Score: Raw -483742.890661 + Penalty 358.836201 = -483384.054460 nChanged 8 SP:Iteration 34Q (49.168856 sec): 3 clusters Score: Raw -483743.351440 + Penalty 358.915895 = -483384.435545 nChanged 1 SP:Iteration 35Q (49.177983 sec): 3 clusters Score: Raw -483743.383846 + Penalty 358.913955 = -483384.469891 nChanged 1 SP:Iteration 36Q (49.187687 sec): 3 clusters Score: Raw -483743.399056 + Penalty 358.948386 = -483384.450669 nChanged 2 SP:Iteration 37F (49.198152 sec): 3 clusters Score: Raw -483743.425186 + Penalty 358.948386 = -483384.476799 nChanged 0 Score: Raw -2446877.904220 + Penalty 47997.837630 = -2398880.066589 Splitting cluster 12 changes total score from -2382740.339220 to -2398880.066589 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 14 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.995429 sec): 2 clusters Score: Raw -6085.307268 + Penalty 402.250270 = -5683.056997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.995799 sec): 3 clusters Score: Raw -6151.424119 + Penalty 814.777411 = -5336.646708 nChanged 8 SP:Iteration 1F (49.996141 sec): 3 clusters Score: Raw -6174.974629 + Penalty 824.149711 = -5350.824918 nChanged 4 SP:Iteration 2F (49.996481 sec): 3 clusters Score: Raw -6188.532370 + Penalty 830.150247 = -5358.382123 nChanged 3 SP:Iteration 3Q (49.996807 sec): 3 clusters Score: Raw -6193.793762 + Penalty 835.338642 = -5358.455120 nChanged 1 SP:Iteration 4Q (49.997126 sec): 3 clusters Score: Raw -6194.682367 + Penalty 848.574358 = -5346.108009 nChanged 2 SP:Iteration 5F (49.997465 sec): 3 clusters Score: Raw -6201.128713 + Penalty 874.298170 = -5326.830542 nChanged 3 SP:Iteration 6F (49.997803 sec): 3 clusters Score: Raw -6213.747143 + Penalty 882.724209 = -5331.022934 nChanged 1 SP:Iteration 7Q (49.998113 sec): 3 clusters Score: Raw -6219.047230 + Penalty 882.724209 = -5336.323021 nChanged 0 SP:Iteration 8F (49.998448 sec): 3 clusters Score: Raw -6219.047230 + Penalty 882.724209 = -5336.323021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 15 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.005977 sec): 2 clusters Score: Raw -133421.838134 + Penalty 497.778516 = -132924.059617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.008950 sec): 3 clusters Score: Raw -132590.126264 + Penalty 991.841350 = -131598.284914 nChanged 619 SP:Iteration 1F (50.011804 sec): 3 clusters Score: Raw -132949.922371 + Penalty 988.081256 = -131961.841116 nChanged 167 SP:Iteration 2F (50.014635 sec): 3 clusters Score: Raw -133105.677670 + Penalty 985.600224 = -132120.077446 nChanged 159 SP:Iteration 3F (50.017469 sec): 3 clusters Score: Raw -133241.265269 + Penalty 987.365812 = -132253.899457 nChanged 100 SP:Iteration 4F (50.020309 sec): 3 clusters Score: Raw -133319.257445 + Penalty 990.485685 = -132328.771760 nChanged 71 SP:Iteration 5Q (50.023135 sec): 3 clusters Score: Raw -133377.549689 + Penalty 994.046152 = -132383.503537 nChanged 56 SP:Iteration 6Q (50.025952 sec): 3 clusters Score: Raw -133414.075085 + Penalty 997.281684 = -132416.793402 nChanged 36 SP:Iteration 7Q (50.028755 sec): 3 clusters Score: Raw -133429.531556 + Penalty 999.407160 = -132430.124396 nChanged 25 SP:Iteration 8Q (50.031596 sec): 3 clusters Score: Raw -133440.558121 + Penalty 1004.343690 = -132436.214431 nChanged 19 SP:Iteration 9Q (50.034417 sec): 3 clusters Score: Raw -133447.766791 + Penalty 1006.574833 = -132441.191958 nChanged 10 SP:Iteration 10F (50.037169 sec): 3 clusters Score: Raw -133450.896876 + Penalty 1008.553822 = -132442.343054 nChanged 8 SP:Iteration 11Q (50.039957 sec): 3 clusters Score: Raw -133453.620271 + Penalty 1012.138278 = -132441.481992 nChanged 11 SP:Iteration 12F (50.042710 sec): 3 clusters Score: Raw -133457.339875 + Penalty 1014.022155 = -132443.317720 nChanged 10 SP:Iteration 13Q (50.045530 sec): 3 clusters Score: Raw -133460.442192 + Penalty 1016.356202 = -132444.085990 nChanged 7 SP:Iteration 14Q (50.048558 sec): 3 clusters Score: Raw -133462.663079 + Penalty 1016.076545 = -132446.586534 nChanged 9 SP:Iteration 15Q (50.051419 sec): 3 clusters Score: Raw -133467.237370 + Penalty 1017.158978 = -132450.078392 nChanged 9 SP:Iteration 16Q (50.054210 sec): 3 clusters Score: Raw -133469.685338 + Penalty 1018.486086 = -132451.199252 nChanged 7 SP:Iteration 17Q (50.057030 sec): 3 clusters Score: Raw -133472.429192 + Penalty 1020.183974 = -132452.245218 nChanged 4 SP:Iteration 18Q (50.059865 sec): 3 clusters Score: Raw -133473.905358 + Penalty 1021.090441 = -132452.814917 nChanged 5 SP:Iteration 19Q (50.062622 sec): 3 clusters Score: Raw -133475.493870 + Penalty 1023.336141 = -132452.157729 nChanged 6 SP:Iteration 20F (50.065420 sec): 3 clusters Score: Raw -133477.303827 + Penalty 1023.799089 = -132453.504739 nChanged 4 SP:Iteration 21Q (50.068250 sec): 3 clusters Score: Raw -133479.513954 + Penalty 1024.721706 = -132454.792248 nChanged 4 SP:Iteration 22Q (50.071049 sec): 3 clusters Score: Raw -133480.102040 + Penalty 1025.394348 = -132454.707692 nChanged 2 SP:Iteration 23F (50.073865 sec): 3 clusters Score: Raw -133480.248979 + Penalty 1025.394348 = -132454.854630 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 16 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.077489 sec): 2 clusters Score: Raw -70432.223601 + Penalty 1059.013401 = -69373.210200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.079048 sec): 3 clusters Score: Raw -70210.752291 + Penalty 2117.722305 = -68093.029987 nChanged 201 SP:Iteration 1F (50.080603 sec): 3 clusters Score: Raw -70393.011336 + Penalty 2117.739336 = -68275.272000 nChanged 58 SP:Iteration 2F (50.082166 sec): 3 clusters Score: Raw -70451.101807 + Penalty 2117.660108 = -68333.441699 nChanged 26 SP:Iteration 3Q (50.083677 sec): 3 clusters Score: Raw -70479.603327 + Penalty 2117.723512 = -68361.879815 nChanged 21 SP:Iteration 4Q (50.085178 sec): 3 clusters Score: Raw -70497.786166 + Penalty 2117.620287 = -68380.165879 nChanged 14 SP:Iteration 5Q (50.086682 sec): 3 clusters Score: Raw -70511.523352 + Penalty 2117.524171 = -68393.999181 nChanged 11 SP:Iteration 6Q (50.088182 sec): 3 clusters Score: Raw -70517.752855 + Penalty 2117.547090 = -68400.205765 nChanged 5 SP:Iteration 7Q (50.089672 sec): 3 clusters Score: Raw -70522.858402 + Penalty 2117.573330 = -68405.285072 nChanged 4 SP:Iteration 8Q (50.091171 sec): 3 clusters Score: Raw -70526.371420 + Penalty 2117.605654 = -68408.765766 nChanged 4 SP:Iteration 9Q (50.092680 sec): 3 clusters Score: Raw -70528.089115 + Penalty 2117.742875 = -68410.346240 nChanged 4 SP:Iteration 10F (50.094205 sec): 3 clusters Score: Raw -70531.695570 + Penalty 2117.802108 = -68413.893462 nChanged 3 SP:Iteration 11Q (50.095714 sec): 3 clusters Score: Raw -70535.119229 + Penalty 2117.752696 = -68417.366533 nChanged 4 SP:Iteration 12Q (50.097217 sec): 3 clusters Score: Raw -70537.608358 + Penalty 2117.752696 = -68419.855662 nChanged 0 SP:Iteration 13F (50.098742 sec): 3 clusters Score: Raw -70537.608358 + Penalty 2117.752696 = -68419.855662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.100406 sec): 2 clusters Score: Raw -18468.953383 + Penalty 720.366412 = -17748.586971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.101024 sec): 3 clusters Score: Raw -18453.534259 + Penalty 1439.085392 = -17014.448867 nChanged 38 SP:Iteration 1F (50.101631 sec): 3 clusters Score: Raw -18519.913941 + Penalty 1438.673638 = -17081.240303 nChanged 7 SP:Iteration 2Q (50.102224 sec): 3 clusters Score: Raw -18533.477771 + Penalty 1438.527872 = -17094.949899 nChanged 6 SP:Iteration 3Q (50.102837 sec): 3 clusters Score: Raw -18559.537152 + Penalty 1438.227399 = -17121.309754 nChanged 4 SP:Iteration 4Q (50.103424 sec): 3 clusters Score: Raw -18572.783370 + Penalty 1437.755746 = -17135.027624 nChanged 2 SP:Iteration 5Q (50.104028 sec): 3 clusters Score: Raw -18578.554393 + Penalty 1437.755746 = -17140.798646 nChanged 0 SP:Iteration 6F (50.104639 sec): 3 clusters Score: Raw -18578.554393 + Penalty 1437.755746 = -17140.798646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.106678 sec): 2 clusters Score: Raw -32479.201345 + Penalty 412.874638 = -32066.326706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.107563 sec): 3 clusters Score: Raw -32268.760061 + Penalty 826.553860 = -31442.206201 nChanged 120 SP:Iteration 1F (50.108469 sec): 3 clusters Score: Raw -32360.865564 + Penalty 838.512347 = -31522.353217 nChanged 66 SP:Iteration 2F (50.109368 sec): 3 clusters Score: Raw -32438.959213 + Penalty 849.115684 = -31589.843529 nChanged 32 SP:Iteration 3F (50.110273 sec): 3 clusters Score: Raw -32465.462670 + Penalty 856.173875 = -31609.288794 nChanged 14 SP:Iteration 4Q (50.111151 sec): 3 clusters Score: Raw -32470.970579 + Penalty 857.586847 = -31613.383731 nChanged 3 SP:Iteration 5Q (50.112021 sec): 3 clusters Score: Raw -32472.101867 + Penalty 858.580806 = -31613.521061 nChanged 1 SP:Iteration 6Q (50.112888 sec): 3 clusters Score: Raw -32472.343592 + Penalty 858.580806 = -31613.762785 nChanged 0 SP:Iteration 7F (50.113757 sec): 3 clusters Score: Raw -32472.343592 + Penalty 858.580806 = -31613.762785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.115959 sec): 2 clusters Score: Raw -35798.402462 + Penalty 959.585116 = -34838.817346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.116960 sec): 3 clusters Score: Raw -35708.577893 + Penalty 1919.118972 = -33789.458922 nChanged 113 SP:Iteration 1F (50.117945 sec): 3 clusters Score: Raw -35860.527712 + Penalty 1919.083977 = -33941.443734 nChanged 41 SP:Iteration 2F (50.118948 sec): 3 clusters Score: Raw -35925.385088 + Penalty 1918.920557 = -34006.464530 nChanged 17 SP:Iteration 3Q (50.119908 sec): 3 clusters Score: Raw -35945.498704 + Penalty 1918.630202 = -34026.868502 nChanged 7 SP:Iteration 4Q (50.120864 sec): 3 clusters Score: Raw -35961.131188 + Penalty 1918.212867 = -34042.918321 nChanged 4 SP:Iteration 5Q (50.121810 sec): 3 clusters Score: Raw -35969.205599 + Penalty 1918.034854 = -34051.170745 nChanged 6 SP:Iteration 6Q (50.122756 sec): 3 clusters Score: Raw -35980.784335 + Penalty 1917.725194 = -34063.059141 nChanged 4 SP:Iteration 7Q (50.123712 sec): 3 clusters Score: Raw -35986.608032 + Penalty 1917.692667 = -34068.915366 nChanged 2 SP:Iteration 8Q (50.124660 sec): 3 clusters Score: Raw -35989.182998 + Penalty 1917.597451 = -34071.585547 nChanged 1 SP:Iteration 9Q (50.125598 sec): 3 clusters Score: Raw -35992.205890 + Penalty 1917.499243 = -34074.706648 nChanged 1 SP:Iteration 10F (50.126583 sec): 3 clusters Score: Raw -35992.790467 + Penalty 1917.398021 = -34075.392447 nChanged 1 SP:Iteration 11Q (50.127521 sec): 3 clusters Score: Raw -35996.748815 + Penalty 1917.134445 = -34079.614370 nChanged 3 SP:Iteration 12Q (50.128510 sec): 3 clusters Score: Raw -36001.962723 + Penalty 1916.906751 = -34085.055972 nChanged 4 SP:Iteration 13Q (50.129452 sec): 3 clusters Score: Raw -36008.643736 + Penalty 1916.866809 = -34091.776926 nChanged 2 SP:Iteration 14Q (50.130390 sec): 3 clusters Score: Raw -36012.830347 + Penalty 1916.982808 = -34095.847539 nChanged 1 SP:Iteration 15Q (50.131321 sec): 3 clusters Score: Raw -36014.203935 + Penalty 1916.866809 = -34097.337125 nChanged 1 SP:Iteration 16Q (50.132252 sec): 3 clusters Score: Raw -36015.167975 + Penalty 1916.841936 = -34098.326039 nChanged 1 SP:Iteration 17Q (50.133208 sec): 3 clusters Score: Raw -36016.995690 + Penalty 1916.722427 = -34100.273263 nChanged 1 SP:Iteration 18Q (50.134145 sec): 3 clusters Score: Raw -36017.532863 + Penalty 1916.722427 = -34100.810436 nChanged 0 SP:Iteration 19F (50.135127 sec): 3 clusters Score: Raw -36017.532863 + Penalty 1916.722427 = -34100.810436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.136319 sec): 2 clusters Score: Raw -8367.760572 + Penalty 92.608337 = -8275.152235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.136738 sec): 3 clusters Score: Raw -8338.446806 + Penalty 210.823164 = -8127.623642 nChanged 47 SP:Iteration 1F (50.137169 sec): 3 clusters Score: Raw -8392.992996 + Penalty 245.875644 = -8147.117352 nChanged 6 SP:Iteration 2F (50.137587 sec): 3 clusters Score: Raw -8404.693991 + Penalty 276.480885 = -8128.213106 nChanged 3 SP:Iteration 3F (50.138019 sec): 3 clusters Score: Raw -8410.327858 + Penalty 283.555688 = -8126.772169 nChanged 1 SP:Iteration 4F (50.138435 sec): 3 clusters Score: Raw -8413.132522 + Penalty 328.479624 = -8084.652898 nChanged 2 SP:Iteration 5F (50.138850 sec): 3 clusters Score: Raw -8421.383077 + Penalty 367.187316 = -8054.195761 nChanged 2 SP:Iteration 6F (50.139264 sec): 3 clusters Score: Raw -8437.961834 + Penalty 367.187316 = -8070.774518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.141041 sec): 2 clusters Score: Raw -29910.013432 + Penalty 899.695255 = -29010.318178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.141909 sec): 3 clusters Score: Raw -29866.978743 + Penalty 1799.290768 = -28067.687975 nChanged 77 SP:Iteration 1F (50.142780 sec): 3 clusters Score: Raw -29999.944602 + Penalty 1799.340057 = -28200.604545 nChanged 14 SP:Iteration 2Q (50.143631 sec): 3 clusters Score: Raw -30031.652060 + Penalty 1799.340207 = -28232.311853 nChanged 6 SP:Iteration 3Q (50.144467 sec): 3 clusters Score: Raw -30044.434811 + Penalty 1799.453229 = -28244.981582 nChanged 8 SP:Iteration 4Q (50.145295 sec): 3 clusters Score: Raw -30063.053046 + Penalty 1799.451977 = -28263.601068 nChanged 3 SP:Iteration 5Q (50.146109 sec): 3 clusters Score: Raw -30066.831326 + Penalty 1799.566702 = -28267.264624 nChanged 2 SP:Iteration 6Q (50.146912 sec): 3 clusters Score: Raw -30074.356274 + Penalty 1799.579183 = -28274.777091 nChanged 1 SP:Iteration 7Q (50.147695 sec): 3 clusters Score: Raw -30074.725875 + Penalty 1799.344263 = -28275.381612 nChanged 2 SP:Iteration 8Q (50.148470 sec): 3 clusters Score: Raw -30078.276877 + Penalty 1799.033905 = -28279.242972 nChanged 2 SP:Iteration 9Q (50.149239 sec): 3 clusters Score: Raw -30081.576884 + Penalty 1798.979304 = -28282.597580 nChanged 1 SP:Iteration 10F (50.150051 sec): 3 clusters Score: Raw -30084.143281 + Penalty 1798.909679 = -28285.233603 nChanged 2 SP:Iteration 11Q (50.150819 sec): 3 clusters Score: Raw -30087.169647 + Penalty 1798.909679 = -28288.259968 nChanged 0 SP:Iteration 12F (50.151630 sec): 3 clusters Score: Raw -30087.169647 + Penalty 1798.909679 = -28288.259968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.153419 sec): 2 clusters Score: Raw -23666.334910 + Penalty 382.373351 = -23283.961559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.154154 sec): 3 clusters Score: Raw -23548.244742 + Penalty 791.677942 = -22756.566800 nChanged 82 SP:Iteration 1F (50.154874 sec): 3 clusters Score: Raw -23638.684961 + Penalty 813.679972 = -22825.004988 nChanged 33 SP:Iteration 2F (50.155590 sec): 3 clusters Score: Raw -23693.068672 + Penalty 834.919110 = -22858.149562 nChanged 23 SP:Iteration 3F (50.156305 sec): 3 clusters Score: Raw -23719.760975 + Penalty 853.324689 = -22866.436286 nChanged 8 SP:Iteration 4Q (50.156988 sec): 3 clusters Score: Raw -23736.181119 + Penalty 876.419856 = -22859.761263 nChanged 9 SP:Iteration 5F (50.157687 sec): 3 clusters Score: Raw -23747.905049 + Penalty 895.645297 = -22852.259752 nChanged 7 SP:Iteration 6F (50.158382 sec): 3 clusters Score: Raw -23762.083970 + Penalty 906.891495 = -22855.192475 nChanged 5 SP:Iteration 7Q (50.159019 sec): 3 clusters Score: Raw -23775.012431 + Penalty 906.808137 = -22868.204294 nChanged 1 SP:Iteration 8Q (50.159642 sec): 3 clusters Score: Raw -23775.775893 + Penalty 911.411409 = -22864.364484 nChanged 1 SP:Iteration 9F (50.160331 sec): 3 clusters Score: Raw -23776.188611 + Penalty 911.411409 = -22864.777202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.161223 sec): 2 clusters Score: Raw -321.010745 + Penalty 79.414830 = -241.595915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.161435 sec): 3 clusters Score: Raw -327.730401 + Penalty 158.829659 = -168.900742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 27 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.164998 sec): 2 clusters Score: Raw -49264.826334 + Penalty 576.831592 = -48687.994742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.166230 sec): 3 clusters Score: Raw -48989.027072 + Penalty 1154.900220 = -47834.126851 nChanged 195 SP:Iteration 1F (50.167464 sec): 3 clusters Score: Raw -49108.449414 + Penalty 1154.884907 = -47953.564507 nChanged 52 SP:Iteration 2F (50.168682 sec): 3 clusters Score: Raw -49141.209226 + Penalty 1154.947362 = -47986.261864 nChanged 20 SP:Iteration 3Q (50.169889 sec): 3 clusters Score: Raw -49152.176282 + Penalty 1154.984465 = -47997.191817 nChanged 16 SP:Iteration 4Q (50.171100 sec): 3 clusters Score: Raw -49165.215285 + Penalty 1155.213791 = -48010.001493 nChanged 12 SP:Iteration 5Q (50.172336 sec): 3 clusters Score: Raw -49173.952134 + Penalty 1155.682597 = -48018.269537 nChanged 15 SP:Iteration 6Q (50.173544 sec): 3 clusters Score: Raw -49182.110367 + Penalty 1156.108577 = -48026.001790 nChanged 7 SP:Iteration 7Q (50.174746 sec): 3 clusters Score: Raw -49185.284843 + Penalty 1156.776239 = -48028.508604 nChanged 7 SP:Iteration 8Q (50.175947 sec): 3 clusters Score: Raw -49190.176968 + Penalty 1157.805373 = -48032.371595 nChanged 10 SP:Iteration 9Q (50.177167 sec): 3 clusters Score: Raw -49199.178781 + Penalty 1159.369904 = -48039.808877 nChanged 11 SP:Iteration 10F (50.178384 sec): 3 clusters Score: Raw -49204.978118 + Penalty 1162.884260 = -48042.093858 nChanged 15 SP:Iteration 11Q (50.179585 sec): 3 clusters Score: Raw -49216.614798 + Penalty 1166.818606 = -48049.796192 nChanged 14 SP:Iteration 12Q (50.180787 sec): 3 clusters Score: Raw -49226.810203 + Penalty 1176.121240 = -48050.688963 nChanged 23 SP:Iteration 13Q (50.182022 sec): 3 clusters Score: Raw -49246.875948 + Penalty 1191.451588 = -48055.424360 nChanged 28 SP:Iteration 14Q (50.183216 sec): 3 clusters Score: Raw -49271.154753 + Penalty 1213.279368 = -48057.875384 nChanged 25 SP:Iteration 15Q (50.184410 sec): 3 clusters Score: Raw -49292.974068 + Penalty 1234.088373 = -48058.885695 nChanged 20 SP:Iteration 16Q (50.185591 sec): 3 clusters Score: Raw -49306.743690 + Penalty 1250.968914 = -48055.774777 nChanged 14 SP:Iteration 17F (50.186850 sec): 3 clusters Score: Raw -49317.917359 + Penalty 1264.886331 = -48053.031028 nChanged 11 SP:Iteration 18F (50.188062 sec): 3 clusters Score: Raw -49326.022909 + Penalty 1277.260775 = -48048.762134 nChanged 8 SP:Iteration 19F (50.189276 sec): 3 clusters Score: Raw -49330.897067 + Penalty 1286.458235 = -48044.438832 nChanged 5 SP:Iteration 20F (50.190501 sec): 3 clusters Score: Raw -49335.274862 + Penalty 1289.278929 = -48045.995933 nChanged 2 SP:Iteration 21Q (50.191675 sec): 3 clusters Score: Raw -49336.607100 + Penalty 1291.785737 = -48044.821363 nChanged 1 SP:Iteration 22F (50.192887 sec): 3 clusters Score: Raw -49338.313431 + Penalty 1293.243507 = -48045.069924 nChanged 1 SP:Iteration 23Q (50.194034 sec): 3 clusters Score: Raw -49339.301816 + Penalty 1298.649926 = -48040.651890 nChanged 2 SP:Iteration 24F (50.195245 sec): 3 clusters Score: Raw -49342.922917 + Penalty 1300.929712 = -48041.993205 nChanged 1 SP:Iteration 25Q (50.196423 sec): 3 clusters Score: Raw -49344.817894 + Penalty 1303.667568 = -48041.150327 nChanged 2 SP:Iteration 26F (50.197632 sec): 3 clusters Score: Raw -49346.815921 + Penalty 1304.037479 = -48042.778443 nChanged 1 SP:Iteration 27Q (50.198772 sec): 3 clusters Score: Raw -49348.196180 + Penalty 1304.037479 = -48044.158701 nChanged 0 SP:Iteration 28F (50.199977 sec): 3 clusters Score: Raw -49348.196180 + Penalty 1304.037479 = -48044.158701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 28 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.201648 sec): 2 clusters Score: Raw -10628.792688 + Penalty 405.328522 = -10223.464166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.202105 sec): 3 clusters Score: Raw -10617.873269 + Penalty 808.523792 = -9809.349477 nChanged 26 SP:Iteration 1F (50.202535 sec): 3 clusters Score: Raw -10667.443457 + Penalty 808.095165 = -9859.348292 nChanged 5 SP:Iteration 2Q (50.202955 sec): 3 clusters Score: Raw -10674.359692 + Penalty 807.721250 = -9866.638442 nChanged 3 SP:Iteration 3Q (50.203372 sec): 3 clusters Score: Raw -10681.019088 + Penalty 807.319974 = -9873.699114 nChanged 1 SP:Iteration 4Q (50.203784 sec): 3 clusters Score: Raw -10682.112433 + Penalty 807.310943 = -9874.801490 nChanged 1 SP:Iteration 5Q (50.204192 sec): 3 clusters Score: Raw -10682.799878 + Penalty 807.310943 = -9875.488935 nChanged 0 SP:Iteration 6F (50.204620 sec): 3 clusters Score: Raw -10682.799878 + Penalty 807.310943 = -9875.488935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 29 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.207997 sec): 2 clusters Score: Raw -81059.208661 + Penalty 764.868298 = -80294.340363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.209866 sec): 3 clusters Score: Raw -80637.845312 + Penalty 1528.544883 = -79109.300430 nChanged 286 SP:Iteration 1F (50.211714 sec): 3 clusters Score: Raw -80832.784000 + Penalty 1528.818577 = -79303.965423 nChanged 81 SP:Iteration 2F (50.213529 sec): 3 clusters Score: Raw -80922.285921 + Penalty 1530.733679 = -79391.552242 nChanged 67 SP:Iteration 3F (50.215289 sec): 3 clusters Score: Raw -80988.369324 + Penalty 1532.087055 = -79456.282268 nChanged 40 SP:Iteration 4Q (50.217016 sec): 3 clusters Score: Raw -81019.662225 + Penalty 1532.611264 = -79487.050962 nChanged 28 SP:Iteration 5Q (50.218688 sec): 3 clusters Score: Raw -81038.362943 + Penalty 1532.400192 = -79505.962751 nChanged 19 SP:Iteration 6Q (50.220395 sec): 3 clusters Score: Raw -81049.112556 + Penalty 1532.082437 = -79517.030119 nChanged 16 SP:Iteration 7Q (50.222070 sec): 3 clusters Score: Raw -81058.617666 + Penalty 1532.122505 = -79526.495161 nChanged 17 SP:Iteration 8Q (50.223736 sec): 3 clusters Score: Raw -81069.085527 + Penalty 1531.809239 = -79537.276288 nChanged 17 SP:Iteration 9Q (50.225433 sec): 3 clusters Score: Raw -81080.475143 + Penalty 1531.654951 = -79548.820191 nChanged 19 SP:Iteration 10F (50.227220 sec): 3 clusters Score: Raw -81093.335184 + Penalty 1530.688667 = -79562.646517 nChanged 17 SP:Iteration 11Q (50.228909 sec): 3 clusters Score: Raw -81104.289847 + Penalty 1530.330308 = -79573.959539 nChanged 18 SP:Iteration 12Q (50.230638 sec): 3 clusters Score: Raw -81114.495537 + Penalty 1529.901023 = -79584.594513 nChanged 14 SP:Iteration 13Q (50.232323 sec): 3 clusters Score: Raw -81123.660325 + Penalty 1529.558878 = -79594.101448 nChanged 11 SP:Iteration 14Q (50.233987 sec): 3 clusters Score: Raw -81129.990852 + Penalty 1529.672039 = -79600.318813 nChanged 9 SP:Iteration 15Q (50.235669 sec): 3 clusters Score: Raw -81135.284429 + Penalty 1529.268375 = -79606.016055 nChanged 9 SP:Iteration 16Q (50.237360 sec): 3 clusters Score: Raw -81139.302018 + Penalty 1528.838719 = -79610.463299 nChanged 11 SP:Iteration 17Q (50.239038 sec): 3 clusters Score: Raw -81147.162194 + Penalty 1528.824043 = -79618.338151 nChanged 10 SP:Iteration 18Q (50.240752 sec): 3 clusters Score: Raw -81153.986786 + Penalty 1528.837671 = -79625.149115 nChanged 12 SP:Iteration 19Q (50.242434 sec): 3 clusters Score: Raw -81162.607986 + Penalty 1528.290416 = -79634.317570 nChanged 18 SP:Iteration 20F (50.244165 sec): 3 clusters Score: Raw -81176.739638 + Penalty 1527.940412 = -79648.799225 nChanged 16 SP:Iteration 21Q (50.245853 sec): 3 clusters Score: Raw -81192.799342 + Penalty 1527.401247 = -79665.398095 nChanged 10 SP:Iteration 22Q (50.247509 sec): 3 clusters Score: Raw -81200.402331 + Penalty 1526.573902 = -79673.828429 nChanged 8 SP:Iteration 23Q (50.249190 sec): 3 clusters Score: Raw -81203.940843 + Penalty 1526.602244 = -79677.338599 nChanged 8 SP:Iteration 24Q (50.250860 sec): 3 clusters Score: Raw -81208.420690 + Penalty 1527.170935 = -79681.249754 nChanged 6 SP:Iteration 25Q (50.252524 sec): 3 clusters Score: Raw -81213.365149 + Penalty 1527.090789 = -79686.274360 nChanged 4 SP:Iteration 26Q (50.254160 sec): 3 clusters Score: Raw -81214.847881 + Penalty 1526.809034 = -79688.038847 nChanged 2 SP:Iteration 27Q (50.255812 sec): 3 clusters Score: Raw -81215.642198 + Penalty 1526.809034 = -79688.833164 nChanged 0 SP:Iteration 28F (50.257516 sec): 3 clusters Score: Raw -81215.642198 + Penalty 1526.809034 = -79688.833164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.258312 sec): 2 clusters Score: Raw -3919.450682 + Penalty 23.879664 = -3895.571018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.258595 sec): 3 clusters Score: Raw -3897.485554 + Penalty 48.872146 = -3848.613408 nChanged 15 SP:Iteration 1F (50.258865 sec): 3 clusters Score: Raw -3906.015060 + Penalty 49.593600 = -3856.421460 nChanged 2 SP:Iteration 2Q (50.259135 sec): 3 clusters Score: Raw -3908.372580 + Penalty 50.975132 = -3857.397448 nChanged 3 SP:Iteration 3F (50.259400 sec): 3 clusters Score: Raw -3910.893907 + Penalty 51.541431 = -3859.352477 nChanged 1 SP:Iteration 4Q (50.259661 sec): 3 clusters Score: Raw -3911.300213 + Penalty 45.507585 = -3865.792627 nChanged 2 SP:Iteration 5Q (50.259930 sec): 3 clusters Score: Raw -3913.799233 + Penalty 45.507585 = -3868.291648 nChanged 2 SP:Iteration 6Q (50.260198 sec): 3 clusters Score: Raw -3915.188697 + Penalty 45.379437 = -3869.809260 nChanged 1 SP:Iteration 7Q (50.260468 sec): 3 clusters Score: Raw -3915.509298 + Penalty 45.257392 = -3870.251906 nChanged 1 SP:Iteration 8Q (50.260736 sec): 3 clusters Score: Raw -3915.836979 + Penalty 45.141022 = -3870.695956 nChanged 1 SP:Iteration 9Q (50.261005 sec): 3 clusters Score: Raw -3916.253577 + Penalty 45.029943 = -3871.223634 nChanged 1 SP:Iteration 10F (50.261276 sec): 3 clusters Score: Raw -3916.466237 + Penalty 45.029943 = -3871.436294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 31 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.263040 sec): 2 clusters Score: Raw -23873.153065 + Penalty 415.243986 = -23457.909079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.263789 sec): 3 clusters Score: Raw -23802.844985 + Penalty 834.395580 = -22968.449405 nChanged 95 SP:Iteration 1F (50.264514 sec): 3 clusters Score: Raw -23937.542214 + Penalty 834.661339 = -23102.880875 nChanged 28 SP:Iteration 2F (50.265225 sec): 3 clusters Score: Raw -23997.241531 + Penalty 833.209293 = -23164.032238 nChanged 17 SP:Iteration 3F (50.265945 sec): 3 clusters Score: Raw -24044.961104 + Penalty 834.994418 = -23209.966686 nChanged 14 SP:Iteration 4Q (50.266613 sec): 3 clusters Score: Raw -24103.939382 + Penalty 833.858789 = -23270.080593 nChanged 17 SP:Iteration 5F (50.267323 sec): 3 clusters Score: Raw -24181.080367 + Penalty 832.487567 = -23348.592799 nChanged 7 SP:Iteration 6Q (50.267962 sec): 3 clusters Score: Raw -24194.345872 + Penalty 832.025639 = -23362.320233 nChanged 3 SP:Iteration 7Q (50.268597 sec): 3 clusters Score: Raw -24197.945682 + Penalty 832.025639 = -23365.920043 nChanged 0 SP:Iteration 8F (50.269305 sec): 3 clusters Score: Raw -24197.945682 + Penalty 832.025639 = -23365.920043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.270602 sec): 2 clusters Score: Raw -15069.421396 + Penalty 672.508133 = -14396.913263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.271104 sec): 3 clusters Score: Raw -15082.627290 + Penalty 1342.402464 = -13740.224827 nChanged 22 SP:Iteration 1F (50.271599 sec): 3 clusters Score: Raw -15128.070949 + Penalty 1337.603396 = -13790.467553 nChanged 9 SP:Iteration 2F (50.272128 sec): 3 clusters Score: Raw -15148.369215 + Penalty 1336.459194 = -13811.910021 nChanged 3 SP:Iteration 3Q (50.272610 sec): 3 clusters Score: Raw -15155.764214 + Penalty 1335.324824 = -13820.439389 nChanged 5 SP:Iteration 4Q (50.273091 sec): 3 clusters Score: Raw -15164.622204 + Penalty 1335.069588 = -13829.552616 nChanged 2 SP:Iteration 5Q (50.273571 sec): 3 clusters Score: Raw -15168.555668 + Penalty 1335.069588 = -13833.486080 nChanged 0 SP:Iteration 6F (50.274090 sec): 3 clusters Score: Raw -15168.555668 + Penalty 1335.069588 = -13833.486080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 34 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.274921 sec): 2 clusters Score: Raw -241.760886 + Penalty 58.478496 = -183.282390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.275123 sec): 3 clusters Score: Raw -244.551539 + Penalty 102.823662 = -141.727877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.276395 sec): 2 clusters Score: Raw -15210.272114 + Penalty 319.226790 = -14891.045324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.276975 sec): 3 clusters Score: Raw -15154.687713 + Penalty 638.554921 = -14516.132792 nChanged 50 SP:Iteration 1F (50.277541 sec): 3 clusters Score: Raw -15229.975220 + Penalty 638.961230 = -14591.013990 nChanged 24 SP:Iteration 2F (50.278122 sec): 3 clusters Score: Raw -15263.907485 + Penalty 637.902113 = -14626.005372 nChanged 5 SP:Iteration 3Q (50.278675 sec): 3 clusters Score: Raw -15270.113756 + Penalty 637.717962 = -14632.395794 nChanged 4 SP:Iteration 4Q (50.279227 sec): 3 clusters Score: Raw -15273.022805 + Penalty 638.056303 = -14634.966503 nChanged 1 SP:Iteration 5Q (50.279779 sec): 3 clusters Score: Raw -15273.310821 + Penalty 638.056303 = -14635.254518 nChanged 0 SP:Iteration 6F (50.280344 sec): 3 clusters Score: Raw -15273.310821 + Penalty 638.056303 = -14635.254518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 36 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.281958 sec): 2 clusters Score: Raw -24794.839824 + Penalty 750.493264 = -24044.346560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.282676 sec): 3 clusters Score: Raw -24763.513603 + Penalty 1504.349067 = -23259.164537 nChanged 44 SP:Iteration 1F (50.283375 sec): 3 clusters Score: Raw -24838.164393 + Penalty 1506.423367 = -23331.741026 nChanged 10 SP:Iteration 2Q (50.284057 sec): 3 clusters Score: Raw -24865.979605 + Penalty 1506.978149 = -23359.001456 nChanged 5 SP:Iteration 3Q (50.284731 sec): 3 clusters Score: Raw -24876.198815 + Penalty 1507.264612 = -23368.934203 nChanged 4 SP:Iteration 4Q (50.285402 sec): 3 clusters Score: Raw -24881.126064 + Penalty 1507.264612 = -23373.861452 nChanged 0 SP:Iteration 5F (50.286095 sec): 3 clusters Score: Raw -24881.126064 + Penalty 1507.264612 = -23373.861452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.288576 sec): 2 clusters Score: Raw -49808.337257 + Penalty 934.452228 = -48873.885029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.289720 sec): 3 clusters Score: Raw -49673.323464 + Penalty 1868.583223 = -47804.740241 nChanged 126 SP:Iteration 1F (50.290872 sec): 3 clusters Score: Raw -49828.971179 + Penalty 1869.121370 = -47959.849809 nChanged 32 SP:Iteration 2F (50.292004 sec): 3 clusters Score: Raw -49869.651208 + Penalty 1869.247267 = -48000.403941 nChanged 5 SP:Iteration 3Q (50.293104 sec): 3 clusters Score: Raw -49875.063576 + Penalty 1869.528634 = -48005.534941 nChanged 5 SP:Iteration 4Q (50.294194 sec): 3 clusters Score: Raw -49881.462866 + Penalty 1869.560181 = -48011.902686 nChanged 3 SP:Iteration 5Q (50.295306 sec): 3 clusters Score: Raw -49886.156700 + Penalty 1869.678200 = -48016.478500 nChanged 2 SP:Iteration 6Q (50.296400 sec): 3 clusters Score: Raw -49887.021043 + Penalty 1869.620513 = -48017.400530 nChanged 1 SP:Iteration 7Q (50.297492 sec): 3 clusters Score: Raw -49887.507767 + Penalty 1869.570552 = -48017.937215 nChanged 2 SP:Iteration 8Q (50.298581 sec): 3 clusters Score: Raw -49889.295277 + Penalty 1869.570552 = -48019.724725 nChanged 0 SP:Iteration 9F (50.299711 sec): 3 clusters Score: Raw -49889.295277 + Penalty 1869.570552 = -48019.724725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.300863 sec): 2 clusters Score: Raw -6713.243280 + Penalty 420.052167 = -6293.191112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.301221 sec): 3 clusters Score: Raw -6738.541811 + Penalty 838.878138 = -5899.663673 nChanged 11 SP:Iteration 1F (50.301573 sec): 3 clusters Score: Raw -6767.263902 + Penalty 839.145405 = -5928.118497 nChanged 1 SP:Iteration 2Q (50.301929 sec): 3 clusters Score: Raw -6769.895844 + Penalty 839.024368 = -5930.871476 nChanged 1 SP:Iteration 3Q (50.302268 sec): 3 clusters Score: Raw -6771.629358 + Penalty 839.113535 = -5932.515823 nChanged 1 SP:Iteration 4Q (50.302606 sec): 3 clusters Score: Raw -6774.684692 + Penalty 839.113535 = -5935.571158 nChanged 0 SP:Iteration 5F (50.302957 sec): 3 clusters Score: Raw -6774.684692 + Penalty 839.113535 = -5935.571158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.303786 sec): 2 clusters Score: Raw -1022.494164 + Penalty 276.887454 = -745.606710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.304027 sec): 3 clusters Score: Raw -1293.426368 + Penalty 553.884019 = -739.542350 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 46 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.306356 sec): 2 clusters Score: Raw -51204.050256 + Penalty 712.767969 = -50491.282287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.307645 sec): 3 clusters Score: Raw -50954.084483 + Penalty 1425.386281 = -49528.698202 nChanged 170 SP:Iteration 1F (50.308846 sec): 3 clusters Score: Raw -51068.047085 + Penalty 1422.502433 = -49645.544652 nChanged 53 SP:Iteration 2F (50.310050 sec): 3 clusters Score: Raw -51110.867903 + Penalty 1419.341344 = -49691.526558 nChanged 23 SP:Iteration 3Q (50.311246 sec): 3 clusters Score: Raw -51131.506115 + Penalty 1414.472368 = -49717.033747 nChanged 22 SP:Iteration 4Q (50.312493 sec): 3 clusters Score: Raw -51146.682536 + Penalty 1410.750527 = -49735.932009 nChanged 12 SP:Iteration 5Q (50.313747 sec): 3 clusters Score: Raw -51157.957879 + Penalty 1406.537526 = -49751.420353 nChanged 11 SP:Iteration 6Q (50.314987 sec): 3 clusters Score: Raw -51168.076423 + Penalty 1401.698423 = -49766.378000 nChanged 11 SP:Iteration 7Q (50.316173 sec): 3 clusters Score: Raw -51174.715908 + Penalty 1398.752482 = -49775.963426 nChanged 9 SP:Iteration 8Q (50.317371 sec): 3 clusters Score: Raw -51178.546635 + Penalty 1397.875705 = -49780.670931 nChanged 7 SP:Iteration 9Q (50.318564 sec): 3 clusters Score: Raw -51180.824053 + Penalty 1397.047602 = -49783.776451 nChanged 10 SP:Iteration 10F (50.319753 sec): 3 clusters Score: Raw -51185.123450 + Penalty 1397.644527 = -49787.478923 nChanged 9 SP:Iteration 11Q (50.320938 sec): 3 clusters Score: Raw -51189.755655 + Penalty 1397.627652 = -49792.128004 nChanged 11 SP:Iteration 12Q (50.322100 sec): 3 clusters Score: Raw -51194.789297 + Penalty 1400.444270 = -49794.345027 nChanged 11 SP:Iteration 13Q (50.323278 sec): 3 clusters Score: Raw -51202.771756 + Penalty 1407.671949 = -49795.099807 nChanged 16 SP:Iteration 14Q (50.324476 sec): 3 clusters Score: Raw -51213.786594 + Penalty 1412.374091 = -49801.412504 nChanged 7 SP:Iteration 15Q (50.325654 sec): 3 clusters Score: Raw -51217.500710 + Penalty 1417.765450 = -49799.735260 nChanged 8 SP:Iteration 16F (50.326843 sec): 3 clusters Score: Raw -51221.363619 + Penalty 1421.500126 = -49799.863494 nChanged 3 SP:Iteration 17Q (50.328041 sec): 3 clusters Score: Raw -51223.165062 + Penalty 1420.532742 = -49802.632319 nChanged 1 SP:Iteration 18Q (50.329220 sec): 3 clusters Score: Raw -51223.382100 + Penalty 1420.266919 = -49803.115180 nChanged 1 SP:Iteration 19Q (50.330397 sec): 3 clusters Score: Raw -51223.995155 + Penalty 1420.266919 = -49803.728236 nChanged 0 SP:Iteration 20F (50.331586 sec): 3 clusters Score: Raw -51223.995155 + Penalty 1420.266919 = -49803.728236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.333106 sec): 2 clusters Score: Raw -19669.672256 + Penalty 478.423831 = -19191.248425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.333700 sec): 3 clusters Score: Raw -19593.542409 + Penalty 957.547532 = -18635.994877 nChanged 52 SP:Iteration 1F (50.334284 sec): 3 clusters Score: Raw -19649.856477 + Penalty 959.845095 = -18690.011382 nChanged 17 SP:Iteration 2F (50.334874 sec): 3 clusters Score: Raw -19663.286870 + Penalty 960.235484 = -18703.051386 nChanged 4 SP:Iteration 3Q (50.335454 sec): 3 clusters Score: Raw -19666.085419 + Penalty 961.206543 = -18704.878876 nChanged 3 SP:Iteration 4Q (50.336032 sec): 3 clusters Score: Raw -19667.166217 + Penalty 961.206543 = -18705.959674 nChanged 0 SP:Iteration 5F (50.336620 sec): 3 clusters Score: Raw -19667.166217 + Penalty 961.206543 = -18705.959674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.338119 sec): 2 clusters Score: Raw -23340.170367 + Penalty 725.541570 = -22614.628798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.338779 sec): 3 clusters Score: Raw -23296.577319 + Penalty 1446.330651 = -21850.246668 nChanged 53 SP:Iteration 1F (50.339428 sec): 3 clusters Score: Raw -23367.985424 + Penalty 1446.820624 = -21921.164801 nChanged 13 SP:Iteration 2F (50.340105 sec): 3 clusters Score: Raw -23386.622936 + Penalty 1447.675835 = -21938.947101 nChanged 5 SP:Iteration 3Q (50.340744 sec): 3 clusters Score: Raw -23390.190530 + Penalty 1447.310448 = -21942.880081 nChanged 1 SP:Iteration 4Q (50.341386 sec): 3 clusters Score: Raw -23392.686590 + Penalty 1447.310448 = -21945.376141 nChanged 0 SP:Iteration 5F (50.342042 sec): 3 clusters Score: Raw -23392.686590 + Penalty 1447.310448 = -21945.376141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.342960 sec): 2 clusters Score: Raw -2071.244634 + Penalty 158.216562 = -1913.028071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.343219 sec): 3 clusters Score: Raw -2123.371805 + Penalty 310.080424 = -1813.291382 nChanged 2 SP:Iteration 1F (50.343471 sec): 3 clusters Score: Raw -2126.890684 + Penalty 308.112496 = -1818.778188 nChanged 1 SP:Iteration 2Q (50.343719 sec): 3 clusters Score: Raw -2127.218929 + Penalty 308.112496 = -1819.106433 nChanged 0 SP:Iteration 3F (50.343971 sec): 3 clusters Score: Raw -2127.218929 + Penalty 308.112496 = -1819.106433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.345757 sec): 2 clusters Score: Raw -33897.178812 + Penalty 722.265449 = -33174.913363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.346646 sec): 3 clusters Score: Raw -33805.133440 + Penalty 1442.570419 = -32362.563021 nChanged 88 SP:Iteration 1F (50.347516 sec): 3 clusters Score: Raw -33887.378141 + Penalty 1440.887027 = -32446.491114 nChanged 30 SP:Iteration 2F (50.348384 sec): 3 clusters Score: Raw -33918.184619 + Penalty 1439.064150 = -32479.120469 nChanged 18 SP:Iteration 3Q (50.349236 sec): 3 clusters Score: Raw -33933.541202 + Penalty 1436.646437 = -32496.894765 nChanged 10 SP:Iteration 4Q (50.350089 sec): 3 clusters Score: Raw -33942.601334 + Penalty 1435.083253 = -32507.518081 nChanged 3 SP:Iteration 5Q (50.350961 sec): 3 clusters Score: Raw -33944.758260 + Penalty 1434.365339 = -32510.392920 nChanged 3 SP:Iteration 6Q (50.351812 sec): 3 clusters Score: Raw -33945.991329 + Penalty 1433.755357 = -32512.235972 nChanged 3 SP:Iteration 7Q (50.352658 sec): 3 clusters Score: Raw -33946.897576 + Penalty 1434.142218 = -32512.755358 nChanged 2 SP:Iteration 8Q (50.353525 sec): 3 clusters Score: Raw -33948.970717 + Penalty 1434.597294 = -32514.373424 nChanged 2 SP:Iteration 9Q (50.354373 sec): 3 clusters Score: Raw -33950.308003 + Penalty 1434.597294 = -32515.710710 nChanged 0 SP:Iteration 10F (50.355260 sec): 3 clusters Score: Raw -33950.308003 + Penalty 1434.597294 = -32515.710710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.357194 sec): 2 clusters Score: Raw -34700.908558 + Penalty 796.841013 = -33904.067545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.358094 sec): 3 clusters Score: Raw -34609.803064 + Penalty 1600.201534 = -33009.601531 nChanged 102 SP:Iteration 1F (50.358979 sec): 3 clusters Score: Raw -34762.200498 + Penalty 1603.890116 = -33158.310381 nChanged 30 SP:Iteration 2F (50.359884 sec): 3 clusters Score: Raw -34820.733636 + Penalty 1606.562966 = -33214.170670 nChanged 19 SP:Iteration 3Q (50.360753 sec): 3 clusters Score: Raw -34865.426772 + Penalty 1608.228596 = -33257.198175 nChanged 18 SP:Iteration 4Q (50.361606 sec): 3 clusters Score: Raw -34932.923595 + Penalty 1613.685983 = -33319.237612 nChanged 12 SP:Iteration 5Q (50.362446 sec): 3 clusters Score: Raw -34951.092893 + Penalty 1616.952864 = -33334.140029 nChanged 6 SP:Iteration 6Q (50.363283 sec): 3 clusters Score: Raw -34959.348472 + Penalty 1619.441392 = -33339.907080 nChanged 2 SP:Iteration 7Q (50.364164 sec): 3 clusters Score: Raw -34961.484854 + Penalty 1619.920817 = -33341.564037 nChanged 1 SP:Iteration 8Q (50.365000 sec): 3 clusters Score: Raw -34962.087678 + Penalty 1619.920817 = -33342.166861 nChanged 0 SP:Iteration 9F (50.365884 sec): 3 clusters Score: Raw -34962.087678 + Penalty 1619.920817 = -33342.166861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.366972 sec): 2 clusters Score: Raw -4051.040111 + Penalty 231.933114 = -3819.106997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.367330 sec): 3 clusters Score: Raw -4180.055003 + Penalty 505.796245 = -3674.258759 nChanged 12 SP:Iteration 1F (50.367681 sec): 3 clusters Score: Raw -4210.354803 + Penalty 514.278085 = -3696.076718 nChanged 1 SP:Iteration 2Q (50.368042 sec): 3 clusters Score: Raw -4229.397126 + Penalty 514.278085 = -3715.119041 nChanged 0 SP:Iteration 3F (50.368398 sec): 3 clusters Score: Raw -4229.397126 + Penalty 514.278085 = -3715.119041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.369206 sec): 2 clusters Score: Raw -243.818835 + Penalty 55.371331 = -188.447504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.369407 sec): 3 clusters Score: Raw -244.578913 + Penalty 135.902156 = -108.676757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.370363 sec): 2 clusters Score: Raw -5730.425072 + Penalty 227.304767 = -5503.120305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.370702 sec): 3 clusters Score: Raw -5725.613424 + Penalty 472.399659 = -5253.213765 nChanged 14 SP:Iteration 1F (50.371033 sec): 3 clusters Score: Raw -5750.729845 + Penalty 478.591849 = -5272.137995 nChanged 4 SP:Iteration 2F (50.371363 sec): 3 clusters Score: Raw -5757.988692 + Penalty 485.234262 = -5272.754430 nChanged 2 SP:Iteration 3Q (50.371684 sec): 3 clusters Score: Raw -5759.762503 + Penalty 486.970726 = -5272.791777 nChanged 1 SP:Iteration 4Q (50.372003 sec): 3 clusters Score: Raw -5760.817057 + Penalty 492.177063 = -5268.639994 nChanged 1 SP:Iteration 5F (50.372334 sec): 3 clusters Score: Raw -5761.742654 + Penalty 496.657330 = -5265.085324 nChanged 1 SP:Iteration 6F (50.372665 sec): 3 clusters Score: Raw -5767.702966 + Penalty 505.435929 = -5262.267037 nChanged 1 SP:Iteration 7F (50.372995 sec): 3 clusters Score: Raw -5771.200071 + Penalty 513.669992 = -5257.530079 nChanged 1 SP:Iteration 8F (50.373324 sec): 3 clusters Score: Raw -5777.714288 + Penalty 521.807972 = -5255.906316 nChanged 1 SP:Iteration 9F (50.373653 sec): 3 clusters Score: Raw -5780.268192 + Penalty 521.807972 = -5258.460220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.374785 sec): 2 clusters Score: Raw -10031.369936 + Penalty 341.257095 = -9690.112841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.375211 sec): 3 clusters Score: Raw -9990.798859 + Penalty 682.601875 = -9308.196983 nChanged 18 SP:Iteration 1F (50.375631 sec): 3 clusters Score: Raw -10006.596195 + Penalty 686.896819 = -9319.699377 nChanged 12 SP:Iteration 2F (50.376049 sec): 3 clusters Score: Raw -10020.702648 + Penalty 689.478904 = -9331.223744 nChanged 7 SP:Iteration 3F (50.376468 sec): 3 clusters Score: Raw -10029.047099 + Penalty 692.408700 = -9336.638399 nChanged 4 SP:Iteration 4Q (50.376885 sec): 3 clusters Score: Raw -10033.161546 + Penalty 697.009478 = -9336.152068 nChanged 3 SP:Iteration 5F (50.377303 sec): 3 clusters Score: Raw -10036.692340 + Penalty 697.009478 = -9339.682861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.378746 sec): 2 clusters Score: Raw -21680.214827 + Penalty 573.647648 = -21106.567179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.379361 sec): 3 clusters Score: Raw -21601.510653 + Penalty 1147.093701 = -20454.416953 nChanged 51 SP:Iteration 1F (50.379978 sec): 3 clusters Score: Raw -21660.461231 + Penalty 1147.516147 = -20512.945084 nChanged 12 SP:Iteration 2F (50.380584 sec): 3 clusters Score: Raw -21677.320520 + Penalty 1147.835819 = -20529.484701 nChanged 9 SP:Iteration 3Q (50.381180 sec): 3 clusters Score: Raw -21687.389466 + Penalty 1148.027742 = -20539.361724 nChanged 5 SP:Iteration 4Q (50.381794 sec): 3 clusters Score: Raw -21692.310459 + Penalty 1148.234061 = -20544.076398 nChanged 4 SP:Iteration 5Q (50.382393 sec): 3 clusters Score: Raw -21698.306692 + Penalty 1148.164915 = -20550.141777 nChanged 2 SP:Iteration 6Q (50.383008 sec): 3 clusters Score: Raw -21699.740612 + Penalty 1148.723211 = -20551.017401 nChanged 2 SP:Iteration 7Q (50.383601 sec): 3 clusters Score: Raw -21700.611531 + Penalty 1148.723211 = -20551.888320 nChanged 0 SP:Iteration 8F (50.384201 sec): 3 clusters Score: Raw -21700.611531 + Penalty 1148.723211 = -20551.888320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.385101 sec): 2 clusters Score: Raw -895.091473 + Penalty 286.072593 = -609.018880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.385342 sec): 3 clusters Score: Raw -1168.381744 + Penalty 574.360011 = -594.021733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.386115 sec): 2 clusters Score: Raw -665.467822 + Penalty 145.594506 = -519.873316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.386337 sec): 3 clusters Score: Raw -673.755882 + Penalty 307.721506 = -366.034377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 79 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.388538 sec): 2 clusters Score: Raw -44278.353489 + Penalty 643.743861 = -43634.609628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.389644 sec): 3 clusters Score: Raw -44037.616129 + Penalty 1287.907319 = -42749.708810 nChanged 142 SP:Iteration 1F (50.390741 sec): 3 clusters Score: Raw -44140.092679 + Penalty 1294.998415 = -42845.094265 nChanged 50 SP:Iteration 2F (50.391808 sec): 3 clusters Score: Raw -44187.817030 + Penalty 1311.128750 = -42876.688279 nChanged 40 SP:Iteration 3F (50.392872 sec): 3 clusters Score: Raw -44228.390385 + Penalty 1328.803188 = -42899.587197 nChanged 32 SP:Iteration 4F (50.393934 sec): 3 clusters Score: Raw -44266.559414 + Penalty 1341.228959 = -42925.330455 nChanged 18 SP:Iteration 5Q (50.394984 sec): 3 clusters Score: Raw -44284.316499 + Penalty 1350.276497 = -42934.040001 nChanged 11 SP:Iteration 6Q (50.396032 sec): 3 clusters Score: Raw -44293.352872 + Penalty 1352.553013 = -42940.799859 nChanged 3 SP:Iteration 7Q (50.397070 sec): 3 clusters Score: Raw -44297.090981 + Penalty 1354.300827 = -42942.790154 nChanged 5 SP:Iteration 8Q (50.398101 sec): 3 clusters Score: Raw -44302.415836 + Penalty 1356.971811 = -42945.444024 nChanged 1 SP:Iteration 9Q (50.399122 sec): 3 clusters Score: Raw -44302.940430 + Penalty 1356.971811 = -42945.968619 nChanged 0 SP:Iteration 10F (50.400183 sec): 3 clusters Score: Raw -44302.940430 + Penalty 1356.971811 = -42945.968619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 88 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.401167 sec): 2 clusters Score: Raw -1100.784899 + Penalty 319.531061 = -781.253838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.401421 sec): 3 clusters Score: Raw -1318.421397 + Penalty 644.606803 = -673.814594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.402235 sec): 2 clusters Score: Raw -587.001814 + Penalty 148.068066 = -438.933748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.402457 sec): 3 clusters Score: Raw -593.087062 + Penalty 298.089029 = -294.998033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 109 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.403480 sec): 2 clusters Score: Raw -8560.051763 + Penalty 456.822072 = -8103.229691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.403886 sec): 3 clusters Score: Raw -8562.163729 + Penalty 922.800687 = -7639.363042 nChanged 15 SP:Iteration 1F (50.404284 sec): 3 clusters Score: Raw -8590.668192 + Penalty 924.623367 = -7666.044825 nChanged 1 SP:Iteration 2Q (50.404671 sec): 3 clusters Score: Raw -8593.009525 + Penalty 924.623367 = -7668.386158 nChanged 0 SP:Iteration 3F (50.405069 sec): 3 clusters Score: Raw -8593.009525 + Penalty 924.623367 = -7668.386158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 114 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.407019 sec): 2 clusters Score: Raw -36576.199456 + Penalty 842.732637 = -35733.466819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.407941 sec): 3 clusters Score: Raw -36472.190130 + Penalty 1687.007375 = -34785.182755 nChanged 77 SP:Iteration 1F (50.408841 sec): 3 clusters Score: Raw -36573.082147 + Penalty 1688.181992 = -34884.900155 nChanged 19 SP:Iteration 2Q (50.409730 sec): 3 clusters Score: Raw -36597.819889 + Penalty 1686.918416 = -34910.901473 nChanged 9 SP:Iteration 3Q (50.410642 sec): 3 clusters Score: Raw -36608.515109 + Penalty 1688.228665 = -34920.286444 nChanged 9 SP:Iteration 4Q (50.411530 sec): 3 clusters Score: Raw -36626.462546 + Penalty 1690.704398 = -34935.758148 nChanged 9 SP:Iteration 5Q (50.412409 sec): 3 clusters Score: Raw -36641.977897 + Penalty 1689.608024 = -34952.369873 nChanged 9 SP:Iteration 6Q (50.413349 sec): 3 clusters Score: Raw -36657.236737 + Penalty 1689.269889 = -34967.966848 nChanged 5 SP:Iteration 7Q (50.414261 sec): 3 clusters Score: Raw -36660.209667 + Penalty 1688.457512 = -34971.752154 nChanged 2 SP:Iteration 8Q (50.415178 sec): 3 clusters Score: Raw -36661.740246 + Penalty 1687.999391 = -34973.740855 nChanged 1 SP:Iteration 9Q (50.416090 sec): 3 clusters Score: Raw -36662.102144 + Penalty 1687.537356 = -34974.564788 nChanged 1 SP:Iteration 10F (50.417025 sec): 3 clusters Score: Raw -36662.535274 + Penalty 1687.537356 = -34974.997919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.417923 sec): 2 clusters Score: Raw -238.548091 + Penalty 33.504646 = -205.043446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.418122 sec): 3 clusters Score: Raw -236.035308 + Penalty 53.003499 = -183.031809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 174 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.418982 sec): 2 clusters Score: Raw -3282.061640 + Penalty 330.017905 = -2952.043734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.419270 sec): 3 clusters Score: Raw -3302.764763 + Penalty 666.758814 = -2636.005949 nChanged 2 SP:Iteration 1Q (50.419549 sec): 3 clusters Score: Raw -3308.491744 + Penalty 666.758814 = -2641.732929 nChanged 0 SP:Iteration 2F (50.419832 sec): 3 clusters Score: Raw -3308.491744 + Penalty 666.758814 = -2641.732929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 203 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.420639 sec): 2 clusters Score: Raw -322.325560 + Penalty 34.465021 = -287.860538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.420833 sec): 2 clusters Score: Raw -322.325560 + Penalty 34.465021 = -287.860538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 207 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.421572 sec): 2 clusters Score: Raw -382.088095 + Penalty 8.047190 = -374.040906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.421761 sec): 3 clusters Score: Raw -381.313589 + Penalty 16.094379 = -365.219210 nChanged 0 Deleting Class 97 (7 points): Lose 91.162454 but Gain 785.210391 Iteration 119Q (50.604253 sec): 55 clusters Score: Raw -2431772.057809 + Penalty 47225.855935 = -2384546.201874 nChanged 534 Deleting Class 73 (8 points): Lose 44.390582 but Gain 722.513038 Iteration 120F (51.379717 sec): 54 clusters Score: Raw -2431922.727163 + Penalty 46514.610392 = -2385408.116770 nChanged 343 Deleting Class 41 (83 points): Lose 373.449304 but Gain 983.642061 Iteration 121Q (51.499799 sec): 53 clusters Score: Raw -2431642.746298 + Penalty 45491.653937 = -2386151.092362 nChanged 258 Deleting Class 109 (114 points): Lose 426.062368 but Gain 1013.876091 Iteration 122Q (51.616807 sec): 52 clusters Score: Raw -2431410.790784 + Penalty 44522.042875 = -2386888.747909 nChanged 239 Deleting Class 174 (49 points): Lose 337.158292 but Gain 911.009040 Iteration 123Q (51.731740 sec): 51 clusters Score: Raw -2431287.505593 + Penalty 43718.937113 = -2387568.568480 nChanged 171 Deleting Class 26 (4 points): Lose 46.121954 but Gain 591.144385 Iteration 124Q (51.844162 sec): 50 clusters Score: Raw -2431459.278020 + Penalty 43150.680788 = -2388308.597232 nChanged 119 Deleting Class 59 (119 points): Lose 215.859018 but Gain 748.239765 Iteration 125Q (51.954995 sec): 49 clusters Score: Raw -2431326.820128 + Penalty 42399.218238 = -2388927.601890 nChanged 200 Deleting Class 34 (3 points): Lose 64.597967 but Gain 549.286792 Iteration 126Q (52.067451 sec): 48 clusters Score: Raw -2431437.672639 + Penalty 41851.151255 = -2389586.521384 nChanged 97 Deleting Class 56 (3 points): Lose 66.751602 but Gain 520.101290 Iteration 127Q (52.175840 sec): 47 clusters Score: Raw -2431432.316372 + Penalty 41326.341386 = -2390105.974986 nChanged 73 Deleting Class 66 (15 points): Lose 643.781303 but Gain 1090.101555 Iteration 128Q (52.282942 sec): 46 clusters Score: Raw -2430808.192164 + Penalty 39935.021769 = -2390873.170395 nChanged 86 Deleting Class 43 (17 points): Lose 577.606397 but Gain 1008.489583 Iteration 129Q (52.391336 sec): 45 clusters Score: Raw -2430433.424923 + Penalty 39024.072694 = -2391409.352229 nChanged 79 Deleting Class 28 (128 points): Lose 448.217141 but Gain 863.197461 Iteration 130F (53.029805 sec): 44 clusters Score: Raw -2430305.532991 + Penalty 38172.046168 = -2392133.486823 nChanged 179 Deleting Class 62 (229 points): Lose 753.649103 but Gain 1089.419687 Iteration 131Q (53.138067 sec): 43 clusters Score: Raw -2429856.357560 + Penalty 36903.442115 = -2392952.915444 nChanged 307 Deleting Class 21 (364 points): Lose 1244.336358 but Gain 1574.668027 Iteration 132Q (53.248136 sec): 42 clusters Score: Raw -2429148.047678 + Penalty 35483.217535 = -2393664.830143 nChanged 450 Deleting Class 58 (72 points): Lose 269.958506 but Gain 557.236357 Iteration 133Q (53.359179 sec): 41 clusters Score: Raw -2429732.065761 + Penalty 34922.188458 = -2394809.877303 nChanged 192 Deleting Class 3 (288 points): Lose 883.998498 but Gain 1149.002596 Iteration 134Q (53.470134 sec): 40 clusters Score: Raw -2429036.742741 + Penalty 33860.618310 = -2395176.124431 nChanged 381 Deleting Class 49 (26 points): Lose 259.205822 but Gain 501.112704 Iteration 135Q (53.580641 sec): 39 clusters Score: Raw -2429494.191751 + Penalty 33341.611968 = -2396152.579783 nChanged 160 Deleting Class 203 (4 points): Lose 31.915606 but Gain 256.549109 Iteration 136Q (53.686110 sec): 38 clusters Score: Raw -2429683.321233 + Penalty 33085.272386 = -2396598.048847 nChanged 90 Deleting Class 11 (5 points): Lose 66.284560 but Gain 171.197746 Iteration 137Q (53.788809 sec): 37 clusters Score: Raw -2429660.600762 + Penalty 32850.004862 = -2396810.595901 nChanged 79 Deleting Class 165 (3 points): Lose 44.450217 but Gain 82.553864 Iteration 138Q (53.890971 sec): 36 clusters Score: Raw -2429652.411709 + Penalty 32770.261647 = -2396882.150063 nChanged 65 Deleting Class 36 (288 points): Lose 1363.096211 but Gain 1392.630092 Iteration 139Q (53.993258 sec): 35 clusters Score: Raw -2428318.875742 + Penalty 31329.138833 = -2396989.736909 nChanged 340 Iteration 140F (54.501278 sec): 35 clusters Score: Raw -2429015.748657 + Penalty 31332.743945 = -2397683.004712 nChanged 75 Iteration 141Q (54.600856 sec): 35 clusters Score: Raw -2429063.711183 + Penalty 31331.392670 = -2397732.318513 nChanged 52 Iteration 142Q (54.702651 sec): 35 clusters Score: Raw -2429083.966234 + Penalty 31332.048895 = -2397751.917339 nChanged 40 Iteration 143Q (54.809540 sec): 35 clusters Score: Raw -2429093.071483 + Penalty 31329.673795 = -2397763.397688 nChanged 39 Iteration 144Q (54.909706 sec): 35 clusters Score: Raw -2429103.367307 + Penalty 31327.289127 = -2397776.078180 nChanged 34 Iteration 145Q (55.008924 sec): 35 clusters Score: Raw -2429115.250714 + Penalty 31325.137783 = -2397790.112930 nChanged 32 Iteration 146Q (55.115872 sec): 35 clusters Score: Raw -2429126.657690 + Penalty 31323.676982 = -2397802.980708 nChanged 30 Iteration 147Q (55.215400 sec): 35 clusters Score: Raw -2429139.585698 + Penalty 31327.246482 = -2397812.339216 nChanged 20 Iteration 148Q (55.315776 sec): 35 clusters Score: Raw -2429147.179580 + Penalty 31326.499266 = -2397820.680313 nChanged 20 Iteration 149Q (55.415501 sec): 35 clusters Score: Raw -2429169.942968 + Penalty 31331.082702 = -2397838.860266 nChanged 20 Iteration 150F (55.922445 sec): 35 clusters Score: Raw -2429205.043078 + Penalty 31340.540048 = -2397864.503030 nChanged 30 Iteration 151Q (56.021949 sec): 35 clusters Score: Raw -2429266.077890 + Penalty 31352.192052 = -2397913.885838 nChanged 40 Iteration 152Q (56.121753 sec): 35 clusters Score: Raw -2429333.751412 + Penalty 31371.264752 = -2397962.486660 nChanged 42 Iteration 153Q (56.222992 sec): 35 clusters Score: Raw -2429434.724058 + Penalty 31389.690586 = -2398045.033472 nChanged 45 Iteration 154Q (56.328975 sec): 35 clusters Score: Raw -2429481.626829 + Penalty 31404.757042 = -2398076.869787 nChanged 36 Iteration 155Q (56.429863 sec): 35 clusters Score: Raw -2429507.692864 + Penalty 31414.838080 = -2398092.854783 nChanged 33 Iteration 156Q (56.530939 sec): 35 clusters Score: Raw -2429529.205364 + Penalty 31419.561216 = -2398109.644148 nChanged 31 Iteration 157Q (56.632770 sec): 35 clusters Score: Raw -2429548.212966 + Penalty 31419.834857 = -2398128.378109 nChanged 25 Iteration 158Q (56.734369 sec): 35 clusters Score: Raw -2429561.707668 + Penalty 31419.301267 = -2398142.406401 nChanged 13 Iteration 159Q (56.834668 sec): 35 clusters Score: Raw -2429565.678582 + Penalty 31418.402175 = -2398147.276407 nChanged 7 Iteration 160F (57.341162 sec): 35 clusters Score: Raw -2429567.695939 + Penalty 31417.316731 = -2398150.379208 nChanged 6 Iteration 161Q (57.442533 sec): 35 clusters Score: Raw -2429569.822364 + Penalty 31415.910877 = -2398153.911487 nChanged 8 Iteration 162Q (57.545452 sec): 35 clusters Score: Raw -2429572.026735 + Penalty 31413.185907 = -2398158.840828 nChanged 8 Iteration 163Q (57.647206 sec): 35 clusters Score: Raw -2429575.028390 + Penalty 31412.893297 = -2398162.135093 nChanged 10 Iteration 164Q (57.748208 sec): 35 clusters Score: Raw -2429577.225288 + Penalty 31411.571819 = -2398165.653469 nChanged 3 Iteration 165Q (57.849586 sec): 35 clusters Score: Raw -2429578.144000 + Penalty 31411.571819 = -2398166.572181 nChanged 0 Iteration 166F (58.355041 sec): 35 clusters Score: Raw -2429578.144000 + Penalty 31411.571819 = -2398166.572181 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2429578.144000 + Penalty 31411.571819 = -2398166.572181Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 1 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.418089 sec): 2 clusters Score: Raw -22037.030517 + Penalty 727.021716 = -21310.008800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.418776 sec): 3 clusters Score: Raw -22008.764098 + Penalty 1454.339337 = -20554.424761 nChanged 50 SP:Iteration 1F (58.419423 sec): 3 clusters Score: Raw -22091.356697 + Penalty 1455.977294 = -20635.379403 nChanged 16 SP:Iteration 2F (58.420070 sec): 3 clusters Score: Raw -22120.455504 + Penalty 1457.844417 = -20662.611087 nChanged 8 SP:Iteration 3Q (58.420699 sec): 3 clusters Score: Raw -22127.017153 + Penalty 1458.640043 = -20668.377110 nChanged 3 SP:Iteration 4Q (58.421338 sec): 3 clusters Score: Raw -22130.320010 + Penalty 1458.931575 = -20671.388435 nChanged 1 SP:Iteration 5Q (58.421961 sec): 3 clusters Score: Raw -22130.646047 + Penalty 1459.180714 = -20671.465334 nChanged 1 SP:Iteration 6Q (58.422582 sec): 3 clusters Score: Raw -22131.001187 + Penalty 1459.253559 = -20671.747628 nChanged 1 SP:Iteration 7Q (58.423202 sec): 3 clusters Score: Raw -22133.889924 + Penalty 1459.891344 = -20673.998581 nChanged 1 SP:Iteration 8Q (58.423821 sec): 3 clusters Score: Raw -22135.010035 + Penalty 1460.907727 = -20674.102308 nChanged 3 SP:Iteration 9Q (58.424440 sec): 3 clusters Score: Raw -22136.403076 + Penalty 1461.155565 = -20675.247511 nChanged 3 SP:Iteration 10F (58.425083 sec): 3 clusters Score: Raw -22141.751696 + Penalty 1461.262209 = -20680.489487 nChanged 2 SP:Iteration 11Q (58.425735 sec): 3 clusters Score: Raw -22144.073044 + Penalty 1461.262209 = -20682.810835 nChanged 0 SP:Iteration 12F (58.426381 sec): 3 clusters Score: Raw -22144.073044 + Penalty 1461.262209 = -20682.810835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.427087 sec): 2 clusters Score: Raw -6344.930003 + Penalty 98.366728 = -6246.563275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.427474 sec): 3 clusters Score: Raw -6342.139355 + Penalty 197.833139 = -6144.306217 nChanged 34 SP:Iteration 1F (58.427855 sec): 3 clusters Score: Raw -6380.917028 + Penalty 197.700852 = -6183.216176 nChanged 10 SP:Iteration 2F (58.428234 sec): 3 clusters Score: Raw -6423.729841 + Penalty 195.140347 = -6228.589494 nChanged 7 SP:Iteration 3F (58.428611 sec): 3 clusters Score: Raw -6435.017050 + Penalty 191.269799 = -6243.747251 nChanged 2 SP:Iteration 4Q (58.428973 sec): 3 clusters Score: Raw -6437.026277 + Penalty 191.269799 = -6245.756478 nChanged 0 SP:Iteration 5F (58.429350 sec): 3 clusters Score: Raw -6437.026277 + Penalty 191.269799 = -6245.756478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.431073 sec): 2 clusters Score: Raw -22440.487009 + Penalty 433.228146 = -22007.258863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.431759 sec): 3 clusters Score: Raw -22367.194271 + Penalty 872.797524 = -21494.396747 nChanged 79 SP:Iteration 1F (58.432431 sec): 3 clusters Score: Raw -22470.511073 + Penalty 874.292787 = -21596.218285 nChanged 33 SP:Iteration 2F (58.433103 sec): 3 clusters Score: Raw -22530.047611 + Penalty 865.965048 = -21664.082563 nChanged 24 SP:Iteration 3F (58.433774 sec): 3 clusters Score: Raw -22599.907834 + Penalty 856.957437 = -21742.950397 nChanged 14 SP:Iteration 4F (58.434483 sec): 3 clusters Score: Raw -22657.179885 + Penalty 850.638476 = -21806.541409 nChanged 7 SP:Iteration 5Q (58.435136 sec): 3 clusters Score: Raw -22752.682844 + Penalty 842.354092 = -21910.328752 nChanged 5 SP:Iteration 6Q (58.435771 sec): 3 clusters Score: Raw -22763.567843 + Penalty 837.809218 = -21925.758625 nChanged 2 SP:Iteration 7Q (58.436424 sec): 3 clusters Score: Raw -22767.438890 + Penalty 835.465080 = -21931.973811 nChanged 1 SP:Iteration 8Q (58.437036 sec): 3 clusters Score: Raw -22769.890203 + Penalty 834.271093 = -21935.619110 nChanged 1 SP:Iteration 9Q (58.437649 sec): 3 clusters Score: Raw -22773.032332 + Penalty 830.904561 = -21942.127771 nChanged 3 SP:Iteration 10F (58.438342 sec): 3 clusters Score: Raw -22784.850316 + Penalty 825.711880 = -21959.138436 nChanged 2 SP:Iteration 11Q (58.438927 sec): 3 clusters Score: Raw -22794.102084 + Penalty 825.296842 = -21968.805242 nChanged 1 SP:Iteration 12Q (58.439523 sec): 3 clusters Score: Raw -22796.931138 + Penalty 825.296842 = -21971.634296 nChanged 0 SP:Iteration 13F (58.440201 sec): 3 clusters Score: Raw -22796.931138 + Penalty 825.296842 = -21971.634296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.448331 sec): 2 clusters Score: Raw -136048.233589 + Penalty 112.833235 = -135935.400355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.451461 sec): 3 clusters Score: Raw -134973.328606 + Penalty 265.615213 = -134707.713393 nChanged 782 SP:Iteration 1F (58.454481 sec): 3 clusters Score: Raw -135756.288225 + Penalty 275.753975 = -135480.534250 nChanged 176 SP:Iteration 2F (58.457522 sec): 3 clusters Score: Raw -135959.383426 + Penalty 295.270892 = -135664.112534 nChanged 60 SP:Iteration 3Q (58.460557 sec): 3 clusters Score: Raw -136034.254540 + Penalty 319.624213 = -135714.630327 nChanged 11 SP:Iteration 4Q (58.463218 sec): 3 clusters Score: Raw -136041.716903 + Penalty 346.894184 = -135694.822719 nChanged 4 SP:Iteration 5F (58.466456 sec): 3 clusters Score: Raw -136042.979731 + Penalty 285.628336 = -135757.351395 nChanged 4 SP:Iteration 6Q (58.469127 sec): 3 clusters Score: Raw -136043.141743 + Penalty 290.055833 = -135753.085909 nChanged 4 SP:Iteration 7F (58.472179 sec): 3 clusters Score: Raw -136045.207567 + Penalty 112.833235 = -135932.374333 nChanged 2 SP:Iteration 8Q (58.474796 sec): 2 clusters Score: Raw -136048.233589 + Penalty 112.833235 = -135935.400355 nChanged 0 SP:Iteration 9F (58.477386 sec): 2 clusters Score: Raw -136048.233589 + Penalty 112.833235 = -135935.400355 nChanged 0 Memory request: 0.05 GB would take us to total of 0.33 GB. Trying to split cluster 6 (11151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.529187 sec): 2 clusters Score: Raw -883285.523432 + Penalty 228.352906 = -883057.170526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.549848 sec): 3 clusters Score: Raw -875760.100086 + Penalty 444.737965 = -875315.362120 nChanged 5321 SP:Iteration 1F (58.570254 sec): 3 clusters Score: Raw -879107.120248 + Penalty 449.354950 = -878657.765298 nChanged 1297 SP:Iteration 2F (58.590703 sec): 3 clusters Score: Raw -879596.484261 + Penalty 456.342126 = -879140.142136 nChanged 665 SP:Iteration 3F (58.611467 sec): 3 clusters Score: Raw -880090.590151 + Penalty 456.431982 = -879634.158168 nChanged 895 SP:Iteration 4F (58.631617 sec): 3 clusters Score: Raw -881097.391088 + Penalty 441.716764 = -880655.674324 nChanged 1080 SP:Iteration 5F (58.651806 sec): 3 clusters Score: Raw -882629.722555 + Penalty 414.376963 = -882215.345592 nChanged 815 SP:Iteration 6F (58.672083 sec): 3 clusters Score: Raw -883980.790433 + Penalty 388.636791 = -883592.153642 nChanged 461 SP:Iteration 7Q (58.689781 sec): 3 clusters Score: Raw -884770.900571 + Penalty 374.735861 = -884396.164710 nChanged 220 SP:Iteration 8Q (58.707150 sec): 3 clusters Score: Raw -885005.518014 + Penalty 370.715824 = -884634.802190 nChanged 101 SP:Iteration 9Q (58.724197 sec): 3 clusters Score: Raw -885046.223819 + Penalty 369.671054 = -884676.552764 nChanged 45 SP:Iteration 10F (58.744301 sec): 3 clusters Score: Raw -885055.614404 + Penalty 369.308094 = -884686.306310 nChanged 25 SP:Iteration 11Q (58.761036 sec): 3 clusters Score: Raw -885059.064852 + Penalty 368.725681 = -884690.339171 nChanged 16 SP:Iteration 12Q (58.777772 sec): 3 clusters Score: Raw -885060.221603 + Penalty 368.532334 = -884691.689269 nChanged 7 SP:Iteration 13Q (58.794478 sec): 3 clusters Score: Raw -885060.441869 + Penalty 368.428776 = -884692.013093 nChanged 3 SP:Iteration 14Q (58.811494 sec): 3 clusters Score: Raw -885060.548443 + Penalty 368.402358 = -884692.146084 nChanged 1 SP:Iteration 15Q (58.828178 sec): 3 clusters Score: Raw -885060.589264 + Penalty 368.402358 = -884692.186905 nChanged 0 SP:Iteration 16F (58.848487 sec): 3 clusters Score: Raw -885060.589264 + Penalty 368.402358 = -884692.186905 nChanged 0 Score: Raw -2446401.501724 + Penalty 31566.648417 = -2414834.853307 Splitting cluster 6 changes total score from -2398166.572181 to -2414834.853307 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.367255 sec): 2 clusters Score: Raw -121073.153379 + Penalty 432.829109 = -120640.324270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.370172 sec): 3 clusters Score: Raw -120236.279755 + Penalty 866.112331 = -119370.167424 nChanged 582 SP:Iteration 1F (59.373003 sec): 3 clusters Score: Raw -120690.509580 + Penalty 871.879103 = -119818.630477 nChanged 219 SP:Iteration 2F (59.375824 sec): 3 clusters Score: Raw -120916.187906 + Penalty 876.586133 = -120039.601774 nChanged 134 SP:Iteration 3F (59.378635 sec): 3 clusters Score: Raw -121029.425379 + Penalty 882.275881 = -120147.149498 nChanged 82 SP:Iteration 4F (59.381447 sec): 3 clusters Score: Raw -121083.127324 + Penalty 883.755627 = -120199.371696 nChanged 47 SP:Iteration 5Q (59.384173 sec): 3 clusters Score: Raw -121106.948255 + Penalty 884.552215 = -120222.396040 nChanged 39 SP:Iteration 6Q (59.386908 sec): 3 clusters Score: Raw -121129.047050 + Penalty 884.234410 = -120244.812640 nChanged 34 SP:Iteration 7Q (59.389615 sec): 3 clusters Score: Raw -121154.938879 + Penalty 880.497437 = -120274.441441 nChanged 32 SP:Iteration 8Q (59.392303 sec): 3 clusters Score: Raw -121193.899034 + Penalty 876.724175 = -120317.174860 nChanged 29 SP:Iteration 9Q (59.394954 sec): 3 clusters Score: Raw -121246.302356 + Penalty 872.368635 = -120373.933721 nChanged 20 SP:Iteration 10F (59.397630 sec): 3 clusters Score: Raw -121272.498885 + Penalty 867.916533 = -120404.582353 nChanged 16 SP:Iteration 11Q (59.400098 sec): 3 clusters Score: Raw -121289.861395 + Penalty 868.722155 = -120421.139240 nChanged 10 SP:Iteration 12Q (59.402571 sec): 3 clusters Score: Raw -121295.965948 + Penalty 869.541033 = -120426.424915 nChanged 4 SP:Iteration 13Q (59.404997 sec): 3 clusters Score: Raw -121297.936105 + Penalty 869.674241 = -120428.261864 nChanged 3 SP:Iteration 14Q (59.407407 sec): 3 clusters Score: Raw -121299.488745 + Penalty 869.915207 = -120429.573538 nChanged 5 SP:Iteration 15Q (59.409774 sec): 3 clusters Score: Raw -121302.002536 + Penalty 868.705578 = -120433.296958 nChanged 4 SP:Iteration 16Q (59.412174 sec): 3 clusters Score: Raw -121304.600541 + Penalty 867.850449 = -120436.750093 nChanged 4 SP:Iteration 17Q (59.414525 sec): 3 clusters Score: Raw -121307.252839 + Penalty 865.652794 = -120441.600046 nChanged 4 SP:Iteration 18Q (59.416886 sec): 3 clusters Score: Raw -121310.615223 + Penalty 864.682803 = -120445.932420 nChanged 2 SP:Iteration 19Q (59.419222 sec): 3 clusters Score: Raw -121310.949046 + Penalty 864.374075 = -120446.574972 nChanged 1 SP:Iteration 20F (59.421999 sec): 3 clusters Score: Raw -121310.969201 + Penalty 864.374075 = -120446.595126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 8 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.423563 sec): 2 clusters Score: Raw -17405.617983 + Penalty 405.351755 = -17000.266228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.424229 sec): 3 clusters Score: Raw -17344.481474 + Penalty 809.520319 = -16534.961154 nChanged 58 SP:Iteration 1F (59.424947 sec): 3 clusters Score: Raw -17402.817317 + Penalty 809.062327 = -16593.754990 nChanged 19 SP:Iteration 2F (59.425626 sec): 3 clusters Score: Raw -17416.622014 + Penalty 808.870045 = -16607.751969 nChanged 7 SP:Iteration 3Q (59.426282 sec): 3 clusters Score: Raw -17423.416055 + Penalty 809.142828 = -16614.273228 nChanged 2 SP:Iteration 4Q (59.426936 sec): 3 clusters Score: Raw -17425.571804 + Penalty 809.732795 = -16615.839009 nChanged 2 SP:Iteration 5Q (59.427596 sec): 3 clusters Score: Raw -17427.796591 + Penalty 809.732795 = -16618.063796 nChanged 0 SP:Iteration 6F (59.428261 sec): 3 clusters Score: Raw -17427.796591 + Penalty 809.732795 = -16618.063796 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (1225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.432691 sec): 2 clusters Score: Raw -105646.941945 + Penalty 496.716641 = -105150.225304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.435213 sec): 3 clusters Score: Raw -104929.698435 + Penalty 992.343197 = -103937.355238 nChanged 484 SP:Iteration 1F (59.437733 sec): 3 clusters Score: Raw -105186.365506 + Penalty 986.759336 = -104199.606170 nChanged 201 SP:Iteration 2F (59.440198 sec): 3 clusters Score: Raw -105351.091442 + Penalty 986.816337 = -104364.275105 nChanged 120 SP:Iteration 3F (59.442655 sec): 3 clusters Score: Raw -105464.065007 + Penalty 1012.623012 = -104451.441996 nChanged 103 SP:Iteration 4F (59.445026 sec): 3 clusters Score: Raw -105564.561184 + Penalty 1043.019390 = -104521.541794 nChanged 72 SP:Iteration 5F (59.447421 sec): 3 clusters Score: Raw -105632.016500 + Penalty 1075.378776 = -104556.637724 nChanged 57 SP:Iteration 6Q (59.449793 sec): 3 clusters Score: Raw -105682.633205 + Penalty 1096.180307 = -104586.452898 nChanged 27 SP:Iteration 7Q (59.452172 sec): 3 clusters Score: Raw -105708.612631 + Penalty 1112.843540 = -104595.769091 nChanged 16 SP:Iteration 8Q (59.454540 sec): 3 clusters Score: Raw -105722.873446 + Penalty 1126.813769 = -104596.059677 nChanged 6 SP:Iteration 9Q (59.456880 sec): 3 clusters Score: Raw -105731.732245 + Penalty 1137.469206 = -104594.263039 nChanged 7 SP:Iteration 10F (59.459170 sec): 3 clusters Score: Raw -105740.014994 + Penalty 1142.020600 = -104597.994393 nChanged 1 SP:Iteration 11Q (59.461354 sec): 3 clusters Score: Raw -105741.158410 + Penalty 1142.020600 = -104599.137810 nChanged 0 SP:Iteration 12F (59.463683 sec): 3 clusters Score: Raw -105741.158410 + Penalty 1142.020600 = -104599.137810 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 12 (3321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.478960 sec): 2 clusters Score: Raw -279146.453361 + Penalty 208.545855 = -278937.907505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.485625 sec): 3 clusters Score: Raw -276977.189562 + Penalty 408.852736 = -276568.336827 nChanged 1526 SP:Iteration 1F (59.492296 sec): 3 clusters Score: Raw -278156.511267 + Penalty 404.649157 = -277751.862110 nChanged 306 SP:Iteration 2F (59.498618 sec): 3 clusters Score: Raw -278387.671287 + Penalty 402.097740 = -277985.573548 nChanged 229 SP:Iteration 3F (59.504945 sec): 3 clusters Score: Raw -278606.793894 + Penalty 401.135430 = -278205.658464 nChanged 186 SP:Iteration 4F (59.511441 sec): 3 clusters Score: Raw -278729.387328 + Penalty 401.305022 = -278328.082306 nChanged 116 SP:Iteration 5Q (59.517561 sec): 3 clusters Score: Raw -278776.113966 + Penalty 401.598008 = -278374.515958 nChanged 65 SP:Iteration 6Q (59.523657 sec): 3 clusters Score: Raw -278791.689874 + Penalty 401.870357 = -278389.819517 nChanged 32 SP:Iteration 7Q (59.529892 sec): 3 clusters Score: Raw -278797.586393 + Penalty 401.501112 = -278396.085281 nChanged 26 SP:Iteration 8Q (59.535982 sec): 3 clusters Score: Raw -278801.077475 + Penalty 401.252783 = -278399.824693 nChanged 23 SP:Iteration 9Q (59.542365 sec): 3 clusters Score: Raw -278804.551020 + Penalty 400.821645 = -278403.729375 nChanged 29 SP:Iteration 10F (59.548720 sec): 3 clusters Score: Raw -278808.464451 + Penalty 400.625599 = -278407.838851 nChanged 22 SP:Iteration 11Q (59.554783 sec): 3 clusters Score: Raw -278810.409101 + Penalty 400.551946 = -278409.857155 nChanged 11 SP:Iteration 12Q (59.561210 sec): 3 clusters Score: Raw -278810.854060 + Penalty 400.293256 = -278410.560804 nChanged 7 SP:Iteration 13Q (59.567336 sec): 3 clusters Score: Raw -278811.099690 + Penalty 400.101625 = -278410.998066 nChanged 6 SP:Iteration 14Q (59.573381 sec): 3 clusters Score: Raw -278811.333608 + Penalty 399.940740 = -278411.392869 nChanged 5 SP:Iteration 15Q (59.579410 sec): 3 clusters Score: Raw -278811.612021 + Penalty 399.730805 = -278411.881216 nChanged 6 SP:Iteration 16Q (59.585429 sec): 3 clusters Score: Raw -278811.994208 + Penalty 399.157782 = -278412.836426 nChanged 7 SP:Iteration 17Q (59.591619 sec): 3 clusters Score: Raw -278812.748741 + Penalty 398.741734 = -278414.007008 nChanged 8 SP:Iteration 18Q (59.597728 sec): 3 clusters Score: Raw -278813.889037 + Penalty 398.379798 = -278415.509239 nChanged 12 SP:Iteration 19Q (59.603853 sec): 3 clusters Score: Raw -278815.162912 + Penalty 397.320712 = -278417.842200 nChanged 10 SP:Iteration 20F (59.610163 sec): 3 clusters Score: Raw -278816.086571 + Penalty 397.108972 = -278418.977599 nChanged 7 SP:Iteration 21Q (59.616356 sec): 3 clusters Score: Raw -278816.635742 + Penalty 396.776437 = -278419.859305 nChanged 10 SP:Iteration 22Q (59.622446 sec): 3 clusters Score: Raw -278817.624115 + Penalty 396.464659 = -278421.159456 nChanged 16 SP:Iteration 23Q (59.628526 sec): 3 clusters Score: Raw -278819.611247 + Penalty 395.941285 = -278423.669963 nChanged 19 SP:Iteration 24Q (59.634939 sec): 3 clusters Score: Raw -278821.839219 + Penalty 394.609855 = -278427.229364 nChanged 22 SP:Iteration 25Q (59.641107 sec): 3 clusters Score: Raw -278825.298690 + Penalty 393.993593 = -278431.305097 nChanged 19 SP:Iteration 26Q (59.647156 sec): 3 clusters Score: Raw -278828.024648 + Penalty 393.188397 = -278434.836251 nChanged 20 SP:Iteration 27Q (59.653127 sec): 3 clusters Score: Raw -278831.358629 + Penalty 392.531731 = -278438.826898 nChanged 17 SP:Iteration 28Q (59.659349 sec): 3 clusters Score: Raw -278833.372462 + Penalty 392.050865 = -278441.321597 nChanged 14 SP:Iteration 29Q (59.665357 sec): 3 clusters Score: Raw -278834.877525 + Penalty 391.609514 = -278443.268010 nChanged 15 SP:Iteration 30F (59.671750 sec): 3 clusters Score: Raw -278836.115778 + Penalty 391.077353 = -278445.038425 nChanged 13 SP:Iteration 31Q (59.677720 sec): 3 clusters Score: Raw -278837.096552 + Penalty 390.894855 = -278446.201697 nChanged 10 SP:Iteration 32Q (59.683567 sec): 3 clusters Score: Raw -278837.855779 + Penalty 390.185931 = -278447.669848 nChanged 12 SP:Iteration 33Q (59.689455 sec): 3 clusters Score: Raw -278838.587797 + Penalty 389.686262 = -278448.901535 nChanged 7 SP:Iteration 34Q (59.695389 sec): 3 clusters Score: Raw -278838.929670 + Penalty 389.589957 = -278449.339713 nChanged 6 SP:Iteration 35Q (59.701352 sec): 3 clusters Score: Raw -278839.216836 + Penalty 389.124097 = -278450.092739 nChanged 7 SP:Iteration 36Q (59.707280 sec): 3 clusters Score: Raw -278839.700388 + Penalty 388.878350 = -278450.822038 nChanged 8 SP:Iteration 37Q (59.713135 sec): 3 clusters Score: Raw -278840.231982 + Penalty 388.376567 = -278451.855415 nChanged 13 SP:Iteration 38Q (59.719049 sec): 3 clusters Score: Raw -278842.264476 + Penalty 388.128835 = -278454.135641 nChanged 20 SP:Iteration 39Q (59.724869 sec): 3 clusters Score: Raw -278845.247524 + Penalty 387.419404 = -278457.828120 nChanged 19 SP:Iteration 40F (59.731269 sec): 3 clusters Score: Raw -278848.088335 + Penalty 386.332630 = -278461.755705 nChanged 23 SP:Iteration 41Q (59.737362 sec): 3 clusters Score: Raw -278851.356941 + Penalty 385.882028 = -278465.474913 nChanged 18 SP:Iteration 42Q (59.743134 sec): 3 clusters Score: Raw -278853.845619 + Penalty 385.566554 = -278468.279066 nChanged 16 SP:Iteration 43Q (59.748900 sec): 3 clusters Score: Raw -278855.577669 + Penalty 384.281622 = -278471.296047 nChanged 14 SP:Iteration 44Q (59.754627 sec): 3 clusters Score: Raw -278856.789694 + Penalty 384.217599 = -278472.572095 nChanged 10 SP:Iteration 45Q (59.760453 sec): 3 clusters Score: Raw -278857.567069 + Penalty 384.047556 = -278473.519513 nChanged 6 SP:Iteration 46Q (59.766289 sec): 3 clusters Score: Raw -278857.776931 + Penalty 383.805300 = -278473.971631 nChanged 7 SP:Iteration 47Q (59.772094 sec): 3 clusters Score: Raw -278858.196297 + Penalty 383.850358 = -278474.345938 nChanged 7 SP:Iteration 48Q (59.777891 sec): 3 clusters Score: Raw -278858.800783 + Penalty 383.613526 = -278475.187257 nChanged 4 SP:Iteration 49Q (59.783670 sec): 3 clusters Score: Raw -278859.344253 + Penalty 383.491995 = -278475.852257 nChanged 5 SP:Iteration 50F (59.789867 sec): 3 clusters Score: Raw -278859.749205 + Penalty 382.007176 = -278477.742029 nChanged 11 SP:Iteration 51Q (59.795662 sec): 3 clusters Score: Raw -278860.761918 + Penalty 381.511834 = -278479.250085 nChanged 10 SP:Iteration 52Q (59.801431 sec): 3 clusters Score: Raw -278861.740160 + Penalty 380.865372 = -278480.874789 nChanged 6 SP:Iteration 53Q (59.807176 sec): 3 clusters Score: Raw -278861.993147 + Penalty 380.190708 = -278481.802438 nChanged 5 SP:Iteration 54Q (59.812818 sec): 3 clusters Score: Raw -278862.291516 + Penalty 379.929456 = -278482.362060 nChanged 2 SP:Iteration 55Q (59.818456 sec): 3 clusters Score: Raw -278862.268155 + Penalty 379.921154 = -278482.347000 nChanged 1 SP:Iteration 56F (59.824614 sec): 3 clusters Score: Raw -278862.257010 + Penalty 379.921154 = -278482.335856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 14 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.831705 sec): 2 clusters Score: Raw -5830.189081 + Penalty 390.501996 = -5439.687085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.832050 sec): 3 clusters Score: Raw -5894.208628 + Penalty 781.003992 = -5113.204636 nChanged 8 SP:Iteration 1F (59.832390 sec): 3 clusters Score: Raw -5909.553611 + Penalty 781.003992 = -5128.549619 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 15 (1329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.836570 sec): 2 clusters Score: Raw -119290.724989 + Penalty 473.298220 = -118817.426769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.839395 sec): 3 clusters Score: Raw -118580.307938 + Penalty 946.704125 = -117633.603813 nChanged 538 SP:Iteration 1F (59.842098 sec): 3 clusters Score: Raw -118891.454820 + Penalty 946.059508 = -117945.395312 nChanged 118 SP:Iteration 2F (59.844808 sec): 3 clusters Score: Raw -118966.614286 + Penalty 944.769665 = -118021.844621 nChanged 94 SP:Iteration 3F (59.847535 sec): 3 clusters Score: Raw -119036.223222 + Penalty 942.605458 = -118093.617764 nChanged 95 SP:Iteration 4F (59.850261 sec): 3 clusters Score: Raw -119101.741173 + Penalty 939.281640 = -118162.459533 nChanged 71 SP:Iteration 5F (59.852963 sec): 3 clusters Score: Raw -119141.764525 + Penalty 934.126161 = -118207.638364 nChanged 48 SP:Iteration 6Q (59.855712 sec): 3 clusters Score: Raw -119165.071873 + Penalty 930.231268 = -118234.840605 nChanged 40 SP:Iteration 7Q (59.858618 sec): 3 clusters Score: Raw -119180.702940 + Penalty 927.685494 = -118253.017446 nChanged 26 SP:Iteration 8Q (59.861487 sec): 3 clusters Score: Raw -119189.707243 + Penalty 924.316998 = -118265.390246 nChanged 17 SP:Iteration 9Q (59.864252 sec): 3 clusters Score: Raw -119194.477054 + Penalty 922.513816 = -118271.963237 nChanged 15 SP:Iteration 10F (59.867010 sec): 3 clusters Score: Raw -119199.523489 + Penalty 918.143430 = -118281.380059 nChanged 16 SP:Iteration 11Q (59.869719 sec): 3 clusters Score: Raw -119206.667708 + Penalty 913.096507 = -118293.571201 nChanged 18 SP:Iteration 12Q (59.872466 sec): 3 clusters Score: Raw -119215.024451 + Penalty 907.269812 = -118307.754639 nChanged 22 SP:Iteration 13Q (59.875253 sec): 3 clusters Score: Raw -119224.299790 + Penalty 902.122151 = -118322.177639 nChanged 19 SP:Iteration 14Q (59.878041 sec): 3 clusters Score: Raw -119231.136628 + Penalty 897.697078 = -118333.439550 nChanged 14 SP:Iteration 15Q (59.880856 sec): 3 clusters Score: Raw -119239.202566 + Penalty 893.403771 = -118345.798795 nChanged 12 SP:Iteration 16Q (59.883580 sec): 3 clusters Score: Raw -119244.916006 + Penalty 891.233450 = -118353.682555 nChanged 8 SP:Iteration 17Q (59.886345 sec): 3 clusters Score: Raw -119249.446712 + Penalty 885.115043 = -118364.331669 nChanged 11 SP:Iteration 18Q (59.889155 sec): 3 clusters Score: Raw -119257.562905 + Penalty 882.430297 = -118375.132608 nChanged 12 SP:Iteration 19Q (59.891943 sec): 3 clusters Score: Raw -119265.323732 + Penalty 878.343367 = -118386.980365 nChanged 19 SP:Iteration 20F (59.894759 sec): 3 clusters Score: Raw -119275.234836 + Penalty 875.064773 = -118400.170062 nChanged 14 SP:Iteration 21Q (59.897551 sec): 3 clusters Score: Raw -119283.437970 + Penalty 870.822371 = -118412.615599 nChanged 14 SP:Iteration 22Q (59.900312 sec): 3 clusters Score: Raw -119289.097155 + Penalty 866.895712 = -118422.201443 nChanged 11 SP:Iteration 23Q (59.903033 sec): 3 clusters Score: Raw -119295.054491 + Penalty 862.511833 = -118432.542659 nChanged 11 SP:Iteration 24Q (59.905757 sec): 3 clusters Score: Raw -119300.888540 + Penalty 858.914863 = -118441.973677 nChanged 12 SP:Iteration 25Q (59.908510 sec): 3 clusters Score: Raw -119306.395558 + Penalty 853.544305 = -118452.851253 nChanged 10 SP:Iteration 26Q (59.911242 sec): 3 clusters Score: Raw -119312.824793 + Penalty 848.102968 = -118464.721825 nChanged 7 SP:Iteration 27Q (59.913938 sec): 3 clusters Score: Raw -119317.892447 + Penalty 842.572012 = -118475.320435 nChanged 3 SP:Iteration 28Q (59.916613 sec): 3 clusters Score: Raw -119319.770028 + Penalty 838.593090 = -118481.176938 nChanged 3 SP:Iteration 29Q (59.919200 sec): 3 clusters Score: Raw -119321.586791 + Penalty 836.763112 = -118484.823679 nChanged 2 SP:Iteration 30F (59.921991 sec): 3 clusters Score: Raw -119323.321039 + Penalty 832.129676 = -118491.191362 nChanged 4 SP:Iteration 31Q (59.924642 sec): 3 clusters Score: Raw -119326.079489 + Penalty 831.238806 = -118494.840683 nChanged 1 SP:Iteration 32Q (59.927275 sec): 3 clusters Score: Raw -119326.072083 + Penalty 831.813890 = -118494.258194 nChanged 1 SP:Iteration 33F (59.930109 sec): 3 clusters Score: Raw -119327.255331 + Penalty 832.578324 = -118494.677007 nChanged 1 SP:Iteration 34Q (59.932714 sec): 3 clusters Score: Raw -119328.057621 + Penalty 832.313020 = -118495.744601 nChanged 3 SP:Iteration 35Q (59.935344 sec): 3 clusters Score: Raw -119331.222098 + Penalty 830.600788 = -118500.621310 nChanged 3 SP:Iteration 36Q (59.937977 sec): 3 clusters Score: Raw -119333.054945 + Penalty 829.789437 = -118503.265508 nChanged 1 SP:Iteration 37Q (59.940578 sec): 3 clusters Score: Raw -119334.434822 + Penalty 829.789437 = -118504.645385 nChanged 0 SP:Iteration 38F (59.943371 sec): 3 clusters Score: Raw -119334.434822 + Penalty 829.789437 = -118504.645385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 16 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.946890 sec): 2 clusters Score: Raw -92558.410952 + Penalty 1072.712324 = -91485.698628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.949029 sec): 3 clusters Score: Raw -92161.072360 + Penalty 2143.491840 = -90017.580520 nChanged 313 SP:Iteration 1F (59.951104 sec): 3 clusters Score: Raw -92457.044908 + Penalty 2140.411832 = -90316.633076 nChanged 102 SP:Iteration 2F (59.953170 sec): 3 clusters Score: Raw -92581.617522 + Penalty 2137.297982 = -90444.319540 nChanged 57 SP:Iteration 3F (59.955261 sec): 3 clusters Score: Raw -92650.310319 + Penalty 2135.276320 = -90515.033999 nChanged 40 SP:Iteration 4Q (59.957315 sec): 3 clusters Score: Raw -92694.081427 + Penalty 2133.291476 = -90560.789951 nChanged 26 SP:Iteration 5Q (59.959354 sec): 3 clusters Score: Raw -92725.705197 + Penalty 2132.131810 = -90593.573387 nChanged 22 SP:Iteration 6Q (59.961381 sec): 3 clusters Score: Raw -92743.450631 + Penalty 2131.156848 = -90612.293782 nChanged 12 SP:Iteration 7Q (59.963401 sec): 3 clusters Score: Raw -92750.639320 + Penalty 2130.547963 = -90620.091357 nChanged 11 SP:Iteration 8Q (59.965419 sec): 3 clusters Score: Raw -92758.593896 + Penalty 2130.232280 = -90628.361616 nChanged 4 SP:Iteration 9Q (59.967417 sec): 3 clusters Score: Raw -92761.281342 + Penalty 2129.945690 = -90631.335652 nChanged 6 SP:Iteration 10F (59.969460 sec): 3 clusters Score: Raw -92767.861172 + Penalty 2129.558625 = -90638.302547 nChanged 4 SP:Iteration 11Q (59.971481 sec): 3 clusters Score: Raw -92770.431354 + Penalty 2129.139249 = -90641.292105 nChanged 3 SP:Iteration 12Q (59.973514 sec): 3 clusters Score: Raw -92773.444409 + Penalty 2128.743859 = -90644.700550 nChanged 4 SP:Iteration 13Q (59.975517 sec): 3 clusters Score: Raw -92776.373655 + Penalty 2128.448796 = -90647.924858 nChanged 3 SP:Iteration 14Q (59.977511 sec): 3 clusters Score: Raw -92779.526445 + Penalty 2128.513421 = -90651.013023 nChanged 4 SP:Iteration 15Q (59.979505 sec): 3 clusters Score: Raw -92781.309011 + Penalty 2128.864402 = -90652.444608 nChanged 2 SP:Iteration 16Q (59.981520 sec): 3 clusters Score: Raw -92783.306185 + Penalty 2129.059928 = -90654.246258 nChanged 2 SP:Iteration 17Q (59.983509 sec): 3 clusters Score: Raw -92785.592395 + Penalty 2129.181480 = -90656.410915 nChanged 2 SP:Iteration 18Q (59.985461 sec): 3 clusters Score: Raw -92786.710691 + Penalty 2129.185797 = -90657.524893 nChanged 1 SP:Iteration 19Q (59.987458 sec): 3 clusters Score: Raw -92787.069190 + Penalty 2128.908833 = -90658.160357 nChanged 2 SP:Iteration 20F (59.989515 sec): 3 clusters Score: Raw -92789.061514 + Penalty 2128.908833 = -90660.152681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.991823 sec): 2 clusters Score: Raw -26976.131644 + Penalty 737.455787 = -26238.675857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.992665 sec): 3 clusters Score: Raw -26932.598573 + Penalty 1482.906089 = -25449.692484 nChanged 78 SP:Iteration 1F (59.993490 sec): 3 clusters Score: Raw -27112.913742 + Penalty 1491.658236 = -25621.255506 nChanged 29 SP:Iteration 2F (59.994307 sec): 3 clusters Score: Raw -27192.860926 + Penalty 1498.095849 = -25694.765078 nChanged 14 SP:Iteration 3Q (59.995105 sec): 3 clusters Score: Raw -27229.736456 + Penalty 1497.956176 = -25731.780281 nChanged 9 SP:Iteration 4Q (59.995872 sec): 3 clusters Score: Raw -27248.153812 + Penalty 1496.535868 = -25751.617943 nChanged 3 SP:Iteration 5Q (59.996625 sec): 3 clusters Score: Raw -27259.581396 + Penalty 1495.987198 = -25763.594198 nChanged 3 SP:Iteration 6Q (59.997377 sec): 3 clusters Score: Raw -27266.198632 + Penalty 1493.960631 = -25772.238001 nChanged 3 SP:Iteration 7Q (59.998129 sec): 3 clusters Score: Raw -27272.754763 + Penalty 1492.930056 = -25779.824707 nChanged 2 SP:Iteration 8Q (59.998879 sec): 3 clusters Score: Raw -27279.675232 + Penalty 1493.306673 = -25786.368559 nChanged 2 SP:Iteration 9Q (59.999624 sec): 3 clusters Score: Raw -27283.602438 + Penalty 1493.306673 = -25790.295765 nChanged 0 SP:Iteration 10F (60.000449 sec): 3 clusters Score: Raw -27283.602438 + Penalty 1493.306673 = -25790.295765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.003015 sec): 2 clusters Score: Raw -37874.469931 + Penalty 426.633246 = -37447.836685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.004087 sec): 3 clusters Score: Raw -37650.970825 + Penalty 855.066922 = -36795.903903 nChanged 161 SP:Iteration 1F (60.005246 sec): 3 clusters Score: Raw -37768.099754 + Penalty 874.016514 = -36894.083239 nChanged 44 SP:Iteration 2F (60.006370 sec): 3 clusters Score: Raw -37817.267754 + Penalty 897.445823 = -36919.821931 nChanged 32 SP:Iteration 3F (60.007473 sec): 3 clusters Score: Raw -37846.756539 + Penalty 919.167986 = -36927.588554 nChanged 16 SP:Iteration 4Q (60.008542 sec): 3 clusters Score: Raw -37860.417882 + Penalty 933.481601 = -36926.936280 nChanged 12 SP:Iteration 5F (60.009598 sec): 3 clusters Score: Raw -37872.145665 + Penalty 944.578375 = -36927.567291 nChanged 8 SP:Iteration 6Q (60.010623 sec): 3 clusters Score: Raw -37881.904272 + Penalty 958.285292 = -36923.618980 nChanged 9 SP:Iteration 7F (60.011705 sec): 3 clusters Score: Raw -37892.002310 + Penalty 969.968069 = -36922.034241 nChanged 7 SP:Iteration 8F (60.012768 sec): 3 clusters Score: Raw -37899.363679 + Penalty 974.270345 = -36925.093334 nChanged 3 SP:Iteration 9Q (60.013754 sec): 3 clusters Score: Raw -37900.352001 + Penalty 976.249560 = -36924.102441 nChanged 1 SP:Iteration 10F (60.014812 sec): 3 clusters Score: Raw -37900.965442 + Penalty 977.490041 = -36923.475401 nChanged 1 SP:Iteration 11F (60.015892 sec): 3 clusters Score: Raw -37901.380015 + Penalty 982.886324 = -36918.493690 nChanged 3 SP:Iteration 12F (60.016958 sec): 3 clusters Score: Raw -37902.832978 + Penalty 982.682389 = -36920.150590 nChanged 1 SP:Iteration 13Q (60.017945 sec): 3 clusters Score: Raw -37902.825245 + Penalty 982.682389 = -36920.142856 nChanged 0 SP:Iteration 14F (60.019008 sec): 3 clusters Score: Raw -37902.825245 + Penalty 982.682389 = -36920.142856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.022761 sec): 2 clusters Score: Raw -49323.556234 + Penalty 1003.444059 = -48320.112175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.024138 sec): 3 clusters Score: Raw -49190.558193 + Penalty 2006.848626 = -47183.709567 nChanged 154 SP:Iteration 1F (60.025526 sec): 3 clusters Score: Raw -49374.125054 + Penalty 2006.365064 = -47367.759990 nChanged 60 SP:Iteration 2F (60.026894 sec): 3 clusters Score: Raw -49461.464408 + Penalty 2005.929184 = -47455.535224 nChanged 33 SP:Iteration 3F (60.028257 sec): 3 clusters Score: Raw -49527.545511 + Penalty 2005.818048 = -47521.727463 nChanged 22 SP:Iteration 4Q (60.029565 sec): 3 clusters Score: Raw -49574.054736 + Penalty 2005.372924 = -47568.681812 nChanged 17 SP:Iteration 5Q (60.030886 sec): 3 clusters Score: Raw -49597.320451 + Penalty 2005.475037 = -47591.845414 nChanged 9 SP:Iteration 6Q (60.032197 sec): 3 clusters Score: Raw -49605.915105 + Penalty 2005.535440 = -47600.379665 nChanged 5 SP:Iteration 7Q (60.033507 sec): 3 clusters Score: Raw -49615.816725 + Penalty 2005.623718 = -47610.193008 nChanged 5 SP:Iteration 8Q (60.034799 sec): 3 clusters Score: Raw -49620.570170 + Penalty 2005.567861 = -47615.002310 nChanged 4 SP:Iteration 9Q (60.036115 sec): 3 clusters Score: Raw -49627.102807 + Penalty 2005.755358 = -47621.347449 nChanged 3 SP:Iteration 10F (60.037487 sec): 3 clusters Score: Raw -49629.730214 + Penalty 2005.752346 = -47623.977868 nChanged 2 SP:Iteration 11Q (60.038781 sec): 3 clusters Score: Raw -49633.051078 + Penalty 2005.679432 = -47627.371646 nChanged 1 SP:Iteration 12Q (60.040130 sec): 3 clusters Score: Raw -49633.674282 + Penalty 2005.679432 = -47627.994850 nChanged 0 SP:Iteration 13F (60.041565 sec): 3 clusters Score: Raw -49633.674282 + Penalty 2005.679432 = -47627.994850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.044257 sec): 2 clusters Score: Raw -7897.871617 + Penalty 87.663791 = -7810.207827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.044693 sec): 3 clusters Score: Raw -7873.375939 + Penalty 174.525946 = -7698.849993 nChanged 45 SP:Iteration 1F (60.045144 sec): 3 clusters Score: Raw -7952.898270 + Penalty 172.785829 = -7780.112441 nChanged 10 SP:Iteration 2F (60.045560 sec): 3 clusters Score: Raw -7983.976384 + Penalty 163.547262 = -7820.429122 nChanged 9 SP:Iteration 3F (60.045978 sec): 3 clusters Score: Raw -8010.240808 + Penalty 165.099064 = -7845.141744 nChanged 12 SP:Iteration 4F (60.046383 sec): 3 clusters Score: Raw -8037.812610 + Penalty 173.412303 = -7864.400307 nChanged 6 SP:Iteration 5F (60.046803 sec): 3 clusters Score: Raw -8052.175045 + Penalty 174.687765 = -7877.487280 nChanged 1 SP:Iteration 6Q (60.047161 sec): 3 clusters Score: Raw -8056.252501 + Penalty 174.687765 = -7881.564736 nChanged 0 SP:Iteration 7F (60.047565 sec): 3 clusters Score: Raw -8056.252501 + Penalty 174.687765 = -7881.564736 nChanged 0 Score: Raw -2446559.861979 + Penalty 31756.967561 = -2414802.894417 Splitting cluster 20 changes total score from -2398166.572181 to -2414802.894417 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 23 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.575629 sec): 2 clusters Score: Raw -52173.982547 + Penalty 553.320272 = -51620.662275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.577106 sec): 3 clusters Score: Raw -51897.371817 + Penalty 1107.509803 = -50789.862013 nChanged 202 SP:Iteration 1F (60.578545 sec): 3 clusters Score: Raw -52088.709437 + Penalty 1107.653594 = -50981.055843 nChanged 57 SP:Iteration 2F (60.579984 sec): 3 clusters Score: Raw -52140.426599 + Penalty 1107.279340 = -51033.147259 nChanged 25 SP:Iteration 3Q (60.581430 sec): 3 clusters Score: Raw -52159.312538 + Penalty 1106.438508 = -51052.874030 nChanged 10 SP:Iteration 4Q (60.582843 sec): 3 clusters Score: Raw -52172.534023 + Penalty 1106.304153 = -51066.229870 nChanged 6 SP:Iteration 5Q (60.584248 sec): 3 clusters Score: Raw -52178.385539 + Penalty 1105.766570 = -51072.618969 nChanged 9 SP:Iteration 6Q (60.585679 sec): 3 clusters Score: Raw -52184.591335 + Penalty 1105.263712 = -51079.327624 nChanged 8 SP:Iteration 7Q (60.587082 sec): 3 clusters Score: Raw -52189.445269 + Penalty 1104.565950 = -51084.879319 nChanged 10 SP:Iteration 8Q (60.588476 sec): 3 clusters Score: Raw -52196.686939 + Penalty 1104.275234 = -51092.411706 nChanged 10 SP:Iteration 9Q (60.589896 sec): 3 clusters Score: Raw -52203.820690 + Penalty 1103.642252 = -51100.178439 nChanged 9 SP:Iteration 10F (60.591331 sec): 3 clusters Score: Raw -52209.071256 + Penalty 1103.342602 = -51105.728654 nChanged 8 SP:Iteration 11Q (60.592729 sec): 3 clusters Score: Raw -52213.999636 + Penalty 1102.565029 = -51111.434607 nChanged 9 SP:Iteration 12Q (60.594130 sec): 3 clusters Score: Raw -52218.221428 + Penalty 1101.655961 = -51116.565467 nChanged 8 SP:Iteration 13Q (60.595551 sec): 3 clusters Score: Raw -52222.690435 + Penalty 1100.211363 = -51122.479072 nChanged 10 SP:Iteration 14Q (60.596957 sec): 3 clusters Score: Raw -52230.380013 + Penalty 1099.551198 = -51130.828815 nChanged 8 SP:Iteration 15Q (60.598345 sec): 3 clusters Score: Raw -52237.560407 + Penalty 1099.614548 = -51137.945859 nChanged 10 SP:Iteration 16Q (60.599761 sec): 3 clusters Score: Raw -52245.677195 + Penalty 1100.828309 = -51144.848886 nChanged 8 SP:Iteration 17Q (60.601155 sec): 3 clusters Score: Raw -52250.278884 + Penalty 1102.363769 = -51147.915115 nChanged 8 SP:Iteration 18Q (60.602624 sec): 3 clusters Score: Raw -52256.209152 + Penalty 1103.857229 = -51152.351923 nChanged 7 SP:Iteration 19Q (60.604009 sec): 3 clusters Score: Raw -52263.647092 + Penalty 1105.147146 = -51158.499946 nChanged 7 SP:Iteration 20F (60.605464 sec): 3 clusters Score: Raw -52270.157604 + Penalty 1107.929849 = -51162.227755 nChanged 10 SP:Iteration 21Q (60.606865 sec): 3 clusters Score: Raw -52283.290579 + Penalty 1110.431440 = -51172.859139 nChanged 8 SP:Iteration 22Q (60.608249 sec): 3 clusters Score: Raw -52290.989385 + Penalty 1111.917959 = -51179.071425 nChanged 7 SP:Iteration 23Q (60.609659 sec): 3 clusters Score: Raw -52295.909211 + Penalty 1113.312910 = -51182.596301 nChanged 5 SP:Iteration 24Q (60.611056 sec): 3 clusters Score: Raw -52298.591166 + Penalty 1114.618167 = -51183.973000 nChanged 3 SP:Iteration 25Q (60.612440 sec): 3 clusters Score: Raw -52301.314294 + Penalty 1117.752014 = -51183.562280 nChanged 8 SP:Iteration 26F (60.613868 sec): 3 clusters Score: Raw -52312.367525 + Penalty 1121.258741 = -51191.108784 nChanged 8 SP:Iteration 27Q (60.615247 sec): 3 clusters Score: Raw -52319.082897 + Penalty 1126.242073 = -51192.840824 nChanged 8 SP:Iteration 28Q (60.616623 sec): 3 clusters Score: Raw -52325.370416 + Penalty 1133.799242 = -51191.571174 nChanged 11 SP:Iteration 29F (60.618056 sec): 3 clusters Score: Raw -52337.166732 + Penalty 1142.033084 = -51195.133648 nChanged 12 SP:Iteration 30F (60.619485 sec): 3 clusters Score: Raw -52352.262155 + Penalty 1147.112967 = -51205.149188 nChanged 12 SP:Iteration 31Q (60.620862 sec): 3 clusters Score: Raw -52364.188101 + Penalty 1151.961320 = -51212.226780 nChanged 11 SP:Iteration 32Q (60.622213 sec): 3 clusters Score: Raw -52379.322761 + Penalty 1156.492950 = -51222.829811 nChanged 7 SP:Iteration 33Q (60.623564 sec): 3 clusters Score: Raw -52385.153631 + Penalty 1157.634284 = -51227.519347 nChanged 6 SP:Iteration 34Q (60.624904 sec): 3 clusters Score: Raw -52387.171754 + Penalty 1157.634284 = -51229.537470 nChanged 0 SP:Iteration 35F (60.626351 sec): 3 clusters Score: Raw -52387.171754 + Penalty 1157.634284 = -51229.537470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 27 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.629629 sec): 2 clusters Score: Raw -51956.276511 + Penalty 590.960194 = -51365.316317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.631100 sec): 3 clusters Score: Raw -51668.096714 + Penalty 1184.766098 = -50483.330615 nChanged 188 SP:Iteration 1F (60.632546 sec): 3 clusters Score: Raw -51835.828972 + Penalty 1193.343893 = -50642.485078 nChanged 79 SP:Iteration 2F (60.633975 sec): 3 clusters Score: Raw -51922.025865 + Penalty 1199.709982 = -50722.315883 nChanged 38 SP:Iteration 3F (60.635399 sec): 3 clusters Score: Raw -51951.652718 + Penalty 1206.375574 = -50745.277144 nChanged 26 SP:Iteration 4Q (60.636835 sec): 3 clusters Score: Raw -51982.932790 + Penalty 1210.987051 = -50771.945739 nChanged 21 SP:Iteration 5Q (60.638245 sec): 3 clusters Score: Raw -51999.947588 + Penalty 1216.841376 = -50783.106212 nChanged 16 SP:Iteration 6Q (60.639648 sec): 3 clusters Score: Raw -52016.809375 + Penalty 1221.588665 = -50795.220710 nChanged 16 SP:Iteration 7Q (60.641071 sec): 3 clusters Score: Raw -52035.353557 + Penalty 1224.413395 = -50810.940162 nChanged 11 SP:Iteration 8Q (60.642461 sec): 3 clusters Score: Raw -52044.168283 + Penalty 1225.865655 = -50818.302628 nChanged 6 SP:Iteration 9Q (60.643837 sec): 3 clusters Score: Raw -52050.409862 + Penalty 1229.072377 = -50821.337485 nChanged 5 SP:Iteration 10F (60.645262 sec): 3 clusters Score: Raw -52057.432893 + Penalty 1228.249179 = -50829.183714 nChanged 2 SP:Iteration 11Q (60.646652 sec): 3 clusters Score: Raw -52058.818270 + Penalty 1228.249179 = -50830.569091 nChanged 0 SP:Iteration 12F (60.648081 sec): 3 clusters Score: Raw -52058.818270 + Penalty 1228.249179 = -50830.569091 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 29 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.651972 sec): 2 clusters Score: Raw -78161.796414 + Penalty 772.436959 = -77389.359456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.654017 sec): 3 clusters Score: Raw -77768.797803 + Penalty 1550.196457 = -76218.601346 nChanged 278 SP:Iteration 1F (60.656023 sec): 3 clusters Score: Raw -77993.960796 + Penalty 1556.191787 = -76437.769009 nChanged 87 SP:Iteration 2F (60.658035 sec): 3 clusters Score: Raw -78089.752411 + Penalty 1563.672608 = -76526.079803 nChanged 61 SP:Iteration 3F (60.659967 sec): 3 clusters Score: Raw -78148.928883 + Penalty 1569.931222 = -76578.997660 nChanged 43 SP:Iteration 4F (60.661841 sec): 3 clusters Score: Raw -78191.928433 + Penalty 1576.401822 = -76615.526611 nChanged 36 SP:Iteration 5Q (60.663715 sec): 3 clusters Score: Raw -78228.067780 + Penalty 1580.459513 = -76647.608267 nChanged 22 SP:Iteration 6Q (60.665589 sec): 3 clusters Score: Raw -78246.188971 + Penalty 1584.939509 = -76661.249463 nChanged 18 SP:Iteration 7Q (60.667493 sec): 3 clusters Score: Raw -78262.421360 + Penalty 1585.294248 = -76677.127112 nChanged 12 SP:Iteration 8Q (60.669375 sec): 3 clusters Score: Raw -78273.201695 + Penalty 1585.850207 = -76687.351488 nChanged 7 SP:Iteration 9Q (60.671242 sec): 3 clusters Score: Raw -78282.284628 + Penalty 1586.291899 = -76695.992729 nChanged 8 SP:Iteration 10F (60.673141 sec): 3 clusters Score: Raw -78287.946964 + Penalty 1586.781184 = -76701.165780 nChanged 5 SP:Iteration 11Q (60.674948 sec): 3 clusters Score: Raw -78292.828392 + Penalty 1587.581656 = -76705.246736 nChanged 3 SP:Iteration 12Q (60.676820 sec): 3 clusters Score: Raw -78296.304329 + Penalty 1587.784540 = -76708.519789 nChanged 5 SP:Iteration 13Q (60.678633 sec): 3 clusters Score: Raw -78300.504188 + Penalty 1588.322821 = -76712.181367 nChanged 3 SP:Iteration 14Q (60.680433 sec): 3 clusters Score: Raw -78303.210972 + Penalty 1588.864047 = -76714.346925 nChanged 1 SP:Iteration 15Q (60.682256 sec): 3 clusters Score: Raw -78304.208226 + Penalty 1588.838949 = -76715.369277 nChanged 2 SP:Iteration 16Q (60.684055 sec): 3 clusters Score: Raw -78304.638398 + Penalty 1588.864937 = -76715.773461 nChanged 1 SP:Iteration 17Q (60.685843 sec): 3 clusters Score: Raw -78306.651510 + Penalty 1589.156095 = -76717.495416 nChanged 1 SP:Iteration 18Q (60.687642 sec): 3 clusters Score: Raw -78309.403940 + Penalty 1589.608137 = -76719.795803 nChanged 1 SP:Iteration 19Q (60.689418 sec): 3 clusters Score: Raw -78310.503812 + Penalty 1590.127138 = -76720.376674 nChanged 1 SP:Iteration 20F (60.691328 sec): 3 clusters Score: Raw -78310.870427 + Penalty 1590.127138 = -76720.743289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.692022 sec): 2 clusters Score: Raw -3823.365221 + Penalty 30.002214 = -3793.363008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.692288 sec): 3 clusters Score: Raw -3807.570003 + Penalty 67.195663 = -3740.374340 nChanged 20 SP:Iteration 1F (60.692537 sec): 3 clusters Score: Raw -3829.419879 + Penalty 70.146949 = -3759.272929 nChanged 4 SP:Iteration 2F (60.692786 sec): 3 clusters Score: Raw -3832.904942 + Penalty 73.843246 = -3759.061696 nChanged 2 SP:Iteration 3F (60.693031 sec): 3 clusters Score: Raw -3834.200981 + Penalty 78.602642 = -3755.598339 nChanged 2 SP:Iteration 4F (60.693274 sec): 3 clusters Score: Raw -3836.159611 + Penalty 84.955545 = -3751.204066 nChanged 2 SP:Iteration 5F (60.693518 sec): 3 clusters Score: Raw -3838.283077 + Penalty 93.856930 = -3744.426147 nChanged 2 SP:Iteration 6F (60.693761 sec): 3 clusters Score: Raw -3841.084535 + Penalty 107.216994 = -3733.867541 nChanged 2 SP:Iteration 7F (60.694003 sec): 3 clusters Score: Raw -3843.884190 + Penalty 107.216994 = -3736.667196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 31 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.695923 sec): 2 clusters Score: Raw -28510.068151 + Penalty 479.781329 = -28030.286823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.696812 sec): 3 clusters Score: Raw -28394.865087 + Penalty 966.069715 = -27428.795372 nChanged 97 SP:Iteration 1F (60.697668 sec): 3 clusters Score: Raw -28494.380516 + Penalty 973.180176 = -27521.200340 nChanged 26 SP:Iteration 2F (60.698519 sec): 3 clusters Score: Raw -28528.150505 + Penalty 974.053367 = -27554.097139 nChanged 22 SP:Iteration 3F (60.699399 sec): 3 clusters Score: Raw -28547.369049 + Penalty 980.590619 = -27566.778430 nChanged 10 SP:Iteration 4Q (60.700229 sec): 3 clusters Score: Raw -28557.092440 + Penalty 983.335366 = -27573.757074 nChanged 8 SP:Iteration 5Q (60.701065 sec): 3 clusters Score: Raw -28566.124821 + Penalty 987.305046 = -27578.819774 nChanged 10 SP:Iteration 6Q (60.701898 sec): 3 clusters Score: Raw -28582.249364 + Penalty 992.439395 = -27589.809969 nChanged 11 SP:Iteration 7Q (60.702724 sec): 3 clusters Score: Raw -28606.805359 + Penalty 990.208511 = -27616.596848 nChanged 12 SP:Iteration 8Q (60.703539 sec): 3 clusters Score: Raw -28621.556367 + Penalty 990.408580 = -27631.147787 nChanged 8 SP:Iteration 9Q (60.704350 sec): 3 clusters Score: Raw -28637.558795 + Penalty 990.716952 = -27646.841843 nChanged 9 SP:Iteration 10F (60.705201 sec): 3 clusters Score: Raw -28670.074923 + Penalty 987.781990 = -27682.292933 nChanged 9 SP:Iteration 11Q (60.706057 sec): 3 clusters Score: Raw -28682.698042 + Penalty 986.661468 = -27696.036574 nChanged 6 SP:Iteration 12Q (60.706965 sec): 3 clusters Score: Raw -28689.970340 + Penalty 985.234076 = -27704.736265 nChanged 5 SP:Iteration 13Q (60.707888 sec): 3 clusters Score: Raw -28696.894394 + Penalty 982.061721 = -27714.832673 nChanged 3 SP:Iteration 14Q (60.708721 sec): 3 clusters Score: Raw -28701.592789 + Penalty 982.061721 = -27719.531068 nChanged 0 SP:Iteration 15F (60.709665 sec): 3 clusters Score: Raw -28701.592789 + Penalty 982.061721 = -27719.531068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.711123 sec): 2 clusters Score: Raw -15141.096948 + Penalty 674.246614 = -14466.850334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.711689 sec): 3 clusters Score: Raw -15177.309101 + Penalty 1343.478188 = -13833.830912 nChanged 34 SP:Iteration 1F (60.712242 sec): 3 clusters Score: Raw -15244.719135 + Penalty 1347.280008 = -13897.439127 nChanged 7 SP:Iteration 2Q (60.712797 sec): 3 clusters Score: Raw -15260.134077 + Penalty 1351.690185 = -13908.443891 nChanged 6 SP:Iteration 3Q (60.713330 sec): 3 clusters Score: Raw -15275.814285 + Penalty 1354.749594 = -13921.064691 nChanged 2 SP:Iteration 4Q (60.713855 sec): 3 clusters Score: Raw -15281.470838 + Penalty 1354.749594 = -13926.721244 nChanged 0 SP:Iteration 5F (60.714404 sec): 3 clusters Score: Raw -15281.470838 + Penalty 1354.749594 = -13926.721244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.716211 sec): 2 clusters Score: Raw -22359.321217 + Penalty 373.535996 = -21985.785221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.717061 sec): 3 clusters Score: Raw -22277.264439 + Penalty 751.050024 = -21526.214415 nChanged 82 SP:Iteration 1F (60.717892 sec): 3 clusters Score: Raw -22376.512006 + Penalty 743.120341 = -21633.391665 nChanged 33 SP:Iteration 2F (60.718723 sec): 3 clusters Score: Raw -22450.373559 + Penalty 738.004544 = -21712.369015 nChanged 20 SP:Iteration 3F (60.719557 sec): 3 clusters Score: Raw -22481.384486 + Penalty 736.622870 = -21744.761616 nChanged 14 SP:Iteration 4Q (60.720383 sec): 3 clusters Score: Raw -22499.673590 + Penalty 734.484748 = -21765.188842 nChanged 11 SP:Iteration 5Q (60.721227 sec): 3 clusters Score: Raw -22513.619599 + Penalty 733.653627 = -21779.965972 nChanged 2 SP:Iteration 6Q (60.722075 sec): 3 clusters Score: Raw -22514.287316 + Penalty 732.883523 = -21781.403793 nChanged 1 SP:Iteration 7Q (60.722916 sec): 3 clusters Score: Raw -22514.521263 + Penalty 732.883523 = -21781.637740 nChanged 0 SP:Iteration 8F (60.723764 sec): 3 clusters Score: Raw -22514.521263 + Penalty 732.883523 = -21781.637740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 37 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.726767 sec): 2 clusters Score: Raw -52457.456045 + Penalty 944.100503 = -51513.355542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.728204 sec): 3 clusters Score: Raw -52303.261181 + Penalty 1888.730610 = -50414.530571 nChanged 139 SP:Iteration 1F (60.729667 sec): 3 clusters Score: Raw -52441.608753 + Penalty 1889.133089 = -50552.475664 nChanged 34 SP:Iteration 2F (60.731140 sec): 3 clusters Score: Raw -52485.364714 + Penalty 1889.251171 = -50596.113543 nChanged 12 SP:Iteration 3Q (60.732572 sec): 3 clusters Score: Raw -52502.873257 + Penalty 1889.501359 = -50613.371898 nChanged 9 SP:Iteration 4Q (60.733920 sec): 3 clusters Score: Raw -52511.551259 + Penalty 1889.790447 = -50621.760812 nChanged 6 SP:Iteration 5Q (60.735298 sec): 3 clusters Score: Raw -52516.594939 + Penalty 1890.238058 = -50626.356882 nChanged 4 SP:Iteration 6Q (60.736682 sec): 3 clusters Score: Raw -52519.452754 + Penalty 1890.413144 = -50629.039610 nChanged 4 SP:Iteration 7Q (60.738073 sec): 3 clusters Score: Raw -52522.868375 + Penalty 1890.383456 = -50632.484918 nChanged 2 SP:Iteration 8Q (60.739433 sec): 3 clusters Score: Raw -52523.381425 + Penalty 1890.485470 = -50632.895955 nChanged 1 SP:Iteration 9Q (60.740742 sec): 3 clusters Score: Raw -52523.651123 + Penalty 1890.435874 = -50633.215248 nChanged 1 SP:Iteration 10F (60.742087 sec): 3 clusters Score: Raw -52524.683615 + Penalty 1890.435874 = -50634.247740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 46 (601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.745378 sec): 2 clusters Score: Raw -54064.052041 + Penalty 730.226822 = -53333.825220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.746829 sec): 3 clusters Score: Raw -53814.724287 + Penalty 1473.955618 = -52340.768669 nChanged 174 SP:Iteration 1F (60.748229 sec): 3 clusters Score: Raw -53944.726322 + Penalty 1486.277385 = -52458.448937 nChanged 49 SP:Iteration 2F (60.749626 sec): 3 clusters Score: Raw -54004.169428 + Penalty 1496.506688 = -52507.662740 nChanged 38 SP:Iteration 3F (60.751024 sec): 3 clusters Score: Raw -54056.039355 + Penalty 1502.418909 = -52553.620446 nChanged 22 SP:Iteration 4Q (60.752427 sec): 3 clusters Score: Raw -54089.270137 + Penalty 1504.294586 = -52584.975551 nChanged 18 SP:Iteration 5Q (60.753799 sec): 3 clusters Score: Raw -54107.316826 + Penalty 1506.687527 = -52600.629299 nChanged 8 SP:Iteration 6Q (60.755160 sec): 3 clusters Score: Raw -54117.601261 + Penalty 1509.289164 = -52608.312097 nChanged 8 SP:Iteration 7Q (60.756683 sec): 3 clusters Score: Raw -54125.232946 + Penalty 1511.078126 = -52614.154819 nChanged 7 SP:Iteration 8Q (60.758114 sec): 3 clusters Score: Raw -54130.492694 + Penalty 1514.325144 = -52616.167550 nChanged 6 SP:Iteration 9Q (60.759519 sec): 3 clusters Score: Raw -54134.085478 + Penalty 1516.876353 = -52617.209124 nChanged 3 SP:Iteration 10F (60.760947 sec): 3 clusters Score: Raw -54137.241878 + Penalty 1519.473585 = -52617.768293 nChanged 3 SP:Iteration 11Q (60.762292 sec): 3 clusters Score: Raw -54140.070301 + Penalty 1522.332206 = -52617.738095 nChanged 4 SP:Iteration 12F (60.763713 sec): 3 clusters Score: Raw -54143.680172 + Penalty 1526.293568 = -52617.386604 nChanged 5 SP:Iteration 13F (60.765105 sec): 3 clusters Score: Raw -54150.594253 + Penalty 1529.325491 = -52621.268761 nChanged 4 SP:Iteration 14Q (60.766455 sec): 3 clusters Score: Raw -54153.964256 + Penalty 1530.719525 = -52623.244730 nChanged 2 SP:Iteration 15Q (60.767796 sec): 3 clusters Score: Raw -54154.690805 + Penalty 1531.852603 = -52622.838202 nChanged 1 SP:Iteration 16F (60.769184 sec): 3 clusters Score: Raw -54154.931469 + Penalty 1531.852603 = -52623.078866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.771478 sec): 2 clusters Score: Raw -31320.347494 + Penalty 535.797313 = -30784.550181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.772408 sec): 3 clusters Score: Raw -31183.716590 + Penalty 1093.465075 = -30090.251515 nChanged 104 SP:Iteration 1F (60.773304 sec): 3 clusters Score: Raw -31293.308301 + Penalty 1106.234474 = -30187.073827 nChanged 23 SP:Iteration 2F (60.774186 sec): 3 clusters Score: Raw -31322.388493 + Penalty 1113.549083 = -30208.839410 nChanged 13 SP:Iteration 3Q (60.775069 sec): 3 clusters Score: Raw -31335.063573 + Penalty 1122.031954 = -30213.031619 nChanged 9 SP:Iteration 4Q (60.775934 sec): 3 clusters Score: Raw -31343.077493 + Penalty 1127.172002 = -30215.905492 nChanged 4 SP:Iteration 5Q (60.776780 sec): 3 clusters Score: Raw -31347.032153 + Penalty 1126.055082 = -30220.977071 nChanged 2 SP:Iteration 6Q (60.777621 sec): 3 clusters Score: Raw -31349.797957 + Penalty 1126.953318 = -30222.844639 nChanged 2 SP:Iteration 7Q (60.778485 sec): 3 clusters Score: Raw -31351.010046 + Penalty 1127.304960 = -30223.705086 nChanged 2 SP:Iteration 8Q (60.779323 sec): 3 clusters Score: Raw -31352.086160 + Penalty 1127.548179 = -30224.537981 nChanged 1 SP:Iteration 9Q (60.780191 sec): 3 clusters Score: Raw -31352.913764 + Penalty 1127.408929 = -30225.504835 nChanged 1 SP:Iteration 10F (60.781083 sec): 3 clusters Score: Raw -31352.989232 + Penalty 1127.408929 = -30225.580303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.782961 sec): 2 clusters Score: Raw -31812.402728 + Penalty 738.728690 = -31073.674038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.783839 sec): 3 clusters Score: Raw -31753.634809 + Penalty 1484.460294 = -30269.174515 nChanged 78 SP:Iteration 1F (60.784725 sec): 3 clusters Score: Raw -31843.029575 + Penalty 1489.233322 = -30353.796253 nChanged 15 SP:Iteration 2Q (60.785586 sec): 3 clusters Score: Raw -31861.644353 + Penalty 1492.464803 = -30369.179550 nChanged 10 SP:Iteration 3Q (60.786450 sec): 3 clusters Score: Raw -31873.516189 + Penalty 1493.072385 = -30380.443805 nChanged 8 SP:Iteration 4Q (60.787301 sec): 3 clusters Score: Raw -31882.209508 + Penalty 1496.615146 = -30385.594362 nChanged 4 SP:Iteration 5Q (60.788148 sec): 3 clusters Score: Raw -31889.583763 + Penalty 1497.486218 = -30392.097545 nChanged 2 SP:Iteration 6Q (60.788993 sec): 3 clusters Score: Raw -31891.705204 + Penalty 1498.811897 = -30392.893307 nChanged 2 SP:Iteration 7Q (60.789878 sec): 3 clusters Score: Raw -31893.575403 + Penalty 1499.625825 = -30393.949579 nChanged 1 SP:Iteration 8Q (60.790732 sec): 3 clusters Score: Raw -31894.327252 + Penalty 1499.625825 = -30394.701427 nChanged 0 SP:Iteration 9F (60.791595 sec): 3 clusters Score: Raw -31894.327252 + Penalty 1499.625825 = -30394.701427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.793982 sec): 2 clusters Score: Raw -39942.166237 + Penalty 761.260893 = -39180.905344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.795127 sec): 3 clusters Score: Raw -39799.339207 + Penalty 1521.838476 = -38277.500731 nChanged 104 SP:Iteration 1F (60.796253 sec): 3 clusters Score: Raw -39921.892938 + Penalty 1523.085584 = -38398.807354 nChanged 36 SP:Iteration 2F (60.797359 sec): 3 clusters Score: Raw -39973.945512 + Penalty 1525.483802 = -38448.461710 nChanged 18 SP:Iteration 3Q (60.798445 sec): 3 clusters Score: Raw -40001.120043 + Penalty 1528.117385 = -38473.002658 nChanged 21 SP:Iteration 4Q (60.799537 sec): 3 clusters Score: Raw -40029.404392 + Penalty 1530.803720 = -38498.600672 nChanged 14 SP:Iteration 5Q (60.800617 sec): 3 clusters Score: Raw -40045.526557 + Penalty 1533.591015 = -38511.935542 nChanged 8 SP:Iteration 6Q (60.801693 sec): 3 clusters Score: Raw -40050.273171 + Penalty 1535.025828 = -38515.247342 nChanged 7 SP:Iteration 7Q (60.802762 sec): 3 clusters Score: Raw -40055.342828 + Penalty 1537.141841 = -38518.200986 nChanged 4 SP:Iteration 8Q (60.803864 sec): 3 clusters Score: Raw -40059.796692 + Penalty 1538.504955 = -38521.291737 nChanged 3 SP:Iteration 9Q (60.804962 sec): 3 clusters Score: Raw -40064.164725 + Penalty 1539.926788 = -38524.237937 nChanged 3 SP:Iteration 10F (60.806073 sec): 3 clusters Score: Raw -40066.425181 + Penalty 1540.425323 = -38525.999858 nChanged 1 SP:Iteration 11Q (60.807152 sec): 3 clusters Score: Raw -40066.864100 + Penalty 1541.127288 = -38525.736812 nChanged 1 SP:Iteration 12F (60.808340 sec): 3 clusters Score: Raw -40067.530690 + Penalty 1541.680290 = -38525.850400 nChanged 2 SP:Iteration 13Q (60.809436 sec): 3 clusters Score: Raw -40069.345613 + Penalty 1541.680290 = -38527.665322 nChanged 0 SP:Iteration 14F (60.810550 sec): 3 clusters Score: Raw -40069.345613 + Penalty 1541.680290 = -38527.665322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.812933 sec): 2 clusters Score: Raw -35208.707511 + Penalty 787.447054 = -34421.260456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.813946 sec): 3 clusters Score: Raw -35097.042129 + Penalty 1574.929218 = -33522.112911 nChanged 108 SP:Iteration 1F (60.814951 sec): 3 clusters Score: Raw -35203.638247 + Penalty 1574.500660 = -33629.137587 nChanged 25 SP:Iteration 2F (60.815954 sec): 3 clusters Score: Raw -35232.710980 + Penalty 1574.061929 = -33658.649051 nChanged 8 SP:Iteration 3Q (60.816937 sec): 3 clusters Score: Raw -35243.278879 + Penalty 1573.340457 = -33669.938422 nChanged 9 SP:Iteration 4Q (60.817917 sec): 3 clusters Score: Raw -35252.526941 + Penalty 1572.477528 = -33680.049412 nChanged 9 SP:Iteration 5Q (60.818896 sec): 3 clusters Score: Raw -35262.305801 + Penalty 1571.654442 = -33690.651359 nChanged 4 SP:Iteration 6Q (60.819894 sec): 3 clusters Score: Raw -35265.085509 + Penalty 1571.227336 = -33693.858173 nChanged 2 SP:Iteration 7Q (60.820874 sec): 3 clusters Score: Raw -35268.081002 + Penalty 1570.948106 = -33697.132895 nChanged 1 SP:Iteration 8Q (60.821849 sec): 3 clusters Score: Raw -35268.430299 + Penalty 1570.894360 = -33697.535939 nChanged 1 SP:Iteration 9Q (60.822823 sec): 3 clusters Score: Raw -35268.627880 + Penalty 1570.894360 = -33697.733521 nChanged 0 SP:Iteration 10F (60.823824 sec): 3 clusters Score: Raw -35268.627880 + Penalty 1570.894360 = -33697.733521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.825015 sec): 2 clusters Score: Raw -4821.357396 + Penalty 288.113282 = -4533.244114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.825416 sec): 3 clusters Score: Raw -4978.584578 + Penalty 595.226518 = -4383.358060 nChanged 17 SP:Iteration 1F (60.825831 sec): 3 clusters Score: Raw -5028.288391 + Penalty 597.396200 = -4430.892191 nChanged 5 SP:Iteration 2Q (60.826215 sec): 3 clusters Score: Raw -5052.272407 + Penalty 597.519557 = -4454.752850 nChanged 1 SP:Iteration 3Q (60.826571 sec): 3 clusters Score: Raw -5055.446413 + Penalty 597.519557 = -4457.926856 nChanged 0 SP:Iteration 4F (60.826957 sec): 3 clusters Score: Raw -5055.446413 + Penalty 597.519557 = -4457.926856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 79 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.829665 sec): 2 clusters Score: Raw -49725.532784 + Penalty 660.954203 = -49064.578581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.831005 sec): 3 clusters Score: Raw -49460.035636 + Penalty 1322.422822 = -48137.612815 nChanged 154 SP:Iteration 1F (60.832315 sec): 3 clusters Score: Raw -49559.135060 + Penalty 1321.537683 = -48237.597377 nChanged 45 SP:Iteration 2F (60.833623 sec): 3 clusters Score: Raw -49593.362221 + Penalty 1322.078090 = -48271.284131 nChanged 31 SP:Iteration 3F (60.834979 sec): 3 clusters Score: Raw -49616.430687 + Penalty 1320.312249 = -48296.118438 nChanged 25 SP:Iteration 4Q (60.836292 sec): 3 clusters Score: Raw -49635.948973 + Penalty 1320.115856 = -48315.833117 nChanged 25 SP:Iteration 5Q (60.837609 sec): 3 clusters Score: Raw -49653.957338 + Penalty 1322.024868 = -48331.932470 nChanged 15 SP:Iteration 6Q (60.838926 sec): 3 clusters Score: Raw -49664.289839 + Penalty 1333.625724 = -48330.664115 nChanged 23 SP:Iteration 7F (60.840242 sec): 3 clusters Score: Raw -49687.530771 + Penalty 1357.040495 = -48330.490275 nChanged 27 SP:Iteration 8F (60.841548 sec): 3 clusters Score: Raw -49714.631625 + Penalty 1377.612842 = -48337.018783 nChanged 14 SP:Iteration 9Q (60.842835 sec): 3 clusters Score: Raw -49730.187443 + Penalty 1387.395780 = -48342.791662 nChanged 10 SP:Iteration 10F (60.844167 sec): 3 clusters Score: Raw -49738.017114 + Penalty 1394.967363 = -48343.049751 nChanged 5 SP:Iteration 11Q (60.845456 sec): 3 clusters Score: Raw -49742.795065 + Penalty 1405.907790 = -48336.887274 nChanged 6 SP:Iteration 12F (60.846772 sec): 3 clusters Score: Raw -49750.577761 + Penalty 1408.149046 = -48342.428715 nChanged 3 SP:Iteration 13Q (60.848019 sec): 3 clusters Score: Raw -49752.049050 + Penalty 1407.567736 = -48344.481314 nChanged 2 SP:Iteration 14Q (60.849298 sec): 3 clusters Score: Raw -49756.687106 + Penalty 1410.267799 = -48346.419307 nChanged 1 SP:Iteration 15Q (60.850533 sec): 3 clusters Score: Raw -49758.106160 + Penalty 1411.289150 = -48346.817010 nChanged 2 SP:Iteration 16Q (60.851768 sec): 3 clusters Score: Raw -49760.286929 + Penalty 1411.289150 = -48348.997779 nChanged 0 SP:Iteration 17F (60.853074 sec): 3 clusters Score: Raw -49760.286929 + Penalty 1411.289150 = -48348.997779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 88 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.854405 sec): 2 clusters Score: Raw -1423.418170 + Penalty 326.766169 = -1096.652001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.854684 sec): 3 clusters Score: Raw -1742.668171 + Penalty 672.827476 = -1069.840696 nChanged 1 SP:Iteration 1Q (60.854927 sec): 3 clusters Score: Raw -1776.600945 + Penalty 672.827476 = -1103.773469 nChanged 0 SP:Iteration 2F (60.855182 sec): 3 clusters Score: Raw -1776.600945 + Penalty 672.827476 = -1103.773469 nChanged 0 Score: Raw -2446912.964109 + Penalty 32828.656658 = -2414084.307451 Splitting cluster 88 changes total score from -2398166.572181 to -2414084.307451 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 114 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.392452 sec): 2 clusters Score: Raw -36499.809687 + Penalty 843.439476 = -35656.370211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.393371 sec): 3 clusters Score: Raw -36391.578394 + Penalty 1688.741581 = -34702.836813 nChanged 100 SP:Iteration 1F (61.394263 sec): 3 clusters Score: Raw -36514.160080 + Penalty 1691.207222 = -34822.952857 nChanged 22 SP:Iteration 2F (61.395153 sec): 3 clusters Score: Raw -36545.822193 + Penalty 1691.479833 = -34854.342359 nChanged 9 SP:Iteration 3Q (61.396040 sec): 3 clusters Score: Raw -36563.068983 + Penalty 1691.849933 = -34871.219050 nChanged 5 SP:Iteration 4Q (61.396917 sec): 3 clusters Score: Raw -36571.854230 + Penalty 1692.918050 = -34878.936180 nChanged 3 SP:Iteration 5Q (61.397798 sec): 3 clusters Score: Raw -36576.269580 + Penalty 1693.129934 = -34883.139646 nChanged 2 SP:Iteration 6Q (61.398669 sec): 3 clusters Score: Raw -36579.044975 + Penalty 1693.129934 = -34885.915042 nChanged 0 SP:Iteration 7F (61.399556 sec): 3 clusters Score: Raw -36579.044975 + Penalty 1693.129934 = -34885.915042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 207 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.400477 sec): 2 clusters Score: Raw -382.088095 + Penalty 8.047190 = -374.040906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.400715 sec): 3 clusters Score: Raw -381.544657 + Penalty 16.094379 = -365.450278 nChanged 0 Deleting Class 88 (12 points): Lose 587.856263 but Gain 1250.949717 Iteration 167F (61.959199 sec): 37 clusters Score: Raw -2431436.808587 + Penalty 31599.905270 = -2399836.903317 nChanged 147 Deleting Class 207 (5 points): Lose 41.565092 but Gain 51.596165 Iteration 168Q (62.067013 sec): 36 clusters Score: Raw -2431608.427916 + Penalty 31624.470558 = -2399983.957358 nChanged 78 Iteration 169Q (62.176163 sec): 36 clusters Score: Raw -2431761.394843 + Penalty 31634.113995 = -2400127.280847 nChanged 47 Iteration 170F (62.702331 sec): 36 clusters Score: Raw -2431819.590017 + Penalty 31686.914422 = -2400132.675595 nChanged 42 Iteration 171Q (62.804667 sec): 36 clusters Score: Raw -2431890.752530 + Penalty 31687.545991 = -2400203.206538 nChanged 33 Iteration 172Q (62.907114 sec): 36 clusters Score: Raw -2431903.408850 + Penalty 31687.428928 = -2400215.979922 nChanged 25 Iteration 173Q (63.009771 sec): 36 clusters Score: Raw -2431904.082106 + Penalty 31686.663118 = -2400217.418988 nChanged 24 Iteration 174Q (63.111715 sec): 36 clusters Score: Raw -2431904.906443 + Penalty 31684.941900 = -2400219.964544 nChanged 17 Iteration 175Q (63.214419 sec): 36 clusters Score: Raw -2431905.227715 + Penalty 31684.358528 = -2400220.869187 nChanged 12 Iteration 176Q (63.316118 sec): 36 clusters Score: Raw -2431905.481962 + Penalty 31684.100523 = -2400221.381439 nChanged 11 Iteration 177Q (63.417428 sec): 36 clusters Score: Raw -2431905.721529 + Penalty 31683.973932 = -2400221.747597 nChanged 9 Iteration 178Q (63.522977 sec): 36 clusters Score: Raw -2431905.784223 + Penalty 31683.827968 = -2400221.956255 nChanged 7 Iteration 179Q (63.625312 sec): 36 clusters Score: Raw -2431905.897027 + Penalty 31683.775655 = -2400222.121371 nChanged 6 Iteration 180F (64.156576 sec): 36 clusters Score: Raw -2431922.447803 + Penalty 31699.089802 = -2400223.358001 nChanged 6 Iteration 181Q (64.263014 sec): 36 clusters Score: Raw -2431940.647492 + Penalty 31690.039601 = -2400250.607891 nChanged 4 Iteration 182Q (64.367130 sec): 36 clusters Score: Raw -2431941.228405 + Penalty 31690.039601 = -2400251.188804 nChanged 0 Iteration 183F (64.911488 sec): 36 clusters Score: Raw -2431941.228405 + Penalty 31690.039601 = -2400251.188804 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2431941.228405 + Penalty 31690.039601 = -2400251.188804Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 1 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.974344 sec): 2 clusters Score: Raw -22037.030517 + Penalty 727.021716 = -21310.008800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.975009 sec): 3 clusters Score: Raw -22017.373613 + Penalty 1449.399222 = -20567.974391 nChanged 47 SP:Iteration 1F (64.975657 sec): 3 clusters Score: Raw -22097.702982 + Penalty 1450.823965 = -20646.879017 nChanged 8 SP:Iteration 2Q (64.976288 sec): 3 clusters Score: Raw -22108.348882 + Penalty 1453.177099 = -20655.171783 nChanged 7 SP:Iteration 3Q (64.976915 sec): 3 clusters Score: Raw -22115.103357 + Penalty 1454.956891 = -20660.146466 nChanged 6 SP:Iteration 4Q (64.977581 sec): 3 clusters Score: Raw -22128.550242 + Penalty 1456.997729 = -20671.552514 nChanged 10 SP:Iteration 5Q (64.978211 sec): 3 clusters Score: Raw -22157.300671 + Penalty 1461.146771 = -20696.153900 nChanged 14 SP:Iteration 6F (64.978856 sec): 3 clusters Score: Raw -22178.163171 + Penalty 1463.461205 = -20714.701967 nChanged 5 SP:Iteration 7Q (64.979474 sec): 3 clusters Score: Raw -22184.434298 + Penalty 1464.151643 = -20720.282655 nChanged 2 SP:Iteration 8Q (64.980091 sec): 3 clusters Score: Raw -22186.276568 + Penalty 1464.600306 = -20721.676262 nChanged 1 SP:Iteration 9Q (64.980708 sec): 3 clusters Score: Raw -22186.646023 + Penalty 1464.722525 = -20721.923498 nChanged 1 SP:Iteration 10F (64.981383 sec): 3 clusters Score: Raw -22187.504366 + Penalty 1464.231110 = -20723.273257 nChanged 1 SP:Iteration 11Q (64.982043 sec): 3 clusters Score: Raw -22194.109980 + Penalty 1463.946721 = -20730.163259 nChanged 2 SP:Iteration 12Q (64.982665 sec): 3 clusters Score: Raw -22198.542945 + Penalty 1463.758280 = -20734.784665 nChanged 1 SP:Iteration 13Q (64.983304 sec): 3 clusters Score: Raw -22202.587695 + Penalty 1463.286669 = -20739.301027 nChanged 1 SP:Iteration 14Q (64.983920 sec): 3 clusters Score: Raw -22206.770658 + Penalty 1462.088890 = -20744.681768 nChanged 2 SP:Iteration 15Q (64.984534 sec): 3 clusters Score: Raw -22216.727081 + Penalty 1461.860031 = -20754.867050 nChanged 3 SP:Iteration 16Q (64.985147 sec): 3 clusters Score: Raw -22223.085403 + Penalty 1460.873226 = -20762.212177 nChanged 2 SP:Iteration 17Q (64.985757 sec): 3 clusters Score: Raw -22230.154627 + Penalty 1460.011992 = -20770.142635 nChanged 3 SP:Iteration 18Q (64.986375 sec): 3 clusters Score: Raw -22239.497696 + Penalty 1460.924542 = -20778.573154 nChanged 3 SP:Iteration 19Q (64.986988 sec): 3 clusters Score: Raw -22244.930708 + Penalty 1460.603842 = -20784.326866 nChanged 2 SP:Iteration 20F (64.987632 sec): 3 clusters Score: Raw -22251.055462 + Penalty 1460.603842 = -20790.451620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.988371 sec): 2 clusters Score: Raw -6344.930003 + Penalty 98.366728 = -6246.563275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.988759 sec): 3 clusters Score: Raw -6354.725988 + Penalty 198.893616 = -6155.832372 nChanged 25 SP:Iteration 1F (64.989140 sec): 3 clusters Score: Raw -6391.303593 + Penalty 199.574642 = -6191.728951 nChanged 5 SP:Iteration 2F (64.989520 sec): 3 clusters Score: Raw -6396.861057 + Penalty 201.369099 = -6195.491958 nChanged 2 SP:Iteration 3Q (64.989889 sec): 3 clusters Score: Raw -6398.141522 + Penalty 202.586940 = -6195.554581 nChanged 1 SP:Iteration 4Q (64.990257 sec): 3 clusters Score: Raw -6398.586013 + Penalty 203.961761 = -6194.624252 nChanged 1 SP:Iteration 5F (64.990637 sec): 3 clusters Score: Raw -6399.233522 + Penalty 203.961761 = -6195.271761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 3 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.999966 sec): 2 clusters Score: Raw -162210.315034 + Penalty 94.562910 = -162115.752124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.003713 sec): 3 clusters Score: Raw -160904.198638 + Penalty 206.349398 = -160697.849239 nChanged 935 SP:Iteration 1F (65.007456 sec): 3 clusters Score: Raw -161754.722472 + Penalty 220.450521 = -161534.271951 nChanged 268 SP:Iteration 2F (65.011250 sec): 3 clusters Score: Raw -162055.016821 + Penalty 257.730237 = -161797.286584 nChanged 110 SP:Iteration 3F (65.014889 sec): 3 clusters Score: Raw -162178.054181 + Penalty 281.142571 = -161896.911610 nChanged 18 SP:Iteration 4Q (65.017926 sec): 3 clusters Score: Raw -162189.360521 + Penalty 280.485663 = -161908.874858 nChanged 16 SP:Iteration 5Q (65.020959 sec): 3 clusters Score: Raw -162201.204013 + Penalty 244.366093 = -161956.837920 nChanged 7 SP:Iteration 6Q (65.023778 sec): 3 clusters Score: Raw -162208.321602 + Penalty 94.562910 = -162113.758692 nChanged 1 SP:Iteration 7Q (65.026564 sec): 2 clusters Score: Raw -162210.315034 + Penalty 94.562910 = -162115.752124 nChanged 0 SP:Iteration 8F (65.029342 sec): 2 clusters Score: Raw -162210.315034 + Penalty 94.562910 = -162115.752124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.031102 sec): 2 clusters Score: Raw -22358.714685 + Penalty 433.330587 = -21925.384097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.031823 sec): 3 clusters Score: Raw -22284.498070 + Penalty 866.187850 = -21418.310220 nChanged 77 SP:Iteration 1F (65.032500 sec): 3 clusters Score: Raw -22381.916457 + Penalty 861.414194 = -21520.502264 nChanged 32 SP:Iteration 2F (65.033175 sec): 3 clusters Score: Raw -22433.313152 + Penalty 860.972686 = -21572.340465 nChanged 20 SP:Iteration 3F (65.033845 sec): 3 clusters Score: Raw -22472.103280 + Penalty 851.835826 = -21620.267454 nChanged 7 SP:Iteration 4Q (65.034499 sec): 3 clusters Score: Raw -22486.774531 + Penalty 845.348988 = -21641.425543 nChanged 6 SP:Iteration 5Q (65.035143 sec): 3 clusters Score: Raw -22500.584766 + Penalty 834.386057 = -21666.198710 nChanged 7 SP:Iteration 6Q (65.035779 sec): 3 clusters Score: Raw -22525.248164 + Penalty 833.817385 = -21691.430779 nChanged 15 SP:Iteration 7F (65.036455 sec): 3 clusters Score: Raw -22649.609178 + Penalty 818.281674 = -21831.327504 nChanged 9 SP:Iteration 8Q (65.037046 sec): 3 clusters Score: Raw -22725.161070 + Penalty 813.806646 = -21911.354424 nChanged 3 SP:Iteration 9Q (65.037612 sec): 3 clusters Score: Raw -22742.699795 + Penalty 810.284866 = -21932.414928 nChanged 1 SP:Iteration 10F (65.038280 sec): 3 clusters Score: Raw -22754.231525 + Penalty 809.553824 = -21944.677701 nChanged 1 SP:Iteration 11Q (65.038837 sec): 3 clusters Score: Raw -22757.659860 + Penalty 809.553824 = -21948.106036 nChanged 0 SP:Iteration 12F (65.039504 sec): 3 clusters Score: Raw -22757.659860 + Penalty 809.553824 = -21948.106036 nChanged 0 Score: Raw -2447290.491811 + Penalty 32383.509164 = -2414906.982647 Splitting cluster 4 changes total score from -2400251.188804 to -2414906.982647 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.576221 sec): 2 clusters Score: Raw -136498.639589 + Penalty 113.060028 = -136385.579561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.579468 sec): 3 clusters Score: Raw -135402.932849 + Penalty 225.818728 = -135177.114121 nChanged 762 SP:Iteration 1F (65.582665 sec): 3 clusters Score: Raw -135888.176524 + Penalty 224.579787 = -135663.596737 nChanged 158 SP:Iteration 2F (65.585858 sec): 3 clusters Score: Raw -136012.188896 + Penalty 224.422000 = -135787.766896 nChanged 143 SP:Iteration 3F (65.589091 sec): 3 clusters Score: Raw -136185.448057 + Penalty 224.969592 = -135960.478465 nChanged 112 SP:Iteration 4F (65.592298 sec): 3 clusters Score: Raw -136259.638653 + Penalty 225.086544 = -136034.552109 nChanged 57 SP:Iteration 5Q (65.595452 sec): 3 clusters Score: Raw -136281.205912 + Penalty 225.430165 = -136055.775747 nChanged 30 SP:Iteration 6Q (65.598620 sec): 3 clusters Score: Raw -136287.943075 + Penalty 225.687466 = -136062.255609 nChanged 24 SP:Iteration 7Q (65.601761 sec): 3 clusters Score: Raw -136294.647300 + Penalty 225.907950 = -136068.739350 nChanged 22 SP:Iteration 8Q (65.604855 sec): 3 clusters Score: Raw -136297.207096 + Penalty 226.134275 = -136071.072821 nChanged 14 SP:Iteration 9Q (65.607967 sec): 3 clusters Score: Raw -136298.741708 + Penalty 226.338361 = -136072.403347 nChanged 11 SP:Iteration 10F (65.611210 sec): 3 clusters Score: Raw -136300.484071 + Penalty 226.705940 = -136073.778131 nChanged 15 SP:Iteration 11Q (65.614368 sec): 3 clusters Score: Raw -136304.562353 + Penalty 227.095755 = -136077.466598 nChanged 20 SP:Iteration 12Q (65.617516 sec): 3 clusters Score: Raw -136308.773666 + Penalty 227.449974 = -136081.323692 nChanged 19 SP:Iteration 13Q (65.620658 sec): 3 clusters Score: Raw -136312.566248 + Penalty 227.825061 = -136084.741187 nChanged 19 SP:Iteration 14Q (65.623805 sec): 3 clusters Score: Raw -136316.507223 + Penalty 228.255716 = -136088.251507 nChanged 16 SP:Iteration 15Q (65.627010 sec): 3 clusters Score: Raw -136319.008189 + Penalty 228.723355 = -136090.284834 nChanged 16 SP:Iteration 16Q (65.630064 sec): 3 clusters Score: Raw -136322.115354 + Penalty 228.943657 = -136093.171696 nChanged 13 SP:Iteration 17Q (65.633183 sec): 3 clusters Score: Raw -136324.070442 + Penalty 229.262941 = -136094.807501 nChanged 9 SP:Iteration 18Q (65.636297 sec): 3 clusters Score: Raw -136326.067005 + Penalty 229.632396 = -136096.434609 nChanged 10 SP:Iteration 19Q (65.639361 sec): 3 clusters Score: Raw -136328.344319 + Penalty 230.291556 = -136098.052763 nChanged 16 SP:Iteration 20F (65.642556 sec): 3 clusters Score: Raw -136333.993918 + Penalty 231.035063 = -136102.958855 nChanged 16 SP:Iteration 21Q (65.645639 sec): 3 clusters Score: Raw -136338.328506 + Penalty 231.611789 = -136106.716718 nChanged 15 SP:Iteration 22Q (65.648727 sec): 3 clusters Score: Raw -136341.882725 + Penalty 232.240073 = -136109.642652 nChanged 16 SP:Iteration 23Q (65.651828 sec): 3 clusters Score: Raw -136344.656556 + Penalty 233.004290 = -136111.652266 nChanged 14 SP:Iteration 24Q (65.655025 sec): 3 clusters Score: Raw -136347.277517 + Penalty 233.705325 = -136113.572191 nChanged 16 SP:Iteration 25Q (65.658193 sec): 3 clusters Score: Raw -136352.732329 + Penalty 234.164206 = -136118.568123 nChanged 15 SP:Iteration 26Q (65.661328 sec): 3 clusters Score: Raw -136356.950899 + Penalty 234.789543 = -136122.161355 nChanged 13 SP:Iteration 27Q (65.664441 sec): 3 clusters Score: Raw -136361.731285 + Penalty 235.961729 = -136125.769556 nChanged 16 SP:Iteration 28Q (65.667638 sec): 3 clusters Score: Raw -136368.340774 + Penalty 236.818815 = -136131.521959 nChanged 22 SP:Iteration 29Q (65.670971 sec): 3 clusters Score: Raw -136373.641408 + Penalty 237.794029 = -136135.847379 nChanged 21 SP:Iteration 30F (65.674430 sec): 3 clusters Score: Raw -136379.687949 + Penalty 238.977556 = -136140.710392 nChanged 17 SP:Iteration 31Q (65.677576 sec): 3 clusters Score: Raw -136384.799591 + Penalty 240.277566 = -136144.522025 nChanged 18 SP:Iteration 32Q (65.680644 sec): 3 clusters Score: Raw -136388.009012 + Penalty 241.500351 = -136146.508661 nChanged 14 SP:Iteration 33Q (65.683669 sec): 3 clusters Score: Raw -136390.044321 + Penalty 242.176864 = -136147.867457 nChanged 15 SP:Iteration 34Q (65.686715 sec): 3 clusters Score: Raw -136392.746726 + Penalty 242.711536 = -136150.035191 nChanged 12 SP:Iteration 35Q (65.689724 sec): 3 clusters Score: Raw -136394.430790 + Penalty 243.018507 = -136151.412283 nChanged 7 SP:Iteration 36Q (65.692735 sec): 3 clusters Score: Raw -136395.499915 + Penalty 243.607852 = -136151.892063 nChanged 8 SP:Iteration 37Q (65.695781 sec): 3 clusters Score: Raw -136396.304229 + Penalty 244.550441 = -136151.753788 nChanged 8 SP:Iteration 38F (65.699432 sec): 3 clusters Score: Raw -136397.766177 + Penalty 245.308947 = -136152.457230 nChanged 8 SP:Iteration 39Q (65.702540 sec): 3 clusters Score: Raw -136398.926670 + Penalty 245.869170 = -136153.057500 nChanged 7 SP:Iteration 40F (65.705827 sec): 3 clusters Score: Raw -136399.302133 + Penalty 245.777465 = -136153.524668 nChanged 2 SP:Iteration 41Q (65.708870 sec): 3 clusters Score: Raw -136399.427998 + Penalty 245.884156 = -136153.543842 nChanged 2 SP:Iteration 42Q (65.711900 sec): 3 clusters Score: Raw -136399.558876 + Penalty 246.311048 = -136153.247828 nChanged 3 SP:Iteration 43F (65.715128 sec): 3 clusters Score: Raw -136399.624754 + Penalty 246.499908 = -136153.124846 nChanged 2 SP:Iteration 44F (65.718311 sec): 3 clusters Score: Raw -136399.672044 + Penalty 246.591557 = -136153.080487 nChanged 4 SP:Iteration 45F (65.721533 sec): 3 clusters Score: Raw -136400.145453 + Penalty 247.450021 = -136152.695431 nChanged 8 SP:Iteration 46F (65.724757 sec): 3 clusters Score: Raw -136400.844236 + Penalty 247.806812 = -136153.037424 nChanged 4 SP:Iteration 47Q (65.727750 sec): 3 clusters Score: Raw -136401.111971 + Penalty 248.079536 = -136153.032435 nChanged 4 SP:Iteration 48F (65.731048 sec): 3 clusters Score: Raw -136401.411729 + Penalty 248.070827 = -136153.340902 nChanged 5 SP:Iteration 49Q (65.734070 sec): 3 clusters Score: Raw -136401.799946 + Penalty 248.662219 = -136153.137727 nChanged 7 SP:Iteration 50F (65.737371 sec): 3 clusters Score: Raw -136402.276798 + Penalty 249.574617 = -136152.702181 nChanged 6 SP:Iteration 51F (65.740639 sec): 3 clusters Score: Raw -136402.630069 + Penalty 250.086497 = -136152.543572 nChanged 4 SP:Iteration 52F (65.743893 sec): 3 clusters Score: Raw -136402.708840 + Penalty 250.354516 = -136152.354323 nChanged 2 SP:Iteration 53F (65.747244 sec): 3 clusters Score: Raw -136402.794776 + Penalty 250.200116 = -136152.594660 nChanged 2 SP:Iteration 54Q (65.750215 sec): 3 clusters Score: Raw -136402.868532 + Penalty 250.503983 = -136152.364549 nChanged 2 SP:Iteration 55F (65.753441 sec): 3 clusters Score: Raw -136403.003826 + Penalty 250.423649 = -136152.580177 nChanged 2 SP:Iteration 56Q (65.756497 sec): 3 clusters Score: Raw -136403.055846 + Penalty 250.418983 = -136152.636863 nChanged 2 SP:Iteration 57Q (65.759547 sec): 3 clusters Score: Raw -136403.107370 + Penalty 250.474029 = -136152.633341 nChanged 1 SP:Iteration 58F (65.762783 sec): 3 clusters Score: Raw -136403.132123 + Penalty 250.474029 = -136152.658095 nChanged 0 Memory request: 0.04 GB would take us to total of 0.32 GB. Trying to split cluster 6 (8900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.804171 sec): 2 clusters Score: Raw -706218.609157 + Penalty 248.951233 = -705969.657924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.821219 sec): 3 clusters Score: Raw -700181.143486 + Penalty 516.767524 = -699664.375962 nChanged 4191 SP:Iteration 1F (65.838238 sec): 3 clusters Score: Raw -701973.539216 + Penalty 605.898329 = -701367.640887 nChanged 1798 SP:Iteration 2F (65.855116 sec): 3 clusters Score: Raw -703730.642887 + Penalty 729.197294 = -703001.445594 nChanged 1162 SP:Iteration 3F (65.872206 sec): 3 clusters Score: Raw -704983.859147 + Penalty 828.298194 = -704155.560953 nChanged 673 SP:Iteration 4F (65.889963 sec): 3 clusters Score: Raw -705638.007163 + Penalty 893.807461 = -704744.199702 nChanged 356 SP:Iteration 5Q (65.905206 sec): 3 clusters Score: Raw -705954.368355 + Penalty 907.667366 = -705046.700989 nChanged 182 SP:Iteration 6Q (65.919866 sec): 3 clusters Score: Raw -706129.995283 + Penalty 915.883652 = -705214.111631 nChanged 81 SP:Iteration 7Q (65.934098 sec): 3 clusters Score: Raw -706220.269754 + Penalty 922.896124 = -705297.373630 nChanged 30 SP:Iteration 8Q (65.946854 sec): 3 clusters Score: Raw -706253.701390 + Penalty 905.007858 = -705348.693533 nChanged 9 SP:Iteration 9Q (65.959529 sec): 3 clusters Score: Raw -706269.804256 + Penalty 899.226492 = -705370.577764 nChanged 5 SP:Iteration 10F (65.976122 sec): 3 clusters Score: Raw -706276.602196 + Penalty 918.508099 = -705358.094097 nChanged 3 SP:Iteration 11F (65.992512 sec): 3 clusters Score: Raw -706278.415985 + Penalty 912.793957 = -705365.622028 nChanged 1 SP:Iteration 12Q (66.005083 sec): 3 clusters Score: Raw -706279.224656 + Penalty 912.793957 = -705366.430698 nChanged 0 SP:Iteration 13F (66.021430 sec): 3 clusters Score: Raw -706279.224656 + Penalty 912.793957 = -705366.430698 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.031568 sec): 2 clusters Score: Raw -125339.663191 + Penalty 433.650126 = -124906.013064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.034506 sec): 3 clusters Score: Raw -124484.613565 + Penalty 869.775509 = -123614.838056 nChanged 568 SP:Iteration 1F (66.037335 sec): 3 clusters Score: Raw -124911.414493 + Penalty 884.544349 = -124026.870144 nChanged 188 SP:Iteration 2F (66.040152 sec): 3 clusters Score: Raw -125128.759400 + Penalty 913.928153 = -124214.831247 nChanged 109 SP:Iteration 3F (66.043037 sec): 3 clusters Score: Raw -125256.790466 + Penalty 960.706587 = -124296.083878 nChanged 73 SP:Iteration 4F (66.045781 sec): 3 clusters Score: Raw -125331.059149 + Penalty 969.726964 = -124361.332186 nChanged 39 SP:Iteration 5Q (66.048313 sec): 3 clusters Score: Raw -125380.640702 + Penalty 978.324632 = -124402.316070 nChanged 18 SP:Iteration 6Q (66.050729 sec): 3 clusters Score: Raw -125406.654540 + Penalty 988.132096 = -124418.522444 nChanged 17 SP:Iteration 7Q (66.053112 sec): 3 clusters Score: Raw -125422.023429 + Penalty 985.149182 = -124436.874247 nChanged 11 SP:Iteration 8Q (66.055482 sec): 3 clusters Score: Raw -125429.370889 + Penalty 989.988532 = -124439.382357 nChanged 7 SP:Iteration 9Q (66.057843 sec): 3 clusters Score: Raw -125434.752263 + Penalty 985.955270 = -124448.796993 nChanged 4 SP:Iteration 10F (66.060618 sec): 3 clusters Score: Raw -125436.317640 + Penalty 981.388135 = -124454.929505 nChanged 5 SP:Iteration 11Q (66.062949 sec): 3 clusters Score: Raw -125440.427132 + Penalty 978.508965 = -124461.918167 nChanged 5 SP:Iteration 12Q (66.065254 sec): 3 clusters Score: Raw -125445.791092 + Penalty 970.506349 = -124475.284743 nChanged 7 SP:Iteration 13Q (66.067556 sec): 3 clusters Score: Raw -125453.954984 + Penalty 947.866510 = -124506.088475 nChanged 12 SP:Iteration 14Q (66.069872 sec): 3 clusters Score: Raw -125472.775217 + Penalty 926.765047 = -124546.010170 nChanged 15 SP:Iteration 15Q (66.072156 sec): 3 clusters Score: Raw -125486.047934 + Penalty 921.694828 = -124564.353105 nChanged 6 SP:Iteration 16Q (66.074401 sec): 3 clusters Score: Raw -125488.997389 + Penalty 914.635507 = -124574.361882 nChanged 5 SP:Iteration 17Q (66.076659 sec): 3 clusters Score: Raw -125491.077516 + Penalty 905.843533 = -124585.233983 nChanged 6 SP:Iteration 18Q (66.078952 sec): 3 clusters Score: Raw -125496.671578 + Penalty 897.720555 = -124598.951023 nChanged 10 SP:Iteration 19Q (66.081265 sec): 3 clusters Score: Raw -125503.829578 + Penalty 890.389394 = -124613.440185 nChanged 10 SP:Iteration 20F (66.084247 sec): 3 clusters Score: Raw -125509.126091 + Penalty 883.029314 = -124626.096776 nChanged 8 SP:Iteration 21Q (66.086643 sec): 3 clusters Score: Raw -125514.910673 + Penalty 874.531239 = -124640.379433 nChanged 11 SP:Iteration 22Q (66.088996 sec): 3 clusters Score: Raw -125526.470577 + Penalty 866.174722 = -124660.295855 nChanged 15 SP:Iteration 23Q (66.091310 sec): 3 clusters Score: Raw -125541.577418 + Penalty 860.343103 = -124681.234315 nChanged 15 SP:Iteration 24Q (66.093649 sec): 3 clusters Score: Raw -125552.202903 + Penalty 860.006788 = -124692.196115 nChanged 11 SP:Iteration 25Q (66.095964 sec): 3 clusters Score: Raw -125560.927920 + Penalty 857.124000 = -124703.803920 nChanged 9 SP:Iteration 26Q (66.098253 sec): 3 clusters Score: Raw -125564.909788 + Penalty 859.969861 = -124704.939927 nChanged 6 SP:Iteration 27Q (66.100515 sec): 3 clusters Score: Raw -125567.268816 + Penalty 859.969861 = -124707.298955 nChanged 0 SP:Iteration 28F (66.103303 sec): 3 clusters Score: Raw -125567.268816 + Penalty 859.969861 = -124707.298955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 8 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.104610 sec): 2 clusters Score: Raw -17182.901980 + Penalty 406.454860 = -16776.447120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.105273 sec): 3 clusters Score: Raw -17129.730400 + Penalty 814.018321 = -16315.712079 nChanged 60 SP:Iteration 1F (66.105928 sec): 3 clusters Score: Raw -17209.146105 + Penalty 815.445338 = -16393.700767 nChanged 17 SP:Iteration 2F (66.106591 sec): 3 clusters Score: Raw -17230.225370 + Penalty 819.436036 = -16410.789334 nChanged 12 SP:Iteration 3F (66.107239 sec): 3 clusters Score: Raw -17242.112662 + Penalty 823.440845 = -16418.671817 nChanged 7 SP:Iteration 4Q (66.107864 sec): 3 clusters Score: Raw -17261.853220 + Penalty 822.782103 = -16439.071117 nChanged 5 SP:Iteration 5Q (66.108485 sec): 3 clusters Score: Raw -17269.108850 + Penalty 823.625464 = -16445.483385 nChanged 3 SP:Iteration 6Q (66.109105 sec): 3 clusters Score: Raw -17270.663474 + Penalty 823.858658 = -16446.804816 nChanged 2 SP:Iteration 7Q (66.109724 sec): 3 clusters Score: Raw -17272.570423 + Penalty 824.103034 = -16448.467388 nChanged 2 SP:Iteration 8Q (66.110381 sec): 3 clusters Score: Raw -17274.614310 + Penalty 824.103034 = -16450.511276 nChanged 0 SP:Iteration 9F (66.111012 sec): 3 clusters Score: Raw -17274.614310 + Penalty 824.103034 = -16450.511276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.112101 sec): 2 clusters Score: Raw -3906.824473 + Penalty 54.189662 = -3852.634811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.112413 sec): 3 clusters Score: Raw -3905.627403 + Penalty 125.642324 = -3779.985079 nChanged 17 SP:Iteration 1F (66.112722 sec): 3 clusters Score: Raw -3925.695673 + Penalty 124.930227 = -3800.765445 nChanged 3 SP:Iteration 2F (66.113030 sec): 3 clusters Score: Raw -3954.312867 + Penalty 124.273450 = -3830.039418 nChanged 2 SP:Iteration 3Q (66.113333 sec): 3 clusters Score: Raw -3957.441896 + Penalty 124.273450 = -3833.168447 nChanged 0 SP:Iteration 4F (66.113640 sec): 3 clusters Score: Raw -3957.441896 + Penalty 124.273450 = -3833.168447 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (1214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.118091 sec): 2 clusters Score: Raw -104742.238943 + Penalty 495.603896 = -104246.635047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.120594 sec): 3 clusters Score: Raw -104026.956402 + Penalty 1009.559704 = -103017.396698 nChanged 519 SP:Iteration 1F (66.123013 sec): 3 clusters Score: Raw -104426.525702 + Penalty 1036.222554 = -103390.303148 nChanged 177 SP:Iteration 2F (66.125426 sec): 3 clusters Score: Raw -104578.370959 + Penalty 1051.694123 = -103526.676836 nChanged 89 SP:Iteration 3F (66.127849 sec): 3 clusters Score: Raw -104656.676810 + Penalty 1064.415222 = -103592.261588 nChanged 62 SP:Iteration 4F (66.130280 sec): 3 clusters Score: Raw -104709.004501 + Penalty 1068.776654 = -103640.227847 nChanged 42 SP:Iteration 5Q (66.132655 sec): 3 clusters Score: Raw -104739.567492 + Penalty 1082.885203 = -103656.682289 nChanged 35 SP:Iteration 6Q (66.135001 sec): 3 clusters Score: Raw -104764.811002 + Penalty 1089.401080 = -103675.409922 nChanged 28 SP:Iteration 7Q (66.137342 sec): 3 clusters Score: Raw -104783.411653 + Penalty 1096.461795 = -103686.949858 nChanged 22 SP:Iteration 8Q (66.139651 sec): 3 clusters Score: Raw -104798.315457 + Penalty 1101.639674 = -103696.675784 nChanged 14 SP:Iteration 9Q (66.141922 sec): 3 clusters Score: Raw -104808.487844 + Penalty 1102.640360 = -103705.847483 nChanged 11 SP:Iteration 10F (66.144336 sec): 3 clusters Score: Raw -104818.903853 + Penalty 1108.854470 = -103710.049383 nChanged 8 SP:Iteration 11Q (66.146559 sec): 3 clusters Score: Raw -104823.668070 + Penalty 1120.629863 = -103703.038207 nChanged 6 SP:Iteration 12F (66.149012 sec): 3 clusters Score: Raw -104828.697744 + Penalty 1138.336577 = -103690.361167 nChanged 7 SP:Iteration 13F (66.151467 sec): 3 clusters Score: Raw -104835.432104 + Penalty 1150.143574 = -103685.288530 nChanged 7 SP:Iteration 14F (66.153927 sec): 3 clusters Score: Raw -104839.939017 + Penalty 1156.539953 = -103683.399064 nChanged 5 SP:Iteration 15F (66.156428 sec): 3 clusters Score: Raw -104843.037097 + Penalty 1155.974188 = -103687.062909 nChanged 5 SP:Iteration 16Q (66.158572 sec): 3 clusters Score: Raw -104849.089095 + Penalty 1158.490498 = -103690.598597 nChanged 2 SP:Iteration 17Q (66.160695 sec): 3 clusters Score: Raw -104851.907559 + Penalty 1158.490498 = -103693.417061 nChanged 0 SP:Iteration 18F (66.163148 sec): 3 clusters Score: Raw -104851.907559 + Penalty 1158.490498 = -103693.417061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.164205 sec): 2 clusters Score: Raw -1362.992051 + Penalty 283.723464 = -1079.268587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.164515 sec): 3 clusters Score: Raw -1515.414400 + Penalty 555.169145 = -960.245255 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 12 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.181798 sec): 2 clusters Score: Raw -297388.813181 + Penalty 205.104323 = -297183.708858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.189090 sec): 3 clusters Score: Raw -295079.755685 + Penalty 457.406480 = -294622.349205 nChanged 1652 SP:Iteration 1F (66.195662 sec): 3 clusters Score: Raw -296839.406626 + Penalty 468.382412 = -296371.024214 nChanged 284 SP:Iteration 2F (66.202459 sec): 3 clusters Score: Raw -297168.897130 + Penalty 473.953540 = -296694.943589 nChanged 104 SP:Iteration 3Q (66.208775 sec): 3 clusters Score: Raw -297242.220595 + Penalty 476.803319 = -296765.417276 nChanged 71 SP:Iteration 4Q (66.214879 sec): 3 clusters Score: Raw -297298.167255 + Penalty 485.598702 = -296812.568552 nChanged 53 SP:Iteration 5Q (66.220449 sec): 3 clusters Score: Raw -297333.338839 + Penalty 495.218969 = -296838.119870 nChanged 49 SP:Iteration 6Q (66.225945 sec): 3 clusters Score: Raw -297362.776629 + Penalty 504.357147 = -296858.419482 nChanged 27 SP:Iteration 7Q (66.231460 sec): 3 clusters Score: Raw -297377.987045 + Penalty 506.519084 = -296871.467961 nChanged 24 SP:Iteration 8Q (66.236832 sec): 3 clusters Score: Raw -297390.483207 + Penalty 507.071328 = -296883.411880 nChanged 14 SP:Iteration 9Q (66.242279 sec): 3 clusters Score: Raw -297395.862863 + Penalty 508.126337 = -296887.736525 nChanged 7 SP:Iteration 10F (66.248730 sec): 3 clusters Score: Raw -297398.243953 + Penalty 511.947581 = -296886.296372 nChanged 5 SP:Iteration 11F (66.255228 sec): 3 clusters Score: Raw -297399.798826 + Penalty 514.638982 = -296885.159844 nChanged 2 SP:Iteration 12F (66.261773 sec): 3 clusters Score: Raw -297400.665598 + Penalty 518.276325 = -296882.389273 nChanged 2 SP:Iteration 13F (66.268281 sec): 3 clusters Score: Raw -297401.076165 + Penalty 518.815707 = -296882.260458 nChanged 1 SP:Iteration 14F (66.274879 sec): 3 clusters Score: Raw -297401.034261 + Penalty 519.945082 = -296881.089180 nChanged 1 SP:Iteration 15F (66.281490 sec): 3 clusters Score: Raw -297401.257364 + Penalty 519.945082 = -296881.312282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 14 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.287821 sec): 2 clusters Score: Raw -5830.189081 + Penalty 390.501996 = -5439.687085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.288175 sec): 3 clusters Score: Raw -5878.335805 + Penalty 794.275890 = -5084.059915 nChanged 11 SP:Iteration 1F (66.288512 sec): 3 clusters Score: Raw -5907.507025 + Penalty 814.573748 = -5092.933277 nChanged 6 SP:Iteration 2F (66.288841 sec): 3 clusters Score: Raw -5925.391795 + Penalty 825.576155 = -5099.815640 nChanged 3 SP:Iteration 3Q (66.289153 sec): 3 clusters Score: Raw -5936.973049 + Penalty 833.507894 = -5103.465155 nChanged 1 SP:Iteration 4Q (66.289457 sec): 3 clusters Score: Raw -5943.895989 + Penalty 833.507894 = -5110.388095 nChanged 0 SP:Iteration 5F (66.289784 sec): 3 clusters Score: Raw -5943.895989 + Penalty 833.507894 = -5110.388095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 15 (1329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.294559 sec): 2 clusters Score: Raw -119290.724989 + Penalty 473.298220 = -118817.426769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.297267 sec): 3 clusters Score: Raw -118609.380178 + Penalty 946.731139 = -117662.649039 nChanged 526 SP:Iteration 1F (66.299917 sec): 3 clusters Score: Raw -118913.401821 + Penalty 942.170650 = -117971.231171 nChanged 126 SP:Iteration 2F (66.302569 sec): 3 clusters Score: Raw -119017.583428 + Penalty 936.025773 = -118081.557655 nChanged 104 SP:Iteration 3F (66.305234 sec): 3 clusters Score: Raw -119096.438143 + Penalty 928.128677 = -118168.309465 nChanged 79 SP:Iteration 4F (66.307887 sec): 3 clusters Score: Raw -119145.225087 + Penalty 919.224524 = -118226.000563 nChanged 67 SP:Iteration 5F (66.310550 sec): 3 clusters Score: Raw -119186.418183 + Penalty 916.271190 = -118270.146993 nChanged 39 SP:Iteration 6Q (66.313300 sec): 3 clusters Score: Raw -119208.129358 + Penalty 912.641489 = -118295.487870 nChanged 28 SP:Iteration 7Q (66.316021 sec): 3 clusters Score: Raw -119220.287458 + Penalty 910.691167 = -118309.596291 nChanged 15 SP:Iteration 8Q (66.318697 sec): 3 clusters Score: Raw -119226.212655 + Penalty 907.369097 = -118318.843558 nChanged 12 SP:Iteration 9Q (66.321363 sec): 3 clusters Score: Raw -119232.094128 + Penalty 905.219444 = -118326.874684 nChanged 9 SP:Iteration 10F (66.324009 sec): 3 clusters Score: Raw -119236.330904 + Penalty 900.967316 = -118335.363587 nChanged 12 SP:Iteration 11Q (66.326640 sec): 3 clusters Score: Raw -119242.169220 + Penalty 899.181549 = -118342.987671 nChanged 4 SP:Iteration 12Q (66.329356 sec): 3 clusters Score: Raw -119242.915996 + Penalty 898.632869 = -118344.283127 nChanged 4 SP:Iteration 13Q (66.331998 sec): 3 clusters Score: Raw -119244.004649 + Penalty 897.653490 = -118346.351159 nChanged 2 SP:Iteration 14Q (66.334668 sec): 3 clusters Score: Raw -119244.595186 + Penalty 896.520429 = -118348.074757 nChanged 1 SP:Iteration 15Q (66.337343 sec): 3 clusters Score: Raw -119244.867374 + Penalty 896.377937 = -118348.489438 nChanged 1 SP:Iteration 16Q (66.339994 sec): 3 clusters Score: Raw -119244.914173 + Penalty 896.498546 = -118348.415626 nChanged 1 SP:Iteration 17F (66.342624 sec): 3 clusters Score: Raw -119244.932965 + Penalty 896.498546 = -118348.434419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 16 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.346304 sec): 2 clusters Score: Raw -92558.410952 + Penalty 1072.712324 = -91485.698628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.348391 sec): 3 clusters Score: Raw -92160.829732 + Penalty 2145.297824 = -90015.531908 nChanged 308 SP:Iteration 1F (66.350406 sec): 3 clusters Score: Raw -92412.238411 + Penalty 2145.555035 = -90266.683376 nChanged 86 SP:Iteration 2F (66.352472 sec): 3 clusters Score: Raw -92498.912539 + Penalty 2146.263438 = -90352.649101 nChanged 62 SP:Iteration 3F (66.354523 sec): 3 clusters Score: Raw -92585.242020 + Penalty 2147.127587 = -90438.114432 nChanged 58 SP:Iteration 4F (66.356587 sec): 3 clusters Score: Raw -92656.787082 + Penalty 2149.115973 = -90507.671109 nChanged 45 SP:Iteration 5Q (66.358647 sec): 3 clusters Score: Raw -92712.790482 + Penalty 2150.915395 = -90561.875086 nChanged 36 SP:Iteration 6Q (66.360671 sec): 3 clusters Score: Raw -92754.447612 + Penalty 2152.500980 = -90601.946632 nChanged 27 SP:Iteration 7Q (66.362720 sec): 3 clusters Score: Raw -92779.528329 + Penalty 2153.891797 = -90625.636532 nChanged 18 SP:Iteration 8Q (66.364726 sec): 3 clusters Score: Raw -92797.562632 + Penalty 2155.305413 = -90642.257219 nChanged 14 SP:Iteration 9Q (66.366709 sec): 3 clusters Score: Raw -92811.684192 + Penalty 2156.312747 = -90655.371445 nChanged 16 SP:Iteration 10F (66.368786 sec): 3 clusters Score: Raw -92826.737959 + Penalty 2156.705321 = -90670.032637 nChanged 9 SP:Iteration 11Q (66.370786 sec): 3 clusters Score: Raw -92837.471323 + Penalty 2156.796182 = -90680.675141 nChanged 5 SP:Iteration 12Q (66.372816 sec): 3 clusters Score: Raw -92844.545242 + Penalty 2156.834209 = -90687.711033 nChanged 4 SP:Iteration 13Q (66.374794 sec): 3 clusters Score: Raw -92847.982253 + Penalty 2157.243746 = -90690.738507 nChanged 5 SP:Iteration 14Q (66.376779 sec): 3 clusters Score: Raw -92853.339942 + Penalty 2157.276145 = -90696.063797 nChanged 4 SP:Iteration 15Q (66.378800 sec): 3 clusters Score: Raw -92855.247667 + Penalty 2157.276145 = -90697.971522 nChanged 0 SP:Iteration 16F (66.380855 sec): 3 clusters Score: Raw -92855.247667 + Penalty 2157.276145 = -90697.971522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.383262 sec): 2 clusters Score: Raw -26976.131644 + Penalty 737.455787 = -26238.675857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.384090 sec): 3 clusters Score: Raw -26918.506655 + Penalty 1474.194185 = -25444.312470 nChanged 73 SP:Iteration 1F (66.384902 sec): 3 clusters Score: Raw -27037.221843 + Penalty 1473.641335 = -25563.580508 nChanged 26 SP:Iteration 2F (66.385712 sec): 3 clusters Score: Raw -27075.770212 + Penalty 1476.327887 = -25599.442325 nChanged 14 SP:Iteration 3Q (66.386534 sec): 3 clusters Score: Raw -27094.604583 + Penalty 1476.899057 = -25617.705526 nChanged 4 SP:Iteration 4Q (66.387333 sec): 3 clusters Score: Raw -27103.815074 + Penalty 1476.261095 = -25627.553979 nChanged 4 SP:Iteration 5Q (66.388112 sec): 3 clusters Score: Raw -27110.504914 + Penalty 1476.726351 = -25633.778563 nChanged 3 SP:Iteration 6Q (66.388884 sec): 3 clusters Score: Raw -27112.323418 + Penalty 1476.726351 = -25635.597067 nChanged 0 SP:Iteration 7F (66.389694 sec): 3 clusters Score: Raw -27112.323418 + Penalty 1476.726351 = -25635.597067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.392367 sec): 2 clusters Score: Raw -37785.066259 + Penalty 426.412916 = -37358.653343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.393382 sec): 3 clusters Score: Raw -37539.836987 + Penalty 860.332072 = -36679.504915 nChanged 150 SP:Iteration 1F (66.394378 sec): 3 clusters Score: Raw -37623.545754 + Penalty 866.938479 = -36756.607275 nChanged 39 SP:Iteration 2F (66.395370 sec): 3 clusters Score: Raw -37655.621748 + Penalty 876.082670 = -36779.539078 nChanged 36 SP:Iteration 3F (66.396385 sec): 3 clusters Score: Raw -37686.340052 + Penalty 895.203691 = -36791.136361 nChanged 36 SP:Iteration 4F (66.397372 sec): 3 clusters Score: Raw -37718.637318 + Penalty 926.513209 = -36792.124109 nChanged 35 SP:Iteration 5F (66.398351 sec): 3 clusters Score: Raw -37758.521986 + Penalty 957.095086 = -36801.426900 nChanged 26 SP:Iteration 6F (66.399332 sec): 3 clusters Score: Raw -37793.538973 + Penalty 987.327114 = -36806.211859 nChanged 13 SP:Iteration 7Q (66.400345 sec): 3 clusters Score: Raw -37810.024297 + Penalty 1000.553614 = -36809.470683 nChanged 6 SP:Iteration 8Q (66.401236 sec): 3 clusters Score: Raw -37817.803259 + Penalty 1009.724182 = -36808.079076 nChanged 3 SP:Iteration 9F (66.402198 sec): 3 clusters Score: Raw -37824.289652 + Penalty 1010.592184 = -36813.697468 nChanged 2 SP:Iteration 10F (66.403169 sec): 3 clusters Score: Raw -37825.361869 + Penalty 1010.592184 = -36814.769685 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.406933 sec): 2 clusters Score: Raw -49323.556234 + Penalty 1003.444059 = -48320.112175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.408271 sec): 3 clusters Score: Raw -49173.232625 + Penalty 2007.142657 = -47166.089968 nChanged 178 SP:Iteration 1F (66.409592 sec): 3 clusters Score: Raw -49396.557808 + Penalty 2007.358186 = -47389.199622 nChanged 51 SP:Iteration 2F (66.410942 sec): 3 clusters Score: Raw -49493.944246 + Penalty 2007.707200 = -47486.237046 nChanged 39 SP:Iteration 3F (66.412268 sec): 3 clusters Score: Raw -49562.488623 + Penalty 2007.950219 = -47554.538404 nChanged 19 SP:Iteration 4Q (66.413529 sec): 3 clusters Score: Raw -49586.397145 + Penalty 2008.110986 = -47578.286159 nChanged 11 SP:Iteration 5Q (66.414762 sec): 3 clusters Score: Raw -49599.970379 + Penalty 2008.083321 = -47591.887058 nChanged 8 SP:Iteration 6Q (66.416025 sec): 3 clusters Score: Raw -49615.909610 + Penalty 2008.027594 = -47607.882015 nChanged 9 SP:Iteration 7Q (66.417333 sec): 3 clusters Score: Raw -49633.720361 + Penalty 2007.835809 = -47625.884553 nChanged 9 SP:Iteration 8Q (66.418581 sec): 3 clusters Score: Raw -49649.540737 + Penalty 2007.499768 = -47642.040968 nChanged 11 SP:Iteration 9Q (66.419828 sec): 3 clusters Score: Raw -49667.171854 + Penalty 2007.267315 = -47659.904539 nChanged 8 SP:Iteration 10F (66.421187 sec): 3 clusters Score: Raw -49695.730969 + Penalty 2007.199442 = -47688.531527 nChanged 10 SP:Iteration 11Q (66.422422 sec): 3 clusters Score: Raw -49717.264766 + Penalty 2007.215036 = -47710.049730 nChanged 8 SP:Iteration 12Q (66.423648 sec): 3 clusters Score: Raw -49736.227523 + Penalty 2007.239814 = -47728.987709 nChanged 7 SP:Iteration 13Q (66.424870 sec): 3 clusters Score: Raw -49743.426415 + Penalty 2007.314294 = -47736.112122 nChanged 4 SP:Iteration 14Q (66.426106 sec): 3 clusters Score: Raw -49748.689829 + Penalty 2007.342032 = -47741.347797 nChanged 4 SP:Iteration 15Q (66.427326 sec): 3 clusters Score: Raw -49755.429831 + Penalty 2007.305111 = -47748.124721 nChanged 2 SP:Iteration 16Q (66.428536 sec): 3 clusters Score: Raw -49759.188532 + Penalty 2007.305111 = -47751.883421 nChanged 0 SP:Iteration 17F (66.429859 sec): 3 clusters Score: Raw -49759.188532 + Penalty 2007.305111 = -47751.883421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.432521 sec): 2 clusters Score: Raw -6852.022732 + Penalty 83.531123 = -6768.491609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.432903 sec): 3 clusters Score: Raw -6805.453873 + Penalty 187.711295 = -6617.742578 nChanged 42 SP:Iteration 1F (66.433275 sec): 3 clusters Score: Raw -6840.538767 + Penalty 248.070755 = -6592.468012 nChanged 13 SP:Iteration 2F (66.433649 sec): 3 clusters Score: Raw -6875.455728 + Penalty 371.985502 = -6503.470226 nChanged 11 SP:Iteration 3F (66.434020 sec): 3 clusters Score: Raw -6905.630971 + Penalty 395.804810 = -6509.826160 nChanged 1 SP:Iteration 4Q (66.434363 sec): 3 clusters Score: Raw -6910.103605 + Penalty 395.804810 = -6514.298794 nChanged 0 SP:Iteration 5F (66.434752 sec): 3 clusters Score: Raw -6910.103605 + Penalty 395.804810 = -6514.298794 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 23 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.437658 sec): 2 clusters Score: Raw -52015.466312 + Penalty 553.918904 = -51461.547407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.439060 sec): 3 clusters Score: Raw -51725.222815 + Penalty 1113.733806 = -50611.489008 nChanged 200 SP:Iteration 1F (66.440404 sec): 3 clusters Score: Raw -51889.756329 + Penalty 1120.364098 = -50769.392231 nChanged 53 SP:Iteration 2F (66.441715 sec): 3 clusters Score: Raw -51945.934991 + Penalty 1125.954966 = -50819.980026 nChanged 28 SP:Iteration 3Q (66.443021 sec): 3 clusters Score: Raw -51974.744183 + Penalty 1132.285454 = -50842.458729 nChanged 17 SP:Iteration 4Q (66.444314 sec): 3 clusters Score: Raw -52002.036344 + Penalty 1144.767979 = -50857.268365 nChanged 20 SP:Iteration 5Q (66.445613 sec): 3 clusters Score: Raw -52037.586576 + Penalty 1155.145328 = -50882.441248 nChanged 22 SP:Iteration 6Q (66.446888 sec): 3 clusters Score: Raw -52070.109458 + Penalty 1170.380583 = -50899.728874 nChanged 30 SP:Iteration 7Q (66.448146 sec): 3 clusters Score: Raw -52119.658129 + Penalty 1175.947974 = -50943.710155 nChanged 29 SP:Iteration 8Q (66.449398 sec): 3 clusters Score: Raw -52162.056483 + Penalty 1181.201660 = -50980.854823 nChanged 28 SP:Iteration 9Q (66.450656 sec): 3 clusters Score: Raw -52207.229238 + Penalty 1197.621033 = -51009.608205 nChanged 23 SP:Iteration 10F (66.451966 sec): 3 clusters Score: Raw -52248.647379 + Penalty 1210.958158 = -51037.689221 nChanged 24 SP:Iteration 11Q (66.453204 sec): 3 clusters Score: Raw -52288.291954 + Penalty 1226.967318 = -51061.324636 nChanged 19 SP:Iteration 12Q (66.454433 sec): 3 clusters Score: Raw -52339.231804 + Penalty 1235.221434 = -51104.010370 nChanged 9 SP:Iteration 13Q (66.455629 sec): 3 clusters Score: Raw -52351.400614 + Penalty 1237.067286 = -51114.333327 nChanged 2 SP:Iteration 14Q (66.456806 sec): 3 clusters Score: Raw -52353.161467 + Penalty 1237.862735 = -51115.298732 nChanged 4 SP:Iteration 15Q (66.457990 sec): 3 clusters Score: Raw -52356.486648 + Penalty 1237.862735 = -51118.623913 nChanged 0 SP:Iteration 16F (66.459288 sec): 3 clusters Score: Raw -52356.486648 + Penalty 1237.862735 = -51118.623913 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 27 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.462439 sec): 2 clusters Score: Raw -51859.061356 + Penalty 590.911196 = -51268.150161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.463775 sec): 3 clusters Score: Raw -51583.862643 + Penalty 1185.102050 = -50398.760593 nChanged 203 SP:Iteration 1F (66.465115 sec): 3 clusters Score: Raw -51738.893438 + Penalty 1188.873665 = -50550.019774 nChanged 53 SP:Iteration 2F (66.466444 sec): 3 clusters Score: Raw -51775.374838 + Penalty 1195.919835 = -50579.455002 nChanged 32 SP:Iteration 3F (66.467764 sec): 3 clusters Score: Raw -51811.866150 + Penalty 1205.687756 = -50606.178394 nChanged 35 SP:Iteration 4F (66.469091 sec): 3 clusters Score: Raw -51847.199574 + Penalty 1213.163836 = -50634.035738 nChanged 25 SP:Iteration 5Q (66.470447 sec): 3 clusters Score: Raw -51867.708895 + Penalty 1219.162014 = -50648.546881 nChanged 19 SP:Iteration 6Q (66.471773 sec): 3 clusters Score: Raw -51883.704101 + Penalty 1228.152810 = -50655.551291 nChanged 18 SP:Iteration 7Q (66.473084 sec): 3 clusters Score: Raw -51896.192575 + Penalty 1232.999301 = -50663.193274 nChanged 10 SP:Iteration 8Q (66.474385 sec): 3 clusters Score: Raw -51904.097586 + Penalty 1237.734625 = -50666.362960 nChanged 8 SP:Iteration 9Q (66.475695 sec): 3 clusters Score: Raw -51909.327269 + Penalty 1240.351610 = -50668.975659 nChanged 7 SP:Iteration 10F (66.477033 sec): 3 clusters Score: Raw -51916.834575 + Penalty 1244.585739 = -50672.248836 nChanged 10 SP:Iteration 11Q (66.478329 sec): 3 clusters Score: Raw -51924.675915 + Penalty 1248.499381 = -50676.176534 nChanged 5 SP:Iteration 12Q (66.479620 sec): 3 clusters Score: Raw -51929.136157 + Penalty 1250.735216 = -50678.400941 nChanged 2 SP:Iteration 13Q (66.480925 sec): 3 clusters Score: Raw -51930.488744 + Penalty 1251.243312 = -50679.245431 nChanged 1 SP:Iteration 14Q (66.482214 sec): 3 clusters Score: Raw -51930.745570 + Penalty 1251.243312 = -50679.502258 nChanged 0 SP:Iteration 15F (66.483543 sec): 3 clusters Score: Raw -51930.745570 + Penalty 1251.243312 = -50679.502258 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 29 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.489131 sec): 2 clusters Score: Raw -78073.349727 + Penalty 772.299372 = -77301.050354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.490966 sec): 3 clusters Score: Raw -77680.040378 + Penalty 1544.654791 = -76135.385587 nChanged 260 SP:Iteration 1F (66.492794 sec): 3 clusters Score: Raw -77805.462178 + Penalty 1544.117657 = -76261.344521 nChanged 59 SP:Iteration 2F (66.494588 sec): 3 clusters Score: Raw -77845.689543 + Penalty 1542.993266 = -76302.696277 nChanged 43 SP:Iteration 3F (66.496329 sec): 3 clusters Score: Raw -77874.735633 + Penalty 1541.196322 = -76333.539310 nChanged 35 SP:Iteration 4Q (66.498058 sec): 3 clusters Score: Raw -77906.999920 + Penalty 1538.708583 = -76368.291337 nChanged 39 SP:Iteration 5Q (66.499815 sec): 3 clusters Score: Raw -77937.198022 + Penalty 1536.756353 = -76400.441669 nChanged 32 SP:Iteration 6Q (66.501544 sec): 3 clusters Score: Raw -77958.507171 + Penalty 1535.166905 = -76423.340267 nChanged 25 SP:Iteration 7Q (66.503225 sec): 3 clusters Score: Raw -77977.957546 + Penalty 1535.511497 = -76442.446049 nChanged 26 SP:Iteration 8Q (66.504973 sec): 3 clusters Score: Raw -77994.815075 + Penalty 1535.615299 = -76459.199776 nChanged 20 SP:Iteration 9Q (66.506683 sec): 3 clusters Score: Raw -78008.014376 + Penalty 1535.546786 = -76472.467590 nChanged 14 SP:Iteration 10F (66.508370 sec): 3 clusters Score: Raw -78016.536061 + Penalty 1535.632871 = -76480.903190 nChanged 14 SP:Iteration 11Q (66.510087 sec): 3 clusters Score: Raw -78027.118065 + Penalty 1533.141233 = -76493.976832 nChanged 12 SP:Iteration 12Q (66.511814 sec): 3 clusters Score: Raw -78034.289635 + Penalty 1531.605098 = -76502.684537 nChanged 8 SP:Iteration 13Q (66.513528 sec): 3 clusters Score: Raw -78039.345564 + Penalty 1530.372225 = -76508.973339 nChanged 12 SP:Iteration 14Q (66.515230 sec): 3 clusters Score: Raw -78045.095093 + Penalty 1530.369898 = -76514.725196 nChanged 5 SP:Iteration 15Q (66.516928 sec): 3 clusters Score: Raw -78047.634498 + Penalty 1530.345007 = -76517.289491 nChanged 3 SP:Iteration 16Q (66.518607 sec): 3 clusters Score: Raw -78049.115175 + Penalty 1530.509787 = -76518.605388 nChanged 3 SP:Iteration 17Q (66.520314 sec): 3 clusters Score: Raw -78050.131137 + Penalty 1530.684967 = -76519.446170 nChanged 1 SP:Iteration 18Q (66.522035 sec): 3 clusters Score: Raw -78050.585821 + Penalty 1530.684967 = -76519.900854 nChanged 0 SP:Iteration 19F (66.523752 sec): 3 clusters Score: Raw -78050.585821 + Penalty 1530.684967 = -76519.900854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.525528 sec): 2 clusters Score: Raw -3894.258075 + Penalty 29.958359 = -3864.299716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.525827 sec): 3 clusters Score: Raw -3873.478003 + Penalty 60.618553 = -3812.859450 nChanged 20 SP:Iteration 1F (66.526113 sec): 3 clusters Score: Raw -3896.307654 + Penalty 60.649370 = -3835.658283 nChanged 1 SP:Iteration 2Q (66.526384 sec): 3 clusters Score: Raw -3896.692287 + Penalty 60.649370 = -3836.042917 nChanged 0 SP:Iteration 3F (66.526657 sec): 3 clusters Score: Raw -3896.692287 + Penalty 60.649370 = -3836.042917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 31 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.528022 sec): 2 clusters Score: Raw -28434.530363 + Penalty 480.502486 = -27954.027877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.528853 sec): 3 clusters Score: Raw -28306.296946 + Penalty 960.565985 = -27345.730962 nChanged 92 SP:Iteration 1F (66.529660 sec): 3 clusters Score: Raw -28382.146024 + Penalty 959.224421 = -27422.921603 nChanged 30 SP:Iteration 2F (66.530456 sec): 3 clusters Score: Raw -28428.141696 + Penalty 956.677175 = -27471.464521 nChanged 24 SP:Iteration 3F (66.531251 sec): 3 clusters Score: Raw -28449.789347 + Penalty 957.803118 = -27491.986230 nChanged 17 SP:Iteration 4F (66.532047 sec): 3 clusters Score: Raw -28466.189963 + Penalty 959.419313 = -27506.770650 nChanged 22 SP:Iteration 5F (66.532845 sec): 3 clusters Score: Raw -28493.558849 + Penalty 960.967483 = -27532.591365 nChanged 16 SP:Iteration 6Q (66.533653 sec): 3 clusters Score: Raw -28505.584305 + Penalty 961.370126 = -27544.214179 nChanged 10 SP:Iteration 7Q (66.534445 sec): 3 clusters Score: Raw -28516.840610 + Penalty 954.973419 = -27561.867191 nChanged 11 SP:Iteration 8Q (66.535232 sec): 3 clusters Score: Raw -28534.111134 + Penalty 946.571295 = -27587.539839 nChanged 7 SP:Iteration 9Q (66.536020 sec): 3 clusters Score: Raw -28544.959626 + Penalty 942.849331 = -27602.110296 nChanged 5 SP:Iteration 10F (66.536824 sec): 3 clusters Score: Raw -28555.786721 + Penalty 942.687648 = -27613.099073 nChanged 1 SP:Iteration 11Q (66.537606 sec): 3 clusters Score: Raw -28556.981590 + Penalty 941.193756 = -27615.787834 nChanged 2 SP:Iteration 12Q (66.538409 sec): 3 clusters Score: Raw -28557.589522 + Penalty 937.798713 = -27619.790808 nChanged 2 SP:Iteration 13Q (66.539195 sec): 3 clusters Score: Raw -28559.144929 + Penalty 935.492005 = -27623.652925 nChanged 1 SP:Iteration 14Q (66.539976 sec): 3 clusters Score: Raw -28560.385922 + Penalty 935.492005 = -27624.893918 nChanged 0 SP:Iteration 15F (66.540778 sec): 3 clusters Score: Raw -28560.385922 + Penalty 935.492005 = -27624.893918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.542030 sec): 2 clusters Score: Raw -15141.096948 + Penalty 674.246614 = -14466.850334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.542574 sec): 3 clusters Score: Raw -15162.750363 + Penalty 1348.993127 = -13813.757236 nChanged 33 SP:Iteration 1F (66.543103 sec): 3 clusters Score: Raw -15243.556069 + Penalty 1348.655628 = -13894.900441 nChanged 14 SP:Iteration 2F (66.543612 sec): 3 clusters Score: Raw -15277.764678 + Penalty 1345.634383 = -13932.130296 nChanged 5 SP:Iteration 3Q (66.544099 sec): 3 clusters Score: Raw -15288.811644 + Penalty 1345.634383 = -13943.177261 nChanged 0 SP:Iteration 4F (66.544606 sec): 3 clusters Score: Raw -15288.811644 + Penalty 1345.634383 = -13943.177261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.545974 sec): 2 clusters Score: Raw -22357.502429 + Penalty 371.137140 = -21986.365290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.546731 sec): 3 clusters Score: Raw -22269.065180 + Penalty 773.004353 = -21496.060827 nChanged 84 SP:Iteration 1F (66.547475 sec): 3 clusters Score: Raw -22394.067786 + Penalty 799.618841 = -21594.448944 nChanged 25 SP:Iteration 2F (66.548212 sec): 3 clusters Score: Raw -22442.041228 + Penalty 831.888346 = -21610.152882 nChanged 15 SP:Iteration 3F (66.548946 sec): 3 clusters Score: Raw -22473.902413 + Penalty 843.459675 = -21630.442738 nChanged 6 SP:Iteration 4Q (66.549639 sec): 3 clusters Score: Raw -22492.917793 + Penalty 854.486926 = -21638.430867 nChanged 7 SP:Iteration 5Q (66.550316 sec): 3 clusters Score: Raw -22511.162774 + Penalty 861.407177 = -21649.755597 nChanged 5 SP:Iteration 6Q (66.550985 sec): 3 clusters Score: Raw -22517.584901 + Penalty 862.808609 = -21654.776292 nChanged 2 SP:Iteration 7Q (66.551674 sec): 3 clusters Score: Raw -22520.173183 + Penalty 866.546799 = -21653.626384 nChanged 1 SP:Iteration 8F (66.552406 sec): 3 clusters Score: Raw -22524.258079 + Penalty 870.894035 = -21653.364044 nChanged 1 SP:Iteration 9F (66.553137 sec): 3 clusters Score: Raw -22526.859831 + Penalty 870.894035 = -21655.965796 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 37 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.555384 sec): 2 clusters Score: Raw -52457.456045 + Penalty 944.100503 = -51513.355542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.556645 sec): 3 clusters Score: Raw -52312.262361 + Penalty 1888.111641 = -50424.150720 nChanged 146 SP:Iteration 1F (66.557865 sec): 3 clusters Score: Raw -52473.378469 + Penalty 1888.046719 = -50585.331750 nChanged 32 SP:Iteration 2F (66.559157 sec): 3 clusters Score: Raw -52506.200902 + Penalty 1887.897811 = -50618.303090 nChanged 16 SP:Iteration 3Q (66.560354 sec): 3 clusters Score: Raw -52517.295335 + Penalty 1887.949446 = -50629.345889 nChanged 10 SP:Iteration 4Q (66.561548 sec): 3 clusters Score: Raw -52526.203399 + Penalty 1888.085657 = -50638.117742 nChanged 10 SP:Iteration 5Q (66.562735 sec): 3 clusters Score: Raw -52536.346018 + Penalty 1888.142894 = -50648.203124 nChanged 12 SP:Iteration 6Q (66.563918 sec): 3 clusters Score: Raw -52552.846906 + Penalty 1887.763063 = -50665.083843 nChanged 12 SP:Iteration 7Q (66.565095 sec): 3 clusters Score: Raw -52567.320206 + Penalty 1887.663408 = -50679.656798 nChanged 9 SP:Iteration 8Q (66.566323 sec): 3 clusters Score: Raw -52579.697789 + Penalty 1887.354269 = -50692.343520 nChanged 5 SP:Iteration 9Q (66.567500 sec): 3 clusters Score: Raw -52586.946062 + Penalty 1887.225687 = -50699.720375 nChanged 3 SP:Iteration 10F (66.568704 sec): 3 clusters Score: Raw -52590.589664 + Penalty 1887.139510 = -50703.450154 nChanged 1 SP:Iteration 11Q (66.569875 sec): 3 clusters Score: Raw -52591.211291 + Penalty 1887.155047 = -50704.056243 nChanged 2 SP:Iteration 12Q (66.571065 sec): 3 clusters Score: Raw -52593.679065 + Penalty 1887.153245 = -50706.525820 nChanged 1 SP:Iteration 13Q (66.572238 sec): 3 clusters Score: Raw -52594.490502 + Penalty 1887.153245 = -50707.337257 nChanged 0 SP:Iteration 14F (66.573441 sec): 3 clusters Score: Raw -52594.490502 + Penalty 1887.153245 = -50707.337257 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 46 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.576110 sec): 2 clusters Score: Raw -54150.668949 + Penalty 730.494043 = -53420.174906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.577422 sec): 3 clusters Score: Raw -53884.820351 + Penalty 1456.234687 = -52428.585664 nChanged 166 SP:Iteration 1F (66.578700 sec): 3 clusters Score: Raw -54003.062287 + Penalty 1459.079737 = -52543.982551 nChanged 57 SP:Iteration 2F (66.579976 sec): 3 clusters Score: Raw -54060.711821 + Penalty 1464.818362 = -52595.893459 nChanged 37 SP:Iteration 3F (66.581273 sec): 3 clusters Score: Raw -54101.616944 + Penalty 1469.529311 = -52632.087633 nChanged 25 SP:Iteration 4Q (66.582541 sec): 3 clusters Score: Raw -54125.929708 + Penalty 1470.869034 = -52655.060674 nChanged 21 SP:Iteration 5Q (66.583810 sec): 3 clusters Score: Raw -54151.610425 + Penalty 1473.267738 = -52678.342687 nChanged 12 SP:Iteration 6Q (66.585094 sec): 3 clusters Score: Raw -54165.003978 + Penalty 1480.759005 = -52684.244973 nChanged 10 SP:Iteration 7Q (66.586528 sec): 3 clusters Score: Raw -54176.225992 + Penalty 1484.218373 = -52692.007619 nChanged 5 SP:Iteration 8Q (66.587837 sec): 3 clusters Score: Raw -54180.113955 + Penalty 1487.206903 = -52692.907051 nChanged 4 SP:Iteration 9Q (66.589159 sec): 3 clusters Score: Raw -54182.485015 + Penalty 1487.784172 = -52694.700843 nChanged 5 SP:Iteration 10F (66.590562 sec): 3 clusters Score: Raw -54186.239349 + Penalty 1488.706154 = -52697.533194 nChanged 3 SP:Iteration 11Q (66.591807 sec): 3 clusters Score: Raw -54189.579850 + Penalty 1488.706154 = -52700.873696 nChanged 0 SP:Iteration 12F (66.593145 sec): 3 clusters Score: Raw -54189.579850 + Penalty 1488.706154 = -52700.873696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.595102 sec): 2 clusters Score: Raw -31248.965644 + Penalty 534.500682 = -30714.464963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.595967 sec): 3 clusters Score: Raw -31081.839262 + Penalty 1069.219100 = -30012.620162 nChanged 102 SP:Iteration 1F (66.596798 sec): 3 clusters Score: Raw -31168.881926 + Penalty 1067.934446 = -30100.947480 nChanged 45 SP:Iteration 2F (66.597618 sec): 3 clusters Score: Raw -31213.536433 + Penalty 1066.800393 = -30146.736040 nChanged 24 SP:Iteration 3F (66.598437 sec): 3 clusters Score: Raw -31241.932248 + Penalty 1065.935637 = -30175.996612 nChanged 13 SP:Iteration 4Q (66.599247 sec): 3 clusters Score: Raw -31254.054135 + Penalty 1065.573316 = -30188.480819 nChanged 8 SP:Iteration 5Q (66.600054 sec): 3 clusters Score: Raw -31261.253336 + Penalty 1064.911726 = -30196.341610 nChanged 10 SP:Iteration 6Q (66.600880 sec): 3 clusters Score: Raw -31269.061387 + Penalty 1065.003018 = -30204.058369 nChanged 7 SP:Iteration 7Q (66.601684 sec): 3 clusters Score: Raw -31278.185301 + Penalty 1064.727735 = -30213.457566 nChanged 6 SP:Iteration 8Q (66.602484 sec): 3 clusters Score: Raw -31284.006605 + Penalty 1064.091938 = -30219.914667 nChanged 8 SP:Iteration 9Q (66.603314 sec): 3 clusters Score: Raw -31299.323559 + Penalty 1065.006646 = -30234.316913 nChanged 9 SP:Iteration 10F (66.604131 sec): 3 clusters Score: Raw -31309.475528 + Penalty 1067.691377 = -30241.784151 nChanged 6 SP:Iteration 11Q (66.604924 sec): 3 clusters Score: Raw -31319.036924 + Penalty 1069.867566 = -30249.169359 nChanged 5 SP:Iteration 12Q (66.605730 sec): 3 clusters Score: Raw -31323.021459 + Penalty 1071.186564 = -30251.834895 nChanged 3 SP:Iteration 13Q (66.606518 sec): 3 clusters Score: Raw -31331.257569 + Penalty 1073.343438 = -30257.914132 nChanged 5 SP:Iteration 14Q (66.607298 sec): 3 clusters Score: Raw -31338.928972 + Penalty 1074.146496 = -30264.782476 nChanged 2 SP:Iteration 15Q (66.608075 sec): 3 clusters Score: Raw -31339.719764 + Penalty 1075.164578 = -30264.555186 nChanged 2 SP:Iteration 16F (66.608897 sec): 3 clusters Score: Raw -31340.691851 + Penalty 1075.680106 = -30265.011745 nChanged 1 SP:Iteration 17Q (66.609672 sec): 3 clusters Score: Raw -31341.011090 + Penalty 1075.680106 = -30265.330984 nChanged 0 SP:Iteration 18F (66.610513 sec): 3 clusters Score: Raw -31341.011090 + Penalty 1075.680106 = -30265.330984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.612369 sec): 2 clusters Score: Raw -31812.402728 + Penalty 738.728690 = -31073.674038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.613189 sec): 3 clusters Score: Raw -31721.181052 + Penalty 1474.907416 = -30246.273636 nChanged 89 SP:Iteration 1F (66.613996 sec): 3 clusters Score: Raw -31845.117865 + Penalty 1474.244770 = -30370.873095 nChanged 29 SP:Iteration 2F (66.614824 sec): 3 clusters Score: Raw -31891.976844 + Penalty 1475.408108 = -30416.568736 nChanged 20 SP:Iteration 3F (66.615632 sec): 3 clusters Score: Raw -31933.696098 + Penalty 1477.224264 = -30456.471834 nChanged 10 SP:Iteration 4Q (66.616412 sec): 3 clusters Score: Raw -31955.210866 + Penalty 1479.595543 = -30475.615323 nChanged 7 SP:Iteration 5Q (66.617176 sec): 3 clusters Score: Raw -31965.452357 + Penalty 1480.685778 = -30484.766579 nChanged 4 SP:Iteration 6Q (66.617934 sec): 3 clusters Score: Raw -31969.218494 + Penalty 1481.884346 = -30487.334148 nChanged 4 SP:Iteration 7Q (66.618692 sec): 3 clusters Score: Raw -31978.891834 + Penalty 1482.467056 = -30496.424778 nChanged 5 SP:Iteration 8Q (66.619465 sec): 3 clusters Score: Raw -31987.539566 + Penalty 1483.046810 = -30504.492756 nChanged 3 SP:Iteration 9Q (66.620219 sec): 3 clusters Score: Raw -31991.552959 + Penalty 1484.769933 = -30506.783026 nChanged 3 SP:Iteration 10F (66.621022 sec): 3 clusters Score: Raw -31993.956871 + Penalty 1485.450531 = -30508.506340 nChanged 1 SP:Iteration 11Q (66.621769 sec): 3 clusters Score: Raw -31994.502654 + Penalty 1485.990372 = -30508.512282 nChanged 1 SP:Iteration 12Q (66.622515 sec): 3 clusters Score: Raw -31995.953881 + Penalty 1485.990372 = -30509.963509 nChanged 0 SP:Iteration 13F (66.623317 sec): 3 clusters Score: Raw -31995.953881 + Penalty 1485.990372 = -30509.963509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.625529 sec): 2 clusters Score: Raw -39942.166237 + Penalty 761.260893 = -39180.905344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.626620 sec): 3 clusters Score: Raw -39806.870631 + Penalty 1534.407370 = -38272.463261 nChanged 119 SP:Iteration 1F (66.627646 sec): 3 clusters Score: Raw -39952.130357 + Penalty 1545.745883 = -38406.384474 nChanged 39 SP:Iteration 2F (66.628693 sec): 3 clusters Score: Raw -40010.166075 + Penalty 1558.073983 = -38452.092092 nChanged 22 SP:Iteration 3Q (66.629696 sec): 3 clusters Score: Raw -40064.951676 + Penalty 1568.352516 = -38496.599159 nChanged 18 SP:Iteration 4Q (66.630673 sec): 3 clusters Score: Raw -40098.589184 + Penalty 1574.792378 = -38523.796806 nChanged 12 SP:Iteration 5Q (66.631667 sec): 3 clusters Score: Raw -40122.174565 + Penalty 1575.885727 = -38546.288839 nChanged 9 SP:Iteration 6Q (66.632622 sec): 3 clusters Score: Raw -40138.892005 + Penalty 1576.622319 = -38562.269686 nChanged 10 SP:Iteration 7Q (66.633595 sec): 3 clusters Score: Raw -40158.077818 + Penalty 1577.212479 = -38580.865339 nChanged 10 SP:Iteration 8Q (66.634546 sec): 3 clusters Score: Raw -40178.823452 + Penalty 1578.411500 = -38600.411952 nChanged 4 SP:Iteration 9Q (66.635491 sec): 3 clusters Score: Raw -40185.426299 + Penalty 1579.079710 = -38606.346590 nChanged 2 SP:Iteration 10F (66.636514 sec): 3 clusters Score: Raw -40188.376176 + Penalty 1581.976304 = -38606.399872 nChanged 4 SP:Iteration 11Q (66.637456 sec): 3 clusters Score: Raw -40195.129004 + Penalty 1581.976304 = -38613.152700 nChanged 0 SP:Iteration 12F (66.638495 sec): 3 clusters Score: Raw -40195.129004 + Penalty 1581.976304 = -38613.152700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.640545 sec): 2 clusters Score: Raw -35208.707511 + Penalty 787.447054 = -34421.260456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.641484 sec): 3 clusters Score: Raw -35123.218761 + Penalty 1579.046027 = -33544.172734 nChanged 108 SP:Iteration 1F (66.642407 sec): 3 clusters Score: Raw -35275.891702 + Penalty 1584.733285 = -33691.158417 nChanged 34 SP:Iteration 2F (66.643347 sec): 3 clusters Score: Raw -35347.900015 + Penalty 1588.792205 = -33759.107810 nChanged 17 SP:Iteration 3Q (66.644239 sec): 3 clusters Score: Raw -35396.318190 + Penalty 1592.855490 = -33803.462700 nChanged 16 SP:Iteration 4Q (66.645120 sec): 3 clusters Score: Raw -35429.091931 + Penalty 1595.931227 = -33833.160704 nChanged 11 SP:Iteration 5Q (66.645992 sec): 3 clusters Score: Raw -35450.817944 + Penalty 1597.379289 = -33853.438655 nChanged 13 SP:Iteration 6Q (66.646865 sec): 3 clusters Score: Raw -35473.362838 + Penalty 1599.755753 = -33873.607085 nChanged 7 SP:Iteration 7Q (66.647746 sec): 3 clusters Score: Raw -35481.241155 + Penalty 1599.833849 = -33881.407306 nChanged 1 SP:Iteration 8Q (66.648610 sec): 3 clusters Score: Raw -35483.765760 + Penalty 1599.833849 = -33883.931911 nChanged 0 SP:Iteration 9F (66.649526 sec): 3 clusters Score: Raw -35483.765760 + Penalty 1599.833849 = -33883.931911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.650636 sec): 2 clusters Score: Raw -3892.974682 + Penalty 334.937783 = -3558.036899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.650995 sec): 3 clusters Score: Raw -4067.939899 + Penalty 670.846356 = -3397.093543 nChanged 10 SP:Iteration 1F (66.651353 sec): 3 clusters Score: Raw -4123.073027 + Penalty 670.926165 = -3452.146862 nChanged 4 SP:Iteration 2Q (66.651705 sec): 3 clusters Score: Raw -4142.762783 + Penalty 669.379258 = -3473.383525 nChanged 2 SP:Iteration 3Q (66.652044 sec): 3 clusters Score: Raw -4151.643057 + Penalty 668.108732 = -3483.534325 nChanged 1 SP:Iteration 4Q (66.652372 sec): 3 clusters Score: Raw -4157.967536 + Penalty 666.298781 = -3491.668755 nChanged 1 SP:Iteration 5Q (66.652697 sec): 3 clusters Score: Raw -4160.418709 + Penalty 666.298781 = -3494.119928 nChanged 0 SP:Iteration 6F (66.653051 sec): 3 clusters Score: Raw -4160.418709 + Penalty 666.298781 = -3494.119928 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 79 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.655478 sec): 2 clusters Score: Raw -49641.554364 + Penalty 661.230073 = -48980.324291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.656730 sec): 3 clusters Score: Raw -49372.487184 + Penalty 1333.851059 = -48038.636125 nChanged 160 SP:Iteration 1F (66.657938 sec): 3 clusters Score: Raw -49497.388158 + Penalty 1358.455623 = -48138.932534 nChanged 56 SP:Iteration 2F (66.659179 sec): 3 clusters Score: Raw -49561.458620 + Penalty 1375.574287 = -48185.884333 nChanged 42 SP:Iteration 3F (66.660366 sec): 3 clusters Score: Raw -49608.648843 + Penalty 1390.737184 = -48217.911659 nChanged 22 SP:Iteration 4Q (66.661561 sec): 3 clusters Score: Raw -49631.980301 + Penalty 1402.543729 = -48229.436572 nChanged 16 SP:Iteration 5Q (66.662718 sec): 3 clusters Score: Raw -49650.533716 + Penalty 1416.286271 = -48234.247444 nChanged 12 SP:Iteration 6Q (66.663847 sec): 3 clusters Score: Raw -49663.195613 + Penalty 1426.188968 = -48237.006645 nChanged 7 SP:Iteration 7Q (66.664964 sec): 3 clusters Score: Raw -49673.662601 + Penalty 1429.754464 = -48243.908137 nChanged 4 SP:Iteration 8Q (66.666191 sec): 3 clusters Score: Raw -49679.911112 + Penalty 1431.989348 = -48247.921764 nChanged 2 SP:Iteration 9Q (66.667394 sec): 3 clusters Score: Raw -49683.923652 + Penalty 1435.830556 = -48248.093096 nChanged 1 SP:Iteration 10F (66.668703 sec): 3 clusters Score: Raw -49686.190119 + Penalty 1435.830556 = -48250.359563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 114 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.670847 sec): 2 clusters Score: Raw -36499.809687 + Penalty 843.439476 = -35656.370211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.671793 sec): 3 clusters Score: Raw -36393.527783 + Penalty 1687.088273 = -34706.439510 nChanged 100 SP:Iteration 1F (66.672739 sec): 3 clusters Score: Raw -36493.130401 + Penalty 1686.630518 = -34806.499883 nChanged 13 SP:Iteration 2Q (66.673665 sec): 3 clusters Score: Raw -36516.233487 + Penalty 1686.736985 = -34829.496502 nChanged 5 SP:Iteration 3Q (66.674619 sec): 3 clusters Score: Raw -36526.154466 + Penalty 1686.655681 = -34839.498785 nChanged 1 SP:Iteration 4Q (66.675573 sec): 3 clusters Score: Raw -36527.010537 + Penalty 1686.549822 = -34840.460716 nChanged 1 SP:Iteration 5Q (66.676532 sec): 3 clusters Score: Raw -36528.384012 + Penalty 1686.488398 = -34841.895614 nChanged 1 SP:Iteration 6Q (66.677483 sec): 3 clusters Score: Raw -36528.722541 + Penalty 1686.399152 = -34842.323389 nChanged 1 SP:Iteration 7Q (66.678433 sec): 3 clusters Score: Raw -36529.230705 + Penalty 1686.399152 = -34842.831553 nChanged 0 SP:Iteration 8F (66.679398 sec): 3 clusters Score: Raw -36529.230705 + Penalty 1686.399152 = -34842.831553 nChanged 0 Iteration 184F (67.238265 sec): 37 clusters Score: Raw -2432347.838412 + Penalty 32411.315428 = -2399936.522984 nChanged 18 Iteration 185F (67.781886 sec): 37 clusters Score: Raw -2432363.454861 + Penalty 32419.411980 = -2399944.042881 nChanged 5 Iteration 186Q (67.884171 sec): 37 clusters Score: Raw -2432367.414451 + Penalty 32427.059164 = -2399940.355287 nChanged 4 Iteration 187F (68.422341 sec): 37 clusters Score: Raw -2432371.566974 + Penalty 32434.988271 = -2399936.578704 nChanged 4 Iteration 188F (68.962064 sec): 37 clusters Score: Raw -2432375.144538 + Penalty 32444.690408 = -2399930.454130 nChanged 8 Iteration 189F (69.501448 sec): 37 clusters Score: Raw -2432380.326460 + Penalty 32448.308284 = -2399932.018176 nChanged 5 Iteration 190F (70.054815 sec): 37 clusters Score: Raw -2432383.951242 + Penalty 32450.950961 = -2399933.000281 nChanged 5 Iteration 191Q (70.167080 sec): 37 clusters Score: Raw -2432388.683139 + Penalty 32457.281444 = -2399931.401695 nChanged 7 Iteration 192F (70.708928 sec): 37 clusters Score: Raw -2432395.175376 + Penalty 32464.370953 = -2399930.804423 nChanged 10 Iteration 193F (71.251777 sec): 37 clusters Score: Raw -2432407.027628 + Penalty 32465.743322 = -2399941.284306 nChanged 12 Iteration 194Q (71.363915 sec): 37 clusters Score: Raw -2432417.995389 + Penalty 32467.695502 = -2399950.299888 nChanged 10 Iteration 195Q (71.468974 sec): 37 clusters Score: Raw -2432431.611411 + Penalty 32466.547360 = -2399965.064051 nChanged 11 Iteration 196Q (71.574623 sec): 37 clusters Score: Raw -2432443.309638 + Penalty 32473.556857 = -2399969.752781 nChanged 11 Iteration 197Q (71.680467 sec): 37 clusters Score: Raw -2432455.549356 + Penalty 32480.048484 = -2399975.500872 nChanged 11 Iteration 198Q (71.789205 sec): 37 clusters Score: Raw -2432469.089211 + Penalty 32481.971373 = -2399987.117838 nChanged 10 Iteration 199Q (71.892139 sec): 37 clusters Score: Raw -2432480.671384 + Penalty 32483.360051 = -2399997.311333 nChanged 6 Iteration 200F (72.429101 sec): 37 clusters Score: Raw -2432491.358686 + Penalty 32489.192553 = -2400002.166132 nChanged 10 Iteration 201Q (72.533505 sec): 37 clusters Score: Raw -2432500.483080 + Penalty 32486.140748 = -2400014.342332 nChanged 6 Iteration 202Q (72.645394 sec): 37 clusters Score: Raw -2432513.356573 + Penalty 32484.822458 = -2400028.534115 nChanged 6 Iteration 203Q (72.752055 sec): 37 clusters Score: Raw -2432520.442480 + Penalty 32486.013814 = -2400034.428665 nChanged 6 Iteration 204Q (72.854409 sec): 37 clusters Score: Raw -2432530.773783 + Penalty 32489.283907 = -2400041.489875 nChanged 9 Iteration 205Q (72.955822 sec): 37 clusters Score: Raw -2432543.958878 + Penalty 32494.480569 = -2400049.478309 nChanged 9 Iteration 206Q (73.058261 sec): 37 clusters Score: Raw -2432551.152562 + Penalty 32496.449091 = -2400054.703471 nChanged 4 Iteration 207Q (73.161331 sec): 37 clusters Score: Raw -2432553.553700 + Penalty 32495.411129 = -2400058.142571 nChanged 3 Iteration 208Q (73.263937 sec): 37 clusters Score: Raw -2432556.120733 + Penalty 32496.322983 = -2400059.797751 nChanged 2 Iteration 209Q (73.367101 sec): 37 clusters Score: Raw -2432557.588757 + Penalty 32496.505170 = -2400061.083587 nChanged 1 Iteration 210F (73.911878 sec): 37 clusters Score: Raw -2432557.865373 + Penalty 32495.649838 = -2400062.215535 nChanged 1 Iteration 211Q (74.014492 sec): 37 clusters Score: Raw -2432558.585667 + Penalty 32495.742587 = -2400062.843080 nChanged 1 Iteration 212Q (74.117660 sec): 37 clusters Score: Raw -2432559.686446 + Penalty 32495.742587 = -2400063.943859 nChanged 0 Iteration 213F (74.665627 sec): 37 clusters Score: Raw -2432559.686446 + Penalty 32495.742587 = -2400063.943859 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2432559.686446 + Penalty 32495.742587 = -2400063.943859Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 1 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.727853 sec): 2 clusters Score: Raw -21949.835717 + Penalty 725.826426 = -21224.009292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.728549 sec): 3 clusters Score: Raw -21946.991430 + Penalty 1451.531100 = -20495.460331 nChanged 51 SP:Iteration 1F (74.729210 sec): 3 clusters Score: Raw -22015.981316 + Penalty 1451.600319 = -20564.380997 nChanged 7 SP:Iteration 2Q (74.729842 sec): 3 clusters Score: Raw -22030.385535 + Penalty 1452.299839 = -20578.085696 nChanged 6 SP:Iteration 3Q (74.730474 sec): 3 clusters Score: Raw -22040.150757 + Penalty 1453.731211 = -20586.419546 nChanged 8 SP:Iteration 4Q (74.731106 sec): 3 clusters Score: Raw -22055.068326 + Penalty 1455.326335 = -20599.741991 nChanged 6 SP:Iteration 5Q (74.731728 sec): 3 clusters Score: Raw -22062.441507 + Penalty 1456.657810 = -20605.783697 nChanged 5 SP:Iteration 6Q (74.732371 sec): 3 clusters Score: Raw -22071.573846 + Penalty 1459.238003 = -20612.335843 nChanged 6 SP:Iteration 7Q (74.732996 sec): 3 clusters Score: Raw -22085.287572 + Penalty 1462.018167 = -20623.269405 nChanged 6 SP:Iteration 8Q (74.733615 sec): 3 clusters Score: Raw -22096.195963 + Penalty 1462.876390 = -20633.319573 nChanged 6 SP:Iteration 9Q (74.734228 sec): 3 clusters Score: Raw -22111.187750 + Penalty 1465.017037 = -20646.170714 nChanged 8 SP:Iteration 10F (74.734875 sec): 3 clusters Score: Raw -22119.993153 + Penalty 1465.079183 = -20654.913970 nChanged 3 SP:Iteration 11Q (74.735488 sec): 3 clusters Score: Raw -22131.011298 + Penalty 1466.354877 = -20664.656421 nChanged 3 SP:Iteration 12Q (74.736129 sec): 3 clusters Score: Raw -22134.668195 + Penalty 1466.354877 = -20668.313318 nChanged 0 SP:Iteration 13F (74.736798 sec): 3 clusters Score: Raw -22134.668195 + Penalty 1466.354877 = -20668.313318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.737507 sec): 2 clusters Score: Raw -6344.930003 + Penalty 98.366728 = -6246.563275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.737894 sec): 3 clusters Score: Raw -6356.863815 + Penalty 202.000328 = -6154.863486 nChanged 23 SP:Iteration 1F (74.738286 sec): 3 clusters Score: Raw -6386.946148 + Penalty 213.011954 = -6173.934194 nChanged 9 SP:Iteration 2F (74.738668 sec): 3 clusters Score: Raw -6395.683865 + Penalty 214.976169 = -6180.707696 nChanged 3 SP:Iteration 3Q (74.739035 sec): 3 clusters Score: Raw -6403.371093 + Penalty 214.334467 = -6189.036626 nChanged 1 SP:Iteration 4Q (74.739400 sec): 3 clusters Score: Raw -6403.885575 + Penalty 214.334467 = -6189.551109 nChanged 0 SP:Iteration 5F (74.739778 sec): 3 clusters Score: Raw -6403.885575 + Penalty 214.334467 = -6189.551109 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 3 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.749036 sec): 2 clusters Score: Raw -162210.315034 + Penalty 94.562910 = -162115.752124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.752800 sec): 3 clusters Score: Raw -160938.595428 + Penalty 188.811592 = -160749.783836 nChanged 949 SP:Iteration 1F (74.756496 sec): 3 clusters Score: Raw -161426.443969 + Penalty 185.491997 = -161240.951973 nChanged 191 SP:Iteration 2F (74.760212 sec): 3 clusters Score: Raw -161664.011527 + Penalty 182.069695 = -161481.941832 nChanged 173 SP:Iteration 3F (74.763941 sec): 3 clusters Score: Raw -161915.581432 + Penalty 181.229326 = -161734.352106 nChanged 91 SP:Iteration 4Q (74.767588 sec): 3 clusters Score: Raw -161956.066809 + Penalty 180.497979 = -161775.568829 nChanged 62 SP:Iteration 5Q (74.771180 sec): 3 clusters Score: Raw -161972.236597 + Penalty 179.774705 = -161792.461893 nChanged 34 SP:Iteration 6Q (74.774754 sec): 3 clusters Score: Raw -161980.683416 + Penalty 178.800741 = -161801.882675 nChanged 29 SP:Iteration 7Q (74.778284 sec): 3 clusters Score: Raw -161987.393661 + Penalty 178.128169 = -161809.265492 nChanged 24 SP:Iteration 8Q (74.782049 sec): 3 clusters Score: Raw -161992.233591 + Penalty 177.557751 = -161814.675840 nChanged 22 SP:Iteration 9Q (74.785641 sec): 3 clusters Score: Raw -161996.646700 + Penalty 177.052527 = -161819.594173 nChanged 18 SP:Iteration 10F (74.789421 sec): 3 clusters Score: Raw -162000.745936 + Penalty 176.490663 = -161824.255273 nChanged 16 SP:Iteration 11Q (74.792835 sec): 3 clusters Score: Raw -162004.473048 + Penalty 175.915926 = -161828.557122 nChanged 15 SP:Iteration 12Q (74.796454 sec): 3 clusters Score: Raw -162007.382097 + Penalty 175.358796 = -161832.023300 nChanged 20 SP:Iteration 13Q (74.799951 sec): 3 clusters Score: Raw -162012.507721 + Penalty 174.677900 = -161837.829821 nChanged 18 SP:Iteration 14Q (74.803459 sec): 3 clusters Score: Raw -162017.997411 + Penalty 174.141011 = -161843.856400 nChanged 15 SP:Iteration 15Q (74.806928 sec): 3 clusters Score: Raw -162023.320753 + Penalty 173.804640 = -161849.516113 nChanged 21 SP:Iteration 16Q (74.810392 sec): 3 clusters Score: Raw -162031.683365 + Penalty 173.487355 = -161858.196010 nChanged 22 SP:Iteration 17Q (74.813810 sec): 3 clusters Score: Raw -162038.279913 + Penalty 173.230364 = -161865.049549 nChanged 19 SP:Iteration 18Q (74.817231 sec): 3 clusters Score: Raw -162043.146152 + Penalty 171.741562 = -161871.404590 nChanged 20 SP:Iteration 19Q (74.820631 sec): 3 clusters Score: Raw -162048.184418 + Penalty 171.289881 = -161876.894537 nChanged 13 SP:Iteration 20F (74.824282 sec): 3 clusters Score: Raw -162051.077540 + Penalty 170.249465 = -161880.828075 nChanged 15 SP:Iteration 21Q (74.827591 sec): 3 clusters Score: Raw -162054.762867 + Penalty 169.898105 = -161884.864762 nChanged 15 SP:Iteration 22Q (74.830977 sec): 3 clusters Score: Raw -162058.338646 + Penalty 169.125142 = -161889.213504 nChanged 19 SP:Iteration 23Q (74.834280 sec): 3 clusters Score: Raw -162063.071260 + Penalty 168.193577 = -161894.877684 nChanged 17 SP:Iteration 24Q (74.837549 sec): 3 clusters Score: Raw -162067.124627 + Penalty 167.950844 = -161899.173783 nChanged 12 SP:Iteration 25Q (74.840872 sec): 3 clusters Score: Raw -162069.180425 + Penalty 167.794945 = -161901.385480 nChanged 10 SP:Iteration 26Q (74.844138 sec): 3 clusters Score: Raw -162070.683752 + Penalty 167.290501 = -161903.393251 nChanged 8 SP:Iteration 27Q (74.847337 sec): 3 clusters Score: Raw -162071.701138 + Penalty 167.217838 = -161904.483301 nChanged 6 SP:Iteration 28Q (74.850555 sec): 3 clusters Score: Raw -162072.522347 + Penalty 167.044183 = -161905.478164 nChanged 6 SP:Iteration 29Q (74.853809 sec): 3 clusters Score: Raw -162073.758916 + Penalty 166.129792 = -161907.629124 nChanged 9 SP:Iteration 30F (74.857493 sec): 3 clusters Score: Raw -162076.099961 + Penalty 164.924022 = -161911.175939 nChanged 13 SP:Iteration 31Q (74.860774 sec): 3 clusters Score: Raw -162081.509613 + Penalty 164.088232 = -161917.421380 nChanged 18 SP:Iteration 32Q (74.864000 sec): 3 clusters Score: Raw -162089.497669 + Penalty 163.457219 = -161926.040450 nChanged 18 SP:Iteration 33Q (74.867236 sec): 3 clusters Score: Raw -162097.263404 + Penalty 163.413410 = -161933.849993 nChanged 12 SP:Iteration 34Q (74.870466 sec): 3 clusters Score: Raw -162100.642721 + Penalty 162.928625 = -161937.714096 nChanged 10 SP:Iteration 35Q (74.873666 sec): 3 clusters Score: Raw -162102.579199 + Penalty 162.857851 = -161939.721348 nChanged 6 SP:Iteration 36Q (74.876875 sec): 3 clusters Score: Raw -162103.389774 + Penalty 162.781059 = -161940.608715 nChanged 5 SP:Iteration 37Q (74.880011 sec): 3 clusters Score: Raw -162104.167241 + Penalty 162.888133 = -161941.279108 nChanged 7 SP:Iteration 38Q (74.883196 sec): 3 clusters Score: Raw -162105.232548 + Penalty 162.499986 = -161942.732562 nChanged 4 SP:Iteration 39Q (74.886401 sec): 3 clusters Score: Raw -162105.655662 + Penalty 162.495574 = -161943.160088 nChanged 8 SP:Iteration 40F (74.890250 sec): 3 clusters Score: Raw -162106.462183 + Penalty 162.414204 = -161944.047980 nChanged 5 SP:Iteration 41Q (74.893623 sec): 3 clusters Score: Raw -162107.159768 + Penalty 162.135078 = -161945.024690 nChanged 5 SP:Iteration 42Q (74.896866 sec): 3 clusters Score: Raw -162107.622907 + Penalty 162.117832 = -161945.505076 nChanged 3 SP:Iteration 43Q (74.900032 sec): 3 clusters Score: Raw -162107.894116 + Penalty 161.831852 = -161946.062264 nChanged 3 SP:Iteration 44Q (74.903315 sec): 3 clusters Score: Raw -162108.072506 + Penalty 161.849561 = -161946.222945 nChanged 3 SP:Iteration 45Q (74.906406 sec): 3 clusters Score: Raw -162108.371451 + Penalty 161.844122 = -161946.527328 nChanged 3 SP:Iteration 46Q (74.909515 sec): 3 clusters Score: Raw -162108.693419 + Penalty 161.724272 = -161946.969147 nChanged 3 SP:Iteration 47Q (74.912724 sec): 3 clusters Score: Raw -162108.982784 + Penalty 161.618825 = -161947.363958 nChanged 2 SP:Iteration 48Q (74.915803 sec): 3 clusters Score: Raw -162109.099074 + Penalty 161.618825 = -161947.480249 nChanged 0 SP:Iteration 49F (74.919530 sec): 3 clusters Score: Raw -162109.099074 + Penalty 161.618825 = -161947.480249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.921314 sec): 2 clusters Score: Raw -23794.123482 + Penalty 502.853969 = -23291.269513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.922040 sec): 3 clusters Score: Raw -23710.549533 + Penalty 1011.081121 = -22699.468413 nChanged 85 SP:Iteration 1F (74.922738 sec): 3 clusters Score: Raw -23795.293045 + Penalty 1020.521053 = -22774.771992 nChanged 22 SP:Iteration 2F (74.923456 sec): 3 clusters Score: Raw -23819.368019 + Penalty 1024.069317 = -22795.298702 nChanged 7 SP:Iteration 3Q (74.924132 sec): 3 clusters Score: Raw -23830.479658 + Penalty 1028.083018 = -22802.396640 nChanged 4 SP:Iteration 4Q (74.924800 sec): 3 clusters Score: Raw -23836.805863 + Penalty 1028.098172 = -22808.707691 nChanged 1 SP:Iteration 5Q (74.925467 sec): 3 clusters Score: Raw -23837.490560 + Penalty 1028.098172 = -22809.392388 nChanged 0 SP:Iteration 6F (74.926152 sec): 3 clusters Score: Raw -23837.490560 + Penalty 1028.098172 = -22809.392388 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.931083 sec): 2 clusters Score: Raw -136498.639589 + Penalty 113.060028 = -136385.579561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.934551 sec): 3 clusters Score: Raw -135420.044038 + Penalty 225.884642 = -135194.159395 nChanged 787 SP:Iteration 1F (74.937754 sec): 3 clusters Score: Raw -136140.055078 + Penalty 225.189059 = -135914.866019 nChanged 136 SP:Iteration 2F (74.940859 sec): 3 clusters Score: Raw -136258.351195 + Penalty 225.443021 = -136032.908174 nChanged 83 SP:Iteration 3Q (74.943873 sec): 3 clusters Score: Raw -136291.486830 + Penalty 225.697036 = -136065.789794 nChanged 34 SP:Iteration 4Q (74.946894 sec): 3 clusters Score: Raw -136297.542437 + Penalty 225.848126 = -136071.694311 nChanged 13 SP:Iteration 5Q (74.949870 sec): 3 clusters Score: Raw -136299.697123 + Penalty 226.056499 = -136073.640624 nChanged 16 SP:Iteration 6Q (74.952905 sec): 3 clusters Score: Raw -136302.618903 + Penalty 226.322930 = -136076.295973 nChanged 10 SP:Iteration 7Q (74.955898 sec): 3 clusters Score: Raw -136305.273282 + Penalty 226.672637 = -136078.600646 nChanged 18 SP:Iteration 8Q (74.958887 sec): 3 clusters Score: Raw -136307.822826 + Penalty 226.931251 = -136080.891575 nChanged 14 SP:Iteration 9Q (74.961894 sec): 3 clusters Score: Raw -136310.589497 + Penalty 227.240141 = -136083.349356 nChanged 17 SP:Iteration 10F (74.965056 sec): 3 clusters Score: Raw -136312.752510 + Penalty 227.636986 = -136085.115524 nChanged 13 SP:Iteration 11Q (74.968133 sec): 3 clusters Score: Raw -136315.250186 + Penalty 228.124630 = -136087.125556 nChanged 18 SP:Iteration 12Q (74.971141 sec): 3 clusters Score: Raw -136318.830337 + Penalty 228.701813 = -136090.128524 nChanged 19 SP:Iteration 13Q (74.974129 sec): 3 clusters Score: Raw -136322.098068 + Penalty 228.913411 = -136093.184657 nChanged 12 SP:Iteration 14Q (74.977132 sec): 3 clusters Score: Raw -136324.240738 + Penalty 229.364415 = -136094.876323 nChanged 10 SP:Iteration 15Q (74.980160 sec): 3 clusters Score: Raw -136326.529580 + Penalty 229.736386 = -136096.793194 nChanged 11 SP:Iteration 16Q (74.983205 sec): 3 clusters Score: Raw -136328.999561 + Penalty 230.265261 = -136098.734300 nChanged 14 SP:Iteration 17Q (74.986317 sec): 3 clusters Score: Raw -136333.989262 + Penalty 231.035063 = -136102.954198 nChanged 15 SP:Iteration 18Q (74.989594 sec): 3 clusters Score: Raw -136338.328506 + Penalty 231.611789 = -136106.716718 nChanged 15 SP:Iteration 19Q (74.992801 sec): 3 clusters Score: Raw -136341.882725 + Penalty 232.240073 = -136109.642652 nChanged 16 SP:Iteration 20F (74.995899 sec): 3 clusters Score: Raw -136344.656556 + Penalty 233.004290 = -136111.652266 nChanged 14 SP:Iteration 21Q (74.998904 sec): 3 clusters Score: Raw -136347.277517 + Penalty 233.705325 = -136113.572191 nChanged 16 SP:Iteration 22Q (75.001933 sec): 3 clusters Score: Raw -136352.732329 + Penalty 234.164206 = -136118.568123 nChanged 15 SP:Iteration 23Q (75.004943 sec): 3 clusters Score: Raw -136356.950899 + Penalty 234.789543 = -136122.161355 nChanged 13 SP:Iteration 24Q (75.007936 sec): 3 clusters Score: Raw -136361.731285 + Penalty 235.961729 = -136125.769556 nChanged 16 SP:Iteration 25Q (75.011139 sec): 3 clusters Score: Raw -136368.340774 + Penalty 236.818815 = -136131.521959 nChanged 22 SP:Iteration 26Q (75.014175 sec): 3 clusters Score: Raw -136373.641408 + Penalty 237.794029 = -136135.847379 nChanged 21 SP:Iteration 27Q (75.017168 sec): 3 clusters Score: Raw -136379.687949 + Penalty 238.977556 = -136140.710392 nChanged 17 SP:Iteration 28Q (75.020215 sec): 3 clusters Score: Raw -136384.799591 + Penalty 240.277566 = -136144.522025 nChanged 18 SP:Iteration 29Q (75.023213 sec): 3 clusters Score: Raw -136388.009012 + Penalty 241.500351 = -136146.508661 nChanged 14 SP:Iteration 30F (75.026334 sec): 3 clusters Score: Raw -136390.044321 + Penalty 242.176864 = -136147.867457 nChanged 15 SP:Iteration 31Q (75.029246 sec): 3 clusters Score: Raw -136392.746726 + Penalty 242.711536 = -136150.035191 nChanged 12 SP:Iteration 32Q (75.032174 sec): 3 clusters Score: Raw -136394.430790 + Penalty 243.018507 = -136151.412283 nChanged 7 SP:Iteration 33Q (75.035048 sec): 3 clusters Score: Raw -136395.499915 + Penalty 243.607852 = -136151.892063 nChanged 8 SP:Iteration 34Q (75.037991 sec): 3 clusters Score: Raw -136396.304229 + Penalty 244.550441 = -136151.753788 nChanged 8 SP:Iteration 35F (75.041141 sec): 3 clusters Score: Raw -136397.766177 + Penalty 245.308947 = -136152.457230 nChanged 8 SP:Iteration 36Q (75.044074 sec): 3 clusters Score: Raw -136398.926670 + Penalty 245.869170 = -136153.057500 nChanged 7 SP:Iteration 37Q (75.047015 sec): 3 clusters Score: Raw -136399.302133 + Penalty 245.777465 = -136153.524668 nChanged 2 SP:Iteration 38Q (75.049938 sec): 3 clusters Score: Raw -136399.427998 + Penalty 245.884156 = -136153.543842 nChanged 2 SP:Iteration 39Q (75.052857 sec): 3 clusters Score: Raw -136399.558876 + Penalty 246.311048 = -136153.247828 nChanged 3 SP:Iteration 40F (75.055928 sec): 3 clusters Score: Raw -136399.624754 + Penalty 246.499908 = -136153.124846 nChanged 2 SP:Iteration 41F (75.059007 sec): 3 clusters Score: Raw -136399.672044 + Penalty 246.591557 = -136153.080487 nChanged 4 SP:Iteration 42F (75.062105 sec): 3 clusters Score: Raw -136400.145453 + Penalty 247.450021 = -136152.695431 nChanged 8 SP:Iteration 43F (75.065159 sec): 3 clusters Score: Raw -136400.844236 + Penalty 247.806812 = -136153.037424 nChanged 4 SP:Iteration 44Q (75.068043 sec): 3 clusters Score: Raw -136401.111971 + Penalty 248.079536 = -136153.032435 nChanged 4 SP:Iteration 45F (75.071179 sec): 3 clusters Score: Raw -136401.411729 + Penalty 248.070827 = -136153.340902 nChanged 5 SP:Iteration 46Q (75.074038 sec): 3 clusters Score: Raw -136401.799946 + Penalty 248.662219 = -136153.137727 nChanged 7 SP:Iteration 47F (75.077136 sec): 3 clusters Score: Raw -136402.276798 + Penalty 249.574617 = -136152.702181 nChanged 6 SP:Iteration 48F (75.080259 sec): 3 clusters Score: Raw -136402.630069 + Penalty 250.086497 = -136152.543572 nChanged 4 SP:Iteration 49F (75.083426 sec): 3 clusters Score: Raw -136402.708840 + Penalty 250.354516 = -136152.354323 nChanged 2 SP:Iteration 50F (75.086555 sec): 3 clusters Score: Raw -136402.794776 + Penalty 250.200116 = -136152.594660 nChanged 2 SP:Iteration 51Q (75.089750 sec): 3 clusters Score: Raw -136402.868532 + Penalty 250.503983 = -136152.364549 nChanged 2 SP:Iteration 52F (75.093001 sec): 3 clusters Score: Raw -136403.003826 + Penalty 250.423649 = -136152.580177 nChanged 2 SP:Iteration 53Q (75.095887 sec): 3 clusters Score: Raw -136403.055846 + Penalty 250.418983 = -136152.636863 nChanged 2 SP:Iteration 54Q (75.098792 sec): 3 clusters Score: Raw -136403.107370 + Penalty 250.474029 = -136152.633341 nChanged 1 SP:Iteration 55F (75.102076 sec): 3 clusters Score: Raw -136403.132123 + Penalty 250.474029 = -136152.658095 nChanged 0 Memory request: 0.04 GB would take us to total of 0.32 GB. Trying to split cluster 6 (8900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.141969 sec): 2 clusters Score: Raw -706233.345340 + Penalty 248.892569 = -705984.452771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.158334 sec): 3 clusters Score: Raw -700240.535308 + Penalty 489.404768 = -699751.130540 nChanged 4160 SP:Iteration 1F (75.174689 sec): 3 clusters Score: Raw -702018.853317 + Penalty 479.183178 = -701539.670139 nChanged 1353 SP:Iteration 2F (75.191150 sec): 3 clusters Score: Raw -702605.604233 + Penalty 474.079061 = -702131.525171 nChanged 659 SP:Iteration 3F (75.207699 sec): 3 clusters Score: Raw -702943.800983 + Penalty 470.759909 = -702473.041074 nChanged 592 SP:Iteration 4F (75.224009 sec): 3 clusters Score: Raw -703428.336715 + Penalty 473.915829 = -702954.420886 nChanged 869 SP:Iteration 5F (75.239945 sec): 3 clusters Score: Raw -704398.155994 + Penalty 472.140131 = -703926.015863 nChanged 640 SP:Iteration 6F (75.255856 sec): 3 clusters Score: Raw -705059.201768 + Penalty 465.712301 = -704593.489467 nChanged 406 SP:Iteration 7Q (75.270168 sec): 3 clusters Score: Raw -705430.291592 + Penalty 459.429366 = -704970.862226 nChanged 330 SP:Iteration 8Q (75.283737 sec): 3 clusters Score: Raw -705741.287378 + Penalty 437.713465 = -705303.573912 nChanged 260 SP:Iteration 9Q (75.297409 sec): 3 clusters Score: Raw -706000.902543 + Penalty 430.352095 = -705570.550448 nChanged 141 SP:Iteration 10F (75.313583 sec): 3 clusters Score: Raw -706136.802340 + Penalty 464.355940 = -705672.446400 nChanged 65 SP:Iteration 11Q (75.326326 sec): 3 clusters Score: Raw -706195.856660 + Penalty 511.881256 = -705683.975404 nChanged 28 SP:Iteration 12Q (75.338913 sec): 3 clusters Score: Raw -706221.392419 + Penalty 558.478829 = -705662.913590 nChanged 14 SP:Iteration 13F (75.354795 sec): 3 clusters Score: Raw -706233.525249 + Penalty 611.482624 = -705622.042625 nChanged 9 SP:Iteration 14F (75.370695 sec): 3 clusters Score: Raw -706241.093258 + Penalty 640.191558 = -705600.901700 nChanged 3 SP:Iteration 15F (75.386989 sec): 3 clusters Score: Raw -706244.766212 + Penalty 704.769165 = -705539.997046 nChanged 4 SP:Iteration 16F (75.403695 sec): 3 clusters Score: Raw -706253.661259 + Penalty 694.880696 = -705558.780563 nChanged 1 SP:Iteration 17Q (75.416102 sec): 3 clusters Score: Raw -706260.881984 + Penalty 680.148229 = -705580.733755 nChanged 2 SP:Iteration 18Q (75.428688 sec): 3 clusters Score: Raw -706264.167958 + Penalty 680.148229 = -705584.019729 nChanged 0 SP:Iteration 19F (75.444858 sec): 3 clusters Score: Raw -706264.167958 + Penalty 680.148229 = -705584.019729 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.455171 sec): 2 clusters Score: Raw -125339.663191 + Penalty 433.650126 = -124906.013064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.458020 sec): 3 clusters Score: Raw -124448.269307 + Penalty 878.601517 = -123569.667790 nChanged 594 SP:Iteration 1F (75.460780 sec): 3 clusters Score: Raw -124839.031621 + Penalty 892.454072 = -123946.577549 nChanged 202 SP:Iteration 2F (75.463536 sec): 3 clusters Score: Raw -124963.382000 + Penalty 905.168387 = -124058.213613 nChanged 126 SP:Iteration 3F (75.466342 sec): 3 clusters Score: Raw -125047.565408 + Penalty 914.453960 = -124133.111448 nChanged 91 SP:Iteration 4F (75.469165 sec): 3 clusters Score: Raw -125112.190014 + Penalty 919.804999 = -124192.385015 nChanged 79 SP:Iteration 5F (75.471979 sec): 3 clusters Score: Raw -125163.437991 + Penalty 923.402347 = -124240.035644 nChanged 56 SP:Iteration 6Q (75.474769 sec): 3 clusters Score: Raw -125194.980775 + Penalty 924.130909 = -124270.849866 nChanged 43 SP:Iteration 7Q (75.477500 sec): 3 clusters Score: Raw -125215.557807 + Penalty 925.687936 = -124289.869871 nChanged 31 SP:Iteration 8Q (75.480175 sec): 3 clusters Score: Raw -125228.583087 + Penalty 926.192599 = -124302.390487 nChanged 25 SP:Iteration 9Q (75.482805 sec): 3 clusters Score: Raw -125235.434561 + Penalty 925.056179 = -124310.378382 nChanged 12 SP:Iteration 10F (75.485559 sec): 3 clusters Score: Raw -125237.753017 + Penalty 924.604830 = -124313.148187 nChanged 5 SP:Iteration 11Q (75.488249 sec): 3 clusters Score: Raw -125238.960525 + Penalty 926.048271 = -124312.912254 nChanged 9 SP:Iteration 12F (75.491093 sec): 3 clusters Score: Raw -125241.973398 + Penalty 927.879107 = -124314.094291 nChanged 7 SP:Iteration 13Q (75.493877 sec): 3 clusters Score: Raw -125244.763254 + Penalty 930.824976 = -124313.938278 nChanged 10 SP:Iteration 14F (75.496669 sec): 3 clusters Score: Raw -125249.966635 + Penalty 933.972378 = -124315.994258 nChanged 13 SP:Iteration 15Q (75.499678 sec): 3 clusters Score: Raw -125253.057798 + Penalty 935.555547 = -124317.502251 nChanged 7 SP:Iteration 16Q (75.502546 sec): 3 clusters Score: Raw -125256.530070 + Penalty 937.679174 = -124318.850896 nChanged 10 SP:Iteration 17Q (75.505379 sec): 3 clusters Score: Raw -125261.633815 + Penalty 939.639020 = -124321.994795 nChanged 8 SP:Iteration 18Q (75.508027 sec): 3 clusters Score: Raw -125266.275358 + Penalty 942.048238 = -124324.227119 nChanged 11 SP:Iteration 19Q (75.510619 sec): 3 clusters Score: Raw -125271.154508 + Penalty 944.518042 = -124326.636466 nChanged 11 SP:Iteration 20F (75.513371 sec): 3 clusters Score: Raw -125279.682671 + Penalty 948.872328 = -124330.810343 nChanged 21 SP:Iteration 21Q (75.516005 sec): 3 clusters Score: Raw -125298.801771 + Penalty 952.444359 = -124346.357413 nChanged 23 SP:Iteration 22Q (75.518623 sec): 3 clusters Score: Raw -125311.582979 + Penalty 954.732049 = -124356.850930 nChanged 16 SP:Iteration 23Q (75.521219 sec): 3 clusters Score: Raw -125321.427165 + Penalty 956.254192 = -124365.172973 nChanged 12 SP:Iteration 24Q (75.523821 sec): 3 clusters Score: Raw -125333.772582 + Penalty 957.224884 = -124376.547698 nChanged 19 SP:Iteration 25Q (75.526406 sec): 3 clusters Score: Raw -125348.281613 + Penalty 958.368493 = -124389.913120 nChanged 12 SP:Iteration 26Q (75.528953 sec): 3 clusters Score: Raw -125355.492667 + Penalty 957.629582 = -124397.863085 nChanged 7 SP:Iteration 27Q (75.531485 sec): 3 clusters Score: Raw -125360.827390 + Penalty 956.888510 = -124403.938880 nChanged 10 SP:Iteration 28Q (75.534008 sec): 3 clusters Score: Raw -125368.169469 + Penalty 955.463595 = -124412.705874 nChanged 11 SP:Iteration 29Q (75.536532 sec): 3 clusters Score: Raw -125375.822759 + Penalty 958.595843 = -124417.226916 nChanged 11 SP:Iteration 30F (75.539296 sec): 3 clusters Score: Raw -125381.555103 + Penalty 960.867630 = -124420.687473 nChanged 11 SP:Iteration 31Q (75.541805 sec): 3 clusters Score: Raw -125387.358228 + Penalty 961.996104 = -124425.362124 nChanged 7 SP:Iteration 32Q (75.544273 sec): 3 clusters Score: Raw -125391.312900 + Penalty 962.686854 = -124428.626046 nChanged 8 SP:Iteration 33Q (75.546738 sec): 3 clusters Score: Raw -125397.514851 + Penalty 963.424391 = -124434.090460 nChanged 13 SP:Iteration 34Q (75.549209 sec): 3 clusters Score: Raw -125407.956988 + Penalty 963.675585 = -124444.281403 nChanged 12 SP:Iteration 35Q (75.551678 sec): 3 clusters Score: Raw -125416.088532 + Penalty 964.804486 = -124451.284046 nChanged 8 SP:Iteration 36Q (75.554168 sec): 3 clusters Score: Raw -125420.996196 + Penalty 963.586395 = -124457.409801 nChanged 7 SP:Iteration 37Q (75.556558 sec): 3 clusters Score: Raw -125426.686527 + Penalty 962.517132 = -124464.169395 nChanged 11 SP:Iteration 38Q (75.558976 sec): 3 clusters Score: Raw -125435.414259 + Penalty 960.648523 = -124474.765737 nChanged 5 SP:Iteration 39Q (75.561410 sec): 3 clusters Score: Raw -125437.997630 + Penalty 959.391209 = -124478.606421 nChanged 3 SP:Iteration 40F (75.564183 sec): 3 clusters Score: Raw -125440.053123 + Penalty 957.270214 = -124482.782908 nChanged 5 SP:Iteration 41Q (75.566591 sec): 3 clusters Score: Raw -125442.763895 + Penalty 955.261699 = -124487.502197 nChanged 2 SP:Iteration 42Q (75.569014 sec): 3 clusters Score: Raw -125444.325104 + Penalty 954.764924 = -124489.560180 nChanged 4 SP:Iteration 43Q (75.571445 sec): 3 clusters Score: Raw -125446.417045 + Penalty 950.702004 = -124495.715041 nChanged 3 SP:Iteration 44Q (75.573876 sec): 3 clusters Score: Raw -125450.189621 + Penalty 949.633504 = -124500.556118 nChanged 5 SP:Iteration 45Q (75.576311 sec): 3 clusters Score: Raw -125456.642520 + Penalty 948.991676 = -124507.650844 nChanged 4 SP:Iteration 46Q (75.578720 sec): 3 clusters Score: Raw -125458.112736 + Penalty 948.991676 = -124509.121060 nChanged 0 SP:Iteration 47F (75.581469 sec): 3 clusters Score: Raw -125458.112736 + Penalty 948.991676 = -124509.121060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 8 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.582749 sec): 2 clusters Score: Raw -17181.361613 + Penalty 406.813101 = -16774.548512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.583372 sec): 3 clusters Score: Raw -17134.244013 + Penalty 825.663342 = -16308.580671 nChanged 61 SP:Iteration 1F (75.583992 sec): 3 clusters Score: Raw -17209.879229 + Penalty 841.910134 = -16367.969095 nChanged 21 SP:Iteration 2F (75.584646 sec): 3 clusters Score: Raw -17238.184004 + Penalty 851.414096 = -16386.769907 nChanged 8 SP:Iteration 3Q (75.585264 sec): 3 clusters Score: Raw -17251.861581 + Penalty 865.078090 = -16386.783492 nChanged 10 SP:Iteration 4Q (75.585877 sec): 3 clusters Score: Raw -17268.000103 + Penalty 872.541327 = -16395.458776 nChanged 3 SP:Iteration 5Q (75.586481 sec): 3 clusters Score: Raw -17270.882188 + Penalty 876.169545 = -16394.712642 nChanged 1 SP:Iteration 6F (75.587107 sec): 3 clusters Score: Raw -17271.844745 + Penalty 876.169545 = -16395.675199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.588198 sec): 2 clusters Score: Raw -3906.824473 + Penalty 54.189662 = -3852.634811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.588504 sec): 3 clusters Score: Raw -3909.829896 + Penalty 99.659296 = -3810.170600 nChanged 13 SP:Iteration 1F (75.588791 sec): 3 clusters Score: Raw -3932.961613 + Penalty 96.985227 = -3835.976386 nChanged 7 SP:Iteration 2F (75.589074 sec): 3 clusters Score: Raw -3947.865622 + Penalty 97.529625 = -3850.335997 nChanged 1 SP:Iteration 3Q (75.589350 sec): 3 clusters Score: Raw -3948.658544 + Penalty 98.205903 = -3850.452641 nChanged 1 SP:Iteration 4Q (75.589626 sec): 3 clusters Score: Raw -3949.183713 + Penalty 98.205903 = -3850.977810 nChanged 0 SP:Iteration 5F (75.589908 sec): 3 clusters Score: Raw -3949.183713 + Penalty 98.205903 = -3850.977810 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 10 (1215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.594058 sec): 2 clusters Score: Raw -104845.419107 + Penalty 497.382798 = -104348.036309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.596470 sec): 3 clusters Score: Raw -104127.256200 + Penalty 996.159142 = -103131.097058 nChanged 465 SP:Iteration 1F (75.598904 sec): 3 clusters Score: Raw -104376.409095 + Penalty 991.414543 = -103384.994551 nChanged 151 SP:Iteration 2F (75.601343 sec): 3 clusters Score: Raw -104482.730703 + Penalty 985.177280 = -103497.553423 nChanged 89 SP:Iteration 3F (75.603731 sec): 3 clusters Score: Raw -104539.482305 + Penalty 978.224352 = -103561.257953 nChanged 66 SP:Iteration 4F (75.606097 sec): 3 clusters Score: Raw -104574.829430 + Penalty 974.671310 = -103600.158120 nChanged 45 SP:Iteration 5Q (75.608421 sec): 3 clusters Score: Raw -104591.642573 + Penalty 972.685383 = -103618.957189 nChanged 28 SP:Iteration 6Q (75.610681 sec): 3 clusters Score: Raw -104604.453825 + Penalty 969.333430 = -103635.120395 nChanged 26 SP:Iteration 7Q (75.612979 sec): 3 clusters Score: Raw -104622.344934 + Penalty 965.356067 = -103656.988867 nChanged 24 SP:Iteration 8Q (75.615267 sec): 3 clusters Score: Raw -104633.430467 + Penalty 960.477987 = -103672.952480 nChanged 28 SP:Iteration 9Q (75.617561 sec): 3 clusters Score: Raw -104648.407176 + Penalty 954.476572 = -103693.930605 nChanged 31 SP:Iteration 10F (75.619908 sec): 3 clusters Score: Raw -104663.245808 + Penalty 950.534948 = -103712.710861 nChanged 21 SP:Iteration 11Q (75.622210 sec): 3 clusters Score: Raw -104674.794557 + Penalty 947.988862 = -103726.805695 nChanged 20 SP:Iteration 12Q (75.624475 sec): 3 clusters Score: Raw -104683.941350 + Penalty 945.785722 = -103738.155628 nChanged 18 SP:Iteration 13Q (75.626747 sec): 3 clusters Score: Raw -104688.113326 + Penalty 942.997883 = -103745.115444 nChanged 15 SP:Iteration 14Q (75.629009 sec): 3 clusters Score: Raw -104693.531434 + Penalty 940.389928 = -103753.141507 nChanged 16 SP:Iteration 15Q (75.631264 sec): 3 clusters Score: Raw -104700.033062 + Penalty 937.024003 = -103763.009059 nChanged 13 SP:Iteration 16Q (75.633516 sec): 3 clusters Score: Raw -104704.412045 + Penalty 933.693091 = -103770.718954 nChanged 12 SP:Iteration 17Q (75.635773 sec): 3 clusters Score: Raw -104707.902346 + Penalty 932.875481 = -103775.026865 nChanged 10 SP:Iteration 18Q (75.638029 sec): 3 clusters Score: Raw -104709.483188 + Penalty 930.526968 = -103778.956220 nChanged 9 SP:Iteration 19Q (75.640251 sec): 3 clusters Score: Raw -104711.215183 + Penalty 930.479227 = -103780.735956 nChanged 9 SP:Iteration 20F (75.642559 sec): 3 clusters Score: Raw -104713.401659 + Penalty 928.862268 = -103784.539391 nChanged 12 SP:Iteration 21Q (75.644745 sec): 3 clusters Score: Raw -104718.950752 + Penalty 923.938729 = -103795.012023 nChanged 17 SP:Iteration 22Q (75.646948 sec): 3 clusters Score: Raw -104726.631750 + Penalty 921.049926 = -103805.581824 nChanged 14 SP:Iteration 23Q (75.649122 sec): 3 clusters Score: Raw -104731.467160 + Penalty 918.081435 = -103813.385725 nChanged 15 SP:Iteration 24Q (75.651316 sec): 3 clusters Score: Raw -104735.838594 + Penalty 915.829283 = -103820.009311 nChanged 15 SP:Iteration 25Q (75.653493 sec): 3 clusters Score: Raw -104739.332049 + Penalty 917.036625 = -103822.295423 nChanged 12 SP:Iteration 26Q (75.655759 sec): 3 clusters Score: Raw -104742.006542 + Penalty 915.166508 = -103826.840034 nChanged 12 SP:Iteration 27Q (75.657994 sec): 3 clusters Score: Raw -104745.944782 + Penalty 913.759857 = -103832.184925 nChanged 16 SP:Iteration 28Q (75.660206 sec): 3 clusters Score: Raw -104750.670656 + Penalty 912.571537 = -103838.099119 nChanged 13 SP:Iteration 29Q (75.662375 sec): 3 clusters Score: Raw -104754.680005 + Penalty 909.628535 = -103845.051470 nChanged 12 SP:Iteration 30F (75.664690 sec): 3 clusters Score: Raw -104761.846144 + Penalty 911.346152 = -103850.499993 nChanged 17 SP:Iteration 31Q (75.666910 sec): 3 clusters Score: Raw -104771.087231 + Penalty 921.602111 = -103849.485120 nChanged 19 SP:Iteration 32F (75.669244 sec): 3 clusters Score: Raw -104782.641258 + Penalty 926.096561 = -103856.544697 nChanged 21 SP:Iteration 33Q (75.671353 sec): 3 clusters Score: Raw -104798.243990 + Penalty 955.484859 = -103842.759130 nChanged 22 SP:Iteration 34F (75.673717 sec): 3 clusters Score: Raw -104818.668274 + Penalty 988.198029 = -103830.470245 nChanged 13 SP:Iteration 35F (75.676074 sec): 3 clusters Score: Raw -104828.398554 + Penalty 1018.611021 = -103809.787532 nChanged 15 SP:Iteration 36F (75.678415 sec): 3 clusters Score: Raw -104839.331341 + Penalty 1050.341324 = -103788.990017 nChanged 13 SP:Iteration 37F (75.680726 sec): 3 clusters Score: Raw -104850.303135 + Penalty 1069.524356 = -103780.778779 nChanged 8 SP:Iteration 38F (75.683035 sec): 3 clusters Score: Raw -104856.338360 + Penalty 1087.434421 = -103768.903939 nChanged 3 SP:Iteration 39F (75.685417 sec): 3 clusters Score: Raw -104860.131268 + Penalty 1131.890664 = -103728.240604 nChanged 4 SP:Iteration 40F (75.687895 sec): 3 clusters Score: Raw -104869.956785 + Penalty 1182.876233 = -103687.080552 nChanged 2 SP:Iteration 41F (75.690361 sec): 3 clusters Score: Raw -104873.886967 + Penalty 1220.384839 = -103653.502127 nChanged 1 SP:Iteration 42F (75.692768 sec): 3 clusters Score: Raw -104876.738217 + Penalty 1220.384839 = -103656.353378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.693828 sec): 2 clusters Score: Raw -1362.992051 + Penalty 283.723464 = -1079.268587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.694088 sec): 3 clusters Score: Raw -1518.808745 + Penalty 559.018024 = -959.790721 nChanged 2 SP:Iteration 1F (75.694343 sec): 3 clusters Score: Raw -1587.698044 + Penalty 559.018024 = -1028.680020 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 12 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.711524 sec): 2 clusters Score: Raw -297388.813181 + Penalty 205.104323 = -297183.708858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.718152 sec): 3 clusters Score: Raw -294996.708255 + Penalty 416.449213 = -294580.259042 nChanged 1668 SP:Iteration 1F (75.724611 sec): 3 clusters Score: Raw -296088.385295 + Penalty 430.334093 = -295658.051202 nChanged 541 SP:Iteration 2F (75.731124 sec): 3 clusters Score: Raw -296467.318698 + Penalty 442.818064 = -296024.500634 nChanged 375 SP:Iteration 3F (75.737698 sec): 3 clusters Score: Raw -296914.795761 + Penalty 454.184474 = -296460.611287 nChanged 277 SP:Iteration 4F (75.744142 sec): 3 clusters Score: Raw -297291.343133 + Penalty 375.857318 = -296915.485815 nChanged 82 SP:Iteration 5Q (75.749878 sec): 3 clusters Score: Raw -297385.811771 + Penalty 205.104323 = -297180.707448 nChanged 2 SP:Iteration 6Q (75.754785 sec): 2 clusters Score: Raw -297388.813181 + Penalty 205.104323 = -297183.708858 nChanged 0 SP:Iteration 7F (75.759710 sec): 2 clusters Score: Raw -297388.813181 + Penalty 205.104323 = -297183.708858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.765825 sec): 2 clusters Score: Raw -5499.006864 + Penalty 261.112282 = -5237.894582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.766169 sec): 3 clusters Score: Raw -5517.509793 + Penalty 518.375139 = -4999.134653 nChanged 13 SP:Iteration 1F (75.766527 sec): 3 clusters Score: Raw -5545.139841 + Penalty 516.886751 = -5028.253090 nChanged 3 SP:Iteration 2Q (75.766864 sec): 3 clusters Score: Raw -5563.530645 + Penalty 513.292317 = -5050.238329 nChanged 2 SP:Iteration 3Q (75.767186 sec): 3 clusters Score: Raw -5564.430183 + Penalty 511.411984 = -5053.018200 nChanged 1 SP:Iteration 4Q (75.767504 sec): 3 clusters Score: Raw -5566.029662 + Penalty 508.029978 = -5057.999685 nChanged 3 SP:Iteration 5Q (75.767821 sec): 3 clusters Score: Raw -5573.786062 + Penalty 506.634800 = -5067.151262 nChanged 4 SP:Iteration 6F (75.768146 sec): 3 clusters Score: Raw -5580.206872 + Penalty 507.736901 = -5072.469971 nChanged 3 SP:Iteration 7Q (75.768461 sec): 3 clusters Score: Raw -5586.236799 + Penalty 513.014811 = -5073.221988 nChanged 3 SP:Iteration 8Q (75.768777 sec): 3 clusters Score: Raw -5594.975316 + Penalty 513.014811 = -5081.960505 nChanged 0 SP:Iteration 9F (75.769101 sec): 3 clusters Score: Raw -5594.975316 + Penalty 513.014811 = -5081.960505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 14 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.770207 sec): 2 clusters Score: Raw -5830.189081 + Penalty 390.501996 = -5439.687085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.770547 sec): 3 clusters Score: Raw -5878.164988 + Penalty 768.087419 = -5110.077569 nChanged 10 SP:Iteration 1F (75.770885 sec): 3 clusters Score: Raw -5906.247914 + Penalty 771.815540 = -5134.432374 nChanged 4 SP:Iteration 2F (75.771224 sec): 3 clusters Score: Raw -5915.339301 + Penalty 781.003992 = -5134.335309 nChanged 3 SP:Iteration 3F (75.771557 sec): 3 clusters Score: Raw -5919.576406 + Penalty 784.195015 = -5135.381391 nChanged 1 SP:Iteration 4Q (75.771874 sec): 3 clusters Score: Raw -5921.053962 + Penalty 787.526318 = -5133.527644 nChanged 1 SP:Iteration 5F (75.772205 sec): 3 clusters Score: Raw -5924.294405 + Penalty 790.779941 = -5133.514464 nChanged 1 SP:Iteration 6F (75.772565 sec): 3 clusters Score: Raw -5925.368087 + Penalty 790.779941 = -5134.588145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 15 (1329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.776974 sec): 2 clusters Score: Raw -119290.724989 + Penalty 473.298220 = -118817.426769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.779561 sec): 3 clusters Score: Raw -118575.220535 + Penalty 948.586649 = -117626.633886 nChanged 553 SP:Iteration 1F (75.782067 sec): 3 clusters Score: Raw -118887.088010 + Penalty 951.660604 = -117935.427406 nChanged 125 SP:Iteration 2F (75.784548 sec): 3 clusters Score: Raw -118980.328099 + Penalty 955.750064 = -118024.578035 nChanged 108 SP:Iteration 3F (75.787102 sec): 3 clusters Score: Raw -119054.350599 + Penalty 956.582434 = -118097.768165 nChanged 86 SP:Iteration 4F (75.789632 sec): 3 clusters Score: Raw -119113.423199 + Penalty 960.052645 = -118153.370554 nChanged 60 SP:Iteration 5Q (75.792156 sec): 3 clusters Score: Raw -119141.319008 + Penalty 959.867179 = -118181.451829 nChanged 48 SP:Iteration 6Q (75.794647 sec): 3 clusters Score: Raw -119166.155009 + Penalty 959.003585 = -118207.151423 nChanged 25 SP:Iteration 7Q (75.797202 sec): 3 clusters Score: Raw -119178.216133 + Penalty 960.740139 = -118217.475994 nChanged 22 SP:Iteration 8Q (75.799754 sec): 3 clusters Score: Raw -119193.562836 + Penalty 960.856002 = -118232.706833 nChanged 21 SP:Iteration 9Q (75.802301 sec): 3 clusters Score: Raw -119207.125726 + Penalty 965.167287 = -118241.958439 nChanged 22 SP:Iteration 10F (75.804879 sec): 3 clusters Score: Raw -119221.991247 + Penalty 966.353115 = -118255.638132 nChanged 20 SP:Iteration 11Q (75.807584 sec): 3 clusters Score: Raw -119233.408286 + Penalty 966.878142 = -118266.530143 nChanged 21 SP:Iteration 12Q (75.810281 sec): 3 clusters Score: Raw -119247.129395 + Penalty 965.029156 = -118282.100239 nChanged 14 SP:Iteration 13Q (75.812926 sec): 3 clusters Score: Raw -119256.180474 + Penalty 965.365561 = -118290.814913 nChanged 12 SP:Iteration 14Q (75.815383 sec): 3 clusters Score: Raw -119263.105828 + Penalty 960.791091 = -118302.314737 nChanged 11 SP:Iteration 15Q (75.817808 sec): 3 clusters Score: Raw -119270.573973 + Penalty 956.912222 = -118313.661752 nChanged 11 SP:Iteration 16Q (75.820257 sec): 3 clusters Score: Raw -119278.509925 + Penalty 956.125529 = -118322.384396 nChanged 8 SP:Iteration 17Q (75.822670 sec): 3 clusters Score: Raw -119283.117079 + Penalty 953.137601 = -118329.979478 nChanged 7 SP:Iteration 18Q (75.825074 sec): 3 clusters Score: Raw -119287.518439 + Penalty 955.829907 = -118331.688532 nChanged 5 SP:Iteration 19Q (75.827428 sec): 3 clusters Score: Raw -119289.684761 + Penalty 953.342010 = -118336.342751 nChanged 2 SP:Iteration 20F (75.829995 sec): 3 clusters Score: Raw -119289.984477 + Penalty 952.382565 = -118337.601913 nChanged 3 SP:Iteration 21Q (75.832398 sec): 3 clusters Score: Raw -119292.476813 + Penalty 954.220781 = -118338.256033 nChanged 5 SP:Iteration 22Q (75.834791 sec): 3 clusters Score: Raw -119297.012657 + Penalty 949.050935 = -118347.961722 nChanged 6 SP:Iteration 23Q (75.837193 sec): 3 clusters Score: Raw -119304.070869 + Penalty 940.425068 = -118363.645801 nChanged 3 SP:Iteration 24Q (75.839541 sec): 3 clusters Score: Raw -119303.948840 + Penalty 932.108937 = -118371.839903 nChanged 3 SP:Iteration 25Q (75.841868 sec): 3 clusters Score: Raw -119305.933896 + Penalty 933.678454 = -118372.255442 nChanged 1 SP:Iteration 26Q (75.844204 sec): 3 clusters Score: Raw -119306.668705 + Penalty 927.760844 = -118378.907861 nChanged 1 SP:Iteration 27Q (75.846508 sec): 3 clusters Score: Raw -119307.265595 + Penalty 918.793413 = -118388.472182 nChanged 1 SP:Iteration 28Q (75.848830 sec): 3 clusters Score: Raw -119309.188299 + Penalty 916.816374 = -118392.371925 nChanged 1 SP:Iteration 29Q (75.851123 sec): 3 clusters Score: Raw -119309.892071 + Penalty 911.001662 = -118398.890408 nChanged 1 SP:Iteration 30F (75.853755 sec): 3 clusters Score: Raw -119311.375325 + Penalty 911.001662 = -118400.373663 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 16 (1011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.857302 sec): 2 clusters Score: Raw -91889.011335 + Penalty 1071.800661 = -90817.210674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.859318 sec): 3 clusters Score: Raw -91539.329640 + Penalty 2143.231236 = -89396.098404 nChanged 303 SP:Iteration 1F (75.861282 sec): 3 clusters Score: Raw -91792.742920 + Penalty 2143.306587 = -89649.436333 nChanged 88 SP:Iteration 2F (75.863315 sec): 3 clusters Score: Raw -91890.012382 + Penalty 2142.955335 = -89747.057047 nChanged 55 SP:Iteration 3F (75.865391 sec): 3 clusters Score: Raw -91952.517761 + Penalty 2142.844433 = -89809.673328 nChanged 42 SP:Iteration 4Q (75.867419 sec): 3 clusters Score: Raw -91997.241885 + Penalty 2142.669121 = -89854.572765 nChanged 31 SP:Iteration 5Q (75.869464 sec): 3 clusters Score: Raw -92030.215646 + Penalty 2141.959869 = -89888.255777 nChanged 33 SP:Iteration 6Q (75.871384 sec): 3 clusters Score: Raw -92070.442345 + Penalty 2141.627602 = -89928.814742 nChanged 22 SP:Iteration 7Q (75.873301 sec): 3 clusters Score: Raw -92095.137761 + Penalty 2141.565881 = -89953.571880 nChanged 20 SP:Iteration 8Q (75.875200 sec): 3 clusters Score: Raw -92118.660916 + Penalty 2140.744002 = -89977.916914 nChanged 21 SP:Iteration 9Q (75.877084 sec): 3 clusters Score: Raw -92145.259355 + Penalty 2139.252490 = -90006.006864 nChanged 17 SP:Iteration 10F (75.879021 sec): 3 clusters Score: Raw -92169.595827 + Penalty 2137.730729 = -90031.865099 nChanged 13 SP:Iteration 11Q (75.880933 sec): 3 clusters Score: Raw -92188.714270 + Penalty 2137.695540 = -90051.018729 nChanged 4 SP:Iteration 12Q (75.882831 sec): 3 clusters Score: Raw -92191.729655 + Penalty 2137.793643 = -90053.936012 nChanged 3 SP:Iteration 13Q (75.884699 sec): 3 clusters Score: Raw -92195.495305 + Penalty 2137.404767 = -90058.090538 nChanged 4 SP:Iteration 14Q (75.886613 sec): 3 clusters Score: Raw -92199.883286 + Penalty 2137.055438 = -90062.827848 nChanged 2 SP:Iteration 15Q (75.888512 sec): 3 clusters Score: Raw -92200.755631 + Penalty 2137.012243 = -90063.743388 nChanged 2 SP:Iteration 16Q (75.890418 sec): 3 clusters Score: Raw -92201.358336 + Penalty 2137.193288 = -90064.165048 nChanged 1 SP:Iteration 17Q (75.892310 sec): 3 clusters Score: Raw -92202.048383 + Penalty 2137.012243 = -90065.036140 nChanged 1 SP:Iteration 18Q (75.894182 sec): 3 clusters Score: Raw -92203.189176 + Penalty 2136.647165 = -90066.542010 nChanged 4 SP:Iteration 19Q (75.896060 sec): 3 clusters Score: Raw -92210.671579 + Penalty 2135.904903 = -90074.766676 nChanged 4 SP:Iteration 20F (75.898050 sec): 3 clusters Score: Raw -92226.140812 + Penalty 2135.241978 = -90090.898833 nChanged 6 SP:Iteration 21Q (75.899950 sec): 3 clusters Score: Raw -92232.821856 + Penalty 2134.984769 = -90097.837087 nChanged 2 SP:Iteration 22Q (75.901828 sec): 3 clusters Score: Raw -92234.273537 + Penalty 2134.659366 = -90099.614171 nChanged 2 SP:Iteration 23Q (75.903782 sec): 3 clusters Score: Raw -92238.627269 + Penalty 2133.727256 = -90104.900013 nChanged 5 SP:Iteration 24Q (75.905673 sec): 3 clusters Score: Raw -92245.566103 + Penalty 2133.174357 = -90112.391746 nChanged 5 SP:Iteration 25Q (75.907719 sec): 3 clusters Score: Raw -92250.849675 + Penalty 2132.541389 = -90118.308285 nChanged 5 SP:Iteration 26Q (75.909672 sec): 3 clusters Score: Raw -92255.158633 + Penalty 2131.984459 = -90123.174175 nChanged 3 SP:Iteration 27Q (75.911642 sec): 3 clusters Score: Raw -92260.636287 + Penalty 2131.426256 = -90129.210032 nChanged 5 SP:Iteration 28Q (75.913596 sec): 3 clusters Score: Raw -92265.371161 + Penalty 2131.090669 = -90134.280492 nChanged 4 SP:Iteration 29Q (75.915459 sec): 3 clusters Score: Raw -92269.189055 + Penalty 2131.337686 = -90137.851369 nChanged 3 SP:Iteration 30F (75.917409 sec): 3 clusters Score: Raw -92273.327080 + Penalty 2131.636423 = -90141.690657 nChanged 5 SP:Iteration 31Q (75.919258 sec): 3 clusters Score: Raw -92277.697111 + Penalty 2131.538326 = -90146.158785 nChanged 5 SP:Iteration 32Q (75.921104 sec): 3 clusters Score: Raw -92282.754080 + Penalty 2132.116280 = -90150.637800 nChanged 7 SP:Iteration 33Q (75.922942 sec): 3 clusters Score: Raw -92290.637397 + Penalty 2133.083122 = -90157.554275 nChanged 5 SP:Iteration 34Q (75.924801 sec): 3 clusters Score: Raw -92294.362601 + Penalty 2133.083122 = -90161.279479 nChanged 2 SP:Iteration 35Q (75.926637 sec): 3 clusters Score: Raw -92295.692542 + Penalty 2133.277970 = -90162.414571 nChanged 1 SP:Iteration 36Q (75.928456 sec): 3 clusters Score: Raw -92296.643764 + Penalty 2133.471705 = -90163.172059 nChanged 1 SP:Iteration 37Q (75.930299 sec): 3 clusters Score: Raw -92298.516709 + Penalty 2133.471705 = -90165.045004 nChanged 2 SP:Iteration 38Q (75.932146 sec): 3 clusters Score: Raw -92300.975726 + Penalty 2133.639527 = -90167.336199 nChanged 3 SP:Iteration 39Q (75.934009 sec): 3 clusters Score: Raw -92304.106258 + Penalty 2133.984315 = -90170.121943 nChanged 2 SP:Iteration 40F (75.935976 sec): 3 clusters Score: Raw -92305.236583 + Penalty 2134.174729 = -90171.061853 nChanged 1 SP:Iteration 41Q (75.937811 sec): 3 clusters Score: Raw -92306.136923 + Penalty 2134.174729 = -90171.962193 nChanged 0 SP:Iteration 42F (75.939797 sec): 3 clusters Score: Raw -92306.136923 + Penalty 2134.174729 = -90171.962193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.942109 sec): 2 clusters Score: Raw -26973.455535 + Penalty 737.722795 = -26235.732740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.942916 sec): 3 clusters Score: Raw -26907.808233 + Penalty 1472.429857 = -25435.378376 nChanged 76 SP:Iteration 1F (75.943729 sec): 3 clusters Score: Raw -27017.538958 + Penalty 1471.770163 = -25545.768795 nChanged 19 SP:Iteration 2F (75.944528 sec): 3 clusters Score: Raw -27052.530100 + Penalty 1471.558345 = -25580.971755 nChanged 6 SP:Iteration 3Q (75.945298 sec): 3 clusters Score: Raw -27064.404459 + Penalty 1471.329601 = -25593.074858 nChanged 6 SP:Iteration 4Q (75.946064 sec): 3 clusters Score: Raw -27072.879078 + Penalty 1471.632315 = -25601.246763 nChanged 4 SP:Iteration 5Q (75.946831 sec): 3 clusters Score: Raw -27080.406986 + Penalty 1471.711223 = -25608.695763 nChanged 2 SP:Iteration 6Q (75.947593 sec): 3 clusters Score: Raw -27084.303453 + Penalty 1471.711223 = -25612.592231 nChanged 0 SP:Iteration 7F (75.948401 sec): 3 clusters Score: Raw -27084.303453 + Penalty 1471.711223 = -25612.592231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.950936 sec): 2 clusters Score: Raw -37785.066259 + Penalty 426.412916 = -37358.653343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.951929 sec): 3 clusters Score: Raw -37544.602638 + Penalty 853.554397 = -36691.048241 nChanged 162 SP:Iteration 1F (75.952933 sec): 3 clusters Score: Raw -37633.533280 + Penalty 858.995430 = -36774.537849 nChanged 50 SP:Iteration 2F (75.953919 sec): 3 clusters Score: Raw -37677.792240 + Penalty 868.419570 = -36809.372670 nChanged 43 SP:Iteration 3F (75.954895 sec): 3 clusters Score: Raw -37715.326868 + Penalty 887.423933 = -36827.902935 nChanged 32 SP:Iteration 4F (75.955870 sec): 3 clusters Score: Raw -37751.473962 + Penalty 908.691858 = -36842.782104 nChanged 25 SP:Iteration 5F (75.956844 sec): 3 clusters Score: Raw -37772.671952 + Penalty 922.199121 = -36850.472831 nChanged 12 SP:Iteration 6Q (75.957821 sec): 3 clusters Score: Raw -37781.750872 + Penalty 930.480445 = -36851.270427 nChanged 10 SP:Iteration 7Q (75.958774 sec): 3 clusters Score: Raw -37792.262873 + Penalty 941.998314 = -36850.264559 nChanged 10 SP:Iteration 8F (75.959788 sec): 3 clusters Score: Raw -37803.329389 + Penalty 950.100923 = -36853.228466 nChanged 6 SP:Iteration 9Q (75.960704 sec): 3 clusters Score: Raw -37806.721519 + Penalty 950.215789 = -36856.505731 nChanged 3 SP:Iteration 10F (75.961683 sec): 3 clusters Score: Raw -37808.267382 + Penalty 949.428820 = -36858.838563 nChanged 1 SP:Iteration 11Q (75.962618 sec): 3 clusters Score: Raw -37808.830924 + Penalty 948.033245 = -36860.797680 nChanged 2 SP:Iteration 12Q (75.963532 sec): 3 clusters Score: Raw -37809.945789 + Penalty 949.058710 = -36860.887079 nChanged 1 SP:Iteration 13Q (75.964439 sec): 3 clusters Score: Raw -37810.286509 + Penalty 949.058710 = -36861.227800 nChanged 0 SP:Iteration 14F (75.965416 sec): 3 clusters Score: Raw -37810.286509 + Penalty 949.058710 = -36861.227800 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 19 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.969050 sec): 2 clusters Score: Raw -49415.831853 + Penalty 1003.024515 = -48412.807338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.970364 sec): 3 clusters Score: Raw -49247.886046 + Penalty 2006.063044 = -47241.823002 nChanged 177 SP:Iteration 1F (75.971656 sec): 3 clusters Score: Raw -49466.559720 + Penalty 2006.114997 = -47460.444722 nChanged 51 SP:Iteration 2F (75.972982 sec): 3 clusters Score: Raw -49568.884213 + Penalty 2006.648158 = -47562.236055 nChanged 38 SP:Iteration 3F (75.974277 sec): 3 clusters Score: Raw -49640.840102 + Penalty 2007.837810 = -47633.002293 nChanged 31 SP:Iteration 4Q (75.975517 sec): 3 clusters Score: Raw -49702.334661 + Penalty 2007.906341 = -47694.428320 nChanged 18 SP:Iteration 5Q (75.976738 sec): 3 clusters Score: Raw -49729.583856 + Penalty 2008.044368 = -47721.539488 nChanged 13 SP:Iteration 6Q (75.977972 sec): 3 clusters Score: Raw -49751.551567 + Penalty 2008.093248 = -47743.458318 nChanged 9 SP:Iteration 7Q (75.979186 sec): 3 clusters Score: Raw -49764.157547 + Penalty 2007.897133 = -47756.260415 nChanged 8 SP:Iteration 8Q (75.980386 sec): 3 clusters Score: Raw -49782.009109 + Penalty 2007.967509 = -47774.041600 nChanged 3 SP:Iteration 9Q (75.981583 sec): 3 clusters Score: Raw -49787.524486 + Penalty 2007.936418 = -47779.588068 nChanged 1 SP:Iteration 10F (75.982907 sec): 3 clusters Score: Raw -49788.147223 + Penalty 2007.903640 = -47780.243584 nChanged 1 SP:Iteration 11Q (75.984116 sec): 3 clusters Score: Raw -49788.637352 + Penalty 2007.903640 = -47780.733712 nChanged 0 SP:Iteration 12F (75.985402 sec): 3 clusters Score: Raw -49788.637352 + Penalty 2007.903640 = -47780.733712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.988037 sec): 2 clusters Score: Raw -6852.022732 + Penalty 83.531123 = -6768.491609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.988420 sec): 3 clusters Score: Raw -6825.593393 + Penalty 242.572965 = -6583.020427 nChanged 37 SP:Iteration 1F (75.988793 sec): 3 clusters Score: Raw -6874.416813 + Penalty 336.098627 = -6538.318186 nChanged 7 SP:Iteration 2F (75.989165 sec): 3 clusters Score: Raw -6888.546279 + Penalty 463.385064 = -6425.161216 nChanged 4 SP:Iteration 3F (75.989538 sec): 3 clusters Score: Raw -6913.996796 + Penalty 518.334429 = -6395.662367 nChanged 1 SP:Iteration 4F (75.989909 sec): 3 clusters Score: Raw -6920.597811 + Penalty 518.334429 = -6402.263382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 23 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.992684 sec): 2 clusters Score: Raw -52015.466312 + Penalty 553.918904 = -51461.547407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.994009 sec): 3 clusters Score: Raw -51713.508541 + Penalty 1108.703404 = -50604.805137 nChanged 197 SP:Iteration 1F (75.995396 sec): 3 clusters Score: Raw -51864.394739 + Penalty 1113.453830 = -50750.940910 nChanged 70 SP:Iteration 2F (75.996705 sec): 3 clusters Score: Raw -51929.271581 + Penalty 1117.500297 = -50811.771284 nChanged 38 SP:Iteration 3F (75.998013 sec): 3 clusters Score: Raw -51967.132232 + Penalty 1124.928874 = -50842.203358 nChanged 37 SP:Iteration 4F (75.999364 sec): 3 clusters Score: Raw -52008.601809 + Penalty 1142.403396 = -50866.198412 nChanged 38 SP:Iteration 5F (76.000647 sec): 3 clusters Score: Raw -52068.983003 + Penalty 1159.389558 = -50909.593445 nChanged 36 SP:Iteration 6F (76.001956 sec): 3 clusters Score: Raw -52135.501136 + Penalty 1173.261023 = -50962.240113 nChanged 23 SP:Iteration 7Q (76.003219 sec): 3 clusters Score: Raw -52186.169409 + Penalty 1183.079360 = -51003.090049 nChanged 18 SP:Iteration 8Q (76.004432 sec): 3 clusters Score: Raw -52217.736381 + Penalty 1191.962155 = -51025.774227 nChanged 14 SP:Iteration 9Q (76.005634 sec): 3 clusters Score: Raw -52227.440862 + Penalty 1201.158021 = -51026.282841 nChanged 9 SP:Iteration 10F (76.006952 sec): 3 clusters Score: Raw -52234.935199 + Penalty 1205.872461 = -51029.062738 nChanged 5 SP:Iteration 11Q (76.008153 sec): 3 clusters Score: Raw -52237.919259 + Penalty 1210.417108 = -51027.502151 nChanged 5 SP:Iteration 12F (76.009437 sec): 3 clusters Score: Raw -52240.852566 + Penalty 1212.793622 = -51028.058944 nChanged 4 SP:Iteration 13Q (76.010624 sec): 3 clusters Score: Raw -52243.975344 + Penalty 1214.437743 = -51029.537601 nChanged 3 SP:Iteration 14Q (76.011855 sec): 3 clusters Score: Raw -52246.556566 + Penalty 1216.307532 = -51030.249034 nChanged 3 SP:Iteration 15Q (76.013124 sec): 3 clusters Score: Raw -52248.824528 + Penalty 1216.307532 = -51032.516996 nChanged 0 SP:Iteration 16F (76.014474 sec): 3 clusters Score: Raw -52248.824528 + Penalty 1216.307532 = -51032.516996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 27 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.017644 sec): 2 clusters Score: Raw -51859.061356 + Penalty 590.911196 = -51268.150161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.018960 sec): 3 clusters Score: Raw -51562.288739 + Penalty 1186.022471 = -50376.266268 nChanged 195 SP:Iteration 1F (76.020245 sec): 3 clusters Score: Raw -51686.521725 + Penalty 1192.322231 = -50494.199495 nChanged 57 SP:Iteration 2F (76.021552 sec): 3 clusters Score: Raw -51743.605754 + Penalty 1206.242346 = -50537.363409 nChanged 49 SP:Iteration 3F (76.022843 sec): 3 clusters Score: Raw -51795.274362 + Penalty 1233.972750 = -50561.301612 nChanged 45 SP:Iteration 4F (76.024128 sec): 3 clusters Score: Raw -51844.432054 + Penalty 1260.513777 = -50583.918276 nChanged 30 SP:Iteration 5Q (76.025396 sec): 3 clusters Score: Raw -51883.716536 + Penalty 1285.320052 = -50598.396483 nChanged 27 SP:Iteration 6Q (76.026661 sec): 3 clusters Score: Raw -51913.211378 + Penalty 1299.001829 = -50614.209549 nChanged 13 SP:Iteration 7Q (76.027898 sec): 3 clusters Score: Raw -51926.133476 + Penalty 1304.755089 = -50621.378387 nChanged 10 SP:Iteration 8Q (76.029114 sec): 3 clusters Score: Raw -51939.933674 + Penalty 1314.092097 = -50625.841577 nChanged 8 SP:Iteration 9Q (76.030312 sec): 3 clusters Score: Raw -51951.486713 + Penalty 1316.449521 = -50635.037191 nChanged 4 SP:Iteration 10F (76.031613 sec): 3 clusters Score: Raw -51953.640443 + Penalty 1315.531727 = -50638.108716 nChanged 3 SP:Iteration 11Q (76.032810 sec): 3 clusters Score: Raw -51956.659676 + Penalty 1315.531727 = -50641.127948 nChanged 0 SP:Iteration 12F (76.034171 sec): 3 clusters Score: Raw -51956.659676 + Penalty 1315.531727 = -50641.127948 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 29 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.039374 sec): 2 clusters Score: Raw -78073.349727 + Penalty 772.299372 = -77301.050354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.041122 sec): 3 clusters Score: Raw -77680.769489 + Penalty 1540.671019 = -76140.098469 nChanged 284 SP:Iteration 1F (76.042792 sec): 3 clusters Score: Raw -77898.048512 + Penalty 1547.298341 = -76350.750170 nChanged 96 SP:Iteration 2F (76.044451 sec): 3 clusters Score: Raw -78008.994740 + Penalty 1555.336092 = -76453.658647 nChanged 66 SP:Iteration 3F (76.046134 sec): 3 clusters Score: Raw -78089.380053 + Penalty 1565.726653 = -76523.653400 nChanged 38 SP:Iteration 4Q (76.047822 sec): 3 clusters Score: Raw -78131.186830 + Penalty 1570.367238 = -76560.819592 nChanged 19 SP:Iteration 5Q (76.049474 sec): 3 clusters Score: Raw -78146.307514 + Penalty 1573.165868 = -76573.141645 nChanged 9 SP:Iteration 6Q (76.051112 sec): 3 clusters Score: Raw -78152.507204 + Penalty 1573.081161 = -76579.426043 nChanged 3 SP:Iteration 7Q (76.052723 sec): 3 clusters Score: Raw -78154.839807 + Penalty 1573.636969 = -76581.202838 nChanged 5 SP:Iteration 8Q (76.054328 sec): 3 clusters Score: Raw -78158.021654 + Penalty 1574.245384 = -76583.776271 nChanged 1 SP:Iteration 9Q (76.055960 sec): 3 clusters Score: Raw -78158.252832 + Penalty 1574.411763 = -76583.841069 nChanged 1 SP:Iteration 10F (76.057656 sec): 3 clusters Score: Raw -78158.108573 + Penalty 1574.411763 = -76583.696811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.059404 sec): 2 clusters Score: Raw -3894.258075 + Penalty 29.958359 = -3864.299716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.059676 sec): 3 clusters Score: Raw -3877.989414 + Penalty 59.916717 = -3818.072697 nChanged 20 SP:Iteration 1F (76.059936 sec): 3 clusters Score: Raw -3892.883534 + Penalty 60.644984 = -3832.238550 nChanged 1 SP:Iteration 2Q (76.060187 sec): 3 clusters Score: Raw -3893.684422 + Penalty 60.644984 = -3833.039438 nChanged 0 SP:Iteration 3F (76.060440 sec): 3 clusters Score: Raw -3893.684422 + Penalty 60.644984 = -3833.039438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 31 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.061793 sec): 2 clusters Score: Raw -28434.530363 + Penalty 480.502486 = -27954.027877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.062612 sec): 3 clusters Score: Raw -28329.434472 + Penalty 961.171952 = -27368.262520 nChanged 97 SP:Iteration 1F (76.063417 sec): 3 clusters Score: Raw -28444.951573 + Penalty 961.631461 = -27483.320112 nChanged 29 SP:Iteration 2F (76.064208 sec): 3 clusters Score: Raw -28480.707365 + Penalty 958.279865 = -27522.427500 nChanged 16 SP:Iteration 3Q (76.065008 sec): 3 clusters Score: Raw -28501.067661 + Penalty 958.766919 = -27542.300742 nChanged 11 SP:Iteration 4Q (76.065793 sec): 3 clusters Score: Raw -28513.385648 + Penalty 957.251412 = -27556.134236 nChanged 8 SP:Iteration 5Q (76.066577 sec): 3 clusters Score: Raw -28519.506050 + Penalty 957.123054 = -27562.382995 nChanged 7 SP:Iteration 6Q (76.067359 sec): 3 clusters Score: Raw -28527.191211 + Penalty 954.750010 = -27572.441201 nChanged 9 SP:Iteration 7Q (76.068118 sec): 3 clusters Score: Raw -28538.164651 + Penalty 952.548780 = -27585.615871 nChanged 5 SP:Iteration 8Q (76.068887 sec): 3 clusters Score: Raw -28541.552014 + Penalty 953.773366 = -27587.778648 nChanged 2 SP:Iteration 9Q (76.069640 sec): 3 clusters Score: Raw -28542.276987 + Penalty 951.451706 = -27590.825281 nChanged 2 SP:Iteration 10F (76.070412 sec): 3 clusters Score: Raw -28543.316351 + Penalty 948.574720 = -27594.741631 nChanged 3 SP:Iteration 11Q (76.071166 sec): 3 clusters Score: Raw -28544.576861 + Penalty 948.226053 = -27596.350808 nChanged 3 SP:Iteration 12Q (76.071917 sec): 3 clusters Score: Raw -28546.914779 + Penalty 944.028569 = -27602.886210 nChanged 2 SP:Iteration 13Q (76.072666 sec): 3 clusters Score: Raw -28549.831027 + Penalty 939.186118 = -27610.644909 nChanged 3 SP:Iteration 14Q (76.073463 sec): 3 clusters Score: Raw -28553.039507 + Penalty 937.787977 = -27615.251530 nChanged 2 SP:Iteration 15Q (76.074215 sec): 3 clusters Score: Raw -28554.645921 + Penalty 935.373557 = -27619.272364 nChanged 3 SP:Iteration 16Q (76.074958 sec): 3 clusters Score: Raw -28556.971246 + Penalty 935.059135 = -27621.912112 nChanged 1 SP:Iteration 17Q (76.075698 sec): 3 clusters Score: Raw -28558.797795 + Penalty 932.442910 = -27626.354885 nChanged 2 SP:Iteration 18Q (76.076437 sec): 3 clusters Score: Raw -28560.916768 + Penalty 929.642653 = -27631.274115 nChanged 4 SP:Iteration 19Q (76.077172 sec): 3 clusters Score: Raw -28564.770601 + Penalty 930.237142 = -27634.533459 nChanged 2 SP:Iteration 20F (76.077961 sec): 3 clusters Score: Raw -28568.775792 + Penalty 930.237142 = -27638.538651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.079167 sec): 2 clusters Score: Raw -15141.096948 + Penalty 674.246614 = -14466.850334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.079675 sec): 3 clusters Score: Raw -15146.322532 + Penalty 1348.553500 = -13797.769032 nChanged 32 SP:Iteration 1F (76.080174 sec): 3 clusters Score: Raw -15192.426787 + Penalty 1348.389543 = -13844.037244 nChanged 5 SP:Iteration 2Q (76.080663 sec): 3 clusters Score: Raw -15197.983177 + Penalty 1348.593672 = -13849.389505 nChanged 2 SP:Iteration 3Q (76.081152 sec): 3 clusters Score: Raw -15199.358434 + Penalty 1348.599486 = -13850.758948 nChanged 1 SP:Iteration 4Q (76.081640 sec): 3 clusters Score: Raw -15200.849422 + Penalty 1348.599486 = -13852.249937 nChanged 0 SP:Iteration 5F (76.082162 sec): 3 clusters Score: Raw -15200.849422 + Penalty 1348.599486 = -13852.249937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.083533 sec): 2 clusters Score: Raw -22357.502429 + Penalty 371.137140 = -21986.365290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.084297 sec): 3 clusters Score: Raw -22256.256992 + Penalty 760.333764 = -21495.923228 nChanged 98 SP:Iteration 1F (76.085049 sec): 3 clusters Score: Raw -22403.418288 + Penalty 774.258322 = -21629.159966 nChanged 29 SP:Iteration 2F (76.085797 sec): 3 clusters Score: Raw -22441.014450 + Penalty 785.109699 = -21655.904751 nChanged 7 SP:Iteration 3Q (76.086518 sec): 3 clusters Score: Raw -22451.670058 + Penalty 791.278408 = -21660.391649 nChanged 3 SP:Iteration 4Q (76.087220 sec): 3 clusters Score: Raw -22455.819975 + Penalty 792.401983 = -21663.417993 nChanged 3 SP:Iteration 5Q (76.087910 sec): 3 clusters Score: Raw -22460.783591 + Penalty 792.401983 = -21668.381608 nChanged 0 SP:Iteration 6F (76.088631 sec): 3 clusters Score: Raw -22460.783591 + Penalty 792.401983 = -21668.381608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 37 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.090883 sec): 2 clusters Score: Raw -52537.136459 + Penalty 944.024870 = -51593.111590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.092156 sec): 3 clusters Score: Raw -52361.336513 + Penalty 1888.666538 = -50472.669975 nChanged 143 SP:Iteration 1F (76.093354 sec): 3 clusters Score: Raw -52531.403986 + Penalty 1888.861118 = -50642.542868 nChanged 39 SP:Iteration 2F (76.094539 sec): 3 clusters Score: Raw -52575.544261 + Penalty 1888.928413 = -50686.615848 nChanged 16 SP:Iteration 3Q (76.095705 sec): 3 clusters Score: Raw -52589.735632 + Penalty 1889.154743 = -50700.580888 nChanged 7 SP:Iteration 4Q (76.096892 sec): 3 clusters Score: Raw -52605.646054 + Penalty 1889.041831 = -50716.604223 nChanged 5 SP:Iteration 5Q (76.098057 sec): 3 clusters Score: Raw -52612.555375 + Penalty 1888.825131 = -50723.730244 nChanged 5 SP:Iteration 6Q (76.099218 sec): 3 clusters Score: Raw -52614.486665 + Penalty 1888.795943 = -50725.690722 nChanged 2 SP:Iteration 7Q (76.100395 sec): 3 clusters Score: Raw -52615.813921 + Penalty 1888.763699 = -50727.050223 nChanged 5 SP:Iteration 8Q (76.101575 sec): 3 clusters Score: Raw -52620.652577 + Penalty 1888.564437 = -50732.088140 nChanged 10 SP:Iteration 9Q (76.102754 sec): 3 clusters Score: Raw -52631.105381 + Penalty 1888.466859 = -50742.638522 nChanged 7 SP:Iteration 10F (76.103939 sec): 3 clusters Score: Raw -52641.122524 + Penalty 1888.648736 = -50752.473787 nChanged 2 SP:Iteration 11Q (76.105115 sec): 3 clusters Score: Raw -52644.293598 + Penalty 1888.696816 = -50755.596783 nChanged 3 SP:Iteration 12Q (76.106280 sec): 3 clusters Score: Raw -52646.715918 + Penalty 1888.662989 = -50758.052929 nChanged 2 SP:Iteration 13Q (76.107431 sec): 3 clusters Score: Raw -52647.744171 + Penalty 1888.686110 = -50759.058060 nChanged 1 SP:Iteration 14Q (76.108582 sec): 3 clusters Score: Raw -52648.621656 + Penalty 1888.686110 = -50759.935546 nChanged 0 SP:Iteration 15F (76.109766 sec): 3 clusters Score: Raw -52648.621656 + Penalty 1888.686110 = -50759.935546 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 46 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.112342 sec): 2 clusters Score: Raw -53508.048143 + Penalty 734.994430 = -52773.053713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.113607 sec): 3 clusters Score: Raw -53269.128849 + Penalty 1470.181979 = -51798.946870 nChanged 149 SP:Iteration 1F (76.114994 sec): 3 clusters Score: Raw -53366.359119 + Penalty 1470.953272 = -51895.405848 nChanged 44 SP:Iteration 2F (76.116267 sec): 3 clusters Score: Raw -53398.081192 + Penalty 1471.046736 = -51927.034456 nChanged 19 SP:Iteration 3Q (76.117520 sec): 3 clusters Score: Raw -53408.173132 + Penalty 1471.200202 = -51936.972930 nChanged 9 SP:Iteration 4Q (76.118762 sec): 3 clusters Score: Raw -53419.911027 + Penalty 1471.894181 = -51948.016846 nChanged 14 SP:Iteration 5Q (76.120022 sec): 3 clusters Score: Raw -53432.436000 + Penalty 1473.057672 = -51959.378328 nChanged 13 SP:Iteration 6Q (76.121271 sec): 3 clusters Score: Raw -53447.281157 + Penalty 1475.063894 = -51972.217263 nChanged 11 SP:Iteration 7Q (76.122506 sec): 3 clusters Score: Raw -53454.348821 + Penalty 1477.030153 = -51977.318668 nChanged 10 SP:Iteration 8Q (76.123747 sec): 3 clusters Score: Raw -53462.372726 + Penalty 1478.126375 = -51984.246351 nChanged 8 SP:Iteration 9Q (76.125007 sec): 3 clusters Score: Raw -53469.825974 + Penalty 1479.343464 = -51990.482511 nChanged 6 SP:Iteration 10F (76.126251 sec): 3 clusters Score: Raw -53475.784870 + Penalty 1480.958934 = -51994.825936 nChanged 7 SP:Iteration 11Q (76.127478 sec): 3 clusters Score: Raw -53480.769426 + Penalty 1483.142715 = -51997.626711 nChanged 9 SP:Iteration 12Q (76.128703 sec): 3 clusters Score: Raw -53485.385697 + Penalty 1484.266691 = -52001.119006 nChanged 5 SP:Iteration 13Q (76.129947 sec): 3 clusters Score: Raw -53489.917923 + Penalty 1485.786116 = -52004.131807 nChanged 5 SP:Iteration 14Q (76.131176 sec): 3 clusters Score: Raw -53495.215146 + Penalty 1487.031974 = -52008.183172 nChanged 6 SP:Iteration 15Q (76.132390 sec): 3 clusters Score: Raw -53499.050525 + Penalty 1487.937710 = -52011.112815 nChanged 2 SP:Iteration 16Q (76.133604 sec): 3 clusters Score: Raw -53500.677758 + Penalty 1488.643053 = -52012.034705 nChanged 1 SP:Iteration 17Q (76.134853 sec): 3 clusters Score: Raw -53500.850510 + Penalty 1489.385575 = -52011.464935 nChanged 1 SP:Iteration 18F (76.136094 sec): 3 clusters Score: Raw -53501.127027 + Penalty 1489.385575 = -52011.741452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.137966 sec): 2 clusters Score: Raw -31248.965644 + Penalty 534.500682 = -30714.464963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.138815 sec): 3 clusters Score: Raw -31089.666045 + Penalty 1067.759852 = -30021.906193 nChanged 103 SP:Iteration 1F (76.139660 sec): 3 clusters Score: Raw -31151.508788 + Penalty 1064.828716 = -30086.680073 nChanged 26 SP:Iteration 2F (76.140463 sec): 3 clusters Score: Raw -31179.371581 + Penalty 1060.321800 = -30119.049781 nChanged 25 SP:Iteration 3F (76.141268 sec): 3 clusters Score: Raw -31206.358193 + Penalty 1057.842099 = -30148.516094 nChanged 21 SP:Iteration 4F (76.142068 sec): 3 clusters Score: Raw -31227.018049 + Penalty 1056.938814 = -30170.079235 nChanged 12 SP:Iteration 5Q (76.142865 sec): 3 clusters Score: Raw -31244.914389 + Penalty 1056.583454 = -30188.330935 nChanged 9 SP:Iteration 6Q (76.143679 sec): 3 clusters Score: Raw -31255.683807 + Penalty 1057.871465 = -30197.812343 nChanged 9 SP:Iteration 7Q (76.144480 sec): 3 clusters Score: Raw -31268.104311 + Penalty 1060.314359 = -30207.789952 nChanged 9 SP:Iteration 8Q (76.145270 sec): 3 clusters Score: Raw -31275.807272 + Penalty 1060.862415 = -30214.944858 nChanged 4 SP:Iteration 9Q (76.146059 sec): 3 clusters Score: Raw -31280.344753 + Penalty 1062.552827 = -30217.791926 nChanged 6 SP:Iteration 10F (76.146858 sec): 3 clusters Score: Raw -31288.330082 + Penalty 1065.732690 = -30222.597392 nChanged 7 SP:Iteration 11Q (76.147643 sec): 3 clusters Score: Raw -31295.905830 + Penalty 1068.527982 = -30227.377848 nChanged 8 SP:Iteration 12Q (76.148446 sec): 3 clusters Score: Raw -31305.809582 + Penalty 1072.401937 = -30233.407644 nChanged 8 SP:Iteration 13Q (76.149228 sec): 3 clusters Score: Raw -31314.508987 + Penalty 1076.862216 = -30237.646771 nChanged 9 SP:Iteration 14Q (76.150002 sec): 3 clusters Score: Raw -31327.078171 + Penalty 1079.038856 = -30248.039315 nChanged 4 SP:Iteration 15Q (76.150766 sec): 3 clusters Score: Raw -31333.213430 + Penalty 1079.556634 = -30253.656796 nChanged 1 SP:Iteration 16Q (76.151527 sec): 3 clusters Score: Raw -31333.429180 + Penalty 1079.901100 = -30253.528079 nChanged 1 SP:Iteration 17F (76.152326 sec): 3 clusters Score: Raw -31334.072118 + Penalty 1079.901100 = -30254.171018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.154127 sec): 2 clusters Score: Raw -31812.402728 + Penalty 738.728690 = -31073.674038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.154965 sec): 3 clusters Score: Raw -31715.069170 + Penalty 1481.499715 = -30233.569455 nChanged 88 SP:Iteration 1F (76.155783 sec): 3 clusters Score: Raw -31819.566326 + Penalty 1488.375072 = -30331.191254 nChanged 28 SP:Iteration 2F (76.156595 sec): 3 clusters Score: Raw -31860.782313 + Penalty 1495.770243 = -30365.012070 nChanged 19 SP:Iteration 3F (76.157409 sec): 3 clusters Score: Raw -31889.875962 + Penalty 1500.441588 = -30389.434374 nChanged 10 SP:Iteration 4Q (76.158188 sec): 3 clusters Score: Raw -31902.252427 + Penalty 1501.994743 = -30400.257684 nChanged 5 SP:Iteration 5Q (76.158950 sec): 3 clusters Score: Raw -31906.387133 + Penalty 1502.514820 = -30403.872313 nChanged 1 SP:Iteration 6Q (76.159706 sec): 3 clusters Score: Raw -31906.823551 + Penalty 1503.241999 = -30403.581552 nChanged 1 SP:Iteration 7F (76.160487 sec): 3 clusters Score: Raw -31908.242725 + Penalty 1504.103945 = -30404.138780 nChanged 3 SP:Iteration 8Q (76.161248 sec): 3 clusters Score: Raw -31913.641118 + Penalty 1504.330150 = -30409.310968 nChanged 2 SP:Iteration 9Q (76.162026 sec): 3 clusters Score: Raw -31916.422920 + Penalty 1504.330150 = -30412.092771 nChanged 0 SP:Iteration 10F (76.162813 sec): 3 clusters Score: Raw -31916.422920 + Penalty 1504.330150 = -30412.092771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.164941 sec): 2 clusters Score: Raw -39942.166237 + Penalty 761.260893 = -39180.905344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.165960 sec): 3 clusters Score: Raw -39817.936676 + Penalty 1524.264770 = -38293.671906 nChanged 124 SP:Iteration 1F (76.167007 sec): 3 clusters Score: Raw -39953.262251 + Penalty 1523.509281 = -38429.752970 nChanged 36 SP:Iteration 2F (76.168016 sec): 3 clusters Score: Raw -39995.878261 + Penalty 1524.388302 = -38471.489959 nChanged 16 SP:Iteration 3Q (76.168993 sec): 3 clusters Score: Raw -40012.641898 + Penalty 1527.720178 = -38484.921720 nChanged 12 SP:Iteration 4Q (76.169971 sec): 3 clusters Score: Raw -40025.238164 + Penalty 1530.543406 = -38494.694758 nChanged 10 SP:Iteration 5Q (76.170944 sec): 3 clusters Score: Raw -40039.094221 + Penalty 1533.261902 = -38505.832319 nChanged 9 SP:Iteration 6Q (76.171931 sec): 3 clusters Score: Raw -40051.070210 + Penalty 1537.247513 = -38513.822697 nChanged 10 SP:Iteration 7Q (76.172900 sec): 3 clusters Score: Raw -40061.064139 + Penalty 1538.048011 = -38523.016128 nChanged 8 SP:Iteration 8Q (76.173864 sec): 3 clusters Score: Raw -40079.012005 + Penalty 1541.101281 = -38537.910724 nChanged 11 SP:Iteration 9Q (76.174820 sec): 3 clusters Score: Raw -40094.016482 + Penalty 1545.043190 = -38548.973292 nChanged 8 SP:Iteration 10F (76.175819 sec): 3 clusters Score: Raw -40109.719444 + Penalty 1548.898427 = -38560.821016 nChanged 9 SP:Iteration 11Q (76.176789 sec): 3 clusters Score: Raw -40131.598699 + Penalty 1554.182532 = -38577.416167 nChanged 18 SP:Iteration 12Q (76.177739 sec): 3 clusters Score: Raw -40174.489050 + Penalty 1560.874297 = -38613.614753 nChanged 16 SP:Iteration 13Q (76.178674 sec): 3 clusters Score: Raw -40200.764845 + Penalty 1563.763350 = -38637.001496 nChanged 8 SP:Iteration 14Q (76.179602 sec): 3 clusters Score: Raw -40211.932670 + Penalty 1568.444083 = -38643.488586 nChanged 8 SP:Iteration 15Q (76.180517 sec): 3 clusters Score: Raw -40224.839675 + Penalty 1569.960067 = -38654.879608 nChanged 4 SP:Iteration 16Q (76.181451 sec): 3 clusters Score: Raw -40231.326986 + Penalty 1572.375901 = -38658.951085 nChanged 4 SP:Iteration 17Q (76.182362 sec): 3 clusters Score: Raw -40233.720183 + Penalty 1572.861439 = -38660.858744 nChanged 1 SP:Iteration 18Q (76.183270 sec): 3 clusters Score: Raw -40234.360193 + Penalty 1573.643487 = -38660.716705 nChanged 1 SP:Iteration 19F (76.184270 sec): 3 clusters Score: Raw -40234.827929 + Penalty 1573.643487 = -38661.184441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.186148 sec): 2 clusters Score: Raw -31461.457284 + Penalty 764.677430 = -30696.779854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.186999 sec): 3 clusters Score: Raw -31380.031456 + Penalty 1529.690930 = -29850.340526 nChanged 88 SP:Iteration 1F (76.187825 sec): 3 clusters Score: Raw -31498.137444 + Penalty 1529.750131 = -29968.387312 nChanged 17 SP:Iteration 2Q (76.188627 sec): 3 clusters Score: Raw -31513.575363 + Penalty 1530.013715 = -29983.561648 nChanged 5 SP:Iteration 3Q (76.189424 sec): 3 clusters Score: Raw -31519.263351 + Penalty 1530.466867 = -29988.796484 nChanged 7 SP:Iteration 4Q (76.190218 sec): 3 clusters Score: Raw -31538.608368 + Penalty 1530.878059 = -30007.730309 nChanged 7 SP:Iteration 5Q (76.191033 sec): 3 clusters Score: Raw -31555.060104 + Penalty 1532.052749 = -30023.007355 nChanged 9 SP:Iteration 6Q (76.191827 sec): 3 clusters Score: Raw -31567.078426 + Penalty 1532.322647 = -30034.755779 nChanged 8 SP:Iteration 7Q (76.192617 sec): 3 clusters Score: Raw -31576.313752 + Penalty 1533.400313 = -30042.913439 nChanged 3 SP:Iteration 8Q (76.193401 sec): 3 clusters Score: Raw -31577.980065 + Penalty 1533.788915 = -30044.191151 nChanged 4 SP:Iteration 9Q (76.194184 sec): 3 clusters Score: Raw -31581.122755 + Penalty 1534.273357 = -30046.849398 nChanged 6 SP:Iteration 10F (76.195004 sec): 3 clusters Score: Raw -31588.713595 + Penalty 1534.807675 = -30053.905920 nChanged 2 SP:Iteration 11Q (76.195806 sec): 3 clusters Score: Raw -31590.429828 + Penalty 1535.090887 = -30055.338941 nChanged 1 SP:Iteration 12Q (76.196621 sec): 3 clusters Score: Raw -31590.702308 + Penalty 1535.090887 = -30055.611422 nChanged 0 SP:Iteration 13F (76.197442 sec): 3 clusters Score: Raw -31590.702308 + Penalty 1535.090887 = -30055.611422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.198538 sec): 2 clusters Score: Raw -3892.974682 + Penalty 334.937783 = -3558.036899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.198901 sec): 3 clusters Score: Raw -4014.980724 + Penalty 667.809241 = -3347.171484 nChanged 10 SP:Iteration 1F (76.199258 sec): 3 clusters Score: Raw -4040.977645 + Penalty 667.006022 = -3373.971623 nChanged 1 SP:Iteration 2Q (76.199590 sec): 3 clusters Score: Raw -4044.845560 + Penalty 665.496761 = -3379.348798 nChanged 1 SP:Iteration 3Q (76.199941 sec): 3 clusters Score: Raw -4048.227145 + Penalty 665.496761 = -3382.730383 nChanged 0 SP:Iteration 4F (76.200312 sec): 3 clusters Score: Raw -4048.227145 + Penalty 665.496761 = -3382.730383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 79 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.202681 sec): 2 clusters Score: Raw -49546.934976 + Penalty 659.813152 = -48887.121825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.203928 sec): 3 clusters Score: Raw -49268.343002 + Penalty 1323.678137 = -47944.664866 nChanged 167 SP:Iteration 1F (76.205125 sec): 3 clusters Score: Raw -49399.813778 + Penalty 1335.738568 = -48064.075210 nChanged 54 SP:Iteration 2F (76.206316 sec): 3 clusters Score: Raw -49449.280374 + Penalty 1350.849943 = -48098.430431 nChanged 32 SP:Iteration 3F (76.207492 sec): 3 clusters Score: Raw -49483.450391 + Penalty 1361.895069 = -48121.555322 nChanged 21 SP:Iteration 4Q (76.208669 sec): 3 clusters Score: Raw -49503.080366 + Penalty 1367.615549 = -48135.464816 nChanged 10 SP:Iteration 5Q (76.209871 sec): 3 clusters Score: Raw -49510.192040 + Penalty 1370.282852 = -48139.909187 nChanged 5 SP:Iteration 6Q (76.211044 sec): 3 clusters Score: Raw -49514.342107 + Penalty 1373.169675 = -48141.172432 nChanged 5 SP:Iteration 7Q (76.212198 sec): 3 clusters Score: Raw -49517.960094 + Penalty 1373.961676 = -48143.998417 nChanged 1 SP:Iteration 8Q (76.213348 sec): 3 clusters Score: Raw -49518.603702 + Penalty 1373.961676 = -48144.642026 nChanged 0 SP:Iteration 9F (76.214564 sec): 3 clusters Score: Raw -49518.603702 + Penalty 1373.961676 = -48144.642026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 114 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.216609 sec): 2 clusters Score: Raw -35334.887406 + Penalty 863.056456 = -34471.830951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.217526 sec): 3 clusters Score: Raw -35262.596711 + Penalty 1725.722350 = -33536.874360 nChanged 86 SP:Iteration 1F (76.218450 sec): 3 clusters Score: Raw -35358.802834 + Penalty 1726.170600 = -33632.632234 nChanged 20 SP:Iteration 2F (76.219375 sec): 3 clusters Score: Raw -35394.628068 + Penalty 1726.370862 = -33668.257206 nChanged 11 SP:Iteration 3Q (76.220278 sec): 3 clusters Score: Raw -35407.812172 + Penalty 1726.500455 = -33681.311717 nChanged 7 SP:Iteration 4Q (76.221178 sec): 3 clusters Score: Raw -35418.157305 + Penalty 1726.458940 = -33691.698365 nChanged 9 SP:Iteration 5Q (76.222054 sec): 3 clusters Score: Raw -35429.838692 + Penalty 1726.036823 = -33703.801869 nChanged 7 SP:Iteration 6Q (76.222911 sec): 3 clusters Score: Raw -35439.496941 + Penalty 1725.876776 = -33713.620164 nChanged 2 SP:Iteration 7Q (76.223785 sec): 3 clusters Score: Raw -35444.734933 + Penalty 1725.876776 = -33718.858156 nChanged 0 SP:Iteration 8F (76.224672 sec): 3 clusters Score: Raw -35444.734933 + Penalty 1725.876776 = -33718.858156 nChanged 0 Time taken for this iteration:75.367958 seconds. 300->37 Clusters: Score -2400063.943859, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 214 (time per iteration =356.364182 ms) Total iterations: 3188 (time per iteration =23.921561 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5996026250.000000 (time per metric unit =12.718746ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 149900656250.000000 (time per metric unit=508.749841ps) That took 76.261935 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 13 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 37827 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 37827 points ------ Starting initial clusters from distinct float masks Not enough masks (242) to generate starting clusters (300), so starting with (243) clusters instead. Assigned 243 initial classes from 242 unique masks. Deleting Class 238 (2 points): Lose 8.290436 but Gain 1649.073180 Iteration 0F (5.404890 sec): 242 clusters Score: Raw -2956080.712372 + Penalty 262748.352837 = -2693332.359535 nChanged 11706 Deleting Class 85 (5 points): Lose 55.484483 but Gain 1637.403461 Iteration 1F (9.497647 sec): 229 clusters Score: Raw -2983920.221020 + Penalty 260892.069978 = -2723028.151042 nChanged 4393 Deleting Class 229 (1 points): Lose 3.454297 but Gain 1570.996337 Iteration 2F (13.525698 sec): 227 clusters Score: Raw -2990570.495898 + Penalty 258514.456325 = -2732056.039573 nChanged 3106 Deleting Class 221 (2 points): Lose 15.012324 but Gain 1533.562691 Iteration 3F (17.493021 sec): 225 clusters Score: Raw -2994752.831831 + Penalty 255025.505496 = -2739727.326336 nChanged 2791 Deleting Class 215 (3 points): Lose 21.006756 but Gain 1536.911337 Iteration 4F (21.449471 sec): 222 clusters Score: Raw -2998308.342972 + Penalty 253649.071352 = -2744659.271620 nChanged 2552 Deleting Class 142 (1 points): Lose 11.021364 but Gain 1527.004125 Iteration 5F (25.342285 sec): 221 clusters Score: Raw -3001155.794554 + Penalty 251728.803635 = -2749426.990919 nChanged 2152 Deleting Class 194 (1 points): Lose 5.402562 but Gain 1499.770977 Iteration 6F (29.196573 sec): 220 clusters Score: Raw -3003413.513153 + Penalty 250565.555393 = -2752847.957760 nChanged 1628 Deleting Class 201 (2 points): Lose 6.527179 but Gain 1497.681450 Iteration 7Q (29.703437 sec): 219 clusters Score: Raw -3004786.020663 + Penalty 249232.045219 = -2755553.975444 nChanged 1250 Deleting Class 166 (2 points): Lose 13.449792 but Gain 1502.495303 Iteration 8Q (30.156572 sec): 218 clusters Score: Raw -3005658.378364 + Penalty 247961.626769 = -2757696.751595 nChanged 980 Deleting Class 65 (1 points): Lose 2.054342 but Gain 1486.825828 Iteration 9Q (30.575112 sec): 217 clusters Score: Raw -3006270.063690 + Penalty 246447.960288 = -2759822.103402 nChanged 738 Deleting Class 167 (7 points): Lose 39.272765 but Gain 1520.408851 Iteration 10F (34.344319 sec): 216 clusters Score: Raw -3006633.864537 + Penalty 244294.972098 = -2762338.892439 nChanged 613 Deleting Class 98 (5 points): Lose 48.001607 but Gain 1528.090563 Iteration 11Q (34.714934 sec): 214 clusters Score: Raw -3006925.261518 + Penalty 242813.452439 = -2764111.809079 nChanged 484 Deleting Class 177 (17 points): Lose 179.174770 but Gain 1658.755057 Iteration 12Q (35.070360 sec): 213 clusters Score: Raw -3007028.981058 + Penalty 241528.788658 = -2765500.192400 nChanged 469 Deleting Class 218 (8 points): Lose 85.812006 but Gain 1553.885361 Iteration 13Q (35.419912 sec): 212 clusters Score: Raw -3007301.758726 + Penalty 240394.128751 = -2766907.629974 nChanged 416 Deleting Class 135 (8 points): Lose 69.133570 but Gain 1530.606405 Iteration 14Q (35.761766 sec): 211 clusters Score: Raw -3007491.814499 + Penalty 238923.802055 = -2768568.012444 nChanged 376 Deleting Class 50 (32 points): Lose 206.796866 but Gain 1661.510637 Iteration 15Q (36.089500 sec): 210 clusters Score: Raw -3007552.523239 + Penalty 237335.897003 = -2770216.626236 nChanged 386 Deleting Class 191 (11 points): Lose 92.680145 but Gain 1544.946535 Iteration 16Q (36.409895 sec): 209 clusters Score: Raw -3007730.739438 + Penalty 235820.454956 = -2771910.284483 nChanged 345 Deleting Class 82 (8 points): Lose 74.276100 but Gain 1527.419561 Iteration 17Q (36.724119 sec): 208 clusters Score: Raw -3007884.933004 + Penalty 234426.663807 = -2773458.269197 nChanged 302 Deleting Class 186 (4 points): Lose 54.361761 but Gain 1502.394299 Iteration 18Q (37.036172 sec): 207 clusters Score: Raw -3007980.293108 + Penalty 232975.209044 = -2775005.084063 nChanged 269 Deleting Class 173 (8 points): Lose 80.640808 but Gain 1523.759978 Iteration 19Q (37.349224 sec): 206 clusters Score: Raw -3008019.600127 + Penalty 231624.414041 = -2776395.186086 nChanged 231 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 -3008019.600127 + Penalty 231624.414041 = -2776395.186086Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.493598 sec): 2 clusters Score: Raw -169166.688459 + Penalty 131.768803 = -169034.919656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.497676 sec): 3 clusters Score: Raw -167840.997031 + Penalty 266.192634 = -167574.804397 nChanged 966 SP:Iteration 1F (37.501564 sec): 3 clusters Score: Raw -168581.919333 + Penalty 267.143760 = -168314.775574 nChanged 232 SP:Iteration 2F (37.505306 sec): 3 clusters Score: Raw -168817.946062 + Penalty 267.617284 = -168550.328778 nChanged 102 SP:Iteration 3F (37.509022 sec): 3 clusters Score: Raw -168856.901189 + Penalty 267.044975 = -168589.856213 nChanged 42 SP:Iteration 4Q (37.512621 sec): 3 clusters Score: Raw -168867.057820 + Penalty 267.115463 = -168599.942356 nChanged 33 SP:Iteration 5Q (37.516292 sec): 3 clusters Score: Raw -168873.759718 + Penalty 267.828030 = -168605.931688 nChanged 26 SP:Iteration 6Q (37.519861 sec): 3 clusters Score: Raw -168878.411923 + Penalty 268.012155 = -168610.399768 nChanged 15 SP:Iteration 7Q (37.523373 sec): 3 clusters Score: Raw -168881.353862 + Penalty 268.013148 = -168613.340713 nChanged 19 SP:Iteration 8Q (37.526898 sec): 3 clusters Score: Raw -168884.965094 + Penalty 267.896349 = -168617.068745 nChanged 15 SP:Iteration 9Q (37.530469 sec): 3 clusters Score: Raw -168887.227824 + Penalty 268.273906 = -168618.953918 nChanged 10 SP:Iteration 10F (37.534230 sec): 3 clusters Score: Raw -168888.279463 + Penalty 268.773319 = -168619.506144 nChanged 12 SP:Iteration 11Q (37.537791 sec): 3 clusters Score: Raw -168889.747786 + Penalty 268.952573 = -168620.795213 nChanged 9 SP:Iteration 12Q (37.541392 sec): 3 clusters Score: Raw -168890.672170 + Penalty 269.182603 = -168621.489567 nChanged 8 SP:Iteration 13Q (37.544918 sec): 3 clusters Score: Raw -168891.397876 + Penalty 269.465229 = -168621.932647 nChanged 7 SP:Iteration 14Q (37.548495 sec): 3 clusters Score: Raw -168892.409389 + Penalty 270.024345 = -168622.385044 nChanged 12 SP:Iteration 15Q (37.552136 sec): 3 clusters Score: Raw -168894.458290 + Penalty 270.465866 = -168623.992424 nChanged 11 SP:Iteration 16Q (37.555595 sec): 3 clusters Score: Raw -168896.413360 + Penalty 271.398205 = -168625.015155 nChanged 14 SP:Iteration 17Q (37.559072 sec): 3 clusters Score: Raw -168898.679897 + Penalty 271.864642 = -168626.815255 nChanged 16 SP:Iteration 18Q (37.562504 sec): 3 clusters Score: Raw -168901.637679 + Penalty 272.674464 = -168628.963216 nChanged 16 SP:Iteration 19Q (37.566016 sec): 3 clusters Score: Raw -168904.778686 + Penalty 273.223547 = -168631.555139 nChanged 14 SP:Iteration 20F (37.569718 sec): 3 clusters Score: Raw -168908.252195 + Penalty 273.994235 = -168634.257960 nChanged 19 SP:Iteration 21Q (37.573119 sec): 3 clusters Score: Raw -168914.079947 + Penalty 275.076002 = -168639.003944 nChanged 27 SP:Iteration 22Q (37.576567 sec): 3 clusters Score: Raw -168920.289742 + Penalty 275.746783 = -168644.542959 nChanged 24 SP:Iteration 23Q (37.580005 sec): 3 clusters Score: Raw -168925.412518 + Penalty 275.916618 = -168649.495900 nChanged 27 SP:Iteration 24Q (37.583389 sec): 3 clusters Score: Raw -168932.476352 + Penalty 277.087243 = -168655.389109 nChanged 22 SP:Iteration 25Q (37.586798 sec): 3 clusters Score: Raw -168937.571492 + Penalty 277.217729 = -168660.353763 nChanged 18 SP:Iteration 26Q (37.590202 sec): 3 clusters Score: Raw -168943.131393 + Penalty 278.450751 = -168664.680641 nChanged 28 SP:Iteration 27Q (37.593808 sec): 3 clusters Score: Raw -168954.274514 + Penalty 281.081319 = -168673.193195 nChanged 32 SP:Iteration 28Q (37.597177 sec): 3 clusters Score: Raw -168968.908413 + Penalty 283.236186 = -168685.672227 nChanged 30 SP:Iteration 29Q (37.600554 sec): 3 clusters Score: Raw -168981.006996 + Penalty 282.288125 = -168698.718871 nChanged 29 SP:Iteration 30F (37.604290 sec): 3 clusters Score: Raw -168994.638642 + Penalty 282.792793 = -168711.845849 nChanged 29 SP:Iteration 31Q (37.607578 sec): 3 clusters Score: Raw -169011.119326 + Penalty 283.332766 = -168727.786560 nChanged 19 SP:Iteration 32Q (37.610852 sec): 3 clusters Score: Raw -169023.969364 + Penalty 283.793650 = -168740.175713 nChanged 19 SP:Iteration 33Q (37.614081 sec): 3 clusters Score: Raw -169031.926565 + Penalty 282.933964 = -168748.992601 nChanged 16 SP:Iteration 34Q (37.617312 sec): 3 clusters Score: Raw -169038.337640 + Penalty 283.835067 = -168754.502573 nChanged 15 SP:Iteration 35Q (37.620492 sec): 3 clusters Score: Raw -169043.603376 + Penalty 285.568543 = -168758.034833 nChanged 9 SP:Iteration 36Q (37.623678 sec): 3 clusters Score: Raw -169045.293386 + Penalty 284.569246 = -168760.724140 nChanged 8 SP:Iteration 37Q (37.626790 sec): 3 clusters Score: Raw -169046.705811 + Penalty 283.651368 = -168763.054443 nChanged 9 SP:Iteration 38Q (37.629946 sec): 3 clusters Score: Raw -169048.959046 + Penalty 283.648157 = -168765.310889 nChanged 13 SP:Iteration 39Q (37.633098 sec): 3 clusters Score: Raw -169052.501155 + Penalty 285.908879 = -168766.592276 nChanged 14 SP:Iteration 40F (37.636878 sec): 3 clusters Score: Raw -169056.316174 + Penalty 286.096297 = -168770.219877 nChanged 13 SP:Iteration 41Q (37.640096 sec): 3 clusters Score: Raw -169060.655341 + Penalty 286.695771 = -168773.959570 nChanged 17 SP:Iteration 42Q (37.643224 sec): 3 clusters Score: Raw -169069.134105 + Penalty 289.225839 = -168779.908265 nChanged 19 SP:Iteration 43Q (37.646375 sec): 3 clusters Score: Raw -169077.000393 + Penalty 295.018319 = -168781.982074 nChanged 22 SP:Iteration 44Q (37.649451 sec): 3 clusters Score: Raw -169090.028511 + Penalty 305.888058 = -168784.140453 nChanged 23 SP:Iteration 45Q (37.652476 sec): 3 clusters Score: Raw -169106.665043 + Penalty 317.276355 = -168789.388687 nChanged 24 SP:Iteration 46Q (37.655506 sec): 3 clusters Score: Raw -169125.078841 + Penalty 344.094954 = -168780.983888 nChanged 23 SP:Iteration 47F (37.659146 sec): 3 clusters Score: Raw -169141.598814 + Penalty 370.396824 = -168771.201989 nChanged 13 SP:Iteration 48F (37.662873 sec): 3 clusters Score: Raw -169147.855520 + Penalty 389.724123 = -168758.131397 nChanged 10 SP:Iteration 49F (37.666653 sec): 3 clusters Score: Raw -169153.878349 + Penalty 433.567371 = -168720.310978 nChanged 6 SP:Iteration 50F (37.670894 sec): 3 clusters Score: Raw -169157.605128 + Penalty 590.911729 = -168566.693399 nChanged 8 SP:Iteration 51F (37.674548 sec): 3 clusters Score: Raw -169162.879983 + Penalty 690.706407 = -168472.173576 nChanged 2 SP:Iteration 52F (37.678122 sec): 3 clusters Score: Raw -169164.643551 + Penalty 131.768803 = -169032.874748 nChanged 1 SP:Iteration 53Q (37.680951 sec): 2 clusters Score: Raw -169166.688459 + Penalty 131.768803 = -169034.919656 nChanged 0 SP:Iteration 54F (37.683738 sec): 2 clusters Score: Raw -169166.688459 + Penalty 131.768803 = -169034.919656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.685700 sec): 2 clusters Score: Raw -39485.405175 + Penalty 841.678671 = -38643.726504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.686700 sec): 3 clusters Score: Raw -39418.475509 + Penalty 1682.938736 = -37735.536774 nChanged 109 SP:Iteration 1F (37.687673 sec): 3 clusters Score: Raw -39540.380190 + Penalty 1682.294811 = -37858.085379 nChanged 27 SP:Iteration 2F (37.688644 sec): 3 clusters Score: Raw -39568.624736 + Penalty 1682.506034 = -37886.118703 nChanged 17 SP:Iteration 3Q (37.689595 sec): 3 clusters Score: Raw -39596.410867 + Penalty 1683.887839 = -37912.523028 nChanged 10 SP:Iteration 4Q (37.690557 sec): 3 clusters Score: Raw -39612.243775 + Penalty 1684.141656 = -37928.102119 nChanged 5 SP:Iteration 5Q (37.691503 sec): 3 clusters Score: Raw -39617.763377 + Penalty 1683.979275 = -37933.784102 nChanged 2 SP:Iteration 6Q (37.692444 sec): 3 clusters Score: Raw -39623.543105 + Penalty 1683.805397 = -37939.737708 nChanged 2 SP:Iteration 7Q (37.693382 sec): 3 clusters Score: Raw -39628.359654 + Penalty 1683.949541 = -37944.410113 nChanged 3 SP:Iteration 8Q (37.694320 sec): 3 clusters Score: Raw -39631.838642 + Penalty 1683.187528 = -37948.651114 nChanged 6 SP:Iteration 9Q (37.695304 sec): 3 clusters Score: Raw -39639.848483 + Penalty 1683.187528 = -37956.660956 nChanged 0 SP:Iteration 10F (37.696300 sec): 3 clusters Score: Raw -39639.848483 + Penalty 1683.187528 = -37956.660956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.697288 sec): 2 clusters Score: Raw -8974.755488 + Penalty 32.296126 = -8942.459362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.697666 sec): 3 clusters Score: Raw -8897.021684 + Penalty 62.817153 = -8834.204532 nChanged 33 SP:Iteration 1F (37.698028 sec): 3 clusters Score: Raw -8928.578211 + Penalty 62.802539 = -8865.775672 nChanged 13 SP:Iteration 2F (37.698394 sec): 3 clusters Score: Raw -8941.217888 + Penalty 56.930026 = -8884.287862 nChanged 19 SP:Iteration 3F (37.698748 sec): 3 clusters Score: Raw -8969.732208 + Penalty 32.296126 = -8937.436083 nChanged 4 SP:Iteration 4Q (37.699086 sec): 2 clusters Score: Raw -8974.755488 + Penalty 32.296126 = -8942.459362 nChanged 0 SP:Iteration 5F (37.699416 sec): 2 clusters Score: Raw -8974.755488 + Penalty 32.296126 = -8942.459362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 4 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.703116 sec): 2 clusters Score: Raw -51213.237290 + Penalty 491.166544 = -50722.070746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.704371 sec): 3 clusters Score: Raw -50887.669482 + Penalty 983.505811 = -49904.163671 nChanged 203 SP:Iteration 1F (37.705635 sec): 3 clusters Score: Raw -51019.216436 + Penalty 989.053048 = -50030.163389 nChanged 57 SP:Iteration 2F (37.706873 sec): 3 clusters Score: Raw -51055.413097 + Penalty 992.623744 = -50062.789353 nChanged 27 SP:Iteration 3Q (37.708105 sec): 3 clusters Score: Raw -51073.146064 + Penalty 998.031223 = -50075.114841 nChanged 22 SP:Iteration 4Q (37.709337 sec): 3 clusters Score: Raw -51085.543962 + Penalty 1001.944728 = -50083.599234 nChanged 13 SP:Iteration 5Q (37.710596 sec): 3 clusters Score: Raw -51093.326097 + Penalty 1007.541923 = -50085.784174 nChanged 18 SP:Iteration 6Q (37.711878 sec): 3 clusters Score: Raw -51102.034910 + Penalty 1012.211523 = -50089.823387 nChanged 13 SP:Iteration 7Q (37.713107 sec): 3 clusters Score: Raw -51107.762707 + Penalty 1017.851972 = -50089.910736 nChanged 13 SP:Iteration 8Q (37.714334 sec): 3 clusters Score: Raw -51113.833120 + Penalty 1021.880500 = -50091.952620 nChanged 15 SP:Iteration 9Q (37.715598 sec): 3 clusters Score: Raw -51121.036332 + Penalty 1027.248285 = -50093.788047 nChanged 11 SP:Iteration 10F (37.716835 sec): 3 clusters Score: Raw -51129.268422 + Penalty 1035.957208 = -50093.311214 nChanged 14 SP:Iteration 11F (37.718066 sec): 3 clusters Score: Raw -51139.197036 + Penalty 1048.417976 = -50090.779060 nChanged 18 SP:Iteration 12F (37.719296 sec): 3 clusters Score: Raw -51151.936153 + Penalty 1066.671701 = -50085.264452 nChanged 22 SP:Iteration 13F (37.720557 sec): 3 clusters Score: Raw -51167.970804 + Penalty 1078.487118 = -50089.483687 nChanged 12 SP:Iteration 14Q (37.721783 sec): 3 clusters Score: Raw -51177.311602 + Penalty 1091.421025 = -50085.890577 nChanged 16 SP:Iteration 15F (37.723016 sec): 3 clusters Score: Raw -51192.656353 + Penalty 1116.174847 = -50076.481506 nChanged 17 SP:Iteration 16F (37.724249 sec): 3 clusters Score: Raw -51209.523567 + Penalty 1118.761340 = -50090.762228 nChanged 9 SP:Iteration 17Q (37.725444 sec): 3 clusters Score: Raw -51218.216485 + Penalty 1130.416912 = -50087.799572 nChanged 8 SP:Iteration 18F (37.726682 sec): 3 clusters Score: Raw -51229.291602 + Penalty 1133.726953 = -50095.564649 nChanged 5 SP:Iteration 19Q (37.727831 sec): 3 clusters Score: Raw -51236.925017 + Penalty 1136.697455 = -50100.227563 nChanged 4 SP:Iteration 20F (37.729065 sec): 3 clusters Score: Raw -51242.099143 + Penalty 1134.397025 = -50107.702117 nChanged 4 SP:Iteration 21Q (37.730231 sec): 3 clusters Score: Raw -51246.033345 + Penalty 1142.226611 = -50103.806734 nChanged 2 SP:Iteration 22F (37.731484 sec): 3 clusters Score: Raw -51248.077947 + Penalty 1149.787917 = -50098.290030 nChanged 2 SP:Iteration 23F (37.732719 sec): 3 clusters Score: Raw -51250.747564 + Penalty 1147.236917 = -50103.510647 nChanged 1 SP:Iteration 24Q (37.733818 sec): 3 clusters Score: Raw -51251.973926 + Penalty 1147.236917 = -50104.737009 nChanged 0 SP:Iteration 25F (37.735071 sec): 3 clusters Score: Raw -51251.973926 + Penalty 1147.236917 = -50104.737009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.736430 sec): 2 clusters Score: Raw -3575.617663 + Penalty 105.056457 = -3470.561207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.736743 sec): 3 clusters Score: Raw -3640.102281 + Penalty 214.600941 = -3425.501340 nChanged 10 SP:Iteration 1F (37.737054 sec): 3 clusters Score: Raw -3674.266128 + Penalty 214.600941 = -3459.665187 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.741645 sec): 2 clusters Score: Raw -72227.440318 + Penalty 442.555669 = -71784.884648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.743287 sec): 3 clusters Score: Raw -71755.836340 + Penalty 881.990862 = -70873.845478 nChanged 325 SP:Iteration 1F (37.744927 sec): 3 clusters Score: Raw -71996.751424 + Penalty 881.479313 = -71115.272111 nChanged 113 SP:Iteration 2F (37.746553 sec): 3 clusters Score: Raw -72071.384730 + Penalty 881.604142 = -71189.780587 nChanged 46 SP:Iteration 3F (37.748161 sec): 3 clusters Score: Raw -72095.241807 + Penalty 881.264590 = -71213.977217 nChanged 31 SP:Iteration 4Q (37.749800 sec): 3 clusters Score: Raw -72109.534375 + Penalty 881.665217 = -71227.869158 nChanged 18 SP:Iteration 5Q (37.751378 sec): 3 clusters Score: Raw -72118.553328 + Penalty 881.269606 = -71237.283722 nChanged 12 SP:Iteration 6Q (37.752948 sec): 3 clusters Score: Raw -72124.300019 + Penalty 880.854497 = -71243.445522 nChanged 6 SP:Iteration 7Q (37.754596 sec): 3 clusters Score: Raw -72127.510156 + Penalty 880.773495 = -71246.736661 nChanged 10 SP:Iteration 8Q (37.756216 sec): 3 clusters Score: Raw -72133.314175 + Penalty 880.483435 = -71252.830740 nChanged 7 SP:Iteration 9Q (37.757814 sec): 3 clusters Score: Raw -72135.171701 + Penalty 880.345007 = -71254.826694 nChanged 3 SP:Iteration 10F (37.759410 sec): 3 clusters Score: Raw -72136.135894 + Penalty 880.270533 = -71255.865361 nChanged 5 SP:Iteration 11Q (37.761057 sec): 3 clusters Score: Raw -72137.165174 + Penalty 880.439500 = -71256.725674 nChanged 3 SP:Iteration 12Q (37.762761 sec): 3 clusters Score: Raw -72137.781041 + Penalty 880.506298 = -71257.274743 nChanged 3 SP:Iteration 13Q (37.764358 sec): 3 clusters Score: Raw -72139.085316 + Penalty 880.797123 = -71258.288193 nChanged 8 SP:Iteration 14Q (37.765978 sec): 3 clusters Score: Raw -72143.582901 + Penalty 881.751122 = -71261.831779 nChanged 20 SP:Iteration 15Q (37.767580 sec): 3 clusters Score: Raw -72156.316018 + Penalty 882.987305 = -71273.328713 nChanged 23 SP:Iteration 16Q (37.769160 sec): 3 clusters Score: Raw -72170.166039 + Penalty 884.461674 = -71285.704365 nChanged 15 SP:Iteration 17Q (37.770750 sec): 3 clusters Score: Raw -72175.823256 + Penalty 886.367297 = -71289.455959 nChanged 12 SP:Iteration 18Q (37.772359 sec): 3 clusters Score: Raw -72181.186575 + Penalty 888.586676 = -71292.599900 nChanged 13 SP:Iteration 19Q (37.773938 sec): 3 clusters Score: Raw -72187.264849 + Penalty 889.636807 = -71297.628042 nChanged 9 SP:Iteration 20F (37.775538 sec): 3 clusters Score: Raw -72191.355892 + Penalty 890.371603 = -71300.984288 nChanged 9 SP:Iteration 21Q (37.777090 sec): 3 clusters Score: Raw -72195.180440 + Penalty 891.249428 = -71303.931012 nChanged 8 SP:Iteration 22Q (37.778635 sec): 3 clusters Score: Raw -72196.980747 + Penalty 892.670641 = -71304.310106 nChanged 8 SP:Iteration 23Q (37.780236 sec): 3 clusters Score: Raw -72199.806811 + Penalty 893.940775 = -71305.866036 nChanged 10 SP:Iteration 24Q (37.781808 sec): 3 clusters Score: Raw -72203.302807 + Penalty 896.367029 = -71306.935778 nChanged 11 SP:Iteration 25Q (37.783360 sec): 3 clusters Score: Raw -72206.454707 + Penalty 899.733533 = -71306.721173 nChanged 12 SP:Iteration 26F (37.784968 sec): 3 clusters Score: Raw -72210.274219 + Penalty 902.445885 = -71307.828334 nChanged 10 SP:Iteration 27Q (37.786559 sec): 3 clusters Score: Raw -72213.007653 + Penalty 905.817747 = -71307.189906 nChanged 12 SP:Iteration 28F (37.788166 sec): 3 clusters Score: Raw -72216.848266 + Penalty 910.361064 = -71306.487202 nChanged 14 SP:Iteration 29F (37.789795 sec): 3 clusters Score: Raw -72223.332486 + Penalty 913.987086 = -71309.345400 nChanged 11 SP:Iteration 30F (37.791388 sec): 3 clusters Score: Raw -72227.548985 + Penalty 919.439217 = -71308.109768 nChanged 15 SP:Iteration 31F (37.792968 sec): 3 clusters Score: Raw -72234.099430 + Penalty 926.327671 = -71307.771759 nChanged 16 SP:Iteration 32F (37.794575 sec): 3 clusters Score: Raw -72239.724864 + Penalty 932.783665 = -71306.941199 nChanged 14 SP:Iteration 33F (37.796197 sec): 3 clusters Score: Raw -72244.328724 + Penalty 938.882456 = -71305.446267 nChanged 14 SP:Iteration 34F (37.797831 sec): 3 clusters Score: Raw -72249.161802 + Penalty 943.675243 = -71305.486559 nChanged 12 SP:Iteration 35Q (37.799422 sec): 3 clusters Score: Raw -72254.516843 + Penalty 946.909216 = -71307.607627 nChanged 10 SP:Iteration 36Q (37.800965 sec): 3 clusters Score: Raw -72258.684083 + Penalty 951.644265 = -71307.039818 nChanged 12 SP:Iteration 37F (37.802577 sec): 3 clusters Score: Raw -72262.956017 + Penalty 955.774082 = -71307.181934 nChanged 12 SP:Iteration 38Q (37.804202 sec): 3 clusters Score: Raw -72268.130165 + Penalty 964.247852 = -71303.882313 nChanged 16 SP:Iteration 39F (37.805895 sec): 3 clusters Score: Raw -72274.853685 + Penalty 969.673485 = -71305.180200 nChanged 13 SP:Iteration 40F (37.807496 sec): 3 clusters Score: Raw -72281.380831 + Penalty 974.033451 = -71307.347380 nChanged 10 SP:Iteration 41Q (37.809037 sec): 3 clusters Score: Raw -72286.002960 + Penalty 976.772657 = -71309.230303 nChanged 10 SP:Iteration 42Q (37.810559 sec): 3 clusters Score: Raw -72292.496622 + Penalty 979.382278 = -71313.114344 nChanged 7 SP:Iteration 43Q (37.812136 sec): 3 clusters Score: Raw -72297.834491 + Penalty 978.573663 = -71319.260828 nChanged 1 SP:Iteration 44Q (37.813722 sec): 3 clusters Score: Raw -72298.125045 + Penalty 979.368413 = -71318.756632 nChanged 2 SP:Iteration 45F (37.815371 sec): 3 clusters Score: Raw -72297.892861 + Penalty 979.368413 = -71318.524448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.817126 sec): 2 clusters Score: Raw -10709.307753 + Penalty 242.146191 = -10467.161562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.817601 sec): 3 clusters Score: Raw -10671.719647 + Penalty 489.013834 = -10182.705813 nChanged 28 SP:Iteration 1F (37.818053 sec): 3 clusters Score: Raw -10705.630778 + Penalty 492.050231 = -10213.580547 nChanged 8 SP:Iteration 2F (37.818501 sec): 3 clusters Score: Raw -10720.403845 + Penalty 496.642009 = -10223.761836 nChanged 6 SP:Iteration 3Q (37.818945 sec): 3 clusters Score: Raw -10726.047889 + Penalty 498.288282 = -10227.759607 nChanged 4 SP:Iteration 4Q (37.819400 sec): 3 clusters Score: Raw -10730.756894 + Penalty 504.281044 = -10226.475850 nChanged 6 SP:Iteration 5F (37.819861 sec): 3 clusters Score: Raw -10740.447781 + Penalty 511.072392 = -10229.375390 nChanged 3 SP:Iteration 6Q (37.820305 sec): 3 clusters Score: Raw -10749.977780 + Penalty 512.747351 = -10237.230429 nChanged 1 SP:Iteration 7Q (37.820746 sec): 3 clusters Score: Raw -10750.706982 + Penalty 513.021140 = -10237.685841 nChanged 1 SP:Iteration 8Q (37.821186 sec): 3 clusters Score: Raw -10751.667253 + Penalty 512.017793 = -10239.649460 nChanged 1 SP:Iteration 9Q (37.821626 sec): 3 clusters Score: Raw -10754.335340 + Penalty 512.017793 = -10242.317547 nChanged 0 SP:Iteration 10F (37.822085 sec): 3 clusters Score: Raw -10754.335340 + Penalty 512.017793 = -10242.317547 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.825738 sec): 2 clusters Score: Raw -89566.425433 + Penalty 223.990908 = -89342.434525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.827836 sec): 3 clusters Score: Raw -88932.293530 + Penalty 437.981375 = -88494.312156 nChanged 472 SP:Iteration 1F (37.829858 sec): 3 clusters Score: Raw -89244.136955 + Penalty 451.227452 = -88792.909503 nChanged 141 SP:Iteration 2F (37.831929 sec): 3 clusters Score: Raw -89368.829482 + Penalty 480.181408 = -88888.648074 nChanged 99 SP:Iteration 3F (37.833971 sec): 3 clusters Score: Raw -89467.653953 + Penalty 521.935003 = -88945.718950 nChanged 56 SP:Iteration 4F (37.836013 sec): 3 clusters Score: Raw -89533.732078 + Penalty 596.608529 = -88937.123549 nChanged 26 SP:Iteration 5F (37.838100 sec): 3 clusters Score: Raw -89564.591825 + Penalty 659.381861 = -88905.209964 nChanged 10 SP:Iteration 6F (37.840424 sec): 3 clusters Score: Raw -89573.812202 + Penalty 681.605588 = -88892.206613 nChanged 1 SP:Iteration 7F (37.842705 sec): 3 clusters Score: Raw -89575.568786 + Penalty 681.605588 = -88893.963198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.844258 sec): 2 clusters Score: Raw -30254.515398 + Penalty 940.128918 = -29314.386480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.845128 sec): 3 clusters Score: Raw -30209.017606 + Penalty 1880.227411 = -28328.790195 nChanged 77 SP:Iteration 1F (37.845990 sec): 3 clusters Score: Raw -30340.619672 + Penalty 1880.029602 = -28460.590070 nChanged 24 SP:Iteration 2F (37.846850 sec): 3 clusters Score: Raw -30385.749829 + Penalty 1880.161995 = -28505.587834 nChanged 11 SP:Iteration 3Q (37.847708 sec): 3 clusters Score: Raw -30398.595581 + Penalty 1880.161995 = -28518.433586 nChanged 2 SP:Iteration 4Q (37.848528 sec): 3 clusters Score: Raw -30401.167188 + Penalty 1880.155690 = -28521.011499 nChanged 1 SP:Iteration 5Q (37.849348 sec): 3 clusters Score: Raw -30402.860899 + Penalty 1880.101506 = -28522.759392 nChanged 2 SP:Iteration 6Q (37.850171 sec): 3 clusters Score: Raw -30405.097260 + Penalty 1880.070195 = -28525.027065 nChanged 1 SP:Iteration 7Q (37.851009 sec): 3 clusters Score: Raw -30406.382455 + Penalty 1880.070195 = -28526.312260 nChanged 0 SP:Iteration 8F (37.851865 sec): 3 clusters Score: Raw -30406.382455 + Penalty 1880.070195 = -28526.312260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.853413 sec): 2 clusters Score: Raw -36843.204652 + Penalty 171.661146 = -36671.543506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.854365 sec): 3 clusters Score: Raw -36579.112336 + Penalty 341.978505 = -36237.133831 nChanged 177 SP:Iteration 1F (37.855302 sec): 3 clusters Score: Raw -36707.843204 + Penalty 342.047853 = -36365.795352 nChanged 43 SP:Iteration 2F (37.856257 sec): 3 clusters Score: Raw -36741.594513 + Penalty 341.995195 = -36399.599318 nChanged 25 SP:Iteration 3F (37.857197 sec): 3 clusters Score: Raw -36758.947317 + Penalty 342.685590 = -36416.261727 nChanged 17 SP:Iteration 4Q (37.858132 sec): 3 clusters Score: Raw -36768.769755 + Penalty 343.644058 = -36425.125698 nChanged 12 SP:Iteration 5Q (37.859065 sec): 3 clusters Score: Raw -36776.418138 + Penalty 345.390237 = -36431.027900 nChanged 11 SP:Iteration 6Q (37.859999 sec): 3 clusters Score: Raw -36782.285474 + Penalty 346.665357 = -36435.620117 nChanged 8 SP:Iteration 7Q (37.860950 sec): 3 clusters Score: Raw -36785.244359 + Penalty 347.464633 = -36437.779727 nChanged 5 SP:Iteration 8Q (37.861881 sec): 3 clusters Score: Raw -36786.495693 + Penalty 347.607820 = -36438.887873 nChanged 2 SP:Iteration 9Q (37.862808 sec): 3 clusters Score: Raw -36787.152881 + Penalty 347.936692 = -36439.216189 nChanged 2 SP:Iteration 10F (37.863743 sec): 3 clusters Score: Raw -36788.277468 + Penalty 348.566956 = -36439.710512 nChanged 3 SP:Iteration 11Q (37.864670 sec): 3 clusters Score: Raw -36788.563892 + Penalty 349.047700 = -36439.516192 nChanged 3 SP:Iteration 12F (37.865616 sec): 3 clusters Score: Raw -36790.074807 + Penalty 349.863678 = -36440.211129 nChanged 4 SP:Iteration 13Q (37.866545 sec): 3 clusters Score: Raw -36791.423799 + Penalty 350.488411 = -36440.935388 nChanged 3 SP:Iteration 14Q (37.867472 sec): 3 clusters Score: Raw -36793.365604 + Penalty 351.711442 = -36441.654163 nChanged 4 SP:Iteration 15Q (37.868396 sec): 3 clusters Score: Raw -36794.638170 + Penalty 352.728859 = -36441.909311 nChanged 4 SP:Iteration 16Q (37.869319 sec): 3 clusters Score: Raw -36795.240642 + Penalty 353.060462 = -36442.180180 nChanged 2 SP:Iteration 17Q (37.870262 sec): 3 clusters Score: Raw -36795.571497 + Penalty 352.334264 = -36443.237233 nChanged 3 SP:Iteration 18Q (37.871187 sec): 3 clusters Score: Raw -36796.394693 + Penalty 352.118929 = -36444.275765 nChanged 1 SP:Iteration 19Q (37.872108 sec): 3 clusters Score: Raw -36796.873611 + Penalty 351.823246 = -36445.050364 nChanged 1 SP:Iteration 20F (37.873043 sec): 3 clusters Score: Raw -36797.273371 + Penalty 351.811402 = -36445.461970 nChanged 3 SP:Iteration 21Q (37.873968 sec): 3 clusters Score: Raw -36798.341358 + Penalty 351.644504 = -36446.696855 nChanged 1 SP:Iteration 22Q (37.874911 sec): 3 clusters Score: Raw -36798.534277 + Penalty 351.644504 = -36446.889773 nChanged 0 SP:Iteration 23F (37.875847 sec): 3 clusters Score: Raw -36798.534277 + Penalty 351.644504 = -36446.889773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.876709 sec): 2 clusters Score: Raw -10660.085017 + Penalty 501.134498 = -10158.950519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.877159 sec): 3 clusters Score: Raw -10668.373606 + Penalty 1005.333061 = -9663.040546 nChanged 17 SP:Iteration 1F (37.877599 sec): 3 clusters Score: Raw -10707.552407 + Penalty 1004.450278 = -9703.102129 nChanged 2 SP:Iteration 2Q (37.878025 sec): 3 clusters Score: Raw -10711.036930 + Penalty 1004.042234 = -9706.994696 nChanged 1 SP:Iteration 3Q (37.878450 sec): 3 clusters Score: Raw -10713.988492 + Penalty 1004.042234 = -9709.946258 nChanged 0 SP:Iteration 4F (37.878910 sec): 3 clusters Score: Raw -10713.988492 + Penalty 1004.042234 = -9709.946258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.880192 sec): 2 clusters Score: Raw -14963.235376 + Penalty 593.210247 = -14370.025129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.880726 sec): 3 clusters Score: Raw -14955.337600 + Penalty 1183.194606 = -13772.142994 nChanged 34 SP:Iteration 1F (37.881250 sec): 3 clusters Score: Raw -15012.140560 + Penalty 1182.474517 = -13829.666043 nChanged 10 SP:Iteration 2F (37.881773 sec): 3 clusters Score: Raw -15034.212157 + Penalty 1182.665155 = -13851.547002 nChanged 4 SP:Iteration 3Q (37.882275 sec): 3 clusters Score: Raw -15043.443925 + Penalty 1182.900119 = -13860.543807 nChanged 1 SP:Iteration 4Q (37.882768 sec): 3 clusters Score: Raw -15049.898418 + Penalty 1182.547778 = -13867.350640 nChanged 1 SP:Iteration 5Q (37.883288 sec): 3 clusters Score: Raw -15052.837273 + Penalty 1182.547778 = -13870.289495 nChanged 0 SP:Iteration 6F (37.883814 sec): 3 clusters Score: Raw -15052.837273 + Penalty 1182.547778 = -13870.289495 nChanged 0 Memory request: 0.09 GB would take us to total of 0.44 GB. Trying to split cluster 13 (19976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.979303 sec): 2 clusters Score: Raw -1592943.808989 + Penalty 282.761888 = -1592661.047101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.019362 sec): 3 clusters Score: Raw -1579355.127840 + Penalty 533.779564 = -1578821.348276 nChanged 9495 SP:Iteration 1F (38.057588 sec): 3 clusters Score: Raw -1584276.773952 + Penalty 573.750733 = -1583703.023219 nChanged 5171 SP:Iteration 2F (38.094704 sec): 3 clusters Score: Raw -1590917.161036 + Penalty 666.149858 = -1590251.011178 nChanged 1503 SP:Iteration 3F (38.132057 sec): 3 clusters Score: Raw -1592609.950640 + Penalty 723.179230 = -1591886.771410 nChanged 276 SP:Iteration 4Q (38.166065 sec): 3 clusters Score: Raw -1592884.078349 + Penalty 828.828408 = -1592055.249941 nChanged 53 SP:Iteration 5Q (38.195588 sec): 3 clusters Score: Raw -1592937.620976 + Penalty 936.213357 = -1592001.407620 nChanged 13 SP:Iteration 6F (38.237968 sec): 3 clusters Score: Raw -1592957.938222 + Penalty 973.684359 = -1591984.253863 nChanged 1 SP:Iteration 7F (38.274933 sec): 3 clusters Score: Raw -1592959.204408 + Penalty 1016.193195 = -1591943.011213 nChanged 1 SP:Iteration 8F (38.312261 sec): 3 clusters Score: Raw -1592960.126114 + Penalty 1016.193195 = -1591943.932919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.324377 sec): 2 clusters Score: Raw -1285.468955 + Penalty 225.094462 = -1060.374493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.324630 sec): 3 clusters Score: Raw -1298.214088 + Penalty 448.689759 = -849.524329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.325261 sec): 2 clusters Score: Raw -3495.503786 + Penalty 287.701478 = -3207.802308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.325589 sec): 3 clusters Score: Raw -3643.258176 + Penalty 584.140723 = -3059.117454 nChanged 4 SP:Iteration 1F (38.325944 sec): 3 clusters Score: Raw -3663.005630 + Penalty 584.140723 = -3078.864908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.326475 sec): 2 clusters Score: Raw -2019.834848 + Penalty 403.416801 = -1616.418047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.326725 sec): 3 clusters Score: Raw -2064.223321 + Penalty 806.290651 = -1257.932670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.329445 sec): 2 clusters Score: Raw -60267.848524 + Penalty 555.509889 = -59712.338635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.330871 sec): 3 clusters Score: Raw -59928.141069 + Penalty 1097.621019 = -58830.520050 nChanged 231 SP:Iteration 1F (38.332309 sec): 3 clusters Score: Raw -60123.592543 + Penalty 1093.463933 = -59030.128610 nChanged 74 SP:Iteration 2F (38.333739 sec): 3 clusters Score: Raw -60200.155420 + Penalty 1090.425012 = -59109.730408 nChanged 46 SP:Iteration 3F (38.335157 sec): 3 clusters Score: Raw -60244.867580 + Penalty 1085.375550 = -59159.492030 nChanged 35 SP:Iteration 4Q (38.336585 sec): 3 clusters Score: Raw -60277.305123 + Penalty 1080.395900 = -59196.909224 nChanged 31 SP:Iteration 5Q (38.338001 sec): 3 clusters Score: Raw -60314.880721 + Penalty 1080.312709 = -59234.568012 nChanged 23 SP:Iteration 6Q (38.339391 sec): 3 clusters Score: Raw -60349.187521 + Penalty 1080.890394 = -59268.297127 nChanged 19 SP:Iteration 7Q (38.340796 sec): 3 clusters Score: Raw -60376.546561 + Penalty 1081.906064 = -59294.640497 nChanged 16 SP:Iteration 8Q (38.342198 sec): 3 clusters Score: Raw -60392.272998 + Penalty 1081.608949 = -59310.664049 nChanged 10 SP:Iteration 9Q (38.343572 sec): 3 clusters Score: Raw -60400.396595 + Penalty 1083.630843 = -59316.765753 nChanged 5 SP:Iteration 10F (38.345020 sec): 3 clusters Score: Raw -60403.743246 + Penalty 1084.562199 = -59319.181047 nChanged 3 SP:Iteration 11Q (38.346404 sec): 3 clusters Score: Raw -60404.645635 + Penalty 1085.504362 = -59319.141273 nChanged 2 SP:Iteration 12F (38.347819 sec): 3 clusters Score: Raw -60406.457249 + Penalty 1086.576736 = -59319.880513 nChanged 3 SP:Iteration 13Q (38.349193 sec): 3 clusters Score: Raw -60408.465324 + Penalty 1088.042454 = -59320.422871 nChanged 3 SP:Iteration 14Q (38.350595 sec): 3 clusters Score: Raw -60414.765197 + Penalty 1092.025581 = -59322.739617 nChanged 8 SP:Iteration 15Q (38.351987 sec): 3 clusters Score: Raw -60424.022259 + Penalty 1092.561196 = -59331.461063 nChanged 6 SP:Iteration 16Q (38.353355 sec): 3 clusters Score: Raw -60427.691807 + Penalty 1092.977684 = -59334.714123 nChanged 1 SP:Iteration 17Q (38.354739 sec): 3 clusters Score: Raw -60428.409295 + Penalty 1093.832224 = -59334.577072 nChanged 4 SP:Iteration 18F (38.356177 sec): 3 clusters Score: Raw -60430.627655 + Penalty 1095.404651 = -59335.223004 nChanged 6 SP:Iteration 19Q (38.357547 sec): 3 clusters Score: Raw -60433.676249 + Penalty 1095.481899 = -59338.194349 nChanged 2 SP:Iteration 20F (38.358957 sec): 3 clusters Score: Raw -60434.199090 + Penalty 1095.254573 = -59338.944517 nChanged 1 SP:Iteration 21Q (38.360356 sec): 3 clusters Score: Raw -60434.459688 + Penalty 1094.693219 = -59339.766468 nChanged 1 SP:Iteration 22Q (38.361745 sec): 3 clusters Score: Raw -60434.702057 + Penalty 1094.693219 = -59340.008837 nChanged 0 SP:Iteration 23F (38.363161 sec): 3 clusters Score: Raw -60434.702057 + Penalty 1094.693219 = -59340.008837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 18 (1852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.372441 sec): 2 clusters Score: Raw -156189.400547 + Penalty 477.486250 = -155711.914296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.376039 sec): 3 clusters Score: Raw -155139.717061 + Penalty 951.811447 = -154187.905614 nChanged 780 SP:Iteration 1F (38.379550 sec): 3 clusters Score: Raw -155551.996503 + Penalty 952.178502 = -154599.818001 nChanged 186 SP:Iteration 2F (38.383039 sec): 3 clusters Score: Raw -155706.564608 + Penalty 956.844524 = -154749.720084 nChanged 161 SP:Iteration 3F (38.386544 sec): 3 clusters Score: Raw -155834.967824 + Penalty 960.496047 = -154874.471777 nChanged 129 SP:Iteration 4F (38.389992 sec): 3 clusters Score: Raw -155930.998085 + Penalty 961.572867 = -154969.425217 nChanged 89 SP:Iteration 5Q (38.393495 sec): 3 clusters Score: Raw -155992.458288 + Penalty 961.300446 = -155031.157842 nChanged 78 SP:Iteration 6Q (38.396844 sec): 3 clusters Score: Raw -156039.614207 + Penalty 961.921329 = -155077.692879 nChanged 72 SP:Iteration 7Q (38.400205 sec): 3 clusters Score: Raw -156078.370598 + Penalty 961.953648 = -155116.416950 nChanged 51 SP:Iteration 8Q (38.403542 sec): 3 clusters Score: Raw -156101.507999 + Penalty 961.466157 = -155140.041842 nChanged 49 SP:Iteration 9Q (38.406834 sec): 3 clusters Score: Raw -156121.864175 + Penalty 959.264032 = -155162.600143 nChanged 35 SP:Iteration 10F (38.410326 sec): 3 clusters Score: Raw -156136.360433 + Penalty 956.270920 = -155180.089513 nChanged 35 SP:Iteration 11Q (38.413688 sec): 3 clusters Score: Raw -156149.340122 + Penalty 954.287380 = -155195.052743 nChanged 32 SP:Iteration 12Q (38.417120 sec): 3 clusters Score: Raw -156159.058914 + Penalty 953.353858 = -155205.705056 nChanged 20 SP:Iteration 13Q (38.420494 sec): 3 clusters Score: Raw -156166.490257 + Penalty 952.907566 = -155213.582691 nChanged 27 SP:Iteration 14Q (38.423803 sec): 3 clusters Score: Raw -156176.642306 + Penalty 952.213491 = -155224.428815 nChanged 27 SP:Iteration 15Q (38.427159 sec): 3 clusters Score: Raw -156190.833871 + Penalty 951.102225 = -155239.731646 nChanged 35 SP:Iteration 16Q (38.430411 sec): 3 clusters Score: Raw -156210.891348 + Penalty 950.753173 = -155260.138175 nChanged 39 SP:Iteration 17Q (38.433907 sec): 3 clusters Score: Raw -156241.581135 + Penalty 950.656537 = -155290.924598 nChanged 63 SP:Iteration 18Q (38.437186 sec): 3 clusters Score: Raw -156289.805523 + Penalty 951.908584 = -155337.896939 nChanged 53 SP:Iteration 19Q (38.440397 sec): 3 clusters Score: Raw -156325.559787 + Penalty 953.875058 = -155371.684729 nChanged 60 SP:Iteration 20F (38.443813 sec): 3 clusters Score: Raw -156373.132518 + Penalty 956.080544 = -155417.051974 nChanged 49 SP:Iteration 21Q (38.447063 sec): 3 clusters Score: Raw -156401.674542 + Penalty 957.105194 = -155444.569348 nChanged 21 SP:Iteration 22Q (38.450285 sec): 3 clusters Score: Raw -156414.277852 + Penalty 958.100137 = -155456.177716 nChanged 21 SP:Iteration 23Q (38.453550 sec): 3 clusters Score: Raw -156423.536803 + Penalty 958.701296 = -155464.835507 nChanged 16 SP:Iteration 24Q (38.456766 sec): 3 clusters Score: Raw -156430.257704 + Penalty 959.945395 = -155470.312309 nChanged 21 SP:Iteration 25Q (38.460025 sec): 3 clusters Score: Raw -156445.924929 + Penalty 960.880109 = -155485.044820 nChanged 16 SP:Iteration 26Q (38.463327 sec): 3 clusters Score: Raw -156460.406578 + Penalty 961.848954 = -155498.557624 nChanged 13 SP:Iteration 27Q (38.466522 sec): 3 clusters Score: Raw -156468.376204 + Penalty 963.037174 = -155505.339030 nChanged 13 SP:Iteration 28Q (38.469719 sec): 3 clusters Score: Raw -156477.576915 + Penalty 963.708328 = -155513.868586 nChanged 8 SP:Iteration 29Q (38.472832 sec): 3 clusters Score: Raw -156483.101786 + Penalty 964.106747 = -155518.995039 nChanged 11 SP:Iteration 30F (38.476262 sec): 3 clusters Score: Raw -156490.276523 + Penalty 964.690781 = -155525.585742 nChanged 10 SP:Iteration 31Q (38.479435 sec): 3 clusters Score: Raw -156496.424454 + Penalty 964.923178 = -155531.501276 nChanged 10 SP:Iteration 32Q (38.482566 sec): 3 clusters Score: Raw -156501.251325 + Penalty 965.468141 = -155535.783184 nChanged 7 SP:Iteration 33Q (38.485729 sec): 3 clusters Score: Raw -156504.290017 + Penalty 965.950364 = -155538.339653 nChanged 9 SP:Iteration 34Q (38.488792 sec): 3 clusters Score: Raw -156507.612982 + Penalty 966.398239 = -155541.214742 nChanged 6 SP:Iteration 35Q (38.492002 sec): 3 clusters Score: Raw -156509.204841 + Penalty 966.587509 = -155542.617332 nChanged 6 SP:Iteration 36Q (38.495041 sec): 3 clusters Score: Raw -156512.024051 + Penalty 966.441094 = -155545.582957 nChanged 9 SP:Iteration 37Q (38.498294 sec): 3 clusters Score: Raw -156514.834679 + Penalty 966.549408 = -155548.285271 nChanged 7 SP:Iteration 38Q (38.501554 sec): 3 clusters Score: Raw -156516.177824 + Penalty 966.650669 = -155549.527155 nChanged 5 SP:Iteration 39Q (38.504592 sec): 3 clusters Score: Raw -156517.269644 + Penalty 966.252799 = -155551.016845 nChanged 6 SP:Iteration 40F (38.508018 sec): 3 clusters Score: Raw -156518.728412 + Penalty 966.209031 = -155552.519381 nChanged 4 SP:Iteration 41Q (38.511091 sec): 3 clusters Score: Raw -156519.498485 + Penalty 966.155641 = -155553.342844 nChanged 5 SP:Iteration 42Q (38.514132 sec): 3 clusters Score: Raw -156520.648496 + Penalty 965.765702 = -155554.882794 nChanged 3 SP:Iteration 43Q (38.517311 sec): 3 clusters Score: Raw -156521.678478 + Penalty 965.721411 = -155555.957067 nChanged 3 SP:Iteration 44Q (38.520599 sec): 3 clusters Score: Raw -156522.763914 + Penalty 965.781012 = -155556.982902 nChanged 3 SP:Iteration 45Q (38.523813 sec): 3 clusters Score: Raw -156523.427721 + Penalty 965.808297 = -155557.619424 nChanged 3 SP:Iteration 46Q (38.526958 sec): 3 clusters Score: Raw -156523.969526 + Penalty 965.561830 = -155558.407696 nChanged 4 SP:Iteration 47Q (38.530066 sec): 3 clusters Score: Raw -156525.480874 + Penalty 965.762433 = -155559.718441 nChanged 5 SP:Iteration 48Q (38.533171 sec): 3 clusters Score: Raw -156526.257872 + Penalty 965.600746 = -155560.657126 nChanged 3 SP:Iteration 49Q (38.536298 sec): 3 clusters Score: Raw -156526.595770 + Penalty 965.600746 = -155560.995024 nChanged 0 SP:Iteration 50F (38.539781 sec): 3 clusters Score: Raw -156526.595770 + Penalty 965.600746 = -155560.995024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.548926 sec): 2 clusters Score: Raw -10646.898927 + Penalty 403.094868 = -10243.804060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.549373 sec): 3 clusters Score: Raw -10626.004432 + Penalty 808.408438 = -9817.595993 nChanged 21 SP:Iteration 1F (38.549826 sec): 3 clusters Score: Raw -10655.343254 + Penalty 808.817646 = -9846.525608 nChanged 9 SP:Iteration 2F (38.550267 sec): 3 clusters Score: Raw -10671.331653 + Penalty 809.584043 = -9861.747610 nChanged 4 SP:Iteration 3Q (38.550690 sec): 3 clusters Score: Raw -10675.064211 + Penalty 808.785441 = -9866.278770 nChanged 1 SP:Iteration 4Q (38.551124 sec): 3 clusters Score: Raw -10676.121198 + Penalty 808.785441 = -9867.335757 nChanged 0 SP:Iteration 5F (38.551560 sec): 3 clusters Score: Raw -10676.121198 + Penalty 808.785441 = -9867.335757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.552467 sec): 2 clusters Score: Raw -2600.448964 + Penalty 444.605949 = -2155.843015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.552731 sec): 3 clusters Score: Raw -2644.144487 + Penalty 893.243807 = -1750.900680 nChanged 1 SP:Iteration 1Q (38.552980 sec): 3 clusters Score: Raw -2651.331603 + Penalty 893.243807 = -1758.087795 nChanged 0 SP:Iteration 2F (38.553237 sec): 3 clusters Score: Raw -2651.331603 + Penalty 893.243807 = -1758.087795 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 (38.553743 sec): 2 clusters Score: Raw -1287.521502 + Penalty 231.620905 = -1055.900597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.554008 sec): 3 clusters Score: Raw -1293.332877 + Penalty 461.181048 = -832.151829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.556653 sec): 2 clusters Score: Raw -67161.166115 + Penalty 252.192499 = -66908.973616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.558236 sec): 3 clusters Score: Raw -66718.417407 + Penalty 515.418526 = -66202.998881 nChanged 318 SP:Iteration 1F (38.559829 sec): 3 clusters Score: Raw -66937.690409 + Penalty 520.823629 = -66416.866780 nChanged 86 SP:Iteration 2F (38.561383 sec): 3 clusters Score: Raw -67021.608298 + Penalty 518.176610 = -66503.431688 nChanged 47 SP:Iteration 3F (38.562919 sec): 3 clusters Score: Raw -67058.162076 + Penalty 520.261839 = -66537.900237 nChanged 21 SP:Iteration 4Q (38.564474 sec): 3 clusters Score: Raw -67071.264026 + Penalty 520.463009 = -66550.801016 nChanged 18 SP:Iteration 5Q (38.565991 sec): 3 clusters Score: Raw -67082.986358 + Penalty 515.627301 = -66567.359058 nChanged 14 SP:Iteration 6Q (38.567489 sec): 3 clusters Score: Raw -67094.662914 + Penalty 519.842561 = -66574.820353 nChanged 11 SP:Iteration 7Q (38.568981 sec): 3 clusters Score: Raw -67100.534423 + Penalty 516.785450 = -66583.748973 nChanged 11 SP:Iteration 8Q (38.570474 sec): 3 clusters Score: Raw -67106.481458 + Penalty 516.232095 = -66590.249362 nChanged 9 SP:Iteration 9Q (38.571948 sec): 3 clusters Score: Raw -67111.445983 + Penalty 519.802053 = -66591.643930 nChanged 9 SP:Iteration 10F (38.573486 sec): 3 clusters Score: Raw -67121.029327 + Penalty 524.523214 = -66596.506112 nChanged 10 SP:Iteration 11Q (38.574941 sec): 3 clusters Score: Raw -67130.048347 + Penalty 526.702177 = -66603.346170 nChanged 11 SP:Iteration 12Q (38.576375 sec): 3 clusters Score: Raw -67136.827878 + Penalty 536.880470 = -66599.947407 nChanged 9 SP:Iteration 13F (38.577955 sec): 3 clusters Score: Raw -67142.955322 + Penalty 544.141556 = -66598.813766 nChanged 7 SP:Iteration 14F (38.579496 sec): 3 clusters Score: Raw -67153.528140 + Penalty 548.554384 = -66604.973756 nChanged 5 SP:Iteration 15Q (38.580897 sec): 3 clusters Score: Raw -67155.936406 + Penalty 550.785103 = -66605.151303 nChanged 2 SP:Iteration 16Q (38.582314 sec): 3 clusters Score: Raw -67158.158547 + Penalty 550.785103 = -66607.373444 nChanged 0 SP:Iteration 17F (38.583857 sec): 3 clusters Score: Raw -67158.158547 + Penalty 550.785103 = -66607.373444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.584503 sec): 2 clusters Score: Raw -4297.965572 + Penalty 341.985722 = -3955.979850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.584816 sec): 3 clusters Score: Raw -4302.667008 + Penalty 685.487621 = -3617.179387 nChanged 2 SP:Iteration 1Q (38.585113 sec): 3 clusters Score: Raw -4308.632166 + Penalty 685.487621 = -3623.144545 nChanged 0 SP:Iteration 2F (38.585410 sec): 3 clusters Score: Raw -4308.632166 + Penalty 685.487621 = -3623.144545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.585954 sec): 2 clusters Score: Raw -2438.570961 + Penalty 370.979083 = -2067.591878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.586215 sec): 3 clusters Score: Raw -2480.607852 + Penalty 750.495459 = -1730.112392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.587873 sec): 2 clusters Score: Raw -20043.591139 + Penalty 649.470138 = -19394.121001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.588516 sec): 3 clusters Score: Raw -20017.885572 + Penalty 1299.453263 = -18718.432309 nChanged 51 SP:Iteration 1F (38.589179 sec): 3 clusters Score: Raw -20064.842421 + Penalty 1299.936767 = -18764.905654 nChanged 12 SP:Iteration 2F (38.589813 sec): 3 clusters Score: Raw -20085.069626 + Penalty 1299.262768 = -18785.806859 nChanged 8 SP:Iteration 3Q (38.590430 sec): 3 clusters Score: Raw -20096.364374 + Penalty 1298.706451 = -18797.657923 nChanged 5 SP:Iteration 4Q (38.591025 sec): 3 clusters Score: Raw -20103.440483 + Penalty 1298.706451 = -18804.734031 nChanged 0 SP:Iteration 5F (38.591636 sec): 3 clusters Score: Raw -20103.440483 + Penalty 1298.706451 = -18804.734031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.592579 sec): 2 clusters Score: Raw -15206.692043 + Penalty 406.542041 = -14800.150002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.593104 sec): 3 clusters Score: Raw -15140.655389 + Penalty 811.662932 = -14328.992457 nChanged 31 SP:Iteration 1F (38.593621 sec): 3 clusters Score: Raw -15171.617362 + Penalty 811.325660 = -14360.291702 nChanged 13 SP:Iteration 2F (38.594136 sec): 3 clusters Score: Raw -15186.838933 + Penalty 808.680190 = -14378.158743 nChanged 8 SP:Iteration 3Q (38.594651 sec): 3 clusters Score: Raw -15195.056847 + Penalty 807.568257 = -14387.488590 nChanged 3 SP:Iteration 4Q (38.595165 sec): 3 clusters Score: Raw -15197.685605 + Penalty 805.132758 = -14392.552848 nChanged 3 SP:Iteration 5Q (38.595676 sec): 3 clusters Score: Raw -15201.905693 + Penalty 805.132758 = -14396.772935 nChanged 0 SP:Iteration 6F (38.596192 sec): 3 clusters Score: Raw -15201.905693 + Penalty 805.132758 = -14396.772935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.596934 sec): 2 clusters Score: Raw -8312.547304 + Penalty 253.984452 = -8058.562852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.597322 sec): 3 clusters Score: Raw -8261.520489 + Penalty 511.036701 = -7750.483788 nChanged 15 SP:Iteration 1F (38.597699 sec): 3 clusters Score: Raw -8275.149095 + Penalty 523.120435 = -7752.028660 nChanged 7 SP:Iteration 2F (38.598132 sec): 3 clusters Score: Raw -8283.861113 + Penalty 536.517530 = -7747.343584 nChanged 6 SP:Iteration 3F (38.598530 sec): 3 clusters Score: Raw -8291.032243 + Penalty 561.545589 = -7729.486655 nChanged 8 SP:Iteration 4F (38.598933 sec): 3 clusters Score: Raw -8304.041801 + Penalty 567.630362 = -7736.411440 nChanged 3 SP:Iteration 5Q (38.599310 sec): 3 clusters Score: Raw -8307.951007 + Penalty 567.630362 = -7740.320646 nChanged 0 SP:Iteration 6F (38.599690 sec): 3 clusters Score: Raw -8307.951007 + Penalty 567.630362 = -7740.320646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.600545 sec): 2 clusters Score: Raw -13043.596241 + Penalty 475.560485 = -12568.035756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.601021 sec): 3 clusters Score: Raw -13002.224403 + Penalty 951.024311 = -12051.200092 nChanged 24 SP:Iteration 1F (38.601488 sec): 3 clusters Score: Raw -13023.329842 + Penalty 952.146019 = -12071.183823 nChanged 8 SP:Iteration 2F (38.601955 sec): 3 clusters Score: Raw -13034.374081 + Penalty 954.241800 = -12080.132281 nChanged 5 SP:Iteration 3Q (38.602420 sec): 3 clusters Score: Raw -13040.424910 + Penalty 954.428762 = -12085.996148 nChanged 5 SP:Iteration 4Q (38.602885 sec): 3 clusters Score: Raw -13046.100782 + Penalty 956.587694 = -12089.513089 nChanged 2 SP:Iteration 5Q (38.603351 sec): 3 clusters Score: Raw -13047.597002 + Penalty 958.460274 = -12089.136729 nChanged 1 SP:Iteration 6F (38.603819 sec): 3 clusters Score: Raw -13049.461579 + Penalty 959.152253 = -12090.309326 nChanged 1 SP:Iteration 7Q (38.604283 sec): 3 clusters Score: Raw -13051.662223 + Penalty 959.152253 = -12092.509970 nChanged 0 SP:Iteration 8F (38.604775 sec): 3 clusters Score: Raw -13051.662223 + Penalty 959.152253 = -12092.509970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.605583 sec): 2 clusters Score: Raw -10354.361528 + Penalty 321.014111 = -10033.347417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.606034 sec): 3 clusters Score: Raw -10340.120442 + Penalty 651.544127 = -9688.576315 nChanged 23 SP:Iteration 1F (38.606478 sec): 3 clusters Score: Raw -10383.870881 + Penalty 653.651786 = -9730.219094 nChanged 7 SP:Iteration 2F (38.606920 sec): 3 clusters Score: Raw -10398.084954 + Penalty 653.880411 = -9744.204543 nChanged 3 SP:Iteration 3Q (38.607343 sec): 3 clusters Score: Raw -10402.965031 + Penalty 653.880411 = -9749.084620 nChanged 0 SP:Iteration 4F (38.607786 sec): 3 clusters Score: Raw -10402.965031 + Penalty 653.880411 = -9749.084620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.608292 sec): 2 clusters Score: Raw -1221.634612 + Penalty 279.353097 = -942.281515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.608527 sec): 3 clusters Score: Raw -1241.634068 + Penalty 578.666109 = -662.967958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.609108 sec): 2 clusters Score: Raw -4043.626538 + Penalty 436.400019 = -3607.226519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.609409 sec): 3 clusters Score: Raw -4079.848082 + Penalty 867.113593 = -3212.734489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.610046 sec): 2 clusters Score: Raw -5683.480985 + Penalty 603.591374 = -5079.889611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.610373 sec): 3 clusters Score: Raw -5794.472576 + Penalty 1207.571060 = -4586.901516 nChanged 1 SP:Iteration 1Q (38.610676 sec): 3 clusters Score: Raw -5799.901199 + Penalty 1207.571060 = -4592.330139 nChanged 0 SP:Iteration 2F (38.610993 sec): 3 clusters Score: Raw -5799.901199 + Penalty 1207.571060 = -4592.330139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.611655 sec): 2 clusters Score: Raw -5810.289611 + Penalty 451.534959 = -5358.754653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.612002 sec): 3 clusters Score: Raw -5864.207654 + Penalty 903.303422 = -4960.904232 nChanged 5 SP:Iteration 1F (38.612332 sec): 3 clusters Score: Raw -5878.346445 + Penalty 906.144932 = -4972.201513 nChanged 3 SP:Iteration 2Q (38.612648 sec): 3 clusters Score: Raw -5889.240375 + Penalty 906.144932 = -4983.095444 nChanged 0 SP:Iteration 3F (38.612975 sec): 3 clusters Score: Raw -5889.240375 + Penalty 906.144932 = -4983.095444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.613809 sec): 2 clusters Score: Raw -12385.503942 + Penalty 509.430967 = -11876.072976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.614279 sec): 3 clusters Score: Raw -12372.378026 + Penalty 1024.155846 = -11348.222180 nChanged 17 SP:Iteration 1F (38.614741 sec): 3 clusters Score: Raw -12397.314848 + Penalty 1029.854313 = -11367.460534 nChanged 7 SP:Iteration 2Q (38.615195 sec): 3 clusters Score: Raw -12407.032052 + Penalty 1034.465338 = -11372.566714 nChanged 4 SP:Iteration 3Q (38.615648 sec): 3 clusters Score: Raw -12420.665451 + Penalty 1035.805119 = -11384.860333 nChanged 1 SP:Iteration 4Q (38.616122 sec): 3 clusters Score: Raw -12421.512826 + Penalty 1037.944315 = -11383.568511 nChanged 2 SP:Iteration 5F (38.616584 sec): 3 clusters Score: Raw -12424.494438 + Penalty 1037.944315 = -11386.550122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.617087 sec): 2 clusters Score: Raw -988.937788 + Penalty 288.721433 = -700.216355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.617315 sec): 3 clusters Score: Raw -1001.968043 + Penalty 541.726134 = -460.241910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.618078 sec): 2 clusters Score: Raw -9563.953699 + Penalty 555.291108 = -9008.662590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.618479 sec): 3 clusters Score: Raw -9606.296239 + Penalty 1112.338157 = -8493.958082 nChanged 11 SP:Iteration 1F (38.618871 sec): 3 clusters Score: Raw -9632.504632 + Penalty 1110.582217 = -8521.922416 nChanged 3 SP:Iteration 2Q (38.619251 sec): 3 clusters Score: Raw -9636.366893 + Penalty 1109.818699 = -8526.548195 nChanged 1 SP:Iteration 3Q (38.619631 sec): 3 clusters Score: Raw -9637.577754 + Penalty 1110.582217 = -8526.995538 nChanged 1 SP:Iteration 4Q (38.620014 sec): 3 clusters Score: Raw -9649.406978 + Penalty 1110.582217 = -8538.824762 nChanged 0 SP:Iteration 5F (38.620405 sec): 3 clusters Score: Raw -9649.406978 + Penalty 1110.582217 = -8538.824762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.620897 sec): 2 clusters Score: Raw -634.497096 + Penalty 215.500642 = -418.996454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.621120 sec): 3 clusters Score: Raw -628.949909 + Penalty 437.177482 = -191.772428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 38 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.625525 sec): 2 clusters Score: Raw -106815.359245 + Penalty 465.153867 = -106350.205377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.627878 sec): 3 clusters Score: Raw -106162.410894 + Penalty 936.581879 = -105225.829015 nChanged 460 SP:Iteration 1F (38.630196 sec): 3 clusters Score: Raw -106461.707381 + Penalty 941.479861 = -105520.227520 nChanged 142 SP:Iteration 2F (38.632488 sec): 3 clusters Score: Raw -106588.130795 + Penalty 946.937040 = -105641.193755 nChanged 98 SP:Iteration 3F (38.634763 sec): 3 clusters Score: Raw -106682.177917 + Penalty 950.718295 = -105731.459623 nChanged 65 SP:Iteration 4F (38.637087 sec): 3 clusters Score: Raw -106735.230692 + Penalty 960.846961 = -105774.383731 nChanged 50 SP:Iteration 5Q (38.639372 sec): 3 clusters Score: Raw -106774.611407 + Penalty 969.720166 = -105804.891241 nChanged 41 SP:Iteration 6Q (38.641705 sec): 3 clusters Score: Raw -106809.160484 + Penalty 988.019186 = -105821.141298 nChanged 27 SP:Iteration 7Q (38.643977 sec): 3 clusters Score: Raw -106835.310916 + Penalty 1003.107050 = -105832.203867 nChanged 14 SP:Iteration 8Q (38.646171 sec): 3 clusters Score: Raw -106855.133449 + Penalty 1004.832448 = -105850.301001 nChanged 8 SP:Iteration 9Q (38.648234 sec): 3 clusters Score: Raw -106867.358758 + Penalty 1012.008938 = -105855.349820 nChanged 3 SP:Iteration 10F (38.650536 sec): 3 clusters Score: Raw -106871.785547 + Penalty 1014.669329 = -105857.116217 nChanged 1 SP:Iteration 11Q (38.652554 sec): 3 clusters Score: Raw -106873.062221 + Penalty 1021.063516 = -105851.998705 nChanged 2 SP:Iteration 12F (38.654987 sec): 3 clusters Score: Raw -106876.280589 + Penalty 1025.479088 = -105850.801502 nChanged 1 SP:Iteration 13F (38.657395 sec): 3 clusters Score: Raw -106877.265650 + Penalty 1025.479088 = -105851.786562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.658569 sec): 2 clusters Score: Raw -3475.642267 + Penalty 497.105014 = -2978.537253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.658877 sec): 3 clusters Score: Raw -3552.481691 + Penalty 992.439530 = -2560.042160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.661445 sec): 2 clusters Score: Raw -27209.620926 + Penalty 926.851522 = -26282.769404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.662294 sec): 3 clusters Score: Raw -27205.204726 + Penalty 1852.671792 = -25352.532935 nChanged 75 SP:Iteration 1F (38.663084 sec): 3 clusters Score: Raw -27345.275348 + Penalty 1852.631360 = -25492.643988 nChanged 12 SP:Iteration 2Q (38.663838 sec): 3 clusters Score: Raw -27374.760092 + Penalty 1852.182028 = -25522.578064 nChanged 13 SP:Iteration 3Q (38.664593 sec): 3 clusters Score: Raw -27397.905920 + Penalty 1852.219646 = -25545.686274 nChanged 3 SP:Iteration 4Q (38.665340 sec): 3 clusters Score: Raw -27403.588582 + Penalty 1852.102727 = -25551.485856 nChanged 4 SP:Iteration 5Q (38.666088 sec): 3 clusters Score: Raw -27409.611383 + Penalty 1852.000162 = -25557.611221 nChanged 1 SP:Iteration 6Q (38.666830 sec): 3 clusters Score: Raw -27412.184020 + Penalty 1852.000162 = -25560.183859 nChanged 0 SP:Iteration 7F (38.667607 sec): 3 clusters Score: Raw -27412.184020 + Penalty 1852.000162 = -25560.183859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.669094 sec): 2 clusters Score: Raw -9265.030375 + Penalty 269.721371 = -8995.309004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.669522 sec): 3 clusters Score: Raw -9240.190708 + Penalty 539.442743 = -8700.747965 nChanged 22 SP:Iteration 1F (38.669944 sec): 3 clusters Score: Raw -9267.311306 + Penalty 539.698827 = -8727.612478 nChanged 5 SP:Iteration 2Q (38.670359 sec): 3 clusters Score: Raw -9274.329233 + Penalty 539.311871 = -8735.017363 nChanged 4 SP:Iteration 3Q (38.670772 sec): 3 clusters Score: Raw -9281.074903 + Penalty 539.253407 = -8741.821496 nChanged 2 SP:Iteration 4Q (38.671182 sec): 3 clusters Score: Raw -9283.688926 + Penalty 539.356685 = -8744.332241 nChanged 2 SP:Iteration 5Q (38.671592 sec): 3 clusters Score: Raw -9288.027241 + Penalty 539.079990 = -8748.947251 nChanged 2 SP:Iteration 6Q (38.672001 sec): 3 clusters Score: Raw -9290.501038 + Penalty 539.079990 = -8751.421048 nChanged 0 SP:Iteration 7F (38.672418 sec): 3 clusters Score: Raw -9290.501038 + Penalty 539.079990 = -8751.421048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.673739 sec): 2 clusters Score: Raw -14252.013728 + Penalty 527.973372 = -13724.040356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.674264 sec): 3 clusters Score: Raw -14239.556384 + Penalty 1057.404976 = -13182.151409 nChanged 34 SP:Iteration 1F (38.674779 sec): 3 clusters Score: Raw -14280.311230 + Penalty 1058.028817 = -13222.282413 nChanged 8 SP:Iteration 2Q (38.675284 sec): 3 clusters Score: Raw -14298.084026 + Penalty 1058.315705 = -13239.768321 nChanged 6 SP:Iteration 3Q (38.675783 sec): 3 clusters Score: Raw -14304.514100 + Penalty 1057.803544 = -13246.710556 nChanged 1 SP:Iteration 4Q (38.676279 sec): 3 clusters Score: Raw -14305.452584 + Penalty 1057.803544 = -13247.649040 nChanged 0 SP:Iteration 5F (38.676783 sec): 3 clusters Score: Raw -14305.452584 + Penalty 1057.803544 = -13247.649040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.677702 sec): 2 clusters Score: Raw -626.733128 + Penalty 205.830020 = -420.903108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.677923 sec): 3 clusters Score: Raw -630.399209 + Penalty 413.113869 = -217.285340 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.680453 sec): 2 clusters Score: Raw -56446.920888 + Penalty 888.217073 = -55558.703815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.681779 sec): 3 clusters Score: Raw -56227.566268 + Penalty 1783.393970 = -54444.172298 nChanged 175 SP:Iteration 1F (38.683126 sec): 3 clusters Score: Raw -56410.533116 + Penalty 1789.088407 = -54621.444709 nChanged 50 SP:Iteration 2F (38.684444 sec): 3 clusters Score: Raw -56472.232299 + Penalty 1792.965507 = -54679.266792 nChanged 28 SP:Iteration 3Q (38.685731 sec): 3 clusters Score: Raw -56505.367652 + Penalty 1794.064401 = -54711.303251 nChanged 13 SP:Iteration 4Q (38.687011 sec): 3 clusters Score: Raw -56523.057601 + Penalty 1795.131126 = -54727.926476 nChanged 5 SP:Iteration 5Q (38.688306 sec): 3 clusters Score: Raw -56527.275921 + Penalty 1796.631701 = -54730.644220 nChanged 6 SP:Iteration 6Q (38.689588 sec): 3 clusters Score: Raw -56533.421659 + Penalty 1797.985655 = -54735.436004 nChanged 2 SP:Iteration 7Q (38.690860 sec): 3 clusters Score: Raw -56537.763276 + Penalty 1797.783929 = -54739.979347 nChanged 2 SP:Iteration 8Q (38.692129 sec): 3 clusters Score: Raw -56539.513451 + Penalty 1797.914275 = -54741.599176 nChanged 2 SP:Iteration 9Q (38.693415 sec): 3 clusters Score: Raw -56541.325849 + Penalty 1797.914275 = -54743.411574 nChanged 0 SP:Iteration 10F (38.694715 sec): 3 clusters Score: Raw -56541.325849 + Penalty 1797.914275 = -54743.411574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.695729 sec): 2 clusters Score: Raw -868.047883 + Penalty 239.639300 = -628.408584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.695970 sec): 3 clusters Score: Raw -870.985864 + Penalty 454.767441 = -416.218423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.696785 sec): 2 clusters Score: Raw -1552.571669 + Penalty 312.682294 = -1239.889375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.697028 sec): 3 clusters Score: Raw -1575.203535 + Penalty 620.645649 = -954.557886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.698397 sec): 2 clusters Score: Raw -18222.956228 + Penalty 449.370510 = -17773.585718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.699007 sec): 3 clusters Score: Raw -18159.207948 + Penalty 904.735216 = -17254.472733 nChanged 55 SP:Iteration 1F (38.699609 sec): 3 clusters Score: Raw -18212.011215 + Penalty 902.810954 = -17309.200260 nChanged 15 SP:Iteration 2F (38.700210 sec): 3 clusters Score: Raw -18228.053447 + Penalty 900.547538 = -17327.505909 nChanged 5 SP:Iteration 3Q (38.700791 sec): 3 clusters Score: Raw -18230.078126 + Penalty 899.074848 = -17331.003279 nChanged 2 SP:Iteration 4Q (38.701381 sec): 3 clusters Score: Raw -18231.423332 + Penalty 899.074848 = -17332.348484 nChanged 0 SP:Iteration 5F (38.701964 sec): 3 clusters Score: Raw -18231.423332 + Penalty 899.074848 = -17332.348484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.702836 sec): 2 clusters Score: Raw -346.161582 + Penalty 111.801114 = -234.360468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.703086 sec): 3 clusters Score: Raw -343.248147 + Penalty 223.602228 = -119.645919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.703874 sec): 2 clusters Score: Raw -866.361178 + Penalty 203.207721 = -663.153457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.704100 sec): 3 clusters Score: Raw -879.631796 + Penalty 395.253287 = -484.378509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.704860 sec): 2 clusters Score: Raw -376.410123 + Penalty 190.688362 = -185.721761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.705072 sec): 3 clusters Score: Raw -367.667697 + Penalty 382.307460 = 14.639764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.705860 sec): 2 clusters Score: Raw -1426.270650 + Penalty 340.938401 = -1085.332248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.706097 sec): 3 clusters Score: Raw -1467.598127 + Penalty 689.043237 = -778.554890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.706896 sec): 2 clusters Score: Raw -745.622749 + Penalty 272.742023 = -472.880726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.707097 sec): 2 clusters Score: Raw -745.622749 + Penalty 272.742023 = -472.880726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.707846 sec): 2 clusters Score: Raw -161.082555 + Penalty 37.415339 = -123.667216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.708042 sec): 3 clusters Score: Raw -160.867428 + Penalty 74.830678 = -86.036750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.708869 sec): 2 clusters Score: Raw -2660.774234 + Penalty 317.806692 = -2342.967542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.709135 sec): 3 clusters Score: Raw -2679.055662 + Penalty 639.326262 = -2039.729400 nChanged 1 SP:Iteration 1Q (38.709391 sec): 3 clusters Score: Raw -2681.851793 + Penalty 639.326262 = -2042.525531 nChanged 0 SP:Iteration 2F (38.709651 sec): 3 clusters Score: Raw -2681.851793 + Penalty 639.326262 = -2042.525531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.710757 sec): 2 clusters Score: Raw -11181.625832 + Penalty 723.451200 = -10458.174632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.711191 sec): 3 clusters Score: Raw -11259.166319 + Penalty 1447.921490 = -9811.244829 nChanged 5 SP:Iteration 1Q (38.711601 sec): 3 clusters Score: Raw -11272.934986 + Penalty 1448.978893 = -9823.956093 nChanged 3 SP:Iteration 2Q (38.712006 sec): 3 clusters Score: Raw -11281.033998 + Penalty 1448.978893 = -9832.055104 nChanged 0 SP:Iteration 3F (38.712431 sec): 3 clusters Score: Raw -11281.033998 + Penalty 1448.978893 = -9832.055104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.713605 sec): 2 clusters Score: Raw -11754.780673 + Penalty 237.643237 = -11517.137435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.714064 sec): 3 clusters Score: Raw -11708.440287 + Penalty 475.286951 = -11233.153336 nChanged 35 SP:Iteration 1F (38.714538 sec): 3 clusters Score: Raw -11745.009818 + Penalty 475.078816 = -11269.931003 nChanged 7 SP:Iteration 2Q (38.715014 sec): 3 clusters Score: Raw -11752.763808 + Penalty 475.197548 = -11277.566260 nChanged 8 SP:Iteration 3F (38.715478 sec): 3 clusters Score: Raw -11762.006224 + Penalty 475.370843 = -11286.635381 nChanged 2 SP:Iteration 4Q (38.715931 sec): 3 clusters Score: Raw -11762.705785 + Penalty 475.370843 = -11287.334942 nChanged 0 SP:Iteration 5F (38.716388 sec): 3 clusters Score: Raw -11762.705785 + Penalty 475.370843 = -11287.334942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.717293 sec): 2 clusters Score: Raw -2657.366626 + Penalty 469.583036 = -2187.783589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.717556 sec): 3 clusters Score: Raw -2710.487271 + Penalty 935.407435 = -1775.079835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.718370 sec): 2 clusters Score: Raw -1763.679435 + Penalty 276.033968 = -1487.645467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.718615 sec): 3 clusters Score: Raw -1770.477398 + Penalty 560.111833 = -1210.365565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.719509 sec): 2 clusters Score: Raw -3702.279442 + Penalty 414.812422 = -3287.467020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.719807 sec): 3 clusters Score: Raw -3761.793602 + Penalty 822.596271 = -2939.197331 nChanged 1 SP:Iteration 1Q (38.720083 sec): 3 clusters Score: Raw -3764.435264 + Penalty 822.596271 = -2941.838993 nChanged 0 SP:Iteration 2F (38.720368 sec): 3 clusters Score: Raw -3764.435264 + Penalty 822.596271 = -2941.838993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.721267 sec): 2 clusters Score: Raw -3438.347990 + Penalty 100.254344 = -3338.093646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.721568 sec): 3 clusters Score: Raw -3475.302879 + Penalty 196.381140 = -3278.921739 nChanged 5 SP:Iteration 1F (38.721867 sec): 3 clusters Score: Raw -3493.949484 + Penalty 195.210532 = -3298.738953 nChanged 2 SP:Iteration 2Q (38.722155 sec): 3 clusters Score: Raw -3496.347322 + Penalty 195.794243 = -3300.553079 nChanged 1 SP:Iteration 3Q (38.722443 sec): 3 clusters Score: Raw -3497.440375 + Penalty 197.246773 = -3300.193602 nChanged 1 SP:Iteration 4F (38.722741 sec): 3 clusters Score: Raw -3498.500045 + Penalty 197.246773 = -3301.253271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.723569 sec): 2 clusters Score: Raw -1230.021561 + Penalty 275.434560 = -954.587002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.723805 sec): 3 clusters Score: Raw -1238.914787 + Penalty 541.659702 = -697.255085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.724592 sec): 2 clusters Score: Raw -523.223207 + Penalty 159.689049 = -363.534158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.724808 sec): 3 clusters Score: Raw -521.466771 + Penalty 310.928087 = -210.538684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.725564 sec): 2 clusters Score: Raw -348.311532 + Penalty 141.176238 = -207.135293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.725776 sec): 3 clusters Score: Raw -341.692184 + Penalty 324.179134 = -17.513050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.728366 sec): 2 clusters Score: Raw -35267.927990 + Penalty 957.841946 = -34310.086044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.729282 sec): 3 clusters Score: Raw -35207.551825 + Penalty 1916.183886 = -33291.367939 nChanged 67 SP:Iteration 1F (38.730191 sec): 3 clusters Score: Raw -35327.379008 + Penalty 1916.176187 = -33411.202821 nChanged 15 SP:Iteration 2Q (38.731070 sec): 3 clusters Score: Raw -35356.836539 + Penalty 1916.145042 = -33440.691497 nChanged 11 SP:Iteration 3Q (38.731931 sec): 3 clusters Score: Raw -35376.691665 + Penalty 1916.252336 = -33460.439329 nChanged 5 SP:Iteration 4Q (38.732808 sec): 3 clusters Score: Raw -35385.006264 + Penalty 1916.066410 = -33468.939855 nChanged 5 SP:Iteration 5Q (38.733666 sec): 3 clusters Score: Raw -35394.821640 + Penalty 1916.082378 = -33478.739262 nChanged 5 SP:Iteration 6Q (38.734518 sec): 3 clusters Score: Raw -35408.515139 + Penalty 1916.375184 = -33492.139954 nChanged 4 SP:Iteration 7Q (38.735366 sec): 3 clusters Score: Raw -35421.737310 + Penalty 1916.458313 = -33505.278997 nChanged 4 SP:Iteration 8Q (38.736213 sec): 3 clusters Score: Raw -35431.119850 + Penalty 1916.669498 = -33514.450352 nChanged 4 SP:Iteration 9Q (38.737079 sec): 3 clusters Score: Raw -35436.649190 + Penalty 1916.503567 = -33520.145623 nChanged 1 SP:Iteration 10F (38.737961 sec): 3 clusters Score: Raw -35437.989550 + Penalty 1916.503567 = -33521.485983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.739555 sec): 2 clusters Score: Raw -15904.908604 + Penalty 446.259838 = -15458.648766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.740104 sec): 3 clusters Score: Raw -15865.872549 + Penalty 892.945370 = -14972.927179 nChanged 40 SP:Iteration 1F (38.740640 sec): 3 clusters Score: Raw -15904.452602 + Penalty 894.124755 = -15010.327847 nChanged 10 SP:Iteration 2F (38.741194 sec): 3 clusters Score: Raw -15917.776639 + Penalty 894.095965 = -15023.680674 nChanged 2 SP:Iteration 3Q (38.741720 sec): 3 clusters Score: Raw -15919.160026 + Penalty 893.850179 = -15025.309847 nChanged 1 SP:Iteration 4Q (38.742244 sec): 3 clusters Score: Raw -15920.351913 + Penalty 893.356218 = -15026.995695 nChanged 2 SP:Iteration 5Q (38.742766 sec): 3 clusters Score: Raw -15921.318126 + Penalty 893.356218 = -15027.961908 nChanged 0 SP:Iteration 6F (38.743300 sec): 3 clusters Score: Raw -15921.318126 + Penalty 893.356218 = -15027.961908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.744222 sec): 2 clusters Score: Raw -2588.108490 + Penalty 495.187095 = -2092.921396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.744488 sec): 3 clusters Score: Raw -2644.403436 + Penalty 982.633380 = -1661.770056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.745268 sec): 2 clusters Score: Raw -552.317025 + Penalty 204.641936 = -347.675089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.745489 sec): 3 clusters Score: Raw -544.618317 + Penalty 409.283871 = -135.334446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.746309 sec): 2 clusters Score: Raw -1402.493669 + Penalty 379.008469 = -1023.485200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.746544 sec): 3 clusters Score: Raw -1439.037248 + Penalty 740.760651 = -698.276597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.747370 sec): 2 clusters Score: Raw -1203.051898 + Penalty 249.453705 = -953.598193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.747604 sec): 3 clusters Score: Raw -1206.090183 + Penalty 509.166584 = -696.923599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.748430 sec): 2 clusters Score: Raw -2694.220288 + Penalty 415.872031 = -2278.348257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.748695 sec): 3 clusters Score: Raw -2717.527781 + Penalty 829.373384 = -1888.154397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.749474 sec): 2 clusters Score: Raw -861.289069 + Penalty 194.227707 = -667.061362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.749705 sec): 3 clusters Score: Raw -873.686668 + Penalty 377.444081 = -496.242587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.750829 sec): 2 clusters Score: Raw -12366.803858 + Penalty 753.363646 = -11613.440212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.751275 sec): 3 clusters Score: Raw -12401.756865 + Penalty 1506.354178 = -10895.402687 nChanged 6 SP:Iteration 1Q (38.751705 sec): 3 clusters Score: Raw -12414.493834 + Penalty 1506.310746 = -10908.183088 nChanged 2 SP:Iteration 2Q (38.752131 sec): 3 clusters Score: Raw -12422.818813 + Penalty 1506.441717 = -10916.377097 nChanged 3 SP:Iteration 3Q (38.752556 sec): 3 clusters Score: Raw -12432.288354 + Penalty 1506.501196 = -10925.787159 nChanged 2 SP:Iteration 4Q (38.752979 sec): 3 clusters Score: Raw -12439.688908 + Penalty 1506.501196 = -10933.187712 nChanged 0 SP:Iteration 5F (38.753416 sec): 3 clusters Score: Raw -12439.688908 + Penalty 1506.501196 = -10933.187712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.754267 sec): 2 clusters Score: Raw -590.384026 + Penalty 154.183325 = -436.200701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.754487 sec): 3 clusters Score: Raw -586.538485 + Penalty 320.737114 = -265.801372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.755368 sec): 2 clusters Score: Raw -3156.480260 + Penalty 335.109895 = -2821.370365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.755649 sec): 3 clusters Score: Raw -3178.534290 + Penalty 671.028617 = -2507.505673 nChanged 1 SP:Iteration 1Q (38.755921 sec): 3 clusters Score: Raw -3184.935378 + Penalty 671.028617 = -2513.906761 nChanged 0 SP:Iteration 2F (38.756193 sec): 3 clusters Score: Raw -3184.935378 + Penalty 671.028617 = -2513.906761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.757214 sec): 2 clusters Score: Raw -8902.763036 + Penalty 681.249452 = -8221.513584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.757602 sec): 3 clusters Score: Raw -9007.388131 + Penalty 1356.658102 = -7650.730029 nChanged 3 SP:Iteration 1Q (38.757967 sec): 3 clusters Score: Raw -9012.995763 + Penalty 1356.226263 = -7656.769500 nChanged 1 SP:Iteration 2Q (38.758333 sec): 3 clusters Score: Raw -9014.974609 + Penalty 1356.342257 = -7658.632352 nChanged 1 SP:Iteration 3Q (38.758697 sec): 3 clusters Score: Raw -9022.797190 + Penalty 1356.342257 = -7666.454933 nChanged 0 SP:Iteration 4F (38.759105 sec): 3 clusters Score: Raw -9022.797190 + Penalty 1356.342257 = -7666.454933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.759961 sec): 2 clusters Score: Raw -1587.643355 + Penalty 413.726671 = -1173.916684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.760198 sec): 3 clusters Score: Raw -1631.932325 + Penalty 827.233937 = -804.698388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.760988 sec): 2 clusters Score: Raw -1239.205218 + Penalty 352.595239 = -886.609978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.761219 sec): 3 clusters Score: Raw -1239.646400 + Penalty 711.058263 = -528.588137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.761977 sec): 2 clusters Score: Raw -345.227740 + Penalty 110.628949 = -234.598791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.762190 sec): 3 clusters Score: Raw -338.132287 + Penalty 110.628949 = -227.503338 nChanged 1 SP:Iteration 1F (38.762382 sec): 2 clusters Score: Raw -345.227740 + Penalty 110.628949 = -234.598791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.764341 sec): 2 clusters Score: Raw -34886.221761 + Penalty 711.567781 = -34174.653979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.765229 sec): 3 clusters Score: Raw -34765.522594 + Penalty 1423.005613 = -33342.516981 nChanged 100 SP:Iteration 1F (38.766094 sec): 3 clusters Score: Raw -34860.386508 + Penalty 1423.202939 = -33437.183569 nChanged 27 SP:Iteration 2F (38.766958 sec): 3 clusters Score: Raw -34887.231520 + Penalty 1422.989854 = -33464.241666 nChanged 10 SP:Iteration 3Q (38.767859 sec): 3 clusters Score: Raw -34898.857750 + Penalty 1423.090092 = -33475.767658 nChanged 9 SP:Iteration 4Q (38.768749 sec): 3 clusters Score: Raw -34906.658039 + Penalty 1423.105743 = -33483.552296 nChanged 5 SP:Iteration 5Q (38.769633 sec): 3 clusters Score: Raw -34913.367527 + Penalty 1422.991274 = -33490.376253 nChanged 6 SP:Iteration 6Q (38.770517 sec): 3 clusters Score: Raw -34919.055291 + Penalty 1422.915905 = -33496.139386 nChanged 3 SP:Iteration 7Q (38.771370 sec): 3 clusters Score: Raw -34926.273121 + Penalty 1422.830038 = -33503.443083 nChanged 4 SP:Iteration 8Q (38.772224 sec): 3 clusters Score: Raw -34930.179845 + Penalty 1422.942849 = -33507.236996 nChanged 3 SP:Iteration 9Q (38.773071 sec): 3 clusters Score: Raw -34933.721698 + Penalty 1422.770132 = -33510.951566 nChanged 2 SP:Iteration 10F (38.773932 sec): 3 clusters Score: Raw -34935.692744 + Penalty 1422.771135 = -33512.921609 nChanged 1 SP:Iteration 11Q (38.774775 sec): 3 clusters Score: Raw -34936.716848 + Penalty 1422.771135 = -33513.945713 nChanged 0 SP:Iteration 12F (38.775635 sec): 3 clusters Score: Raw -34936.716848 + Penalty 1422.771135 = -33513.945713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.776800 sec): 2 clusters Score: Raw -1739.903351 + Penalty 421.654839 = -1318.248512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.777048 sec): 3 clusters Score: Raw -1772.594989 + Penalty 843.309679 = -929.285311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.778327 sec): 2 clusters Score: Raw -17653.781223 + Penalty 854.214792 = -16799.566431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.778904 sec): 3 clusters Score: Raw -17717.974820 + Penalty 1708.414919 = -16009.559901 nChanged 24 SP:Iteration 1F (38.779446 sec): 3 clusters Score: Raw -17786.109670 + Penalty 1708.430318 = -16077.679352 nChanged 4 SP:Iteration 2Q (38.779962 sec): 3 clusters Score: Raw -17798.819725 + Penalty 1708.430318 = -16090.389407 nChanged 2 SP:Iteration 3Q (38.780478 sec): 3 clusters Score: Raw -17803.989239 + Penalty 1708.424544 = -16095.564695 nChanged 1 SP:Iteration 4Q (38.780988 sec): 3 clusters Score: Raw -17806.418913 + Penalty 1708.426996 = -16097.991917 nChanged 1 SP:Iteration 5Q (38.781495 sec): 3 clusters Score: Raw -17809.544992 + Penalty 1708.426996 = -16101.117995 nChanged 0 SP:Iteration 6F (38.782033 sec): 3 clusters Score: Raw -17809.544992 + Penalty 1708.426996 = -16101.117995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.782921 sec): 2 clusters Score: Raw -994.060749 + Penalty 289.978880 = -704.081870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.783156 sec): 3 clusters Score: Raw -1020.038070 + Penalty 577.302413 = -442.735657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.784019 sec): 2 clusters Score: Raw -3690.581693 + Penalty 420.371702 = -3270.209992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.784302 sec): 3 clusters Score: Raw -3715.418617 + Penalty 839.791655 = -2875.626962 nChanged 1 SP:Iteration 1Q (38.784574 sec): 3 clusters Score: Raw -3718.224098 + Penalty 839.791655 = -2878.432443 nChanged 0 SP:Iteration 2F (38.784853 sec): 3 clusters Score: Raw -3718.224098 + Penalty 839.791655 = -2878.432443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.785711 sec): 2 clusters Score: Raw -2347.351449 + Penalty 475.231110 = -1872.120340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.785965 sec): 3 clusters Score: Raw -2418.117707 + Penalty 948.907357 = -1469.210350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.786890 sec): 2 clusters Score: Raw -4872.103664 + Penalty 478.796869 = -4393.306795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.787203 sec): 3 clusters Score: Raw -4930.119185 + Penalty 956.693300 = -3973.425885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.788006 sec): 2 clusters Score: Raw -1422.522611 + Penalty 359.559624 = -1062.962987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.788243 sec): 3 clusters Score: Raw -1480.302704 + Penalty 719.119248 = -761.183456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.789441 sec): 2 clusters Score: Raw -15325.280452 + Penalty 599.909453 = -14725.370999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.789951 sec): 3 clusters Score: Raw -15322.772271 + Penalty 1196.311805 = -14126.460466 nChanged 19 SP:Iteration 1F (38.790455 sec): 3 clusters Score: Raw -15350.171981 + Penalty 1192.622779 = -14157.549202 nChanged 7 SP:Iteration 2Q (38.790950 sec): 3 clusters Score: Raw -15360.934255 + Penalty 1191.823547 = -14169.110708 nChanged 3 SP:Iteration 3Q (38.791443 sec): 3 clusters Score: Raw -15363.649870 + Penalty 1192.969029 = -14170.680841 nChanged 3 SP:Iteration 4Q (38.791929 sec): 3 clusters Score: Raw -15366.771378 + Penalty 1192.423255 = -14174.348124 nChanged 3 SP:Iteration 5Q (38.792414 sec): 3 clusters Score: Raw -15370.396990 + Penalty 1192.423255 = -14177.973735 nChanged 0 SP:Iteration 6F (38.792935 sec): 3 clusters Score: Raw -15370.396990 + Penalty 1192.423255 = -14177.973735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.794124 sec): 2 clusters Score: Raw -10571.197388 + Penalty 627.784613 = -9943.412775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.794551 sec): 3 clusters Score: Raw -10602.683200 + Penalty 1256.526357 = -9346.156843 nChanged 5 SP:Iteration 1Q (38.794963 sec): 3 clusters Score: Raw -10624.015450 + Penalty 1256.173744 = -9367.841706 nChanged 2 SP:Iteration 2Q (38.795382 sec): 3 clusters Score: Raw -10629.115746 + Penalty 1256.173744 = -9372.942002 nChanged 0 SP:Iteration 3F (38.795806 sec): 3 clusters Score: Raw -10629.115746 + Penalty 1256.173744 = -9372.942002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.796634 sec): 2 clusters Score: Raw -667.305472 + Penalty 255.980290 = -411.325182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.796855 sec): 3 clusters Score: Raw -656.533882 + Penalty 514.849774 = -141.684109 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 (38.797640 sec): 2 clusters Score: Raw -1177.163199 + Penalty 245.305250 = -931.857949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.797875 sec): 3 clusters Score: Raw -1174.529394 + Penalty 488.893690 = -685.635704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.799051 sec): 2 clusters Score: Raw -14004.973493 + Penalty 662.497363 = -13342.476130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.799540 sec): 3 clusters Score: Raw -14008.845495 + Penalty 1321.992211 = -12686.853284 nChanged 21 SP:Iteration 1F (38.800028 sec): 3 clusters Score: Raw -14063.760140 + Penalty 1322.281051 = -12741.479089 nChanged 7 SP:Iteration 2Q (38.800497 sec): 3 clusters Score: Raw -14077.264781 + Penalty 1324.480074 = -12752.784708 nChanged 2 SP:Iteration 3Q (38.800963 sec): 3 clusters Score: Raw -14079.961567 + Penalty 1324.480074 = -12755.481493 nChanged 0 SP:Iteration 4F (38.801442 sec): 3 clusters Score: Raw -14079.961567 + Penalty 1324.480074 = -12755.481493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.802270 sec): 2 clusters Score: Raw -76.995066 + Penalty 0.000000 = -76.995066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.802453 sec): 2 clusters Score: Raw -76.995066 + Penalty 0.000000 = -76.995066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.803244 sec): 2 clusters Score: Raw -532.893985 + Penalty 160.243814 = -372.650171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.803463 sec): 3 clusters Score: Raw -530.851360 + Penalty 320.487627 = -210.363733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.804256 sec): 2 clusters Score: Raw -1525.722854 + Penalty 353.808765 = -1171.914089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.804496 sec): 3 clusters Score: Raw -1551.154018 + Penalty 696.817332 = -854.336686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.805356 sec): 2 clusters Score: Raw -2890.292290 + Penalty 412.387895 = -2477.904395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.805626 sec): 3 clusters Score: Raw -2932.083933 + Penalty 828.802199 = -2103.281734 nChanged 1 SP:Iteration 1Q (38.805885 sec): 3 clusters Score: Raw -2935.903640 + Penalty 828.802199 = -2107.101441 nChanged 0 SP:Iteration 2F (38.806149 sec): 3 clusters Score: Raw -2935.903640 + Penalty 828.802199 = -2107.101441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.806968 sec): 2 clusters Score: Raw -2062.468161 + Penalty 449.397901 = -1613.070260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.807220 sec): 3 clusters Score: Raw -2150.090371 + Penalty 896.352112 = -1253.738259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.808006 sec): 2 clusters Score: Raw -534.718489 + Penalty 184.287526 = -350.430963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.808223 sec): 3 clusters Score: Raw -529.902576 + Penalty 351.851000 = -178.051576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.809160 sec): 2 clusters Score: Raw -6593.927126 + Penalty 470.552955 = -6123.374171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.809503 sec): 3 clusters Score: Raw -6612.814257 + Penalty 940.744705 = -5672.069552 nChanged 2 SP:Iteration 1Q (38.809838 sec): 3 clusters Score: Raw -6621.465596 + Penalty 940.744705 = -5680.720891 nChanged 0 SP:Iteration 2F (38.810174 sec): 3 clusters Score: Raw -6621.465596 + Penalty 940.744705 = -5680.720891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.810967 sec): 2 clusters Score: Raw -709.575803 + Penalty 244.721627 = -464.854176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.811191 sec): 3 clusters Score: Raw -721.318799 + Penalty 493.122934 = -228.195865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.812019 sec): 2 clusters Score: Raw -2000.947377 + Penalty 350.987446 = -1649.959931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.812267 sec): 3 clusters Score: Raw -2021.785015 + Penalty 699.797661 = -1321.987354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.813053 sec): 2 clusters Score: Raw -1231.788877 + Penalty 316.661369 = -915.127508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.813288 sec): 3 clusters Score: Raw -1254.168934 + Penalty 633.295640 = -620.873294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.814048 sec): 2 clusters Score: Raw -535.198722 + Penalty 149.728201 = -385.470521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.814266 sec): 3 clusters Score: Raw -526.880184 + Penalty 299.456401 = -227.423782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.815028 sec): 2 clusters Score: Raw -627.956902 + Penalty 193.683695 = -434.273207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.815247 sec): 3 clusters Score: Raw -623.307757 + Penalty 391.181111 = -232.126647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.816074 sec): 2 clusters Score: Raw -1305.935140 + Penalty 357.371319 = -948.563820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.816308 sec): 3 clusters Score: Raw -1334.509612 + Penalty 715.514342 = -618.995270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.817076 sec): 2 clusters Score: Raw -438.647278 + Penalty 142.167299 = -296.479979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.817293 sec): 3 clusters Score: Raw -435.810224 + Penalty 283.379319 = -152.430905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.818054 sec): 2 clusters Score: Raw -404.768486 + Penalty 72.481636 = -332.286850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.818270 sec): 3 clusters Score: Raw -404.182910 + Penalty 134.831911 = -269.350999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.819130 sec): 2 clusters Score: Raw -3804.808366 + Penalty 594.224099 = -3210.584267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.819428 sec): 3 clusters Score: Raw -3970.589843 + Penalty 1188.249651 = -2782.340192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.820253 sec): 2 clusters Score: Raw -1738.681296 + Penalty 355.537580 = -1383.143716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.820497 sec): 3 clusters Score: Raw -1749.236333 + Penalty 727.192595 = -1022.043738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.821286 sec): 2 clusters Score: Raw -735.167895 + Penalty 234.466926 = -500.700969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.821510 sec): 3 clusters Score: Raw -731.171976 + Penalty 468.933851 = -262.238125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.822288 sec): 2 clusters Score: Raw -1019.837368 + Penalty 208.340495 = -811.496873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.822518 sec): 3 clusters Score: Raw -1025.430939 + Penalty 420.315320 = -605.115619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.823276 sec): 2 clusters Score: Raw -383.310147 + Penalty 196.661291 = -186.648856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.823490 sec): 3 clusters Score: Raw -370.273792 + Penalty 380.720429 = 10.446636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.824244 sec): 2 clusters Score: Raw -250.919137 + Penalty 74.575120 = -176.344017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.824455 sec): 3 clusters Score: Raw -247.848720 + Penalty 148.909431 = -98.939289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.825254 sec): 2 clusters Score: Raw -770.396726 + Penalty 283.086953 = -487.309772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.825478 sec): 3 clusters Score: Raw -758.322480 + Penalty 572.799247 = -185.523233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.826266 sec): 2 clusters Score: Raw -264.187572 + Penalty 116.056605 = -148.130967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.826475 sec): 3 clusters Score: Raw -257.439634 + Penalty 245.798818 = -11.640816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.827269 sec): 2 clusters Score: Raw -1509.995569 + Penalty 337.850496 = -1172.145073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.827507 sec): 3 clusters Score: Raw -1510.650122 + Penalty 674.926560 = -835.723563 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 (38.828264 sec): 2 clusters Score: Raw -349.951517 + Penalty 118.779613 = -231.171904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.828479 sec): 3 clusters Score: Raw -344.475432 + Penalty 237.559225 = -106.916207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.829266 sec): 2 clusters Score: Raw -638.245656 + Penalty 210.203687 = -428.041968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.829486 sec): 3 clusters Score: Raw -631.614929 + Penalty 452.881283 = -178.733646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.830252 sec): 2 clusters Score: Raw -457.907105 + Penalty 171.742070 = -286.165035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.830467 sec): 3 clusters Score: Raw -450.303409 + Penalty 351.096473 = -99.206936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.831244 sec): 2 clusters Score: Raw -1188.935481 + Penalty 314.196991 = -874.738489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.831477 sec): 3 clusters Score: Raw -1197.116038 + Penalty 631.983117 = -565.132921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.832237 sec): 2 clusters Score: Raw -511.856515 + Penalty 170.237523 = -341.618992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.832453 sec): 3 clusters Score: Raw -512.966064 + Penalty 352.486802 = -160.479262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.833212 sec): 2 clusters Score: Raw -173.658015 + Penalty 58.592026 = -115.065988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.833420 sec): 3 clusters Score: Raw -166.919583 + Penalty 117.184052 = -49.735531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.834196 sec): 2 clusters Score: Raw -539.092156 + Penalty 170.834245 = -368.257911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.834414 sec): 3 clusters Score: Raw -532.824072 + Penalty 341.668490 = -191.155582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.835199 sec): 2 clusters Score: Raw -1426.947584 + Penalty 402.746024 = -1024.201560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.835452 sec): 3 clusters Score: Raw -1438.555427 + Penalty 807.954240 = -630.601187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.836216 sec): 2 clusters Score: Raw -442.372786 + Penalty 200.702293 = -241.670492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.836430 sec): 3 clusters Score: Raw -440.467158 + Penalty 405.369501 = -35.097657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.837193 sec): 2 clusters Score: Raw -623.083815 + Penalty 195.541563 = -427.542252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.837413 sec): 3 clusters Score: Raw -615.630158 + Penalty 406.462056 = -209.168101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.838198 sec): 2 clusters Score: Raw -592.980674 + Penalty 207.228150 = -385.752524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.838417 sec): 3 clusters Score: Raw -607.221592 + Penalty 421.926996 = -185.294597 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 (38.839173 sec): 2 clusters Score: Raw -264.146523 + Penalty 105.709163 = -158.437360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.839382 sec): 3 clusters Score: Raw -258.359547 + Penalty 206.327783 = -52.031764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.840154 sec): 2 clusters Score: Raw -948.105649 + Penalty 315.342831 = -632.762819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.840381 sec): 3 clusters Score: Raw -955.909330 + Penalty 630.685661 = -325.223669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.841130 sec): 2 clusters Score: Raw -162.975761 + Penalty 28.947909 = -134.027852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.841333 sec): 3 clusters Score: Raw -160.441635 + Penalty 57.895818 = -102.545816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.842095 sec): 2 clusters Score: Raw -445.991551 + Penalty 182.581955 = -263.409596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.842310 sec): 3 clusters Score: Raw -444.438238 + Penalty 357.533584 = -86.904654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.843098 sec): 2 clusters Score: Raw -1061.082627 + Penalty 340.853284 = -720.229343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.843326 sec): 3 clusters Score: Raw -1062.019805 + Penalty 679.650288 = -382.369517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.844099 sec): 2 clusters Score: Raw -981.864965 + Penalty 265.254025 = -716.610940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.844329 sec): 3 clusters Score: Raw -998.716098 + Penalty 531.456605 = -467.259493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.845079 sec): 2 clusters Score: Raw -176.242884 + Penalty 65.391996 = -110.850888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.845304 sec): 3 clusters Score: Raw -167.757404 + Penalty 130.783993 = -36.973411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.846077 sec): 2 clusters Score: Raw -1021.347317 + Penalty 314.080750 = -707.266567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.846308 sec): 3 clusters Score: Raw -1029.776258 + Penalty 628.292305 = -401.483954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.847092 sec): 2 clusters Score: Raw -453.771690 + Penalty 157.521246 = -296.250444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.847308 sec): 3 clusters Score: Raw -445.655751 + Penalty 310.018436 = -135.637315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.848078 sec): 2 clusters Score: Raw -721.020370 + Penalty 233.800987 = -487.219383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.848302 sec): 3 clusters Score: Raw -720.823957 + Penalty 448.144510 = -272.679447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.849104 sec): 2 clusters Score: Raw -2044.983685 + Penalty 386.957369 = -1658.026316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.849352 sec): 3 clusters Score: Raw -2057.085652 + Penalty 775.586692 = -1281.498960 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 (38.850114 sec): 2 clusters Score: Raw -377.901714 + Penalty 185.079254 = -192.822460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.850328 sec): 3 clusters Score: Raw -367.410558 + Penalty 357.982240 = -9.428318 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 (38.851108 sec): 2 clusters Score: Raw -418.026320 + Penalty 162.658596 = -255.367724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.851317 sec): 3 clusters Score: Raw -436.782784 + Penalty 261.238806 = -175.543978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.852116 sec): 2 clusters Score: Raw -1698.068776 + Penalty 325.297407 = -1372.771369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.852359 sec): 3 clusters Score: Raw -1718.447408 + Penalty 650.023356 = -1068.424052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.853174 sec): 2 clusters Score: Raw -2442.104692 + Penalty 395.939902 = -2046.164790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.853430 sec): 3 clusters Score: Raw -2466.161532 + Penalty 791.879805 = -1674.281727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.854318 sec): 2 clusters Score: Raw -4937.893575 + Penalty 581.627735 = -4356.265840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.854632 sec): 3 clusters Score: Raw -5039.939996 + Penalty 1162.946867 = -3876.993129 nChanged 1 SP:Iteration 1Q (38.854925 sec): 3 clusters Score: Raw -5048.397411 + Penalty 1162.946867 = -3885.450544 nChanged 0 SP:Iteration 2F (38.855233 sec): 3 clusters Score: Raw -5048.397411 + Penalty 1162.946867 = -3885.450544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.856052 sec): 2 clusters Score: Raw -381.746603 + Penalty 189.757866 = -191.988737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.856249 sec): 2 clusters Score: Raw -381.746603 + Penalty 189.757866 = -191.988737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.857019 sec): 2 clusters Score: Raw -830.929469 + Penalty 237.437872 = -593.491598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.857241 sec): 3 clusters Score: Raw -824.450645 + Penalty 237.437872 = -587.012773 nChanged 1 SP:Iteration 1F (38.857441 sec): 2 clusters Score: Raw -830.929469 + Penalty 237.437872 = -593.491598 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 (38.858201 sec): 2 clusters Score: Raw -539.645412 + Penalty 191.911284 = -347.734128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.858418 sec): 3 clusters Score: Raw -539.378932 + Penalty 360.980851 = -178.398081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.859214 sec): 2 clusters Score: Raw -1623.977467 + Penalty 345.677665 = -1278.299802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.859454 sec): 3 clusters Score: Raw -1625.073720 + Penalty 678.109840 = -946.963880 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 (38.860249 sec): 2 clusters Score: Raw -660.035651 + Penalty 257.809910 = -402.225740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.860469 sec): 3 clusters Score: Raw -657.285333 + Penalty 512.959744 = -144.325589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.861228 sec): 2 clusters Score: Raw -539.828402 + Penalty 191.305865 = -348.522537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.861445 sec): 3 clusters Score: Raw -533.707269 + Penalty 401.048967 = -132.658301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.862208 sec): 2 clusters Score: Raw -634.365463 + Penalty 225.983880 = -408.381583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.862428 sec): 3 clusters Score: Raw -637.977025 + Penalty 444.000530 = -193.976496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.863170 sec): 2 clusters Score: Raw -85.276565 + Penalty 0.000000 = -85.276565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.863362 sec): 2 clusters Score: Raw -85.276565 + Penalty 0.000000 = -85.276565 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 (38.864148 sec): 2 clusters Score: Raw -527.258586 + Penalty 171.456980 = -355.801606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.864366 sec): 3 clusters Score: Raw -526.900772 + Penalty 341.484963 = -185.415809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.865136 sec): 2 clusters Score: Raw -748.272098 + Penalty 258.272475 = -489.999623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.865377 sec): 3 clusters Score: Raw -743.898262 + Penalty 516.544950 = -227.353311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.866131 sec): 2 clusters Score: Raw -262.275213 + Penalty 98.674384 = -163.600829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.866341 sec): 3 clusters Score: Raw -254.084455 + Penalty 203.322271 = -50.762183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.867131 sec): 2 clusters Score: Raw -1627.865332 + Penalty 390.680440 = -1237.184893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.867370 sec): 3 clusters Score: Raw -1646.350173 + Penalty 777.895625 = -868.454548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.868134 sec): 2 clusters Score: Raw -275.514096 + Penalty 129.047303 = -146.466792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.868344 sec): 3 clusters Score: Raw -264.740080 + Penalty 275.972416 = 11.232336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.869129 sec): 2 clusters Score: Raw -989.891555 + Penalty 244.426706 = -745.464850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.869357 sec): 3 clusters Score: Raw -993.127353 + Penalty 499.316252 = -493.811101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.870113 sec): 2 clusters Score: Raw -374.963763 + Penalty 181.688656 = -193.275107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.870327 sec): 3 clusters Score: Raw -364.425312 + Penalty 374.399838 = 9.974526 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 (38.871064 sec): 2 clusters Score: Raw -80.811221 + Penalty 0.000000 = -80.811221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.871251 sec): 2 clusters Score: Raw -80.811221 + Penalty 0.000000 = -80.811221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.871998 sec): 2 clusters Score: Raw -273.209835 + Penalty 128.658785 = -144.551051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.872196 sec): 2 clusters Score: Raw -273.209835 + Penalty 128.658785 = -144.551051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.873023 sec): 2 clusters Score: Raw -2238.580524 + Penalty 498.922798 = -1739.657726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.873277 sec): 3 clusters Score: Raw -2310.396824 + Penalty 998.209812 = -1312.187012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.874054 sec): 2 clusters Score: Raw -910.824769 + Penalty 227.149510 = -683.675259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.874282 sec): 3 clusters Score: Raw -914.021444 + Penalty 454.299021 = -459.722423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.875063 sec): 2 clusters Score: Raw -636.544215 + Penalty 212.286412 = -424.257803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.875284 sec): 3 clusters Score: Raw -637.343937 + Penalty 423.213806 = -214.130131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.876055 sec): 2 clusters Score: Raw -836.386697 + Penalty 318.799157 = -517.587539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.876279 sec): 3 clusters Score: Raw -856.038638 + Penalty 635.917896 = -220.120742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.877054 sec): 2 clusters Score: Raw -366.768472 + Penalty 165.062260 = -201.706212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.877267 sec): 3 clusters Score: Raw -358.660596 + Penalty 336.271217 = -22.389379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.878028 sec): 2 clusters Score: Raw -282.163219 + Penalty 152.544101 = -129.619117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.878223 sec): 2 clusters Score: Raw -282.163219 + Penalty 152.544101 = -129.619117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.878980 sec): 2 clusters Score: Raw -456.443703 + Penalty 171.137560 = -285.306142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.879193 sec): 3 clusters Score: Raw -448.733617 + Penalty 353.967983 = -94.765634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 185 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.880072 sec): 2 clusters Score: Raw -4504.545316 + Penalty 411.283256 = -4093.262061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.880371 sec): 3 clusters Score: Raw -4493.502696 + Penalty 826.513512 = -3666.989184 nChanged 5 SP:Iteration 1F (38.880670 sec): 3 clusters Score: Raw -4503.456738 + Penalty 829.794956 = -3673.661782 nChanged 1 SP:Iteration 2Q (38.880966 sec): 3 clusters Score: Raw -4506.917492 + Penalty 829.794956 = -3677.122536 nChanged 0 SP:Iteration 3F (38.881261 sec): 3 clusters Score: Raw -4506.917492 + Penalty 829.794956 = -3677.122536 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 (38.882049 sec): 2 clusters Score: Raw -273.573037 + Penalty 124.304403 = -149.268634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.882260 sec): 3 clusters Score: Raw -263.466809 + Penalty 240.208521 = -23.258289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 188 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.883034 sec): 2 clusters Score: Raw -1013.764957 + Penalty 300.860542 = -712.904415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.883265 sec): 3 clusters Score: Raw -1022.957773 + Penalty 603.065297 = -419.892476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 189 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.884039 sec): 2 clusters Score: Raw -1023.091275 + Penalty 295.297581 = -727.793695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.884266 sec): 3 clusters Score: Raw -1023.338120 + Penalty 597.161097 = -426.177022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.885033 sec): 2 clusters Score: Raw -86.813420 + Penalty 0.000000 = -86.813420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.885225 sec): 2 clusters Score: Raw -86.813420 + Penalty 0.000000 = -86.813420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.886016 sec): 2 clusters Score: Raw -744.401646 + Penalty 252.136378 = -492.265268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.886239 sec): 3 clusters Score: Raw -741.656292 + Penalty 503.987243 = -237.669049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.887019 sec): 2 clusters Score: Raw -1089.230884 + Penalty 250.683831 = -838.547053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.887250 sec): 3 clusters Score: Raw -1097.351222 + Penalty 508.874375 = -588.476848 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 (38.888003 sec): 2 clusters Score: Raw -377.975603 + Penalty 197.889952 = -180.085651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.888216 sec): 3 clusters Score: Raw -367.495577 + Penalty 383.391040 = 15.895463 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 (38.888970 sec): 2 clusters Score: Raw -372.409620 + Penalty 158.368354 = -214.041266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.889183 sec): 3 clusters Score: Raw -360.943479 + Penalty 303.884380 = -57.059100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.889950 sec): 2 clusters Score: Raw -430.920767 + Penalty 144.287455 = -286.633312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.890165 sec): 3 clusters Score: Raw -430.480708 + Penalty 283.678174 = -146.802534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.890927 sec): 2 clusters Score: Raw -85.963504 + Penalty 0.000000 = -85.963504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.891117 sec): 2 clusters Score: Raw -85.963504 + Penalty 0.000000 = -85.963504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.891883 sec): 2 clusters Score: Raw -828.890157 + Penalty 255.493071 = -573.397085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.892108 sec): 3 clusters Score: Raw -820.833496 + Penalty 519.130781 = -301.702715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.892868 sec): 2 clusters Score: Raw -682.841784 + Penalty 266.854223 = -415.987561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.893088 sec): 3 clusters Score: Raw -666.006093 + Penalty 551.034570 = -114.971524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.893838 sec): 2 clusters Score: Raw -263.615126 + Penalty 87.847997 = -175.767129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.894035 sec): 2 clusters Score: Raw -263.615126 + Penalty 87.847997 = -175.767129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 203 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.894866 sec): 2 clusters Score: Raw -1579.263294 + Penalty 385.549062 = -1193.714232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.895105 sec): 3 clusters Score: Raw -1584.212180 + Penalty 789.991256 = -794.220923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.895859 sec): 2 clusters Score: Raw -454.013065 + Penalty 10.594156 = -443.418909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.896044 sec): 2 clusters Score: Raw -454.013065 + Penalty 10.594156 = -443.418909 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 (38.896802 sec): 2 clusters Score: Raw -464.326857 + Penalty 203.376751 = -260.950107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.897018 sec): 3 clusters Score: Raw -456.154241 + Penalty 414.413203 = -41.741038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.897765 sec): 2 clusters Score: Raw -175.983924 + Penalty 65.800392 = -110.183532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.897957 sec): 2 clusters Score: Raw -175.983924 + Penalty 65.800392 = -110.183532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 207 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.898732 sec): 2 clusters Score: Raw -814.560996 + Penalty 235.492079 = -579.068917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.898956 sec): 3 clusters Score: Raw -814.924496 + Penalty 466.964611 = -347.959885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.899728 sec): 2 clusters Score: Raw -330.135197 + Penalty 106.220346 = -223.914851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.899941 sec): 3 clusters Score: Raw -335.278962 + Penalty 212.440692 = -122.838270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.900694 sec): 2 clusters Score: Raw -364.697288 + Penalty 145.976172 = -218.721116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.900906 sec): 3 clusters Score: Raw -357.313237 + Penalty 291.952345 = -65.360892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.901657 sec): 2 clusters Score: Raw -376.414027 + Penalty 168.658808 = -207.755219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.901869 sec): 3 clusters Score: Raw -363.335519 + Penalty 337.317616 = -26.017903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.902619 sec): 2 clusters Score: Raw -270.519260 + Penalty 98.446007 = -172.073252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.902831 sec): 3 clusters Score: Raw -260.083771 + Penalty 196.959293 = -63.124478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.903607 sec): 2 clusters Score: Raw -474.266598 + Penalty 212.944247 = -261.322350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.903822 sec): 3 clusters Score: Raw -464.942706 + Penalty 442.999559 = -21.943147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.904595 sec): 2 clusters Score: Raw -356.217520 + Penalty 124.128966 = -232.088554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.904804 sec): 3 clusters Score: Raw -347.220455 + Penalty 248.257932 = -98.962523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.905557 sec): 2 clusters Score: Raw -280.447883 + Penalty 150.181724 = -130.266159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.905767 sec): 3 clusters Score: Raw -268.896103 + Penalty 307.856886 = 38.960783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.906519 sec): 2 clusters Score: Raw -377.761024 + Penalty 165.537899 = -212.223126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.906731 sec): 3 clusters Score: Raw -364.075250 + Penalty 331.075797 = -32.999453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.907494 sec): 2 clusters Score: Raw -563.149560 + Penalty 216.537843 = -346.611716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.907712 sec): 3 clusters Score: Raw -550.984863 + Penalty 435.965729 = -115.019134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 220 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.908492 sec): 2 clusters Score: Raw -579.201742 + Penalty 254.468554 = -324.733187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.908710 sec): 3 clusters Score: Raw -568.346287 + Penalty 508.937108 = -59.409178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 222 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.909460 sec): 2 clusters Score: Raw -273.224999 + Penalty 116.542762 = -156.682237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.909670 sec): 3 clusters Score: Raw -263.082993 + Penalty 227.042968 = -36.040025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 225 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.910428 sec): 2 clusters Score: Raw -445.288606 + Penalty 176.144525 = -269.144081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.910645 sec): 3 clusters Score: Raw -441.463101 + Penalty 360.361084 = -81.102017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 226 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.911402 sec): 2 clusters Score: Raw -506.211410 + Penalty 108.848990 = -397.362420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.911622 sec): 3 clusters Score: Raw -504.941323 + Penalty 217.697980 = -287.243343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.912394 sec): 2 clusters Score: Raw -180.865634 + Penalty 90.214013 = -90.651621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.912601 sec): 3 clusters Score: Raw -171.044504 + Penalty 180.428026 = 9.383522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.913349 sec): 2 clusters Score: Raw -82.746982 + Penalty 0.000000 = -82.746982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.913539 sec): 2 clusters Score: Raw -82.746982 + Penalty 0.000000 = -82.746982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 231 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.914312 sec): 2 clusters Score: Raw -378.834278 + Penalty 180.880012 = -197.954266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.914525 sec): 3 clusters Score: Raw -364.899143 + Penalty 361.760024 = -3.139119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.915280 sec): 2 clusters Score: Raw -447.709674 + Penalty 194.637593 = -253.072080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.915496 sec): 3 clusters Score: Raw -443.742074 + Penalty 383.140314 = -60.601760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.916254 sec): 2 clusters Score: Raw -268.488712 + Penalty 107.616063 = -160.872649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.916464 sec): 3 clusters Score: Raw -259.358502 + Penalty 208.301405 = -51.057097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 235 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.917232 sec): 2 clusters Score: Raw -277.974532 + Penalty 142.714103 = -135.260430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.917427 sec): 2 clusters Score: Raw -277.974532 + Penalty 142.714103 = -135.260430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.918179 sec): 2 clusters Score: Raw -268.126039 + Penalty 110.231218 = -157.894821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.918388 sec): 3 clusters Score: Raw -260.126494 + Penalty 236.331405 = -23.795089 nChanged 0 Deleting Class 117 (4 points): Lose 51.842234 but Gain 1495.326788 Iteration 20F (42.540108 sec): 205 clusters Score: Raw -3008097.682963 + Penalty 230211.426048 = -2777886.256915 nChanged 209 Deleting Class 113 (43 points): Lose 227.263362 but Gain 1665.315421 Iteration 21Q (42.834722 sec): 204 clusters Score: Raw -3007986.561427 + Penalty 228754.273130 = -2779232.288297 nChanged 230 Deleting Class 183 (3 points): Lose 31.463015 but Gain 1463.604210 Iteration 22Q (43.130363 sec): 203 clusters Score: Raw -3008202.745177 + Penalty 227368.244743 = -2780834.500434 nChanged 196 Deleting Class 220 (6 points): Lose 69.189636 but Gain 1497.018260 Iteration 23Q (43.419803 sec): 202 clusters Score: Raw -3008231.107300 + Penalty 225923.037443 = -2782308.069856 nChanged 155 Deleting Class 195 (6 points): Lose 120.052743 but Gain 1542.641929 Iteration 24Q (43.702585 sec): 201 clusters Score: Raw -3008186.684172 + Penalty 224440.700328 = -2783745.983844 nChanged 152 Deleting Class 176 (24 points): Lose 232.285038 but Gain 1654.797226 Iteration 25Q (43.984708 sec): 200 clusters Score: Raw -3008028.665152 + Penalty 222904.802841 = -2785123.862311 nChanged 155 Deleting Class 51 (4 points): Lose 32.208279 but Gain 1449.911232 Iteration 26Q (44.265958 sec): 199 clusters Score: Raw -3008109.132685 + Penalty 221476.309750 = -2786632.822936 nChanged 123 Deleting Class 68 (27 points): Lose 157.205951 but Gain 1575.136234 Iteration 27Q (44.542700 sec): 198 clusters Score: Raw -3008006.946676 + Penalty 219994.937052 = -2788012.009624 nChanged 144 Deleting Class 152 (4 points): Lose 25.750756 but Gain 1442.836151 Iteration 28Q (44.823634 sec): 197 clusters Score: Raw -3008093.718315 + Penalty 218566.689572 = -2789527.028743 nChanged 121 Deleting Class 129 (15 points): Lose 157.043861 but Gain 1567.643240 Iteration 29Q (45.102016 sec): 196 clusters Score: Raw -3007990.513293 + Penalty 217087.676407 = -2790902.836887 nChanged 109 Deleting Class 89 (25 points): Lose 149.448772 but Gain 1556.228353 Iteration 30F (48.668528 sec): 195 clusters Score: Raw -3007932.956325 + Penalty 215567.502678 = -2792365.453647 nChanged 102 Deleting Class 138 (12 points): Lose 103.724601 but Gain 1505.936562 Iteration 31Q (48.941142 sec): 194 clusters Score: Raw -3007926.255269 + Penalty 214090.372317 = -2793835.882952 nChanged 80 Deleting Class 200 (7 points): Lose 76.796035 but Gain 1515.053108 Iteration 32Q (49.209008 sec): 193 clusters Score: Raw -3007908.386988 + Penalty 212659.322071 = -2795249.064916 nChanged 83 Deleting Class 78 (17 points): Lose 144.629063 but Gain 1539.242067 Iteration 33Q (49.477253 sec): 192 clusters Score: Raw -3007806.393595 + Penalty 211315.654041 = -2796490.739554 nChanged 97 Deleting Class 198 (1 points): Lose 4.565678 but Gain 1394.240548 Iteration 34Q (49.745738 sec): 191 clusters Score: Raw -3007899.318791 + Penalty 209952.112598 = -2797947.206193 nChanged 71 Deleting Class 83 (18 points): Lose 150.524596 but Gain 1537.715768 Iteration 35Q (50.011188 sec): 190 clusters Score: Raw -3007775.554427 + Penalty 208430.304623 = -2799345.249805 nChanged 88 Deleting Class 180 (9 points): Lose 144.936202 but Gain 1529.379978 Iteration 36Q (50.275951 sec): 189 clusters Score: Raw -3007692.111019 + Penalty 206955.339210 = -2800736.771809 nChanged 96 Deleting Class 119 (8 points): Lose 55.069668 but Gain 1434.979915 Iteration 37Q (50.543880 sec): 188 clusters Score: Raw -3007691.641651 + Penalty 205657.254765 = -2802034.386886 nChanged 76 Deleting Class 172 (5 points): Lose 47.595740 but Gain 1426.134463 Iteration 38Q (50.808109 sec): 187 clusters Score: Raw -3007707.010609 + Penalty 204207.630765 = -2803499.379844 nChanged 90 Deleting Class 147 (4 points): Lose 31.640179 but Gain 1407.262022 Iteration 39Q (51.072585 sec): 186 clusters Score: Raw -3007744.015460 + Penalty 202801.695863 = -2804942.319596 nChanged 76 Deleting Class 213 (5 points): Lose 19.114670 but Gain 1394.647230 Iteration 40F (54.322290 sec): 185 clusters Score: Raw -3007780.419250 + Penalty 201535.150018 = -2806245.269231 nChanged 62 Deleting Class 134 (10 points): Lose 72.317274 but Gain 1443.577009 Iteration 41Q (54.580840 sec): 184 clusters Score: Raw -3007758.063615 + Penalty 200111.851400 = -2807646.212215 nChanged 62 Deleting Class 70 (15 points): Lose 114.475079 but Gain 1475.247499 Iteration 42Q (54.840333 sec): 183 clusters Score: Raw -3007683.955243 + Penalty 198676.470462 = -2809007.484781 nChanged 66 Deleting Class 228 (2 points): Lose 12.720781 but Gain 1371.896112 Iteration 43Q (55.096753 sec): 182 clusters Score: Raw -3007716.139663 + Penalty 197344.978518 = -2810371.161145 nChanged 41 Deleting Class 79 (14 points): Lose 103.919777 but Gain 1459.741767 Iteration 44Q (55.350079 sec): 181 clusters Score: Raw -3007638.218634 + Penalty 195921.910404 = -2811716.308229 nChanged 59 Deleting Class 231 (4 points): Lose 26.081156 but Gain 1375.332815 Iteration 45Q (55.605658 sec): 180 clusters Score: Raw -3007648.801390 + Penalty 194595.984671 = -2813052.816720 nChanged 43 Deleting Class 235 (3 points): Lose 20.809274 but Gain 1369.289008 Iteration 46Q (55.864351 sec): 179 clusters Score: Raw -3007656.573141 + Penalty 193251.009361 = -2814405.563780 nChanged 37 Deleting Class 102 (24 points): Lose 160.736407 but Gain 1508.082191 Iteration 47Q (56.122705 sec): 178 clusters Score: Raw -3007517.396883 + Penalty 191864.020211 = -2815653.376672 nChanged 52 Deleting Class 53 (9 points): Lose 74.382050 but Gain 1418.037685 Iteration 48Q (56.388412 sec): 177 clusters Score: Raw -3007520.597306 + Penalty 190619.591181 = -2816901.006125 nChanged 41 Deleting Class 216 (3 points): Lose 97.574931 but Gain 1440.938072 Iteration 49Q (56.637500 sec): 176 clusters Score: Raw -3007484.311436 + Penalty 189201.660160 = -2818282.651276 nChanged 23 Deleting Class 190 (1 points): Lose 0.458922 but Gain 1340.020793 Iteration 50F (59.746976 sec): 175 clusters Score: Raw -3007535.000992 + Penalty 187887.261024 = -2819647.739967 nChanged 17 Deleting Class 203 (19 points): Lose 117.789625 but Gain 1452.142566 Iteration 51Q (59.991765 sec): 174 clusters Score: Raw -3007453.187469 + Penalty 186478.453234 = -2820974.734235 nChanged 30 Deleting Class 110 (18 points): Lose 120.350767 but Gain 1451.760694 Iteration 52Q (60.239141 sec): 173 clusters Score: Raw -3007382.660073 + Penalty 185070.019476 = -2822312.640597 nChanged 34 Deleting Class 169 (18 points): Lose 121.337456 but Gain 1452.511975 Iteration 53Q (60.483867 sec): 172 clusters Score: Raw -3007302.938275 + Penalty 183661.897087 = -2823641.041188 nChanged 32 Deleting Class 94 (8 points): Lose 71.769897 but Gain 1398.143079 Iteration 54Q (60.728457 sec): 171 clusters Score: Raw -3007286.238855 + Penalty 182278.884518 = -2825007.354337 nChanged 16 Deleting Class 91 (15 points): Lose 65.567908 but Gain 1378.075907 Iteration 55Q (60.970768 sec): 170 clusters Score: Raw -3007253.456880 + Penalty 180944.005016 = -2826309.451865 nChanged 31 Deleting Class 141 (11 points): Lose 74.334226 but Gain 1380.650616 Iteration 56Q (61.212871 sec): 169 clusters Score: Raw -3007229.306465 + Penalty 179668.883798 = -2827560.422667 nChanged 30 Deleting Class 158 (7 points): Lose 90.376971 but Gain 1396.527553 Iteration 57Q (61.455667 sec): 168 clusters Score: Raw -3007195.204823 + Penalty 178324.928328 = -2828870.276495 nChanged 25 Deleting Class 151 (55 points): Lose 238.904676 but Gain 1533.396384 Iteration 58Q (61.700245 sec): 167 clusters Score: Raw -3006994.275438 + Penalty 176914.282970 = -2830079.992469 nChanged 70 Deleting Class 58 (30 points): Lose 183.437767 but Gain 1471.485052 Iteration 59Q (61.945912 sec): 166 clusters Score: Raw -3006942.078884 + Penalty 175496.489519 = -2831445.589365 nChanged 54 Deleting Class 125 (13 points): Lose 93.430829 but Gain 1382.029705 Iteration 60F (64.842255 sec): 165 clusters Score: Raw -3006941.832812 + Penalty 174122.842506 = -2832818.990305 nChanged 37 Deleting Class 205 (5 points): Lose 46.497015 but Gain 1331.986308 Iteration 61Q (65.090458 sec): 164 clusters Score: Raw -3006951.821265 + Penalty 172817.160585 = -2834134.660680 nChanged 27 Deleting Class 20 (34 points): Lose 142.434680 but Gain 1418.686662 Iteration 62Q (65.337033 sec): 163 clusters Score: Raw -3006844.698610 + Penalty 171585.119998 = -2835259.578612 nChanged 49 Deleting Class 188 (11 points): Lose 49.116049 but Gain 1322.536619 Iteration 63Q (65.586155 sec): 162 clusters Score: Raw -3006883.382656 + Penalty 170303.844011 = -2836579.538645 nChanged 27 Deleting Class 211 (4 points): Lose 24.021321 but Gain 1282.408103 Iteration 64Q (65.831565 sec): 161 clusters Score: Raw -3006898.829429 + Penalty 169038.857986 = -2837859.971443 nChanged 17 Deleting Class 16 (25 points): Lose 137.491982 but Gain 1392.276800 Iteration 65Q (66.074475 sec): 160 clusters Score: Raw -3006793.725336 + Penalty 167648.886807 = -2839144.838529 nChanged 36 Deleting Class 232 (6 points): Lose 54.754904 but Gain 1305.886381 Iteration 66Q (66.316887 sec): 159 clusters Score: Raw -3006783.971177 + Penalty 166334.928148 = -2840449.043029 nChanged 14 Deleting Class 165 (8 points): Lose 59.499185 but Gain 1309.194260 Iteration 67Q (66.557860 sec): 158 clusters Score: Raw -3006742.876121 + Penalty 165037.101376 = -2841705.774745 nChanged 12 Deleting Class 192 (10 points): Lose 59.072227 but Gain 1307.800333 Iteration 68Q (66.802356 sec): 157 clusters Score: Raw -3006699.859662 + Penalty 163738.086291 = -2842961.773371 nChanged 14 Deleting Class 217 (4 points): Lose 15.306267 but Gain 1258.678067 Iteration 69Q (67.033561 sec): 156 clusters Score: Raw -3006702.564649 + Penalty 162499.410969 = -2844203.153680 nChanged 8 Deleting Class 146 (27 points): Lose 112.530622 but Gain 1351.403267 Iteration 70F (69.767365 sec): 155 clusters Score: Raw -3006608.399930 + Penalty 161150.872687 = -2845457.527243 nChanged 31 Deleting Class 219 (6 points): Lose 35.331866 but Gain 1273.874906 Iteration 71Q (69.998186 sec): 154 clusters Score: Raw -3006613.016029 + Penalty 159886.437828 = -2846726.578201 nChanged 18 Deleting Class 100 (17 points): Lose 79.389914 but Gain 1316.321554 Iteration 72Q (70.227006 sec): 153 clusters Score: Raw -3006549.912470 + Penalty 158612.469596 = -2847937.442874 nChanged 25 Deleting Class 182 (4 points): Lose 18.865396 but Gain 1255.061515 Iteration 73Q (70.455032 sec): 152 clusters Score: Raw -3006567.285385 + Penalty 157365.444237 = -2849201.841148 nChanged 13 Deleting Class 189 (12 points): Lose 65.888232 but Gain 1293.720183 Iteration 74Q (70.687164 sec): 151 clusters Score: Raw -3006513.474284 + Penalty 156096.142136 = -2850417.332148 nChanged 20 Deleting Class 170 (3 points): Lose 10.449626 but Gain 1238.161127 Iteration 75Q (70.918308 sec): 150 clusters Score: Raw -3006526.607281 + Penalty 154870.653502 = -2851655.953778 nChanged 11 Deleting Class 77 (91 points): Lose 339.515125 but Gain 1554.497992 Iteration 76Q (71.142555 sec): 149 clusters Score: Raw -3006195.738277 + Penalty 153467.947627 = -2852727.790650 nChanged 95 Deleting Class 175 (3 points): Lose 20.098762 but Gain 1234.433436 Iteration 77Q (71.373766 sec): 148 clusters Score: Raw -3006369.258612 + Penalty 152235.940441 = -2854133.318171 nChanged 22 Deleting Class 121 (23 points): Lose 107.388893 but Gain 1324.200028 Iteration 78Q (71.598555 sec): 147 clusters Score: Raw -3006288.672203 + Penalty 150943.296698 = -2855345.375504 nChanged 30 Deleting Class 105 (9 points): Lose 63.640299 but Gain 1269.843752 Iteration 79Q (71.826632 sec): 146 clusters Score: Raw -3006263.968326 + Penalty 149678.764225 = -2856585.204100 nChanged 13 Deleting Class 130 (5 points): Lose 111.259738 but Gain 1314.470341 Iteration 80F (74.408961 sec): 145 clusters Score: Raw -3006168.878111 + Penalty 148362.149699 = -2857806.728412 nChanged 7 Deleting Class 35 (13 points): Lose 98.706351 but Gain 1298.054650 Iteration 81Q (74.640375 sec): 144 clusters Score: Raw -3006084.046395 + Penalty 147146.766505 = -2858937.279890 nChanged 16 Deleting Class 157 (17 points): Lose 88.847449 but Gain 1286.070348 Iteration 82Q (74.870572 sec): 143 clusters Score: Raw -3006044.175987 + Penalty 145860.026150 = -2860184.149837 nChanged 24 Deleting Class 114 (21 points): Lose 89.829785 but Gain 1284.798770 Iteration 83Q (75.097943 sec): 142 clusters Score: Raw -3005986.265181 + Penalty 144592.803932 = -2861393.461249 nChanged 27 Deleting Class 161 (1 points): Lose 3.870808 but Gain 1192.738479 Iteration 84Q (75.325205 sec): 141 clusters Score: Raw -3006017.272159 + Penalty 143380.942252 = -2862636.329907 nChanged 10 Deleting Class 187 (3 points): Lose 4.892838 but Gain 1192.654754 Iteration 85Q (75.550961 sec): 140 clusters Score: Raw -3006029.517619 + Penalty 142198.090164 = -2863831.427455 nChanged 8 Deleting Class 115 (9 points): Lose 36.400664 but Gain 1223.259868 Iteration 86Q (75.772013 sec): 139 clusters Score: Raw -3005999.440271 + Penalty 140982.619828 = -2865016.820443 nChanged 9 Deleting Class 52 (16 points): Lose 130.901834 but Gain 1317.615455 Iteration 87Q (75.987289 sec): 138 clusters Score: Raw -3005879.999858 + Penalty 139701.933538 = -2866178.066320 nChanged 18 Deleting Class 32 (71 points): Lose 351.288493 but Gain 1536.146735 Iteration 88Q (76.205130 sec): 137 clusters Score: Raw -3005565.931445 + Penalty 138286.364136 = -2867279.567309 nChanged 79 Deleting Class 199 (9 points): Lose 44.451312 but Gain 1225.680743 Iteration 89Q (76.426702 sec): 136 clusters Score: Raw -3005687.194425 + Penalty 137073.880210 = -2868613.314215 nChanged 39 Deleting Class 39 (44 points): Lose 252.566334 but Gain 1430.731230 Iteration 90F (78.819165 sec): 135 clusters Score: Raw -3005464.673619 + Penalty 135709.261625 = -2869755.411994 nChanged 59 Deleting Class 145 (9 points): Lose 74.873582 but Gain 1252.295440 Iteration 91Q (79.038335 sec): 134 clusters Score: Raw -3005499.929735 + Penalty 134479.939848 = -2871019.989887 nChanged 36 Deleting Class 160 (7 points): Lose 51.543864 but Gain 1224.129491 Iteration 92Q (79.253421 sec): 133 clusters Score: Raw -3005484.968708 + Penalty 133252.081472 = -2872232.887236 nChanged 24 Deleting Class 196 (4 points): Lose 33.215845 but Gain 1204.163972 Iteration 93Q (79.466753 sec): 132 clusters Score: Raw -3005475.633909 + Penalty 132057.884874 = -2873417.749034 nChanged 15 Deleting Class 72 (32 points): Lose 162.590212 but Gain 1319.166197 Iteration 94Q (79.679150 sec): 131 clusters Score: Raw -3005331.043712 + Penalty 130832.595041 = -2874498.448671 nChanged 46 Deleting Class 74 (134 points): Lose 470.023672 but Gain 1626.246332 Iteration 95Q (79.892003 sec): 130 clusters Score: Raw -3004947.075221 + Penalty 129299.529486 = -2875647.545735 nChanged 146 Deleting Class 137 (5 points): Lose 41.882418 but Gain 1195.793833 Iteration 96Q (80.110704 sec): 129 clusters Score: Raw -3005137.701062 + Penalty 128133.874824 = -2877003.826238 nChanged 44 Deleting Class 69 (6 points): Lose 52.058880 but Gain 1203.892227 Iteration 97Q (80.321200 sec): 128 clusters Score: Raw -3005145.848889 + Penalty 126943.633354 = -2878202.215535 nChanged 35 Deleting Class 150 (26 points): Lose 132.201110 but Gain 1280.967193 Iteration 98Q (80.530529 sec): 127 clusters Score: Raw -3005042.939129 + Penalty 125728.427697 = -2879314.511432 nChanged 45 Deleting Class 107 (14 points): Lose 163.880641 but Gain 1309.573903 Iteration 99Q (80.744341 sec): 126 clusters Score: Raw -3004948.314070 + Penalty 124517.376103 = -2880430.937967 nChanged 29 Deleting Class 87 (11 points): Lose 130.044961 but Gain 1274.702507 Iteration 100F (82.928012 sec): 125 clusters Score: Raw -3004892.431447 + Penalty 123266.125689 = -2881626.305758 nChanged 28 Deleting Class 159 (7 points): Lose 37.362566 but Gain 1172.897280 Iteration 101Q (83.135083 sec): 124 clusters Score: Raw -3004916.921436 + Penalty 122104.711201 = -2882812.210234 nChanged 25 Deleting Class 88 (42 points): Lose 123.781222 but Gain 1246.689679 Iteration 102Q (83.340400 sec): 123 clusters Score: Raw -3004835.781341 + Penalty 120897.373517 = -2883938.407824 nChanged 57 Deleting Class 109 (10 points): Lose 62.747536 but Gain 1180.875195 Iteration 103Q (83.547252 sec): 122 clusters Score: Raw -3004842.876134 + Penalty 119772.975366 = -2885069.900768 nChanged 29 Deleting Class 179 (7 points): Lose 37.379930 but Gain 1149.931835 Iteration 104Q (83.752570 sec): 121 clusters Score: Raw -3004845.369171 + Penalty 118705.160123 = -2886140.209048 nChanged 24 Deleting Class 120 (4 points): Lose 39.741757 but Gain 1147.972113 Iteration 105Q (83.955342 sec): 120 clusters Score: Raw -3004838.319909 + Penalty 117599.344601 = -2887238.975309 nChanged 29 Deleting Class 37 (6 points): Lose 25.449000 but Gain 1133.297359 Iteration 106Q (84.159775 sec): 119 clusters Score: Raw -3004843.761690 + Penalty 116470.348877 = -2888373.412813 nChanged 31 Deleting Class 101 (35 points): Lose 157.079535 but Gain 1265.158141 Iteration 107Q (84.369841 sec): 118 clusters Score: Raw -3004711.382505 + Penalty 115254.042162 = -2889457.340343 nChanged 63 Deleting Class 45 (13 points): Lose 78.952434 but Gain 1186.798489 Iteration 108Q (84.574200 sec): 117 clusters Score: Raw -3004710.039320 + Penalty 114066.799188 = -2890643.240132 nChanged 45 Deleting Class 106 (22 points): Lose 105.363036 but Gain 1211.741224 Iteration 109Q (84.775864 sec): 116 clusters Score: Raw -3004658.836217 + Penalty 112995.140879 = -2891663.695338 nChanged 49 Deleting Class 222 (3 points): Lose 12.488557 but Gain 1118.184684 Iteration 110F (86.799035 sec): 115 clusters Score: Raw -3004700.436449 + Penalty 111915.158359 = -2892785.278090 nChanged 25 Deleting Class 155 (6 points): Lose 25.407533 but Gain 1128.998818 Iteration 111Q (86.998080 sec): 114 clusters Score: Raw -3004730.553036 + Penalty 110785.754521 = -2893944.798515 nChanged 22 Deleting Class 154 (9 points): Lose 36.438052 but Gain 1139.064263 Iteration 112Q (87.197285 sec): 113 clusters Score: Raw -3004715.769909 + Penalty 109647.618478 = -2895068.151431 nChanged 22 Deleting Class 184 (5 points): Lose 20.725033 but Gain 1120.840441 Iteration 113Q (87.395597 sec): 112 clusters Score: Raw -3004722.206323 + Penalty 108565.898200 = -2896156.308123 nChanged 19 Deleting Class 139 (10 points): Lose 74.323856 but Gain 1172.528372 Iteration 114Q (87.591474 sec): 111 clusters Score: Raw -3004660.678769 + Penalty 107411.975083 = -2897248.703686 nChanged 19 Deleting Class 124 (5 points): Lose 28.526231 but Gain 1124.799588 Iteration 115Q (87.786655 sec): 110 clusters Score: Raw -3004659.224817 + Penalty 106305.358921 = -2898353.865896 nChanged 20 Deleting Class 207 (9 points): Lose 34.226993 but Gain 1129.729679 Iteration 116Q (87.982130 sec): 109 clusters Score: Raw -3004638.757587 + Penalty 105183.049675 = -2899455.707912 nChanged 24 Deleting Class 127 (4 points): Lose 33.766224 but Gain 1129.268916 Iteration 117Q (88.177366 sec): 108 clusters Score: Raw -3004618.442657 + Penalty 104050.992782 = -2900567.449876 nChanged 12 Deleting Class 225 (5 points): Lose 60.768906 but Gain 1153.632824 Iteration 118Q (88.391632 sec): 107 clusters Score: Raw -3004579.178455 + Penalty 102910.748853 = -2901668.429603 nChanged 14 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 -3004579.178455 + Penalty 102910.748853 = -2901668.429603Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.523309 sec): 2 clusters Score: Raw -211133.725027 + Penalty 155.740421 = -210977.984607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.528075 sec): 3 clusters Score: Raw -209534.860147 + Penalty 315.823604 = -209219.036543 nChanged 1150 SP:Iteration 1F (88.532731 sec): 3 clusters Score: Raw -210483.233415 + Penalty 318.797422 = -210164.435993 nChanged 288 SP:Iteration 2F (88.537364 sec): 3 clusters Score: Raw -210665.213637 + Penalty 321.402165 = -210343.811473 nChanged 156 SP:Iteration 3F (88.542163 sec): 3 clusters Score: Raw -210743.651739 + Penalty 322.373132 = -210421.278607 nChanged 88 SP:Iteration 4Q (88.546746 sec): 3 clusters Score: Raw -210781.887516 + Penalty 322.175752 = -210459.711765 nChanged 62 SP:Iteration 5Q (88.551237 sec): 3 clusters Score: Raw -210803.860503 + Penalty 322.243918 = -210481.616585 nChanged 52 SP:Iteration 6Q (88.555904 sec): 3 clusters Score: Raw -210822.089150 + Penalty 322.206392 = -210499.882758 nChanged 45 SP:Iteration 7Q (88.560430 sec): 3 clusters Score: Raw -210833.428692 + Penalty 322.629453 = -210510.799239 nChanged 39 SP:Iteration 8Q (88.565010 sec): 3 clusters Score: Raw -210844.226061 + Penalty 323.113615 = -210521.112445 nChanged 32 SP:Iteration 9Q (88.569526 sec): 3 clusters Score: Raw -210853.725174 + Penalty 323.677710 = -210530.047464 nChanged 34 SP:Iteration 10F (88.574104 sec): 3 clusters Score: Raw -210867.413659 + Penalty 324.676614 = -210542.737045 nChanged 41 SP:Iteration 11Q (88.578496 sec): 3 clusters Score: Raw -210885.381844 + Penalty 324.770496 = -210560.611348 nChanged 41 SP:Iteration 12Q (88.582852 sec): 3 clusters Score: Raw -210899.767392 + Penalty 325.416721 = -210574.350672 nChanged 40 SP:Iteration 13Q (88.587289 sec): 3 clusters Score: Raw -210912.126256 + Penalty 326.241793 = -210585.884463 nChanged 37 SP:Iteration 14Q (88.592027 sec): 3 clusters Score: Raw -210924.794042 + Penalty 327.640073 = -210597.153970 nChanged 31 SP:Iteration 15Q (88.596726 sec): 3 clusters Score: Raw -210934.236466 + Penalty 328.570629 = -210605.665837 nChanged 22 SP:Iteration 16Q (88.601035 sec): 3 clusters Score: Raw -210939.785595 + Penalty 329.324859 = -210610.460737 nChanged 23 SP:Iteration 17Q (88.605308 sec): 3 clusters Score: Raw -210944.589863 + Penalty 330.129954 = -210614.459909 nChanged 20 SP:Iteration 18Q (88.609584 sec): 3 clusters Score: Raw -210948.202064 + Penalty 330.830646 = -210617.371417 nChanged 20 SP:Iteration 19Q (88.613869 sec): 3 clusters Score: Raw -210951.733299 + Penalty 331.848222 = -210619.885077 nChanged 14 SP:Iteration 20F (88.618553 sec): 3 clusters Score: Raw -210955.055229 + Penalty 333.099615 = -210621.955614 nChanged 18 SP:Iteration 21Q (88.622944 sec): 3 clusters Score: Raw -210959.039462 + Penalty 333.677313 = -210625.362149 nChanged 10 SP:Iteration 22Q (88.627251 sec): 3 clusters Score: Raw -210961.674986 + Penalty 334.787109 = -210626.887877 nChanged 14 SP:Iteration 23Q (88.631466 sec): 3 clusters Score: Raw -210964.500605 + Penalty 334.991453 = -210629.509152 nChanged 7 SP:Iteration 24Q (88.635715 sec): 3 clusters Score: Raw -210965.444467 + Penalty 335.403112 = -210630.041354 nChanged 5 SP:Iteration 25Q (88.639927 sec): 3 clusters Score: Raw -210966.268301 + Penalty 336.246081 = -210630.022220 nChanged 7 SP:Iteration 26F (88.644630 sec): 3 clusters Score: Raw -210967.336885 + Penalty 336.931625 = -210630.405260 nChanged 9 SP:Iteration 27Q (88.648827 sec): 3 clusters Score: Raw -210968.837088 + Penalty 337.951197 = -210630.885891 nChanged 12 SP:Iteration 28Q (88.653035 sec): 3 clusters Score: Raw -210971.212718 + Penalty 339.285052 = -210631.927666 nChanged 19 SP:Iteration 29Q (88.657361 sec): 3 clusters Score: Raw -210976.072512 + Penalty 339.530179 = -210636.542333 nChanged 20 SP:Iteration 30F (88.662027 sec): 3 clusters Score: Raw -210982.043597 + Penalty 340.533374 = -210641.510223 nChanged 18 SP:Iteration 31Q (88.666281 sec): 3 clusters Score: Raw -210988.604949 + Penalty 342.625190 = -210645.979758 nChanged 32 SP:Iteration 32Q (88.670534 sec): 3 clusters Score: Raw -211005.519365 + Penalty 346.013652 = -210659.505713 nChanged 34 SP:Iteration 33Q (88.674644 sec): 3 clusters Score: Raw -211018.392962 + Penalty 346.573825 = -210671.819137 nChanged 27 SP:Iteration 34Q (88.678733 sec): 3 clusters Score: Raw -211028.829003 + Penalty 346.966022 = -210681.862980 nChanged 28 SP:Iteration 35Q (88.682747 sec): 3 clusters Score: Raw -211039.933710 + Penalty 349.934057 = -210689.999653 nChanged 29 SP:Iteration 36Q (88.686820 sec): 3 clusters Score: Raw -211055.161978 + Penalty 353.573495 = -210701.588483 nChanged 29 SP:Iteration 37Q (88.690978 sec): 3 clusters Score: Raw -211068.290415 + Penalty 354.809269 = -210713.481146 nChanged 24 SP:Iteration 38Q (88.695204 sec): 3 clusters Score: Raw -211078.296119 + Penalty 357.519921 = -210720.776198 nChanged 22 SP:Iteration 39Q (88.699411 sec): 3 clusters Score: Raw -211088.858420 + Penalty 360.758863 = -210728.099557 nChanged 23 SP:Iteration 40F (88.704031 sec): 3 clusters Score: Raw -211101.762571 + Penalty 362.079830 = -210739.682741 nChanged 17 SP:Iteration 41Q (88.708000 sec): 3 clusters Score: Raw -211107.701190 + Penalty 363.099953 = -210744.601237 nChanged 13 SP:Iteration 42Q (88.711982 sec): 3 clusters Score: Raw -211110.918938 + Penalty 363.116663 = -210747.802275 nChanged 10 SP:Iteration 43Q (88.715859 sec): 3 clusters Score: Raw -211113.737154 + Penalty 363.051783 = -210750.685371 nChanged 6 SP:Iteration 44Q (88.719858 sec): 3 clusters Score: Raw -211114.957476 + Penalty 363.002865 = -210751.954612 nChanged 5 SP:Iteration 45Q (88.723704 sec): 3 clusters Score: Raw -211116.187211 + Penalty 363.226554 = -210752.960657 nChanged 2 SP:Iteration 46Q (88.727625 sec): 3 clusters Score: Raw -211116.356375 + Penalty 363.554804 = -210752.801571 nChanged 1 SP:Iteration 47F (88.732267 sec): 3 clusters Score: Raw -211116.340024 + Penalty 363.554804 = -210752.785220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.734763 sec): 2 clusters Score: Raw -39905.979793 + Penalty 843.312298 = -39062.667495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.735792 sec): 3 clusters Score: Raw -39783.302995 + Penalty 1684.044785 = -38099.258210 nChanged 101 SP:Iteration 1F (88.736786 sec): 3 clusters Score: Raw -39903.045042 + Penalty 1679.951532 = -38223.093511 nChanged 38 SP:Iteration 2F (88.737778 sec): 3 clusters Score: Raw -39952.632137 + Penalty 1676.765496 = -38275.866641 nChanged 18 SP:Iteration 3Q (88.738748 sec): 3 clusters Score: Raw -39979.351516 + Penalty 1673.981043 = -38305.370473 nChanged 16 SP:Iteration 4Q (88.739734 sec): 3 clusters Score: Raw -39997.844173 + Penalty 1673.685392 = -38324.158781 nChanged 6 SP:Iteration 5Q (88.740707 sec): 3 clusters Score: Raw -40003.175023 + Penalty 1673.356742 = -38329.818281 nChanged 2 SP:Iteration 6Q (88.741671 sec): 3 clusters Score: Raw -40004.656504 + Penalty 1673.442329 = -38331.214174 nChanged 2 SP:Iteration 7Q (88.742664 sec): 3 clusters Score: Raw -40005.408956 + Penalty 1674.193223 = -38331.215733 nChanged 2 SP:Iteration 8Q (88.743628 sec): 3 clusters Score: Raw -40006.506066 + Penalty 1674.193223 = -38332.312843 nChanged 0 SP:Iteration 9F (88.744637 sec): 3 clusters Score: Raw -40006.506066 + Penalty 1674.193223 = -38332.312843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.745836 sec): 2 clusters Score: Raw -8974.755488 + Penalty 32.296126 = -8942.459362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.746199 sec): 3 clusters Score: Raw -8889.162497 + Penalty 68.109668 = -8821.052829 nChanged 48 SP:Iteration 1F (88.746556 sec): 3 clusters Score: Raw -8928.639555 + Penalty 65.961444 = -8862.678111 nChanged 23 SP:Iteration 2F (88.746927 sec): 3 clusters Score: Raw -8961.891509 + Penalty 32.296126 = -8929.595383 nChanged 10 SP:Iteration 3F (88.747258 sec): 2 clusters Score: Raw -8974.755488 + Penalty 32.296126 = -8942.459362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 4 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.751290 sec): 2 clusters Score: Raw -58848.898312 + Penalty 549.675428 = -58299.222885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.752703 sec): 3 clusters Score: Raw -58475.279070 + Penalty 1108.244803 = -57367.034267 nChanged 230 SP:Iteration 1F (88.754108 sec): 3 clusters Score: Raw -58646.989765 + Penalty 1127.064370 = -57519.925396 nChanged 85 SP:Iteration 2F (88.755519 sec): 3 clusters Score: Raw -58705.051142 + Penalty 1141.074314 = -57563.976827 nChanged 47 SP:Iteration 3F (88.756910 sec): 3 clusters Score: Raw -58740.943455 + Penalty 1151.953944 = -57588.989510 nChanged 33 SP:Iteration 4Q (88.758324 sec): 3 clusters Score: Raw -58760.440652 + Penalty 1164.726753 = -57595.713899 nChanged 19 SP:Iteration 5Q (88.759805 sec): 3 clusters Score: Raw -58775.532161 + Penalty 1170.751358 = -57604.780803 nChanged 10 SP:Iteration 6Q (88.761266 sec): 3 clusters Score: Raw -58780.356519 + Penalty 1174.239531 = -57606.116989 nChanged 9 SP:Iteration 7Q (88.762691 sec): 3 clusters Score: Raw -58785.482685 + Penalty 1182.325442 = -57603.157244 nChanged 12 SP:Iteration 8F (88.764085 sec): 3 clusters Score: Raw -58794.223698 + Penalty 1189.024223 = -57605.199475 nChanged 9 SP:Iteration 9Q (88.765482 sec): 3 clusters Score: Raw -58801.107195 + Penalty 1195.012815 = -57606.094380 nChanged 7 SP:Iteration 10F (88.766888 sec): 3 clusters Score: Raw -58805.557670 + Penalty 1200.158674 = -57605.398996 nChanged 6 SP:Iteration 11F (88.768300 sec): 3 clusters Score: Raw -58808.845161 + Penalty 1204.847747 = -57603.997414 nChanged 4 SP:Iteration 12F (88.769704 sec): 3 clusters Score: Raw -58810.752194 + Penalty 1207.897758 = -57602.854436 nChanged 4 SP:Iteration 13F (88.771092 sec): 3 clusters Score: Raw -58812.766409 + Penalty 1212.231577 = -57600.534832 nChanged 4 SP:Iteration 14F (88.772479 sec): 3 clusters Score: Raw -58814.586595 + Penalty 1213.390714 = -57601.195881 nChanged 2 SP:Iteration 15Q (88.773889 sec): 3 clusters Score: Raw -58815.509926 + Penalty 1213.390714 = -57602.119212 nChanged 0 SP:Iteration 16F (88.775282 sec): 3 clusters Score: Raw -58815.509926 + Penalty 1213.390714 = -57602.119212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.776873 sec): 2 clusters Score: Raw -3614.216148 + Penalty 131.689009 = -3482.527139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.777212 sec): 3 clusters Score: Raw -3681.239051 + Penalty 289.530664 = -3391.708387 nChanged 14 SP:Iteration 1F (88.777544 sec): 3 clusters Score: Raw -3720.301618 + Penalty 291.132257 = -3429.169361 nChanged 3 SP:Iteration 2F (88.777869 sec): 3 clusters Score: Raw -3736.068188 + Penalty 291.159073 = -3444.909115 nChanged 1 SP:Iteration 3Q (88.778198 sec): 3 clusters Score: Raw -3742.135371 + Penalty 302.519324 = -3439.616047 nChanged 1 SP:Iteration 4F (88.778512 sec): 3 clusters Score: Raw -3744.054302 + Penalty 302.519324 = -3441.534978 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.783240 sec): 2 clusters Score: Raw -72668.352106 + Penalty 446.519441 = -72221.832665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.784908 sec): 3 clusters Score: Raw -72198.447166 + Penalty 892.292248 = -71306.154918 nChanged 291 SP:Iteration 1F (88.786540 sec): 3 clusters Score: Raw -72358.778483 + Penalty 893.927863 = -71464.850620 nChanged 89 SP:Iteration 2F (88.788189 sec): 3 clusters Score: Raw -72422.608550 + Penalty 896.241579 = -71526.366971 nChanged 68 SP:Iteration 3F (88.789815 sec): 3 clusters Score: Raw -72485.489699 + Penalty 898.722428 = -71586.767271 nChanged 61 SP:Iteration 4F (88.791410 sec): 3 clusters Score: Raw -72549.515348 + Penalty 900.247551 = -71649.267798 nChanged 54 SP:Iteration 5F (88.793071 sec): 3 clusters Score: Raw -72602.446975 + Penalty 904.634487 = -71697.812488 nChanged 46 SP:Iteration 6F (88.794766 sec): 3 clusters Score: Raw -72632.576742 + Penalty 911.419234 = -71721.157507 nChanged 36 SP:Iteration 7Q (88.796558 sec): 3 clusters Score: Raw -72654.556489 + Penalty 919.502791 = -71735.053698 nChanged 28 SP:Iteration 8Q (88.798247 sec): 3 clusters Score: Raw -72667.798344 + Penalty 928.494397 = -71739.303947 nChanged 25 SP:Iteration 9Q (88.799916 sec): 3 clusters Score: Raw -72680.161859 + Penalty 940.321231 = -71739.840628 nChanged 29 SP:Iteration 10F (88.801631 sec): 3 clusters Score: Raw -72699.060781 + Penalty 954.948278 = -71744.112503 nChanged 30 SP:Iteration 11Q (88.803245 sec): 3 clusters Score: Raw -72715.624909 + Penalty 963.473972 = -71752.150937 nChanged 23 SP:Iteration 12Q (88.804810 sec): 3 clusters Score: Raw -72726.611807 + Penalty 970.458124 = -71756.153683 nChanged 19 SP:Iteration 13Q (88.806397 sec): 3 clusters Score: Raw -72733.333933 + Penalty 974.182460 = -71759.151473 nChanged 8 SP:Iteration 14Q (88.807981 sec): 3 clusters Score: Raw -72736.646310 + Penalty 978.055105 = -71758.591204 nChanged 7 SP:Iteration 15F (88.809609 sec): 3 clusters Score: Raw -72739.123918 + Penalty 981.954436 = -71757.169482 nChanged 5 SP:Iteration 16F (88.811234 sec): 3 clusters Score: Raw -72740.494866 + Penalty 984.141738 = -71756.353128 nChanged 4 SP:Iteration 17F (88.812846 sec): 3 clusters Score: Raw -72742.285941 + Penalty 985.747012 = -71756.538929 nChanged 3 SP:Iteration 18Q (88.814402 sec): 3 clusters Score: Raw -72743.489245 + Penalty 985.136935 = -71758.352310 nChanged 1 SP:Iteration 19Q (88.816027 sec): 3 clusters Score: Raw -72743.911334 + Penalty 984.138653 = -71759.772680 nChanged 1 SP:Iteration 20F (88.817663 sec): 3 clusters Score: Raw -72744.194249 + Penalty 984.138653 = -71760.055596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.820735 sec): 2 clusters Score: Raw -11498.164564 + Penalty 246.397562 = -11251.767002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.821257 sec): 3 clusters Score: Raw -11453.530222 + Penalty 497.987576 = -10955.542647 nChanged 40 SP:Iteration 1F (88.821751 sec): 3 clusters Score: Raw -11488.382690 + Penalty 497.924399 = -10990.458292 nChanged 11 SP:Iteration 2F (88.822244 sec): 3 clusters Score: Raw -11506.134609 + Penalty 499.046043 = -11007.088566 nChanged 8 SP:Iteration 3F (88.822734 sec): 3 clusters Score: Raw -11514.702747 + Penalty 500.641486 = -11014.061261 nChanged 2 SP:Iteration 4Q (88.823212 sec): 3 clusters Score: Raw -11517.108909 + Penalty 500.641486 = -11016.467423 nChanged 0 SP:Iteration 5F (88.823701 sec): 3 clusters Score: Raw -11517.108909 + Penalty 500.641486 = -11016.467423 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.826183 sec): 2 clusters Score: Raw -49732.665640 + Penalty 312.763185 = -49419.902455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.827444 sec): 3 clusters Score: Raw -49398.658794 + Penalty 625.031364 = -48773.627429 nChanged 214 SP:Iteration 1F (88.828676 sec): 3 clusters Score: Raw -49531.585617 + Penalty 629.402350 = -48902.183267 nChanged 50 SP:Iteration 2F (88.829905 sec): 3 clusters Score: Raw -49563.113646 + Penalty 634.132975 = -48928.980671 nChanged 35 SP:Iteration 3F (88.831162 sec): 3 clusters Score: Raw -49588.570587 + Penalty 642.636979 = -48945.933608 nChanged 38 SP:Iteration 4F (88.832397 sec): 3 clusters Score: Raw -49617.675066 + Penalty 659.273714 = -48958.401353 nChanged 35 SP:Iteration 5F (88.833626 sec): 3 clusters Score: Raw -49655.411818 + Penalty 679.909637 = -48975.502181 nChanged 41 SP:Iteration 6F (88.834856 sec): 3 clusters Score: Raw -49703.840889 + Penalty 701.109919 = -49002.730970 nChanged 29 SP:Iteration 7Q (88.836101 sec): 3 clusters Score: Raw -49748.815289 + Penalty 725.568942 = -49023.246347 nChanged 24 SP:Iteration 8Q (88.837326 sec): 3 clusters Score: Raw -49780.119266 + Penalty 726.478314 = -49053.640952 nChanged 9 SP:Iteration 9Q (88.838485 sec): 3 clusters Score: Raw -49790.816369 + Penalty 729.177234 = -49061.639135 nChanged 5 SP:Iteration 10F (88.839718 sec): 3 clusters Score: Raw -49794.644875 + Penalty 729.297182 = -49065.347693 nChanged 2 SP:Iteration 11Q (88.840862 sec): 3 clusters Score: Raw -49796.406035 + Penalty 729.297182 = -49067.108853 nChanged 0 SP:Iteration 12F (88.842099 sec): 3 clusters Score: Raw -49796.406035 + Penalty 729.297182 = -49067.108853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.843839 sec): 2 clusters Score: Raw -36921.316834 + Penalty 961.476404 = -35959.840430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.844869 sec): 3 clusters Score: Raw -36826.782672 + Penalty 1924.084666 = -34902.698006 nChanged 114 SP:Iteration 1F (88.845907 sec): 3 clusters Score: Raw -36996.499865 + Penalty 1924.207578 = -35072.292288 nChanged 31 SP:Iteration 2F (88.846924 sec): 3 clusters Score: Raw -37055.434816 + Penalty 1924.852608 = -35130.582207 nChanged 15 SP:Iteration 3Q (88.847900 sec): 3 clusters Score: Raw -37085.727331 + Penalty 1924.509125 = -35161.218206 nChanged 9 SP:Iteration 4Q (88.848864 sec): 3 clusters Score: Raw -37101.212242 + Penalty 1924.251145 = -35176.961097 nChanged 5 SP:Iteration 5Q (88.849827 sec): 3 clusters Score: Raw -37109.910815 + Penalty 1924.160930 = -35185.749884 nChanged 3 SP:Iteration 6Q (88.850807 sec): 3 clusters Score: Raw -37115.291531 + Penalty 1924.002852 = -35191.288679 nChanged 4 SP:Iteration 7Q (88.851771 sec): 3 clusters Score: Raw -37118.767132 + Penalty 1924.039856 = -35194.727276 nChanged 2 SP:Iteration 8Q (88.852728 sec): 3 clusters Score: Raw -37121.472145 + Penalty 1924.039856 = -35197.432289 nChanged 0 SP:Iteration 9F (88.853739 sec): 3 clusters Score: Raw -37121.472145 + Penalty 1924.039856 = -35197.432289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.855301 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.856272 sec): 3 clusters Score: Raw -36497.760831 + Penalty 350.645480 = -36147.115351 nChanged 172 SP:Iteration 1F (88.857219 sec): 3 clusters Score: Raw -36638.947710 + Penalty 362.114749 = -36276.832960 nChanged 60 SP:Iteration 2F (88.858164 sec): 3 clusters Score: Raw -36691.358974 + Penalty 370.316849 = -36321.042125 nChanged 25 SP:Iteration 3F (88.859140 sec): 3 clusters Score: Raw -36709.607623 + Penalty 370.667669 = -36338.939954 nChanged 15 SP:Iteration 4Q (88.860084 sec): 3 clusters Score: Raw -36718.133831 + Penalty 372.847841 = -36345.285990 nChanged 10 SP:Iteration 5Q (88.860994 sec): 3 clusters Score: Raw -36721.044048 + Penalty 375.011645 = -36346.032403 nChanged 6 SP:Iteration 6Q (88.861890 sec): 3 clusters Score: Raw -36723.132417 + Penalty 378.860448 = -36344.271969 nChanged 8 SP:Iteration 7F (88.862832 sec): 3 clusters Score: Raw -36725.745714 + Penalty 391.619973 = -36334.125741 nChanged 12 SP:Iteration 8F (88.863776 sec): 3 clusters Score: Raw -36731.728122 + Penalty 410.113862 = -36321.614260 nChanged 11 SP:Iteration 9F (88.864735 sec): 3 clusters Score: Raw -36737.378140 + Penalty 414.928828 = -36322.449312 nChanged 4 SP:Iteration 10F (88.865677 sec): 3 clusters Score: Raw -36739.190097 + Penalty 435.867000 = -36303.323097 nChanged 10 SP:Iteration 11F (88.866636 sec): 3 clusters Score: Raw -36742.299501 + Penalty 452.646829 = -36289.652672 nChanged 6 SP:Iteration 12F (88.867680 sec): 3 clusters Score: Raw -36746.579933 + Penalty 454.983132 = -36291.596802 nChanged 8 SP:Iteration 13Q (88.868495 sec): 3 clusters Score: Raw -36753.032813 + Penalty 531.897196 = -36221.135617 nChanged 3 SP:Iteration 14F (88.869386 sec): 3 clusters Score: Raw -36756.374853 + Penalty 171.607407 = -36584.767446 nChanged 1 SP:Iteration 15Q (88.870132 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 SP:Iteration 16F (88.870869 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.872115 sec): 2 clusters Score: Raw -13815.046739 + Penalty 529.713267 = -13285.333472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.872633 sec): 3 clusters Score: Raw -13803.453849 + Penalty 1057.544128 = -12745.909721 nChanged 22 SP:Iteration 1F (88.873142 sec): 3 clusters Score: Raw -13846.106737 + Penalty 1056.174787 = -12789.931950 nChanged 9 SP:Iteration 2F (88.873670 sec): 3 clusters Score: Raw -13859.389319 + Penalty 1056.507084 = -12802.882235 nChanged 3 SP:Iteration 3Q (88.874166 sec): 3 clusters Score: Raw -13865.060462 + Penalty 1055.867998 = -12809.192464 nChanged 2 SP:Iteration 4Q (88.874656 sec): 3 clusters Score: Raw -13870.885386 + Penalty 1055.357118 = -12815.528267 nChanged 1 SP:Iteration 5Q (88.875143 sec): 3 clusters Score: Raw -13872.148192 + Penalty 1055.357118 = -12816.791073 nChanged 0 SP:Iteration 6F (88.875652 sec): 3 clusters Score: Raw -13872.148192 + Penalty 1055.357118 = -12816.791073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.877267 sec): 2 clusters Score: Raw -19065.297427 + Penalty 646.451970 = -18418.845458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.877914 sec): 3 clusters Score: Raw -19018.791130 + Penalty 1294.716610 = -17724.074520 nChanged 53 SP:Iteration 1F (88.878560 sec): 3 clusters Score: Raw -19103.733161 + Penalty 1292.903940 = -17810.829221 nChanged 9 SP:Iteration 2Q (88.879188 sec): 3 clusters Score: Raw -19116.638956 + Penalty 1294.620358 = -17822.018598 nChanged 3 SP:Iteration 3Q (88.879800 sec): 3 clusters Score: Raw -19119.609553 + Penalty 1295.868205 = -17823.741348 nChanged 2 SP:Iteration 4Q (88.880413 sec): 3 clusters Score: Raw -19122.630566 + Penalty 1295.868205 = -17826.762361 nChanged 0 SP:Iteration 5F (88.881046 sec): 3 clusters Score: Raw -19122.630566 + Penalty 1295.868205 = -17826.762361 nChanged 0 Memory request: 0.09 GB would take us to total of 0.44 GB. Trying to split cluster 13 (20461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.973042 sec): 2 clusters Score: Raw -1631321.534444 + Penalty 293.470408 = -1631028.064035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.011914 sec): 3 clusters Score: Raw -1617537.293593 + Penalty 580.124608 = -1616957.168984 nChanged 9777 SP:Iteration 1F (89.049792 sec): 3 clusters Score: Raw -1623738.957243 + Penalty 603.323294 = -1623135.633949 nChanged 3019 SP:Iteration 2F (89.088150 sec): 3 clusters Score: Raw -1626737.633827 + Penalty 642.408235 = -1626095.225592 nChanged 2125 SP:Iteration 3F (89.126652 sec): 3 clusters Score: Raw -1629224.849619 + Penalty 690.387069 = -1628534.462550 nChanged 1139 SP:Iteration 4F (89.164162 sec): 3 clusters Score: Raw -1630628.302565 + Penalty 746.265373 = -1629882.037192 nChanged 384 SP:Iteration 5Q (89.196723 sec): 3 clusters Score: Raw -1631147.821124 + Penalty 754.917107 = -1630392.904017 nChanged 91 SP:Iteration 6Q (89.227932 sec): 3 clusters Score: Raw -1631229.482185 + Penalty 735.518290 = -1630493.963896 nChanged 51 SP:Iteration 7Q (89.258059 sec): 3 clusters Score: Raw -1631261.780776 + Penalty 723.600657 = -1630538.180119 nChanged 27 SP:Iteration 8Q (89.287857 sec): 3 clusters Score: Raw -1631276.560298 + Penalty 716.401861 = -1630560.158437 nChanged 18 SP:Iteration 9Q (89.318400 sec): 3 clusters Score: Raw -1631285.508480 + Penalty 715.038807 = -1630570.469673 nChanged 17 SP:Iteration 10F (89.356173 sec): 3 clusters Score: Raw -1631294.331819 + Penalty 711.305670 = -1630583.026150 nChanged 13 SP:Iteration 11Q (89.387258 sec): 3 clusters Score: Raw -1631300.173372 + Penalty 699.465161 = -1630600.708211 nChanged 14 SP:Iteration 12Q (89.417224 sec): 3 clusters Score: Raw -1631307.848310 + Penalty 685.541191 = -1630622.307119 nChanged 14 SP:Iteration 13Q (89.447120 sec): 3 clusters Score: Raw -1631314.499772 + Penalty 677.634525 = -1630636.865247 nChanged 10 SP:Iteration 14Q (89.476765 sec): 3 clusters Score: Raw -1631319.431920 + Penalty 670.517582 = -1630648.914338 nChanged 11 SP:Iteration 15Q (89.506509 sec): 3 clusters Score: Raw -1631325.990385 + Penalty 667.346541 = -1630658.643844 nChanged 10 SP:Iteration 16Q (89.536719 sec): 3 clusters Score: Raw -1631330.508796 + Penalty 671.041646 = -1630659.467149 nChanged 14 SP:Iteration 17Q (89.566606 sec): 3 clusters Score: Raw -1631336.208604 + Penalty 669.837384 = -1630666.371220 nChanged 16 SP:Iteration 18Q (89.596461 sec): 3 clusters Score: Raw -1631341.224318 + Penalty 660.841564 = -1630680.382754 nChanged 18 SP:Iteration 19Q (89.626582 sec): 3 clusters Score: Raw -1631346.602459 + Penalty 654.423936 = -1630692.178522 nChanged 17 SP:Iteration 20F (89.664191 sec): 3 clusters Score: Raw -1631349.992853 + Penalty 643.124007 = -1630706.868846 nChanged 16 SP:Iteration 21Q (89.694487 sec): 3 clusters Score: Raw -1631354.871257 + Penalty 630.783586 = -1630724.087670 nChanged 13 SP:Iteration 22Q (89.724692 sec): 3 clusters Score: Raw -1631356.950453 + Penalty 625.145807 = -1630731.804645 nChanged 7 SP:Iteration 23Q (89.754842 sec): 3 clusters Score: Raw -1631357.581090 + Penalty 618.686344 = -1630738.894746 nChanged 10 SP:Iteration 24Q (89.784414 sec): 3 clusters Score: Raw -1631358.602567 + Penalty 612.816860 = -1630745.785707 nChanged 10 SP:Iteration 25Q (89.814017 sec): 3 clusters Score: Raw -1631361.618369 + Penalty 607.807160 = -1630753.811209 nChanged 17 SP:Iteration 26Q (89.843956 sec): 3 clusters Score: Raw -1631366.855958 + Penalty 602.121214 = -1630764.734744 nChanged 19 SP:Iteration 27Q (89.879819 sec): 3 clusters Score: Raw -1631371.064386 + Penalty 600.772968 = -1630770.291419 nChanged 21 SP:Iteration 28Q (89.910872 sec): 3 clusters Score: Raw -1631376.255177 + Penalty 596.688346 = -1630779.566831 nChanged 22 SP:Iteration 29Q (89.941298 sec): 3 clusters Score: Raw -1631382.250173 + Penalty 592.389199 = -1630789.860974 nChanged 23 SP:Iteration 30F (89.979120 sec): 3 clusters Score: Raw -1631386.815663 + Penalty 588.593374 = -1630798.222289 nChanged 16 SP:Iteration 31Q (90.009020 sec): 3 clusters Score: Raw -1631389.730552 + Penalty 585.279054 = -1630804.451499 nChanged 16 SP:Iteration 32Q (90.039315 sec): 3 clusters Score: Raw -1631391.389728 + Penalty 583.136983 = -1630808.252745 nChanged 9 SP:Iteration 33Q (90.069594 sec): 3 clusters Score: Raw -1631392.486343 + Penalty 579.581291 = -1630812.905052 nChanged 16 SP:Iteration 34Q (90.099635 sec): 3 clusters Score: Raw -1631396.017093 + Penalty 575.859272 = -1630820.157821 nChanged 22 SP:Iteration 35Q (90.129966 sec): 3 clusters Score: Raw -1631401.291798 + Penalty 572.287217 = -1630829.004581 nChanged 20 SP:Iteration 36Q (90.160322 sec): 3 clusters Score: Raw -1631404.609505 + Penalty 567.298409 = -1630837.311095 nChanged 20 SP:Iteration 37Q (90.190583 sec): 3 clusters Score: Raw -1631406.871133 + Penalty 563.968661 = -1630842.902472 nChanged 16 SP:Iteration 38Q (90.220584 sec): 3 clusters Score: Raw -1631407.918391 + Penalty 559.290957 = -1630848.627434 nChanged 12 SP:Iteration 39Q (90.251203 sec): 3 clusters Score: Raw -1631408.781009 + Penalty 558.189830 = -1630850.591179 nChanged 10 SP:Iteration 40F (90.288958 sec): 3 clusters Score: Raw -1631409.259284 + Penalty 556.724511 = -1630852.534774 nChanged 8 SP:Iteration 41Q (90.319292 sec): 3 clusters Score: Raw -1631409.608826 + Penalty 557.230422 = -1630852.378403 nChanged 6 SP:Iteration 42F (90.359629 sec): 3 clusters Score: Raw -1631409.865538 + Penalty 558.953618 = -1630850.911920 nChanged 4 SP:Iteration 43F (90.406318 sec): 3 clusters Score: Raw -1631410.080017 + Penalty 559.151289 = -1630850.928728 nChanged 5 SP:Iteration 44Q (90.437282 sec): 3 clusters Score: Raw -1631410.167309 + Penalty 558.970393 = -1630851.196916 nChanged 3 SP:Iteration 45Q (90.467476 sec): 3 clusters Score: Raw -1631410.151391 + Penalty 559.086600 = -1630851.064791 nChanged 2 SP:Iteration 46F (90.505056 sec): 3 clusters Score: Raw -1631410.158463 + Penalty 558.682061 = -1630851.476403 nChanged 2 SP:Iteration 47Q (90.535630 sec): 3 clusters Score: Raw -1631410.109986 + Penalty 558.602449 = -1630851.507537 nChanged 1 SP:Iteration 48Q (90.565872 sec): 3 clusters Score: Raw -1631410.105536 + Penalty 558.002450 = -1630852.103086 nChanged 2 SP:Iteration 49Q (90.596474 sec): 3 clusters Score: Raw -1631410.077519 + Penalty 557.642140 = -1630852.435379 nChanged 2 SP:Iteration 50F (90.633963 sec): 3 clusters Score: Raw -1631410.002966 + Penalty 557.120018 = -1630852.882948 nChanged 4 SP:Iteration 51Q (90.664614 sec): 3 clusters Score: Raw -1631410.093005 + Penalty 557.234762 = -1630852.858242 nChanged 6 SP:Iteration 52F (90.702392 sec): 3 clusters Score: Raw -1631410.268555 + Penalty 557.903432 = -1630852.365123 nChanged 5 SP:Iteration 53F (90.740379 sec): 3 clusters Score: Raw -1631410.528830 + Penalty 558.155024 = -1630852.373806 nChanged 8 SP:Iteration 54Q (90.772726 sec): 3 clusters Score: Raw -1631410.911583 + Penalty 561.324323 = -1630849.587260 nChanged 8 SP:Iteration 55F (90.811669 sec): 3 clusters Score: Raw -1631411.171746 + Penalty 561.306698 = -1630849.865048 nChanged 4 SP:Iteration 56Q (90.842122 sec): 3 clusters Score: Raw -1631411.252626 + Penalty 560.660210 = -1630850.592415 nChanged 4 SP:Iteration 57Q (90.872996 sec): 3 clusters Score: Raw -1631411.277167 + Penalty 560.548295 = -1630850.728871 nChanged 1 SP:Iteration 58Q (90.903986 sec): 3 clusters Score: Raw -1631411.300742 + Penalty 560.009855 = -1630851.290886 nChanged 3 SP:Iteration 59Q (90.934598 sec): 3 clusters Score: Raw -1631411.299942 + Penalty 560.459407 = -1630850.840535 nChanged 3 SP:Iteration 60F (90.972524 sec): 3 clusters Score: Raw -1631411.423323 + Penalty 560.257368 = -1630851.165955 nChanged 5 SP:Iteration 61Q (91.002718 sec): 3 clusters Score: Raw -1631411.497975 + Penalty 559.700073 = -1630851.797902 nChanged 3 SP:Iteration 62Q (91.033101 sec): 3 clusters Score: Raw -1631411.482649 + Penalty 559.279357 = -1630852.203293 nChanged 3 SP:Iteration 63Q (91.063661 sec): 3 clusters Score: Raw -1631411.490370 + Penalty 558.851199 = -1630852.639171 nChanged 2 SP:Iteration 64Q (91.093903 sec): 3 clusters Score: Raw -1631411.517309 + Penalty 558.699945 = -1630852.817365 nChanged 1 SP:Iteration 65Q (91.124188 sec): 3 clusters Score: Raw -1631411.509049 + Penalty 558.699945 = -1630852.809104 nChanged 0 SP:Iteration 66F (91.162483 sec): 3 clusters Score: Raw -1631411.509049 + Penalty 558.699945 = -1630852.809104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.174064 sec): 2 clusters Score: Raw -1285.468955 + Penalty 225.094462 = -1060.374493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.174314 sec): 3 clusters Score: Raw -1299.420367 + Penalty 451.096179 = -848.324187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.174911 sec): 2 clusters Score: Raw -2766.707532 + Penalty 219.336109 = -2547.371423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.175212 sec): 3 clusters Score: Raw -2920.493395 + Penalty 434.454318 = -2486.039078 nChanged 6 SP:Iteration 1F (91.175507 sec): 3 clusters Score: Raw -2954.878160 + Penalty 448.240325 = -2506.637835 nChanged 4 SP:Iteration 2F (91.175805 sec): 3 clusters Score: Raw -2974.055875 + Penalty 463.641909 = -2510.413966 nChanged 2 SP:Iteration 3Q (91.176084 sec): 3 clusters Score: Raw -2981.399979 + Penalty 474.023551 = -2507.376427 nChanged 1 SP:Iteration 4F (91.176378 sec): 3 clusters Score: Raw -2989.331737 + Penalty 486.401964 = -2502.929773 nChanged 1 SP:Iteration 5F (91.176672 sec): 3 clusters Score: Raw -3004.558411 + Penalty 486.401964 = -2518.156446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.179080 sec): 2 clusters Score: Raw -52863.403118 + Penalty 597.268517 = -52266.134601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.180366 sec): 3 clusters Score: Raw -52608.176998 + Penalty 1192.826646 = -51415.350352 nChanged 188 SP:Iteration 1F (91.181699 sec): 3 clusters Score: Raw -52744.365253 + Penalty 1191.503882 = -51552.861370 nChanged 36 SP:Iteration 2F (91.182949 sec): 3 clusters Score: Raw -52771.722564 + Penalty 1190.660870 = -51581.061693 nChanged 18 SP:Iteration 3Q (91.184217 sec): 3 clusters Score: Raw -52783.378723 + Penalty 1190.324269 = -51593.054454 nChanged 13 SP:Iteration 4Q (91.185476 sec): 3 clusters Score: Raw -52791.049443 + Penalty 1190.934805 = -51600.114639 nChanged 8 SP:Iteration 5Q (91.186725 sec): 3 clusters Score: Raw -52794.446100 + Penalty 1191.778584 = -51602.667516 nChanged 9 SP:Iteration 6Q (91.187966 sec): 3 clusters Score: Raw -52801.249551 + Penalty 1191.715133 = -51609.534419 nChanged 9 SP:Iteration 7Q (91.189217 sec): 3 clusters Score: Raw -52810.778128 + Penalty 1191.818866 = -51618.959262 nChanged 5 SP:Iteration 8Q (91.190462 sec): 3 clusters Score: Raw -52814.465594 + Penalty 1191.610946 = -51622.854647 nChanged 2 SP:Iteration 9Q (91.191719 sec): 3 clusters Score: Raw -52815.529143 + Penalty 1191.738173 = -51623.790971 nChanged 1 SP:Iteration 10F (91.192965 sec): 3 clusters Score: Raw -52816.167522 + Penalty 1191.809061 = -51624.358461 nChanged 2 SP:Iteration 11Q (91.194223 sec): 3 clusters Score: Raw -52816.626767 + Penalty 1191.429190 = -51625.197577 nChanged 4 SP:Iteration 12Q (91.195477 sec): 3 clusters Score: Raw -52819.837857 + Penalty 1190.561600 = -51629.276257 nChanged 5 SP:Iteration 13Q (91.196809 sec): 3 clusters Score: Raw -52824.899958 + Penalty 1188.857766 = -51636.042193 nChanged 8 SP:Iteration 14Q (91.198116 sec): 3 clusters Score: Raw -52834.307200 + Penalty 1187.662394 = -51646.644806 nChanged 8 SP:Iteration 15Q (91.199415 sec): 3 clusters Score: Raw -52840.996433 + Penalty 1186.274242 = -51654.722191 nChanged 8 SP:Iteration 16Q (91.200696 sec): 3 clusters Score: Raw -52845.405906 + Penalty 1187.269314 = -51658.136591 nChanged 11 SP:Iteration 17Q (91.201931 sec): 3 clusters Score: Raw -52853.842198 + Penalty 1187.718326 = -51666.123871 nChanged 11 SP:Iteration 18Q (91.203178 sec): 3 clusters Score: Raw -52859.437801 + Penalty 1189.434677 = -51670.003124 nChanged 9 SP:Iteration 19Q (91.204416 sec): 3 clusters Score: Raw -52863.713276 + Penalty 1191.939371 = -51671.773905 nChanged 10 SP:Iteration 20F (91.205691 sec): 3 clusters Score: Raw -52870.999248 + Penalty 1193.293626 = -51677.705621 nChanged 7 SP:Iteration 21Q (91.206927 sec): 3 clusters Score: Raw -52875.050888 + Penalty 1194.537034 = -51680.513854 nChanged 6 SP:Iteration 22Q (91.208155 sec): 3 clusters Score: Raw -52879.498556 + Penalty 1196.580601 = -51682.917955 nChanged 8 SP:Iteration 23Q (91.209417 sec): 3 clusters Score: Raw -52883.438367 + Penalty 1198.548538 = -51684.889829 nChanged 5 SP:Iteration 24Q (91.210647 sec): 3 clusters Score: Raw -52886.980997 + Penalty 1201.502699 = -51685.478298 nChanged 9 SP:Iteration 25Q (91.211872 sec): 3 clusters Score: Raw -52896.054377 + Penalty 1203.402884 = -51692.651493 nChanged 6 SP:Iteration 26Q (91.213076 sec): 3 clusters Score: Raw -52899.893207 + Penalty 1205.146736 = -51694.746471 nChanged 7 SP:Iteration 27Q (91.214312 sec): 3 clusters Score: Raw -52904.854940 + Penalty 1207.366354 = -51697.488586 nChanged 8 SP:Iteration 28Q (91.215552 sec): 3 clusters Score: Raw -52910.621321 + Penalty 1208.393446 = -51702.227875 nChanged 4 SP:Iteration 29Q (91.216772 sec): 3 clusters Score: Raw -52912.194114 + Penalty 1209.061292 = -51703.132822 nChanged 3 SP:Iteration 30F (91.218021 sec): 3 clusters Score: Raw -52914.922412 + Penalty 1210.789142 = -51704.133270 nChanged 3 SP:Iteration 31Q (91.219267 sec): 3 clusters Score: Raw -52916.437930 + Penalty 1211.803329 = -51704.634602 nChanged 2 SP:Iteration 32Q (91.220493 sec): 3 clusters Score: Raw -52917.132686 + Penalty 1213.308013 = -51703.824672 nChanged 3 SP:Iteration 33F (91.221812 sec): 3 clusters Score: Raw -52918.695587 + Penalty 1216.594900 = -51702.100688 nChanged 7 SP:Iteration 34F (91.223068 sec): 3 clusters Score: Raw -52921.358493 + Penalty 1218.521883 = -51702.836610 nChanged 3 SP:Iteration 35Q (91.224307 sec): 3 clusters Score: Raw -52922.725041 + Penalty 1219.667867 = -51703.057174 nChanged 2 SP:Iteration 36Q (91.225542 sec): 3 clusters Score: Raw -52924.701805 + Penalty 1221.637605 = -51703.064201 nChanged 5 SP:Iteration 37Q (91.226758 sec): 3 clusters Score: Raw -52929.084755 + Penalty 1223.159053 = -51705.925701 nChanged 5 SP:Iteration 38Q (91.227989 sec): 3 clusters Score: Raw -52932.495340 + Penalty 1224.767692 = -51707.727648 nChanged 5 SP:Iteration 39Q (91.229204 sec): 3 clusters Score: Raw -52935.722225 + Penalty 1225.377280 = -51710.344945 nChanged 1 SP:Iteration 40F (91.230454 sec): 3 clusters Score: Raw -52936.309996 + Penalty 1225.377280 = -51710.932717 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.234454 sec): 2 clusters Score: Raw -84170.898042 + Penalty 518.269196 = -83652.628847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.236474 sec): 3 clusters Score: Raw -83640.048602 + Penalty 1037.254634 = -82602.793968 nChanged 375 SP:Iteration 1F (91.238472 sec): 3 clusters Score: Raw -83880.934150 + Penalty 1037.154529 = -82843.779621 nChanged 103 SP:Iteration 2F (91.240444 sec): 3 clusters Score: Raw -83969.111513 + Penalty 1037.387705 = -82931.723808 nChanged 72 SP:Iteration 3F (91.242393 sec): 3 clusters Score: Raw -84032.956892 + Penalty 1036.148983 = -82996.807909 nChanged 60 SP:Iteration 4F (91.244350 sec): 3 clusters Score: Raw -84081.066276 + Penalty 1034.350919 = -83046.715356 nChanged 47 SP:Iteration 5Q (91.246283 sec): 3 clusters Score: Raw -84119.743396 + Penalty 1033.098948 = -83086.644448 nChanged 54 SP:Iteration 6F (91.248233 sec): 3 clusters Score: Raw -84163.259207 + Penalty 1034.358834 = -83128.900374 nChanged 39 SP:Iteration 7Q (91.250148 sec): 3 clusters Score: Raw -84206.317976 + Penalty 1036.445631 = -83169.872345 nChanged 33 SP:Iteration 8Q (91.252111 sec): 3 clusters Score: Raw -84229.081597 + Penalty 1038.280724 = -83190.800873 nChanged 16 SP:Iteration 9Q (91.254161 sec): 3 clusters Score: Raw -84240.917596 + Penalty 1039.606983 = -83201.310613 nChanged 19 SP:Iteration 10F (91.256124 sec): 3 clusters Score: Raw -84251.821986 + Penalty 1041.727555 = -83210.094431 nChanged 13 SP:Iteration 11Q (91.258142 sec): 3 clusters Score: Raw -84258.913526 + Penalty 1044.078746 = -83214.834780 nChanged 10 SP:Iteration 12Q (91.260194 sec): 3 clusters Score: Raw -84263.623990 + Penalty 1046.216133 = -83217.407857 nChanged 10 SP:Iteration 13Q (91.262216 sec): 3 clusters Score: Raw -84269.553487 + Penalty 1048.443411 = -83221.110075 nChanged 7 SP:Iteration 14Q (91.264127 sec): 3 clusters Score: Raw -84272.146166 + Penalty 1049.670304 = -83222.475862 nChanged 5 SP:Iteration 15Q (91.266007 sec): 3 clusters Score: Raw -84273.084466 + Penalty 1050.301181 = -83222.783285 nChanged 4 SP:Iteration 16Q (91.267863 sec): 3 clusters Score: Raw -84274.194731 + Penalty 1050.702881 = -83223.491850 nChanged 3 SP:Iteration 17Q (91.269697 sec): 3 clusters Score: Raw -84274.473754 + Penalty 1050.812366 = -83223.661388 nChanged 2 SP:Iteration 18Q (91.271525 sec): 3 clusters Score: Raw -84275.789901 + Penalty 1049.650541 = -83226.139359 nChanged 3 SP:Iteration 19Q (91.273397 sec): 3 clusters Score: Raw -84279.482961 + Penalty 1050.169436 = -83229.313526 nChanged 3 SP:Iteration 20F (91.275338 sec): 3 clusters Score: Raw -84282.764389 + Penalty 1049.710156 = -83233.054232 nChanged 1 SP:Iteration 21Q (91.277176 sec): 3 clusters Score: Raw -84283.922804 + Penalty 1049.710156 = -83234.212648 nChanged 0 SP:Iteration 22F (91.279106 sec): 3 clusters Score: Raw -84283.922804 + Penalty 1049.710156 = -83234.212648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.280951 sec): 2 clusters Score: Raw -14795.511882 + Penalty 429.263719 = -14366.248163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.281477 sec): 3 clusters Score: Raw -14741.014201 + Penalty 859.719580 = -13881.294622 nChanged 40 SP:Iteration 1F (91.281997 sec): 3 clusters Score: Raw -14779.611135 + Penalty 861.227532 = -13918.383603 nChanged 12 SP:Iteration 2F (91.282518 sec): 3 clusters Score: Raw -14793.758586 + Penalty 863.758740 = -13929.999846 nChanged 5 SP:Iteration 3Q (91.283059 sec): 3 clusters Score: Raw -14800.984251 + Penalty 864.642419 = -13936.341832 nChanged 1 SP:Iteration 4Q (91.283577 sec): 3 clusters Score: Raw -14801.587009 + Penalty 867.025533 = -13934.561476 nChanged 2 SP:Iteration 5F (91.284133 sec): 3 clusters Score: Raw -14802.305159 + Penalty 867.776673 = -13934.528486 nChanged 1 SP:Iteration 6F (91.284679 sec): 3 clusters Score: Raw -14804.643070 + Penalty 868.594627 = -13936.048443 nChanged 2 SP:Iteration 7Q (91.285196 sec): 3 clusters Score: Raw -14807.173766 + Penalty 868.594627 = -13938.579139 nChanged 0 SP:Iteration 8F (91.285723 sec): 3 clusters Score: Raw -14807.173766 + Penalty 868.594627 = -13938.579139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.286248 sec): 2 clusters Score: Raw -1364.923063 + Penalty 231.861070 = -1133.061993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.286510 sec): 3 clusters Score: Raw -1378.549299 + Penalty 479.495582 = -899.053717 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 22 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.294984 sec): 2 clusters Score: Raw -138665.061978 + Penalty 355.449395 = -138309.612583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.298202 sec): 3 clusters Score: Raw -137736.805592 + Penalty 707.498818 = -137029.306773 nChanged 670 SP:Iteration 1F (91.301236 sec): 3 clusters Score: Raw -138110.493174 + Penalty 698.047891 = -137412.445283 nChanged 149 SP:Iteration 2F (91.304276 sec): 3 clusters Score: Raw -138226.808710 + Penalty 682.650519 = -137544.158191 nChanged 132 SP:Iteration 3F (91.307320 sec): 3 clusters Score: Raw -138337.341012 + Penalty 669.768974 = -137667.572039 nChanged 98 SP:Iteration 4F (91.310289 sec): 3 clusters Score: Raw -138409.541512 + Penalty 663.643172 = -137745.898340 nChanged 70 SP:Iteration 5Q (91.313226 sec): 3 clusters Score: Raw -138457.245504 + Penalty 658.225691 = -137799.019813 nChanged 68 SP:Iteration 6Q (91.316077 sec): 3 clusters Score: Raw -138500.202698 + Penalty 654.702524 = -137845.500174 nChanged 67 SP:Iteration 7Q (91.318976 sec): 3 clusters Score: Raw -138546.091002 + Penalty 653.061570 = -137893.029432 nChanged 49 SP:Iteration 8Q (91.321796 sec): 3 clusters Score: Raw -138581.110068 + Penalty 648.755654 = -137932.354414 nChanged 45 SP:Iteration 9Q (91.324563 sec): 3 clusters Score: Raw -138609.183359 + Penalty 641.796943 = -137967.386416 nChanged 27 SP:Iteration 10F (91.327601 sec): 3 clusters Score: Raw -138626.359812 + Penalty 641.613745 = -137984.746067 nChanged 19 SP:Iteration 11Q (91.330169 sec): 3 clusters Score: Raw -138638.723281 + Penalty 641.971417 = -137996.751864 nChanged 19 SP:Iteration 12Q (91.332745 sec): 3 clusters Score: Raw -138649.203274 + Penalty 641.690866 = -138007.512407 nChanged 16 SP:Iteration 13Q (91.335260 sec): 3 clusters Score: Raw -138659.791509 + Penalty 649.606490 = -138010.185019 nChanged 12 SP:Iteration 14Q (91.337876 sec): 3 clusters Score: Raw -138665.879135 + Penalty 648.840275 = -138017.038860 nChanged 13 SP:Iteration 15Q (91.340500 sec): 3 clusters Score: Raw -138679.436361 + Penalty 651.369411 = -138028.066950 nChanged 10 SP:Iteration 16Q (91.343008 sec): 3 clusters Score: Raw -138684.272750 + Penalty 656.684736 = -138027.588014 nChanged 5 SP:Iteration 17F (91.345974 sec): 3 clusters Score: Raw -138685.968120 + Penalty 657.586740 = -138028.381380 nChanged 9 SP:Iteration 18Q (91.348436 sec): 3 clusters Score: Raw -138690.326170 + Penalty 654.679358 = -138035.646811 nChanged 4 SP:Iteration 19Q (91.350927 sec): 3 clusters Score: Raw -138692.011781 + Penalty 656.257568 = -138035.754213 nChanged 1 SP:Iteration 20F (91.353980 sec): 3 clusters Score: Raw -138691.769070 + Penalty 657.915359 = -138033.853710 nChanged 1 SP:Iteration 21F (91.357185 sec): 3 clusters Score: Raw -138691.906813 + Penalty 659.483808 = -138032.423005 nChanged 1 SP:Iteration 22F (91.360326 sec): 3 clusters Score: Raw -138692.008445 + Penalty 658.985940 = -138033.022506 nChanged 1 SP:Iteration 23Q (91.362831 sec): 3 clusters Score: Raw -138692.755394 + Penalty 658.985940 = -138033.769455 nChanged 0 SP:Iteration 24F (91.365814 sec): 3 clusters Score: Raw -138692.755394 + Penalty 658.985940 = -138033.769455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.373964 sec): 2 clusters Score: Raw -4034.326871 + Penalty 368.400778 = -3665.926093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.374294 sec): 3 clusters Score: Raw -4059.176449 + Penalty 743.779733 = -3315.396716 nChanged 2 SP:Iteration 1Q (91.374607 sec): 3 clusters Score: Raw -4066.013910 + Penalty 748.726337 = -3317.287573 nChanged 1 SP:Iteration 2Q (91.374920 sec): 3 clusters Score: Raw -4071.017583 + Penalty 748.726337 = -3322.291246 nChanged 0 SP:Iteration 3F (91.375219 sec): 3 clusters Score: Raw -4071.017583 + Penalty 748.726337 = -3322.291246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.375799 sec): 2 clusters Score: Raw -3310.972834 + Penalty 426.836912 = -2884.135922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.376079 sec): 3 clusters Score: Raw -3357.568108 + Penalty 856.822199 = -2500.745909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.378048 sec): 2 clusters Score: Raw -26034.077713 + Penalty 744.074617 = -25290.003096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.378821 sec): 3 clusters Score: Raw -25965.172388 + Penalty 1488.359937 = -24476.812451 nChanged 62 SP:Iteration 1F (91.379579 sec): 3 clusters Score: Raw -26055.514706 + Penalty 1489.070918 = -24566.443788 nChanged 23 SP:Iteration 2F (91.380338 sec): 3 clusters Score: Raw -26090.465755 + Penalty 1490.099117 = -24600.366638 nChanged 8 SP:Iteration 3Q (91.381073 sec): 3 clusters Score: Raw -26101.914770 + Penalty 1490.451241 = -24611.463529 nChanged 6 SP:Iteration 4Q (91.381794 sec): 3 clusters Score: Raw -26109.290791 + Penalty 1490.938259 = -24618.352532 nChanged 6 SP:Iteration 5Q (91.382506 sec): 3 clusters Score: Raw -26114.997842 + Penalty 1491.961030 = -24623.036812 nChanged 2 SP:Iteration 6Q (91.383216 sec): 3 clusters Score: Raw -26116.071205 + Penalty 1492.772159 = -24623.299046 nChanged 2 SP:Iteration 7Q (91.383924 sec): 3 clusters Score: Raw -26116.487366 + Penalty 1493.731459 = -24622.755906 nChanged 2 SP:Iteration 8F (91.384652 sec): 3 clusters Score: Raw -26117.397224 + Penalty 1493.655270 = -24623.741954 nChanged 1 SP:Iteration 9Q (91.385382 sec): 3 clusters Score: Raw -26117.524353 + Penalty 1493.655270 = -24623.869084 nChanged 0 SP:Iteration 10F (91.386118 sec): 3 clusters Score: Raw -26117.524353 + Penalty 1493.655270 = -24623.869084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.387464 sec): 2 clusters Score: Raw -15829.224714 + Penalty 426.856671 = -15402.368043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.387997 sec): 3 clusters Score: Raw -15766.450892 + Penalty 847.275381 = -14919.175511 nChanged 35 SP:Iteration 1F (91.388521 sec): 3 clusters Score: Raw -15798.482522 + Penalty 851.200610 = -14947.281912 nChanged 7 SP:Iteration 2Q (91.389044 sec): 3 clusters Score: Raw -15809.691958 + Penalty 849.765641 = -14959.926317 nChanged 3 SP:Iteration 3Q (91.389584 sec): 3 clusters Score: Raw -15811.529578 + Penalty 850.594495 = -14960.935083 nChanged 2 SP:Iteration 4Q (91.390111 sec): 3 clusters Score: Raw -15814.783403 + Penalty 851.478133 = -14963.305270 nChanged 3 SP:Iteration 5Q (91.390632 sec): 3 clusters Score: Raw -15819.801811 + Penalty 851.478133 = -14968.323679 nChanged 0 SP:Iteration 6F (91.391154 sec): 3 clusters Score: Raw -15819.801811 + Penalty 851.478133 = -14968.323679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.391723 sec): 2 clusters Score: Raw -2676.707191 + Penalty 213.613558 = -2463.093633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.391997 sec): 3 clusters Score: Raw -2676.677970 + Penalty 420.324935 = -2256.353035 nChanged 1 SP:Iteration 1Q (91.392259 sec): 3 clusters Score: Raw -2678.917668 + Penalty 421.638785 = -2257.278883 nChanged 1 SP:Iteration 2Q (91.392526 sec): 3 clusters Score: Raw -2684.312245 + Penalty 430.137916 = -2254.174329 nChanged 2 SP:Iteration 3F (91.392786 sec): 3 clusters Score: Raw -2690.169010 + Penalty 430.137916 = -2260.031094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.393849 sec): 2 clusters Score: Raw -18388.402096 + Penalty 571.963444 = -17816.438652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.394445 sec): 3 clusters Score: Raw -18313.139537 + Penalty 1138.287307 = -17174.852229 nChanged 42 SP:Iteration 1F (91.395011 sec): 3 clusters Score: Raw -18352.054812 + Penalty 1132.748593 = -17219.306219 nChanged 21 SP:Iteration 2F (91.395580 sec): 3 clusters Score: Raw -18373.369476 + Penalty 1135.908974 = -17237.460501 nChanged 7 SP:Iteration 3Q (91.396180 sec): 3 clusters Score: Raw -18380.870137 + Penalty 1143.449720 = -17237.420417 nChanged 6 SP:Iteration 4F (91.396753 sec): 3 clusters Score: Raw -18388.029154 + Penalty 1147.906865 = -17240.122289 nChanged 3 SP:Iteration 5Q (91.397318 sec): 3 clusters Score: Raw -18391.974608 + Penalty 1154.175528 = -17237.799079 nChanged 3 SP:Iteration 6F (91.397885 sec): 3 clusters Score: Raw -18397.946801 + Penalty 1158.875580 = -17239.071221 nChanged 4 SP:Iteration 7Q (91.398450 sec): 3 clusters Score: Raw -18406.737884 + Penalty 1167.453042 = -17239.284842 nChanged 3 SP:Iteration 8Q (91.399035 sec): 3 clusters Score: Raw -18411.837886 + Penalty 1169.538286 = -17242.299600 nChanged 1 SP:Iteration 9Q (91.399601 sec): 3 clusters Score: Raw -18412.417358 + Penalty 1169.538286 = -17242.879072 nChanged 0 SP:Iteration 10F (91.400168 sec): 3 clusters Score: Raw -18412.417358 + Penalty 1169.538286 = -17242.879072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.401041 sec): 2 clusters Score: Raw -12308.159683 + Penalty 382.484987 = -11925.674696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.401536 sec): 3 clusters Score: Raw -12268.321212 + Penalty 766.005719 = -11502.315494 nChanged 30 SP:Iteration 1F (91.402023 sec): 3 clusters Score: Raw -12302.703334 + Penalty 767.747637 = -11534.955697 nChanged 12 SP:Iteration 2F (91.402511 sec): 3 clusters Score: Raw -12319.252534 + Penalty 770.986311 = -11548.266223 nChanged 10 SP:Iteration 3F (91.402998 sec): 3 clusters Score: Raw -12331.038584 + Penalty 777.057844 = -11553.980741 nChanged 5 SP:Iteration 4Q (91.403494 sec): 3 clusters Score: Raw -12335.504231 + Penalty 782.920890 = -11552.583341 nChanged 4 SP:Iteration 5F (91.403987 sec): 3 clusters Score: Raw -12344.048097 + Penalty 784.446927 = -11559.601170 nChanged 2 SP:Iteration 6Q (91.404459 sec): 3 clusters Score: Raw -12348.550238 + Penalty 784.446927 = -11564.103310 nChanged 0 SP:Iteration 7F (91.404946 sec): 3 clusters Score: Raw -12348.550238 + Penalty 784.446927 = -11564.103310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.405472 sec): 2 clusters Score: Raw -1135.813163 + Penalty 276.865661 = -858.947502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.405707 sec): 3 clusters Score: Raw -1138.371347 + Penalty 607.590409 = -530.780937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.406311 sec): 2 clusters Score: Raw -4386.338768 + Penalty 462.935055 = -3923.403714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.406615 sec): 3 clusters Score: Raw -4425.679108 + Penalty 927.130152 = -3498.548956 nChanged 1 SP:Iteration 1Q (91.406906 sec): 3 clusters Score: Raw -4428.740024 + Penalty 928.919992 = -3499.820032 nChanged 1 SP:Iteration 2Q (91.407195 sec): 3 clusters Score: Raw -4430.655921 + Penalty 928.919992 = -3501.735929 nChanged 0 SP:Iteration 3F (91.407492 sec): 3 clusters Score: Raw -4430.655921 + Penalty 928.919992 = -3501.735929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.408161 sec): 2 clusters Score: Raw -5964.583648 + Penalty 464.448094 = -5500.135554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.408501 sec): 3 clusters Score: Raw -5996.331032 + Penalty 928.975251 = -5067.355780 nChanged 5 SP:Iteration 1F (91.408834 sec): 3 clusters Score: Raw -6010.939672 + Penalty 928.896189 = -5082.043484 nChanged 1 SP:Iteration 2Q (91.409158 sec): 3 clusters Score: Raw -6012.425108 + Penalty 928.896189 = -5083.528919 nChanged 0 SP:Iteration 3F (91.409513 sec): 3 clusters Score: Raw -6012.425108 + Penalty 928.896189 = -5083.528919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.410519 sec): 2 clusters Score: Raw -17390.328560 + Penalty 634.735412 = -16755.593149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.411110 sec): 3 clusters Score: Raw -17349.000506 + Penalty 1268.443131 = -16080.557375 nChanged 40 SP:Iteration 1F (91.411684 sec): 3 clusters Score: Raw -17416.825384 + Penalty 1269.776575 = -16147.048809 nChanged 10 SP:Iteration 2Q (91.412261 sec): 3 clusters Score: Raw -17433.277304 + Penalty 1270.327013 = -16162.950290 nChanged 4 SP:Iteration 3Q (91.412817 sec): 3 clusters Score: Raw -17439.992899 + Penalty 1270.674623 = -16169.318275 nChanged 1 SP:Iteration 4Q (91.413368 sec): 3 clusters Score: Raw -17443.875841 + Penalty 1270.467093 = -16173.408748 nChanged 2 SP:Iteration 5Q (91.413917 sec): 3 clusters Score: Raw -17446.879906 + Penalty 1270.467093 = -16176.412813 nChanged 0 SP:Iteration 6F (91.414482 sec): 3 clusters Score: Raw -17446.879906 + Penalty 1270.467093 = -16176.412813 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 (91.415488 sec): 2 clusters Score: Raw -9650.941821 + Penalty 556.287738 = -9094.654083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.415900 sec): 3 clusters Score: Raw -9687.458920 + Penalty 1121.389553 = -8566.069367 nChanged 16 SP:Iteration 1F (91.416304 sec): 3 clusters Score: Raw -9728.687718 + Penalty 1126.978294 = -8601.709424 nChanged 8 SP:Iteration 2F (91.416727 sec): 3 clusters Score: Raw -9745.038954 + Penalty 1126.978294 = -8618.060659 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 38 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.421549 sec): 2 clusters Score: Raw -117178.107833 + Penalty 483.922444 = -116694.185389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.424155 sec): 3 clusters Score: Raw -116442.492469 + Penalty 982.840289 = -115459.652180 nChanged 507 SP:Iteration 1F (91.426742 sec): 3 clusters Score: Raw -116810.557093 + Penalty 994.103761 = -115816.453332 nChanged 146 SP:Iteration 2F (91.429307 sec): 3 clusters Score: Raw -116940.181456 + Penalty 1015.325612 = -115924.855844 nChanged 103 SP:Iteration 3F (91.431855 sec): 3 clusters Score: Raw -117032.459706 + Penalty 1039.887838 = -115992.571868 nChanged 73 SP:Iteration 4F (91.434415 sec): 3 clusters Score: Raw -117103.454035 + Penalty 1060.347053 = -116043.106982 nChanged 53 SP:Iteration 5Q (91.436992 sec): 3 clusters Score: Raw -117154.536942 + Penalty 1067.778608 = -116086.758334 nChanged 26 SP:Iteration 6Q (91.439494 sec): 3 clusters Score: Raw -117175.564604 + Penalty 1073.987179 = -116101.577426 nChanged 21 SP:Iteration 7Q (91.442042 sec): 3 clusters Score: Raw -117195.505667 + Penalty 1080.095650 = -116115.410016 nChanged 19 SP:Iteration 8Q (91.444519 sec): 3 clusters Score: Raw -117208.692295 + Penalty 1082.542253 = -116126.150042 nChanged 8 SP:Iteration 9Q (91.446976 sec): 3 clusters Score: Raw -117213.742249 + Penalty 1086.529860 = -116127.212389 nChanged 8 SP:Iteration 10F (91.449516 sec): 3 clusters Score: Raw -117219.676590 + Penalty 1093.776239 = -116125.900351 nChanged 10 SP:Iteration 11F (91.452060 sec): 3 clusters Score: Raw -117224.223266 + Penalty 1093.776239 = -116130.447027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.454500 sec): 2 clusters Score: Raw -24272.608396 + Penalty 904.202259 = -23368.406136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.455280 sec): 3 clusters Score: Raw -24287.769374 + Penalty 1806.990898 = -22480.778476 nChanged 55 SP:Iteration 1F (91.456084 sec): 3 clusters Score: Raw -24401.444884 + Penalty 1806.210139 = -22595.234745 nChanged 14 SP:Iteration 2Q (91.456811 sec): 3 clusters Score: Raw -24438.387578 + Penalty 1805.748332 = -22632.639246 nChanged 12 SP:Iteration 3Q (91.457519 sec): 3 clusters Score: Raw -24463.596127 + Penalty 1805.384062 = -22658.212065 nChanged 6 SP:Iteration 4Q (91.458216 sec): 3 clusters Score: Raw -24483.182436 + Penalty 1805.277899 = -22677.904537 nChanged 2 SP:Iteration 5Q (91.458931 sec): 3 clusters Score: Raw -24493.910284 + Penalty 1804.894596 = -22689.015688 nChanged 2 SP:Iteration 6Q (91.459633 sec): 3 clusters Score: Raw -24495.363835 + Penalty 1804.894596 = -22690.469238 nChanged 0 SP:Iteration 7F (91.460372 sec): 3 clusters Score: Raw -24495.363835 + Penalty 1804.894596 = -22690.469238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.462237 sec): 2 clusters Score: Raw -13352.833597 + Penalty 320.000589 = -13032.833008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.462761 sec): 3 clusters Score: Raw -13306.656443 + Penalty 640.047822 = -12666.608621 nChanged 36 SP:Iteration 1F (91.463275 sec): 3 clusters Score: Raw -13344.558409 + Penalty 637.953915 = -12706.604494 nChanged 12 SP:Iteration 2F (91.463786 sec): 3 clusters Score: Raw -13362.094631 + Penalty 638.143252 = -12723.951380 nChanged 6 SP:Iteration 3Q (91.464293 sec): 3 clusters Score: Raw -13371.016360 + Penalty 642.336534 = -12728.679825 nChanged 4 SP:Iteration 4Q (91.464794 sec): 3 clusters Score: Raw -13377.985633 + Penalty 642.894151 = -12735.091482 nChanged 2 SP:Iteration 5Q (91.465295 sec): 3 clusters Score: Raw -13381.161702 + Penalty 643.312297 = -12737.849404 nChanged 2 SP:Iteration 6Q (91.465799 sec): 3 clusters Score: Raw -13385.464529 + Penalty 641.565213 = -12743.899316 nChanged 2 SP:Iteration 7Q (91.466308 sec): 3 clusters Score: Raw -13389.134060 + Penalty 641.261091 = -12747.872969 nChanged 2 SP:Iteration 8Q (91.466803 sec): 3 clusters Score: Raw -13391.927047 + Penalty 640.443887 = -12751.483160 nChanged 3 SP:Iteration 9Q (91.467297 sec): 3 clusters Score: Raw -13397.353840 + Penalty 637.581926 = -12759.771914 nChanged 4 SP:Iteration 10F (91.467807 sec): 3 clusters Score: Raw -13403.610998 + Penalty 637.495106 = -12766.115892 nChanged 1 SP:Iteration 11Q (91.468298 sec): 3 clusters Score: Raw -13404.168403 + Penalty 637.753105 = -12766.415298 nChanged 1 SP:Iteration 12Q (91.468785 sec): 3 clusters Score: Raw -13404.968431 + Penalty 638.658668 = -12766.309763 nChanged 1 SP:Iteration 13F (91.469294 sec): 3 clusters Score: Raw -13406.026522 + Penalty 638.561868 = -12767.464654 nChanged 1 SP:Iteration 14Q (91.469781 sec): 3 clusters Score: Raw -13406.413215 + Penalty 639.062163 = -12767.351052 nChanged 1 SP:Iteration 15F (91.470297 sec): 3 clusters Score: Raw -13406.938511 + Penalty 639.062163 = -12767.876348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.471176 sec): 2 clusters Score: Raw -12442.751495 + Penalty 528.538169 = -11914.213326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.471666 sec): 3 clusters Score: Raw -12457.196212 + Penalty 1057.076339 = -11400.119873 nChanged 18 SP:Iteration 1F (91.472145 sec): 3 clusters Score: Raw -12488.427307 + Penalty 1056.426777 = -11432.000530 nChanged 9 SP:Iteration 2F (91.472626 sec): 3 clusters Score: Raw -12507.486317 + Penalty 1058.560735 = -11448.925583 nChanged 5 SP:Iteration 3Q (91.473091 sec): 3 clusters Score: Raw -12519.038995 + Penalty 1057.760239 = -11461.278756 nChanged 1 SP:Iteration 4Q (91.473552 sec): 3 clusters Score: Raw -12522.532222 + Penalty 1057.760239 = -11464.771983 nChanged 0 SP:Iteration 5F (91.474030 sec): 3 clusters Score: Raw -12522.532222 + Penalty 1057.760239 = -11464.771983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.474554 sec): 2 clusters Score: Raw -626.733128 + Penalty 205.830020 = -420.903108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.474778 sec): 3 clusters Score: Raw -630.624872 + Penalty 417.755971 = -212.868900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.477776 sec): 2 clusters Score: Raw -49252.356426 + Penalty 891.553204 = -48360.803222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.478978 sec): 3 clusters Score: Raw -49051.717977 + Penalty 1782.995402 = -47268.722575 nChanged 157 SP:Iteration 1F (91.480176 sec): 3 clusters Score: Raw -49214.566664 + Penalty 1782.774382 = -47431.792282 nChanged 44 SP:Iteration 2F (91.481356 sec): 3 clusters Score: Raw -49268.578167 + Penalty 1782.441409 = -47486.136758 nChanged 19 SP:Iteration 3Q (91.482521 sec): 3 clusters Score: Raw -49291.033288 + Penalty 1782.168639 = -47508.864649 nChanged 15 SP:Iteration 4Q (91.483678 sec): 3 clusters Score: Raw -49306.354426 + Penalty 1781.972547 = -47524.381879 nChanged 6 SP:Iteration 5Q (91.484849 sec): 3 clusters Score: Raw -49313.950400 + Penalty 1781.664055 = -47532.286344 nChanged 3 SP:Iteration 6Q (91.486006 sec): 3 clusters Score: Raw -49315.573371 + Penalty 1781.432765 = -47534.140606 nChanged 3 SP:Iteration 7Q (91.487156 sec): 3 clusters Score: Raw -49318.063572 + Penalty 1781.432765 = -47536.630806 nChanged 0 SP:Iteration 8F (91.488337 sec): 3 clusters Score: Raw -49318.063572 + Penalty 1781.432765 = -47536.630806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.488949 sec): 2 clusters Score: Raw -1561.063259 + Penalty 318.737983 = -1242.325276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.489200 sec): 3 clusters Score: Raw -1587.257187 + Penalty 637.475966 = -949.781221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.490400 sec): 2 clusters Score: Raw -22710.134984 + Penalty 517.360230 = -22192.774754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.491096 sec): 3 clusters Score: Raw -22607.044192 + Penalty 1032.852795 = -21574.191397 nChanged 65 SP:Iteration 1F (91.491779 sec): 3 clusters Score: Raw -22677.400773 + Penalty 1036.153968 = -21641.246805 nChanged 30 SP:Iteration 2F (91.492461 sec): 3 clusters Score: Raw -22711.712781 + Penalty 1036.777632 = -21674.935149 nChanged 11 SP:Iteration 3Q (91.493136 sec): 3 clusters Score: Raw -22722.672027 + Penalty 1038.611332 = -21684.060695 nChanged 5 SP:Iteration 4Q (91.493813 sec): 3 clusters Score: Raw -22725.499996 + Penalty 1038.611332 = -21686.888664 nChanged 0 SP:Iteration 5F (91.494500 sec): 3 clusters Score: Raw -22725.499996 + Penalty 1038.611332 = -21686.888664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.495005 sec): 2 clusters Score: Raw -608.694038 + Penalty 183.716148 = -424.977890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.495234 sec): 3 clusters Score: Raw -610.211997 + Penalty 368.470686 = -241.741311 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 (91.495731 sec): 2 clusters Score: Raw -783.140849 + Penalty 205.244927 = -577.895921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.495956 sec): 3 clusters Score: Raw -778.847329 + Penalty 343.819838 = -435.027490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.496459 sec): 2 clusters Score: Raw -161.082555 + Penalty 37.415339 = -123.667216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.496653 sec): 2 clusters Score: Raw -161.082555 + Penalty 37.415339 = -123.667216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.497224 sec): 2 clusters Score: Raw -3429.894728 + Penalty 371.721634 = -3058.173094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.497510 sec): 3 clusters Score: Raw -3457.113690 + Penalty 743.408833 = -2713.704857 nChanged 1 SP:Iteration 1Q (91.497785 sec): 3 clusters Score: Raw -3461.345207 + Penalty 743.443268 = -2717.901940 nChanged 1 SP:Iteration 2Q (91.498063 sec): 3 clusters Score: Raw -3464.301308 + Penalty 743.443268 = -2720.858040 nChanged 0 SP:Iteration 3F (91.498343 sec): 3 clusters Score: Raw -3464.301308 + Penalty 743.443268 = -2720.858040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.499409 sec): 2 clusters Score: Raw -12015.393198 + Penalty 742.635363 = -11272.757836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.499855 sec): 3 clusters Score: Raw -12066.099338 + Penalty 1485.381348 = -10580.717990 nChanged 7 SP:Iteration 1F (91.500294 sec): 3 clusters Score: Raw -12085.263497 + Penalty 1485.407385 = -10599.856112 nChanged 1 SP:Iteration 2Q (91.500717 sec): 3 clusters Score: Raw -12089.625273 + Penalty 1485.407385 = -10604.217887 nChanged 0 SP:Iteration 3F (91.501153 sec): 3 clusters Score: Raw -12089.625273 + Penalty 1485.407385 = -10604.217887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.502526 sec): 2 clusters Score: Raw -12149.418050 + Penalty 252.066611 = -11897.351439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.503001 sec): 3 clusters Score: Raw -12095.098324 + Penalty 504.693946 = -11590.404378 nChanged 40 SP:Iteration 1F (91.503466 sec): 3 clusters Score: Raw -12123.210164 + Penalty 504.136754 = -11619.073410 nChanged 5 SP:Iteration 2Q (91.503929 sec): 3 clusters Score: Raw -12128.119193 + Penalty 504.605850 = -11623.513343 nChanged 3 SP:Iteration 3Q (91.504392 sec): 3 clusters Score: Raw -12130.186770 + Penalty 505.547895 = -11624.638875 nChanged 4 SP:Iteration 4Q (91.504853 sec): 3 clusters Score: Raw -12133.899460 + Penalty 506.272531 = -11627.626930 nChanged 2 SP:Iteration 5Q (91.505314 sec): 3 clusters Score: Raw -12134.587970 + Penalty 507.119286 = -11627.468684 nChanged 2 SP:Iteration 6F (91.505780 sec): 3 clusters Score: Raw -12134.975666 + Penalty 507.119286 = -11627.856380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.506317 sec): 2 clusters Score: Raw -1587.276405 + Penalty 264.462369 = -1322.814036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.506566 sec): 3 clusters Score: Raw -1597.867193 + Penalty 535.923487 = -1061.943706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.507176 sec): 2 clusters Score: Raw -4051.114812 + Penalty 443.686140 = -3607.428672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.507482 sec): 3 clusters Score: Raw -4122.219950 + Penalty 887.676821 = -3234.543129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.508113 sec): 2 clusters Score: Raw -3356.405861 + Penalty 96.913503 = -3259.492358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.508417 sec): 3 clusters Score: Raw -3384.898549 + Penalty 191.287295 = -3193.611254 nChanged 8 SP:Iteration 1F (91.508713 sec): 3 clusters Score: Raw -3407.874195 + Penalty 189.907538 = -3217.966657 nChanged 2 SP:Iteration 2Q (91.508999 sec): 3 clusters Score: Raw -3412.723322 + Penalty 189.907538 = -3222.815784 nChanged 0 SP:Iteration 3F (91.509293 sec): 3 clusters Score: Raw -3412.723322 + Penalty 189.907538 = -3222.815784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.509797 sec): 2 clusters Score: Raw -1221.338786 + Penalty 274.871598 = -946.467187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.510033 sec): 3 clusters Score: Raw -1242.307720 + Penalty 553.359421 = -688.948299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.510512 sec): 2 clusters Score: Raw -437.206548 + Penalty 146.647858 = -290.558690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.510728 sec): 3 clusters Score: Raw -434.418708 + Penalty 282.593904 = -151.824804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.511203 sec): 2 clusters Score: Raw -348.311532 + Penalty 141.176238 = -207.135293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.511422 sec): 3 clusters Score: Raw -343.526623 + Penalty 269.395764 = -74.130859 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 66 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.513419 sec): 2 clusters Score: Raw -48644.276323 + Penalty 999.627876 = -47644.648448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.514648 sec): 3 clusters Score: Raw -48505.792434 + Penalty 1999.233699 = -46506.558734 nChanged 128 SP:Iteration 1F (91.515862 sec): 3 clusters Score: Raw -48632.957440 + Penalty 1999.365746 = -46633.591694 nChanged 35 SP:Iteration 2F (91.517034 sec): 3 clusters Score: Raw -48671.272170 + Penalty 1999.323447 = -46671.948723 nChanged 17 SP:Iteration 3Q (91.518180 sec): 3 clusters Score: Raw -48702.676771 + Penalty 1999.321475 = -46703.355296 nChanged 12 SP:Iteration 4Q (91.519315 sec): 3 clusters Score: Raw -48723.898220 + Penalty 1999.414221 = -46724.483999 nChanged 10 SP:Iteration 5Q (91.520446 sec): 3 clusters Score: Raw -48735.895667 + Penalty 1999.464310 = -46736.431356 nChanged 7 SP:Iteration 6Q (91.521592 sec): 3 clusters Score: Raw -48743.849369 + Penalty 1999.420310 = -46744.429059 nChanged 1 SP:Iteration 7Q (91.522720 sec): 3 clusters Score: Raw -48744.324187 + Penalty 1999.420310 = -46744.903877 nChanged 0 SP:Iteration 8F (91.523872 sec): 3 clusters Score: Raw -48744.324187 + Penalty 1999.420310 = -46744.903877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.524965 sec): 2 clusters Score: Raw -18367.446249 + Penalty 480.148575 = -17887.297675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.525587 sec): 3 clusters Score: Raw -18317.118050 + Penalty 955.154767 = -17361.963283 nChanged 57 SP:Iteration 1F (91.526185 sec): 3 clusters Score: Raw -18415.009682 + Penalty 949.357115 = -17465.652566 nChanged 24 SP:Iteration 2F (91.526775 sec): 3 clusters Score: Raw -18444.699180 + Penalty 952.073373 = -17492.625807 nChanged 6 SP:Iteration 3Q (91.527355 sec): 3 clusters Score: Raw -18453.533395 + Penalty 954.754382 = -17498.779013 nChanged 2 SP:Iteration 4Q (91.527934 sec): 3 clusters Score: Raw -18454.777513 + Penalty 954.779091 = -17499.998422 nChanged 1 SP:Iteration 5Q (91.528541 sec): 3 clusters Score: Raw -18455.353200 + Penalty 954.779091 = -17500.574109 nChanged 0 SP:Iteration 6F (91.529130 sec): 3 clusters Score: Raw -18455.353200 + Penalty 954.779091 = -17500.574109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.529678 sec): 2 clusters Score: Raw -1302.875455 + Penalty 266.667139 = -1036.208316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.529920 sec): 3 clusters Score: Raw -1320.145015 + Penalty 534.001111 = -786.143903 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 (91.530422 sec): 2 clusters Score: Raw -1038.103666 + Penalty 217.332227 = -820.771439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.530655 sec): 3 clusters Score: Raw -1051.481603 + Penalty 447.667795 = -603.813808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.531140 sec): 2 clusters Score: Raw -673.898583 + Penalty 172.053292 = -501.845291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.531365 sec): 3 clusters Score: Raw -674.968918 + Penalty 344.106584 = -330.862334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.531921 sec): 2 clusters Score: Raw -3001.551054 + Penalty 339.353724 = -2662.197331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.532206 sec): 3 clusters Score: Raw -3039.030031 + Penalty 680.952054 = -2358.077977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.532706 sec): 2 clusters Score: Raw -435.387562 + Penalty 146.585431 = -288.802131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.532932 sec): 3 clusters Score: Raw -431.169940 + Penalty 290.773021 = -140.396919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.534565 sec): 2 clusters Score: Raw -37773.110747 + Penalty 771.578209 = -37001.532538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.535562 sec): 3 clusters Score: Raw -37646.414700 + Penalty 1544.050398 = -36102.364301 nChanged 105 SP:Iteration 1F (91.536543 sec): 3 clusters Score: Raw -37746.598913 + Penalty 1544.931286 = -36201.667627 nChanged 21 SP:Iteration 2F (91.537509 sec): 3 clusters Score: Raw -37771.226041 + Penalty 1545.492865 = -36225.733177 nChanged 6 SP:Iteration 3Q (91.538457 sec): 3 clusters Score: Raw -37779.282225 + Penalty 1545.811863 = -36233.470362 nChanged 8 SP:Iteration 4Q (91.539372 sec): 3 clusters Score: Raw -37793.581634 + Penalty 1546.074358 = -36247.507276 nChanged 3 SP:Iteration 5Q (91.540288 sec): 3 clusters Score: Raw -37795.884004 + Penalty 1546.182614 = -36249.701390 nChanged 3 SP:Iteration 6Q (91.541205 sec): 3 clusters Score: Raw -37804.657273 + Penalty 1546.679249 = -36257.978024 nChanged 5 SP:Iteration 7Q (91.542110 sec): 3 clusters Score: Raw -37812.391316 + Penalty 1546.835557 = -36265.555760 nChanged 5 SP:Iteration 8Q (91.543011 sec): 3 clusters Score: Raw -37825.222872 + Penalty 1546.741191 = -36278.481681 nChanged 2 SP:Iteration 9Q (91.543913 sec): 3 clusters Score: Raw -37826.031841 + Penalty 1546.219880 = -36279.811961 nChanged 2 SP:Iteration 10F (91.544858 sec): 3 clusters Score: Raw -37827.083117 + Penalty 1546.219880 = -36280.863237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.545898 sec): 2 clusters Score: Raw -18588.664185 + Penalty 862.879239 = -17725.784946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.546473 sec): 3 clusters Score: Raw -18660.070443 + Penalty 1725.743458 = -16934.326985 nChanged 22 SP:Iteration 1F (91.547068 sec): 3 clusters Score: Raw -18734.999972 + Penalty 1725.735717 = -17009.264256 nChanged 5 SP:Iteration 2Q (91.547622 sec): 3 clusters Score: Raw -18751.645958 + Penalty 1725.713830 = -17025.932127 nChanged 2 SP:Iteration 3Q (91.548172 sec): 3 clusters Score: Raw -18757.083094 + Penalty 1725.688609 = -17031.394485 nChanged 2 SP:Iteration 4Q (91.548720 sec): 3 clusters Score: Raw -18769.767997 + Penalty 1725.652756 = -17044.115241 nChanged 3 SP:Iteration 5Q (91.549264 sec): 3 clusters Score: Raw -18777.303721 + Penalty 1725.652756 = -17051.650965 nChanged 0 SP:Iteration 6F (91.549844 sec): 3 clusters Score: Raw -18777.303721 + Penalty 1725.652756 = -17051.650965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.550583 sec): 2 clusters Score: Raw -7856.471630 + Penalty 577.442142 = -7279.029489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.550982 sec): 3 clusters Score: Raw -7900.695705 + Penalty 1160.466870 = -6740.228836 nChanged 7 SP:Iteration 1F (91.551357 sec): 3 clusters Score: Raw -7913.151060 + Penalty 1160.466870 = -6752.684191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.552436 sec): 2 clusters Score: Raw -20445.249419 + Penalty 664.113807 = -19781.135611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.553062 sec): 3 clusters Score: Raw -20403.009571 + Penalty 1335.480315 = -19067.529256 nChanged 38 SP:Iteration 1F (91.553678 sec): 3 clusters Score: Raw -20457.291237 + Penalty 1338.361127 = -19118.930109 nChanged 6 SP:Iteration 2Q (91.554284 sec): 3 clusters Score: Raw -20469.090726 + Penalty 1339.661996 = -19129.428730 nChanged 1 SP:Iteration 3Q (91.554889 sec): 3 clusters Score: Raw -20469.697821 + Penalty 1340.789799 = -19128.908022 nChanged 2 SP:Iteration 4F (91.555507 sec): 3 clusters Score: Raw -20473.626251 + Penalty 1339.628841 = -19133.997410 nChanged 4 SP:Iteration 5Q (91.556114 sec): 3 clusters Score: Raw -20478.663520 + Penalty 1340.268666 = -19138.394854 nChanged 2 SP:Iteration 6Q (91.556694 sec): 3 clusters Score: Raw -20479.673735 + Penalty 1340.534859 = -19139.138875 nChanged 1 SP:Iteration 7Q (91.557278 sec): 3 clusters Score: Raw -20480.113814 + Penalty 1340.534859 = -19139.578955 nChanged 0 SP:Iteration 8F (91.557873 sec): 3 clusters Score: Raw -20480.113814 + Penalty 1340.534859 = -19139.578955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.558754 sec): 2 clusters Score: Raw -14682.595540 + Penalty 691.517100 = -13991.078441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.559264 sec): 3 clusters Score: Raw -14691.591584 + Penalty 1383.003183 = -13308.588401 nChanged 20 SP:Iteration 1F (91.559757 sec): 3 clusters Score: Raw -14730.187215 + Penalty 1383.060872 = -13347.126342 nChanged 6 SP:Iteration 2Q (91.560232 sec): 3 clusters Score: Raw -14748.947368 + Penalty 1383.071241 = -13365.876127 nChanged 1 SP:Iteration 3Q (91.560700 sec): 3 clusters Score: Raw -14751.012576 + Penalty 1383.169756 = -13367.842821 nChanged 1 SP:Iteration 4Q (91.561184 sec): 3 clusters Score: Raw -14751.782532 + Penalty 1383.342390 = -13368.440142 nChanged 1 SP:Iteration 5Q (91.561661 sec): 3 clusters Score: Raw -14753.090964 + Penalty 1383.231315 = -13369.859649 nChanged 1 SP:Iteration 6Q (91.562138 sec): 3 clusters Score: Raw -14761.757482 + Penalty 1383.172094 = -13378.585388 nChanged 1 SP:Iteration 7Q (91.562641 sec): 3 clusters Score: Raw -14765.100514 + Penalty 1383.172094 = -13381.928420 nChanged 0 SP:Iteration 8F (91.563139 sec): 3 clusters Score: Raw -14765.100514 + Penalty 1383.172094 = -13381.928420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.563661 sec): 2 clusters Score: Raw -1269.509034 + Penalty 256.563662 = -1012.945372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.563901 sec): 3 clusters Score: Raw -1269.737501 + Penalty 522.225012 = -747.512489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.564814 sec): 2 clusters Score: Raw -15220.023580 + Penalty 680.587610 = -14539.435970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.565343 sec): 3 clusters Score: Raw -15244.969963 + Penalty 1363.161612 = -13881.808352 nChanged 29 SP:Iteration 1F (91.565869 sec): 3 clusters Score: Raw -15291.311565 + Penalty 1363.218504 = -13928.093061 nChanged 3 SP:Iteration 2Q (91.566377 sec): 3 clusters Score: Raw -15295.486304 + Penalty 1363.192802 = -13932.293502 nChanged 3 SP:Iteration 3Q (91.566883 sec): 3 clusters Score: Raw -15297.389588 + Penalty 1363.192802 = -13934.196786 nChanged 0 SP:Iteration 4F (91.567402 sec): 3 clusters Score: Raw -15297.389588 + Penalty 1363.192802 = -13934.196786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.567864 sec): 2 clusters Score: Raw -76.995066 + Penalty 0.000000 = -76.995066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.568051 sec): 2 clusters Score: Raw -76.995066 + Penalty 0.000000 = -76.995066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.568536 sec): 2 clusters Score: Raw -532.893985 + Penalty 160.243814 = -372.650171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.568754 sec): 3 clusters Score: Raw -530.327690 + Penalty 306.890193 = -223.437497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.569234 sec): 2 clusters Score: Raw -534.718489 + Penalty 184.287526 = -350.430963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.569454 sec): 3 clusters Score: Raw -532.159797 + Penalty 368.575052 = -163.584745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.570155 sec): 2 clusters Score: Raw -7925.023306 + Penalty 512.819470 = -7412.203836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.570527 sec): 3 clusters Score: Raw -7938.876521 + Penalty 1024.591618 = -6914.284903 nChanged 3 SP:Iteration 1Q (91.570891 sec): 3 clusters Score: Raw -7945.107692 + Penalty 1024.591618 = -6920.516074 nChanged 0 SP:Iteration 2F (91.571256 sec): 3 clusters Score: Raw -7945.107692 + Penalty 1024.591618 = -6920.516074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.571739 sec): 2 clusters Score: Raw -535.198722 + Penalty 149.728201 = -385.470521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.571959 sec): 3 clusters Score: Raw -525.657106 + Penalty 278.958322 = -246.698784 nChanged 1 SP:Iteration 1F (91.572174 sec): 3 clusters Score: Raw -528.925228 + Penalty 149.728201 = -379.197027 nChanged 1 SP:Iteration 2F (91.572376 sec): 2 clusters Score: Raw -535.198722 + Penalty 149.728201 = -385.470521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.572882 sec): 2 clusters Score: Raw -438.647278 + Penalty 142.167299 = -296.479979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.573100 sec): 3 clusters Score: Raw -434.862815 + Penalty 296.872498 = -137.990318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.573579 sec): 2 clusters Score: Raw -404.768486 + Penalty 72.481636 = -332.286850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.573795 sec): 3 clusters Score: Raw -403.872773 + Penalty 181.477685 = -222.395088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.574288 sec): 2 clusters Score: Raw -851.917684 + Penalty 198.278164 = -653.639520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.574518 sec): 3 clusters Score: Raw -863.479759 + Penalty 394.635307 = -468.844453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.574992 sec): 2 clusters Score: Raw -250.919137 + Penalty 74.575120 = -176.344017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.575206 sec): 3 clusters Score: Raw -246.723969 + Penalty 170.548026 = -76.175943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.575689 sec): 2 clusters Score: Raw -532.352389 + Penalty 179.835875 = -352.516514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.575910 sec): 3 clusters Score: Raw -528.550213 + Penalty 368.094634 = -160.455578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.576394 sec): 2 clusters Score: Raw -638.245656 + Penalty 210.203687 = -428.041968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.576617 sec): 3 clusters Score: Raw -636.478576 + Penalty 426.243392 = -210.235184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.577105 sec): 2 clusters Score: Raw -511.856515 + Penalty 170.237523 = -341.618992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.577324 sec): 3 clusters Score: Raw -511.569462 + Penalty 362.908085 = -148.661377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.577806 sec): 2 clusters Score: Raw -634.552079 + Penalty 202.640633 = -431.911447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.578028 sec): 3 clusters Score: Raw -629.961711 + Penalty 382.098941 = -247.862770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.578506 sec): 2 clusters Score: Raw -532.919088 + Penalty 177.219066 = -355.700022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.578726 sec): 3 clusters Score: Raw -534.223959 + Penalty 354.438132 = -179.785827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.579208 sec): 2 clusters Score: Raw -592.980674 + Penalty 207.228150 = -385.752524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.579440 sec): 3 clusters Score: Raw -623.923889 + Penalty 377.219684 = -246.704205 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 (91.579914 sec): 2 clusters Score: Raw -264.146523 + Penalty 105.709163 = -158.437360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.580110 sec): 2 clusters Score: Raw -264.146523 + Penalty 105.709163 = -158.437360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.580578 sec): 2 clusters Score: Raw -162.975761 + Penalty 28.947909 = -134.027852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.580781 sec): 3 clusters Score: Raw -160.441635 + Penalty 57.895818 = -102.545816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.581252 sec): 2 clusters Score: Raw -176.242884 + Penalty 65.391996 = -110.850888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.581464 sec): 3 clusters Score: Raw -167.757404 + Penalty 130.783993 = -36.973411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.581943 sec): 2 clusters Score: Raw -453.771690 + Penalty 157.521246 = -296.250444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.582160 sec): 3 clusters Score: Raw -445.734496 + Penalty 314.502166 = -131.232330 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 (91.582637 sec): 2 clusters Score: Raw -418.026320 + Penalty 162.658596 = -255.367724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.582852 sec): 3 clusters Score: Raw -416.354518 + Penalty 333.842079 = -82.512439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.583374 sec): 2 clusters Score: Raw -1878.573512 + Penalty 343.275367 = -1535.298144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.583624 sec): 3 clusters Score: Raw -1906.002093 + Penalty 686.548844 = -1219.453250 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 (91.584108 sec): 2 clusters Score: Raw -527.258586 + Penalty 171.456980 = -355.801606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.584311 sec): 2 clusters Score: Raw -527.258586 + Penalty 171.456980 = -355.801606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.584783 sec): 2 clusters Score: Raw -352.062573 + Penalty 128.119890 = -223.942683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.584983 sec): 2 clusters Score: Raw -352.062573 + Penalty 128.119890 = -223.942683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.585480 sec): 2 clusters Score: Raw -989.891555 + Penalty 244.426706 = -745.464850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.585712 sec): 3 clusters Score: Raw -993.644970 + Penalty 493.783620 = -499.861350 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 (91.586179 sec): 2 clusters Score: Raw -80.811221 + Penalty 0.000000 = -80.811221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.586386 sec): 2 clusters Score: Raw -80.811221 + Penalty 0.000000 = -80.811221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.586879 sec): 2 clusters Score: Raw -910.824769 + Penalty 227.149510 = -683.675259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.587107 sec): 3 clusters Score: Raw -914.181002 + Penalty 454.299021 = -459.881981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 185 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.587734 sec): 2 clusters Score: Raw -5374.590739 + Penalty 430.744426 = -4943.846313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.588053 sec): 3 clusters Score: Raw -5382.140558 + Penalty 860.189670 = -4521.950888 nChanged 3 SP:Iteration 1F (91.588367 sec): 3 clusters Score: Raw -5388.153910 + Penalty 865.286321 = -4522.867589 nChanged 2 SP:Iteration 2Q (91.588677 sec): 3 clusters Score: Raw -5396.299030 + Penalty 865.286321 = -4531.012709 nChanged 0 SP:Iteration 3F (91.588991 sec): 3 clusters Score: Raw -5396.299030 + Penalty 865.286321 = -4531.012709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.589493 sec): 2 clusters Score: Raw -1093.138497 + Penalty 253.925737 = -839.212760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.589727 sec): 3 clusters Score: Raw -1099.789818 + Penalty 501.403517 = -598.386300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.590211 sec): 2 clusters Score: Raw -430.920767 + Penalty 144.287455 = -286.633312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.590411 sec): 2 clusters Score: Raw -430.920767 + Penalty 144.287455 = -286.633312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.590882 sec): 2 clusters Score: Raw -263.615126 + Penalty 87.847997 = -175.767129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.591091 sec): 3 clusters Score: Raw -256.267725 + Penalty 172.120312 = -84.147413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.591557 sec): 2 clusters Score: Raw -454.013065 + Penalty 10.594156 = -443.418909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.591749 sec): 3 clusters Score: Raw -452.241950 + Penalty 27.729745 = -424.512204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.592215 sec): 2 clusters Score: Raw -175.983924 + Penalty 65.800392 = -110.183532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.592410 sec): 2 clusters Score: Raw -175.983924 + Penalty 65.800392 = -110.183532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.592882 sec): 2 clusters Score: Raw -330.135197 + Penalty 106.220346 = -223.914851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.593096 sec): 3 clusters Score: Raw -330.484521 + Penalty 223.081071 = -107.403451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.593568 sec): 2 clusters Score: Raw -364.697288 + Penalty 145.976172 = -218.721116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.593801 sec): 3 clusters Score: Raw -352.856230 + Penalty 291.952345 = -60.903885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.594277 sec): 2 clusters Score: Raw -270.519260 + Penalty 98.446007 = -172.073252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.594490 sec): 3 clusters Score: Raw -260.159435 + Penalty 199.395591 = -60.763843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.594966 sec): 2 clusters Score: Raw -356.217520 + Penalty 124.128966 = -232.088554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.595178 sec): 3 clusters Score: Raw -347.645210 + Penalty 248.257932 = -99.387279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 226 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.595657 sec): 2 clusters Score: Raw -506.211410 + Penalty 108.848990 = -397.362420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.595878 sec): 3 clusters Score: Raw -507.559403 + Penalty 258.233756 = -249.325648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.596341 sec): 2 clusters Score: Raw -82.746982 + Penalty 0.000000 = -82.746982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.596533 sec): 2 clusters Score: Raw -82.746982 + Penalty 0.000000 = -82.746982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.597007 sec): 2 clusters Score: Raw -361.790508 + Penalty 140.660181 = -221.130327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.597221 sec): 3 clusters Score: Raw -353.017492 + Penalty 266.417015 = -86.600478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.597690 sec): 2 clusters Score: Raw -268.126039 + Penalty 110.231218 = -157.894821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.597900 sec): 3 clusters Score: Raw -263.170972 + Penalty 198.802126 = -64.368846 nChanged 0 Deleting Class 30 (13 points): Lose 46.677451 but Gain 1137.792282 Iteration 119Q (91.803731 sec): 106 clusters Score: Raw -3004549.899823 + Penalty 101779.276996 = -2902770.622826 nChanged 19 Deleting Class 123 (7 points): Lose 47.057425 but Gain 1138.649948 Iteration 120F (93.655495 sec): 105 clusters Score: Raw -3004530.223194 + Penalty 100672.275328 = -2903857.947866 nChanged 22 Deleting Class 56 (131 points): Lose 516.102131 but Gain 1605.669326 Iteration 121Q (93.845819 sec): 104 clusters Score: Raw -3004066.262816 + Penalty 99196.482987 = -2904869.779829 nChanged 159 Deleting Class 210 (4 points): Lose 28.638898 but Gain 1109.939224 Iteration 122Q (94.043779 sec): 103 clusters Score: Raw -3004277.760329 + Penalty 98118.233892 = -2906159.526437 nChanged 47 Deleting Class 128 (7 points): Lose 20.006433 but Gain 1097.681724 Iteration 123Q (94.234654 sec): 102 clusters Score: Raw -3004294.803137 + Penalty 97027.740197 = -2907267.062940 nChanged 64 Deleting Class 149 (21 points): Lose 113.905211 but Gain 1188.491679 Iteration 124Q (94.436643 sec): 101 clusters Score: Raw -3004224.841044 + Penalty 95865.016049 = -2908359.824995 nChanged 74 Deleting Class 43 (7 points): Lose 46.212970 but Gain 1114.958277 Iteration 125Q (94.636479 sec): 100 clusters Score: Raw -3004258.660866 + Penalty 94775.869350 = -2909482.791516 nChanged 51 Deleting Class 31 (50 points): Lose 181.279580 but Gain 1247.358674 Iteration 126Q (94.830600 sec): 99 clusters Score: Raw -3004117.279492 + Penalty 93651.974625 = -2910465.304867 nChanged 90 Deleting Class 103 (6 points): Lose 19.537370 but Gain 1084.148854 Iteration 127Q (95.025434 sec): 98 clusters Score: Raw -3004204.629201 + Penalty 92607.940792 = -2911596.688409 nChanged 59 Deleting Class 46 (18 points): Lose 100.165162 but Gain 1162.392499 Iteration 128Q (95.217448 sec): 97 clusters Score: Raw -3004151.349525 + Penalty 91476.576447 = -2912674.773078 nChanged 62 Deleting Class 24 (40 points): Lose 204.271962 but Gain 1257.433776 Iteration 129Q (95.409045 sec): 96 clusters Score: Raw -3004009.950737 + Penalty 90295.530539 = -2913714.420199 nChanged 84 Deleting Class 233 (5 points): Lose 63.738422 but Gain 1168.053188 Iteration 130F (97.107012 sec): 95 clusters Score: Raw -3004042.112015 + Penalty 89179.695395 = -2914862.416620 nChanged 54 Deleting Class 64 (4 points): Lose 34.335308 but Gain 1073.442616 Iteration 131Q (97.296190 sec): 94 clusters Score: Raw -3004049.115233 + Penalty 88145.221585 = -2915903.893648 nChanged 35 Deleting Class 193 (12 points): Lose 38.707690 but Gain 1077.132990 Iteration 132Q (97.484816 sec): 93 clusters Score: Raw -3004034.769922 + Penalty 87060.473850 = -2916974.296072 nChanged 34 Deleting Class 62 (14 points): Lose 71.082795 but Gain 1097.877101 Iteration 133Q (97.671332 sec): 92 clusters Score: Raw -3003987.797052 + Penalty 86256.567468 = -2917731.229584 nChanged 27 Deleting Class 122 (6 points): Lose 38.555634 but Gain 1057.960148 Iteration 134Q (97.860849 sec): 91 clusters Score: Raw -3003983.487388 + Penalty 85345.345004 = -2918638.142384 nChanged 16 Deleting Class 131 (6 points): Lose 25.585960 but Gain 1042.565666 Iteration 135Q (98.038726 sec): 90 clusters Score: Raw -3003996.460567 + Penalty 84317.063610 = -2919679.396956 nChanged 18 Deleting Class 236 (3 points): Lose 42.046258 but Gain 1057.627749 Iteration 136Q (98.215754 sec): 89 clusters Score: Raw -3003972.844411 + Penalty 83270.279292 = -2920702.565119 nChanged 14 Deleting Class 178 (9 points): Lose 34.780500 but Gain 1048.243495 Iteration 137Q (98.393133 sec): 88 clusters Score: Raw -3003948.481060 + Penalty 82238.403488 = -2921710.077572 nChanged 17 Deleting Class 168 (6 points): Lose 58.040933 but Gain 1070.879448 Iteration 138Q (98.569106 sec): 87 clusters Score: Raw -3003908.255498 + Penalty 81176.572562 = -2922731.682936 nChanged 14 Deleting Class 171 (11 points): Lose 69.955891 but Gain 1074.462164 Iteration 139Q (98.755144 sec): 86 clusters Score: Raw -3003856.033085 + Penalty 80112.636706 = -2923743.396379 nChanged 20 Deleting Class 133 (3 points): Lose 18.052887 but Gain 1014.240306 Iteration 140F (100.290742 sec): 85 clusters Score: Raw -3003868.989966 + Penalty 79121.534021 = -2924747.455945 nChanged 11 Deleting Class 144 (5 points): Lose 37.628168 but Gain 1031.662380 Iteration 141Q (100.464601 sec): 84 clusters Score: Raw -3003856.457913 + Penalty 78104.003605 = -2925752.454308 nChanged 13 Deleting Class 163 (6 points): Lose 15.591798 but Gain 1008.667770 Iteration 142Q (100.639575 sec): 83 clusters Score: Raw -3003861.580123 + Penalty 77101.968142 = -2926759.611981 nChanged 14 Deleting Class 206 (2 points): Lose 7.585081 but Gain 1000.635033 Iteration 143Q (100.817578 sec): 82 clusters Score: Raw -3003867.496836 + Penalty 76099.979289 = -2927767.517548 nChanged 8 Deleting Class 104 (94 points): Lose 224.329210 but Gain 1216.618024 Iteration 144Q (100.989187 sec): 81 clusters Score: Raw -3003648.134991 + Penalty 74917.865460 = -2928730.269531 nChanged 99 Deleting Class 95 (16 points): Lose 46.819370 but Gain 1043.829948 Iteration 145Q (101.163404 sec): 80 clusters Score: Raw -3003735.268411 + Penalty 73882.579737 = -2929852.688675 nChanged 29 Deleting Class 71 (15 points): Lose 79.244114 but Gain 1085.994087 Iteration 146Q (101.333552 sec): 79 clusters Score: Raw -3003683.045906 + Penalty 72710.362460 = -2930972.683445 nChanged 29 Deleting Class 140 (2 points): Lose 2.648533 but Gain 994.424507 Iteration 147Q (101.503177 sec): 78 clusters Score: Raw -3003717.905669 + Penalty 71731.652820 = -2931986.252849 nChanged 22 Deleting Class 90 (92 points): Lose 367.439532 but Gain 1351.559936 Iteration 148Q (101.679355 sec): 77 clusters Score: Raw -3003361.018967 + Penalty 70556.815356 = -2932804.203611 nChanged 104 Deleting Class 148 (5 points): Lose 90.511319 but Gain 1065.308705 Iteration 149Q (101.850719 sec): 76 clusters Score: Raw -3003453.947006 + Penalty 69448.905491 = -2934005.041514 nChanged 42 Deleting Class 36 (105 points): Lose 294.649556 but Gain 1259.938921 Iteration 150F (103.183154 sec): 75 clusters Score: Raw -3003213.390906 + Penalty 68218.267683 = -2934995.123223 nChanged 130 Deleting Class 55 (46 points): Lose 156.003947 but Gain 1102.111221 Iteration 151Q (103.355718 sec): 74 clusters Score: Raw -3003245.981732 + Penalty 67157.903603 = -2936088.078128 nChanged 77 Deleting Class 60 (55 points): Lose 261.250015 but Gain 1204.923470 Iteration 152Q (103.522367 sec): 73 clusters Score: Raw -3003081.142570 + Penalty 66029.291883 = -2937051.850686 nChanged 89 Deleting Class 63 (5 points): Lose 17.952054 but Gain 960.448717 Iteration 153Q (103.689192 sec): 72 clusters Score: Raw -3003214.982383 + Penalty 65084.939531 = -2938130.042852 nChanged 52 Deleting Class 49 (9 points): Lose 46.712751 but Gain 984.624567 Iteration 154Q (103.853171 sec): 71 clusters Score: Raw -3003205.614538 + Penalty 64124.661178 = -2939080.953360 nChanged 34 Deleting Class 80 (5 points): Lose 22.868136 but Gain 960.039858 Iteration 155Q (104.015261 sec): 70 clusters Score: Raw -3003223.296384 + Penalty 63196.673849 = -2940026.622535 nChanged 23 Deleting Class 93 (171 points): Lose 509.382398 but Gain 1445.622216 Iteration 156Q (104.178559 sec): 69 clusters Score: Raw -3002742.882922 + Penalty 61816.222401 = -2940926.660520 nChanged 182 Deleting Class 197 (5 points): Lose 10.224571 but Gain 944.989601 Iteration 157Q (104.343888 sec): 68 clusters Score: Raw -3003031.275811 + Penalty 60875.485962 = -2942155.789848 nChanged 62 Deleting Class 214 (4 points): Lose 12.734390 but Gain 943.822582 Iteration 158Q (104.505957 sec): 67 clusters Score: Raw -3003058.826599 + Penalty 59942.363767 = -2943116.462832 nChanged 38 Deleting Class 48 (7 points): Lose 69.764835 but Gain 995.169900 Iteration 159Q (104.664644 sec): 66 clusters Score: Raw -3003018.310673 + Penalty 58951.390200 = -2944066.920472 nChanged 23 Deleting Class 99 (6 points): Lose 18.016500 but Gain 942.701608 Iteration 160F (105.844733 sec): 65 clusters Score: Raw -3003026.353471 + Penalty 58018.381427 = -2945007.972044 nChanged 23 Deleting Class 76 (32 points): Lose 89.406100 but Gain 1013.543832 Iteration 161Q (106.001777 sec): 64 clusters Score: Raw -3002953.617981 + Penalty 57016.736121 = -2945936.881861 nChanged 41 Deleting Class 75 (10 points): Lose 44.472554 but Gain 968.173195 Iteration 162Q (106.160168 sec): 63 clusters Score: Raw -3002955.911830 + Penalty 56055.224712 = -2946900.687118 nChanged 19 Deleting Class 212 (3 points): Lose 21.459998 but Gain 944.553012 Iteration 163Q (106.315408 sec): 62 clusters Score: Raw -3002951.532566 + Penalty 55112.134676 = -2947839.397890 nChanged 10 Deleting Class 59 (15 points): Lose 69.537285 but Gain 988.413246 Iteration 164Q (106.469940 sec): 61 clusters Score: Raw -3002889.729384 + Penalty 54166.251459 = -2948723.477925 nChanged 18 Deleting Class 111 (5 points): Lose 12.623375 but Gain 931.103950 Iteration 165Q (106.623068 sec): 60 clusters Score: Raw -3002902.381077 + Penalty 53236.275295 = -2949666.105781 nChanged 7 Deleting Class 185 (62 points): Lose 200.200503 but Gain 1115.974717 Iteration 166Q (106.774795 sec): 59 clusters Score: Raw -3002708.491243 + Penalty 52118.624230 = -2950589.867013 nChanged 64 Deleting Class 73 (14 points): Lose 60.387923 but Gain 976.390321 Iteration 167Q (106.926635 sec): 58 clusters Score: Raw -3002737.410946 + Penalty 51144.670034 = -2951592.740912 nChanged 38 Deleting Class 126 (6 points): Lose 97.141676 but Gain 1001.493806 Iteration 168Q (107.090739 sec): 57 clusters Score: Raw -3002675.127727 + Penalty 50132.748587 = -2952542.379140 nChanged 25 Deleting Class 33 (76 points): Lose 287.597132 but Gain 1185.033088 Iteration 169Q (107.241695 sec): 56 clusters Score: Raw -3002407.939590 + Penalty 48980.191414 = -2953427.748175 nChanged 87 Deleting Class 132 (7 points): Lose 228.523772 but Gain 1122.531791 Iteration 170F (108.233414 sec): 55 clusters Score: Raw -3002319.743371 + Penalty 47840.153417 = -2954479.589954 nChanged 41 Deleting Class 14 (15 points): Lose 72.578442 but Gain 960.989698 Iteration 171Q (108.381764 sec): 54 clusters Score: Raw -3002306.365084 + Penalty 46942.844270 = -2955363.520814 nChanged 47 Deleting Class 23 (60 points): Lose 202.124297 but Gain 1084.875924 Iteration 172Q (108.529066 sec): 53 clusters Score: Raw -3002145.290629 + Penalty 45975.631871 = -2956169.658758 nChanged 81 Deleting Class 116 (10 points): Lose 45.036099 but Gain 907.678154 Iteration 173Q (108.676434 sec): 52 clusters Score: Raw -3002203.841685 + Penalty 45078.238240 = -2957125.603445 nChanged 34 Deleting Class 108 (4 points): Lose 18.639855 but Gain 875.116832 Iteration 174Q (108.821042 sec): 51 clusters Score: Raw -3002214.562645 + Penalty 44215.724334 = -2957998.838310 nChanged 26 Deleting Class 21 (19 points): Lose 61.577617 but Gain 906.497152 Iteration 175Q (108.966864 sec): 50 clusters Score: Raw -3002171.242694 + Penalty 43313.986918 = -2958857.255776 nChanged 33 Deleting Class 202 (3 points): Lose 8.494675 but Gain 842.869030 Iteration 176Q (109.109711 sec): 49 clusters Score: Raw -3002196.889882 + Penalty 42477.687429 = -2959719.202453 nChanged 17 Deleting Class 230 (1 points): Lose 4.950310 but Gain 703.976486 Iteration 177Q (109.251100 sec): 48 clusters Score: Raw -3002204.017382 + Penalty 41778.923841 = -2960425.093541 nChanged 10 Deleting Class 118 (3 points): Lose 28.969568 but Gain 715.520683 Iteration 178Q (109.391723 sec): 47 clusters Score: Raw -3002192.770649 + Penalty 41038.050664 = -2961154.719985 nChanged 11 Deleting Class 42 (136 points): Lose 462.739199 but Gain 1144.555283 Iteration 179Q (109.531666 sec): 46 clusters Score: Raw -3001745.661763 + Penalty 39916.077898 = -2961829.583865 nChanged 141 Deleting Class 209 (4 points): Lose 166.735296 but Gain 807.653239 Iteration 180F (110.354785 sec): 45 clusters Score: Raw -3001865.894152 + Penalty 39084.809941 = -2962781.084211 nChanged 29 Deleting Class 26 (210 points): Lose 365.532869 but Gain 916.750652 Iteration 181Q (110.494265 sec): 44 clusters Score: Raw -3001524.498022 + Penalty 38159.937052 = -2963364.560970 nChanged 224 Deleting Class 54 (2 points): Lose 28.305471 but Gain 568.979876 Iteration 182Q (110.636445 sec): 43 clusters Score: Raw -3001753.739788 + Penalty 37586.555480 = -2964167.184308 nChanged 39 Deleting Class 174 (1 points): Lose 10.441184 but Gain 550.320198 Iteration 183Q (110.772331 sec): 42 clusters Score: Raw -3001769.398795 + Penalty 37034.716007 = -2964734.682788 nChanged 32 Deleting Class 112 (9 points): Lose 56.266392 but Gain 575.700384 Iteration 184Q (110.907584 sec): 41 clusters Score: Raw -3001748.452670 + Penalty 36410.471558 = -2965337.981112 nChanged 31 Deleting Class 226 (5 points): Lose 35.189588 but Gain 541.416032 Iteration 185Q (111.041948 sec): 40 clusters Score: Raw -3001739.464259 + Penalty 35784.239608 = -2965955.224650 nChanged 17 Deleting Class 86 (201 points): Lose 1203.289731 but Gain 1708.919233 Iteration 186Q (111.175600 sec): 39 clusters Score: Raw -3000557.347278 + Penalty 34225.082439 = -2966332.264839 nChanged 215 Deleting Class 27 (19 points): Lose 32.264490 but Gain 516.446984 Iteration 187Q (111.312146 sec): 38 clusters Score: Raw -3001076.939682 + Penalty 33734.279157 = -2967342.660525 nChanged 68 Deleting Class 28 (340 points): Lose 727.410770 but Gain 1201.722299 Iteration 188Q (111.444439 sec): 37 clusters Score: Raw -3000431.056747 + Penalty 32575.331873 = -2967855.724874 nChanged 375 Deleting Class 11 (190 points): Lose 641.245902 but Gain 1111.479583 Iteration 189Q (111.581155 sec): 36 clusters Score: Raw -3000253.564531 + Penalty 31464.148716 = -2968789.415815 nChanged 254 Deleting Class 97 (4 points): Lose 72.883701 but Gain 534.318410 Iteration 190F (112.233671 sec): 35 clusters Score: Raw -3000609.567683 + Penalty 30997.765552 = -2969611.802131 nChanged 101 Deleting Class 136 (7 points): Lose 76.717264 but Gain 469.047849 Iteration 191Q (112.371507 sec): 34 clusters Score: Raw -3000628.451314 + Penalty 30552.148991 = -2970076.302324 nChanged 80 Deleting Class 19 (225 points): Lose 601.914085 but Gain 949.936029 Iteration 192Q (112.502467 sec): 33 clusters Score: Raw -3000088.896573 + Penalty 29615.586786 = -2970473.309787 nChanged 278 Deleting Class 96 (287 points): Lose 1081.528808 but Gain 1407.550171 Iteration 193Q (112.634664 sec): 32 clusters Score: Raw -2999383.283870 + Penalty 28277.768846 = -2971105.515024 nChanged 384 Deleting Class 34 (395 points): Lose 1035.837330 but Gain 1316.671308 Iteration 194Q (112.767830 sec): 31 clusters Score: Raw -2998992.005117 + Penalty 27063.473620 = -2971928.531497 nChanged 533 Deleting Class 12 (295 points): Lose 999.908393 but Gain 1206.511355 Iteration 195Q (112.903480 sec): 30 clusters Score: Raw -2998702.945014 + Penalty 25989.815163 = -2972713.129852 nChanged 457 Deleting Class 57 (209 points): Lose 531.254903 but Gain 641.266599 Iteration 196Q (113.033106 sec): 29 clusters Score: Raw -2998856.518199 + Penalty 25390.778241 = -2973465.739958 nChanged 383 Deleting Class 81 (478 points): Lose 1258.427128 but Gain 1368.231354 Iteration 197Q (113.158195 sec): 28 clusters Score: Raw -2998017.706584 + Penalty 24146.269777 = -2973871.436807 nChanged 619 Deleting Class 3 (107 points): Lose 65.967136 but Gain 72.852295 Iteration 198Q (113.285103 sec): 27 clusters Score: Raw -2998899.029877 + Penalty 24098.587514 = -2974800.442363 nChanged 324 Iteration 199Q (113.411951 sec): 27 clusters Score: Raw -2999115.826297 + Penalty 24125.730330 = -2974990.095967 nChanged 149 Iteration 200F (113.900763 sec): 27 clusters Score: Raw -2999190.650760 + Penalty 24107.162539 = -2975083.488221 nChanged 117 Iteration 201Q (114.027819 sec): 27 clusters Score: Raw -2999260.859297 + Penalty 24127.745267 = -2975133.114031 nChanged 79 Deleting Class 40 (257 points): Lose 1669.610022 but Gain 1670.336214 Iteration 202Q (114.150193 sec): 26 clusters Score: Raw -2997624.712110 + Penalty 22738.630381 = -2974886.081730 nChanged 319 Iteration 203F (114.626129 sec): 26 clusters Score: Raw -2998695.988605 + Penalty 22726.567835 = -2975969.420770 nChanged 98 Iteration 204Q (114.746673 sec): 26 clusters Score: Raw -2998770.161418 + Penalty 22665.553656 = -2976104.607762 nChanged 61 Iteration 205Q (114.866288 sec): 26 clusters Score: Raw -2998831.480846 + Penalty 22687.284688 = -2976144.196158 nChanged 50 Iteration 206Q (114.985864 sec): 26 clusters Score: Raw -2998850.590034 + Penalty 22699.708018 = -2976150.882016 nChanged 40 Iteration 207Q (115.105394 sec): 26 clusters Score: Raw -2998862.879070 + Penalty 22707.227474 = -2976155.651596 nChanged 29 Iteration 208Q (115.224379 sec): 26 clusters Score: Raw -2998876.260546 + Penalty 22717.722668 = -2976158.537878 nChanged 21 Iteration 209Q (115.347956 sec): 26 clusters Score: Raw -2998884.185831 + Penalty 22725.099229 = -2976159.086601 nChanged 24 Iteration 210F (115.820105 sec): 26 clusters Score: Raw -2998895.106460 + Penalty 22733.052429 = -2976162.054030 nChanged 24 Iteration 211Q (115.937480 sec): 26 clusters Score: Raw -2998909.695444 + Penalty 22740.155679 = -2976169.539765 nChanged 23 Iteration 212Q (116.055453 sec): 26 clusters Score: Raw -2998920.623116 + Penalty 22739.499940 = -2976181.123176 nChanged 13 Iteration 213Q (116.173052 sec): 26 clusters Score: Raw -2998927.006659 + Penalty 22743.771572 = -2976183.235087 nChanged 15 Iteration 214Q (116.290633 sec): 26 clusters Score: Raw -2998936.219310 + Penalty 22739.970923 = -2976196.248387 nChanged 10 Iteration 215Q (116.408463 sec): 26 clusters Score: Raw -2998939.259341 + Penalty 22740.847116 = -2976198.412226 nChanged 7 Iteration 216Q (116.526029 sec): 26 clusters Score: Raw -2998940.465577 + Penalty 22742.713706 = -2976197.751870 nChanged 6 Iteration 217F (117.002039 sec): 26 clusters Score: Raw -2998942.384607 + Penalty 22745.571541 = -2976196.813065 nChanged 10 Iteration 218F (117.477214 sec): 26 clusters Score: Raw -2998946.481877 + Penalty 22748.975020 = -2976197.506857 nChanged 12 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 -2998946.481877 + Penalty 22748.975020 = -2976197.506857Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.615742 sec): 2 clusters Score: Raw -220822.857810 + Penalty 161.566588 = -220661.291222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.620812 sec): 3 clusters Score: Raw -219098.270921 + Penalty 323.756022 = -218774.514899 nChanged 1223 SP:Iteration 1F (117.626168 sec): 3 clusters Score: Raw -219828.706462 + Penalty 330.634209 = -219498.072253 nChanged 345 SP:Iteration 2F (117.631066 sec): 3 clusters Score: Raw -220130.347199 + Penalty 347.511252 = -219782.835947 nChanged 280 SP:Iteration 3F (117.636017 sec): 3 clusters Score: Raw -220476.015986 + Penalty 359.825410 = -220116.190576 nChanged 139 SP:Iteration 4F (117.640822 sec): 3 clusters Score: Raw -220644.152912 + Penalty 369.611739 = -220274.541173 nChanged 86 SP:Iteration 5Q (117.645180 sec): 3 clusters Score: Raw -220725.295353 + Penalty 375.269209 = -220350.026144 nChanged 54 SP:Iteration 6Q (117.649405 sec): 3 clusters Score: Raw -220767.028427 + Penalty 378.290646 = -220388.737781 nChanged 31 SP:Iteration 7Q (117.653521 sec): 3 clusters Score: Raw -220789.198871 + Penalty 383.903012 = -220405.295859 nChanged 23 SP:Iteration 8Q (117.657618 sec): 3 clusters Score: Raw -220804.080969 + Penalty 388.531276 = -220415.549693 nChanged 13 SP:Iteration 9Q (117.661616 sec): 3 clusters Score: Raw -220811.000551 + Penalty 389.156123 = -220421.844427 nChanged 7 SP:Iteration 10F (117.666462 sec): 3 clusters Score: Raw -220812.994687 + Penalty 389.203459 = -220423.791228 nChanged 5 SP:Iteration 11Q (117.670504 sec): 3 clusters Score: Raw -220814.400800 + Penalty 390.536186 = -220423.864614 nChanged 3 SP:Iteration 12Q (117.674518 sec): 3 clusters Score: Raw -220816.221906 + Penalty 389.338315 = -220426.883591 nChanged 3 SP:Iteration 13Q (117.678581 sec): 3 clusters Score: Raw -220816.529110 + Penalty 388.865909 = -220427.663201 nChanged 1 SP:Iteration 14Q (117.682666 sec): 3 clusters Score: Raw -220816.760239 + Penalty 389.740349 = -220427.019890 nChanged 1 SP:Iteration 15F (117.687499 sec): 3 clusters Score: Raw -220816.971755 + Penalty 389.187044 = -220427.784711 nChanged 1 SP:Iteration 16Q (117.691464 sec): 3 clusters Score: Raw -220817.704849 + Penalty 389.847676 = -220427.857174 nChanged 3 SP:Iteration 17Q (117.695411 sec): 3 clusters Score: Raw -220818.821792 + Penalty 388.776710 = -220430.045082 nChanged 2 SP:Iteration 18Q (117.699427 sec): 3 clusters Score: Raw -220818.918712 + Penalty 388.399425 = -220430.519287 nChanged 1 SP:Iteration 19Q (117.703479 sec): 3 clusters Score: Raw -220818.820425 + Penalty 388.399425 = -220430.421000 nChanged 0 SP:Iteration 20F (117.708362 sec): 3 clusters Score: Raw -220818.820425 + Penalty 388.399425 = -220430.421000 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 2 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.712206 sec): 2 clusters Score: Raw -59689.420060 + Penalty 936.549858 = -58752.870201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.713606 sec): 3 clusters Score: Raw -59487.091077 + Penalty 1873.223437 = -57613.867640 nChanged 176 SP:Iteration 1F (117.714995 sec): 3 clusters Score: Raw -59659.562520 + Penalty 1877.355885 = -57782.206635 nChanged 57 SP:Iteration 2F (117.716423 sec): 3 clusters Score: Raw -59735.749526 + Penalty 1887.217722 = -57848.531804 nChanged 55 SP:Iteration 3F (117.717810 sec): 3 clusters Score: Raw -59820.782581 + Penalty 1900.577651 = -57920.204930 nChanged 46 SP:Iteration 4F (117.719189 sec): 3 clusters Score: Raw -59893.167823 + Penalty 1913.406484 = -57979.761339 nChanged 31 SP:Iteration 5Q (117.720601 sec): 3 clusters Score: Raw -59954.789613 + Penalty 1922.548062 = -58032.241551 nChanged 21 SP:Iteration 6Q (117.721929 sec): 3 clusters Score: Raw -59996.289177 + Penalty 1929.719024 = -58066.570153 nChanged 17 SP:Iteration 7Q (117.723224 sec): 3 clusters Score: Raw -60030.573150 + Penalty 1931.873133 = -58098.700017 nChanged 14 SP:Iteration 8Q (117.724496 sec): 3 clusters Score: Raw -60047.447335 + Penalty 1935.859847 = -58111.587489 nChanged 13 SP:Iteration 9Q (117.725771 sec): 3 clusters Score: Raw -60073.487127 + Penalty 1937.625444 = -58135.861683 nChanged 8 SP:Iteration 10F (117.727150 sec): 3 clusters Score: Raw -60085.498077 + Penalty 1939.100014 = -58146.398063 nChanged 6 SP:Iteration 11Q (117.728407 sec): 3 clusters Score: Raw -60096.323123 + Penalty 1938.859018 = -58157.464105 nChanged 3 SP:Iteration 12Q (117.729683 sec): 3 clusters Score: Raw -60100.447149 + Penalty 1939.722262 = -58160.724887 nChanged 2 SP:Iteration 13Q (117.730932 sec): 3 clusters Score: Raw -60105.005402 + Penalty 1939.722262 = -58165.283140 nChanged 0 SP:Iteration 14F (117.732314 sec): 3 clusters Score: Raw -60105.005402 + Penalty 1939.722262 = -58165.283140 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 4 (1095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.738915 sec): 2 clusters Score: Raw -94782.130862 + Penalty 755.434372 = -94026.696490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.741091 sec): 3 clusters Score: Raw -94210.532557 + Penalty 1512.957252 = -92697.575305 nChanged 377 SP:Iteration 1F (117.743236 sec): 3 clusters Score: Raw -94414.640857 + Penalty 1516.360406 = -92898.280451 nChanged 100 SP:Iteration 2F (117.745352 sec): 3 clusters Score: Raw -94489.833635 + Penalty 1524.669277 = -92965.164357 nChanged 78 SP:Iteration 3F (117.747416 sec): 3 clusters Score: Raw -94559.992909 + Penalty 1536.696775 = -93023.296134 nChanged 78 SP:Iteration 4F (117.749559 sec): 3 clusters Score: Raw -94636.859624 + Penalty 1556.375023 = -93080.484600 nChanged 70 SP:Iteration 5F (117.751670 sec): 3 clusters Score: Raw -94708.043489 + Penalty 1581.248344 = -93126.795145 nChanged 57 SP:Iteration 6F (117.753745 sec): 3 clusters Score: Raw -94770.509385 + Penalty 1595.739721 = -93174.769664 nChanged 37 SP:Iteration 7Q (117.755836 sec): 3 clusters Score: Raw -94810.595439 + Penalty 1606.675828 = -93203.919612 nChanged 22 SP:Iteration 8Q (117.757898 sec): 3 clusters Score: Raw -94831.304660 + Penalty 1610.974566 = -93220.330094 nChanged 11 SP:Iteration 9Q (117.759928 sec): 3 clusters Score: Raw -94845.030154 + Penalty 1612.500024 = -93232.530130 nChanged 6 SP:Iteration 10F (117.762039 sec): 3 clusters Score: Raw -94851.975006 + Penalty 1615.509911 = -93236.465095 nChanged 6 SP:Iteration 11Q (117.764018 sec): 3 clusters Score: Raw -94858.408805 + Penalty 1616.140387 = -93242.268418 nChanged 2 SP:Iteration 12Q (117.766026 sec): 3 clusters Score: Raw -94860.647790 + Penalty 1617.108028 = -93243.539762 nChanged 2 SP:Iteration 13Q (117.767987 sec): 3 clusters Score: Raw -94861.804075 + Penalty 1619.612947 = -93242.191127 nChanged 2 SP:Iteration 14F (117.770091 sec): 3 clusters Score: Raw -94862.945727 + Penalty 1619.442888 = -93243.502839 nChanged 1 SP:Iteration 15Q (117.772041 sec): 3 clusters Score: Raw -94863.243585 + Penalty 1620.755473 = -93242.488112 nChanged 2 SP:Iteration 16F (117.774150 sec): 3 clusters Score: Raw -94864.479184 + Penalty 1620.849312 = -93243.629871 nChanged 1 SP:Iteration 17Q (117.776185 sec): 3 clusters Score: Raw -94866.406528 + Penalty 1623.520043 = -93242.886486 nChanged 4 SP:Iteration 18F (117.778414 sec): 3 clusters Score: Raw -94874.521423 + Penalty 1624.330003 = -93250.191420 nChanged 2 SP:Iteration 19Q (117.780361 sec): 3 clusters Score: Raw -94877.224589 + Penalty 1624.154629 = -93253.069959 nChanged 2 SP:Iteration 20F (117.782466 sec): 3 clusters Score: Raw -94879.392167 + Penalty 1625.489988 = -93253.902179 nChanged 2 SP:Iteration 21Q (117.784426 sec): 3 clusters Score: Raw -94881.296065 + Penalty 1625.170692 = -93256.125374 nChanged 2 SP:Iteration 22Q (117.786331 sec): 3 clusters Score: Raw -94884.522584 + Penalty 1623.721199 = -93260.801385 nChanged 2 SP:Iteration 23Q (117.788228 sec): 3 clusters Score: Raw -94885.049295 + Penalty 1623.721199 = -93261.328096 nChanged 0 SP:Iteration 24F (117.790307 sec): 3 clusters Score: Raw -94885.049295 + Penalty 1623.721199 = -93261.328096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.793082 sec): 2 clusters Score: Raw -4189.458598 + Penalty 148.307447 = -4041.151151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.793434 sec): 3 clusters Score: Raw -4239.673656 + Penalty 293.769400 = -3945.904256 nChanged 16 SP:Iteration 1F (117.793787 sec): 3 clusters Score: Raw -4307.357409 + Penalty 288.616113 = -4018.741296 nChanged 5 SP:Iteration 2F (117.794115 sec): 3 clusters Score: Raw -4332.543988 + Penalty 291.885219 = -4040.658770 nChanged 3 SP:Iteration 3Q (117.794425 sec): 3 clusters Score: Raw -4342.069691 + Penalty 300.487368 = -4041.582323 nChanged 2 SP:Iteration 4Q (117.794729 sec): 3 clusters Score: Raw -4352.949552 + Penalty 300.487368 = -4052.462183 nChanged 0 SP:Iteration 5F (117.795056 sec): 3 clusters Score: Raw -4352.949552 + Penalty 300.487368 = -4052.462183 nChanged 0 Score: Raw -3021275.340546 + Penalty 23134.678296 = -2998140.662250 Splitting cluster 5 changes total score from -2976197.506857 to -2998140.662250 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.289736 sec): 2 clusters Score: Raw -74348.073628 + Penalty 453.354358 = -73894.719270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.291550 sec): 3 clusters Score: Raw -73866.692029 + Penalty 914.064975 = -72952.627053 nChanged 325 SP:Iteration 1F (118.293279 sec): 3 clusters Score: Raw -74145.876786 + Penalty 922.301905 = -73223.574882 nChanged 110 SP:Iteration 2F (118.294973 sec): 3 clusters Score: Raw -74241.119414 + Penalty 926.971622 = -73314.147792 nChanged 49 SP:Iteration 3F (118.296648 sec): 3 clusters Score: Raw -74269.469496 + Penalty 931.912256 = -73337.557240 nChanged 19 SP:Iteration 4Q (118.298313 sec): 3 clusters Score: Raw -74282.721235 + Penalty 937.487238 = -73345.233998 nChanged 15 SP:Iteration 5Q (118.300025 sec): 3 clusters Score: Raw -74294.497925 + Penalty 938.432323 = -73356.065602 nChanged 13 SP:Iteration 6Q (118.301707 sec): 3 clusters Score: Raw -74303.118570 + Penalty 939.363319 = -73363.755251 nChanged 15 SP:Iteration 7Q (118.303360 sec): 3 clusters Score: Raw -74312.692443 + Penalty 946.045863 = -73366.646580 nChanged 14 SP:Iteration 8Q (118.305035 sec): 3 clusters Score: Raw -74321.158498 + Penalty 951.782453 = -73369.376045 nChanged 18 SP:Iteration 9Q (118.306710 sec): 3 clusters Score: Raw -74329.328725 + Penalty 960.413073 = -73368.915653 nChanged 15 SP:Iteration 10F (118.308365 sec): 3 clusters Score: Raw -74341.281803 + Penalty 973.084004 = -73368.197799 nChanged 19 SP:Iteration 11F (118.310039 sec): 3 clusters Score: Raw -74358.828630 + Penalty 984.063744 = -73374.764886 nChanged 20 SP:Iteration 12Q (118.311673 sec): 3 clusters Score: Raw -74379.755210 + Penalty 995.969405 = -73383.785804 nChanged 21 SP:Iteration 13Q (118.313305 sec): 3 clusters Score: Raw -74407.873814 + Penalty 1004.085737 = -73403.788077 nChanged 21 SP:Iteration 14Q (118.314948 sec): 3 clusters Score: Raw -74428.852496 + Penalty 1009.411883 = -73419.440613 nChanged 10 SP:Iteration 15Q (118.316591 sec): 3 clusters Score: Raw -74437.972533 + Penalty 1011.652233 = -73426.320301 nChanged 7 SP:Iteration 16Q (118.318159 sec): 3 clusters Score: Raw -74444.318073 + Penalty 1014.167362 = -73430.150712 nChanged 8 SP:Iteration 17Q (118.319689 sec): 3 clusters Score: Raw -74449.805886 + Penalty 1016.169291 = -73433.636595 nChanged 3 SP:Iteration 18Q (118.321280 sec): 3 clusters Score: Raw -74452.353770 + Penalty 1018.420457 = -73433.933312 nChanged 1 SP:Iteration 19Q (118.322824 sec): 3 clusters Score: Raw -74452.768172 + Penalty 1019.741601 = -73433.026571 nChanged 1 SP:Iteration 20F (118.324475 sec): 3 clusters Score: Raw -74453.927651 + Penalty 1019.741601 = -73434.186049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.326625 sec): 2 clusters Score: Raw -25053.018550 + Penalty 330.308817 = -24722.709733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.327433 sec): 3 clusters Score: Raw -24924.916583 + Penalty 678.543639 = -24246.372944 nChanged 111 SP:Iteration 1F (118.328224 sec): 3 clusters Score: Raw -25031.463576 + Penalty 690.388179 = -24341.075397 nChanged 24 SP:Iteration 2F (118.329014 sec): 3 clusters Score: Raw -25063.162465 + Penalty 692.898734 = -24370.263730 nChanged 15 SP:Iteration 3Q (118.329794 sec): 3 clusters Score: Raw -25082.406748 + Penalty 693.456833 = -24388.949914 nChanged 10 SP:Iteration 4Q (118.330573 sec): 3 clusters Score: Raw -25097.913729 + Penalty 697.238911 = -24400.674818 nChanged 5 SP:Iteration 5Q (118.331339 sec): 3 clusters Score: Raw -25126.518040 + Penalty 700.332996 = -24426.185043 nChanged 7 SP:Iteration 6Q (118.332094 sec): 3 clusters Score: Raw -25141.906745 + Penalty 701.107139 = -24440.799606 nChanged 4 SP:Iteration 7Q (118.332853 sec): 3 clusters Score: Raw -25146.471711 + Penalty 700.827544 = -24445.644168 nChanged 3 SP:Iteration 8Q (118.333606 sec): 3 clusters Score: Raw -25150.203451 + Penalty 700.827544 = -24449.375907 nChanged 0 SP:Iteration 9F (118.334393 sec): 3 clusters Score: Raw -25150.203451 + Penalty 700.827544 = -24449.375907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.337107 sec): 2 clusters Score: Raw -49278.972421 + Penalty 364.363492 = -48914.608929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.338427 sec): 3 clusters Score: Raw -48968.988398 + Penalty 766.136359 = -48202.852039 nChanged 212 SP:Iteration 1F (118.339708 sec): 3 clusters Score: Raw -49187.423490 + Penalty 793.061937 = -48394.361553 nChanged 66 SP:Iteration 2F (118.340978 sec): 3 clusters Score: Raw -49267.658492 + Penalty 819.502401 = -48448.156091 nChanged 37 SP:Iteration 3F (118.342242 sec): 3 clusters Score: Raw -49316.016055 + Penalty 842.989041 = -48473.027015 nChanged 20 SP:Iteration 4Q (118.343448 sec): 3 clusters Score: Raw -49337.464540 + Penalty 846.838984 = -48490.625556 nChanged 10 SP:Iteration 5Q (118.344640 sec): 3 clusters Score: Raw -49346.283649 + Penalty 849.349696 = -48496.933953 nChanged 9 SP:Iteration 6Q (118.345878 sec): 3 clusters Score: Raw -49353.298091 + Penalty 850.853801 = -48502.444290 nChanged 3 SP:Iteration 7Q (118.347070 sec): 3 clusters Score: Raw -49354.314344 + Penalty 851.308540 = -48503.005804 nChanged 2 SP:Iteration 8Q (118.348251 sec): 3 clusters Score: Raw -49355.311869 + Penalty 854.009901 = -48501.301968 nChanged 4 SP:Iteration 9F (118.349501 sec): 3 clusters Score: Raw -49357.057266 + Penalty 855.014864 = -48502.042402 nChanged 2 SP:Iteration 10F (118.350771 sec): 3 clusters Score: Raw -49358.495677 + Penalty 853.672727 = -48504.822950 nChanged 2 SP:Iteration 11Q (118.351958 sec): 3 clusters Score: Raw -49359.352690 + Penalty 852.040577 = -48507.312113 nChanged 2 SP:Iteration 12Q (118.353136 sec): 3 clusters Score: Raw -49360.879267 + Penalty 848.656806 = -48512.222461 nChanged 2 SP:Iteration 13Q (118.354316 sec): 3 clusters Score: Raw -49361.511101 + Penalty 847.477924 = -48514.033177 nChanged 1 SP:Iteration 14Q (118.355527 sec): 3 clusters Score: Raw -49362.016770 + Penalty 847.477924 = -48514.538846 nChanged 0 SP:Iteration 15F (118.356787 sec): 3 clusters Score: Raw -49362.016770 + Penalty 847.477924 = -48514.538846 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.359039 sec): 2 clusters Score: Raw -49891.021135 + Penalty 989.956283 = -48901.064852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.360414 sec): 3 clusters Score: Raw -49739.207230 + Penalty 1978.927706 = -47760.279523 nChanged 156 SP:Iteration 1F (118.361759 sec): 3 clusters Score: Raw -49917.954677 + Penalty 1978.655745 = -47939.298933 nChanged 52 SP:Iteration 2F (118.363086 sec): 3 clusters Score: Raw -49994.085781 + Penalty 1979.007421 = -48015.078360 nChanged 25 SP:Iteration 3Q (118.364392 sec): 3 clusters Score: Raw -50030.077481 + Penalty 1978.861197 = -48051.216284 nChanged 15 SP:Iteration 4Q (118.366023 sec): 3 clusters Score: Raw -50059.016628 + Penalty 1979.410882 = -48079.605746 nChanged 19 SP:Iteration 5Q (118.369434 sec): 3 clusters Score: Raw -50082.866336 + Penalty 1979.590736 = -48103.275600 nChanged 9 SP:Iteration 6Q (118.372194 sec): 3 clusters Score: Raw -50094.222204 + Penalty 1979.597468 = -48114.624736 nChanged 3 SP:Iteration 7Q (118.374438 sec): 3 clusters Score: Raw -50098.135518 + Penalty 1979.638912 = -48118.496606 nChanged 3 SP:Iteration 8Q (118.377527 sec): 3 clusters Score: Raw -50100.982694 + Penalty 1979.787933 = -48121.194761 nChanged 4 SP:Iteration 9Q (118.380401 sec): 3 clusters Score: Raw -50107.620441 + Penalty 1980.069277 = -48127.551164 nChanged 6 SP:Iteration 10F (118.382993 sec): 3 clusters Score: Raw -50113.861936 + Penalty 1980.309646 = -48133.552291 nChanged 4 SP:Iteration 11Q (118.385065 sec): 3 clusters Score: Raw -50117.928382 + Penalty 1980.355164 = -48137.573218 nChanged 2 SP:Iteration 12Q (118.387040 sec): 3 clusters Score: Raw -50119.920537 + Penalty 1980.382546 = -48139.537992 nChanged 1 SP:Iteration 13Q (118.388830 sec): 3 clusters Score: Raw -50120.990315 + Penalty 1980.382546 = -48140.607769 nChanged 0 SP:Iteration 14F (118.390221 sec): 3 clusters Score: Raw -50120.990315 + Penalty 1980.382546 = -48140.607769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.391980 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.392992 sec): 3 clusters Score: Raw -36494.563969 + Penalty 340.998411 = -36153.565558 nChanged 174 SP:Iteration 1F (118.393973 sec): 3 clusters Score: Raw -36612.739219 + Penalty 341.759505 = -36270.979714 nChanged 60 SP:Iteration 2F (118.394951 sec): 3 clusters Score: Raw -36680.190838 + Penalty 344.917483 = -36335.273355 nChanged 38 SP:Iteration 3F (118.395933 sec): 3 clusters Score: Raw -36699.242982 + Penalty 346.116319 = -36353.126663 nChanged 13 SP:Iteration 4Q (118.396874 sec): 3 clusters Score: Raw -36702.302039 + Penalty 346.043471 = -36356.258567 nChanged 6 SP:Iteration 5Q (118.397789 sec): 3 clusters Score: Raw -36703.654904 + Penalty 346.446864 = -36357.208040 nChanged 3 SP:Iteration 6Q (118.398686 sec): 3 clusters Score: Raw -36704.864298 + Penalty 346.282553 = -36358.581745 nChanged 3 SP:Iteration 7Q (118.399579 sec): 3 clusters Score: Raw -36706.220008 + Penalty 346.282553 = -36359.937455 nChanged 0 SP:Iteration 8F (118.400514 sec): 3 clusters Score: Raw -36706.220008 + Penalty 346.282553 = -36359.937455 nChanged 0 Memory request: 0.10 GB would take us to total of 0.44 GB. Trying to split cluster 13 (21063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.493981 sec): 2 clusters Score: Raw -1678726.931083 + Penalty 303.767584 = -1678423.163500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.533728 sec): 3 clusters Score: Raw -1664413.283249 + Penalty 544.245426 = -1663869.037823 nChanged 10100 SP:Iteration 1F (118.573037 sec): 3 clusters Score: Raw -1671986.086725 + Penalty 438.712488 = -1671547.374237 nChanged 3197 SP:Iteration 2F (118.612174 sec): 3 clusters Score: Raw -1676321.199647 + Penalty 384.373180 = -1675936.826466 nChanged 1144 SP:Iteration 3F (118.651899 sec): 3 clusters Score: Raw -1678034.262139 + Penalty 376.865961 = -1677657.396178 nChanged 374 SP:Iteration 4Q (118.684411 sec): 3 clusters Score: Raw -1678339.423957 + Penalty 373.891144 = -1677965.532813 nChanged 238 SP:Iteration 5Q (118.716470 sec): 3 clusters Score: Raw -1678483.576031 + Penalty 370.932125 = -1678112.643906 nChanged 154 SP:Iteration 6Q (118.748170 sec): 3 clusters Score: Raw -1678563.516525 + Penalty 369.125140 = -1678194.391385 nChanged 101 SP:Iteration 7Q (118.779569 sec): 3 clusters Score: Raw -1678611.047093 + Penalty 368.879310 = -1678242.167783 nChanged 66 SP:Iteration 8Q (118.810870 sec): 3 clusters Score: Raw -1678639.225181 + Penalty 368.159318 = -1678271.065863 nChanged 35 SP:Iteration 9Q (118.841967 sec): 3 clusters Score: Raw -1678650.863233 + Penalty 367.283381 = -1678283.579852 nChanged 25 SP:Iteration 10F (118.880958 sec): 3 clusters Score: Raw -1678657.687972 + Penalty 367.305804 = -1678290.382169 nChanged 19 SP:Iteration 11Q (118.912079 sec): 3 clusters Score: Raw -1678663.422174 + Penalty 366.830238 = -1678296.591936 nChanged 12 SP:Iteration 12Q (118.943069 sec): 3 clusters Score: Raw -1678666.142237 + Penalty 366.915458 = -1678299.226778 nChanged 10 SP:Iteration 13Q (118.974039 sec): 3 clusters Score: Raw -1678667.948357 + Penalty 367.011944 = -1678300.936414 nChanged 4 SP:Iteration 14Q (119.005829 sec): 3 clusters Score: Raw -1678669.100289 + Penalty 367.108180 = -1678301.992109 nChanged 5 SP:Iteration 15Q (119.036802 sec): 3 clusters Score: Raw -1678669.761490 + Penalty 367.207392 = -1678302.554098 nChanged 6 SP:Iteration 16Q (119.067668 sec): 3 clusters Score: Raw -1678670.793270 + Penalty 367.334785 = -1678303.458486 nChanged 5 SP:Iteration 17Q (119.098688 sec): 3 clusters Score: Raw -1678671.871455 + Penalty 367.565304 = -1678304.306151 nChanged 7 SP:Iteration 18Q (119.129936 sec): 3 clusters Score: Raw -1678673.206474 + Penalty 367.625369 = -1678305.581104 nChanged 1 SP:Iteration 19Q (119.160679 sec): 3 clusters Score: Raw -1678673.188636 + Penalty 367.686307 = -1678305.502329 nChanged 1 SP:Iteration 20F (119.199614 sec): 3 clusters Score: Raw -1678673.174421 + Penalty 367.686307 = -1678305.488114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.211237 sec): 2 clusters Score: Raw -2249.088624 + Penalty 141.049637 = -2108.038987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.211527 sec): 3 clusters Score: Raw -2377.885007 + Penalty 299.432788 = -2078.452219 nChanged 10 SP:Iteration 1F (119.211810 sec): 3 clusters Score: Raw -2441.263534 + Penalty 308.003128 = -2133.260406 nChanged 1 SP:Iteration 2Q (119.212072 sec): 3 clusters Score: Raw -2452.033790 + Penalty 308.003128 = -2144.030662 nChanged 0 SP:Iteration 3F (119.212348 sec): 3 clusters Score: Raw -2452.033790 + Penalty 308.003128 = -2144.030662 nChanged 0 Score: Raw -3021478.224769 + Penalty 23618.466081 = -2997859.758688 Splitting cluster 15 changes total score from -2976197.506857 to -2997859.758688 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.726222 sec): 2 clusters Score: Raw -62187.817653 + Penalty 612.317429 = -61575.500224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.727710 sec): 3 clusters Score: Raw -61853.257461 + Penalty 1227.815196 = -60625.442264 nChanged 242 SP:Iteration 1F (119.729169 sec): 3 clusters Score: Raw -62067.729653 + Penalty 1227.811023 = -60839.918630 nChanged 75 SP:Iteration 2F (119.730640 sec): 3 clusters Score: Raw -62153.506156 + Penalty 1224.520956 = -60928.985201 nChanged 51 SP:Iteration 3F (119.732168 sec): 3 clusters Score: Raw -62210.789223 + Penalty 1221.257275 = -60989.531948 nChanged 29 SP:Iteration 4Q (119.733620 sec): 3 clusters Score: Raw -62236.201754 + Penalty 1217.630552 = -61018.571202 nChanged 19 SP:Iteration 5Q (119.735057 sec): 3 clusters Score: Raw -62248.112208 + Penalty 1215.199137 = -61032.913071 nChanged 11 SP:Iteration 6Q (119.736491 sec): 3 clusters Score: Raw -62253.797648 + Penalty 1214.348557 = -61039.449091 nChanged 7 SP:Iteration 7Q (119.737942 sec): 3 clusters Score: Raw -62257.903397 + Penalty 1214.156456 = -61043.746940 nChanged 7 SP:Iteration 8Q (119.739378 sec): 3 clusters Score: Raw -62262.639867 + Penalty 1213.795238 = -61048.844629 nChanged 4 SP:Iteration 9Q (119.740807 sec): 3 clusters Score: Raw -62264.589450 + Penalty 1213.779261 = -61050.810189 nChanged 4 SP:Iteration 10F (119.742283 sec): 3 clusters Score: Raw -62267.906842 + Penalty 1213.092190 = -61054.814653 nChanged 5 SP:Iteration 11Q (119.743719 sec): 3 clusters Score: Raw -62272.153035 + Penalty 1212.505271 = -61059.647764 nChanged 5 SP:Iteration 12Q (119.745146 sec): 3 clusters Score: Raw -62274.098017 + Penalty 1212.556400 = -61061.541617 nChanged 1 SP:Iteration 13Q (119.746569 sec): 3 clusters Score: Raw -62274.657553 + Penalty 1212.556400 = -61062.101153 nChanged 0 SP:Iteration 14F (119.748053 sec): 3 clusters Score: Raw -62274.657553 + Penalty 1212.556400 = -61062.101153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.751339 sec): 2 clusters Score: Raw -83196.821442 + Penalty 549.275784 = -82647.545658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.753282 sec): 3 clusters Score: Raw -82663.768811 + Penalty 1100.866098 = -81562.902713 nChanged 366 SP:Iteration 1F (119.755201 sec): 3 clusters Score: Raw -82949.383322 + Penalty 1102.319270 = -81847.064052 nChanged 134 SP:Iteration 2F (119.757130 sec): 3 clusters Score: Raw -83018.745850 + Penalty 1104.604114 = -81914.141736 nChanged 57 SP:Iteration 3F (119.759050 sec): 3 clusters Score: Raw -83053.283970 + Penalty 1108.913322 = -81944.370648 nChanged 38 SP:Iteration 4Q (119.760937 sec): 3 clusters Score: Raw -83081.817199 + Penalty 1114.969119 = -81966.848080 nChanged 40 SP:Iteration 5Q (119.762808 sec): 3 clusters Score: Raw -83106.206080 + Penalty 1120.697110 = -81985.508971 nChanged 25 SP:Iteration 6Q (119.764648 sec): 3 clusters Score: Raw -83120.740072 + Penalty 1131.223346 = -81989.516726 nChanged 28 SP:Iteration 7Q (119.766512 sec): 3 clusters Score: Raw -83136.856721 + Penalty 1150.820385 = -81986.036336 nChanged 34 SP:Iteration 8F (119.768445 sec): 3 clusters Score: Raw -83170.366194 + Penalty 1180.188622 = -81990.177572 nChanged 36 SP:Iteration 9Q (119.770352 sec): 3 clusters Score: Raw -83212.255974 + Penalty 1200.176523 = -82012.079451 nChanged 31 SP:Iteration 10F (119.772268 sec): 3 clusters Score: Raw -83236.672212 + Penalty 1221.487466 = -82015.184746 nChanged 27 SP:Iteration 11Q (119.774081 sec): 3 clusters Score: Raw -83257.324506 + Penalty 1235.717650 = -82021.606856 nChanged 15 SP:Iteration 12Q (119.775841 sec): 3 clusters Score: Raw -83267.051016 + Penalty 1243.577267 = -82023.473750 nChanged 10 SP:Iteration 13Q (119.777613 sec): 3 clusters Score: Raw -83272.621612 + Penalty 1248.596539 = -82024.025073 nChanged 5 SP:Iteration 14Q (119.779354 sec): 3 clusters Score: Raw -83274.757200 + Penalty 1250.168219 = -82024.588981 nChanged 2 SP:Iteration 15Q (119.781085 sec): 3 clusters Score: Raw -83275.334770 + Penalty 1250.168219 = -82025.166551 nChanged 0 SP:Iteration 16F (119.783018 sec): 3 clusters Score: Raw -83275.334770 + Penalty 1250.168219 = -82025.166551 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 22 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.791874 sec): 2 clusters Score: Raw -150474.808866 + Penalty 370.346290 = -150104.462576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.795258 sec): 3 clusters Score: Raw -149457.433572 + Penalty 752.596276 = -148704.837296 nChanged 729 SP:Iteration 1F (119.798522 sec): 3 clusters Score: Raw -150082.629256 + Penalty 770.212776 = -149312.416480 nChanged 215 SP:Iteration 2F (119.801897 sec): 3 clusters Score: Raw -150287.778745 + Penalty 791.884055 = -149495.894690 nChanged 114 SP:Iteration 3F (119.805192 sec): 3 clusters Score: Raw -150371.589712 + Penalty 807.231362 = -149564.358350 nChanged 64 SP:Iteration 4Q (119.808456 sec): 3 clusters Score: Raw -150423.718599 + Penalty 816.002053 = -149607.716546 nChanged 41 SP:Iteration 5Q (119.811602 sec): 3 clusters Score: Raw -150450.244772 + Penalty 818.955599 = -149631.289174 nChanged 21 SP:Iteration 6Q (119.814760 sec): 3 clusters Score: Raw -150461.712555 + Penalty 822.553321 = -149639.159235 nChanged 18 SP:Iteration 7Q (119.817929 sec): 3 clusters Score: Raw -150474.577850 + Penalty 827.490601 = -149647.087249 nChanged 15 SP:Iteration 8Q (119.820993 sec): 3 clusters Score: Raw -150481.610505 + Penalty 830.641194 = -149650.969312 nChanged 13 SP:Iteration 9Q (119.824244 sec): 3 clusters Score: Raw -150488.061997 + Penalty 837.707957 = -149650.354040 nChanged 10 SP:Iteration 10F (119.827573 sec): 3 clusters Score: Raw -150495.610732 + Penalty 842.605398 = -149653.005335 nChanged 9 SP:Iteration 11Q (119.830580 sec): 3 clusters Score: Raw -150503.435010 + Penalty 849.646478 = -149653.788532 nChanged 8 SP:Iteration 12Q (119.833545 sec): 3 clusters Score: Raw -150509.939258 + Penalty 853.810895 = -149656.128363 nChanged 9 SP:Iteration 13Q (119.836502 sec): 3 clusters Score: Raw -150515.679903 + Penalty 860.835863 = -149654.844040 nChanged 7 SP:Iteration 14F (119.839781 sec): 3 clusters Score: Raw -150521.251621 + Penalty 863.671629 = -149657.579992 nChanged 6 SP:Iteration 15Q (119.842688 sec): 3 clusters Score: Raw -150526.385003 + Penalty 864.758769 = -149661.626234 nChanged 4 SP:Iteration 16Q (119.845529 sec): 3 clusters Score: Raw -150529.475035 + Penalty 867.980421 = -149661.494614 nChanged 3 SP:Iteration 17F (119.848748 sec): 3 clusters Score: Raw -150531.661912 + Penalty 870.618897 = -149661.043016 nChanged 3 SP:Iteration 18F (119.852009 sec): 3 clusters Score: Raw -150533.823710 + Penalty 874.678594 = -149659.145116 nChanged 3 SP:Iteration 19F (119.855205 sec): 3 clusters Score: Raw -150536.884525 + Penalty 879.125963 = -149657.758562 nChanged 3 SP:Iteration 20F (119.858473 sec): 3 clusters Score: Raw -150539.998953 + Penalty 887.986445 = -149652.012508 nChanged 5 SP:Iteration 21F (119.861886 sec): 3 clusters Score: Raw -150547.061296 + Penalty 895.982061 = -149651.079235 nChanged 6 SP:Iteration 22F (119.865389 sec): 3 clusters Score: Raw -150549.360232 + Penalty 895.739082 = -149653.621151 nChanged 3 SP:Iteration 23Q (119.868473 sec): 3 clusters Score: Raw -150550.755653 + Penalty 895.241513 = -149655.514140 nChanged 1 SP:Iteration 24Q (119.871693 sec): 3 clusters Score: Raw -150550.967355 + Penalty 895.597793 = -149655.369563 nChanged 1 SP:Iteration 25F (119.875279 sec): 3 clusters Score: Raw -150551.150035 + Penalty 895.597793 = -149655.552242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.886219 sec): 2 clusters Score: Raw -29738.939970 + Penalty 801.881232 = -28937.058738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.887096 sec): 3 clusters Score: Raw -29671.051799 + Penalty 1614.720883 = -28056.330916 nChanged 69 SP:Iteration 1F (119.887962 sec): 3 clusters Score: Raw -29784.332784 + Penalty 1628.575976 = -28155.756808 nChanged 29 SP:Iteration 2F (119.888810 sec): 3 clusters Score: Raw -29838.656978 + Penalty 1644.206078 = -28194.450899 nChanged 14 SP:Iteration 3Q (119.889636 sec): 3 clusters Score: Raw -29885.544630 + Penalty 1658.801600 = -28226.743030 nChanged 15 SP:Iteration 4Q (119.890458 sec): 3 clusters Score: Raw -29931.187135 + Penalty 1665.950790 = -28265.236346 nChanged 11 SP:Iteration 5Q (119.891323 sec): 3 clusters Score: Raw -29954.573330 + Penalty 1668.325332 = -28286.247997 nChanged 8 SP:Iteration 6Q (119.892150 sec): 3 clusters Score: Raw -29979.106514 + Penalty 1668.161879 = -28310.944635 nChanged 5 SP:Iteration 7Q (119.892941 sec): 3 clusters Score: Raw -29989.023804 + Penalty 1669.706594 = -28319.317210 nChanged 2 SP:Iteration 8Q (119.893707 sec): 3 clusters Score: Raw -29991.450700 + Penalty 1670.790438 = -28320.660262 nChanged 2 SP:Iteration 9Q (119.894468 sec): 3 clusters Score: Raw -29996.229197 + Penalty 1669.984984 = -28326.244214 nChanged 1 SP:Iteration 10F (119.895313 sec): 3 clusters Score: Raw -29996.694992 + Penalty 1669.268637 = -28327.426355 nChanged 1 SP:Iteration 11Q (119.896078 sec): 3 clusters Score: Raw -29997.157273 + Penalty 1669.268637 = -28327.888636 nChanged 0 SP:Iteration 12F (119.896936 sec): 3 clusters Score: Raw -29997.157273 + Penalty 1669.268637 = -28327.888636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.899886 sec): 2 clusters Score: Raw -31291.850799 + Penalty 627.585721 = -30664.265078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.900911 sec): 3 clusters Score: Raw -31160.651491 + Penalty 1255.968564 = -29904.682927 nChanged 104 SP:Iteration 1F (119.901902 sec): 3 clusters Score: Raw -31278.888008 + Penalty 1257.243821 = -30021.644187 nChanged 33 SP:Iteration 2F (119.902873 sec): 3 clusters Score: Raw -31332.837783 + Penalty 1255.568257 = -30077.269526 nChanged 16 SP:Iteration 3Q (119.903822 sec): 3 clusters Score: Raw -31351.776488 + Penalty 1254.898494 = -30096.877995 nChanged 11 SP:Iteration 4Q (119.904772 sec): 3 clusters Score: Raw -31364.605632 + Penalty 1254.118087 = -30110.487545 nChanged 11 SP:Iteration 5Q (119.905708 sec): 3 clusters Score: Raw -31380.508403 + Penalty 1252.997969 = -30127.510434 nChanged 6 SP:Iteration 6Q (119.906645 sec): 3 clusters Score: Raw -31391.277970 + Penalty 1252.633194 = -30138.644776 nChanged 4 SP:Iteration 7Q (119.907572 sec): 3 clusters Score: Raw -31395.948926 + Penalty 1252.232623 = -30143.716303 nChanged 4 SP:Iteration 8Q (119.908501 sec): 3 clusters Score: Raw -31398.359139 + Penalty 1251.831818 = -30146.527320 nChanged 2 SP:Iteration 9Q (119.909403 sec): 3 clusters Score: Raw -31400.356158 + Penalty 1250.933773 = -30149.422385 nChanged 3 SP:Iteration 10F (119.910342 sec): 3 clusters Score: Raw -31407.016504 + Penalty 1249.752519 = -30157.263985 nChanged 6 SP:Iteration 11Q (119.911237 sec): 3 clusters Score: Raw -31411.843624 + Penalty 1248.919025 = -30162.924598 nChanged 2 SP:Iteration 12Q (119.912127 sec): 3 clusters Score: Raw -31416.068815 + Penalty 1249.037252 = -30167.031563 nChanged 1 SP:Iteration 13Q (119.913013 sec): 3 clusters Score: Raw -31416.705937 + Penalty 1248.960537 = -30167.745399 nChanged 2 SP:Iteration 14Q (119.913899 sec): 3 clusters Score: Raw -31418.293038 + Penalty 1249.471379 = -30168.821659 nChanged 2 SP:Iteration 15Q (119.914803 sec): 3 clusters Score: Raw -31418.894756 + Penalty 1250.081793 = -30168.812963 nChanged 1 SP:Iteration 16F (119.915724 sec): 3 clusters Score: Raw -31419.252264 + Penalty 1250.071951 = -30169.180313 nChanged 1 SP:Iteration 17Q (119.916609 sec): 3 clusters Score: Raw -31419.442330 + Penalty 1250.071951 = -30169.370379 nChanged 0 SP:Iteration 18F (119.917529 sec): 3 clusters Score: Raw -31419.442330 + Penalty 1250.071951 = -30169.370379 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 38 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.922615 sec): 2 clusters Score: Raw -125149.070132 + Penalty 492.743388 = -124656.326745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.925406 sec): 3 clusters Score: Raw -124360.961781 + Penalty 993.031635 = -123367.930146 nChanged 559 SP:Iteration 1F (119.928198 sec): 3 clusters Score: Raw -124786.953803 + Penalty 1004.437490 = -123782.516314 nChanged 147 SP:Iteration 2F (119.930918 sec): 3 clusters Score: Raw -124933.960977 + Penalty 1019.079688 = -123914.881288 nChanged 122 SP:Iteration 3F (119.933810 sec): 3 clusters Score: Raw -125082.413619 + Penalty 1028.442790 = -124053.970829 nChanged 71 SP:Iteration 4Q (119.936563 sec): 3 clusters Score: Raw -125140.880305 + Penalty 1034.562197 = -124106.318108 nChanged 44 SP:Iteration 5Q (119.939337 sec): 3 clusters Score: Raw -125166.685969 + Penalty 1037.875785 = -124128.810183 nChanged 22 SP:Iteration 6Q (119.941961 sec): 3 clusters Score: Raw -125175.889872 + Penalty 1043.405981 = -124132.483891 nChanged 22 SP:Iteration 7Q (119.944550 sec): 3 clusters Score: Raw -125184.227174 + Penalty 1045.802120 = -124138.425053 nChanged 9 SP:Iteration 8Q (119.947135 sec): 3 clusters Score: Raw -125187.235673 + Penalty 1048.220918 = -124139.014755 nChanged 10 SP:Iteration 9Q (119.949728 sec): 3 clusters Score: Raw -125191.099188 + Penalty 1051.788345 = -124139.310843 nChanged 10 SP:Iteration 10F (119.952392 sec): 3 clusters Score: Raw -125193.847036 + Penalty 1052.688252 = -124141.158784 nChanged 4 SP:Iteration 11Q (119.954938 sec): 3 clusters Score: Raw -125194.442356 + Penalty 1053.577814 = -124140.864543 nChanged 3 SP:Iteration 12F (119.957639 sec): 3 clusters Score: Raw -125194.963308 + Penalty 1054.102036 = -124140.861272 nChanged 3 SP:Iteration 13F (119.960329 sec): 3 clusters Score: Raw -125195.725333 + Penalty 1054.525258 = -124141.200075 nChanged 1 SP:Iteration 14Q (119.962886 sec): 3 clusters Score: Raw -125196.186845 + Penalty 1054.525258 = -124141.661587 nChanged 0 SP:Iteration 15F (119.965763 sec): 3 clusters Score: Raw -125196.186845 + Penalty 1054.525258 = -124141.661587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.967829 sec): 2 clusters Score: Raw -28932.387664 + Penalty 495.721266 = -28436.666398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.968677 sec): 3 clusters Score: Raw -28810.808595 + Penalty 999.152152 = -27811.656443 nChanged 93 SP:Iteration 1F (119.969510 sec): 3 clusters Score: Raw -28907.509033 + Penalty 1010.695984 = -27896.813048 nChanged 24 SP:Iteration 2F (119.970346 sec): 3 clusters Score: Raw -28931.682210 + Penalty 1015.199623 = -27916.482587 nChanged 15 SP:Iteration 3Q (119.971172 sec): 3 clusters Score: Raw -28948.749590 + Penalty 1021.240167 = -27927.509424 nChanged 12 SP:Iteration 4Q (119.971992 sec): 3 clusters Score: Raw -28963.390854 + Penalty 1027.161503 = -27936.229351 nChanged 12 SP:Iteration 5Q (119.972806 sec): 3 clusters Score: Raw -28976.281731 + Penalty 1033.435489 = -27942.846242 nChanged 5 SP:Iteration 6Q (119.973617 sec): 3 clusters Score: Raw -28979.804744 + Penalty 1036.946449 = -27942.858295 nChanged 3 SP:Iteration 7Q (119.974427 sec): 3 clusters Score: Raw -28983.768574 + Penalty 1044.977700 = -27938.790874 nChanged 6 SP:Iteration 8F (119.975276 sec): 3 clusters Score: Raw -28990.814101 + Penalty 1051.856667 = -27938.957434 nChanged 4 SP:Iteration 9Q (119.976089 sec): 3 clusters Score: Raw -28999.245574 + Penalty 1058.430149 = -27940.815425 nChanged 5 SP:Iteration 10F (119.976920 sec): 3 clusters Score: Raw -29007.048340 + Penalty 1058.644708 = -27948.403633 nChanged 1 SP:Iteration 11Q (119.977723 sec): 3 clusters Score: Raw -29007.764949 + Penalty 1061.443694 = -27946.321256 nChanged 1 SP:Iteration 12F (119.978553 sec): 3 clusters Score: Raw -29008.718097 + Penalty 1061.443694 = -27947.274404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.980931 sec): 2 clusters Score: Raw -47548.455113 + Penalty 887.257586 = -46661.197527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.982095 sec): 3 clusters Score: Raw -47396.562043 + Penalty 1774.081850 = -45622.480193 nChanged 143 SP:Iteration 1F (119.983268 sec): 3 clusters Score: Raw -47524.420584 + Penalty 1773.860104 = -45750.560480 nChanged 40 SP:Iteration 2F (119.984412 sec): 3 clusters Score: Raw -47576.997398 + Penalty 1774.313953 = -45802.683445 nChanged 21 SP:Iteration 3Q (119.985543 sec): 3 clusters Score: Raw -47604.341865 + Penalty 1775.021205 = -45829.320660 nChanged 9 SP:Iteration 4Q (119.986664 sec): 3 clusters Score: Raw -47612.918262 + Penalty 1775.651241 = -45837.267022 nChanged 4 SP:Iteration 5Q (119.987777 sec): 3 clusters Score: Raw -47615.480916 + Penalty 1776.320919 = -45839.159997 nChanged 4 SP:Iteration 6Q (119.988909 sec): 3 clusters Score: Raw -47618.855771 + Penalty 1777.009181 = -45841.846590 nChanged 4 SP:Iteration 7Q (119.990023 sec): 3 clusters Score: Raw -47624.208892 + Penalty 1777.606689 = -45846.602203 nChanged 3 SP:Iteration 8Q (119.991132 sec): 3 clusters Score: Raw -47626.448756 + Penalty 1778.299337 = -45848.149419 nChanged 3 SP:Iteration 9Q (119.992246 sec): 3 clusters Score: Raw -47629.903612 + Penalty 1778.784198 = -45851.119414 nChanged 3 SP:Iteration 10F (119.993401 sec): 3 clusters Score: Raw -47631.267274 + Penalty 1778.997758 = -45852.269516 nChanged 1 SP:Iteration 11Q (119.994515 sec): 3 clusters Score: Raw -47632.179698 + Penalty 1778.752561 = -45853.427137 nChanged 1 SP:Iteration 12Q (119.995621 sec): 3 clusters Score: Raw -47632.954063 + Penalty 1778.752561 = -45854.201502 nChanged 0 SP:Iteration 13F (119.996760 sec): 3 clusters Score: Raw -47632.954063 + Penalty 1778.752561 = -45854.201502 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.000357 sec): 2 clusters Score: Raw -77411.306441 + Penalty 768.704278 = -76642.602163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.002217 sec): 3 clusters Score: Raw -77001.958128 + Penalty 1537.845996 = -75464.112133 nChanged 293 SP:Iteration 1F (120.004027 sec): 3 clusters Score: Raw -77174.657032 + Penalty 1539.208539 = -75635.448493 nChanged 85 SP:Iteration 2F (120.005805 sec): 3 clusters Score: Raw -77228.853849 + Penalty 1540.388580 = -75688.465270 nChanged 46 SP:Iteration 3Q (120.007598 sec): 3 clusters Score: Raw -77264.991694 + Penalty 1541.511219 = -75723.480474 nChanged 40 SP:Iteration 4Q (120.009370 sec): 3 clusters Score: Raw -77297.588470 + Penalty 1541.934818 = -75755.653652 nChanged 31 SP:Iteration 5Q (120.011139 sec): 3 clusters Score: Raw -77324.177625 + Penalty 1541.505076 = -75782.672549 nChanged 35 SP:Iteration 6Q (120.013067 sec): 3 clusters Score: Raw -77348.544397 + Penalty 1541.897040 = -75806.647357 nChanged 35 SP:Iteration 7Q (120.014962 sec): 3 clusters Score: Raw -77373.985553 + Penalty 1547.208441 = -75826.777111 nChanged 24 SP:Iteration 8Q (120.016773 sec): 3 clusters Score: Raw -77389.681642 + Penalty 1553.355406 = -75836.326236 nChanged 21 SP:Iteration 9Q (120.018582 sec): 3 clusters Score: Raw -77404.607390 + Penalty 1559.143568 = -75845.463823 nChanged 20 SP:Iteration 10F (120.020388 sec): 3 clusters Score: Raw -77420.469938 + Penalty 1561.003953 = -75859.465985 nChanged 13 SP:Iteration 11Q (120.022176 sec): 3 clusters Score: Raw -77427.916657 + Penalty 1564.900249 = -75863.016407 nChanged 6 SP:Iteration 12Q (120.023946 sec): 3 clusters Score: Raw -77431.941392 + Penalty 1570.230865 = -75861.710526 nChanged 8 SP:Iteration 13F (120.025754 sec): 3 clusters Score: Raw -77436.799055 + Penalty 1573.447829 = -75863.351226 nChanged 4 SP:Iteration 14Q (120.027541 sec): 3 clusters Score: Raw -77439.024915 + Penalty 1575.735614 = -75863.289301 nChanged 3 SP:Iteration 15F (120.029365 sec): 3 clusters Score: Raw -77440.336418 + Penalty 1576.309377 = -75864.027042 nChanged 4 SP:Iteration 16Q (120.031197 sec): 3 clusters Score: Raw -77442.115009 + Penalty 1576.991186 = -75865.123822 nChanged 1 SP:Iteration 17Q (120.033125 sec): 3 clusters Score: Raw -77442.468188 + Penalty 1577.891019 = -75864.577169 nChanged 1 SP:Iteration 18F (120.035055 sec): 3 clusters Score: Raw -77442.823409 + Penalty 1577.240880 = -75865.582529 nChanged 1 SP:Iteration 19Q (120.036881 sec): 3 clusters Score: Raw -77443.294030 + Penalty 1578.584682 = -75864.709348 nChanged 1 SP:Iteration 20F (120.038792 sec): 3 clusters Score: Raw -77443.738384 + Penalty 1579.416604 = -75864.321781 nChanged 1 SP:Iteration 21F (120.040647 sec): 3 clusters Score: Raw -77444.194597 + Penalty 1580.445376 = -75863.749221 nChanged 1 SP:Iteration 22F (120.042449 sec): 3 clusters Score: Raw -77444.278443 + Penalty 1580.445376 = -75863.833068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.043579 sec): 2 clusters Score: Raw -3450.017953 + Penalty 135.457422 = -3314.560530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.043906 sec): 3 clusters Score: Raw -3476.098531 + Penalty 295.432158 = -3180.666373 nChanged 9 SP:Iteration 1F (120.044217 sec): 3 clusters Score: Raw -3495.320212 + Penalty 314.187356 = -3181.132856 nChanged 3 SP:Iteration 2F (120.044515 sec): 3 clusters Score: Raw -3502.784095 + Penalty 314.187356 = -3188.596739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 66 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.047642 sec): 2 clusters Score: Raw -74615.579499 + Penalty 1052.980901 = -73562.598599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.049357 sec): 3 clusters Score: Raw -74300.170437 + Penalty 2105.835014 = -72194.335423 nChanged 245 SP:Iteration 1F (120.051046 sec): 3 clusters Score: Raw -74523.689623 + Penalty 2105.718679 = -72417.970944 nChanged 63 SP:Iteration 2F (120.052720 sec): 3 clusters Score: Raw -74585.353661 + Penalty 2105.591941 = -72479.761720 nChanged 39 SP:Iteration 3Q (120.054407 sec): 3 clusters Score: Raw -74631.050305 + Penalty 2105.584213 = -72525.466092 nChanged 34 SP:Iteration 4Q (120.056059 sec): 3 clusters Score: Raw -74673.476793 + Penalty 2105.683763 = -72567.793030 nChanged 25 SP:Iteration 5Q (120.057677 sec): 3 clusters Score: Raw -74694.357822 + Penalty 2105.805968 = -72588.551854 nChanged 10 SP:Iteration 6Q (120.059307 sec): 3 clusters Score: Raw -74702.055908 + Penalty 2105.812374 = -72596.243534 nChanged 6 SP:Iteration 7Q (120.060948 sec): 3 clusters Score: Raw -74707.046459 + Penalty 2105.746578 = -72601.299881 nChanged 5 SP:Iteration 8Q (120.062574 sec): 3 clusters Score: Raw -74712.243899 + Penalty 2105.713531 = -72606.530368 nChanged 5 SP:Iteration 9Q (120.064229 sec): 3 clusters Score: Raw -74716.376353 + Penalty 2105.711322 = -72610.665031 nChanged 4 SP:Iteration 10F (120.065901 sec): 3 clusters Score: Raw -74718.625593 + Penalty 2105.762798 = -72612.862795 nChanged 2 SP:Iteration 11Q (120.067512 sec): 3 clusters Score: Raw -74722.307106 + Penalty 2105.828294 = -72616.478812 nChanged 3 SP:Iteration 12Q (120.069153 sec): 3 clusters Score: Raw -74725.697815 + Penalty 2105.854718 = -72619.843096 nChanged 1 SP:Iteration 13Q (120.070799 sec): 3 clusters Score: Raw -74729.074787 + Penalty 2105.878876 = -72623.195911 nChanged 1 SP:Iteration 14Q (120.072421 sec): 3 clusters Score: Raw -74729.939263 + Penalty 2105.878876 = -72624.060387 nChanged 0 SP:Iteration 15F (120.074079 sec): 3 clusters Score: Raw -74729.939263 + Penalty 2105.878876 = -72624.060387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.076095 sec): 2 clusters Score: Raw -31182.413494 + Penalty 575.156326 = -30607.257168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.076970 sec): 3 clusters Score: Raw -31058.246186 + Penalty 1153.930741 = -29904.315444 nChanged 111 SP:Iteration 1F (120.077849 sec): 3 clusters Score: Raw -31147.832618 + Penalty 1157.890894 = -29989.941724 nChanged 23 SP:Iteration 2F (120.078747 sec): 3 clusters Score: Raw -31168.712581 + Penalty 1162.481858 = -30006.230723 nChanged 14 SP:Iteration 3Q (120.079591 sec): 3 clusters Score: Raw -31182.244834 + Penalty 1166.050565 = -30016.194269 nChanged 13 SP:Iteration 4Q (120.080433 sec): 3 clusters Score: Raw -31194.100313 + Penalty 1173.169336 = -30020.930977 nChanged 12 SP:Iteration 5Q (120.081272 sec): 3 clusters Score: Raw -31217.166117 + Penalty 1184.411742 = -30032.754375 nChanged 15 SP:Iteration 6Q (120.082131 sec): 3 clusters Score: Raw -31236.025275 + Penalty 1195.332345 = -30040.692930 nChanged 10 SP:Iteration 7Q (120.082963 sec): 3 clusters Score: Raw -31246.227016 + Penalty 1201.772802 = -30044.454213 nChanged 6 SP:Iteration 8Q (120.083787 sec): 3 clusters Score: Raw -31254.400021 + Penalty 1207.187486 = -30047.212535 nChanged 5 SP:Iteration 9Q (120.084626 sec): 3 clusters Score: Raw -31263.726558 + Penalty 1209.615148 = -30054.111410 nChanged 3 SP:Iteration 10F (120.085487 sec): 3 clusters Score: Raw -31266.615952 + Penalty 1213.530207 = -30053.085745 nChanged 2 SP:Iteration 11F (120.086342 sec): 3 clusters Score: Raw -31268.953010 + Penalty 1218.752971 = -30050.200038 nChanged 5 SP:Iteration 12F (120.087217 sec): 3 clusters Score: Raw -31273.721722 + Penalty 1224.398022 = -30049.323700 nChanged 5 SP:Iteration 13F (120.088076 sec): 3 clusters Score: Raw -31278.437590 + Penalty 1231.893080 = -30046.544510 nChanged 7 SP:Iteration 14F (120.088934 sec): 3 clusters Score: Raw -31282.777560 + Penalty 1240.334228 = -30042.443332 nChanged 6 SP:Iteration 15F (120.089789 sec): 3 clusters Score: Raw -31287.436111 + Penalty 1243.848497 = -30043.587614 nChanged 4 SP:Iteration 16Q (120.090597 sec): 3 clusters Score: Raw -31291.043509 + Penalty 1248.782149 = -30042.261359 nChanged 3 SP:Iteration 17F (120.091472 sec): 3 clusters Score: Raw -31293.270958 + Penalty 1250.330701 = -30042.940257 nChanged 1 SP:Iteration 18Q (120.092281 sec): 3 clusters Score: Raw -31293.273007 + Penalty 1254.164604 = -30039.108403 nChanged 1 SP:Iteration 19F (120.093136 sec): 3 clusters Score: Raw -31293.615654 + Penalty 1254.164604 = -30039.451050 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 92 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.095680 sec): 2 clusters Score: Raw -53680.934281 + Penalty 800.686314 = -52880.247967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.096963 sec): 3 clusters Score: Raw -53419.423052 + Penalty 1602.547412 = -51816.875640 nChanged 172 SP:Iteration 1F (120.098213 sec): 3 clusters Score: Raw -53548.295527 + Penalty 1604.781971 = -51943.513557 nChanged 57 SP:Iteration 2F (120.099504 sec): 3 clusters Score: Raw -53609.464824 + Penalty 1609.116789 = -52000.348035 nChanged 36 SP:Iteration 3F (120.100755 sec): 3 clusters Score: Raw -53648.258727 + Penalty 1611.726871 = -52036.531856 nChanged 21 SP:Iteration 4Q (120.102088 sec): 3 clusters Score: Raw -53669.494126 + Penalty 1614.285514 = -52055.208612 nChanged 16 SP:Iteration 5Q (120.103383 sec): 3 clusters Score: Raw -53684.361445 + Penalty 1615.674384 = -52068.687061 nChanged 12 SP:Iteration 6Q (120.104665 sec): 3 clusters Score: Raw -53700.157436 + Penalty 1619.352510 = -52080.804926 nChanged 9 SP:Iteration 7Q (120.105882 sec): 3 clusters Score: Raw -53711.831511 + Penalty 1622.495702 = -52089.335809 nChanged 8 SP:Iteration 8Q (120.107122 sec): 3 clusters Score: Raw -53718.451829 + Penalty 1624.753390 = -52093.698439 nChanged 8 SP:Iteration 9Q (120.108343 sec): 3 clusters Score: Raw -53725.909984 + Penalty 1626.047114 = -52099.862869 nChanged 7 SP:Iteration 10F (120.109583 sec): 3 clusters Score: Raw -53733.477168 + Penalty 1626.991432 = -52106.485736 nChanged 7 SP:Iteration 11Q (120.110795 sec): 3 clusters Score: Raw -53743.459690 + Penalty 1629.924709 = -52113.534981 nChanged 9 SP:Iteration 12Q (120.112040 sec): 3 clusters Score: Raw -53754.560043 + Penalty 1632.510878 = -52122.049165 nChanged 6 SP:Iteration 13Q (120.113281 sec): 3 clusters Score: Raw -53760.115371 + Penalty 1634.101768 = -52126.013603 nChanged 6 SP:Iteration 14Q (120.114483 sec): 3 clusters Score: Raw -53767.019621 + Penalty 1636.209492 = -52130.810129 nChanged 4 SP:Iteration 15Q (120.115677 sec): 3 clusters Score: Raw -53770.987420 + Penalty 1638.144743 = -52132.842676 nChanged 4 SP:Iteration 16Q (120.116893 sec): 3 clusters Score: Raw -53775.165694 + Penalty 1641.885282 = -52133.280412 nChanged 5 SP:Iteration 17Q (120.118099 sec): 3 clusters Score: Raw -53782.266113 + Penalty 1645.620705 = -52136.645407 nChanged 6 SP:Iteration 18Q (120.119284 sec): 3 clusters Score: Raw -53788.657057 + Penalty 1646.066026 = -52142.591031 nChanged 3 SP:Iteration 19Q (120.120457 sec): 3 clusters Score: Raw -53791.549423 + Penalty 1647.059835 = -52144.489588 nChanged 3 SP:Iteration 20F (120.121714 sec): 3 clusters Score: Raw -53793.233446 + Penalty 1647.086011 = -52146.147435 nChanged 1 SP:Iteration 21Q (120.122892 sec): 3 clusters Score: Raw -53794.596597 + Penalty 1648.969794 = -52145.626803 nChanged 2 SP:Iteration 22F (120.124132 sec): 3 clusters Score: Raw -53797.748271 + Penalty 1648.821570 = -52148.926700 nChanged 1 SP:Iteration 23Q (120.125324 sec): 3 clusters Score: Raw -53799.649333 + Penalty 1648.821570 = -52150.827763 nChanged 0 SP:Iteration 24F (120.126572 sec): 3 clusters Score: Raw -53799.649333 + Penalty 1648.821570 = -52150.827763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.127530 sec): 2 clusters Score: Raw -454.013065 + Penalty 10.594156 = -443.418909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.127733 sec): 3 clusters Score: Raw -454.540088 + Penalty 21.188312 = -433.351777 nChanged 0 Deleting Class 11 (14 points): Lose 497.799636 but Gain 588.875464 Iteration 219Q (120.265554 sec): 27 clusters Score: Raw -2998812.399736 + Penalty 22982.699639 = -2975829.700097 nChanged 24 Iteration 220F (120.757347 sec): 27 clusters Score: Raw -2999002.483185 + Penalty 23027.944962 = -2975974.538223 nChanged 14 Iteration 221Q (120.875702 sec): 27 clusters Score: Raw -2999047.110311 + Penalty 23021.410552 = -2976025.699758 nChanged 10 Iteration 222Q (120.992287 sec): 27 clusters Score: Raw -2999051.091038 + Penalty 23020.586076 = -2976030.504963 nChanged 3 Iteration 223Q (121.112790 sec): 27 clusters Score: Raw -2999052.176295 + Penalty 23021.129495 = -2976031.046800 nChanged 2 Iteration 224Q (121.230771 sec): 27 clusters Score: Raw -2999053.061122 + Penalty 23021.882052 = -2976031.179070 nChanged 5 Iteration 225Q (121.350443 sec): 27 clusters Score: Raw -2999054.585429 + Penalty 23022.819024 = -2976031.766405 nChanged 2 Iteration 226Q (121.468220 sec): 27 clusters Score: Raw -2999055.224869 + Penalty 23023.731324 = -2976031.493545 nChanged 2 Iteration 227F (121.957506 sec): 27 clusters Score: Raw -2999065.718959 + Penalty 23059.291138 = -2976006.427822 nChanged 4 Iteration 228F (122.445149 sec): 27 clusters Score: Raw -2999162.110518 + Penalty 23054.731331 = -2976107.379188 nChanged 4 Iteration 229Q (122.562017 sec): 27 clusters Score: Raw -2999179.788646 + Penalty 23032.320712 = -2976147.467934 nChanged 7 Iteration 230F (123.052317 sec): 27 clusters Score: Raw -2999184.330145 + Penalty 23033.656758 = -2976150.673388 nChanged 3 Iteration 231Q (123.169370 sec): 27 clusters Score: Raw -2999186.012850 + Penalty 23034.059316 = -2976151.953533 nChanged 1 Iteration 232Q (123.288660 sec): 27 clusters Score: Raw -2999186.496147 + Penalty 23033.536727 = -2976152.959420 nChanged 1 Iteration 233Q (123.405817 sec): 27 clusters Score: Raw -2999186.832262 + Penalty 23034.500133 = -2976152.332128 nChanged 3 Iteration 234F (123.895380 sec): 27 clusters Score: Raw -2999187.791442 + Penalty 23035.638388 = -2976152.153054 nChanged 5 Iteration 235F (124.384243 sec): 27 clusters Score: Raw -2999189.233824 + Penalty 23038.035075 = -2976151.198748 nChanged 5 Iteration 236F (124.882006 sec): 27 clusters Score: Raw -2999190.528155 + Penalty 23039.595541 = -2976150.932614 nChanged 3 Iteration 237F (125.370730 sec): 27 clusters Score: Raw -2999192.211808 + Penalty 23040.998507 = -2976151.213301 nChanged 3 Iteration 238Q (125.487842 sec): 27 clusters Score: Raw -2999193.266077 + Penalty 23044.257802 = -2976149.008275 nChanged 2 Iteration 239F (125.976878 sec): 27 clusters Score: Raw -2999193.555429 + Penalty 23043.309453 = -2976150.245976 nChanged 1 Iteration 240F (126.476291 sec): 27 clusters Score: Raw -2999193.694768 + Penalty 23043.309453 = -2976150.385316 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 -2999193.694768 + Penalty 23043.309453 = -2976150.385316Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.613223 sec): 2 clusters Score: Raw -220988.840506 + Penalty 161.707020 = -220827.133486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.618289 sec): 3 clusters Score: Raw -219277.504970 + Penalty 321.389834 = -218956.115136 nChanged 1235 SP:Iteration 1F (126.623237 sec): 3 clusters Score: Raw -220170.023383 + Penalty 319.945800 = -219850.077583 nChanged 288 SP:Iteration 2F (126.628071 sec): 3 clusters Score: Raw -220433.465881 + Penalty 320.933358 = -220112.532523 nChanged 185 SP:Iteration 3F (126.632896 sec): 3 clusters Score: Raw -220571.001991 + Penalty 323.665124 = -220247.336867 nChanged 116 SP:Iteration 4Q (126.637818 sec): 3 clusters Score: Raw -220634.291638 + Penalty 326.777584 = -220307.514054 nChanged 84 SP:Iteration 5Q (126.642629 sec): 3 clusters Score: Raw -220679.797847 + Penalty 329.697973 = -220350.099874 nChanged 78 SP:Iteration 6Q (126.647469 sec): 3 clusters Score: Raw -220722.329778 + Penalty 332.042605 = -220390.287173 nChanged 80 SP:Iteration 7Q (126.652243 sec): 3 clusters Score: Raw -220756.095168 + Penalty 334.371525 = -220421.723643 nChanged 67 SP:Iteration 8Q (126.657055 sec): 3 clusters Score: Raw -220782.246031 + Penalty 335.829733 = -220446.416298 nChanged 47 SP:Iteration 9Q (126.661971 sec): 3 clusters Score: Raw -220795.233504 + Penalty 337.285778 = -220457.947725 nChanged 36 SP:Iteration 10F (126.666905 sec): 3 clusters Score: Raw -220802.795778 + Penalty 338.216974 = -220464.578804 nChanged 24 SP:Iteration 11Q (126.671809 sec): 3 clusters Score: Raw -220807.149021 + Penalty 339.161812 = -220467.987209 nChanged 17 SP:Iteration 12Q (126.676474 sec): 3 clusters Score: Raw -220809.189373 + Penalty 340.086376 = -220469.102996 nChanged 14 SP:Iteration 13Q (126.681114 sec): 3 clusters Score: Raw -220810.788588 + Penalty 341.042014 = -220469.746574 nChanged 13 SP:Iteration 14Q (126.685759 sec): 3 clusters Score: Raw -220812.376676 + Penalty 342.104876 = -220470.271800 nChanged 15 SP:Iteration 15Q (126.690373 sec): 3 clusters Score: Raw -220814.636982 + Penalty 343.441875 = -220471.195107 nChanged 18 SP:Iteration 16Q (126.695012 sec): 3 clusters Score: Raw -220817.124418 + Penalty 344.541876 = -220472.582542 nChanged 14 SP:Iteration 17Q (126.699599 sec): 3 clusters Score: Raw -220819.572660 + Penalty 345.372754 = -220474.199906 nChanged 14 SP:Iteration 18Q (126.704201 sec): 3 clusters Score: Raw -220823.493692 + Penalty 346.183846 = -220477.309846 nChanged 17 SP:Iteration 19Q (126.708781 sec): 3 clusters Score: Raw -220826.535568 + Penalty 347.002335 = -220479.533233 nChanged 17 SP:Iteration 20F (126.713588 sec): 3 clusters Score: Raw -220828.530614 + Penalty 348.123518 = -220480.407096 nChanged 16 SP:Iteration 21Q (126.718069 sec): 3 clusters Score: Raw -220830.662045 + Penalty 349.228257 = -220481.433788 nChanged 17 SP:Iteration 22Q (126.722709 sec): 3 clusters Score: Raw -220833.194732 + Penalty 350.340757 = -220482.853975 nChanged 17 SP:Iteration 23Q (126.727293 sec): 3 clusters Score: Raw -220837.510879 + Penalty 350.873305 = -220486.637574 nChanged 14 SP:Iteration 24Q (126.731934 sec): 3 clusters Score: Raw -220840.003438 + Penalty 351.696174 = -220488.307265 nChanged 15 SP:Iteration 25Q (126.736497 sec): 3 clusters Score: Raw -220842.359010 + Penalty 352.493274 = -220489.865737 nChanged 11 SP:Iteration 26Q (126.741069 sec): 3 clusters Score: Raw -220843.778425 + Penalty 353.347941 = -220490.430484 nChanged 10 SP:Iteration 27Q (126.745474 sec): 3 clusters Score: Raw -220844.972107 + Penalty 353.934650 = -220491.037456 nChanged 7 SP:Iteration 28Q (126.750040 sec): 3 clusters Score: Raw -220845.825479 + Penalty 354.796550 = -220491.028928 nChanged 7 SP:Iteration 29F (126.754811 sec): 3 clusters Score: Raw -220847.155209 + Penalty 355.565190 = -220491.590018 nChanged 9 SP:Iteration 30F (126.759708 sec): 3 clusters Score: Raw -220848.696599 + Penalty 356.428987 = -220492.267612 nChanged 11 SP:Iteration 31Q (126.764192 sec): 3 clusters Score: Raw -220850.332400 + Penalty 357.585357 = -220492.747043 nChanged 11 SP:Iteration 32Q (126.768661 sec): 3 clusters Score: Raw -220853.220503 + Penalty 359.011991 = -220494.208512 nChanged 12 SP:Iteration 33Q (126.773113 sec): 3 clusters Score: Raw -220855.624361 + Penalty 360.536892 = -220495.087469 nChanged 12 SP:Iteration 34Q (126.777622 sec): 3 clusters Score: Raw -220857.439280 + Penalty 361.003384 = -220496.435896 nChanged 10 SP:Iteration 35Q (126.782056 sec): 3 clusters Score: Raw -220859.348894 + Penalty 362.451430 = -220496.897463 nChanged 20 SP:Iteration 36Q (126.786477 sec): 3 clusters Score: Raw -220863.421117 + Penalty 364.733156 = -220498.687961 nChanged 23 SP:Iteration 37Q (126.790951 sec): 3 clusters Score: Raw -220868.025805 + Penalty 365.509251 = -220502.516554 nChanged 20 SP:Iteration 38Q (126.795407 sec): 3 clusters Score: Raw -220871.924153 + Penalty 366.138310 = -220505.785843 nChanged 15 SP:Iteration 39Q (126.799838 sec): 3 clusters Score: Raw -220875.901432 + Penalty 366.537215 = -220509.364218 nChanged 18 SP:Iteration 40F (126.804770 sec): 3 clusters Score: Raw -220882.986794 + Penalty 368.077750 = -220514.909044 nChanged 22 SP:Iteration 41Q (126.809096 sec): 3 clusters Score: Raw -220889.401211 + Penalty 369.321598 = -220520.079613 nChanged 19 SP:Iteration 42Q (126.813532 sec): 3 clusters Score: Raw -220896.264142 + Penalty 370.808207 = -220525.455935 nChanged 25 SP:Iteration 43Q (126.817822 sec): 3 clusters Score: Raw -220904.410639 + Penalty 370.951634 = -220533.459005 nChanged 26 SP:Iteration 44Q (126.822099 sec): 3 clusters Score: Raw -220913.320460 + Penalty 373.323718 = -220539.996743 nChanged 27 SP:Iteration 45Q (126.826332 sec): 3 clusters Score: Raw -220921.341236 + Penalty 376.186298 = -220545.154938 nChanged 23 SP:Iteration 46Q (126.830579 sec): 3 clusters Score: Raw -220928.381074 + Penalty 378.263300 = -220550.117773 nChanged 17 SP:Iteration 47Q (126.834764 sec): 3 clusters Score: Raw -220931.868225 + Penalty 379.964834 = -220551.903391 nChanged 11 SP:Iteration 48Q (126.838946 sec): 3 clusters Score: Raw -220935.061938 + Penalty 379.567260 = -220555.494678 nChanged 10 SP:Iteration 49Q (126.843194 sec): 3 clusters Score: Raw -220937.894944 + Penalty 381.018813 = -220556.876131 nChanged 9 SP:Iteration 50F (126.848083 sec): 3 clusters Score: Raw -220939.408506 + Penalty 380.222465 = -220559.186040 nChanged 5 SP:Iteration 51Q (126.852300 sec): 3 clusters Score: Raw -220940.193434 + Penalty 381.224524 = -220558.968910 nChanged 5 SP:Iteration 52F (126.857405 sec): 3 clusters Score: Raw -220940.760263 + Penalty 381.614394 = -220559.145869 nChanged 3 SP:Iteration 53Q (126.861588 sec): 3 clusters Score: Raw -220941.009930 + Penalty 382.195254 = -220558.814676 nChanged 3 SP:Iteration 54F (126.866366 sec): 3 clusters Score: Raw -220941.454243 + Penalty 383.149194 = -220558.305050 nChanged 4 SP:Iteration 55F (126.871136 sec): 3 clusters Score: Raw -220942.160779 + Penalty 383.116208 = -220559.044571 nChanged 4 SP:Iteration 56Q (126.875288 sec): 3 clusters Score: Raw -220943.168106 + Penalty 383.550067 = -220559.618039 nChanged 6 SP:Iteration 57Q (126.879528 sec): 3 clusters Score: Raw -220944.243234 + Penalty 384.118768 = -220560.124466 nChanged 2 SP:Iteration 58Q (126.883695 sec): 3 clusters Score: Raw -220944.407709 + Penalty 384.118768 = -220560.288941 nChanged 0 SP:Iteration 59F (126.888499 sec): 3 clusters Score: Raw -220944.407709 + Penalty 384.118768 = -220560.288941 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 2 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.892784 sec): 2 clusters Score: Raw -59689.420060 + Penalty 936.549858 = -58752.870201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.894233 sec): 3 clusters Score: Raw -59441.586471 + Penalty 1872.481163 = -57569.105308 nChanged 187 SP:Iteration 1F (126.895606 sec): 3 clusters Score: Raw -59611.144238 + Penalty 1870.347125 = -57740.797114 nChanged 68 SP:Iteration 2F (126.896992 sec): 3 clusters Score: Raw -59696.741807 + Penalty 1868.771662 = -57827.970145 nChanged 46 SP:Iteration 3F (126.898366 sec): 3 clusters Score: Raw -59765.016040 + Penalty 1868.195332 = -57896.820708 nChanged 20 SP:Iteration 4Q (126.899720 sec): 3 clusters Score: Raw -59781.396525 + Penalty 1869.754842 = -57911.641683 nChanged 10 SP:Iteration 5Q (126.901093 sec): 3 clusters Score: Raw -59790.830012 + Penalty 1871.255336 = -57919.574676 nChanged 6 SP:Iteration 6Q (126.902444 sec): 3 clusters Score: Raw -59795.560339 + Penalty 1872.950859 = -57922.609480 nChanged 6 SP:Iteration 7Q (126.903805 sec): 3 clusters Score: Raw -59800.931563 + Penalty 1875.695459 = -57925.236104 nChanged 12 SP:Iteration 8Q (126.905151 sec): 3 clusters Score: Raw -59813.325614 + Penalty 1881.463289 = -57931.862326 nChanged 12 SP:Iteration 9Q (126.906522 sec): 3 clusters Score: Raw -59828.180188 + Penalty 1885.478223 = -57942.701965 nChanged 12 SP:Iteration 10F (126.907910 sec): 3 clusters Score: Raw -59840.228790 + Penalty 1887.651441 = -57952.577349 nChanged 5 SP:Iteration 11Q (126.909261 sec): 3 clusters Score: Raw -59844.061565 + Penalty 1887.889800 = -57956.171765 nChanged 3 SP:Iteration 12Q (126.910608 sec): 3 clusters Score: Raw -59846.846714 + Penalty 1888.039948 = -57958.806766 nChanged 2 SP:Iteration 13Q (126.911975 sec): 3 clusters Score: Raw -59850.980330 + Penalty 1889.221745 = -57961.758585 nChanged 2 SP:Iteration 14Q (126.913322 sec): 3 clusters Score: Raw -59853.128028 + Penalty 1889.462453 = -57963.665575 nChanged 1 SP:Iteration 15Q (126.914662 sec): 3 clusters Score: Raw -59854.071900 + Penalty 1889.462453 = -57964.609447 nChanged 0 SP:Iteration 16F (126.916062 sec): 3 clusters Score: Raw -59854.071900 + Penalty 1889.462453 = -57964.609447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.918085 sec): 2 clusters Score: Raw -2918.363177 + Penalty 129.458509 = -2788.904668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.918380 sec): 3 clusters Score: Raw -2986.071068 + Penalty 265.806625 = -2720.264444 nChanged 5 SP:Iteration 1F (126.918667 sec): 3 clusters Score: Raw -2996.139522 + Penalty 269.021794 = -2727.117727 nChanged 2 SP:Iteration 2Q (126.918950 sec): 3 clusters Score: Raw -2998.430517 + Penalty 269.021794 = -2729.408723 nChanged 0 SP:Iteration 3F (126.919236 sec): 3 clusters Score: Raw -2998.430517 + Penalty 269.021794 = -2729.408723 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 4 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.925310 sec): 2 clusters Score: Raw -94951.757852 + Penalty 755.705974 = -94196.051877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.927461 sec): 3 clusters Score: Raw -94388.319244 + Penalty 1521.716606 = -92866.602638 nChanged 388 SP:Iteration 1F (126.929546 sec): 3 clusters Score: Raw -94679.427703 + Penalty 1543.934525 = -93135.493178 nChanged 140 SP:Iteration 2F (126.931660 sec): 3 clusters Score: Raw -94831.592153 + Penalty 1559.965778 = -93271.626375 nChanged 83 SP:Iteration 3F (126.933792 sec): 3 clusters Score: Raw -94920.872686 + Penalty 1572.811287 = -93348.061399 nChanged 70 SP:Iteration 4F (126.935909 sec): 3 clusters Score: Raw -94994.702158 + Penalty 1574.748635 = -93419.953522 nChanged 31 SP:Iteration 5Q (126.937955 sec): 3 clusters Score: Raw -95021.771644 + Penalty 1577.581755 = -93444.189890 nChanged 23 SP:Iteration 6Q (126.940003 sec): 3 clusters Score: Raw -95040.228651 + Penalty 1580.138563 = -93460.090088 nChanged 20 SP:Iteration 7Q (126.942014 sec): 3 clusters Score: Raw -95050.625823 + Penalty 1580.861598 = -93469.764225 nChanged 10 SP:Iteration 8Q (126.943977 sec): 3 clusters Score: Raw -95055.244604 + Penalty 1581.653796 = -93473.590808 nChanged 4 SP:Iteration 9Q (126.945962 sec): 3 clusters Score: Raw -95057.580165 + Penalty 1581.615912 = -93475.964254 nChanged 5 SP:Iteration 10F (126.948056 sec): 3 clusters Score: Raw -95059.970045 + Penalty 1580.603921 = -93479.366124 nChanged 3 SP:Iteration 11Q (126.950177 sec): 3 clusters Score: Raw -95060.675329 + Penalty 1580.603921 = -93480.071408 nChanged 0 SP:Iteration 12F (126.952442 sec): 3 clusters Score: Raw -95060.675329 + Penalty 1580.603921 = -93480.071408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.955213 sec): 2 clusters Score: Raw -1536.386784 + Penalty 124.052022 = -1412.334762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.955482 sec): 3 clusters Score: Raw -1576.866827 + Penalty 257.979967 = -1318.886861 nChanged 1 SP:Iteration 1Q (126.955729 sec): 3 clusters Score: Raw -1581.901703 + Penalty 257.979967 = -1323.921737 nChanged 0 SP:Iteration 2F (126.955976 sec): 3 clusters Score: Raw -1581.901703 + Penalty 257.979967 = -1323.921737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.959112 sec): 2 clusters Score: Raw -74259.995132 + Penalty 452.861033 = -73807.134099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.960934 sec): 3 clusters Score: Raw -73790.429234 + Penalty 907.762056 = -72882.667179 nChanged 327 SP:Iteration 1F (126.962668 sec): 3 clusters Score: Raw -74097.669067 + Penalty 916.439322 = -73181.229745 nChanged 112 SP:Iteration 2F (126.964314 sec): 3 clusters Score: Raw -74197.768836 + Penalty 925.510435 = -73272.258402 nChanged 60 SP:Iteration 3F (126.965957 sec): 3 clusters Score: Raw -74253.047255 + Penalty 940.573469 = -73312.473787 nChanged 53 SP:Iteration 4F (126.967595 sec): 3 clusters Score: Raw -74288.548819 + Penalty 956.149715 = -73332.399104 nChanged 40 SP:Iteration 5Q (126.969230 sec): 3 clusters Score: Raw -74315.826713 + Penalty 967.725611 = -73348.101102 nChanged 29 SP:Iteration 6Q (126.970860 sec): 3 clusters Score: Raw -74332.983462 + Penalty 976.943095 = -73356.040368 nChanged 18 SP:Iteration 7Q (126.972460 sec): 3 clusters Score: Raw -74343.442028 + Penalty 980.187219 = -73363.254808 nChanged 15 SP:Iteration 8Q (126.974047 sec): 3 clusters Score: Raw -74351.475231 + Penalty 982.295387 = -73369.179843 nChanged 6 SP:Iteration 9Q (126.975617 sec): 3 clusters Score: Raw -74354.791245 + Penalty 982.433396 = -73372.357849 nChanged 3 SP:Iteration 10F (126.977251 sec): 3 clusters Score: Raw -74355.739649 + Penalty 984.615744 = -73371.123905 nChanged 3 SP:Iteration 11F (126.978900 sec): 3 clusters Score: Raw -74357.378651 + Penalty 986.119874 = -73371.258777 nChanged 3 SP:Iteration 12Q (126.980576 sec): 3 clusters Score: Raw -74358.543926 + Penalty 986.533048 = -73372.010878 nChanged 2 SP:Iteration 13Q (126.982228 sec): 3 clusters Score: Raw -74359.234734 + Penalty 987.139958 = -73372.094776 nChanged 1 SP:Iteration 14Q (126.983784 sec): 3 clusters Score: Raw -74359.731788 + Penalty 987.277911 = -73372.453877 nChanged 1 SP:Iteration 15Q (126.985380 sec): 3 clusters Score: Raw -74360.156105 + Penalty 987.803577 = -73372.352528 nChanged 1 SP:Iteration 16F (126.986992 sec): 3 clusters Score: Raw -74360.352568 + Penalty 988.272089 = -73372.080480 nChanged 1 SP:Iteration 17F (126.988675 sec): 3 clusters Score: Raw -74360.829681 + Penalty 989.734893 = -73371.094789 nChanged 2 SP:Iteration 18F (126.990334 sec): 3 clusters Score: Raw -74361.808652 + Penalty 991.005576 = -73370.803076 nChanged 3 SP:Iteration 19F (126.991991 sec): 3 clusters Score: Raw -74363.626204 + Penalty 991.373159 = -73372.253045 nChanged 4 SP:Iteration 20F (126.993700 sec): 3 clusters Score: Raw -74365.533553 + Penalty 991.087695 = -73374.445859 nChanged 2 SP:Iteration 21Q (126.995337 sec): 3 clusters Score: Raw -74366.870543 + Penalty 991.087695 = -73375.782848 nChanged 0 SP:Iteration 22F (126.997077 sec): 3 clusters Score: Raw -74366.870543 + Penalty 991.087695 = -73375.782848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.998779 sec): 2 clusters Score: Raw -26355.140218 + Penalty 327.903767 = -26027.236450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.999607 sec): 3 clusters Score: Raw -26245.002963 + Penalty 655.168208 = -25589.834755 nChanged 97 SP:Iteration 1F (127.000415 sec): 3 clusters Score: Raw -26376.708530 + Penalty 655.902891 = -25720.805639 nChanged 32 SP:Iteration 2F (127.001221 sec): 3 clusters Score: Raw -26410.645732 + Penalty 655.860505 = -25754.785226 nChanged 20 SP:Iteration 3F (127.002046 sec): 3 clusters Score: Raw -26431.223584 + Penalty 656.593987 = -25774.629598 nChanged 7 SP:Iteration 4Q (127.002828 sec): 3 clusters Score: Raw -26439.521668 + Penalty 657.667681 = -25781.853987 nChanged 6 SP:Iteration 5Q (127.003603 sec): 3 clusters Score: Raw -26445.129076 + Penalty 659.527722 = -25785.601355 nChanged 5 SP:Iteration 6Q (127.004371 sec): 3 clusters Score: Raw -26450.482146 + Penalty 661.853040 = -25788.629106 nChanged 7 SP:Iteration 7Q (127.005140 sec): 3 clusters Score: Raw -26464.184441 + Penalty 663.801047 = -25800.383395 nChanged 10 SP:Iteration 8Q (127.005904 sec): 3 clusters Score: Raw -26483.390530 + Penalty 666.402890 = -25816.987641 nChanged 8 SP:Iteration 9Q (127.006681 sec): 3 clusters Score: Raw -26492.161422 + Penalty 668.297139 = -25823.864283 nChanged 2 SP:Iteration 10F (127.007490 sec): 3 clusters Score: Raw -26495.025331 + Penalty 669.803614 = -25825.221718 nChanged 2 SP:Iteration 11Q (127.008244 sec): 3 clusters Score: Raw -26497.602959 + Penalty 670.211527 = -25827.391431 nChanged 1 SP:Iteration 12Q (127.008995 sec): 3 clusters Score: Raw -26497.967750 + Penalty 670.211527 = -25827.756222 nChanged 0 SP:Iteration 13F (127.009802 sec): 3 clusters Score: Raw -26497.967750 + Penalty 670.211527 = -25827.756222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.012085 sec): 2 clusters Score: Raw -49193.752234 + Penalty 365.410397 = -48828.341838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.013319 sec): 3 clusters Score: Raw -48889.992362 + Penalty 725.944029 = -48164.048333 nChanged 211 SP:Iteration 1F (127.014532 sec): 3 clusters Score: Raw -49051.274625 + Penalty 736.972317 = -48314.302308 nChanged 63 SP:Iteration 2F (127.015743 sec): 3 clusters Score: Raw -49114.530773 + Penalty 756.415588 = -48358.115186 nChanged 47 SP:Iteration 3F (127.016961 sec): 3 clusters Score: Raw -49156.436322 + Penalty 772.032060 = -48384.404262 nChanged 22 SP:Iteration 4Q (127.018161 sec): 3 clusters Score: Raw -49174.192046 + Penalty 785.047519 = -48389.144528 nChanged 11 SP:Iteration 5Q (127.019353 sec): 3 clusters Score: Raw -49194.772209 + Penalty 794.148634 = -48400.623575 nChanged 9 SP:Iteration 6Q (127.020499 sec): 3 clusters Score: Raw -49202.708774 + Penalty 797.113394 = -48405.595380 nChanged 4 SP:Iteration 7Q (127.021673 sec): 3 clusters Score: Raw -49207.715769 + Penalty 801.582843 = -48406.132927 nChanged 2 SP:Iteration 8Q (127.022786 sec): 3 clusters Score: Raw -49207.801173 + Penalty 796.782670 = -48411.018504 nChanged 1 SP:Iteration 9Q (127.023894 sec): 3 clusters Score: Raw -49210.390650 + Penalty 798.742268 = -48411.648381 nChanged 1 SP:Iteration 10F (127.025106 sec): 3 clusters Score: Raw -49210.867039 + Penalty 801.306232 = -48409.560807 nChanged 1 SP:Iteration 11F (127.026323 sec): 3 clusters Score: Raw -49211.943992 + Penalty 802.658047 = -48409.285945 nChanged 1 SP:Iteration 12F (127.027537 sec): 3 clusters Score: Raw -49212.958892 + Penalty 802.658047 = -48410.300844 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.029729 sec): 2 clusters Score: Raw -50025.671644 + Penalty 990.055471 = -49035.616172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.031112 sec): 3 clusters Score: Raw -49843.178185 + Penalty 1979.231856 = -47863.946329 nChanged 160 SP:Iteration 1F (127.032539 sec): 3 clusters Score: Raw -50021.923383 + Penalty 1979.483377 = -48042.440006 nChanged 53 SP:Iteration 2F (127.033952 sec): 3 clusters Score: Raw -50103.492054 + Penalty 1979.379253 = -48124.112801 nChanged 33 SP:Iteration 3F (127.035315 sec): 3 clusters Score: Raw -50158.262465 + Penalty 1978.272564 = -48179.989902 nChanged 15 SP:Iteration 4Q (127.036602 sec): 3 clusters Score: Raw -50194.490346 + Penalty 1978.011627 = -48216.478719 nChanged 19 SP:Iteration 5Q (127.037881 sec): 3 clusters Score: Raw -50239.124274 + Penalty 1977.535662 = -48261.588611 nChanged 20 SP:Iteration 6Q (127.039133 sec): 3 clusters Score: Raw -50275.647539 + Penalty 1976.858113 = -48298.789426 nChanged 16 SP:Iteration 7Q (127.040367 sec): 3 clusters Score: Raw -50294.183720 + Penalty 1977.072169 = -48317.111551 nChanged 9 SP:Iteration 8Q (127.041615 sec): 3 clusters Score: Raw -50309.385268 + Penalty 1976.833848 = -48332.551420 nChanged 5 SP:Iteration 9Q (127.042849 sec): 3 clusters Score: Raw -50318.402800 + Penalty 1976.576256 = -48341.826545 nChanged 5 SP:Iteration 10F (127.044168 sec): 3 clusters Score: Raw -50327.446820 + Penalty 1976.408830 = -48351.037990 nChanged 5 SP:Iteration 11Q (127.045388 sec): 3 clusters Score: Raw -50333.630950 + Penalty 1975.875061 = -48357.755889 nChanged 5 SP:Iteration 12Q (127.046625 sec): 3 clusters Score: Raw -50337.431237 + Penalty 1975.388209 = -48362.043028 nChanged 3 SP:Iteration 13Q (127.047862 sec): 3 clusters Score: Raw -50339.703211 + Penalty 1975.465189 = -48364.238022 nChanged 3 SP:Iteration 14Q (127.049080 sec): 3 clusters Score: Raw -50343.735207 + Penalty 1975.949843 = -48367.785365 nChanged 4 SP:Iteration 15Q (127.050296 sec): 3 clusters Score: Raw -50347.296517 + Penalty 1976.116424 = -48371.180093 nChanged 1 SP:Iteration 16Q (127.051527 sec): 3 clusters Score: Raw -50348.183182 + Penalty 1976.116424 = -48372.066758 nChanged 0 SP:Iteration 17F (127.052840 sec): 3 clusters Score: Raw -50348.183182 + Penalty 1976.116424 = -48372.066758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.054415 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.055374 sec): 3 clusters Score: Raw -36508.875035 + Penalty 348.418729 = -36160.456306 nChanged 164 SP:Iteration 1F (127.056321 sec): 3 clusters Score: Raw -36637.727499 + Penalty 352.157092 = -36285.570407 nChanged 58 SP:Iteration 2F (127.057263 sec): 3 clusters Score: Raw -36691.414637 + Penalty 353.862028 = -36337.552609 nChanged 28 SP:Iteration 3F (127.058201 sec): 3 clusters Score: Raw -36703.558425 + Penalty 356.237011 = -36347.321414 nChanged 8 SP:Iteration 4Q (127.059135 sec): 3 clusters Score: Raw -36705.984607 + Penalty 357.616151 = -36348.368456 nChanged 5 SP:Iteration 5Q (127.060091 sec): 3 clusters Score: Raw -36707.069214 + Penalty 359.553185 = -36347.516028 nChanged 6 SP:Iteration 6F (127.061054 sec): 3 clusters Score: Raw -36709.342739 + Penalty 362.008589 = -36347.334150 nChanged 6 SP:Iteration 7F (127.061995 sec): 3 clusters Score: Raw -36710.480401 + Penalty 363.142132 = -36347.338269 nChanged 6 SP:Iteration 8Q (127.062918 sec): 3 clusters Score: Raw -36712.007706 + Penalty 366.352148 = -36345.655557 nChanged 10 SP:Iteration 9F (127.063855 sec): 3 clusters Score: Raw -36715.474527 + Penalty 370.123023 = -36345.351505 nChanged 11 SP:Iteration 10F (127.064791 sec): 3 clusters Score: Raw -36717.455508 + Penalty 372.624574 = -36344.830935 nChanged 7 SP:Iteration 11F (127.065733 sec): 3 clusters Score: Raw -36718.690265 + Penalty 374.572233 = -36344.118032 nChanged 9 SP:Iteration 12F (127.066672 sec): 3 clusters Score: Raw -36722.250839 + Penalty 379.980796 = -36342.270043 nChanged 9 SP:Iteration 13F (127.067608 sec): 3 clusters Score: Raw -36727.504442 + Penalty 385.646806 = -36341.857636 nChanged 7 SP:Iteration 14F (127.068543 sec): 3 clusters Score: Raw -36731.371684 + Penalty 388.507537 = -36342.864147 nChanged 6 SP:Iteration 15Q (127.069451 sec): 3 clusters Score: Raw -36733.580895 + Penalty 394.352300 = -36339.228595 nChanged 5 SP:Iteration 16F (127.070410 sec): 3 clusters Score: Raw -36733.784716 + Penalty 399.626438 = -36334.158278 nChanged 6 SP:Iteration 17F (127.071349 sec): 3 clusters Score: Raw -36733.894503 + Penalty 403.204305 = -36330.690198 nChanged 5 SP:Iteration 18F (127.072283 sec): 3 clusters Score: Raw -36734.429300 + Penalty 404.606688 = -36329.822613 nChanged 5 SP:Iteration 19F (127.073217 sec): 3 clusters Score: Raw -36735.661407 + Penalty 404.713268 = -36330.948139 nChanged 2 SP:Iteration 20F (127.074170 sec): 3 clusters Score: Raw -36736.069275 + Penalty 403.949072 = -36332.120204 nChanged 2 SP:Iteration 21Q (127.075065 sec): 3 clusters Score: Raw -36735.499547 + Penalty 405.930498 = -36329.569049 nChanged 2 SP:Iteration 22F (127.075998 sec): 3 clusters Score: Raw -36735.499421 + Penalty 410.192475 = -36325.306946 nChanged 4 SP:Iteration 23F (127.076933 sec): 3 clusters Score: Raw -36735.377125 + Penalty 418.602497 = -36316.774629 nChanged 7 SP:Iteration 24F (127.077866 sec): 3 clusters Score: Raw -36735.969106 + Penalty 425.106383 = -36310.862723 nChanged 7 SP:Iteration 25F (127.078798 sec): 3 clusters Score: Raw -36738.203587 + Penalty 439.940621 = -36298.262966 nChanged 6 SP:Iteration 26F (127.079753 sec): 3 clusters Score: Raw -36741.362614 + Penalty 454.010013 = -36287.352600 nChanged 6 SP:Iteration 27F (127.080689 sec): 3 clusters Score: Raw -36743.031240 + Penalty 468.804427 = -36274.226813 nChanged 7 SP:Iteration 28F (127.081688 sec): 3 clusters Score: Raw -36746.916944 + Penalty 434.770740 = -36312.146205 nChanged 7 SP:Iteration 29Q (127.082503 sec): 3 clusters Score: Raw -36751.421077 + Penalty 531.897196 = -36219.523880 nChanged 6 SP:Iteration 30F (127.083383 sec): 3 clusters Score: Raw -36756.374853 + Penalty 171.607407 = -36584.767446 nChanged 1 SP:Iteration 31Q (127.084138 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 SP:Iteration 32F (127.084874 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 Memory request: 0.10 GB would take us to total of 0.44 GB. Trying to split cluster 13 (21069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.177421 sec): 2 clusters Score: Raw -1679175.249080 + Penalty 303.725913 = -1678871.523167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.216934 sec): 3 clusters Score: Raw -1664948.952382 + Penalty 602.942809 = -1664346.009574 nChanged 10034 SP:Iteration 1F (127.255886 sec): 3 clusters Score: Raw -1672069.825797 + Penalty 697.467880 = -1671372.357917 nChanged 4484 SP:Iteration 2F (127.295181 sec): 3 clusters Score: Raw -1677906.127122 + Penalty 956.248211 = -1676949.878911 nChanged 1084 SP:Iteration 3F (127.336901 sec): 3 clusters Score: Raw -1679127.789681 + Penalty 1032.380980 = -1678095.408701 nChanged 70 SP:Iteration 4Q (127.371545 sec): 3 clusters Score: Raw -1679205.084396 + Penalty 1078.975099 = -1678126.109298 nChanged 15 SP:Iteration 5Q (127.408095 sec): 3 clusters Score: Raw -1679219.615423 + Penalty 1093.025351 = -1678126.590073 nChanged 2 SP:Iteration 6Q (127.444218 sec): 3 clusters Score: Raw -1679221.793667 + Penalty 1093.025351 = -1678128.768317 nChanged 0 SP:Iteration 7F (127.488906 sec): 3 clusters Score: Raw -1679221.793667 + Penalty 1093.025351 = -1678128.768317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.500558 sec): 2 clusters Score: Raw -1622.124635 + Penalty 89.657740 = -1532.466895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.500836 sec): 3 clusters Score: Raw -1684.383971 + Penalty 173.828926 = -1510.555045 nChanged 1 SP:Iteration 1Q (127.501090 sec): 3 clusters Score: Raw -1687.079624 + Penalty 172.379488 = -1514.700136 nChanged 1 SP:Iteration 2Q (127.501335 sec): 3 clusters Score: Raw -1691.941130 + Penalty 172.379488 = -1519.561642 nChanged 0 SP:Iteration 3F (127.501584 sec): 3 clusters Score: Raw -1691.941130 + Penalty 172.379488 = -1519.561642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.504440 sec): 2 clusters Score: Raw -62818.696891 + Penalty 611.090388 = -62207.606502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.505934 sec): 3 clusters Score: Raw -62481.817151 + Penalty 1218.913105 = -61262.904046 nChanged 245 SP:Iteration 1F (127.507393 sec): 3 clusters Score: Raw -62655.945043 + Penalty 1216.198556 = -61439.746487 nChanged 68 SP:Iteration 2F (127.508864 sec): 3 clusters Score: Raw -62715.732437 + Penalty 1215.861248 = -61499.871188 nChanged 42 SP:Iteration 3F (127.510413 sec): 3 clusters Score: Raw -62745.523969 + Penalty 1216.614657 = -61528.909313 nChanged 31 SP:Iteration 4Q (127.511859 sec): 3 clusters Score: Raw -62771.999678 + Penalty 1217.596236 = -61554.403442 nChanged 33 SP:Iteration 5Q (127.513307 sec): 3 clusters Score: Raw -62791.664966 + Penalty 1217.807127 = -61573.857839 nChanged 21 SP:Iteration 6Q (127.514745 sec): 3 clusters Score: Raw -62804.217973 + Penalty 1218.168014 = -61586.049959 nChanged 14 SP:Iteration 7Q (127.516176 sec): 3 clusters Score: Raw -62811.519376 + Penalty 1218.325000 = -61593.194376 nChanged 8 SP:Iteration 8Q (127.517621 sec): 3 clusters Score: Raw -62817.123958 + Penalty 1218.748346 = -61598.375612 nChanged 5 SP:Iteration 9Q (127.519048 sec): 3 clusters Score: Raw -62823.052614 + Penalty 1219.351224 = -61603.701391 nChanged 9 SP:Iteration 10F (127.520521 sec): 3 clusters Score: Raw -62829.839292 + Penalty 1219.665687 = -61610.173605 nChanged 10 SP:Iteration 11Q (127.521959 sec): 3 clusters Score: Raw -62836.400653 + Penalty 1219.900257 = -61616.500396 nChanged 6 SP:Iteration 12Q (127.523377 sec): 3 clusters Score: Raw -62841.248460 + Penalty 1220.272509 = -61620.975951 nChanged 6 SP:Iteration 13Q (127.524791 sec): 3 clusters Score: Raw -62848.854721 + Penalty 1220.458107 = -61628.396614 nChanged 7 SP:Iteration 14Q (127.526238 sec): 3 clusters Score: Raw -62854.356746 + Penalty 1221.117971 = -61633.238774 nChanged 10 SP:Iteration 15Q (127.527658 sec): 3 clusters Score: Raw -62862.488661 + Penalty 1221.727315 = -61640.761346 nChanged 14 SP:Iteration 16Q (127.529072 sec): 3 clusters Score: Raw -62872.807369 + Penalty 1221.930770 = -61650.876599 nChanged 12 SP:Iteration 17Q (127.530511 sec): 3 clusters Score: Raw -62876.517355 + Penalty 1222.084196 = -61654.433160 nChanged 9 SP:Iteration 18Q (127.531930 sec): 3 clusters Score: Raw -62880.496849 + Penalty 1222.140962 = -61658.355887 nChanged 7 SP:Iteration 19Q (127.533338 sec): 3 clusters Score: Raw -62885.463557 + Penalty 1222.201251 = -61663.262306 nChanged 7 SP:Iteration 20F (127.534840 sec): 3 clusters Score: Raw -62889.247265 + Penalty 1222.191567 = -61667.055698 nChanged 6 SP:Iteration 21Q (127.536279 sec): 3 clusters Score: Raw -62891.552218 + Penalty 1222.183976 = -61669.368241 nChanged 6 SP:Iteration 22Q (127.537693 sec): 3 clusters Score: Raw -62893.349111 + Penalty 1222.082148 = -61671.266963 nChanged 2 SP:Iteration 23Q (127.539126 sec): 3 clusters Score: Raw -62894.528935 + Penalty 1221.781761 = -61672.747174 nChanged 6 SP:Iteration 24Q (127.540566 sec): 3 clusters Score: Raw -62897.536508 + Penalty 1221.087798 = -61676.448710 nChanged 9 SP:Iteration 25Q (127.541983 sec): 3 clusters Score: Raw -62902.925050 + Penalty 1220.650457 = -61682.274593 nChanged 6 SP:Iteration 26Q (127.543433 sec): 3 clusters Score: Raw -62905.458211 + Penalty 1220.572065 = -61684.886146 nChanged 3 SP:Iteration 27Q (127.544870 sec): 3 clusters Score: Raw -62906.989942 + Penalty 1220.190788 = -61686.799154 nChanged 4 SP:Iteration 28Q (127.546293 sec): 3 clusters Score: Raw -62908.953545 + Penalty 1219.634315 = -61689.319230 nChanged 3 SP:Iteration 29Q (127.547711 sec): 3 clusters Score: Raw -62910.840927 + Penalty 1219.403680 = -61691.437247 nChanged 1 SP:Iteration 30F (127.549163 sec): 3 clusters Score: Raw -62910.887747 + Penalty 1219.439000 = -61691.448747 nChanged 1 SP:Iteration 31Q (127.550598 sec): 3 clusters Score: Raw -62910.997368 + Penalty 1219.320032 = -61691.677335 nChanged 1 SP:Iteration 32Q (127.552018 sec): 3 clusters Score: Raw -62911.064791 + Penalty 1219.320032 = -61691.744758 nChanged 0 SP:Iteration 33F (127.553477 sec): 3 clusters Score: Raw -62911.064791 + Penalty 1219.320032 = -61691.744758 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.556725 sec): 2 clusters Score: Raw -83337.586236 + Penalty 548.188313 = -82789.397923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.558668 sec): 3 clusters Score: Raw -82822.761675 + Penalty 1092.097877 = -81730.663799 nChanged 348 SP:Iteration 1F (127.560571 sec): 3 clusters Score: Raw -83102.239665 + Penalty 1087.600075 = -82014.639590 nChanged 124 SP:Iteration 2F (127.562466 sec): 3 clusters Score: Raw -83220.823661 + Penalty 1085.660353 = -82135.163308 nChanged 65 SP:Iteration 3F (127.564380 sec): 3 clusters Score: Raw -83291.383257 + Penalty 1080.662949 = -82210.720308 nChanged 48 SP:Iteration 4Q (127.566272 sec): 3 clusters Score: Raw -83336.953273 + Penalty 1077.800181 = -82259.153092 nChanged 31 SP:Iteration 5Q (127.568150 sec): 3 clusters Score: Raw -83365.425120 + Penalty 1079.000770 = -82286.424350 nChanged 27 SP:Iteration 6Q (127.570013 sec): 3 clusters Score: Raw -83381.634851 + Penalty 1078.772900 = -82302.861951 nChanged 22 SP:Iteration 7Q (127.571875 sec): 3 clusters Score: Raw -83396.221227 + Penalty 1070.663738 = -82325.557489 nChanged 15 SP:Iteration 8Q (127.573703 sec): 3 clusters Score: Raw -83412.588664 + Penalty 1067.719549 = -82344.869115 nChanged 11 SP:Iteration 9Q (127.575552 sec): 3 clusters Score: Raw -83422.975876 + Penalty 1062.559551 = -82360.416325 nChanged 12 SP:Iteration 10F (127.577460 sec): 3 clusters Score: Raw -83434.376631 + Penalty 1055.520111 = -82378.856519 nChanged 12 SP:Iteration 11Q (127.579285 sec): 3 clusters Score: Raw -83450.504208 + Penalty 1050.825753 = -82399.678454 nChanged 8 SP:Iteration 12Q (127.581093 sec): 3 clusters Score: Raw -83457.049237 + Penalty 1046.698934 = -82410.350303 nChanged 12 SP:Iteration 13Q (127.582916 sec): 3 clusters Score: Raw -83467.454987 + Penalty 1038.536349 = -82428.918638 nChanged 13 SP:Iteration 14Q (127.584715 sec): 3 clusters Score: Raw -83477.596970 + Penalty 1032.369300 = -82445.227670 nChanged 10 SP:Iteration 15Q (127.586511 sec): 3 clusters Score: Raw -83484.851500 + Penalty 1029.140847 = -82455.710654 nChanged 5 SP:Iteration 16Q (127.588295 sec): 3 clusters Score: Raw -83487.465611 + Penalty 1028.690190 = -82458.775422 nChanged 1 SP:Iteration 17Q (127.590099 sec): 3 clusters Score: Raw -83487.704549 + Penalty 1027.539522 = -82460.165028 nChanged 2 SP:Iteration 18Q (127.591905 sec): 3 clusters Score: Raw -83489.012155 + Penalty 1026.965712 = -82462.046443 nChanged 1 SP:Iteration 19Q (127.593678 sec): 3 clusters Score: Raw -83489.443002 + Penalty 1025.578840 = -82463.864161 nChanged 2 SP:Iteration 20F (127.595548 sec): 3 clusters Score: Raw -83490.592675 + Penalty 1025.578840 = -82465.013834 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 22 (1753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.604607 sec): 2 clusters Score: Raw -149748.837746 + Penalty 368.910761 = -149379.926985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.607989 sec): 3 clusters Score: Raw -148743.523687 + Penalty 740.221052 = -148003.302635 nChanged 745 SP:Iteration 1F (127.611233 sec): 3 clusters Score: Raw -149247.114636 + Penalty 739.528233 = -148507.586403 nChanged 182 SP:Iteration 2F (127.614438 sec): 3 clusters Score: Raw -149376.913992 + Penalty 743.238516 = -148633.675476 nChanged 136 SP:Iteration 3F (127.617647 sec): 3 clusters Score: Raw -149505.513128 + Penalty 749.288505 = -148756.224623 nChanged 119 SP:Iteration 4F (127.620815 sec): 3 clusters Score: Raw -149617.868776 + Penalty 767.219360 = -148850.649416 nChanged 88 SP:Iteration 5F (127.624002 sec): 3 clusters Score: Raw -149702.600937 + Penalty 765.544733 = -148937.056203 nChanged 50 SP:Iteration 6Q (127.627263 sec): 3 clusters Score: Raw -149741.476948 + Penalty 788.046290 = -148953.430658 nChanged 22 SP:Iteration 7Q (127.630426 sec): 3 clusters Score: Raw -149754.607967 + Penalty 797.911691 = -148956.696276 nChanged 13 SP:Iteration 8Q (127.633875 sec): 3 clusters Score: Raw -149765.752534 + Penalty 807.283089 = -148958.469445 nChanged 10 SP:Iteration 9Q (127.637119 sec): 3 clusters Score: Raw -149775.062947 + Penalty 823.330958 = -148951.731989 nChanged 5 SP:Iteration 10F (127.640608 sec): 3 clusters Score: Raw -149781.747638 + Penalty 826.332902 = -148955.414736 nChanged 1 SP:Iteration 11Q (127.643679 sec): 3 clusters Score: Raw -149782.644888 + Penalty 826.332902 = -148956.311986 nChanged 0 SP:Iteration 12F (127.646909 sec): 3 clusters Score: Raw -149782.644888 + Penalty 826.332902 = -148956.311986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.657458 sec): 2 clusters Score: Raw -29738.939970 + Penalty 801.881232 = -28937.058738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.658278 sec): 3 clusters Score: Raw -29695.611012 + Penalty 1602.944163 = -28092.666849 nChanged 79 SP:Iteration 1F (127.659082 sec): 3 clusters Score: Raw -29801.048289 + Penalty 1602.245774 = -28198.802515 nChanged 25 SP:Iteration 2F (127.659884 sec): 3 clusters Score: Raw -29833.085720 + Penalty 1601.152029 = -28231.933692 nChanged 10 SP:Iteration 3Q (127.660682 sec): 3 clusters Score: Raw -29846.598271 + Penalty 1601.316796 = -28245.281475 nChanged 6 SP:Iteration 4Q (127.661461 sec): 3 clusters Score: Raw -29856.781421 + Penalty 1602.079501 = -28254.701920 nChanged 6 SP:Iteration 5Q (127.662239 sec): 3 clusters Score: Raw -29867.051533 + Penalty 1603.131100 = -28263.920433 nChanged 4 SP:Iteration 6Q (127.663010 sec): 3 clusters Score: Raw -29872.293232 + Penalty 1603.420836 = -28268.872396 nChanged 4 SP:Iteration 7Q (127.663783 sec): 3 clusters Score: Raw -29875.360220 + Penalty 1604.723605 = -28270.636615 nChanged 5 SP:Iteration 8Q (127.664555 sec): 3 clusters Score: Raw -29880.582801 + Penalty 1606.431787 = -28274.151014 nChanged 5 SP:Iteration 9Q (127.665336 sec): 3 clusters Score: Raw -29891.095176 + Penalty 1607.787596 = -28283.307580 nChanged 5 SP:Iteration 10F (127.666144 sec): 3 clusters Score: Raw -29899.772310 + Penalty 1610.687660 = -28289.084650 nChanged 5 SP:Iteration 11Q (127.666947 sec): 3 clusters Score: Raw -29911.448021 + Penalty 1613.803824 = -28297.644197 nChanged 6 SP:Iteration 12Q (127.667715 sec): 3 clusters Score: Raw -29923.243856 + Penalty 1616.453864 = -28306.789992 nChanged 3 SP:Iteration 13Q (127.668482 sec): 3 clusters Score: Raw -29925.995629 + Penalty 1617.972407 = -28308.023222 nChanged 2 SP:Iteration 14Q (127.669247 sec): 3 clusters Score: Raw -29927.128034 + Penalty 1618.360569 = -28308.767464 nChanged 1 SP:Iteration 15Q (127.670034 sec): 3 clusters Score: Raw -29928.673167 + Penalty 1618.437576 = -28310.235591 nChanged 1 SP:Iteration 16Q (127.670801 sec): 3 clusters Score: Raw -29930.959769 + Penalty 1618.421145 = -28312.538624 nChanged 2 SP:Iteration 17Q (127.671566 sec): 3 clusters Score: Raw -29934.735168 + Penalty 1618.421145 = -28316.314023 nChanged 0 SP:Iteration 18F (127.672367 sec): 3 clusters Score: Raw -29934.735168 + Penalty 1618.421145 = -28316.314023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.674765 sec): 2 clusters Score: Raw -31478.837520 + Penalty 627.233132 = -30851.604388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.675756 sec): 3 clusters Score: Raw -31336.890675 + Penalty 1257.896512 = -30078.994162 nChanged 112 SP:Iteration 1F (127.676721 sec): 3 clusters Score: Raw -31473.605363 + Penalty 1284.445081 = -30189.160281 nChanged 50 SP:Iteration 2F (127.677684 sec): 3 clusters Score: Raw -31577.184879 + Penalty 1305.627707 = -30271.557172 nChanged 24 SP:Iteration 3F (127.678645 sec): 3 clusters Score: Raw -31616.749668 + Penalty 1314.254679 = -30302.494989 nChanged 12 SP:Iteration 4Q (127.679528 sec): 3 clusters Score: Raw -31641.952833 + Penalty 1318.445489 = -30323.507344 nChanged 11 SP:Iteration 5Q (127.680402 sec): 3 clusters Score: Raw -31667.543778 + Penalty 1324.007193 = -30343.536585 nChanged 8 SP:Iteration 6Q (127.681263 sec): 3 clusters Score: Raw -31686.441877 + Penalty 1325.417161 = -30361.024716 nChanged 8 SP:Iteration 7Q (127.682115 sec): 3 clusters Score: Raw -31706.659838 + Penalty 1328.949902 = -30377.709937 nChanged 7 SP:Iteration 8Q (127.682973 sec): 3 clusters Score: Raw -31728.542474 + Penalty 1332.191162 = -30396.351312 nChanged 6 SP:Iteration 9Q (127.683826 sec): 3 clusters Score: Raw -31737.831038 + Penalty 1338.833506 = -30398.997532 nChanged 5 SP:Iteration 10F (127.684749 sec): 3 clusters Score: Raw -31741.791430 + Penalty 1339.571800 = -30402.219631 nChanged 1 SP:Iteration 11Q (127.685594 sec): 3 clusters Score: Raw -31742.497951 + Penalty 1340.722442 = -30401.775508 nChanged 1 SP:Iteration 12F (127.686515 sec): 3 clusters Score: Raw -31743.613448 + Penalty 1340.722442 = -30402.891005 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 38 (1426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.691708 sec): 2 clusters Score: Raw -124905.538047 + Penalty 492.629645 = -124412.908402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.694422 sec): 3 clusters Score: Raw -124164.597087 + Penalty 994.368644 = -123170.228442 nChanged 546 SP:Iteration 1F (127.697122 sec): 3 clusters Score: Raw -124526.863690 + Penalty 1003.900909 = -123522.962781 nChanged 142 SP:Iteration 2F (127.700032 sec): 3 clusters Score: Raw -124637.580364 + Penalty 1019.595657 = -123617.984707 nChanged 115 SP:Iteration 3F (127.702762 sec): 3 clusters Score: Raw -124723.948721 + Penalty 1031.106581 = -123692.842140 nChanged 81 SP:Iteration 4F (127.705456 sec): 3 clusters Score: Raw -124778.955418 + Penalty 1039.515834 = -123739.439584 nChanged 60 SP:Iteration 5Q (127.708354 sec): 3 clusters Score: Raw -124820.189324 + Penalty 1052.298481 = -123767.890843 nChanged 54 SP:Iteration 6Q (127.711199 sec): 3 clusters Score: Raw -124857.456689 + Penalty 1065.727437 = -123791.729251 nChanged 45 SP:Iteration 7Q (127.714002 sec): 3 clusters Score: Raw -124884.846084 + Penalty 1073.582106 = -123811.263978 nChanged 22 SP:Iteration 8Q (127.716684 sec): 3 clusters Score: Raw -124895.417912 + Penalty 1076.279540 = -123819.138372 nChanged 13 SP:Iteration 9Q (127.719354 sec): 3 clusters Score: Raw -124899.971802 + Penalty 1080.382038 = -123819.589764 nChanged 9 SP:Iteration 10F (127.721977 sec): 3 clusters Score: Raw -124904.116781 + Penalty 1084.945787 = -123819.170994 nChanged 6 SP:Iteration 11F (127.724662 sec): 3 clusters Score: Raw -124906.944085 + Penalty 1089.316501 = -123817.627584 nChanged 7 SP:Iteration 12F (127.727360 sec): 3 clusters Score: Raw -124910.165097 + Penalty 1091.641852 = -123818.523245 nChanged 6 SP:Iteration 13Q (127.730090 sec): 3 clusters Score: Raw -124913.422075 + Penalty 1091.500581 = -123821.921494 nChanged 4 SP:Iteration 14Q (127.732794 sec): 3 clusters Score: Raw -124915.339218 + Penalty 1092.822710 = -123822.516507 nChanged 2 SP:Iteration 15Q (127.735656 sec): 3 clusters Score: Raw -124916.290541 + Penalty 1094.754582 = -123821.535959 nChanged 2 SP:Iteration 16F (127.738384 sec): 3 clusters Score: Raw -124917.079985 + Penalty 1095.926024 = -123821.153961 nChanged 1 SP:Iteration 17F (127.741066 sec): 3 clusters Score: Raw -124917.447051 + Penalty 1096.801803 = -123820.645248 nChanged 1 SP:Iteration 18F (127.743769 sec): 3 clusters Score: Raw -124917.721625 + Penalty 1099.347412 = -123818.374213 nChanged 3 SP:Iteration 19F (127.746394 sec): 3 clusters Score: Raw -124919.138994 + Penalty 1101.838286 = -123817.300708 nChanged 3 SP:Iteration 20F (127.749073 sec): 3 clusters Score: Raw -124920.733089 + Penalty 1102.363164 = -123818.369926 nChanged 1 SP:Iteration 21Q (127.751741 sec): 3 clusters Score: Raw -124920.948134 + Penalty 1102.363164 = -123818.584970 nChanged 0 SP:Iteration 22F (127.754399 sec): 3 clusters Score: Raw -124920.948134 + Penalty 1102.363164 = -123818.584970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.756446 sec): 2 clusters Score: Raw -27944.323130 + Penalty 509.490971 = -27434.832158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.757286 sec): 3 clusters Score: Raw -27844.930573 + Penalty 1016.775390 = -26828.155182 nChanged 76 SP:Iteration 1F (127.758099 sec): 3 clusters Score: Raw -27919.476078 + Penalty 1018.035315 = -26901.440763 nChanged 23 SP:Iteration 2F (127.758904 sec): 3 clusters Score: Raw -27938.288499 + Penalty 1018.981943 = -26919.306556 nChanged 13 SP:Iteration 3Q (127.759695 sec): 3 clusters Score: Raw -27951.262527 + Penalty 1021.840121 = -26929.422405 nChanged 13 SP:Iteration 4Q (127.760484 sec): 3 clusters Score: Raw -27965.531541 + Penalty 1023.669135 = -26941.862406 nChanged 6 SP:Iteration 5Q (127.761269 sec): 3 clusters Score: Raw -27969.703455 + Penalty 1024.468620 = -26945.234835 nChanged 2 SP:Iteration 6Q (127.762074 sec): 3 clusters Score: Raw -27972.213757 + Penalty 1024.836465 = -26947.377292 nChanged 1 SP:Iteration 7Q (127.762862 sec): 3 clusters Score: Raw -27973.993958 + Penalty 1024.952036 = -26949.041922 nChanged 3 SP:Iteration 8Q (127.763646 sec): 3 clusters Score: Raw -27977.478735 + Penalty 1025.897510 = -26951.581225 nChanged 3 SP:Iteration 9Q (127.764426 sec): 3 clusters Score: Raw -27982.419829 + Penalty 1025.904573 = -26956.515256 nChanged 1 SP:Iteration 10F (127.765229 sec): 3 clusters Score: Raw -27985.096285 + Penalty 1025.904573 = -26959.191712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.767631 sec): 2 clusters Score: Raw -47381.722517 + Penalty 887.544492 = -46494.178026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.768837 sec): 3 clusters Score: Raw -47218.276794 + Penalty 1775.150317 = -45443.126477 nChanged 146 SP:Iteration 1F (127.770021 sec): 3 clusters Score: Raw -47371.842312 + Penalty 1775.683024 = -45596.159288 nChanged 38 SP:Iteration 2F (127.771240 sec): 3 clusters Score: Raw -47415.330763 + Penalty 1776.660038 = -45638.670725 nChanged 16 SP:Iteration 3Q (127.772369 sec): 3 clusters Score: Raw -47434.408427 + Penalty 1778.299894 = -45656.108533 nChanged 18 SP:Iteration 4Q (127.773482 sec): 3 clusters Score: Raw -47457.117382 + Penalty 1778.417467 = -45678.699915 nChanged 7 SP:Iteration 5Q (127.774586 sec): 3 clusters Score: Raw -47468.598852 + Penalty 1778.579114 = -45690.019738 nChanged 9 SP:Iteration 6Q (127.775686 sec): 3 clusters Score: Raw -47483.814030 + Penalty 1779.665700 = -45704.148331 nChanged 9 SP:Iteration 7Q (127.776808 sec): 3 clusters Score: Raw -47493.200478 + Penalty 1780.671352 = -45712.529126 nChanged 4 SP:Iteration 8Q (127.777914 sec): 3 clusters Score: Raw -47496.759504 + Penalty 1781.566062 = -45715.193442 nChanged 5 SP:Iteration 9Q (127.779012 sec): 3 clusters Score: Raw -47504.159913 + Penalty 1782.201459 = -45721.958453 nChanged 6 SP:Iteration 10F (127.780140 sec): 3 clusters Score: Raw -47510.747958 + Penalty 1782.749304 = -45727.998654 nChanged 3 SP:Iteration 11Q (127.781245 sec): 3 clusters Score: Raw -47514.064446 + Penalty 1782.743223 = -45731.321223 nChanged 2 SP:Iteration 12Q (127.782347 sec): 3 clusters Score: Raw -47515.702318 + Penalty 1782.388932 = -45733.313386 nChanged 1 SP:Iteration 13Q (127.783446 sec): 3 clusters Score: Raw -47516.328620 + Penalty 1782.506782 = -45733.821837 nChanged 2 SP:Iteration 14Q (127.784541 sec): 3 clusters Score: Raw -47518.848655 + Penalty 1781.956598 = -45736.892057 nChanged 4 SP:Iteration 15Q (127.785654 sec): 3 clusters Score: Raw -47523.793509 + Penalty 1782.112375 = -45741.681135 nChanged 3 SP:Iteration 16Q (127.786752 sec): 3 clusters Score: Raw -47525.596944 + Penalty 1782.112375 = -45743.484569 nChanged 0 SP:Iteration 17F (127.787881 sec): 3 clusters Score: Raw -47525.596944 + Penalty 1782.112375 = -45743.484569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.791462 sec): 2 clusters Score: Raw -77414.437381 + Penalty 769.042575 = -76645.394806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.793301 sec): 3 clusters Score: Raw -76995.778008 + Penalty 1546.727341 = -75449.050667 nChanged 300 SP:Iteration 1F (127.795094 sec): 3 clusters Score: Raw -77196.407440 + Penalty 1564.579141 = -75631.828299 nChanged 99 SP:Iteration 2F (127.796913 sec): 3 clusters Score: Raw -77302.549373 + Penalty 1582.522391 = -75720.026982 nChanged 58 SP:Iteration 3F (127.798728 sec): 3 clusters Score: Raw -77367.134850 + Penalty 1599.727951 = -75767.406899 nChanged 50 SP:Iteration 4F (127.800537 sec): 3 clusters Score: Raw -77421.178709 + Penalty 1616.085081 = -75805.093628 nChanged 31 SP:Iteration 5Q (127.802326 sec): 3 clusters Score: Raw -77454.025042 + Penalty 1632.727565 = -75821.297477 nChanged 22 SP:Iteration 6Q (127.804081 sec): 3 clusters Score: Raw -77479.288210 + Penalty 1639.851801 = -75839.436409 nChanged 9 SP:Iteration 7Q (127.805823 sec): 3 clusters Score: Raw -77490.407172 + Penalty 1648.446492 = -75841.960680 nChanged 9 SP:Iteration 8Q (127.807533 sec): 3 clusters Score: Raw -77500.444200 + Penalty 1652.195529 = -75848.248671 nChanged 9 SP:Iteration 9Q (127.809251 sec): 3 clusters Score: Raw -77512.397171 + Penalty 1657.159917 = -75855.237254 nChanged 7 SP:Iteration 10F (127.811078 sec): 3 clusters Score: Raw -77522.003339 + Penalty 1659.765535 = -75862.237804 nChanged 5 SP:Iteration 11Q (127.812905 sec): 3 clusters Score: Raw -77526.831090 + Penalty 1663.615810 = -75863.215280 nChanged 3 SP:Iteration 12Q (127.814674 sec): 3 clusters Score: Raw -77533.565089 + Penalty 1663.490772 = -75870.074317 nChanged 3 SP:Iteration 13Q (127.816376 sec): 3 clusters Score: Raw -77537.433989 + Penalty 1665.478764 = -75871.955226 nChanged 5 SP:Iteration 14Q (127.818053 sec): 3 clusters Score: Raw -77545.237065 + Penalty 1667.656453 = -75877.580612 nChanged 4 SP:Iteration 15Q (127.819720 sec): 3 clusters Score: Raw -77550.059071 + Penalty 1668.768889 = -75881.290183 nChanged 2 SP:Iteration 16Q (127.821370 sec): 3 clusters Score: Raw -77553.787684 + Penalty 1668.886271 = -75884.901413 nChanged 2 SP:Iteration 17Q (127.822995 sec): 3 clusters Score: Raw -77554.635510 + Penalty 1668.886271 = -75885.749238 nChanged 0 SP:Iteration 18F (127.824825 sec): 3 clusters Score: Raw -77554.635510 + Penalty 1668.886271 = -75885.749238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.825924 sec): 2 clusters Score: Raw -3173.799270 + Penalty 101.892045 = -3071.907225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.826232 sec): 3 clusters Score: Raw -3236.206226 + Penalty 182.803178 = -3053.403048 nChanged 9 SP:Iteration 1F (127.826529 sec): 3 clusters Score: Raw -3272.474552 + Penalty 182.332473 = -3090.142078 nChanged 2 SP:Iteration 2Q (127.826818 sec): 3 clusters Score: Raw -3277.392633 + Penalty 182.332473 = -3095.060160 nChanged 0 SP:Iteration 3F (127.827112 sec): 3 clusters Score: Raw -3277.392633 + Penalty 182.332473 = -3095.060160 nChanged 0 Score: Raw -3021483.769692 + Penalty 23260.052741 = -2998223.716952 Splitting cluster 61 changes total score from -2976150.385316 to -2998223.716952 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 66 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.332443 sec): 2 clusters Score: Raw -74528.952880 + Penalty 1052.756077 = -73476.196803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.334141 sec): 3 clusters Score: Raw -74225.509422 + Penalty 2106.194754 = -72119.314668 nChanged 251 SP:Iteration 1F (128.335823 sec): 3 clusters Score: Raw -74440.620440 + Penalty 2107.321716 = -72333.298725 nChanged 68 SP:Iteration 2F (128.337502 sec): 3 clusters Score: Raw -74507.513968 + Penalty 2107.950228 = -72399.563740 nChanged 36 SP:Iteration 3Q (128.339152 sec): 3 clusters Score: Raw -74545.667464 + Penalty 2108.633872 = -72437.033593 nChanged 25 SP:Iteration 4Q (128.340827 sec): 3 clusters Score: Raw -74574.644065 + Penalty 2108.540478 = -72466.103587 nChanged 13 SP:Iteration 5Q (128.342477 sec): 3 clusters Score: Raw -74595.135559 + Penalty 2108.738552 = -72486.397007 nChanged 16 SP:Iteration 6Q (128.344083 sec): 3 clusters Score: Raw -74613.765414 + Penalty 2108.977293 = -72504.788121 nChanged 9 SP:Iteration 7Q (128.345725 sec): 3 clusters Score: Raw -74621.721931 + Penalty 2109.216952 = -72512.504979 nChanged 4 SP:Iteration 8Q (128.347362 sec): 3 clusters Score: Raw -74627.573886 + Penalty 2109.452642 = -72518.121244 nChanged 5 SP:Iteration 9Q (128.348997 sec): 3 clusters Score: Raw -74634.862627 + Penalty 2109.600219 = -72525.262408 nChanged 5 SP:Iteration 10F (128.350692 sec): 3 clusters Score: Raw -74643.365589 + Penalty 2109.687442 = -72533.678148 nChanged 6 SP:Iteration 11Q (128.352335 sec): 3 clusters Score: Raw -74647.950953 + Penalty 2109.898187 = -72538.052766 nChanged 2 SP:Iteration 12Q (128.353941 sec): 3 clusters Score: Raw -74650.370071 + Penalty 2110.110674 = -72540.259398 nChanged 4 SP:Iteration 13Q (128.355573 sec): 3 clusters Score: Raw -74652.726170 + Penalty 2110.190555 = -72542.535616 nChanged 2 SP:Iteration 14Q (128.357185 sec): 3 clusters Score: Raw -74654.111182 + Penalty 2110.305828 = -72543.805354 nChanged 2 SP:Iteration 15Q (128.358854 sec): 3 clusters Score: Raw -74654.715351 + Penalty 2110.305828 = -72544.409522 nChanged 0 SP:Iteration 16F (128.360534 sec): 3 clusters Score: Raw -74654.715351 + Penalty 2110.305828 = -72544.409522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.362627 sec): 2 clusters Score: Raw -31182.413494 + Penalty 575.156326 = -30607.257168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.363647 sec): 3 clusters Score: Raw -31059.210185 + Penalty 1149.149731 = -29910.060454 nChanged 101 SP:Iteration 1F (128.364577 sec): 3 clusters Score: Raw -31129.295264 + Penalty 1151.519516 = -29977.775748 nChanged 28 SP:Iteration 2F (128.365470 sec): 3 clusters Score: Raw -31154.175899 + Penalty 1155.178844 = -29998.997055 nChanged 18 SP:Iteration 3Q (128.366353 sec): 3 clusters Score: Raw -31183.909972 + Penalty 1159.739654 = -30024.170317 nChanged 21 SP:Iteration 4F (128.367241 sec): 3 clusters Score: Raw -31213.660151 + Penalty 1165.668911 = -30047.991240 nChanged 15 SP:Iteration 5Q (128.368134 sec): 3 clusters Score: Raw -31229.520122 + Penalty 1174.658452 = -30054.861670 nChanged 12 SP:Iteration 6Q (128.369006 sec): 3 clusters Score: Raw -31246.015852 + Penalty 1183.129651 = -30062.886200 nChanged 10 SP:Iteration 7Q (128.369872 sec): 3 clusters Score: Raw -31259.573553 + Penalty 1195.609441 = -30063.964113 nChanged 11 SP:Iteration 8Q (128.370732 sec): 3 clusters Score: Raw -31282.091788 + Penalty 1205.567303 = -30076.524484 nChanged 10 SP:Iteration 9Q (128.371583 sec): 3 clusters Score: Raw -31297.176650 + Penalty 1211.984163 = -30085.192487 nChanged 7 SP:Iteration 10F (128.372490 sec): 3 clusters Score: Raw -31304.575857 + Penalty 1215.140545 = -30089.435312 nChanged 6 SP:Iteration 11Q (128.373327 sec): 3 clusters Score: Raw -31311.783870 + Penalty 1220.994162 = -30090.789708 nChanged 5 SP:Iteration 12Q (128.374180 sec): 3 clusters Score: Raw -31314.716988 + Penalty 1223.428095 = -30091.288893 nChanged 2 SP:Iteration 13Q (128.375005 sec): 3 clusters Score: Raw -31316.135887 + Penalty 1225.304567 = -30090.831320 nChanged 2 SP:Iteration 14F (128.375947 sec): 3 clusters Score: Raw -31317.568249 + Penalty 1225.774498 = -30091.793750 nChanged 1 SP:Iteration 15Q (128.376807 sec): 3 clusters Score: Raw -31318.206986 + Penalty 1227.231897 = -30090.975089 nChanged 1 SP:Iteration 16F (128.377730 sec): 3 clusters Score: Raw -31320.273056 + Penalty 1227.231897 = -30093.041159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 92 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.380343 sec): 2 clusters Score: Raw -53780.138077 + Penalty 801.017401 = -52979.120676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.381673 sec): 3 clusters Score: Raw -53545.764723 + Penalty 1608.846667 = -51936.918056 nChanged 162 SP:Iteration 1F (128.382991 sec): 3 clusters Score: Raw -53688.043684 + Penalty 1616.989996 = -52071.053688 nChanged 53 SP:Iteration 2F (128.384314 sec): 3 clusters Score: Raw -53745.591880 + Penalty 1618.361819 = -52127.230061 nChanged 25 SP:Iteration 3Q (128.385616 sec): 3 clusters Score: Raw -53768.031391 + Penalty 1620.843455 = -52147.187936 nChanged 20 SP:Iteration 4Q (128.388678 sec): 3 clusters Score: Raw -53791.225548 + Penalty 1622.625280 = -52168.600268 nChanged 12 SP:Iteration 5Q (128.391781 sec): 3 clusters Score: Raw -53806.868724 + Penalty 1623.105045 = -52183.763679 nChanged 9 SP:Iteration 6Q (128.394081 sec): 3 clusters Score: Raw -53817.767782 + Penalty 1626.676782 = -52191.091000 nChanged 8 SP:Iteration 7Q (128.396590 sec): 3 clusters Score: Raw -53828.863904 + Penalty 1627.461783 = -52201.402121 nChanged 5 SP:Iteration 8Q (128.399726 sec): 3 clusters Score: Raw -53838.319772 + Penalty 1629.366250 = -52208.953522 nChanged 7 SP:Iteration 9Q (128.402365 sec): 3 clusters Score: Raw -53845.576009 + Penalty 1631.237604 = -52214.338405 nChanged 3 SP:Iteration 10F (128.404570 sec): 3 clusters Score: Raw -53849.105456 + Penalty 1637.785140 = -52211.320316 nChanged 8 SP:Iteration 11F (128.406693 sec): 3 clusters Score: Raw -53857.452536 + Penalty 1640.363858 = -52217.088678 nChanged 6 SP:Iteration 12Q (128.408484 sec): 3 clusters Score: Raw -53869.999281 + Penalty 1642.406602 = -52227.592679 nChanged 5 SP:Iteration 13Q (128.409932 sec): 3 clusters Score: Raw -53875.704651 + Penalty 1644.344990 = -52231.359661 nChanged 3 SP:Iteration 14Q (128.411183 sec): 3 clusters Score: Raw -53878.106236 + Penalty 1644.344990 = -52233.761246 nChanged 0 SP:Iteration 15F (128.412491 sec): 3 clusters Score: Raw -53878.106236 + Penalty 1644.344990 = -52233.761246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.413464 sec): 2 clusters Score: Raw -454.013065 + Penalty 10.594156 = -443.418909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.413668 sec): 3 clusters Score: Raw -452.644520 + Penalty 21.188312 = -431.456208 nChanged 0 Iteration 241F (128.946934 sec): 28 clusters Score: Raw -2999293.383175 + Penalty 23256.826552 = -2976036.556623 nChanged 1 Iteration 242F (129.459419 sec): 28 clusters Score: Raw -2999294.015719 + Penalty 23256.826552 = -2976037.189167 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 -2999294.015719 + Penalty 23256.826552 = -2976037.189167Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.590575 sec): 2 clusters Score: Raw -220988.840506 + Penalty 161.707020 = -220827.133486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.595458 sec): 3 clusters Score: Raw -219309.915070 + Penalty 336.112389 = -218973.802681 nChanged 1199 SP:Iteration 1F (129.600375 sec): 3 clusters Score: Raw -220206.116118 + Penalty 349.993584 = -219856.122534 nChanged 289 SP:Iteration 2F (129.605276 sec): 3 clusters Score: Raw -220529.065939 + Penalty 358.489980 = -220170.575959 nChanged 232 SP:Iteration 3F (129.610153 sec): 3 clusters Score: Raw -220758.587743 + Penalty 362.133738 = -220396.454005 nChanged 123 SP:Iteration 4Q (129.614821 sec): 3 clusters Score: Raw -220831.832164 + Penalty 364.828831 = -220467.003334 nChanged 49 SP:Iteration 5Q (129.619321 sec): 3 clusters Score: Raw -220847.116813 + Penalty 366.049265 = -220481.067548 nChanged 24 SP:Iteration 6Q (129.623838 sec): 3 clusters Score: Raw -220852.432150 + Penalty 366.999211 = -220485.432940 nChanged 26 SP:Iteration 7Q (129.628367 sec): 3 clusters Score: Raw -220857.900101 + Penalty 368.345929 = -220489.554172 nChanged 27 SP:Iteration 8Q (129.632913 sec): 3 clusters Score: Raw -220865.616600 + Penalty 369.415259 = -220496.201341 nChanged 26 SP:Iteration 9Q (129.637425 sec): 3 clusters Score: Raw -220872.060421 + Penalty 370.500545 = -220501.559876 nChanged 23 SP:Iteration 10F (129.642311 sec): 3 clusters Score: Raw -220877.499739 + Penalty 372.342307 = -220505.157432 nChanged 24 SP:Iteration 11Q (129.646771 sec): 3 clusters Score: Raw -220885.437669 + Penalty 373.256257 = -220512.181413 nChanged 25 SP:Iteration 12Q (129.651221 sec): 3 clusters Score: Raw -220893.520541 + Penalty 375.950836 = -220517.569705 nChanged 28 SP:Iteration 13Q (129.655688 sec): 3 clusters Score: Raw -220903.883758 + Penalty 375.612377 = -220528.271381 nChanged 28 SP:Iteration 14Q (129.659995 sec): 3 clusters Score: Raw -220915.941698 + Penalty 376.107237 = -220539.834462 nChanged 26 SP:Iteration 15Q (129.664344 sec): 3 clusters Score: Raw -220926.364497 + Penalty 377.826020 = -220548.538478 nChanged 13 SP:Iteration 16Q (129.668640 sec): 3 clusters Score: Raw -220929.414239 + Penalty 378.846140 = -220550.568099 nChanged 15 SP:Iteration 17Q (129.673208 sec): 3 clusters Score: Raw -220933.834216 + Penalty 380.534621 = -220553.299595 nChanged 13 SP:Iteration 18Q (129.677469 sec): 3 clusters Score: Raw -220937.111562 + Penalty 381.189622 = -220555.921940 nChanged 11 SP:Iteration 19Q (129.681732 sec): 3 clusters Score: Raw -220939.463166 + Penalty 381.933308 = -220557.529858 nChanged 11 SP:Iteration 20F (129.686649 sec): 3 clusters Score: Raw -220941.993708 + Penalty 382.087398 = -220559.906310 nChanged 7 SP:Iteration 21Q (129.690901 sec): 3 clusters Score: Raw -220943.242031 + Penalty 383.155741 = -220560.086291 nChanged 5 SP:Iteration 22Q (129.695101 sec): 3 clusters Score: Raw -220943.997167 + Penalty 383.957513 = -220560.039654 nChanged 3 SP:Iteration 23F (129.699910 sec): 3 clusters Score: Raw -220944.350804 + Penalty 384.118768 = -220560.232036 nChanged 1 SP:Iteration 24Q (129.704175 sec): 3 clusters Score: Raw -220944.407709 + Penalty 384.118768 = -220560.288941 nChanged 0 SP:Iteration 25F (129.709055 sec): 3 clusters Score: Raw -220944.407709 + Penalty 384.118768 = -220560.288941 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 2 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.713270 sec): 2 clusters Score: Raw -59689.420060 + Penalty 936.549858 = -58752.870201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.714669 sec): 3 clusters Score: Raw -59447.004134 + Penalty 1873.272364 = -57573.731770 nChanged 201 SP:Iteration 1F (129.716041 sec): 3 clusters Score: Raw -59621.436919 + Penalty 1872.776877 = -57748.660042 nChanged 63 SP:Iteration 2F (129.717423 sec): 3 clusters Score: Raw -59692.311416 + Penalty 1872.212811 = -57820.098605 nChanged 48 SP:Iteration 3F (129.718797 sec): 3 clusters Score: Raw -59741.920389 + Penalty 1872.096259 = -57869.824130 nChanged 31 SP:Iteration 4Q (129.720142 sec): 3 clusters Score: Raw -59779.907912 + Penalty 1873.035697 = -57906.872216 nChanged 24 SP:Iteration 5Q (129.721495 sec): 3 clusters Score: Raw -59808.169968 + Penalty 1875.758430 = -57932.411539 nChanged 26 SP:Iteration 6Q (129.722846 sec): 3 clusters Score: Raw -59830.843296 + Penalty 1879.411558 = -57951.431738 nChanged 22 SP:Iteration 7Q (129.724199 sec): 3 clusters Score: Raw -59854.018345 + Penalty 1881.660144 = -57972.358201 nChanged 14 SP:Iteration 8Q (129.725541 sec): 3 clusters Score: Raw -59868.784610 + Penalty 1882.709792 = -57986.074818 nChanged 6 SP:Iteration 9Q (129.726893 sec): 3 clusters Score: Raw -59874.022136 + Penalty 1882.709792 = -57991.312343 nChanged 0 SP:Iteration 10F (129.728287 sec): 3 clusters Score: Raw -59874.022136 + Penalty 1882.709792 = -57991.312343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.730350 sec): 2 clusters Score: Raw -2918.363177 + Penalty 129.458509 = -2788.904668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.730653 sec): 3 clusters Score: Raw -2974.906816 + Penalty 253.397641 = -2721.509176 nChanged 7 SP:Iteration 1F (129.730952 sec): 3 clusters Score: Raw -2986.503302 + Penalty 250.064282 = -2736.439020 nChanged 5 SP:Iteration 2F (129.731234 sec): 3 clusters Score: Raw -2999.897722 + Penalty 266.525197 = -2733.372525 nChanged 4 SP:Iteration 3F (129.731516 sec): 3 clusters Score: Raw -3010.899388 + Penalty 294.996051 = -2715.903337 nChanged 2 SP:Iteration 4F (129.731797 sec): 3 clusters Score: Raw -3023.442348 + Penalty 294.996051 = -2728.446297 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 4 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.737896 sec): 2 clusters Score: Raw -94951.757852 + Penalty 755.705974 = -94196.051877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.740011 sec): 3 clusters Score: Raw -94364.728931 + Penalty 1519.650552 = -92845.078379 nChanged 405 SP:Iteration 1F (129.742150 sec): 3 clusters Score: Raw -94662.267945 + Penalty 1536.356940 = -93125.911004 nChanged 154 SP:Iteration 2F (129.744269 sec): 3 clusters Score: Raw -94833.709552 + Penalty 1552.347623 = -93281.361929 nChanged 89 SP:Iteration 3F (129.746384 sec): 3 clusters Score: Raw -94937.424092 + Penalty 1563.310631 = -93374.113461 nChanged 55 SP:Iteration 4F (129.748501 sec): 3 clusters Score: Raw -94997.429217 + Penalty 1566.549079 = -93430.880138 nChanged 26 SP:Iteration 5Q (129.750550 sec): 3 clusters Score: Raw -95027.917160 + Penalty 1570.736337 = -93457.180822 nChanged 22 SP:Iteration 6Q (129.752633 sec): 3 clusters Score: Raw -95055.441159 + Penalty 1570.139483 = -93485.301676 nChanged 23 SP:Iteration 7Q (129.754842 sec): 3 clusters Score: Raw -95075.294002 + Penalty 1571.378360 = -93503.915642 nChanged 14 SP:Iteration 8Q (129.756892 sec): 3 clusters Score: Raw -95082.233194 + Penalty 1572.579329 = -93509.653865 nChanged 6 SP:Iteration 9Q (129.758893 sec): 3 clusters Score: Raw -95084.485366 + Penalty 1571.864889 = -93512.620477 nChanged 2 SP:Iteration 10F (129.761009 sec): 3 clusters Score: Raw -95084.956473 + Penalty 1571.264776 = -93513.691697 nChanged 2 SP:Iteration 11Q (129.763018 sec): 3 clusters Score: Raw -95086.139991 + Penalty 1571.820635 = -93514.319356 nChanged 1 SP:Iteration 12Q (129.765022 sec): 3 clusters Score: Raw -95086.230451 + Penalty 1571.820635 = -93514.409816 nChanged 0 SP:Iteration 13F (129.767172 sec): 3 clusters Score: Raw -95086.230451 + Penalty 1571.820635 = -93514.409816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.769944 sec): 2 clusters Score: Raw -1536.386784 + Penalty 124.052022 = -1412.334762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.770202 sec): 3 clusters Score: Raw -1594.078685 + Penalty 244.569041 = -1349.509644 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.773406 sec): 2 clusters Score: Raw -74259.995132 + Penalty 452.861033 = -73807.134099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.775146 sec): 3 clusters Score: Raw -73780.480786 + Penalty 913.484505 = -72866.996281 nChanged 336 SP:Iteration 1F (129.776916 sec): 3 clusters Score: Raw -74008.970934 + Penalty 919.237672 = -73089.733262 nChanged 88 SP:Iteration 2F (129.778659 sec): 3 clusters Score: Raw -74063.233770 + Penalty 925.914476 = -73137.319294 nChanged 57 SP:Iteration 3F (129.780286 sec): 3 clusters Score: Raw -74098.877756 + Penalty 935.927551 = -73162.950205 nChanged 44 SP:Iteration 4F (129.781941 sec): 3 clusters Score: Raw -74130.143388 + Penalty 951.114434 = -73179.028954 nChanged 39 SP:Iteration 5Q (129.783552 sec): 3 clusters Score: Raw -74163.806238 + Penalty 973.986225 = -73189.820013 nChanged 44 SP:Iteration 6F (129.785206 sec): 3 clusters Score: Raw -74209.728281 + Penalty 1004.799872 = -73204.928409 nChanged 39 SP:Iteration 7Q (129.786832 sec): 3 clusters Score: Raw -74254.206598 + Penalty 1033.501861 = -73220.704736 nChanged 28 SP:Iteration 8Q (129.788446 sec): 3 clusters Score: Raw -74295.060845 + Penalty 1047.045220 = -73248.015626 nChanged 16 SP:Iteration 9Q (129.789970 sec): 3 clusters Score: Raw -74314.037589 + Penalty 1053.549931 = -73260.487658 nChanged 7 SP:Iteration 10F (129.791639 sec): 3 clusters Score: Raw -74320.995416 + Penalty 1053.683750 = -73267.311666 nChanged 4 SP:Iteration 11Q (129.793098 sec): 3 clusters Score: Raw -74326.804672 + Penalty 1054.694988 = -73272.109684 nChanged 7 SP:Iteration 12Q (129.794552 sec): 3 clusters Score: Raw -74339.961393 + Penalty 1052.635472 = -73287.325921 nChanged 8 SP:Iteration 13Q (129.796012 sec): 3 clusters Score: Raw -74354.456995 + Penalty 1051.144256 = -73303.312739 nChanged 6 SP:Iteration 14Q (129.797444 sec): 3 clusters Score: Raw -74364.484671 + Penalty 1047.220613 = -73317.264058 nChanged 6 SP:Iteration 15Q (129.798855 sec): 3 clusters Score: Raw -74370.307985 + Penalty 1044.697564 = -73325.610421 nChanged 2 SP:Iteration 16Q (129.800329 sec): 3 clusters Score: Raw -74372.901236 + Penalty 1042.772471 = -73330.128766 nChanged 2 SP:Iteration 17Q (129.801789 sec): 3 clusters Score: Raw -74374.993763 + Penalty 1042.772471 = -73332.221293 nChanged 0 SP:Iteration 18F (129.803424 sec): 3 clusters Score: Raw -74374.993763 + Penalty 1042.772471 = -73332.221293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.805167 sec): 2 clusters Score: Raw -26289.464035 + Penalty 328.385067 = -25961.078968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.806039 sec): 3 clusters Score: Raw -26150.063377 + Penalty 657.187227 = -25492.876150 nChanged 110 SP:Iteration 1F (129.806883 sec): 3 clusters Score: Raw -26273.891492 + Penalty 652.790704 = -25621.100788 nChanged 45 SP:Iteration 2F (129.807721 sec): 3 clusters Score: Raw -26338.912500 + Penalty 650.578676 = -25688.333824 nChanged 15 SP:Iteration 3Q (129.808546 sec): 3 clusters Score: Raw -26364.290053 + Penalty 650.149906 = -25714.140148 nChanged 9 SP:Iteration 4Q (129.809331 sec): 3 clusters Score: Raw -26376.698397 + Penalty 649.443186 = -25727.255211 nChanged 4 SP:Iteration 5Q (129.810106 sec): 3 clusters Score: Raw -26380.361125 + Penalty 649.443186 = -25730.917939 nChanged 0 SP:Iteration 6F (129.810910 sec): 3 clusters Score: Raw -26380.361125 + Penalty 649.443186 = -25730.917939 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 8 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.813015 sec): 2 clusters Score: Raw -49193.752234 + Penalty 365.410397 = -48828.341838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.814260 sec): 3 clusters Score: Raw -48879.077780 + Penalty 741.036300 = -48138.041480 nChanged 223 SP:Iteration 1F (129.815482 sec): 3 clusters Score: Raw -49003.960854 + Penalty 755.105087 = -48248.855766 nChanged 71 SP:Iteration 2F (129.816707 sec): 3 clusters Score: Raw -49062.411137 + Penalty 781.439821 = -48280.971316 nChanged 55 SP:Iteration 3F (129.817959 sec): 3 clusters Score: Raw -49124.558931 + Penalty 823.537528 = -48301.021403 nChanged 40 SP:Iteration 4F (129.819184 sec): 3 clusters Score: Raw -49174.390983 + Penalty 866.041427 = -48308.349556 nChanged 28 SP:Iteration 5Q (129.820370 sec): 3 clusters Score: Raw -49208.135142 + Penalty 911.741993 = -48296.393150 nChanged 23 SP:Iteration 6F (129.821568 sec): 3 clusters Score: Raw -49244.097555 + Penalty 959.436672 = -48284.660883 nChanged 16 SP:Iteration 7F (129.822799 sec): 3 clusters Score: Raw -49280.627924 + Penalty 987.233901 = -48293.394023 nChanged 11 SP:Iteration 8Q (129.823915 sec): 3 clusters Score: Raw -49302.704919 + Penalty 994.203968 = -48308.500952 nChanged 3 SP:Iteration 9Q (129.824981 sec): 3 clusters Score: Raw -49305.179853 + Penalty 1000.053251 = -48305.126603 nChanged 2 SP:Iteration 10F (129.826197 sec): 3 clusters Score: Raw -49307.147790 + Penalty 1004.487190 = -48302.660599 nChanged 2 SP:Iteration 11F (129.827424 sec): 3 clusters Score: Raw -49309.647988 + Penalty 1006.795253 = -48302.852735 nChanged 1 SP:Iteration 12Q (129.828487 sec): 3 clusters Score: Raw -49311.919493 + Penalty 1008.978343 = -48302.941149 nChanged 1 SP:Iteration 13Q (129.829545 sec): 3 clusters Score: Raw -49312.832827 + Penalty 1012.287304 = -48300.545523 nChanged 1 SP:Iteration 14F (129.830759 sec): 3 clusters Score: Raw -49313.188655 + Penalty 1012.287304 = -48300.901351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.832944 sec): 2 clusters Score: Raw -50025.671644 + Penalty 990.055471 = -49035.616172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.834274 sec): 3 clusters Score: Raw -49848.416325 + Penalty 1982.535663 = -47865.880662 nChanged 183 SP:Iteration 1F (129.835582 sec): 3 clusters Score: Raw -50076.409025 + Penalty 1983.521287 = -48092.887738 nChanged 53 SP:Iteration 2F (129.836904 sec): 3 clusters Score: Raw -50166.870247 + Penalty 1983.641898 = -48183.228350 nChanged 24 SP:Iteration 3Q (129.838204 sec): 3 clusters Score: Raw -50204.990416 + Penalty 1984.467222 = -48220.523194 nChanged 16 SP:Iteration 4Q (129.839471 sec): 3 clusters Score: Raw -50226.775341 + Penalty 1984.769166 = -48242.006175 nChanged 14 SP:Iteration 5Q (129.840772 sec): 3 clusters Score: Raw -50250.622907 + Penalty 1985.193667 = -48265.429241 nChanged 14 SP:Iteration 6Q (129.842056 sec): 3 clusters Score: Raw -50276.740740 + Penalty 1986.201498 = -48290.539241 nChanged 11 SP:Iteration 7Q (129.843312 sec): 3 clusters Score: Raw -50287.998757 + Penalty 1986.110665 = -48301.888092 nChanged 5 SP:Iteration 8Q (129.844555 sec): 3 clusters Score: Raw -50291.186991 + Penalty 1986.054445 = -48305.132546 nChanged 2 SP:Iteration 9Q (129.845806 sec): 3 clusters Score: Raw -50293.355380 + Penalty 1986.133338 = -48307.222043 nChanged 1 SP:Iteration 10F (129.847120 sec): 3 clusters Score: Raw -50294.224205 + Penalty 1986.133338 = -48308.090867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.848685 sec): 2 clusters Score: Raw -36758.432968 + Penalty 171.607407 = -36586.825560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.849637 sec): 3 clusters Score: Raw -36491.190345 + Penalty 343.293232 = -36147.897113 nChanged 181 SP:Iteration 1F (129.850573 sec): 3 clusters Score: Raw -36631.502289 + Penalty 346.384132 = -36285.118157 nChanged 46 SP:Iteration 2F (129.851529 sec): 3 clusters Score: Raw -36675.288641 + Penalty 349.971827 = -36325.316813 nChanged 30 SP:Iteration 3F (129.852466 sec): 3 clusters Score: Raw -36703.275170 + Penalty 352.910368 = -36350.364802 nChanged 17 SP:Iteration 4Q (129.853397 sec): 3 clusters Score: Raw -36711.792284 + Penalty 355.318323 = -36356.473961 nChanged 7 SP:Iteration 5Q (129.854321 sec): 3 clusters Score: Raw -36713.441676 + Penalty 358.260857 = -36355.180819 nChanged 7 SP:Iteration 6F (129.855253 sec): 3 clusters Score: Raw -36714.858545 + Penalty 358.934617 = -36355.923928 nChanged 6 SP:Iteration 7Q (129.856221 sec): 3 clusters Score: Raw -36717.205771 + Penalty 360.599896 = -36356.605875 nChanged 5 SP:Iteration 8Q (129.857146 sec): 3 clusters Score: Raw -36718.152675 + Penalty 361.280065 = -36356.872610 nChanged 2 SP:Iteration 9Q (129.858060 sec): 3 clusters Score: Raw -36717.907774 + Penalty 361.524880 = -36356.382894 nChanged 2 SP:Iteration 10F (129.858991 sec): 3 clusters Score: Raw -36717.681109 + Penalty 362.425906 = -36355.255203 nChanged 2 SP:Iteration 11F (129.859964 sec): 3 clusters Score: Raw -36717.501499 + Penalty 363.533911 = -36353.967588 nChanged 5 SP:Iteration 12F (129.860921 sec): 3 clusters Score: Raw -36717.466088 + Penalty 364.386844 = -36353.079244 nChanged 7 SP:Iteration 13F (129.861903 sec): 3 clusters Score: Raw -36718.974524 + Penalty 362.211195 = -36356.763328 nChanged 4 SP:Iteration 14Q (129.862853 sec): 3 clusters Score: Raw -36720.998051 + Penalty 358.924095 = -36362.073956 nChanged 8 SP:Iteration 15Q (129.863805 sec): 3 clusters Score: Raw -36725.855675 + Penalty 360.609325 = -36365.246350 nChanged 8 SP:Iteration 16Q (129.864784 sec): 3 clusters Score: Raw -36727.515164 + Penalty 361.765081 = -36365.750084 nChanged 3 SP:Iteration 17Q (129.865744 sec): 3 clusters Score: Raw -36727.341877 + Penalty 362.077609 = -36365.264269 nChanged 3 SP:Iteration 18F (129.866743 sec): 3 clusters Score: Raw -36727.648293 + Penalty 362.919435 = -36364.728858 nChanged 2 SP:Iteration 19F (129.867714 sec): 3 clusters Score: Raw -36727.650460 + Penalty 363.628586 = -36364.021874 nChanged 1 SP:Iteration 20F (129.868686 sec): 3 clusters Score: Raw -36727.418057 + Penalty 364.383745 = -36363.034312 nChanged 2 SP:Iteration 21F (129.869633 sec): 3 clusters Score: Raw -36726.925366 + Penalty 364.438701 = -36362.486664 nChanged 2 SP:Iteration 22F (129.870566 sec): 3 clusters Score: Raw -36726.978744 + Penalty 363.732589 = -36363.246155 nChanged 1 SP:Iteration 23Q (129.871453 sec): 3 clusters Score: Raw -36727.276107 + Penalty 363.732589 = -36363.543519 nChanged 0 SP:Iteration 24F (129.872383 sec): 3 clusters Score: Raw -36727.276107 + Penalty 363.732589 = -36363.543519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.872996 sec): 2 clusters Score: Raw -2231.800119 + Penalty 110.926876 = -2120.873243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.873277 sec): 3 clusters Score: Raw -2283.150369 + Penalty 221.853752 = -2061.296617 nChanged 3 SP:Iteration 1F (129.873551 sec): 3 clusters Score: Raw -2292.797206 + Penalty 230.589362 = -2062.207844 nChanged 2 SP:Iteration 2F (129.873818 sec): 3 clusters Score: Raw -2300.108856 + Penalty 230.589362 = -2069.519494 nChanged 0 Memory request: 0.10 GB would take us to total of 0.44 GB. Trying to split cluster 13 (21069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.967963 sec): 2 clusters Score: Raw -1679175.249080 + Penalty 303.725913 = -1678871.523167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.014131 sec): 3 clusters Score: Raw -1664955.208693 + Penalty 652.557797 = -1664302.650896 nChanged 10105 SP:Iteration 1F (130.056927 sec): 3 clusters Score: Raw -1672232.464694 + Penalty 742.868727 = -1671489.595967 nChanged 3098 SP:Iteration 2F (130.100769 sec): 3 clusters Score: Raw -1675450.490706 + Penalty 872.397209 = -1674578.093497 nChanged 1805 SP:Iteration 3F (130.144715 sec): 3 clusters Score: Raw -1677418.762817 + Penalty 955.831968 = -1676462.930849 nChanged 879 SP:Iteration 4Q (130.188489 sec): 3 clusters Score: Raw -1678158.808776 + Penalty 1009.446159 = -1677149.362617 nChanged 531 SP:Iteration 5Q (130.228466 sec): 3 clusters Score: Raw -1678512.338895 + Penalty 1039.708669 = -1677472.630226 nChanged 335 SP:Iteration 6Q (130.267221 sec): 3 clusters Score: Raw -1678721.953643 + Penalty 1067.722902 = -1677654.230740 nChanged 259 SP:Iteration 7Q (130.306132 sec): 3 clusters Score: Raw -1678888.055451 + Penalty 1085.538781 = -1677802.516670 nChanged 168 SP:Iteration 8Q (130.343773 sec): 3 clusters Score: Raw -1678996.614063 + Penalty 1104.453502 = -1677892.160562 nChanged 116 SP:Iteration 9Q (130.381303 sec): 3 clusters Score: Raw -1679072.842587 + Penalty 1113.738344 = -1677959.104243 nChanged 78 SP:Iteration 10F (130.425453 sec): 3 clusters Score: Raw -1679128.968664 + Penalty 1136.492527 = -1677992.476137 nChanged 52 SP:Iteration 11Q (130.461828 sec): 3 clusters Score: Raw -1679167.337099 + Penalty 1160.610712 = -1678006.726387 nChanged 28 SP:Iteration 12Q (130.498148 sec): 3 clusters Score: Raw -1679184.164892 + Penalty 1183.173488 = -1678000.991404 nChanged 14 SP:Iteration 13F (130.542377 sec): 3 clusters Score: Raw -1679195.482719 + Penalty 1199.345205 = -1677996.137514 nChanged 10 SP:Iteration 14F (130.586584 sec): 3 clusters Score: Raw -1679203.975253 + Penalty 1205.769751 = -1677998.205502 nChanged 5 SP:Iteration 15Q (130.622699 sec): 3 clusters Score: Raw -1679207.187240 + Penalty 1219.241157 = -1677987.946083 nChanged 5 SP:Iteration 16F (130.667145 sec): 3 clusters Score: Raw -1679209.154485 + Penalty 1221.195409 = -1677987.959076 nChanged 1 SP:Iteration 17Q (130.703540 sec): 3 clusters Score: Raw -1679209.197698 + Penalty 1221.195409 = -1677988.002290 nChanged 0 SP:Iteration 18F (130.748881 sec): 3 clusters Score: Raw -1679209.197698 + Penalty 1221.195409 = -1677988.002290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.761088 sec): 2 clusters Score: Raw -1622.124635 + Penalty 89.657740 = -1532.466895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.761350 sec): 3 clusters Score: Raw -1696.356667 + Penalty 176.137555 = -1520.219112 nChanged 1 SP:Iteration 1Q (130.761596 sec): 3 clusters Score: Raw -1696.964046 + Penalty 176.137555 = -1520.826491 nChanged 0 SP:Iteration 2F (130.761844 sec): 3 clusters Score: Raw -1696.964046 + Penalty 176.137555 = -1520.826491 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.764734 sec): 2 clusters Score: Raw -62818.696891 + Penalty 611.090388 = -62207.606502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.766266 sec): 3 clusters Score: Raw -62473.979920 + Penalty 1222.193548 = -61251.786372 nChanged 256 SP:Iteration 1F (130.767759 sec): 3 clusters Score: Raw -62650.723811 + Penalty 1221.388604 = -61429.335207 nChanged 64 SP:Iteration 2F (130.769235 sec): 3 clusters Score: Raw -62710.351494 + Penalty 1220.211904 = -61490.139591 nChanged 41 SP:Iteration 3F (130.770714 sec): 3 clusters Score: Raw -62752.423930 + Penalty 1218.438060 = -61533.985870 nChanged 42 SP:Iteration 4F (130.772210 sec): 3 clusters Score: Raw -62792.901879 + Penalty 1215.943012 = -61576.958867 nChanged 31 SP:Iteration 5Q (130.773670 sec): 3 clusters Score: Raw -62823.930650 + Penalty 1214.621377 = -61609.309273 nChanged 26 SP:Iteration 6Q (130.775116 sec): 3 clusters Score: Raw -62842.057618 + Penalty 1212.257235 = -61629.800383 nChanged 17 SP:Iteration 7Q (130.776556 sec): 3 clusters Score: Raw -62852.737509 + Penalty 1209.523294 = -61643.214215 nChanged 19 SP:Iteration 8Q (130.778025 sec): 3 clusters Score: Raw -62868.593709 + Penalty 1208.121431 = -61660.472278 nChanged 13 SP:Iteration 9Q (130.779500 sec): 3 clusters Score: Raw -62878.717762 + Penalty 1204.574311 = -61674.143451 nChanged 17 SP:Iteration 10F (130.780977 sec): 3 clusters Score: Raw -62889.038964 + Penalty 1203.008161 = -61686.030802 nChanged 10 SP:Iteration 11Q (130.782462 sec): 3 clusters Score: Raw -62895.538868 + Penalty 1200.336999 = -61695.201869 nChanged 11 SP:Iteration 12Q (130.783925 sec): 3 clusters Score: Raw -62901.142121 + Penalty 1199.370479 = -61701.771642 nChanged 3 SP:Iteration 13Q (130.785366 sec): 3 clusters Score: Raw -62903.802717 + Penalty 1199.022873 = -61704.779843 nChanged 1 SP:Iteration 14Q (130.786866 sec): 3 clusters Score: Raw -62903.987128 + Penalty 1198.755038 = -61705.232090 nChanged 1 SP:Iteration 15Q (130.788334 sec): 3 clusters Score: Raw -62904.227027 + Penalty 1198.678255 = -61705.548772 nChanged 2 SP:Iteration 16Q (130.789775 sec): 3 clusters Score: Raw -62904.796413 + Penalty 1198.742673 = -61706.053739 nChanged 2 SP:Iteration 17Q (130.791264 sec): 3 clusters Score: Raw -62905.035110 + Penalty 1198.742673 = -61706.292437 nChanged 0 SP:Iteration 18F (130.792738 sec): 3 clusters Score: Raw -62905.035110 + Penalty 1198.742673 = -61706.292437 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.796020 sec): 2 clusters Score: Raw -83337.586236 + Penalty 548.188313 = -82789.397923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.797991 sec): 3 clusters Score: Raw -82810.062948 + Penalty 1106.593458 = -81703.469490 nChanged 359 SP:Iteration 1F (130.799905 sec): 3 clusters Score: Raw -83066.158833 + Penalty 1135.769045 = -81930.389788 nChanged 125 SP:Iteration 2F (130.801836 sec): 3 clusters Score: Raw -83232.276306 + Penalty 1153.738233 = -82078.538074 nChanged 95 SP:Iteration 3F (130.803767 sec): 3 clusters Score: Raw -83315.657064 + Penalty 1160.414410 = -82155.242654 nChanged 44 SP:Iteration 4Q (130.805636 sec): 3 clusters Score: Raw -83349.331560 + Penalty 1162.331327 = -82187.000233 nChanged 35 SP:Iteration 5Q (130.807509 sec): 3 clusters Score: Raw -83382.006000 + Penalty 1163.519178 = -82218.486822 nChanged 26 SP:Iteration 6Q (130.809355 sec): 3 clusters Score: Raw -83399.260744 + Penalty 1167.567420 = -82231.693324 nChanged 15 SP:Iteration 7Q (130.811189 sec): 3 clusters Score: Raw -83409.908973 + Penalty 1171.427644 = -82238.481330 nChanged 8 SP:Iteration 8Q (130.813047 sec): 3 clusters Score: Raw -83414.824850 + Penalty 1170.814366 = -82244.010484 nChanged 6 SP:Iteration 9Q (130.814887 sec): 3 clusters Score: Raw -83417.856049 + Penalty 1172.165775 = -82245.690274 nChanged 9 SP:Iteration 10F (130.816839 sec): 3 clusters Score: Raw -83425.957717 + Penalty 1173.646339 = -82252.311378 nChanged 10 SP:Iteration 11Q (130.821459 sec): 3 clusters Score: Raw -83435.965444 + Penalty 1172.798953 = -82263.166491 nChanged 6 SP:Iteration 12Q (130.824999 sec): 3 clusters Score: Raw -83439.969719 + Penalty 1170.990240 = -82268.979479 nChanged 7 SP:Iteration 13Q (130.828036 sec): 3 clusters Score: Raw -83444.800754 + Penalty 1170.697525 = -82274.103229 nChanged 7 SP:Iteration 14Q (130.830431 sec): 3 clusters Score: Raw -83452.215016 + Penalty 1170.312059 = -82281.902958 nChanged 7 SP:Iteration 15Q (130.832275 sec): 3 clusters Score: Raw -83456.838004 + Penalty 1170.185656 = -82286.652348 nChanged 5 SP:Iteration 16Q (130.834165 sec): 3 clusters Score: Raw -83460.304994 + Penalty 1169.988453 = -82290.316541 nChanged 1 SP:Iteration 17Q (130.836039 sec): 3 clusters Score: Raw -83460.921977 + Penalty 1168.986594 = -82291.935383 nChanged 4 SP:Iteration 18Q (130.837918 sec): 3 clusters Score: Raw -83463.599271 + Penalty 1170.337772 = -82293.261498 nChanged 4 SP:Iteration 19Q (130.839784 sec): 3 clusters Score: Raw -83464.773137 + Penalty 1171.423538 = -82293.349599 nChanged 4 SP:Iteration 20F (130.841752 sec): 3 clusters Score: Raw -83465.893458 + Penalty 1172.416610 = -82293.476848 nChanged 3 SP:Iteration 21Q (130.843613 sec): 3 clusters Score: Raw -83466.941746 + Penalty 1172.495699 = -82294.446047 nChanged 2 SP:Iteration 22Q (130.845460 sec): 3 clusters Score: Raw -83467.756275 + Penalty 1172.898410 = -82294.857866 nChanged 3 SP:Iteration 23Q (130.847323 sec): 3 clusters Score: Raw -83470.216710 + Penalty 1172.787294 = -82297.429416 nChanged 3 SP:Iteration 24Q (130.849189 sec): 3 clusters Score: Raw -83471.509747 + Penalty 1172.329288 = -82299.180459 nChanged 1 SP:Iteration 25Q (130.851045 sec): 3 clusters Score: Raw -83471.870751 + Penalty 1172.786333 = -82299.084418 nChanged 1 SP:Iteration 26F (130.853036 sec): 3 clusters Score: Raw -83472.253696 + Penalty 1173.836738 = -82298.416957 nChanged 2 SP:Iteration 27F (130.855005 sec): 3 clusters Score: Raw -83472.595216 + Penalty 1174.548906 = -82298.046310 nChanged 1 SP:Iteration 28F (130.856973 sec): 3 clusters Score: Raw -83472.620644 + Penalty 1173.853571 = -82298.767073 nChanged 1 SP:Iteration 29Q (130.858820 sec): 3 clusters Score: Raw -83473.024106 + Penalty 1173.853571 = -82299.170534 nChanged 0 SP:Iteration 30F (130.860768 sec): 3 clusters Score: Raw -83473.024106 + Penalty 1173.853571 = -82299.170534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 22 (1753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.869752 sec): 2 clusters Score: Raw -149748.837746 + Penalty 368.910761 = -149379.926985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.873157 sec): 3 clusters Score: Raw -148721.923343 + Penalty 737.288823 = -147984.634520 nChanged 750 SP:Iteration 1F (130.876391 sec): 3 clusters Score: Raw -149137.649549 + Penalty 736.989599 = -148400.659949 nChanged 149 SP:Iteration 2F (130.879709 sec): 3 clusters Score: Raw -149200.342246 + Penalty 736.772536 = -148463.569711 nChanged 114 SP:Iteration 3F (130.883364 sec): 3 clusters Score: Raw -149260.614979 + Penalty 735.261208 = -148525.353771 nChanged 98 SP:Iteration 4F (130.886794 sec): 3 clusters Score: Raw -149321.629545 + Penalty 732.795344 = -148588.834201 nChanged 64 SP:Iteration 5Q (130.890197 sec): 3 clusters Score: Raw -149360.793421 + Penalty 731.814935 = -148628.978486 nChanged 47 SP:Iteration 6Q (130.893440 sec): 3 clusters Score: Raw -149382.101185 + Penalty 730.744907 = -148651.356278 nChanged 41 SP:Iteration 7Q (130.896652 sec): 3 clusters Score: Raw -149397.168407 + Penalty 730.555545 = -148666.612862 nChanged 33 SP:Iteration 8Q (130.899855 sec): 3 clusters Score: Raw -149407.454365 + Penalty 730.851369 = -148676.602996 nChanged 36 SP:Iteration 9Q (130.903187 sec): 3 clusters Score: Raw -149421.904050 + Penalty 731.726435 = -148690.177615 nChanged 43 SP:Iteration 10F (130.906531 sec): 3 clusters Score: Raw -149441.388782 + Penalty 732.961568 = -148708.427214 nChanged 42 SP:Iteration 11Q (130.909791 sec): 3 clusters Score: Raw -149456.759515 + Penalty 734.432386 = -148722.327129 nChanged 39 SP:Iteration 12Q (130.913008 sec): 3 clusters Score: Raw -149469.657490 + Penalty 736.199996 = -148733.457494 nChanged 36 SP:Iteration 13Q (130.916259 sec): 3 clusters Score: Raw -149483.807575 + Penalty 738.515610 = -148745.291965 nChanged 41 SP:Iteration 14Q (130.919430 sec): 3 clusters Score: Raw -149500.289571 + Penalty 743.112111 = -148757.177459 nChanged 51 SP:Iteration 15Q (130.922637 sec): 3 clusters Score: Raw -149520.013277 + Penalty 747.937706 = -148772.075571 nChanged 47 SP:Iteration 16Q (130.925862 sec): 3 clusters Score: Raw -149542.389929 + Penalty 752.781490 = -148789.608439 nChanged 51 SP:Iteration 17Q (130.929099 sec): 3 clusters Score: Raw -149563.973556 + Penalty 760.092782 = -148803.880773 nChanged 54 SP:Iteration 18Q (130.932307 sec): 3 clusters Score: Raw -149590.569140 + Penalty 768.220343 = -148822.348797 nChanged 53 SP:Iteration 19Q (130.935430 sec): 3 clusters Score: Raw -149617.062345 + Penalty 776.995292 = -148840.067053 nChanged 50 SP:Iteration 20F (130.938715 sec): 3 clusters Score: Raw -149641.600880 + Penalty 786.345109 = -148855.255771 nChanged 42 SP:Iteration 21Q (130.941922 sec): 3 clusters Score: Raw -149657.632108 + Penalty 793.638634 = -148863.993475 nChanged 36 SP:Iteration 22Q (130.945037 sec): 3 clusters Score: Raw -149671.683310 + Penalty 798.875634 = -148872.807676 nChanged 24 SP:Iteration 23Q (130.948148 sec): 3 clusters Score: Raw -149681.061279 + Penalty 806.159873 = -148874.901405 nChanged 27 SP:Iteration 24Q (130.951269 sec): 3 clusters Score: Raw -149692.442397 + Penalty 814.441083 = -148878.001314 nChanged 28 SP:Iteration 25Q (130.954423 sec): 3 clusters Score: Raw -149702.457275 + Penalty 818.753380 = -148883.703895 nChanged 13 SP:Iteration 26Q (130.957647 sec): 3 clusters Score: Raw -149706.344358 + Penalty 822.819864 = -148883.524494 nChanged 14 SP:Iteration 27F (130.960889 sec): 3 clusters Score: Raw -149709.942238 + Penalty 826.739544 = -148883.202694 nChanged 12 SP:Iteration 28F (130.964064 sec): 3 clusters Score: Raw -149714.905988 + Penalty 832.515497 = -148882.390491 nChanged 16 SP:Iteration 29F (130.967284 sec): 3 clusters Score: Raw -149722.147787 + Penalty 839.723733 = -148882.424054 nChanged 21 SP:Iteration 30F (130.970473 sec): 3 clusters Score: Raw -149733.684860 + Penalty 846.484469 = -148887.200391 nChanged 18 SP:Iteration 31Q (130.973560 sec): 3 clusters Score: Raw -149743.740316 + Penalty 852.605713 = -148891.134603 nChanged 15 SP:Iteration 32Q (130.976616 sec): 3 clusters Score: Raw -149751.662339 + Penalty 859.922281 = -148891.740058 nChanged 15 SP:Iteration 33Q (130.979676 sec): 3 clusters Score: Raw -149760.688305 + Penalty 870.594916 = -148890.093389 nChanged 22 SP:Iteration 34F (130.982980 sec): 3 clusters Score: Raw -149772.550670 + Penalty 873.904472 = -148898.646198 nChanged 9 SP:Iteration 35Q (130.986185 sec): 3 clusters Score: Raw -149777.624108 + Penalty 877.916583 = -148899.707525 nChanged 6 SP:Iteration 36Q (130.989216 sec): 3 clusters Score: Raw -149780.839610 + Penalty 883.315257 = -148897.524353 nChanged 8 SP:Iteration 37F (130.992438 sec): 3 clusters Score: Raw -149783.163996 + Penalty 884.291995 = -148898.872001 nChanged 9 SP:Iteration 38Q (130.995342 sec): 3 clusters Score: Raw -149787.845488 + Penalty 885.429126 = -148902.416362 nChanged 7 SP:Iteration 39Q (130.998244 sec): 3 clusters Score: Raw -149790.048190 + Penalty 888.395961 = -148901.652228 nChanged 5 SP:Iteration 40F (131.001476 sec): 3 clusters Score: Raw -149792.675032 + Penalty 888.546569 = -148904.128463 nChanged 3 SP:Iteration 41Q (131.004426 sec): 3 clusters Score: Raw -149793.205046 + Penalty 890.127532 = -148903.077513 nChanged 5 SP:Iteration 42F (131.007697 sec): 3 clusters Score: Raw -149794.255351 + Penalty 892.688378 = -148901.566973 nChanged 4 SP:Iteration 43F (131.011321 sec): 3 clusters Score: Raw -149794.711161 + Penalty 893.597655 = -148901.113507 nChanged 1 SP:Iteration 44F (131.014498 sec): 3 clusters Score: Raw -149794.720329 + Penalty 893.597655 = -148901.122675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.024963 sec): 2 clusters Score: Raw -29738.939970 + Penalty 801.881232 = -28937.058738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.025814 sec): 3 clusters Score: Raw -29697.430696 + Penalty 1604.669176 = -28092.761520 nChanged 70 SP:Iteration 1F (131.026625 sec): 3 clusters Score: Raw -29785.403248 + Penalty 1606.851096 = -28178.552152 nChanged 21 SP:Iteration 2F (131.027431 sec): 3 clusters Score: Raw -29818.618314 + Penalty 1608.912916 = -28209.705398 nChanged 18 SP:Iteration 3F (131.028233 sec): 3 clusters Score: Raw -29844.258526 + Penalty 1617.074146 = -28227.184380 nChanged 15 SP:Iteration 4Q (131.029007 sec): 3 clusters Score: Raw -29876.100419 + Penalty 1623.559721 = -28252.540698 nChanged 8 SP:Iteration 5Q (131.029773 sec): 3 clusters Score: Raw -29888.309450 + Penalty 1629.344126 = -28258.965324 nChanged 7 SP:Iteration 6Q (131.030555 sec): 3 clusters Score: Raw -29906.669910 + Penalty 1630.043512 = -28276.626399 nChanged 6 SP:Iteration 7Q (131.031316 sec): 3 clusters Score: Raw -29922.325481 + Penalty 1633.129308 = -28289.196173 nChanged 8 SP:Iteration 8Q (131.032064 sec): 3 clusters Score: Raw -29947.878299 + Penalty 1633.743711 = -28314.134589 nChanged 4 SP:Iteration 9Q (131.032806 sec): 3 clusters Score: Raw -29955.580602 + Penalty 1635.824968 = -28319.755634 nChanged 2 SP:Iteration 10F (131.033606 sec): 3 clusters Score: Raw -29962.230802 + Penalty 1638.989366 = -28323.241436 nChanged 3 SP:Iteration 11Q (131.034343 sec): 3 clusters Score: Raw -29969.079268 + Penalty 1642.608484 = -28326.470784 nChanged 3 SP:Iteration 12Q (131.035097 sec): 3 clusters Score: Raw -29975.982039 + Penalty 1646.199602 = -28329.782437 nChanged 3 SP:Iteration 13Q (131.035836 sec): 3 clusters Score: Raw -29982.326662 + Penalty 1650.880547 = -28331.446115 nChanged 4 SP:Iteration 14Q (131.036565 sec): 3 clusters Score: Raw -29992.784934 + Penalty 1654.319048 = -28338.465886 nChanged 3 SP:Iteration 15Q (131.037295 sec): 3 clusters Score: Raw -29995.817347 + Penalty 1655.058358 = -28340.758988 nChanged 1 SP:Iteration 16Q (131.038018 sec): 3 clusters Score: Raw -29996.616980 + Penalty 1655.058358 = -28341.558621 nChanged 0 SP:Iteration 17F (131.038817 sec): 3 clusters Score: Raw -29996.616980 + Penalty 1655.058358 = -28341.558621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.041223 sec): 2 clusters Score: Raw -31478.837520 + Penalty 627.233132 = -30851.604388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.042162 sec): 3 clusters Score: Raw -31361.721795 + Penalty 1278.918328 = -30082.803467 nChanged 121 SP:Iteration 1F (131.043083 sec): 3 clusters Score: Raw -31551.949235 + Penalty 1343.927107 = -30208.022127 nChanged 57 SP:Iteration 2F (131.044032 sec): 3 clusters Score: Raw -31678.013744 + Penalty 1389.514036 = -30288.499708 nChanged 22 SP:Iteration 3F (131.044958 sec): 3 clusters Score: Raw -31736.371708 + Penalty 1409.010572 = -30327.361135 nChanged 11 SP:Iteration 4Q (131.045813 sec): 3 clusters Score: Raw -31758.127830 + Penalty 1428.294481 = -30329.833349 nChanged 7 SP:Iteration 5Q (131.046654 sec): 3 clusters Score: Raw -31775.033388 + Penalty 1434.704753 = -30340.328635 nChanged 4 SP:Iteration 6Q (131.047508 sec): 3 clusters Score: Raw -31783.751192 + Penalty 1438.210722 = -30345.540470 nChanged 1 SP:Iteration 7Q (131.048373 sec): 3 clusters Score: Raw -31784.861414 + Penalty 1438.210722 = -30346.650692 nChanged 0 SP:Iteration 8F (131.049339 sec): 3 clusters Score: Raw -31784.861414 + Penalty 1438.210722 = -30346.650692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 38 (1426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.054603 sec): 2 clusters Score: Raw -124905.538047 + Penalty 492.629645 = -124412.908402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.057597 sec): 3 clusters Score: Raw -124134.878868 + Penalty 985.730215 = -123149.148654 nChanged 569 SP:Iteration 1F (131.060348 sec): 3 clusters Score: Raw -124585.330127 + Penalty 985.176638 = -123600.153488 nChanged 154 SP:Iteration 2F (131.063041 sec): 3 clusters Score: Raw -124719.870982 + Penalty 986.716275 = -123733.154707 nChanged 110 SP:Iteration 3F (131.065933 sec): 3 clusters Score: Raw -124807.660684 + Penalty 988.856573 = -123818.804111 nChanged 60 SP:Iteration 4Q (131.068623 sec): 3 clusters Score: Raw -124846.867957 + Penalty 991.960350 = -123854.907607 nChanged 47 SP:Iteration 5Q (131.071268 sec): 3 clusters Score: Raw -124876.230252 + Penalty 994.051766 = -123882.178485 nChanged 34 SP:Iteration 6Q (131.073892 sec): 3 clusters Score: Raw -124892.136175 + Penalty 996.578055 = -123895.558120 nChanged 25 SP:Iteration 7Q (131.076442 sec): 3 clusters Score: Raw -124902.146863 + Penalty 999.308250 = -123902.838613 nChanged 21 SP:Iteration 8Q (131.079039 sec): 3 clusters Score: Raw -124911.004733 + Penalty 1000.445185 = -123910.559548 nChanged 17 SP:Iteration 9Q (131.081637 sec): 3 clusters Score: Raw -124918.603002 + Penalty 1001.116309 = -123917.486693 nChanged 13 SP:Iteration 10F (131.084324 sec): 3 clusters Score: Raw -124924.369833 + Penalty 1002.134681 = -123922.235152 nChanged 14 SP:Iteration 11Q (131.086935 sec): 3 clusters Score: Raw -124928.925210 + Penalty 1002.970843 = -123925.954367 nChanged 5 SP:Iteration 12Q (131.089565 sec): 3 clusters Score: Raw -124929.707380 + Penalty 1003.329017 = -123926.378363 nChanged 3 SP:Iteration 13Q (131.092161 sec): 3 clusters Score: Raw -124930.882092 + Penalty 1004.176056 = -123926.706037 nChanged 7 SP:Iteration 14Q (131.094765 sec): 3 clusters Score: Raw -124934.150202 + Penalty 1005.291033 = -123928.859169 nChanged 6 SP:Iteration 15Q (131.097689 sec): 3 clusters Score: Raw -124935.971705 + Penalty 1006.064662 = -123929.907043 nChanged 5 SP:Iteration 16Q (131.100223 sec): 3 clusters Score: Raw -124937.728988 + Penalty 1006.537955 = -123931.191033 nChanged 5 SP:Iteration 17Q (131.102774 sec): 3 clusters Score: Raw -124939.407884 + Penalty 1006.537955 = -123932.869929 nChanged 0 SP:Iteration 18F (131.105505 sec): 3 clusters Score: Raw -124939.407884 + Penalty 1006.537955 = -123932.869929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.107586 sec): 2 clusters Score: Raw -27944.323130 + Penalty 509.490971 = -27434.832158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.108448 sec): 3 clusters Score: Raw -27822.915724 + Penalty 1020.876899 = -26802.038825 nChanged 87 SP:Iteration 1F (131.109283 sec): 3 clusters Score: Raw -27915.840513 + Penalty 1021.874255 = -26893.966258 nChanged 29 SP:Iteration 2F (131.110122 sec): 3 clusters Score: Raw -27949.578276 + Penalty 1025.618396 = -26923.959880 nChanged 15 SP:Iteration 3Q (131.110940 sec): 3 clusters Score: Raw -27969.166602 + Penalty 1027.845772 = -26941.320830 nChanged 9 SP:Iteration 4Q (131.111729 sec): 3 clusters Score: Raw -27977.990929 + Penalty 1028.542274 = -26949.448655 nChanged 8 SP:Iteration 5Q (131.112518 sec): 3 clusters Score: Raw -27989.324388 + Penalty 1028.920974 = -26960.403414 nChanged 6 SP:Iteration 6Q (131.113304 sec): 3 clusters Score: Raw -27993.387022 + Penalty 1028.611968 = -26964.775054 nChanged 2 SP:Iteration 7Q (131.114084 sec): 3 clusters Score: Raw -27994.503381 + Penalty 1028.432171 = -26966.071210 nChanged 2 SP:Iteration 8Q (131.114865 sec): 3 clusters Score: Raw -27996.152551 + Penalty 1027.233467 = -26968.919084 nChanged 3 SP:Iteration 9Q (131.115698 sec): 3 clusters Score: Raw -27996.933062 + Penalty 1027.957654 = -26968.975408 nChanged 1 SP:Iteration 10F (131.116508 sec): 3 clusters Score: Raw -27997.815403 + Penalty 1027.324973 = -26970.490430 nChanged 2 SP:Iteration 11Q (131.117327 sec): 3 clusters Score: Raw -28002.711613 + Penalty 1027.804808 = -26974.906805 nChanged 2 SP:Iteration 12Q (131.118143 sec): 3 clusters Score: Raw -28005.673160 + Penalty 1027.804808 = -26977.868353 nChanged 0 SP:Iteration 13F (131.118977 sec): 3 clusters Score: Raw -28005.673160 + Penalty 1027.804808 = -26977.868353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.121370 sec): 2 clusters Score: Raw -47381.722517 + Penalty 887.544492 = -46494.178026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.122578 sec): 3 clusters Score: Raw -47208.314783 + Penalty 1778.060382 = -45430.254401 nChanged 129 SP:Iteration 1F (131.123716 sec): 3 clusters Score: Raw -47350.726313 + Penalty 1778.860305 = -45571.866009 nChanged 33 SP:Iteration 2F (131.124855 sec): 3 clusters Score: Raw -47390.009247 + Penalty 1779.249781 = -45610.759466 nChanged 16 SP:Iteration 3Q (131.125972 sec): 3 clusters Score: Raw -47409.730419 + Penalty 1779.946676 = -45629.783743 nChanged 14 SP:Iteration 4Q (131.127110 sec): 3 clusters Score: Raw -47430.574002 + Penalty 1781.485618 = -45649.088384 nChanged 11 SP:Iteration 5Q (131.128219 sec): 3 clusters Score: Raw -47444.426314 + Penalty 1783.860482 = -45660.565832 nChanged 8 SP:Iteration 6Q (131.129322 sec): 3 clusters Score: Raw -47454.384887 + Penalty 1784.692119 = -45669.692768 nChanged 5 SP:Iteration 7Q (131.130420 sec): 3 clusters Score: Raw -47460.968892 + Penalty 1784.626546 = -45676.342345 nChanged 2 SP:Iteration 8Q (131.131537 sec): 3 clusters Score: Raw -47462.760472 + Penalty 1785.446165 = -45677.314306 nChanged 3 SP:Iteration 9Q (131.132633 sec): 3 clusters Score: Raw -47466.978300 + Penalty 1785.893026 = -45681.085274 nChanged 3 SP:Iteration 10F (131.133763 sec): 3 clusters Score: Raw -47470.755455 + Penalty 1785.893026 = -45684.862429 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.137259 sec): 2 clusters Score: Raw -77414.437381 + Penalty 769.042575 = -76645.394806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.139096 sec): 3 clusters Score: Raw -76959.275893 + Penalty 1539.017720 = -75420.258173 nChanged 312 SP:Iteration 1F (131.140894 sec): 3 clusters Score: Raw -77161.730807 + Penalty 1544.907520 = -75616.823287 nChanged 96 SP:Iteration 2F (131.142703 sec): 3 clusters Score: Raw -77234.484548 + Penalty 1552.363753 = -75682.120795 nChanged 51 SP:Iteration 3F (131.144499 sec): 3 clusters Score: Raw -77280.895344 + Penalty 1562.605096 = -75718.290248 nChanged 48 SP:Iteration 4F (131.146282 sec): 3 clusters Score: Raw -77332.889512 + Penalty 1576.950625 = -75755.938888 nChanged 49 SP:Iteration 5F (131.148088 sec): 3 clusters Score: Raw -77393.069838 + Penalty 1585.772182 = -75807.297656 nChanged 30 SP:Iteration 6Q (131.149860 sec): 3 clusters Score: Raw -77431.374043 + Penalty 1590.352831 = -75841.021212 nChanged 25 SP:Iteration 7Q (131.151628 sec): 3 clusters Score: Raw -77449.957757 + Penalty 1594.924575 = -75855.033182 nChanged 17 SP:Iteration 8Q (131.153361 sec): 3 clusters Score: Raw -77466.102457 + Penalty 1598.069510 = -75868.032947 nChanged 14 SP:Iteration 9Q (131.155073 sec): 3 clusters Score: Raw -77476.792540 + Penalty 1600.697792 = -75876.094749 nChanged 11 SP:Iteration 10F (131.156892 sec): 3 clusters Score: Raw -77490.736931 + Penalty 1604.273546 = -75886.463385 nChanged 16 SP:Iteration 11Q (131.158606 sec): 3 clusters Score: Raw -77508.576884 + Penalty 1607.199485 = -75901.377399 nChanged 18 SP:Iteration 12Q (131.160304 sec): 3 clusters Score: Raw -77529.334914 + Penalty 1610.929778 = -75918.405136 nChanged 17 SP:Iteration 13Q (131.162058 sec): 3 clusters Score: Raw -77554.651267 + Penalty 1610.841947 = -75943.809320 nChanged 15 SP:Iteration 14Q (131.163743 sec): 3 clusters Score: Raw -77571.236611 + Penalty 1611.174668 = -75960.061943 nChanged 11 SP:Iteration 15Q (131.165403 sec): 3 clusters Score: Raw -77584.530652 + Penalty 1611.838514 = -75972.692138 nChanged 13 SP:Iteration 16Q (131.167078 sec): 3 clusters Score: Raw -77598.429854 + Penalty 1613.843257 = -75984.586597 nChanged 14 SP:Iteration 17Q (131.168755 sec): 3 clusters Score: Raw -77609.730418 + Penalty 1613.783171 = -75995.947247 nChanged 6 SP:Iteration 18Q (131.170448 sec): 3 clusters Score: Raw -77619.187565 + Penalty 1613.202486 = -76005.985079 nChanged 6 SP:Iteration 19Q (131.172171 sec): 3 clusters Score: Raw -77622.644391 + Penalty 1614.044851 = -76008.599541 nChanged 3 SP:Iteration 20F (131.173974 sec): 3 clusters Score: Raw -77624.777235 + Penalty 1613.126215 = -76011.651020 nChanged 1 SP:Iteration 21Q (131.175606 sec): 3 clusters Score: Raw -77624.962361 + Penalty 1612.693943 = -76012.268418 nChanged 1 SP:Iteration 22Q (131.177259 sec): 3 clusters Score: Raw -77625.454411 + Penalty 1611.621841 = -76013.832571 nChanged 2 SP:Iteration 23Q (131.178922 sec): 3 clusters Score: Raw -77626.168127 + Penalty 1610.310600 = -76015.857527 nChanged 2 SP:Iteration 24Q (131.180570 sec): 3 clusters Score: Raw -77626.677548 + Penalty 1610.041167 = -76016.636380 nChanged 1 SP:Iteration 25Q (131.182214 sec): 3 clusters Score: Raw -77627.690456 + Penalty 1608.650033 = -76019.040423 nChanged 2 SP:Iteration 26Q (131.183841 sec): 3 clusters Score: Raw -77628.566100 + Penalty 1608.019601 = -76020.546499 nChanged 1 SP:Iteration 27Q (131.185539 sec): 3 clusters Score: Raw -77628.806637 + Penalty 1608.019601 = -76020.787036 nChanged 0 SP:Iteration 28F (131.187371 sec): 3 clusters Score: Raw -77628.806637 + Penalty 1608.019601 = -76020.787036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.188387 sec): 2 clusters Score: Raw -1145.378118 + Penalty 41.750604 = -1103.627514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.188628 sec): 3 clusters Score: Raw -1173.170997 + Penalty 96.224698 = -1076.946299 nChanged 1 SP:Iteration 1F (131.188866 sec): 3 clusters Score: Raw -1174.627999 + Penalty 96.224698 = -1078.403301 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 66 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.192060 sec): 2 clusters Score: Raw -74528.952880 + Penalty 1052.756077 = -73476.196803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.193772 sec): 3 clusters Score: Raw -74217.929722 + Penalty 2105.245614 = -72112.684108 nChanged 241 SP:Iteration 1F (131.195510 sec): 3 clusters Score: Raw -74439.762491 + Penalty 2105.205041 = -72334.557450 nChanged 66 SP:Iteration 2F (131.197239 sec): 3 clusters Score: Raw -74518.161661 + Penalty 2105.414274 = -72412.747386 nChanged 37 SP:Iteration 3Q (131.198885 sec): 3 clusters Score: Raw -74552.122704 + Penalty 2105.492855 = -72446.629848 nChanged 27 SP:Iteration 4Q (131.200521 sec): 3 clusters Score: Raw -74574.278670 + Penalty 2105.500906 = -72468.777764 nChanged 18 SP:Iteration 5Q (131.202167 sec): 3 clusters Score: Raw -74588.927949 + Penalty 2105.513349 = -72483.414600 nChanged 8 SP:Iteration 6Q (131.203804 sec): 3 clusters Score: Raw -74594.660162 + Penalty 2105.511346 = -72489.148816 nChanged 6 SP:Iteration 7Q (131.205419 sec): 3 clusters Score: Raw -74602.295837 + Penalty 2105.511615 = -72496.784222 nChanged 10 SP:Iteration 8Q (131.207056 sec): 3 clusters Score: Raw -74612.027987 + Penalty 2105.508792 = -72506.519195 nChanged 3 SP:Iteration 9Q (131.208714 sec): 3 clusters Score: Raw -74613.903688 + Penalty 2105.505677 = -72508.398010 nChanged 1 SP:Iteration 10F (131.210498 sec): 3 clusters Score: Raw -74614.192393 + Penalty 2105.505677 = -72508.686716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.212587 sec): 2 clusters Score: Raw -31182.413494 + Penalty 575.156326 = -30607.257168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.213494 sec): 3 clusters Score: Raw -31079.328394 + Penalty 1149.535829 = -29929.792565 nChanged 112 SP:Iteration 1F (131.214384 sec): 3 clusters Score: Raw -31177.143226 + Penalty 1151.227104 = -30025.916121 nChanged 28 SP:Iteration 2F (131.215246 sec): 3 clusters Score: Raw -31200.898361 + Penalty 1152.775136 = -30048.123225 nChanged 15 SP:Iteration 3Q (131.216087 sec): 3 clusters Score: Raw -31214.597488 + Penalty 1153.773615 = -30060.823873 nChanged 12 SP:Iteration 4Q (131.216930 sec): 3 clusters Score: Raw -31224.713926 + Penalty 1153.312429 = -30071.401497 nChanged 10 SP:Iteration 5Q (131.217761 sec): 3 clusters Score: Raw -31231.988271 + Penalty 1153.240987 = -30078.747284 nChanged 4 SP:Iteration 6Q (131.218590 sec): 3 clusters Score: Raw -31235.160436 + Penalty 1155.260050 = -30079.900386 nChanged 5 SP:Iteration 7Q (131.219415 sec): 3 clusters Score: Raw -31240.117971 + Penalty 1158.647511 = -30081.470460 nChanged 4 SP:Iteration 8Q (131.220238 sec): 3 clusters Score: Raw -31242.121368 + Penalty 1162.316330 = -30079.805038 nChanged 6 SP:Iteration 9F (131.221108 sec): 3 clusters Score: Raw -31252.247189 + Penalty 1164.113743 = -30088.133447 nChanged 4 SP:Iteration 10F (131.221962 sec): 3 clusters Score: Raw -31254.811632 + Penalty 1165.266232 = -30089.545400 nChanged 1 SP:Iteration 11Q (131.222787 sec): 3 clusters Score: Raw -31255.088739 + Penalty 1165.266232 = -30089.822507 nChanged 0 SP:Iteration 12F (131.223637 sec): 3 clusters Score: Raw -31255.088739 + Penalty 1165.266232 = -30089.822507 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 92 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.226197 sec): 2 clusters Score: Raw -53780.138077 + Penalty 801.017401 = -52979.120676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.227471 sec): 3 clusters Score: Raw -53544.348263 + Penalty 1600.552788 = -51943.795475 nChanged 177 SP:Iteration 1F (131.228717 sec): 3 clusters Score: Raw -53682.756716 + Penalty 1599.861631 = -52082.895085 nChanged 41 SP:Iteration 2F (131.229956 sec): 3 clusters Score: Raw -53716.252786 + Penalty 1599.278818 = -52116.973968 nChanged 26 SP:Iteration 3Q (131.231195 sec): 3 clusters Score: Raw -53742.114217 + Penalty 1598.973226 = -52143.140991 nChanged 22 SP:Iteration 4Q (131.232430 sec): 3 clusters Score: Raw -53763.725645 + Penalty 1598.429293 = -52165.296352 nChanged 22 SP:Iteration 5Q (131.233661 sec): 3 clusters Score: Raw -53783.197709 + Penalty 1598.281617 = -52184.916092 nChanged 16 SP:Iteration 6Q (131.234890 sec): 3 clusters Score: Raw -53793.335547 + Penalty 1598.097221 = -52195.238326 nChanged 6 SP:Iteration 7Q (131.236124 sec): 3 clusters Score: Raw -53797.328262 + Penalty 1597.628672 = -52199.699589 nChanged 3 SP:Iteration 8Q (131.237351 sec): 3 clusters Score: Raw -53800.054166 + Penalty 1597.240091 = -52202.814075 nChanged 5 SP:Iteration 9Q (131.238574 sec): 3 clusters Score: Raw -53802.673834 + Penalty 1597.345834 = -52205.328000 nChanged 3 SP:Iteration 10F (131.239812 sec): 3 clusters Score: Raw -53805.187009 + Penalty 1596.972477 = -52208.214532 nChanged 2 SP:Iteration 11Q (131.241052 sec): 3 clusters Score: Raw -53806.950949 + Penalty 1596.924559 = -52210.026390 nChanged 1 SP:Iteration 12Q (131.242277 sec): 3 clusters Score: Raw -53807.621716 + Penalty 1596.888653 = -52210.733063 nChanged 1 SP:Iteration 13Q (131.243496 sec): 3 clusters Score: Raw -53808.863652 + Penalty 1596.841546 = -52212.022107 nChanged 1 SP:Iteration 14Q (131.244716 sec): 3 clusters Score: Raw -53810.857495 + Penalty 1596.542973 = -52214.314522 nChanged 4 SP:Iteration 15Q (131.246012 sec): 3 clusters Score: Raw -53813.844667 + Penalty 1596.163867 = -52217.680800 nChanged 4 SP:Iteration 16Q (131.247240 sec): 3 clusters Score: Raw -53818.151697 + Penalty 1596.377334 = -52221.774363 nChanged 4 SP:Iteration 17Q (131.248459 sec): 3 clusters Score: Raw -53820.077002 + Penalty 1596.656485 = -52223.420517 nChanged 2 SP:Iteration 18Q (131.249672 sec): 3 clusters Score: Raw -53820.399530 + Penalty 1596.656485 = -52223.743045 nChanged 0 SP:Iteration 19F (131.250929 sec): 3 clusters Score: Raw -53820.399530 + Penalty 1596.656485 = -52223.743045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.251884 sec): 2 clusters Score: Raw -454.013065 + Penalty 10.594156 = -443.418909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.252085 sec): 3 clusters Score: Raw -453.534238 + Penalty 22.823670 = -430.710567 nChanged 0 Time taken for this iteration:130.203196 seconds. 300->28 Clusters: Score -2976037.189167, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 243 (time per iteration =540.343457 ms) Total iterations: 3142 (time per iteration =41.789771 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 8589622500.000000 (time per metric unit =15.286290ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 214740562500.000000 (time per metric unit=611.451598ps) That took 131.303460 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 14 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22539 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 22539 points ------ Starting initial clusters from distinct float masks Not enough masks (216) to generate starting clusters (300), so starting with (217) clusters instead. Assigned 217 initial classes from 216 unique masks. Deleting Class 64 (1 points): Lose 1.448666 but Gain 1531.548585 Iteration 0F (2.990567 sec): 216 clusters Score: Raw -1750845.001427 + Penalty 169533.848653 = -1581311.152775 nChanged 10057 Deleting Class 31 (1 points): Lose 5.685609 but Gain 1510.631849 Iteration 1F (4.754000 sec): 170 clusters Score: Raw -1785010.263400 + Penalty 156605.911312 = -1628404.352088 nChanged 3116 Deleting Class 179 (1 points): Lose 8.121862 but Gain 1560.980727 Iteration 2F (6.396368 sec): 160 clusters Score: Raw -1792276.145036 + Penalty 148698.367284 = -1643577.777752 nChanged 1946 Deleting Class 166 (2 points): Lose 19.069706 but Gain 1474.937888 Iteration 3F (7.961142 sec): 153 clusters Score: Raw -1796164.914841 + Penalty 144289.064821 = -1651875.850020 nChanged 1422 Deleting Class 81 (1 points): Lose 12.624176 but Gain 1628.737893 Iteration 4F (9.489195 sec): 149 clusters Score: Raw -1798909.219667 + Penalty 139616.428542 = -1659292.791125 nChanged 1230 Deleting Class 169 (11 points): Lose 153.169160 but Gain 1593.889619 Iteration 5F (10.990016 sec): 146 clusters Score: Raw -1800782.582558 + Penalty 138274.748335 = -1662507.834223 nChanged 1025 Deleting Class 109 (38 points): Lose 197.330880 but Gain 1593.590915 Iteration 6Q (11.177049 sec): 145 clusters Score: Raw -1802082.535908 + Penalty 136941.910063 = -1665140.625845 nChanged 872 Deleting Class 40 (19 points): Lose 212.802469 but Gain 1603.667566 Iteration 7Q (11.349286 sec): 144 clusters Score: Raw -1803447.812834 + Penalty 134364.678314 = -1669083.134520 nChanged 614 Deleting Class 43 (24 points): Lose 125.033669 but Gain 1498.156351 Iteration 8Q (11.500192 sec): 142 clusters Score: Raw -1804753.068207 + Penalty 132911.304068 = -1671841.764140 nChanged 442 Deleting Class 124 (12 points): Lose 177.019049 but Gain 1541.680060 Iteration 9Q (11.636696 sec): 141 clusters Score: Raw -1805238.831009 + Penalty 131674.725843 = -1673564.105167 nChanged 351 Deleting Class 126 (11 points): Lose 64.198038 but Gain 1419.747128 Iteration 10F (13.058343 sec): 140 clusters Score: Raw -1805565.262635 + Penalty 130233.739485 = -1675331.523150 nChanged 288 Deleting Class 144 (10 points): Lose 80.860444 but Gain 1435.559433 Iteration 11Q (13.186384 sec): 139 clusters Score: Raw -1805748.455331 + Penalty 128848.213560 = -1676900.241771 nChanged 218 Deleting Class 79 (19 points): Lose 111.390454 but Gain 1460.726266 Iteration 12Q (13.307910 sec): 138 clusters Score: Raw -1805864.235429 + Penalty 127401.719447 = -1678462.515982 nChanged 204 Deleting Class 186 (8 points): Lose 90.345105 but Gain 1436.540648 Iteration 13Q (13.427130 sec): 137 clusters Score: Raw -1806034.804598 + Penalty 125764.326552 = -1680270.478046 nChanged 190 Deleting Class 135 (10 points): Lose 45.814509 but Gain 1376.127594 Iteration 14Q (13.545438 sec): 136 clusters Score: Raw -1806202.335333 + Penalty 124453.270280 = -1681749.065053 nChanged 179 Deleting Class 104 (2 points): Lose 12.482405 but Gain 1342.770463 Iteration 15Q (13.661630 sec): 135 clusters Score: Raw -1806354.076462 + Penalty 123127.692508 = -1683226.383954 nChanged 140 Deleting Class 118 (4 points): Lose 37.335355 but Gain 1385.332667 Iteration 16Q (13.775576 sec): 134 clusters Score: Raw -1806430.360908 + Penalty 121943.292556 = -1684487.068351 nChanged 145 Deleting Class 42 (18 points): Lose 174.815854 but Gain 1491.926644 Iteration 17Q (13.888790 sec): 133 clusters Score: Raw -1806363.215525 + Penalty 120603.683019 = -1685759.532506 nChanged 154 Deleting Class 93 (2 points): Lose 6.320878 but Gain 1319.416213 Iteration 18Q (14.002244 sec): 132 clusters Score: Raw -1806480.619803 + Penalty 119289.450338 = -1687191.169465 nChanged 116 Deleting Class 157 (4 points): Lose 41.090661 but Gain 1354.019472 Iteration 19Q (14.112078 sec): 131 clusters Score: Raw -1806498.686614 + Penalty 118084.793132 = -1688413.893483 nChanged 106 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 -1806498.686614 + Penalty 118084.793132 = -1688413.893483Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.199869 sec): 2 clusters Score: Raw -78372.215384 + Penalty 444.613570 = -77927.601813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.202037 sec): 3 clusters Score: Raw -77867.786002 + Penalty 894.950793 = -76972.835209 nChanged 366 SP:Iteration 1F (14.204160 sec): 3 clusters Score: Raw -78151.620590 + Penalty 900.412451 = -77251.208139 nChanged 120 SP:Iteration 2F (14.206309 sec): 3 clusters Score: Raw -78268.000901 + Penalty 906.681233 = -77361.319669 nChanged 74 SP:Iteration 3F (14.208455 sec): 3 clusters Score: Raw -78315.656309 + Penalty 910.861724 = -77404.794585 nChanged 45 SP:Iteration 4Q (14.210599 sec): 3 clusters Score: Raw -78345.459890 + Penalty 914.064043 = -77431.395847 nChanged 26 SP:Iteration 5Q (14.212744 sec): 3 clusters Score: Raw -78369.071404 + Penalty 916.476352 = -77452.595052 nChanged 18 SP:Iteration 6Q (14.214889 sec): 3 clusters Score: Raw -78375.329494 + Penalty 919.864979 = -77455.464515 nChanged 16 SP:Iteration 7Q (14.217128 sec): 3 clusters Score: Raw -78384.136410 + Penalty 921.885681 = -77462.250729 nChanged 17 SP:Iteration 8Q (14.219307 sec): 3 clusters Score: Raw -78392.296303 + Penalty 923.898337 = -77468.397966 nChanged 12 SP:Iteration 9Q (14.221465 sec): 3 clusters Score: Raw -78399.820037 + Penalty 924.095980 = -77475.724057 nChanged 10 SP:Iteration 10F (14.223537 sec): 3 clusters Score: Raw -78407.874045 + Penalty 927.158659 = -77480.715386 nChanged 11 SP:Iteration 11Q (14.225535 sec): 3 clusters Score: Raw -78413.870114 + Penalty 931.217889 = -77482.652225 nChanged 9 SP:Iteration 12Q (14.227503 sec): 3 clusters Score: Raw -78420.498006 + Penalty 932.191356 = -77488.306651 nChanged 6 SP:Iteration 13Q (14.229464 sec): 3 clusters Score: Raw -78423.114449 + Penalty 932.429344 = -77490.685106 nChanged 4 SP:Iteration 14Q (14.231455 sec): 3 clusters Score: Raw -78423.696618 + Penalty 931.960755 = -77491.735863 nChanged 1 SP:Iteration 15Q (14.233439 sec): 3 clusters Score: Raw -78423.772092 + Penalty 932.175112 = -77491.596980 nChanged 1 SP:Iteration 16F (14.235459 sec): 3 clusters Score: Raw -78423.955182 + Penalty 932.175112 = -77491.780069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.236172 sec): 2 clusters Score: Raw -4514.931728 + Penalty 497.388917 = -4017.542812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.236506 sec): 3 clusters Score: Raw -4540.049476 + Penalty 1010.279317 = -3529.770159 nChanged 8 SP:Iteration 1F (14.236803 sec): 3 clusters Score: Raw -4570.779572 + Penalty 1003.754857 = -3567.024715 nChanged 4 SP:Iteration 2F (14.237101 sec): 3 clusters Score: Raw -4581.736368 + Penalty 997.195462 = -3584.540906 nChanged 2 SP:Iteration 3Q (14.237400 sec): 3 clusters Score: Raw -4586.415031 + Penalty 997.195462 = -3589.219569 nChanged 0 SP:Iteration 4F (14.237700 sec): 3 clusters Score: Raw -4586.415031 + Penalty 997.195462 = -3589.219569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.238199 sec): 2 clusters Score: Raw -2300.999924 + Penalty 20.467436 = -2280.532488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.238413 sec): 3 clusters Score: Raw -2294.829915 + Penalty 41.518359 = -2253.311556 nChanged 12 SP:Iteration 1F (14.238622 sec): 3 clusters Score: Raw -2311.903669 + Penalty 41.518359 = -2270.385310 nChanged 6 SP:Iteration 2F (14.238830 sec): 3 clusters Score: Raw -2315.021784 + Penalty 41.518359 = -2273.503425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.241450 sec): 2 clusters Score: Raw -37863.044449 + Penalty 966.144425 = -36896.900024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.242468 sec): 3 clusters Score: Raw -37783.343943 + Penalty 1932.566508 = -35850.777435 nChanged 83 SP:Iteration 1F (14.243447 sec): 3 clusters Score: Raw -37900.899408 + Penalty 1932.831961 = -35968.067447 nChanged 25 SP:Iteration 2F (14.244415 sec): 3 clusters Score: Raw -37950.340811 + Penalty 1932.645044 = -36017.695767 nChanged 24 SP:Iteration 3F (14.245379 sec): 3 clusters Score: Raw -37992.089312 + Penalty 1932.340147 = -36059.749165 nChanged 9 SP:Iteration 4Q (14.246316 sec): 3 clusters Score: Raw -38005.173604 + Penalty 1932.419182 = -36072.754422 nChanged 5 SP:Iteration 5Q (14.247271 sec): 3 clusters Score: Raw -38014.344787 + Penalty 1932.590204 = -36081.754583 nChanged 4 SP:Iteration 6Q (14.248207 sec): 3 clusters Score: Raw -38019.147476 + Penalty 1932.590204 = -36086.557273 nChanged 2 SP:Iteration 7Q (14.249135 sec): 3 clusters Score: Raw -38025.726056 + Penalty 1932.720980 = -36093.005075 nChanged 4 SP:Iteration 8Q (14.250061 sec): 3 clusters Score: Raw -38030.605189 + Penalty 1932.720980 = -36097.884208 nChanged 2 SP:Iteration 9Q (14.250987 sec): 3 clusters Score: Raw -38033.838182 + Penalty 1932.645513 = -36101.192668 nChanged 3 SP:Iteration 10F (14.251965 sec): 3 clusters Score: Raw -38035.968516 + Penalty 1932.594934 = -36103.373582 nChanged 2 SP:Iteration 11Q (14.252892 sec): 3 clusters Score: Raw -38039.100718 + Penalty 1932.535414 = -36106.565305 nChanged 2 SP:Iteration 12Q (14.253815 sec): 3 clusters Score: Raw -38041.230098 + Penalty 1932.440226 = -36108.789872 nChanged 3 SP:Iteration 13Q (14.254737 sec): 3 clusters Score: Raw -38044.130544 + Penalty 1932.401926 = -36111.728618 nChanged 1 SP:Iteration 14Q (14.255659 sec): 3 clusters Score: Raw -38044.607776 + Penalty 1932.320505 = -36112.287271 nChanged 2 SP:Iteration 15Q (14.256598 sec): 3 clusters Score: Raw -38049.702377 + Penalty 1932.320505 = -36117.381871 nChanged 0 SP:Iteration 16F (14.257556 sec): 3 clusters Score: Raw -38049.702377 + Penalty 1932.320505 = -36117.381871 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 5 (5710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.284412 sec): 2 clusters Score: Raw -438910.668282 + Penalty 202.666582 = -438708.001700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.295940 sec): 3 clusters Score: Raw -435024.639606 + Penalty 428.627545 = -434596.012061 nChanged 2705 SP:Iteration 1F (14.307512 sec): 3 clusters Score: Raw -437227.738233 + Penalty 391.469218 = -436836.269016 nChanged 1351 SP:Iteration 2F (14.319096 sec): 3 clusters Score: Raw -439864.131087 + Penalty 390.767089 = -439473.363998 nChanged 653 SP:Iteration 3F (14.330429 sec): 3 clusters Score: Raw -440291.433573 + Penalty 389.365991 = -439902.067582 nChanged 180 SP:Iteration 4Q (14.340887 sec): 3 clusters Score: Raw -440351.053691 + Penalty 386.928524 = -439964.125167 nChanged 86 SP:Iteration 5Q (14.351382 sec): 3 clusters Score: Raw -440388.597518 + Penalty 383.441832 = -440005.155686 nChanged 76 SP:Iteration 6Q (14.362082 sec): 3 clusters Score: Raw -440429.554094 + Penalty 379.439017 = -440050.115077 nChanged 65 SP:Iteration 7Q (14.372539 sec): 3 clusters Score: Raw -440463.117153 + Penalty 375.894555 = -440087.222598 nChanged 56 SP:Iteration 8Q (14.382884 sec): 3 clusters Score: Raw -440487.124494 + Penalty 371.636947 = -440115.487547 nChanged 61 SP:Iteration 9Q (14.393133 sec): 3 clusters Score: Raw -440507.274416 + Penalty 368.937142 = -440138.337274 nChanged 35 SP:Iteration 10F (14.404771 sec): 3 clusters Score: Raw -440514.395786 + Penalty 366.942835 = -440147.452950 nChanged 25 SP:Iteration 11Q (14.415006 sec): 3 clusters Score: Raw -440517.088607 + Penalty 365.618183 = -440151.470424 nChanged 20 SP:Iteration 12Q (14.425337 sec): 3 clusters Score: Raw -440519.089898 + Penalty 364.552830 = -440154.537068 nChanged 18 SP:Iteration 13Q (14.436344 sec): 3 clusters Score: Raw -440521.000705 + Penalty 363.793035 = -440157.207670 nChanged 14 SP:Iteration 14Q (14.446850 sec): 3 clusters Score: Raw -440522.364704 + Penalty 362.483316 = -440159.881388 nChanged 14 SP:Iteration 15Q (14.457347 sec): 3 clusters Score: Raw -440523.452686 + Penalty 361.876653 = -440161.576034 nChanged 8 SP:Iteration 16Q (14.467789 sec): 3 clusters Score: Raw -440523.933235 + Penalty 361.358663 = -440162.574572 nChanged 8 SP:Iteration 17Q (14.478191 sec): 3 clusters Score: Raw -440524.533156 + Penalty 360.624692 = -440163.908464 nChanged 10 SP:Iteration 18Q (14.488770 sec): 3 clusters Score: Raw -440525.451942 + Penalty 360.130147 = -440165.321795 nChanged 8 SP:Iteration 19Q (14.499159 sec): 3 clusters Score: Raw -440526.103468 + Penalty 359.739052 = -440166.364416 nChanged 5 SP:Iteration 20F (14.510588 sec): 3 clusters Score: Raw -440526.287543 + Penalty 359.739052 = -440166.548491 nChanged 0 Score: Raw -1817452.045358 + Penalty 118266.798036 = -1699185.247322 Splitting cluster 5 changes total score from -1688413.893483 to -1699185.247322 So it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.832360 sec): 2 clusters Score: Raw -45616.244125 + Penalty 767.564418 = -44848.679707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.833609 sec): 3 clusters Score: Raw -45418.777675 + Penalty 1542.518008 = -43876.259667 nChanged 160 SP:Iteration 1F (15.834841 sec): 3 clusters Score: Raw -45585.739732 + Penalty 1556.610509 = -44029.129223 nChanged 47 SP:Iteration 2F (15.836047 sec): 3 clusters Score: Raw -45658.821122 + Penalty 1567.536912 = -44091.284211 nChanged 28 SP:Iteration 3F (15.837230 sec): 3 clusters Score: Raw -45701.142383 + Penalty 1581.377338 = -44119.765044 nChanged 24 SP:Iteration 4Q (15.838395 sec): 3 clusters Score: Raw -45735.850349 + Penalty 1590.243872 = -44145.606477 nChanged 19 SP:Iteration 5Q (15.839575 sec): 3 clusters Score: Raw -45758.337313 + Penalty 1599.156214 = -44159.181098 nChanged 14 SP:Iteration 6Q (15.840740 sec): 3 clusters Score: Raw -45774.609464 + Penalty 1601.595428 = -44173.014036 nChanged 8 SP:Iteration 7Q (15.841891 sec): 3 clusters Score: Raw -45789.654308 + Penalty 1607.428244 = -44182.226064 nChanged 6 SP:Iteration 8Q (15.843050 sec): 3 clusters Score: Raw -45799.132507 + Penalty 1610.796873 = -44188.335633 nChanged 5 SP:Iteration 9Q (15.844218 sec): 3 clusters Score: Raw -45805.194425 + Penalty 1621.527325 = -44183.667100 nChanged 7 SP:Iteration 10F (15.845462 sec): 3 clusters Score: Raw -45816.142677 + Penalty 1624.726095 = -44191.416581 nChanged 4 SP:Iteration 11Q (15.846596 sec): 3 clusters Score: Raw -45821.045886 + Penalty 1625.840491 = -44195.205395 nChanged 1 SP:Iteration 12Q (15.847718 sec): 3 clusters Score: Raw -45821.438286 + Penalty 1625.840491 = -44195.597795 nChanged 0 SP:Iteration 13F (15.848938 sec): 3 clusters Score: Raw -45821.438286 + Penalty 1625.840491 = -44195.597795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.849460 sec): 2 clusters Score: Raw -703.285741 + Penalty 227.582277 = -475.703464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.849696 sec): 3 clusters Score: Raw -694.885899 + Penalty 454.371067 = -240.514833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.850193 sec): 2 clusters Score: Raw -895.088624 + Penalty 334.631731 = -560.456893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.850425 sec): 3 clusters Score: Raw -1064.279779 + Penalty 671.367330 = -392.912449 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 9 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.856451 sec): 2 clusters Score: Raw -99958.098768 + Penalty 1015.346959 = -98942.751809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.858694 sec): 3 clusters Score: Raw -99511.283601 + Penalty 2032.163896 = -97479.119705 nChanged 349 SP:Iteration 1F (15.860908 sec): 3 clusters Score: Raw -99903.973357 + Penalty 2027.479521 = -97876.493835 nChanged 136 SP:Iteration 2F (15.863117 sec): 3 clusters Score: Raw -100160.366959 + Penalty 2028.335411 = -98132.031547 nChanged 96 SP:Iteration 3F (15.865291 sec): 3 clusters Score: Raw -100325.038717 + Penalty 2030.540472 = -98294.498245 nChanged 68 SP:Iteration 4F (15.867461 sec): 3 clusters Score: Raw -100418.812341 + Penalty 2033.081827 = -98385.730514 nChanged 46 SP:Iteration 5Q (15.869562 sec): 3 clusters Score: Raw -100479.884843 + Penalty 2038.878535 = -98441.006308 nChanged 28 SP:Iteration 6Q (15.871630 sec): 3 clusters Score: Raw -100510.652453 + Penalty 2041.493946 = -98469.158507 nChanged 10 SP:Iteration 7Q (15.873679 sec): 3 clusters Score: Raw -100517.573398 + Penalty 2044.041902 = -98473.531496 nChanged 8 SP:Iteration 8Q (15.875749 sec): 3 clusters Score: Raw -100524.113082 + Penalty 2045.361899 = -98478.751183 nChanged 4 SP:Iteration 9Q (15.877772 sec): 3 clusters Score: Raw -100527.164344 + Penalty 2045.949572 = -98481.214772 nChanged 2 SP:Iteration 10F (15.879981 sec): 3 clusters Score: Raw -100529.064426 + Penalty 2046.850736 = -98482.213690 nChanged 3 SP:Iteration 11Q (15.882028 sec): 3 clusters Score: Raw -100531.429279 + Penalty 2047.501389 = -98483.927890 nChanged 2 SP:Iteration 12Q (15.884097 sec): 3 clusters Score: Raw -100532.196422 + Penalty 2048.418926 = -98483.777496 nChanged 3 SP:Iteration 13F (15.886318 sec): 3 clusters Score: Raw -100534.431695 + Penalty 2049.089024 = -98485.342672 nChanged 2 SP:Iteration 14Q (15.888393 sec): 3 clusters Score: Raw -100535.241976 + Penalty 2049.383562 = -98485.858415 nChanged 1 SP:Iteration 15Q (15.890436 sec): 3 clusters Score: Raw -100535.533949 + Penalty 2049.383562 = -98486.150388 nChanged 0 SP:Iteration 16F (15.892751 sec): 3 clusters Score: Raw -100535.533949 + Penalty 2049.383562 = -98486.150388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.894843 sec): 2 clusters Score: Raw -27614.347798 + Penalty 783.899448 = -26830.448350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.895713 sec): 3 clusters Score: Raw -27552.648867 + Penalty 1567.798896 = -25984.849972 nChanged 78 SP:Iteration 1F (15.896535 sec): 3 clusters Score: Raw -27688.637801 + Penalty 1567.798896 = -26120.838905 nChanged 22 SP:Iteration 2F (15.897359 sec): 3 clusters Score: Raw -27734.541349 + Penalty 1567.234846 = -26167.306504 nChanged 8 SP:Iteration 3Q (15.898120 sec): 3 clusters Score: Raw -27749.254423 + Penalty 1566.955608 = -26182.298815 nChanged 8 SP:Iteration 4Q (15.898870 sec): 3 clusters Score: Raw -27764.330510 + Penalty 1567.222882 = -26197.107628 nChanged 7 SP:Iteration 5Q (15.899618 sec): 3 clusters Score: Raw -27780.550300 + Penalty 1567.119956 = -26213.430344 nChanged 7 SP:Iteration 6Q (15.900416 sec): 3 clusters Score: Raw -27792.547784 + Penalty 1567.639117 = -26224.908667 nChanged 9 SP:Iteration 7Q (15.901199 sec): 3 clusters Score: Raw -27821.833894 + Penalty 1569.825656 = -26252.008238 nChanged 16 SP:Iteration 8F (15.902026 sec): 3 clusters Score: Raw -27862.033247 + Penalty 1572.120124 = -26289.913123 nChanged 10 SP:Iteration 9Q (15.902798 sec): 3 clusters Score: Raw -27882.915080 + Penalty 1573.515880 = -26309.399200 nChanged 7 SP:Iteration 10F (15.903626 sec): 3 clusters Score: Raw -27897.093336 + Penalty 1573.390947 = -26323.702389 nChanged 2 SP:Iteration 11Q (15.904385 sec): 3 clusters Score: Raw -27911.001429 + Penalty 1573.782135 = -26337.219294 nChanged 1 SP:Iteration 12Q (15.905139 sec): 3 clusters Score: Raw -27911.601552 + Penalty 1573.603643 = -26337.997909 nChanged 1 SP:Iteration 13Q (15.905896 sec): 3 clusters Score: Raw -27914.551314 + Penalty 1573.603643 = -26340.947671 nChanged 0 SP:Iteration 14F (15.906696 sec): 3 clusters Score: Raw -27914.551314 + Penalty 1573.603643 = -26340.947671 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.915867 sec): 2 clusters Score: Raw -149787.671222 + Penalty 635.178887 = -149152.492335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.919318 sec): 3 clusters Score: Raw -148874.884469 + Penalty 1270.555206 = -147604.329263 nChanged 714 SP:Iteration 1F (15.922759 sec): 3 clusters Score: Raw -149356.305021 + Penalty 1270.461413 = -148085.843608 nChanged 196 SP:Iteration 2F (15.926254 sec): 3 clusters Score: Raw -149532.201927 + Penalty 1270.516893 = -148261.685034 nChanged 148 SP:Iteration 3F (15.929769 sec): 3 clusters Score: Raw -149645.542578 + Penalty 1274.204136 = -148371.338442 nChanged 116 SP:Iteration 4F (15.933376 sec): 3 clusters Score: Raw -149733.782089 + Penalty 1274.565436 = -148459.216653 nChanged 67 SP:Iteration 5Q (15.936982 sec): 3 clusters Score: Raw -149788.863788 + Penalty 1268.118857 = -148520.744931 nChanged 60 SP:Iteration 6Q (15.940490 sec): 3 clusters Score: Raw -149831.090264 + Penalty 1260.976105 = -148570.114158 nChanged 37 SP:Iteration 7Q (15.944062 sec): 3 clusters Score: Raw -149853.528261 + Penalty 1258.727167 = -148594.801094 nChanged 25 SP:Iteration 8Q (15.947632 sec): 3 clusters Score: Raw -149871.159975 + Penalty 1256.024273 = -148615.135702 nChanged 23 SP:Iteration 9Q (15.951143 sec): 3 clusters Score: Raw -149885.256665 + Penalty 1252.574947 = -148632.681718 nChanged 16 SP:Iteration 10F (15.954744 sec): 3 clusters Score: Raw -149896.223819 + Penalty 1252.727654 = -148643.496166 nChanged 14 SP:Iteration 11Q (15.958244 sec): 3 clusters Score: Raw -149899.439798 + Penalty 1252.971075 = -148646.468722 nChanged 6 SP:Iteration 12Q (15.961693 sec): 3 clusters Score: Raw -149900.114664 + Penalty 1252.975325 = -148647.139339 nChanged 4 SP:Iteration 13Q (15.965069 sec): 3 clusters Score: Raw -149900.613584 + Penalty 1256.523922 = -148644.089662 nChanged 5 SP:Iteration 14F (15.968603 sec): 3 clusters Score: Raw -149901.753011 + Penalty 1257.279000 = -148644.474011 nChanged 1 SP:Iteration 15Q (15.972093 sec): 3 clusters Score: Raw -149902.568988 + Penalty 1256.070725 = -148646.498262 nChanged 1 SP:Iteration 16Q (15.975553 sec): 3 clusters Score: Raw -149902.856524 + Penalty 1254.870510 = -148647.986014 nChanged 1 SP:Iteration 17Q (15.978956 sec): 3 clusters Score: Raw -149902.979196 + Penalty 1255.245254 = -148647.733941 nChanged 1 SP:Iteration 18F (15.982511 sec): 3 clusters Score: Raw -149903.077697 + Penalty 1254.417670 = -148648.660027 nChanged 1 SP:Iteration 19Q (15.985924 sec): 3 clusters Score: Raw -149903.092877 + Penalty 1254.417670 = -148648.675207 nChanged 0 SP:Iteration 20F (15.989445 sec): 3 clusters Score: Raw -149903.092877 + Penalty 1254.417670 = -148648.675207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.993753 sec): 2 clusters Score: Raw -3665.195921 + Penalty 396.186482 = -3269.009440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.994047 sec): 3 clusters Score: Raw -3657.452656 + Penalty 789.937268 = -2867.515388 nChanged 3 SP:Iteration 1F (15.994334 sec): 3 clusters Score: Raw -3667.526751 + Penalty 790.638910 = -2876.887841 nChanged 1 SP:Iteration 2Q (15.994613 sec): 3 clusters Score: Raw -3670.962523 + Penalty 790.638910 = -2880.323613 nChanged 0 SP:Iteration 3F (15.994898 sec): 3 clusters Score: Raw -3670.962523 + Penalty 790.638910 = -2880.323613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.997648 sec): 2 clusters Score: Raw -37578.528977 + Penalty 985.777710 = -36592.751267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.998810 sec): 3 clusters Score: Raw -37542.070711 + Penalty 1971.007471 = -35571.063240 nChanged 126 SP:Iteration 1F (15.999888 sec): 3 clusters Score: Raw -37772.728237 + Penalty 1971.041269 = -35801.686968 nChanged 42 SP:Iteration 2F (16.000980 sec): 3 clusters Score: Raw -37872.225344 + Penalty 1970.831125 = -35901.394219 nChanged 25 SP:Iteration 3F (16.002087 sec): 3 clusters Score: Raw -37932.350999 + Penalty 1970.749127 = -35961.601872 nChanged 14 SP:Iteration 4Q (16.003093 sec): 3 clusters Score: Raw -37982.008916 + Penalty 1971.161353 = -36010.847563 nChanged 13 SP:Iteration 5Q (16.004086 sec): 3 clusters Score: Raw -38015.956884 + Penalty 1971.133412 = -36044.823473 nChanged 10 SP:Iteration 6Q (16.005086 sec): 3 clusters Score: Raw -38046.165945 + Penalty 1971.126630 = -36075.039315 nChanged 5 SP:Iteration 7Q (16.006079 sec): 3 clusters Score: Raw -38053.481679 + Penalty 1971.193477 = -36082.288202 nChanged 2 SP:Iteration 8Q (16.007055 sec): 3 clusters Score: Raw -38056.477227 + Penalty 1971.224863 = -36085.252365 nChanged 1 SP:Iteration 9Q (16.008025 sec): 3 clusters Score: Raw -38057.431281 + Penalty 1971.224863 = -36086.206419 nChanged 0 SP:Iteration 10F (16.009110 sec): 3 clusters Score: Raw -38057.431281 + Penalty 1971.224863 = -36086.206419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 14 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.011507 sec): 2 clusters Score: Raw -53403.539219 + Penalty 486.312408 = -52917.226811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.012966 sec): 3 clusters Score: Raw -53027.452254 + Penalty 973.791935 = -52053.660319 nChanged 240 SP:Iteration 1F (16.014352 sec): 3 clusters Score: Raw -53162.952625 + Penalty 971.388132 = -52191.564492 nChanged 92 SP:Iteration 2F (16.015773 sec): 3 clusters Score: Raw -53235.864171 + Penalty 974.141796 = -52261.722376 nChanged 69 SP:Iteration 3F (16.017206 sec): 3 clusters Score: Raw -53307.938009 + Penalty 1007.337473 = -52300.600536 nChanged 52 SP:Iteration 4F (16.018641 sec): 3 clusters Score: Raw -53368.107079 + Penalty 1024.353368 = -52343.753711 nChanged 28 SP:Iteration 5Q (16.020106 sec): 3 clusters Score: Raw -53399.323983 + Penalty 1062.587197 = -52336.736786 nChanged 14 SP:Iteration 6F (16.021394 sec): 3 clusters Score: Raw -53409.301942 + Penalty 1115.966405 = -52293.335537 nChanged 7 SP:Iteration 7F (16.022734 sec): 3 clusters Score: Raw -53417.474370 + Penalty 1178.465103 = -52239.009267 nChanged 6 SP:Iteration 8F (16.024037 sec): 3 clusters Score: Raw -53425.558462 + Penalty 1192.791710 = -52232.766752 nChanged 1 SP:Iteration 9F (16.025326 sec): 3 clusters Score: Raw -53426.963824 + Penalty 1192.791710 = -52234.172114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.025816 sec): 2 clusters Score: Raw -171.526679 + Penalty 73.383221 = -98.143458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.026026 sec): 3 clusters Score: Raw -163.112870 + Penalty 146.766442 = -16.346428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.028834 sec): 2 clusters Score: Raw -44212.413325 + Penalty 742.236914 = -43470.176411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.029943 sec): 3 clusters Score: Raw -44057.949340 + Penalty 1466.410696 = -42591.538644 nChanged 132 SP:Iteration 1F (16.031059 sec): 3 clusters Score: Raw -44259.688740 + Penalty 1450.624708 = -42809.064032 nChanged 66 SP:Iteration 2F (16.032166 sec): 3 clusters Score: Raw -44404.408168 + Penalty 1445.430101 = -42958.978066 nChanged 24 SP:Iteration 3Q (16.033234 sec): 3 clusters Score: Raw -44458.797460 + Penalty 1443.141040 = -43015.656419 nChanged 12 SP:Iteration 4Q (16.034232 sec): 3 clusters Score: Raw -44473.905415 + Penalty 1439.446371 = -43034.459043 nChanged 8 SP:Iteration 5Q (16.035221 sec): 3 clusters Score: Raw -44486.526254 + Penalty 1437.128700 = -43049.397554 nChanged 3 SP:Iteration 6Q (16.036207 sec): 3 clusters Score: Raw -44489.123305 + Penalty 1433.403078 = -43055.720227 nChanged 4 SP:Iteration 7Q (16.037185 sec): 3 clusters Score: Raw -44491.743385 + Penalty 1430.204663 = -43061.538722 nChanged 4 SP:Iteration 8Q (16.038183 sec): 3 clusters Score: Raw -44498.311806 + Penalty 1429.762039 = -43068.549767 nChanged 1 SP:Iteration 9Q (16.039157 sec): 3 clusters Score: Raw -44498.743719 + Penalty 1429.762039 = -43068.981680 nChanged 0 SP:Iteration 10F (16.040218 sec): 3 clusters Score: Raw -44498.743719 + Penalty 1429.762039 = -43068.981680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.041939 sec): 2 clusters Score: Raw -32814.779423 + Penalty 293.531144 = -32521.248279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.042920 sec): 3 clusters Score: Raw -32626.668349 + Penalty 587.519916 = -32039.148433 nChanged 147 SP:Iteration 1F (16.043895 sec): 3 clusters Score: Raw -32762.637667 + Penalty 586.585183 = -32176.052484 nChanged 46 SP:Iteration 2F (16.044852 sec): 3 clusters Score: Raw -32818.529936 + Penalty 586.235933 = -32232.294003 nChanged 24 SP:Iteration 3F (16.045805 sec): 3 clusters Score: Raw -32851.797409 + Penalty 582.124967 = -32269.672442 nChanged 22 SP:Iteration 4F (16.046759 sec): 3 clusters Score: Raw -32896.087979 + Penalty 581.877012 = -32314.210967 nChanged 16 SP:Iteration 5Q (16.047698 sec): 3 clusters Score: Raw -32923.926392 + Penalty 583.339257 = -32340.587135 nChanged 11 SP:Iteration 6Q (16.048600 sec): 3 clusters Score: Raw -32933.975798 + Penalty 583.627083 = -32350.348715 nChanged 7 SP:Iteration 7Q (16.049484 sec): 3 clusters Score: Raw -32939.201658 + Penalty 583.957633 = -32355.244025 nChanged 5 SP:Iteration 8Q (16.050369 sec): 3 clusters Score: Raw -32944.994984 + Penalty 584.377597 = -32360.617387 nChanged 9 SP:Iteration 9Q (16.051249 sec): 3 clusters Score: Raw -32958.129068 + Penalty 584.837897 = -32373.291170 nChanged 8 SP:Iteration 10F (16.052222 sec): 3 clusters Score: Raw -32972.140160 + Penalty 584.952174 = -32387.187986 nChanged 3 SP:Iteration 11Q (16.053123 sec): 3 clusters Score: Raw -32980.133988 + Penalty 585.027181 = -32395.106807 nChanged 4 SP:Iteration 12Q (16.053990 sec): 3 clusters Score: Raw -32994.734436 + Penalty 585.091284 = -32409.643152 nChanged 2 SP:Iteration 13Q (16.054838 sec): 3 clusters Score: Raw -32996.666397 + Penalty 585.463848 = -32411.202550 nChanged 2 SP:Iteration 14Q (16.055690 sec): 3 clusters Score: Raw -33000.376527 + Penalty 585.851220 = -32414.525306 nChanged 2 SP:Iteration 15Q (16.056542 sec): 3 clusters Score: Raw -33004.672798 + Penalty 586.150723 = -32418.522076 nChanged 2 SP:Iteration 16Q (16.057394 sec): 3 clusters Score: Raw -33006.751268 + Penalty 586.009112 = -32420.742156 nChanged 1 SP:Iteration 17Q (16.058235 sec): 3 clusters Score: Raw -33007.171194 + Penalty 586.009112 = -32421.162081 nChanged 0 SP:Iteration 18F (16.059187 sec): 3 clusters Score: Raw -33007.171194 + Penalty 586.009112 = -32421.162081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.059712 sec): 2 clusters Score: Raw -1537.702231 + Penalty 68.031219 = -1469.671012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.059954 sec): 3 clusters Score: Raw -1547.826410 + Penalty 133.962541 = -1413.863869 nChanged 2 SP:Iteration 1F (16.060192 sec): 3 clusters Score: Raw -1548.335073 + Penalty 133.962541 = -1414.372531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.060658 sec): 2 clusters Score: Raw -238.190281 + Penalty 56.004383 = -182.185898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.060864 sec): 3 clusters Score: Raw -234.261576 + Penalty 127.771760 = -106.489816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.062480 sec): 2 clusters Score: Raw -35607.157505 + Penalty 490.000283 = -35117.157223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.063489 sec): 3 clusters Score: Raw -35412.846343 + Penalty 977.448839 = -34435.397504 nChanged 134 SP:Iteration 1F (16.064485 sec): 3 clusters Score: Raw -35526.129840 + Penalty 964.829182 = -34561.300658 nChanged 56 SP:Iteration 2F (16.065489 sec): 3 clusters Score: Raw -35571.199788 + Penalty 961.171897 = -34610.027891 nChanged 21 SP:Iteration 3F (16.066463 sec): 3 clusters Score: Raw -35589.597914 + Penalty 960.476420 = -34629.121494 nChanged 11 SP:Iteration 4Q (16.067436 sec): 3 clusters Score: Raw -35598.659942 + Penalty 963.792037 = -34634.867904 nChanged 11 SP:Iteration 5Q (16.068401 sec): 3 clusters Score: Raw -35604.241720 + Penalty 962.909594 = -34641.332127 nChanged 6 SP:Iteration 6Q (16.069366 sec): 3 clusters Score: Raw -35606.707896 + Penalty 963.341262 = -34643.366634 nChanged 6 SP:Iteration 7Q (16.070353 sec): 3 clusters Score: Raw -35610.376242 + Penalty 957.645574 = -34652.730668 nChanged 4 SP:Iteration 8Q (16.071319 sec): 3 clusters Score: Raw -35611.672785 + Penalty 955.122887 = -34656.549898 nChanged 2 SP:Iteration 9Q (16.072279 sec): 3 clusters Score: Raw -35613.540696 + Penalty 957.377375 = -34656.163320 nChanged 1 SP:Iteration 10F (16.073257 sec): 3 clusters Score: Raw -35613.600787 + Penalty 959.217212 = -34654.383575 nChanged 3 SP:Iteration 11F (16.074236 sec): 3 clusters Score: Raw -35614.281902 + Penalty 955.299379 = -34658.982522 nChanged 2 SP:Iteration 12Q (16.075218 sec): 3 clusters Score: Raw -35614.629788 + Penalty 954.859125 = -34659.770663 nChanged 3 SP:Iteration 13Q (16.076185 sec): 3 clusters Score: Raw -35617.616208 + Penalty 946.452278 = -34671.163930 nChanged 3 SP:Iteration 14Q (16.077146 sec): 3 clusters Score: Raw -35619.385411 + Penalty 939.670170 = -34679.715241 nChanged 2 SP:Iteration 15Q (16.078104 sec): 3 clusters Score: Raw -35620.649845 + Penalty 941.035005 = -34679.614840 nChanged 1 SP:Iteration 16F (16.079114 sec): 3 clusters Score: Raw -35622.578670 + Penalty 941.035005 = -34681.543665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.082603 sec): 2 clusters Score: Raw -86823.252757 + Penalty 691.999452 = -86131.253305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.084685 sec): 3 clusters Score: Raw -86351.359802 + Penalty 1382.352272 = -84969.007529 nChanged 366 SP:Iteration 1F (16.086737 sec): 3 clusters Score: Raw -86695.188270 + Penalty 1382.082556 = -85313.105714 nChanged 123 SP:Iteration 2F (16.088801 sec): 3 clusters Score: Raw -86893.526462 + Penalty 1389.787250 = -85503.739211 nChanged 110 SP:Iteration 3F (16.090873 sec): 3 clusters Score: Raw -87033.432439 + Penalty 1406.116898 = -85627.315541 nChanged 92 SP:Iteration 4F (16.092963 sec): 3 clusters Score: Raw -87157.880426 + Penalty 1418.657039 = -85739.223387 nChanged 51 SP:Iteration 5F (16.095053 sec): 3 clusters Score: Raw -87202.624362 + Penalty 1422.430989 = -85780.193373 nChanged 23 SP:Iteration 6Q (16.097130 sec): 3 clusters Score: Raw -87221.746258 + Penalty 1423.210754 = -85798.535504 nChanged 7 SP:Iteration 7Q (16.099199 sec): 3 clusters Score: Raw -87225.271701 + Penalty 1423.282519 = -85801.989182 nChanged 3 SP:Iteration 8Q (16.101330 sec): 3 clusters Score: Raw -87228.293080 + Penalty 1422.361429 = -85805.931651 nChanged 1 SP:Iteration 9Q (16.103394 sec): 3 clusters Score: Raw -87228.567076 + Penalty 1422.778804 = -85805.788272 nChanged 1 SP:Iteration 10F (16.105515 sec): 3 clusters Score: Raw -87228.576947 + Penalty 1422.778804 = -85805.798143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.107770 sec): 2 clusters Score: Raw -49844.029527 + Penalty 467.297122 = -49376.732405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.109101 sec): 3 clusters Score: Raw -49540.299439 + Penalty 924.190912 = -48616.108527 nChanged 200 SP:Iteration 1F (16.110443 sec): 3 clusters Score: Raw -49711.938556 + Penalty 911.600640 = -48800.337916 nChanged 69 SP:Iteration 2F (16.111761 sec): 3 clusters Score: Raw -49777.596999 + Penalty 906.441003 = -48871.155996 nChanged 29 SP:Iteration 3Q (16.113064 sec): 3 clusters Score: Raw -49813.386485 + Penalty 908.077578 = -48905.308907 nChanged 21 SP:Iteration 4Q (16.114370 sec): 3 clusters Score: Raw -49834.899342 + Penalty 912.265146 = -48922.634196 nChanged 17 SP:Iteration 5Q (16.115662 sec): 3 clusters Score: Raw -49843.430026 + Penalty 914.701886 = -48928.728140 nChanged 7 SP:Iteration 6Q (16.116942 sec): 3 clusters Score: Raw -49847.290761 + Penalty 917.414866 = -48929.875895 nChanged 8 SP:Iteration 7Q (16.118222 sec): 3 clusters Score: Raw -49851.699152 + Penalty 921.545651 = -48930.153501 nChanged 10 SP:Iteration 8Q (16.119523 sec): 3 clusters Score: Raw -49854.340384 + Penalty 923.047448 = -48931.292936 nChanged 3 SP:Iteration 9Q (16.120812 sec): 3 clusters Score: Raw -49855.031463 + Penalty 924.441985 = -48930.589478 nChanged 3 SP:Iteration 10F (16.122118 sec): 3 clusters Score: Raw -49855.242788 + Penalty 925.506914 = -48929.735875 nChanged 2 SP:Iteration 11F (16.123427 sec): 3 clusters Score: Raw -49855.535339 + Penalty 926.510890 = -48929.024449 nChanged 2 SP:Iteration 12F (16.124758 sec): 3 clusters Score: Raw -49856.212664 + Penalty 927.461416 = -48928.751249 nChanged 2 SP:Iteration 13F (16.126073 sec): 3 clusters Score: Raw -49856.515139 + Penalty 929.027582 = -48927.487557 nChanged 3 SP:Iteration 14F (16.127396 sec): 3 clusters Score: Raw -49856.967891 + Penalty 930.998674 = -48925.969217 nChanged 4 SP:Iteration 15F (16.128745 sec): 3 clusters Score: Raw -49857.259355 + Penalty 932.008215 = -48925.251140 nChanged 2 SP:Iteration 16F (16.130054 sec): 3 clusters Score: Raw -49857.373511 + Penalty 933.040266 = -48924.333245 nChanged 2 SP:Iteration 17F (16.131393 sec): 3 clusters Score: Raw -49857.854541 + Penalty 933.565243 = -48924.289298 nChanged 1 SP:Iteration 18F (16.132693 sec): 3 clusters Score: Raw -49857.978959 + Penalty 933.565243 = -48924.413716 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 23 (3065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.148350 sec): 2 clusters Score: Raw -246844.705228 + Penalty 262.651416 = -246582.053812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.154467 sec): 3 clusters Score: Raw -244824.895442 + Penalty 542.290775 = -244282.604667 nChanged 1416 SP:Iteration 1F (16.160576 sec): 3 clusters Score: Raw -245611.896122 + Penalty 552.815552 = -245059.080570 nChanged 456 SP:Iteration 2F (16.166775 sec): 3 clusters Score: Raw -246078.385886 + Penalty 573.588450 = -245504.797436 nChanged 358 SP:Iteration 3F (16.173128 sec): 3 clusters Score: Raw -246483.073195 + Penalty 614.100702 = -245868.972493 nChanged 212 SP:Iteration 4F (16.179763 sec): 3 clusters Score: Raw -246730.876472 + Penalty 667.625518 = -246063.250955 nChanged 79 SP:Iteration 5Q (16.185623 sec): 3 clusters Score: Raw -246819.910498 + Penalty 707.513120 = -246112.397378 nChanged 29 SP:Iteration 6Q (16.190958 sec): 3 clusters Score: Raw -246844.129334 + Penalty 721.506082 = -246122.623252 nChanged 12 SP:Iteration 7Q (16.196172 sec): 3 clusters Score: Raw -246849.190942 + Penalty 753.986305 = -246095.204637 nChanged 7 SP:Iteration 8F (16.201674 sec): 3 clusters Score: Raw -246854.432864 + Penalty 779.952889 = -246074.479975 nChanged 5 SP:Iteration 9F (16.207271 sec): 3 clusters Score: Raw -246857.306476 + Penalty 783.412427 = -246073.894050 nChanged 3 SP:Iteration 10F (16.212877 sec): 3 clusters Score: Raw -246858.461194 + Penalty 785.526162 = -246072.935032 nChanged 1 SP:Iteration 11F (16.218489 sec): 3 clusters Score: Raw -246859.123528 + Penalty 797.031714 = -246062.091814 nChanged 1 SP:Iteration 12F (16.224043 sec): 3 clusters Score: Raw -246859.555034 + Penalty 793.292129 = -246066.262905 nChanged 1 SP:Iteration 13Q (16.228412 sec): 3 clusters Score: Raw -246859.342925 + Penalty 793.292129 = -246066.050797 nChanged 0 SP:Iteration 14F (16.234079 sec): 3 clusters Score: Raw -246859.342925 + Penalty 793.292129 = -246066.050797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.237022 sec): 2 clusters Score: Raw -479.592866 + Penalty 121.778432 = -357.814434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.237250 sec): 3 clusters Score: Raw -481.128957 + Penalty 256.521503 = -224.607454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.238992 sec): 2 clusters Score: Raw -39012.573644 + Penalty 436.006938 = -38576.566706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.240055 sec): 3 clusters Score: Raw -38772.985243 + Penalty 877.550839 = -37895.434403 nChanged 156 SP:Iteration 1F (16.241091 sec): 3 clusters Score: Raw -38868.676500 + Penalty 885.986044 = -37982.690456 nChanged 49 SP:Iteration 2F (16.242083 sec): 3 clusters Score: Raw -38901.720585 + Penalty 892.839736 = -38008.880849 nChanged 24 SP:Iteration 3F (16.243086 sec): 3 clusters Score: Raw -38917.152462 + Penalty 903.931310 = -38013.221152 nChanged 21 SP:Iteration 4Q (16.244096 sec): 3 clusters Score: Raw -38929.436445 + Penalty 909.517201 = -38019.919244 nChanged 12 SP:Iteration 5Q (16.245093 sec): 3 clusters Score: Raw -38936.807530 + Penalty 918.067212 = -38018.740318 nChanged 12 SP:Iteration 6F (16.246089 sec): 3 clusters Score: Raw -38945.308651 + Penalty 929.770973 = -38015.537678 nChanged 12 SP:Iteration 7F (16.247080 sec): 3 clusters Score: Raw -38952.614920 + Penalty 939.133465 = -38013.481455 nChanged 15 SP:Iteration 8F (16.248128 sec): 3 clusters Score: Raw -38962.778503 + Penalty 945.912060 = -38016.866443 nChanged 8 SP:Iteration 9Q (16.249124 sec): 3 clusters Score: Raw -38966.477281 + Penalty 957.032361 = -38009.444920 nChanged 12 SP:Iteration 10F (16.250153 sec): 3 clusters Score: Raw -38971.735940 + Penalty 964.918091 = -38006.817849 nChanged 9 SP:Iteration 11F (16.251191 sec): 3 clusters Score: Raw -38979.143298 + Penalty 974.735788 = -38004.407510 nChanged 5 SP:Iteration 12F (16.252227 sec): 3 clusters Score: Raw -38980.557679 + Penalty 975.221516 = -38005.336163 nChanged 3 SP:Iteration 13Q (16.253238 sec): 3 clusters Score: Raw -38981.664717 + Penalty 978.659532 = -38003.005185 nChanged 5 SP:Iteration 14F (16.254235 sec): 3 clusters Score: Raw -38984.551828 + Penalty 986.168195 = -37998.383633 nChanged 9 SP:Iteration 15F (16.255227 sec): 3 clusters Score: Raw -38991.487661 + Penalty 991.880900 = -37999.606761 nChanged 6 SP:Iteration 16Q (16.256176 sec): 3 clusters Score: Raw -38995.580438 + Penalty 988.215693 = -38007.364744 nChanged 9 SP:Iteration 17Q (16.257113 sec): 3 clusters Score: Raw -39004.221652 + Penalty 995.063614 = -38009.158039 nChanged 3 SP:Iteration 18Q (16.258052 sec): 3 clusters Score: Raw -39006.695176 + Penalty 995.110812 = -38011.584364 nChanged 1 SP:Iteration 19Q (16.258968 sec): 3 clusters Score: Raw -39007.604047 + Penalty 995.110812 = -38012.493235 nChanged 0 SP:Iteration 20F (16.259959 sec): 3 clusters Score: Raw -39007.604047 + Penalty 995.110812 = -38012.493235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.260452 sec): 2 clusters Score: Raw -520.317625 + Penalty 163.535706 = -356.781919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.260672 sec): 3 clusters Score: Raw -515.476619 + Penalty 163.535706 = -351.940913 nChanged 1 SP:Iteration 1F (16.260874 sec): 2 clusters Score: Raw -520.317625 + Penalty 163.535706 = -356.781919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.261323 sec): 2 clusters Score: Raw -156.184586 + Penalty 22.454717 = -133.729868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.261507 sec): 2 clusters Score: Raw -156.184586 + Penalty 22.454717 = -133.729868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.262027 sec): 2 clusters Score: Raw -2248.946504 + Penalty 483.199875 = -1765.746628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.262282 sec): 3 clusters Score: Raw -2292.173161 + Penalty 970.957507 = -1321.215655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.262737 sec): 2 clusters Score: Raw -149.256256 + Penalty 24.411520 = -124.844736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.262934 sec): 3 clusters Score: Raw -149.605086 + Penalty 48.823040 = -100.782046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.263397 sec): 2 clusters Score: Raw -385.039185 + Penalty 82.578831 = -302.460354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.263601 sec): 3 clusters Score: Raw -385.898472 + Penalty 122.137768 = -263.760704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.264042 sec): 2 clusters Score: Raw -73.060789 + Penalty 0.000000 = -73.060789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.264223 sec): 2 clusters Score: Raw -73.060789 + Penalty 0.000000 = -73.060789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.265022 sec): 2 clusters Score: Raw -8385.181138 + Penalty 227.105855 = -8158.075283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.265420 sec): 3 clusters Score: Raw -8333.312147 + Penalty 473.281709 = -7860.030438 nChanged 33 SP:Iteration 1F (16.265811 sec): 3 clusters Score: Raw -8374.969486 + Penalty 494.107866 = -7880.861621 nChanged 11 SP:Iteration 2F (16.266199 sec): 3 clusters Score: Raw -8393.643954 + Penalty 494.107866 = -7899.536089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.266667 sec): 2 clusters Score: Raw -363.856607 + Penalty 178.603300 = -185.253307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.266879 sec): 3 clusters Score: Raw -351.134030 + Penalty 336.846870 = -14.287160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.268096 sec): 2 clusters Score: Raw -13072.914273 + Penalty 457.750723 = -12615.163550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.268589 sec): 3 clusters Score: Raw -13060.717742 + Penalty 929.049890 = -12131.667852 nChanged 32 SP:Iteration 1F (16.269076 sec): 3 clusters Score: Raw -13137.624819 + Penalty 931.477940 = -12206.146879 nChanged 5 SP:Iteration 2Q (16.269542 sec): 3 clusters Score: Raw -13154.407384 + Penalty 931.451764 = -12222.955620 nChanged 3 SP:Iteration 3Q (16.270008 sec): 3 clusters Score: Raw -13167.614613 + Penalty 932.917984 = -12234.696629 nChanged 1 SP:Iteration 4Q (16.270492 sec): 3 clusters Score: Raw -13168.821150 + Penalty 932.917984 = -12235.903166 nChanged 0 SP:Iteration 5F (16.270974 sec): 3 clusters Score: Raw -13168.821150 + Penalty 932.917984 = -12235.903166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.271920 sec): 2 clusters Score: Raw -9060.090827 + Penalty 331.242672 = -8728.848155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.272339 sec): 3 clusters Score: Raw -9040.502121 + Penalty 662.917984 = -8377.584136 nChanged 20 SP:Iteration 1F (16.272753 sec): 3 clusters Score: Raw -9065.682781 + Penalty 661.248374 = -8404.434407 nChanged 5 SP:Iteration 2Q (16.273160 sec): 3 clusters Score: Raw -9075.088057 + Penalty 660.855695 = -8414.232363 nChanged 2 SP:Iteration 3Q (16.273568 sec): 3 clusters Score: Raw -9078.826301 + Penalty 659.838919 = -8418.987382 nChanged 1 SP:Iteration 4Q (16.273975 sec): 3 clusters Score: Raw -9079.819677 + Penalty 660.534338 = -8419.285340 nChanged 1 SP:Iteration 5Q (16.274382 sec): 3 clusters Score: Raw -9082.616654 + Penalty 660.534338 = -8422.082316 nChanged 0 SP:Iteration 6F (16.274792 sec): 3 clusters Score: Raw -9082.616654 + Penalty 660.534338 = -8422.082316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.276412 sec): 2 clusters Score: Raw -37290.634578 + Penalty 969.991200 = -36320.643378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.277374 sec): 3 clusters Score: Raw -37250.833021 + Penalty 1940.045048 = -35310.787973 nChanged 91 SP:Iteration 1F (16.278346 sec): 3 clusters Score: Raw -37427.288688 + Penalty 1939.994567 = -35487.294121 nChanged 19 SP:Iteration 2Q (16.279266 sec): 3 clusters Score: Raw -37452.214139 + Penalty 1939.969162 = -35512.244977 nChanged 5 SP:Iteration 3Q (16.280198 sec): 3 clusters Score: Raw -37458.909833 + Penalty 1939.969162 = -35518.940671 nChanged 2 SP:Iteration 4Q (16.281116 sec): 3 clusters Score: Raw -37464.703664 + Penalty 1939.978107 = -35524.725557 nChanged 1 SP:Iteration 5Q (16.282058 sec): 3 clusters Score: Raw -37467.147753 + Penalty 1939.978107 = -35527.169646 nChanged 0 SP:Iteration 6F (16.283006 sec): 3 clusters Score: Raw -37467.147753 + Penalty 1939.978107 = -35527.169646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.283766 sec): 2 clusters Score: Raw -8849.557538 + Penalty 517.563236 = -8331.994302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.284202 sec): 3 clusters Score: Raw -8970.446213 + Penalty 1089.890345 = -7880.555868 nChanged 23 SP:Iteration 1F (16.284613 sec): 3 clusters Score: Raw -9036.715133 + Penalty 1140.534797 = -7896.180336 nChanged 7 SP:Iteration 2F (16.285010 sec): 3 clusters Score: Raw -9061.081553 + Penalty 1144.095668 = -7916.985885 nChanged 1 SP:Iteration 3Q (16.285380 sec): 3 clusters Score: Raw -9077.588618 + Penalty 1144.095668 = -7933.492950 nChanged 0 SP:Iteration 4F (16.285810 sec): 3 clusters Score: Raw -9077.588618 + Penalty 1144.095668 = -7933.492950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.287053 sec): 2 clusters Score: Raw -16730.526113 + Penalty 637.459466 = -16093.066646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.287581 sec): 3 clusters Score: Raw -16677.012842 + Penalty 1273.902102 = -15403.110740 nChanged 37 SP:Iteration 1F (16.288101 sec): 3 clusters Score: Raw -16728.426584 + Penalty 1273.875162 = -15454.551422 nChanged 4 SP:Iteration 2Q (16.288614 sec): 3 clusters Score: Raw -16733.642088 + Penalty 1274.259284 = -15459.382804 nChanged 1 SP:Iteration 3Q (16.289129 sec): 3 clusters Score: Raw -16734.582133 + Penalty 1274.685063 = -15459.897070 nChanged 1 SP:Iteration 4Q (16.289639 sec): 3 clusters Score: Raw -16735.559458 + Penalty 1274.677553 = -15460.881905 nChanged 2 SP:Iteration 5Q (16.290148 sec): 3 clusters Score: Raw -16736.181545 + Penalty 1274.677553 = -15461.503992 nChanged 0 SP:Iteration 6F (16.290665 sec): 3 clusters Score: Raw -16736.181545 + Penalty 1274.677553 = -15461.503992 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 (16.291165 sec): 2 clusters Score: Raw -351.015276 + Penalty 156.295497 = -194.719779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.291393 sec): 3 clusters Score: Raw -339.099378 + Penalty 312.590994 = -26.508383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.291896 sec): 2 clusters Score: Raw -1648.448967 + Penalty 259.276795 = -1389.172172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.292141 sec): 3 clusters Score: Raw -1650.836484 + Penalty 556.691848 = -1094.144637 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 (16.292604 sec): 2 clusters Score: Raw -430.635268 + Penalty 173.332469 = -257.302799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.292819 sec): 3 clusters Score: Raw -425.423866 + Penalty 315.844496 = -109.579370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.293305 sec): 2 clusters Score: Raw -1003.312886 + Penalty 170.899185 = -832.413700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.293536 sec): 3 clusters Score: Raw -1001.403330 + Penalty 341.798371 = -659.604960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.294158 sec): 2 clusters Score: Raw -5001.057972 + Penalty 578.284352 = -4422.773620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.294465 sec): 3 clusters Score: Raw -5026.176138 + Penalty 1155.645996 = -3870.530142 nChanged 3 SP:Iteration 1F (16.294767 sec): 3 clusters Score: Raw -5039.529676 + Penalty 1154.647371 = -3884.882305 nChanged 1 SP:Iteration 2Q (16.295055 sec): 3 clusters Score: Raw -5045.165236 + Penalty 1154.647371 = -3890.517865 nChanged 0 SP:Iteration 3F (16.295356 sec): 3 clusters Score: Raw -5045.165236 + Penalty 1154.647371 = -3890.517865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.296296 sec): 2 clusters Score: Raw -15389.476529 + Penalty 612.409705 = -14777.066824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.296836 sec): 3 clusters Score: Raw -15337.442360 + Penalty 1221.293087 = -14116.149274 nChanged 23 SP:Iteration 1F (16.297375 sec): 3 clusters Score: Raw -15378.550488 + Penalty 1214.731877 = -14163.818611 nChanged 12 SP:Iteration 2F (16.297903 sec): 3 clusters Score: Raw -15393.957345 + Penalty 1218.150745 = -14175.806600 nChanged 6 SP:Iteration 3Q (16.298426 sec): 3 clusters Score: Raw -15398.943283 + Penalty 1220.866503 = -14178.076780 nChanged 3 SP:Iteration 4Q (16.298946 sec): 3 clusters Score: Raw -15406.348802 + Penalty 1220.866503 = -14185.482299 nChanged 0 SP:Iteration 5F (16.299474 sec): 3 clusters Score: Raw -15406.348802 + Penalty 1220.866503 = -14185.482299 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 (16.299943 sec): 2 clusters Score: Raw -74.575050 + Penalty 0.000000 = -74.575050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.300125 sec): 2 clusters Score: Raw -74.575050 + Penalty 0.000000 = -74.575050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.300997 sec): 2 clusters Score: Raw -12356.931952 + Penalty 391.843715 = -11965.088237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.301504 sec): 3 clusters Score: Raw -12325.368392 + Penalty 783.591987 = -11541.776405 nChanged 36 SP:Iteration 1F (16.302008 sec): 3 clusters Score: Raw -12375.892078 + Penalty 783.646761 = -11592.245316 nChanged 9 SP:Iteration 2F (16.302508 sec): 3 clusters Score: Raw -12394.486323 + Penalty 783.649745 = -11610.836578 nChanged 3 SP:Iteration 3Q (16.302996 sec): 3 clusters Score: Raw -12398.867825 + Penalty 783.471593 = -11615.396232 nChanged 1 SP:Iteration 4Q (16.303480 sec): 3 clusters Score: Raw -12401.172833 + Penalty 783.522189 = -11617.650645 nChanged 1 SP:Iteration 5Q (16.303966 sec): 3 clusters Score: Raw -12401.795759 + Penalty 783.522189 = -11618.273570 nChanged 0 SP:Iteration 6F (16.304462 sec): 3 clusters Score: Raw -12401.795759 + Penalty 783.522189 = -11618.273570 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 (16.304910 sec): 2 clusters Score: Raw -152.264446 + Penalty 16.341663 = -135.922784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.305093 sec): 2 clusters Score: Raw -152.264446 + Penalty 16.341663 = -135.922784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.305607 sec): 2 clusters Score: Raw -2217.485333 + Penalty 457.952527 = -1759.532806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.305857 sec): 3 clusters Score: Raw -2218.413013 + Penalty 913.866116 = -1304.546896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.307147 sec): 2 clusters Score: Raw -25958.977676 + Penalty 815.035605 = -25143.942071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.307890 sec): 3 clusters Score: Raw -25904.917195 + Penalty 1629.670982 = -24275.246213 nChanged 38 SP:Iteration 1F (16.308609 sec): 3 clusters Score: Raw -25958.802909 + Penalty 1630.036178 = -24328.766731 nChanged 9 SP:Iteration 2Q (16.309317 sec): 3 clusters Score: Raw -25980.013442 + Penalty 1630.262080 = -24349.751362 nChanged 9 SP:Iteration 3Q (16.310022 sec): 3 clusters Score: Raw -25994.990046 + Penalty 1630.268894 = -24364.721153 nChanged 2 SP:Iteration 4Q (16.310746 sec): 3 clusters Score: Raw -25997.890745 + Penalty 1630.298050 = -24367.592695 nChanged 1 SP:Iteration 5Q (16.311455 sec): 3 clusters Score: Raw -25999.413827 + Penalty 1630.289336 = -24369.124491 nChanged 1 SP:Iteration 6Q (16.312195 sec): 3 clusters Score: Raw -26001.460482 + Penalty 1630.289336 = -24371.171147 nChanged 0 SP:Iteration 7F (16.312935 sec): 3 clusters Score: Raw -26001.460482 + Penalty 1630.289336 = -24371.171147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.313621 sec): 2 clusters Score: Raw -8278.677462 + Penalty 636.013112 = -7642.664350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.313993 sec): 3 clusters Score: Raw -8286.975776 + Penalty 1271.469452 = -7015.506324 nChanged 3 SP:Iteration 1Q (16.314352 sec): 3 clusters Score: Raw -8291.331964 + Penalty 1271.364582 = -7019.967382 nChanged 1 SP:Iteration 2Q (16.314711 sec): 3 clusters Score: Raw -8293.534290 + Penalty 1271.364582 = -7022.169708 nChanged 0 SP:Iteration 3F (16.315077 sec): 3 clusters Score: Raw -8293.534290 + Penalty 1271.364582 = -7022.169708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.315553 sec): 2 clusters Score: Raw -162.718799 + Penalty 41.138966 = -121.579833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.315747 sec): 2 clusters Score: Raw -162.718799 + Penalty 41.138966 = -121.579833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.316554 sec): 2 clusters Score: Raw -11921.601823 + Penalty 373.183982 = -11548.417841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.317018 sec): 3 clusters Score: Raw -11872.435069 + Penalty 742.441139 = -11129.993930 nChanged 35 SP:Iteration 1F (16.317478 sec): 3 clusters Score: Raw -11921.780292 + Penalty 746.094883 = -11175.685410 nChanged 6 SP:Iteration 2Q (16.317926 sec): 3 clusters Score: Raw -11932.931714 + Penalty 754.758540 = -11178.173174 nChanged 3 SP:Iteration 3Q (16.318371 sec): 3 clusters Score: Raw -11936.891236 + Penalty 763.940394 = -11172.950843 nChanged 4 SP:Iteration 4F (16.318826 sec): 3 clusters Score: Raw -11944.310989 + Penalty 771.508078 = -11172.802911 nChanged 1 SP:Iteration 5F (16.319282 sec): 3 clusters Score: Raw -11948.406062 + Penalty 777.912505 = -11170.493557 nChanged 2 SP:Iteration 6F (16.319739 sec): 3 clusters Score: Raw -11956.641192 + Penalty 789.939776 = -11166.701416 nChanged 2 SP:Iteration 7F (16.320199 sec): 3 clusters Score: Raw -11962.545339 + Penalty 793.361356 = -11169.183983 nChanged 4 SP:Iteration 8Q (16.320631 sec): 3 clusters Score: Raw -11970.554802 + Penalty 793.361356 = -11177.193447 nChanged 0 SP:Iteration 9F (16.321086 sec): 3 clusters Score: Raw -11970.554802 + Penalty 793.361356 = -11177.193447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.321568 sec): 2 clusters Score: Raw -78.372834 + Penalty 0.000000 = -78.372834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.321757 sec): 2 clusters Score: Raw -78.372834 + Penalty 0.000000 = -78.372834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.322221 sec): 2 clusters Score: Raw -441.537945 + Penalty 195.548424 = -245.989521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.322434 sec): 3 clusters Score: Raw -432.689921 + Penalty 195.548424 = -237.141497 nChanged 1 SP:Iteration 1F (16.322628 sec): 2 clusters Score: Raw -441.537945 + Penalty 195.548424 = -245.989521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.323315 sec): 2 clusters Score: Raw -9082.667743 + Penalty 718.308620 = -8364.359123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.323695 sec): 3 clusters Score: Raw -9125.432615 + Penalty 1435.947884 = -7689.484731 nChanged 6 SP:Iteration 1F (16.324073 sec): 3 clusters Score: Raw -9146.854295 + Penalty 1435.947884 = -7710.906411 nChanged 2 SP:Iteration 2Q (16.324437 sec): 3 clusters Score: Raw -9151.038296 + Penalty 1435.947884 = -7715.090413 nChanged 0 SP:Iteration 3F (16.324812 sec): 3 clusters Score: Raw -9151.038296 + Penalty 1435.947884 = -7715.090413 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 62 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.327073 sec): 2 clusters Score: Raw -52536.706319 + Penalty 578.038982 = -51958.667337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.328433 sec): 3 clusters Score: Raw -52216.662194 + Penalty 1159.414989 = -51057.247204 nChanged 188 SP:Iteration 1F (16.329768 sec): 3 clusters Score: Raw -52315.497239 + Penalty 1169.105159 = -51146.392080 nChanged 58 SP:Iteration 2F (16.331076 sec): 3 clusters Score: Raw -52357.755278 + Penalty 1179.376291 = -51178.378986 nChanged 42 SP:Iteration 3F (16.332382 sec): 3 clusters Score: Raw -52398.220789 + Penalty 1195.396903 = -51202.823886 nChanged 35 SP:Iteration 4F (16.333673 sec): 3 clusters Score: Raw -52437.625882 + Penalty 1210.176591 = -51227.449291 nChanged 35 SP:Iteration 5F (16.334971 sec): 3 clusters Score: Raw -52474.058990 + Penalty 1217.860408 = -51256.198582 nChanged 17 SP:Iteration 6Q (16.336254 sec): 3 clusters Score: Raw -52489.001437 + Penalty 1227.064564 = -51261.936873 nChanged 11 SP:Iteration 7Q (16.337513 sec): 3 clusters Score: Raw -52498.835835 + Penalty 1235.452655 = -51263.383180 nChanged 16 SP:Iteration 8Q (16.338756 sec): 3 clusters Score: Raw -52512.138701 + Penalty 1247.800426 = -51264.338275 nChanged 18 SP:Iteration 9Q (16.340009 sec): 3 clusters Score: Raw -52526.113379 + Penalty 1256.318417 = -51269.794962 nChanged 10 SP:Iteration 10F (16.341298 sec): 3 clusters Score: Raw -52532.378576 + Penalty 1261.335957 = -51271.042619 nChanged 4 SP:Iteration 11Q (16.342520 sec): 3 clusters Score: Raw -52534.825289 + Penalty 1264.313371 = -51270.511917 nChanged 4 SP:Iteration 12F (16.343852 sec): 3 clusters Score: Raw -52537.518740 + Penalty 1266.577858 = -51270.940882 nChanged 4 SP:Iteration 13Q (16.345112 sec): 3 clusters Score: Raw -52539.510407 + Penalty 1267.794730 = -51271.715677 nChanged 3 SP:Iteration 14Q (16.346354 sec): 3 clusters Score: Raw -52539.827903 + Penalty 1269.194645 = -51270.633259 nChanged 2 SP:Iteration 15F (16.347692 sec): 3 clusters Score: Raw -52539.982980 + Penalty 1270.004909 = -51269.978072 nChanged 2 SP:Iteration 16F (16.349015 sec): 3 clusters Score: Raw -52540.961913 + Penalty 1270.209189 = -51270.752724 nChanged 1 SP:Iteration 17Q (16.350199 sec): 3 clusters Score: Raw -52541.169378 + Penalty 1269.915574 = -51271.253805 nChanged 1 SP:Iteration 18Q (16.351374 sec): 3 clusters Score: Raw -52541.193518 + Penalty 1269.915574 = -51271.277944 nChanged 0 SP:Iteration 19F (16.352673 sec): 3 clusters Score: Raw -52541.193518 + Penalty 1269.915574 = -51271.277944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.353176 sec): 2 clusters Score: Raw -76.996486 + Penalty 0.000000 = -76.996486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.353385 sec): 2 clusters Score: Raw -76.996486 + Penalty 0.000000 = -76.996486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.354000 sec): 2 clusters Score: Raw -4458.450716 + Penalty 38.546750 = -4419.903965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.354330 sec): 3 clusters Score: Raw -4441.316162 + Penalty 84.245527 = -4357.070635 nChanged 26 SP:Iteration 1F (16.354651 sec): 3 clusters Score: Raw -4472.331905 + Penalty 80.303696 = -4392.028208 nChanged 1 SP:Iteration 2Q (16.354973 sec): 3 clusters Score: Raw -4474.487284 + Penalty 80.303696 = -4394.183588 nChanged 0 SP:Iteration 3F (16.355296 sec): 3 clusters Score: Raw -4474.487284 + Penalty 80.303696 = -4394.183588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.355747 sec): 2 clusters Score: Raw -151.328832 + Penalty 14.692092 = -136.636740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.355929 sec): 2 clusters Score: Raw -151.328832 + Penalty 14.692092 = -136.636740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.356381 sec): 2 clusters Score: Raw -166.299016 + Penalty 74.136773 = -92.162243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.356587 sec): 3 clusters Score: Raw -159.633137 + Penalty 148.273547 = -11.359591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.357375 sec): 2 clusters Score: Raw -10207.505802 + Penalty 471.223510 = -9736.282293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.357816 sec): 3 clusters Score: Raw -10196.329402 + Penalty 943.677621 = -9252.651781 nChanged 20 SP:Iteration 1F (16.358254 sec): 3 clusters Score: Raw -10236.376470 + Penalty 944.079185 = -9292.297286 nChanged 6 SP:Iteration 2Q (16.358679 sec): 3 clusters Score: Raw -10250.028739 + Penalty 945.687050 = -9304.341688 nChanged 5 SP:Iteration 3Q (16.359098 sec): 3 clusters Score: Raw -10259.634350 + Penalty 947.289350 = -9312.345000 nChanged 3 SP:Iteration 4Q (16.359515 sec): 3 clusters Score: Raw -10266.303476 + Penalty 947.232211 = -9319.071265 nChanged 2 SP:Iteration 5Q (16.359931 sec): 3 clusters Score: Raw -10271.266811 + Penalty 950.068649 = -9321.198162 nChanged 2 SP:Iteration 6Q (16.360344 sec): 3 clusters Score: Raw -10273.360913 + Penalty 950.068649 = -9323.292264 nChanged 0 SP:Iteration 7F (16.360775 sec): 3 clusters Score: Raw -10273.360913 + Penalty 950.068649 = -9323.292264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.361569 sec): 2 clusters Score: Raw -11412.363340 + Penalty 764.248988 = -10648.114352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.362011 sec): 3 clusters Score: Raw -11486.854611 + Penalty 1527.559063 = -9959.295548 nChanged 6 SP:Iteration 1Q (16.362434 sec): 3 clusters Score: Raw -11511.576971 + Penalty 1527.805796 = -9983.771174 nChanged 1 SP:Iteration 2Q (16.362856 sec): 3 clusters Score: Raw -11514.712048 + Penalty 1528.373831 = -9986.338217 nChanged 3 SP:Iteration 3Q (16.363299 sec): 3 clusters Score: Raw -11525.605759 + Penalty 1528.373831 = -9997.231929 nChanged 0 SP:Iteration 4F (16.363732 sec): 3 clusters Score: Raw -11525.605759 + Penalty 1528.373831 = -9997.231929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.364237 sec): 2 clusters Score: Raw -1368.605312 + Penalty 138.468954 = -1230.136358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.364476 sec): 3 clusters Score: Raw -1380.031428 + Penalty 283.365260 = -1096.666168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.364934 sec): 2 clusters Score: Raw -231.469245 + Penalty 38.022470 = -193.446775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.365135 sec): 3 clusters Score: Raw -228.297757 + Penalty 88.680252 = -139.617505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.365613 sec): 2 clusters Score: Raw -769.693104 + Penalty 64.656229 = -705.036875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.365834 sec): 3 clusters Score: Raw -766.672596 + Penalty 129.312459 = -637.360137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.366291 sec): 2 clusters Score: Raw -230.266852 + Penalty 64.520612 = -165.746241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.366486 sec): 2 clusters Score: Raw -230.266852 + Penalty 64.520612 = -165.746241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.367730 sec): 2 clusters Score: Raw -27404.870751 + Penalty 622.865318 = -26782.005433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.368469 sec): 3 clusters Score: Raw -27290.614348 + Penalty 1248.526421 = -26042.087927 nChanged 84 SP:Iteration 1F (16.369190 sec): 3 clusters Score: Raw -27372.540222 + Penalty 1247.067760 = -26125.472462 nChanged 27 SP:Iteration 2F (16.369930 sec): 3 clusters Score: Raw -27402.259313 + Penalty 1247.161388 = -26155.097925 nChanged 10 SP:Iteration 3Q (16.370643 sec): 3 clusters Score: Raw -27421.273587 + Penalty 1244.746257 = -26176.527330 nChanged 9 SP:Iteration 4Q (16.371380 sec): 3 clusters Score: Raw -27431.121805 + Penalty 1242.725438 = -26188.396368 nChanged 4 SP:Iteration 5Q (16.372132 sec): 3 clusters Score: Raw -27433.353472 + Penalty 1242.263748 = -26191.089725 nChanged 1 SP:Iteration 6Q (16.372872 sec): 3 clusters Score: Raw -27433.929753 + Penalty 1241.380570 = -26192.549183 nChanged 2 SP:Iteration 7Q (16.373608 sec): 3 clusters Score: Raw -27434.816404 + Penalty 1240.945333 = -26193.871072 nChanged 1 SP:Iteration 8Q (16.374347 sec): 3 clusters Score: Raw -27434.970761 + Penalty 1240.524852 = -26194.445909 nChanged 1 SP:Iteration 9Q (16.375081 sec): 3 clusters Score: Raw -27435.440903 + Penalty 1239.988208 = -26195.452695 nChanged 1 SP:Iteration 10F (16.375826 sec): 3 clusters Score: Raw -27436.186833 + Penalty 1239.579789 = -26196.607045 nChanged 1 SP:Iteration 11Q (16.376541 sec): 3 clusters Score: Raw -27436.808783 + Penalty 1238.670401 = -26198.138382 nChanged 3 SP:Iteration 12Q (16.377257 sec): 3 clusters Score: Raw -27441.288498 + Penalty 1237.395309 = -26203.893189 nChanged 4 SP:Iteration 13Q (16.377969 sec): 3 clusters Score: Raw -27443.971786 + Penalty 1234.954634 = -26209.017153 nChanged 5 SP:Iteration 14Q (16.378684 sec): 3 clusters Score: Raw -27448.117760 + Penalty 1233.778746 = -26214.339014 nChanged 2 SP:Iteration 15Q (16.379394 sec): 3 clusters Score: Raw -27448.947407 + Penalty 1233.251799 = -26215.695608 nChanged 1 SP:Iteration 16Q (16.380154 sec): 3 clusters Score: Raw -27448.946965 + Penalty 1233.251799 = -26215.695166 nChanged 0 SP:Iteration 17F (16.380879 sec): 3 clusters Score: Raw -27448.946965 + Penalty 1233.251799 = -26215.695166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.381502 sec): 2 clusters Score: Raw -5204.164871 + Penalty 525.714747 = -4678.450124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.381812 sec): 3 clusters Score: Raw -5201.200794 + Penalty 1052.094148 = -4149.106646 nChanged 2 SP:Iteration 1Q (16.382113 sec): 3 clusters Score: Raw -5203.664390 + Penalty 1052.094148 = -4151.570242 nChanged 0 SP:Iteration 2F (16.382419 sec): 3 clusters Score: Raw -5203.664390 + Penalty 1052.094148 = -4151.570242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.383235 sec): 2 clusters Score: Raw -12346.381596 + Penalty 647.676207 = -11698.705388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.383706 sec): 3 clusters Score: Raw -12353.944531 + Penalty 1297.513984 = -11056.430546 nChanged 17 SP:Iteration 1F (16.384170 sec): 3 clusters Score: Raw -12394.207999 + Penalty 1298.975354 = -11095.232645 nChanged 5 SP:Iteration 2Q (16.384623 sec): 3 clusters Score: Raw -12404.641584 + Penalty 1299.432611 = -11105.208973 nChanged 1 SP:Iteration 3Q (16.385075 sec): 3 clusters Score: Raw -12405.311441 + Penalty 1299.432611 = -11105.878830 nChanged 0 SP:Iteration 4F (16.385539 sec): 3 clusters Score: Raw -12405.311441 + Penalty 1299.432611 = -11105.878830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 85 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.386072 sec): 2 clusters Score: Raw -2773.529002 + Penalty 420.120401 = -2353.408600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.386334 sec): 3 clusters Score: Raw -2766.208575 + Penalty 843.904172 = -1922.304403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 86 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.386797 sec): 2 clusters Score: Raw -430.523450 + Penalty 160.441524 = -270.081927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.387008 sec): 3 clusters Score: Raw -421.871902 + Penalty 298.889775 = -122.982127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.387452 sec): 2 clusters Score: Raw -79.266829 + Penalty 0.000000 = -79.266829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.387636 sec): 2 clusters Score: Raw -79.266829 + Penalty 0.000000 = -79.266829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.388102 sec): 2 clusters Score: Raw -525.319235 + Penalty 227.634150 = -297.685085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.388319 sec): 3 clusters Score: Raw -525.289227 + Penalty 479.683702 = -45.605525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.388798 sec): 2 clusters Score: Raw -869.548304 + Penalty 254.045488 = -615.502816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.389026 sec): 3 clusters Score: Raw -859.958953 + Penalty 501.430980 = -358.527973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.389513 sec): 2 clusters Score: Raw -1089.579494 + Penalty 204.638120 = -884.941374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.389768 sec): 3 clusters Score: Raw -1097.618725 + Penalty 362.694724 = -734.924001 nChanged 1 SP:Iteration 1F (16.389996 sec): 3 clusters Score: Raw -1098.081730 + Penalty 362.694724 = -735.387006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.390752 sec): 2 clusters Score: Raw -9031.823182 + Penalty 321.250265 = -8710.572917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.391180 sec): 3 clusters Score: Raw -9001.739051 + Penalty 641.433940 = -8360.305111 nChanged 22 SP:Iteration 1F (16.391612 sec): 3 clusters Score: Raw -9039.569822 + Penalty 637.527364 = -8402.042458 nChanged 11 SP:Iteration 2F (16.392035 sec): 3 clusters Score: Raw -9059.711631 + Penalty 639.193069 = -8420.518562 nChanged 6 SP:Iteration 3F (16.392459 sec): 3 clusters Score: Raw -9066.484103 + Penalty 637.936536 = -8428.547567 nChanged 3 SP:Iteration 4Q (16.392878 sec): 3 clusters Score: Raw -9069.606216 + Penalty 638.453482 = -8431.152734 nChanged 1 SP:Iteration 5Q (16.393299 sec): 3 clusters Score: Raw -9070.906302 + Penalty 635.140878 = -8435.765424 nChanged 2 SP:Iteration 6Q (16.393697 sec): 3 clusters Score: Raw -9073.238368 + Penalty 635.140878 = -8438.097490 nChanged 0 SP:Iteration 7F (16.394099 sec): 3 clusters Score: Raw -9073.238368 + Penalty 635.140878 = -8438.097490 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 (16.394563 sec): 2 clusters Score: Raw -267.541765 + Penalty 143.199223 = -124.342542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.394772 sec): 3 clusters Score: Raw -258.063049 + Penalty 284.439836 = 26.376787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.395301 sec): 2 clusters Score: Raw -2727.931961 + Penalty 363.020219 = -2364.911742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.395572 sec): 3 clusters Score: Raw -2741.832522 + Penalty 720.425615 = -2021.406907 nChanged 1 SP:Iteration 1Q (16.395829 sec): 3 clusters Score: Raw -2744.219155 + Penalty 720.425615 = -2023.793540 nChanged 0 SP:Iteration 2F (16.396091 sec): 3 clusters Score: Raw -2744.219155 + Penalty 720.425615 = -2023.793540 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 (16.396550 sec): 2 clusters Score: Raw -255.355980 + Penalty 80.445963 = -174.910017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.396751 sec): 3 clusters Score: Raw -244.743035 + Penalty 174.468291 = -70.274744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.397214 sec): 2 clusters Score: Raw -447.571792 + Penalty 193.772596 = -253.799196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.397430 sec): 3 clusters Score: Raw -435.537569 + Penalty 390.902077 = -44.635493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.397895 sec): 2 clusters Score: Raw -411.642360 + Penalty 107.447674 = -304.194687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.398110 sec): 3 clusters Score: Raw -402.587045 + Penalty 222.640761 = -179.946284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.398563 sec): 2 clusters Score: Raw -165.262968 + Penalty 66.304316 = -98.958653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.398787 sec): 3 clusters Score: Raw -157.988929 + Penalty 132.608631 = -25.380298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.399249 sec): 2 clusters Score: Raw -446.315943 + Penalty 184.801490 = -261.514453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.399462 sec): 3 clusters Score: Raw -436.043468 + Penalty 374.094016 = -61.949452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.399952 sec): 2 clusters Score: Raw -1492.699531 + Penalty 391.897441 = -1100.802090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.400190 sec): 3 clusters Score: Raw -1481.494639 + Penalty 782.315807 = -699.178831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.400643 sec): 2 clusters Score: Raw -157.906079 + Penalty 39.483554 = -118.422525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.400848 sec): 3 clusters Score: Raw -155.708727 + Penalty 78.967107 = -76.741620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.401288 sec): 2 clusters Score: Raw -148.381588 + Penalty 7.341082 = -141.040505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.401469 sec): 2 clusters Score: Raw -148.381588 + Penalty 7.341082 = -141.040505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.401958 sec): 2 clusters Score: Raw -1189.570875 + Penalty 265.512331 = -924.058544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.402192 sec): 3 clusters Score: Raw -1190.210662 + Penalty 523.748333 = -666.462329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.402657 sec): 2 clusters Score: Raw -445.834212 + Penalty 218.791004 = -227.043208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.402870 sec): 3 clusters Score: Raw -440.991781 + Penalty 433.255769 = -7.736013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.403474 sec): 2 clusters Score: Raw -5486.865476 + Penalty 593.201371 = -4893.664105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.403792 sec): 3 clusters Score: Raw -5508.742235 + Penalty 1178.761689 = -4329.980547 nChanged 3 SP:Iteration 1F (16.404104 sec): 3 clusters Score: Raw -5516.798502 + Penalty 1178.223047 = -4338.575456 nChanged 1 SP:Iteration 2Q (16.404405 sec): 3 clusters Score: Raw -5521.460369 + Penalty 1179.821547 = -4341.638822 nChanged 2 SP:Iteration 3Q (16.404705 sec): 3 clusters Score: Raw -5527.492323 + Penalty 1178.803786 = -4348.688537 nChanged 1 SP:Iteration 4Q (16.404999 sec): 3 clusters Score: Raw -5528.327430 + Penalty 1178.803786 = -4349.523644 nChanged 0 SP:Iteration 5F (16.405307 sec): 3 clusters Score: Raw -5528.327430 + Penalty 1178.803786 = -4349.523644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.405782 sec): 2 clusters Score: Raw -657.950613 + Penalty 155.800468 = -502.150146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.406005 sec): 3 clusters Score: Raw -652.831437 + Penalty 305.421601 = -347.409836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.406468 sec): 2 clusters Score: Raw -77.591652 + Penalty 0.000000 = -77.591652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.406651 sec): 2 clusters Score: Raw -77.591652 + Penalty 0.000000 = -77.591652 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 (16.407098 sec): 2 clusters Score: Raw -80.743849 + Penalty 0.000000 = -80.743849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.407285 sec): 2 clusters Score: Raw -80.743849 + Penalty 0.000000 = -80.743849 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 (16.407743 sec): 2 clusters Score: Raw -354.295072 + Penalty 161.871741 = -192.423331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.407954 sec): 3 clusters Score: Raw -344.683894 + Penalty 323.743482 = -20.940412 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 (16.408407 sec): 2 clusters Score: Raw -175.870517 + Penalty 90.135287 = -85.735230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.408613 sec): 3 clusters Score: Raw -164.598897 + Penalty 180.270575 = 15.671678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.409061 sec): 2 clusters Score: Raw -82.198516 + Penalty 0.000000 = -82.198516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.409249 sec): 2 clusters Score: Raw -82.198516 + Penalty 0.000000 = -82.198516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.409706 sec): 2 clusters Score: Raw -263.537551 + Penalty 125.071699 = -138.465853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.409916 sec): 3 clusters Score: Raw -254.861790 + Penalty 232.584654 = -22.277136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.410380 sec): 2 clusters Score: Raw -546.087913 + Penalty 227.673177 = -318.414735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.410602 sec): 3 clusters Score: Raw -533.736571 + Penalty 455.346354 = -78.390216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.411062 sec): 2 clusters Score: Raw -261.221524 + Penalty 131.383614 = -129.837910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.411271 sec): 3 clusters Score: Raw -252.801415 + Penalty 271.252942 = 18.451527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.411733 sec): 2 clusters Score: Raw -434.822524 + Penalty 176.274345 = -258.548179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.411946 sec): 3 clusters Score: Raw -424.867007 + Penalty 176.274345 = -248.592662 nChanged 1 SP:Iteration 1F (16.412140 sec): 2 clusters Score: Raw -434.822524 + Penalty 176.274345 = -258.548179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.412614 sec): 2 clusters Score: Raw -849.722125 + Penalty 225.213735 = -624.508390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.412855 sec): 3 clusters Score: Raw -846.718612 + Penalty 455.910789 = -390.807823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.413313 sec): 2 clusters Score: Raw -316.751476 + Penalty 68.188582 = -248.562895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.413516 sec): 3 clusters Score: Raw -313.357659 + Penalty 114.723940 = -198.633720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.413974 sec): 2 clusters Score: Raw -315.163865 + Penalty 67.690268 = -247.473596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.414176 sec): 3 clusters Score: Raw -311.750935 + Penalty 115.669087 = -196.081847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.414631 sec): 2 clusters Score: Raw -252.850910 + Penalty 84.570831 = -168.280079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.414833 sec): 3 clusters Score: Raw -246.859250 + Penalty 151.867521 = -94.991729 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 (16.415280 sec): 2 clusters Score: Raw -76.659430 + Penalty 0.000000 = -76.659430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.415466 sec): 2 clusters Score: Raw -76.659430 + Penalty 0.000000 = -76.659430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.415906 sec): 2 clusters Score: Raw -78.146280 + Penalty 0.000000 = -78.146280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.416088 sec): 2 clusters Score: Raw -78.146280 + Penalty 0.000000 = -78.146280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.416680 sec): 2 clusters Score: Raw -5116.697686 + Penalty 389.911175 = -4726.786511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.416994 sec): 3 clusters Score: Raw -5104.753545 + Penalty 784.542178 = -4320.211367 nChanged 4 SP:Iteration 1F (16.417304 sec): 3 clusters Score: Raw -5113.303275 + Penalty 786.034192 = -4327.269083 nChanged 2 SP:Iteration 2Q (16.417609 sec): 3 clusters Score: Raw -5114.565803 + Penalty 791.872302 = -4322.693501 nChanged 2 SP:Iteration 3F (16.417921 sec): 3 clusters Score: Raw -5116.322394 + Penalty 793.090218 = -4323.232176 nChanged 1 SP:Iteration 4Q (16.418230 sec): 3 clusters Score: Raw -5118.630967 + Penalty 800.732448 = -4317.898518 nChanged 2 SP:Iteration 5F (16.418541 sec): 3 clusters Score: Raw -5120.736602 + Penalty 800.732448 = -4320.004154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.418995 sec): 2 clusters Score: Raw -164.909239 + Penalty 71.329075 = -93.580164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.419190 sec): 2 clusters Score: Raw -164.909239 + Penalty 71.329075 = -93.580164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.419639 sec): 2 clusters Score: Raw -80.311748 + Penalty 0.000000 = -80.311748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.419829 sec): 2 clusters Score: Raw -80.311748 + Penalty 0.000000 = -80.311748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.420296 sec): 2 clusters Score: Raw -176.499291 + Penalty 91.854817 = -84.644474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.420499 sec): 3 clusters Score: Raw -165.812778 + Penalty 183.709634 = 17.896856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.420968 sec): 2 clusters Score: Raw -623.522095 + Penalty 233.861298 = -389.660797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.421187 sec): 3 clusters Score: Raw -613.195694 + Penalty 479.552779 = -133.642915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.421645 sec): 2 clusters Score: Raw -258.701765 + Penalty 122.861735 = -135.840030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.421853 sec): 3 clusters Score: Raw -249.393285 + Penalty 242.307484 = -7.085801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.422308 sec): 2 clusters Score: Raw -258.790612 + Penalty 110.068895 = -148.721718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.422516 sec): 3 clusters Score: Raw -249.572261 + Penalty 110.068895 = -139.503366 nChanged 1 SP:Iteration 1F (16.422706 sec): 2 clusters Score: Raw -258.790612 + Penalty 110.068895 = -148.721718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 167 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.423165 sec): 2 clusters Score: Raw -359.500573 + Penalty 30.029667 = -329.470906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.423365 sec): 3 clusters Score: Raw -366.802690 + Penalty 70.548562 = -296.254128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.423815 sec): 2 clusters Score: Raw -81.890130 + Penalty 0.000000 = -81.890130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.424004 sec): 2 clusters Score: Raw -81.890130 + Penalty 0.000000 = -81.890130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.424457 sec): 2 clusters Score: Raw -172.246900 + Penalty 81.503912 = -90.742989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.424662 sec): 3 clusters Score: Raw -162.487021 + Penalty 163.007823 = 0.520803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.425110 sec): 2 clusters Score: Raw -80.693923 + Penalty 0.000000 = -80.693923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.425299 sec): 2 clusters Score: Raw -80.693923 + Penalty 0.000000 = -80.693923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.425758 sec): 2 clusters Score: Raw -256.514302 + Penalty 98.271342 = -158.242960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.425963 sec): 3 clusters Score: Raw -248.230276 + Penalty 184.002892 = -64.227383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.426400 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.426579 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 185 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.427059 sec): 2 clusters Score: Raw -535.126719 + Penalty 208.198853 = -326.927867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.427272 sec): 3 clusters Score: Raw -522.643759 + Penalty 418.482191 = -104.161568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.427725 sec): 2 clusters Score: Raw -163.778597 + Penalty 48.560250 = -115.218347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.427919 sec): 2 clusters Score: Raw -163.778597 + Penalty 48.560250 = -115.218347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 191 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.428388 sec): 2 clusters Score: Raw -534.555971 + Penalty 205.000067 = -329.555904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.428603 sec): 3 clusters Score: Raw -526.148548 + Penalty 407.048627 = -119.099921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.429050 sec): 2 clusters Score: Raw -80.473506 + Penalty 0.000000 = -80.473506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.429236 sec): 2 clusters Score: Raw -80.473506 + Penalty 0.000000 = -80.473506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.429672 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.429851 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.430298 sec): 2 clusters Score: Raw -82.248177 + Penalty 0.000000 = -82.248177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.430487 sec): 2 clusters Score: Raw -82.248177 + Penalty 0.000000 = -82.248177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.430942 sec): 2 clusters Score: Raw -252.165249 + Penalty 102.375718 = -149.789530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.431150 sec): 3 clusters Score: Raw -244.685276 + Penalty 210.291735 = -34.393541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 208 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.431606 sec): 2 clusters Score: Raw -229.229623 + Penalty 63.170207 = -166.059416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.431804 sec): 3 clusters Score: Raw -227.782796 + Penalty 97.501841 = -130.280956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.432261 sec): 2 clusters Score: Raw -168.598414 + Penalty 87.175726 = -81.422688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.432453 sec): 2 clusters Score: Raw -168.598414 + Penalty 87.175726 = -81.422688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.432942 sec): 2 clusters Score: Raw -963.563361 + Penalty 79.151066 = -884.412296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.433173 sec): 3 clusters Score: Raw -968.696398 + Penalty 157.669074 = -811.027325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 213 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.433708 sec): 2 clusters Score: Raw -2011.224682 + Penalty 201.206306 = -1810.018375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.433967 sec): 3 clusters Score: Raw -2026.300947 + Penalty 448.818183 = -1577.482765 nChanged 3 SP:Iteration 1F (16.434221 sec): 3 clusters Score: Raw -2035.832462 + Penalty 469.098659 = -1566.733803 nChanged 1 SP:Iteration 2F (16.434473 sec): 3 clusters Score: Raw -2039.245299 + Penalty 487.802344 = -1551.442955 nChanged 1 SP:Iteration 3F (16.434726 sec): 3 clusters Score: Raw -2043.301749 + Penalty 487.802344 = -1555.499405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 216 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.435201 sec): 2 clusters Score: Raw -771.750123 + Penalty 119.308637 = -652.441487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.435426 sec): 3 clusters Score: Raw -777.200003 + Penalty 246.498026 = -530.701976 nChanged 0 Deleting Class 159 (2 points): Lose 16.120473 but Gain 1328.233137 Iteration 20F (17.796909 sec): 131 clusters Score: Raw -1808266.573972 + Penalty 116919.700531 = -1691346.873441 nChanged 249 Deleting Class 54 (24 points): Lose 146.211115 but Gain 1444.298784 Iteration 21Q (17.919726 sec): 130 clusters Score: Raw -1808249.987404 + Penalty 115542.113269 = -1692707.874135 nChanged 208 Deleting Class 96 (4 points): Lose 36.792484 but Gain 1355.844128 Iteration 22Q (18.038680 sec): 129 clusters Score: Raw -1808354.334309 + Penalty 114241.096779 = -1694113.237530 nChanged 168 Deleting Class 128 (2 points): Lose 6.505457 but Gain 1303.368505 Iteration 23Q (18.154691 sec): 128 clusters Score: Raw -1808437.685033 + Penalty 113025.653083 = -1695412.031951 nChanged 134 Deleting Class 28 (25 points): Lose 217.103731 but Gain 1504.597810 Iteration 24Q (18.267514 sec): 127 clusters Score: Raw -1808286.166000 + Penalty 111598.977291 = -1696687.188709 nChanged 123 Deleting Class 105 (16 points): Lose 144.310730 but Gain 1416.722564 Iteration 25Q (18.379235 sec): 126 clusters Score: Raw -1808254.169142 + Penalty 110294.159442 = -1697960.009700 nChanged 109 Deleting Class 129 (1 points): Lose 3.416986 but Gain 1269.688409 Iteration 26Q (18.490184 sec): 125 clusters Score: Raw -1808351.691877 + Penalty 109044.936329 = -1699306.755548 nChanged 92 Deleting Class 34 (4 points): Lose 25.229440 but Gain 1291.313993 Iteration 27Q (18.599897 sec): 124 clusters Score: Raw -1808384.528394 + Penalty 107773.183834 = -1700611.344560 nChanged 97 Deleting Class 209 (2 points): Lose 18.737767 but Gain 1260.572840 Iteration 28Q (18.709487 sec): 123 clusters Score: Raw -1808429.381345 + Penalty 106591.402197 = -1701837.979149 nChanged 83 Deleting Class 127 (8 points): Lose 63.652200 but Gain 1295.649301 Iteration 29Q (18.818538 sec): 122 clusters Score: Raw -1808416.162845 + Penalty 105309.966311 = -1703106.196534 nChanged 72 Deleting Class 49 (53 points): Lose 218.936705 but Gain 1451.601173 Iteration 30F (20.053311 sec): 121 clusters Score: Raw -1808254.436142 + Penalty 104035.627393 = -1704218.808749 nChanged 106 Deleting Class 131 (6 points): Lose 55.489722 but Gain 1273.591040 Iteration 31Q (20.163696 sec): 120 clusters Score: Raw -1808351.885739 + Penalty 102818.741784 = -1705533.143955 nChanged 86 Deleting Class 114 (5 points): Lose 147.346325 but Gain 1362.551949 Iteration 32Q (20.271605 sec): 119 clusters Score: Raw -1808275.855377 + Penalty 101505.549403 = -1706770.305974 nChanged 76 Deleting Class 89 (6 points): Lose 83.128919 but Gain 1273.372722 Iteration 33Q (20.379248 sec): 118 clusters Score: Raw -1808293.551496 + Penalty 100250.895656 = -1708042.655840 nChanged 88 Deleting Class 99 (5 points): Lose 25.718032 but Gain 1206.746271 Iteration 34Q (20.486653 sec): 117 clusters Score: Raw -1808346.213558 + Penalty 99048.794833 = -1709297.418726 nChanged 78 Deleting Class 60 (5 points): Lose 38.087612 but Gain 1217.805491 Iteration 35Q (20.593048 sec): 116 clusters Score: Raw -1808373.050653 + Penalty 97120.207025 = -1711252.843628 nChanged 62 Deleting Class 172 (2 points): Lose 7.914404 but Gain 1178.557638 Iteration 36Q (20.698185 sec): 114 clusters Score: Raw -1808416.984516 + Penalty 96010.792841 = -1712406.191675 nChanged 58 Deleting Class 204 (1 points): Lose 2.773212 but Gain 1168.846633 Iteration 37Q (20.802359 sec): 113 clusters Score: Raw -1808471.540481 + Penalty 94840.878155 = -1713630.662326 nChanged 55 Deleting Class 160 (7 points): Lose 42.142974 but Gain 1204.573786 Iteration 38Q (20.908497 sec): 112 clusters Score: Raw -1808473.464016 + Penalty 93635.311745 = -1714838.152271 nChanged 52 Deleting Class 191 (8 points): Lose 74.852626 but Gain 1232.693566 Iteration 39Q (21.012119 sec): 111 clusters Score: Raw -1808431.788636 + Penalty 92466.851091 = -1715964.937546 nChanged 41 Deleting Class 85 (30 points): Lose 113.586359 but Gain 1238.054522 Iteration 40F (22.132274 sec): 110 clusters Score: Raw -1808353.060437 + Penalty 91245.618236 = -1717107.442201 nChanged 58 Deleting Class 130 (3 points): Lose 23.930272 but Gain 1141.070379 Iteration 41Q (22.235364 sec): 109 clusters Score: Raw -1808392.049649 + Penalty 90170.961300 = -1718221.088349 nChanged 29 Deleting Class 45 (4 points): Lose 19.906074 but Gain 1130.027064 Iteration 42Q (22.345939 sec): 108 clusters Score: Raw -1808395.959536 + Penalty 89095.783867 = -1719300.175669 nChanged 31 Deleting Class 103 (6 points): Lose 76.999532 but Gain 1186.370699 Iteration 43Q (22.446911 sec): 107 clusters Score: Raw -1808344.382046 + Penalty 87973.373257 = -1720371.008789 nChanged 22 Deleting Class 153 (3 points): Lose 22.487918 but Gain 1296.828691 Iteration 44Q (22.547671 sec): 106 clusters Score: Raw -1808355.646567 + Penalty 86846.091092 = -1721509.555475 nChanged 23 Deleting Class 80 (61 points): Lose 204.136247 but Gain 1312.119874 Iteration 45Q (22.647572 sec): 105 clusters Score: Raw -1808166.677235 + Penalty 85564.204153 = -1722602.473082 nChanged 70 Deleting Class 175 (1 points): Lose 8.252994 but Gain 1112.935058 Iteration 46Q (22.748133 sec): 104 clusters Score: Raw -1808249.323957 + Penalty 84494.315979 = -1723755.007978 nChanged 35 Deleting Class 61 (91 points): Lose 494.854640 but Gain 1589.379466 Iteration 47Q (22.847422 sec): 103 clusters Score: Raw -1807781.289415 + Penalty 82974.589110 = -1724806.700305 nChanged 113 Deleting Class 185 (6 points): Lose 73.532587 but Gain 1164.652758 Iteration 48Q (22.950523 sec): 102 clusters Score: Raw -1807999.917959 + Penalty 81776.505263 = -1726223.412695 nChanged 45 Deleting Class 133 (5 points): Lose 17.325824 but Gain 1097.773434 Iteration 49Q (23.049244 sec): 101 clusters Score: Raw -1808051.629559 + Penalty 80639.564211 = -1727412.065348 nChanged 40 Deleting Class 7 (8 points): Lose 26.488612 but Gain 1096.956884 Iteration 50F (24.057735 sec): 100 clusters Score: Raw -1808056.049495 + Penalty 79569.310308 = -1728486.739186 nChanged 29 Deleting Class 67 (2 points): Lose 5.768434 but Gain 1072.027819 Iteration 51Q (24.155463 sec): 99 clusters Score: Raw -1808071.555368 + Penalty 78506.830482 = -1729564.724885 nChanged 22 Deleting Class 47 (6 points): Lose 51.394022 but Gain 1113.351880 Iteration 52Q (24.252159 sec): 98 clusters Score: Raw -1808028.134915 + Penalty 77438.382063 = -1730589.752852 nChanged 25 Deleting Class 91 (10 points): Lose 48.349827 but Gain 1105.843405 Iteration 53Q (24.351008 sec): 97 clusters Score: Raw -1808005.185165 + Penalty 76377.815070 = -1731627.370095 nChanged 31 Deleting Class 132 (3 points): Lose 141.527725 but Gain 1198.656059 Iteration 54Q (24.447916 sec): 96 clusters Score: Raw -1807978.838378 + Penalty 75213.532045 = -1732765.306333 nChanged 29 Deleting Class 163 (3 points): Lose 85.772854 but Gain 1120.908150 Iteration 55Q (24.544313 sec): 95 clusters Score: Raw -1807979.918048 + Penalty 74068.119012 = -1733911.799035 nChanged 30 Deleting Class 150 (2 points): Lose 7.559363 but Gain 1031.428112 Iteration 56Q (24.640203 sec): 94 clusters Score: Raw -1808000.054528 + Penalty 73096.424756 = -1734903.629771 nChanged 29 Deleting Class 170 (1 points): Lose 27.900793 but Gain 1049.317476 Iteration 57Q (24.736091 sec): 93 clusters Score: Raw -1807996.376345 + Penalty 72057.776883 = -1735938.599461 nChanged 20 Deleting Class 134 (14 points): Lose 91.002546 but Gain 1108.723944 Iteration 58Q (24.832482 sec): 92 clusters Score: Raw -1807922.988828 + Penalty 70974.399847 = -1736948.588982 nChanged 31 Deleting Class 113 (19 points): Lose 104.817263 but Gain 1118.860166 Iteration 59Q (24.928265 sec): 91 clusters Score: Raw -1807849.935581 + Penalty 69871.340505 = -1737978.595076 nChanged 45 Deleting Class 115 (84 points): Lose 417.437161 but Gain 1430.559686 Iteration 60F (25.832293 sec): 90 clusters Score: Raw -1807478.761131 + Penalty 68476.267797 = -1739002.493334 nChanged 117 Deleting Class 15 (2 points): Lose 52.044386 but Gain 1061.131345 Iteration 61Q (25.931300 sec): 89 clusters Score: Raw -1807579.510434 + Penalty 67459.412367 = -1740120.098067 nChanged 44 Deleting Class 56 (115 points): Lose 454.811665 but Gain 1447.745486 Iteration 62Q (26.040964 sec): 88 clusters Score: Raw -1807147.140601 + Penalty 66135.412225 = -1741011.728376 nChanged 152 Deleting Class 165 (3 points): Lose 18.084995 but Gain 1004.194846 Iteration 63Q (26.143405 sec): 87 clusters Score: Raw -1807341.170279 + Penalty 65137.905021 = -1742203.265257 nChanged 50 Deleting Class 86 (5 points): Lose 27.784517 but Gain 999.172300 Iteration 64Q (26.238673 sec): 86 clusters Score: Raw -1807341.877997 + Penalty 64180.444426 = -1743161.433571 nChanged 36 Deleting Class 125 (1 points): Lose 8.065340 but Gain 969.068733 Iteration 65Q (26.332307 sec): 85 clusters Score: Raw -1807381.069877 + Penalty 63231.688971 = -1744149.380907 nChanged 36 Deleting Class 70 (147 points): Lose 638.294278 but Gain 1582.461320 Iteration 66Q (26.426159 sec): 84 clusters Score: Raw -1806786.141361 + Penalty 61797.948752 = -1744988.192608 nChanged 171 Deleting Class 102 (2 points): Lose 19.585154 but Gain 958.769413 Iteration 67Q (26.525099 sec): 83 clusters Score: Raw -1807100.319543 + Penalty 60842.011590 = -1746258.307953 nChanged 51 Deleting Class 206 (3 points): Lose 7.577701 but Gain 934.007460 Iteration 68Q (26.619258 sec): 82 clusters Score: Raw -1807167.225575 + Penalty 59906.979498 = -1747260.246077 nChanged 33 Deleting Class 12 (49 points): Lose 241.482594 but Gain 1152.823205 Iteration 69Q (26.713766 sec): 81 clusters Score: Raw -1806968.761220 + Penalty 58903.739192 = -1748065.022028 nChanged 73 Deleting Class 97 (41 points): Lose 203.021320 but Gain 1101.890222 Iteration 70F (27.521420 sec): 80 clusters Score: Raw -1806894.265697 + Penalty 57827.179463 = -1749067.086234 nChanged 78 Deleting Class 178 (3 points): Lose 12.293903 but Gain 896.561876 Iteration 71Q (27.614708 sec): 79 clusters Score: Raw -1807022.184478 + Penalty 56946.418876 = -1750075.765602 nChanged 38 Deleting Class 101 (10 points): Lose 36.143633 but Gain 907.366203 Iteration 72Q (27.706381 sec): 78 clusters Score: Raw -1807024.316278 + Penalty 56131.161449 = -1750893.154830 nChanged 39 Deleting Class 26 (7 points): Lose 34.163028 but Gain 884.657207 Iteration 73Q (27.797042 sec): 77 clusters Score: Raw -1807044.159997 + Penalty 55266.996636 = -1751777.163361 nChanged 23 Deleting Class 195 (1 points): Lose 10.263323 but Gain 848.799615 Iteration 74Q (27.887721 sec): 76 clusters Score: Raw -1807057.831208 + Penalty 54438.862781 = -1752618.968428 nChanged 11 Deleting Class 46 (24 points): Lose 101.016919 but Gain 934.501660 Iteration 75Q (27.976686 sec): 75 clusters Score: Raw -1806974.172033 + Penalty 53563.709650 = -1753410.462383 nChanged 33 Deleting Class 122 (24 points): Lose 127.098216 but Gain 947.337930 Iteration 76Q (28.066808 sec): 74 clusters Score: Raw -1806904.256620 + Penalty 52660.366082 = -1754243.890538 nChanged 31 Deleting Class 94 (15 points): Lose 77.638683 but Gain 850.332216 Iteration 77Q (28.156221 sec): 73 clusters Score: Raw -1806867.866784 + Penalty 51810.532092 = -1755057.334692 nChanged 26 Deleting Class 140 (3 points): Lose 54.657342 but Gain 771.567598 Iteration 78Q (28.245263 sec): 72 clusters Score: Raw -1806843.238131 + Penalty 51097.110345 = -1755746.127786 nChanged 12 Deleting Class 190 (2 points): Lose 5.341038 but Gain 702.187821 Iteration 79Q (28.334827 sec): 71 clusters Score: Raw -1806875.546585 + Penalty 50416.448529 = -1756459.098056 nChanged 7 Deleting Class 98 (3 points): Lose 58.246411 but Gain 733.935069 Iteration 80F (29.041927 sec): 70 clusters Score: Raw -1806826.613922 + Penalty 49620.095378 = -1757206.518543 nChanged 6 Deleting Class 63 (1 points): Lose 1.427254 but Gain 630.850491 Iteration 81Q (29.129380 sec): 69 clusters Score: Raw -1806858.610473 + Penalty 48990.268160 = -1757868.342313 nChanged 5 Deleting Class 88 (1 points): Lose 3.738521 but Gain 632.996051 Iteration 82Q (29.217245 sec): 68 clusters Score: Raw -1806859.264206 + Penalty 48224.025902 = -1758635.238304 nChanged 6 Deleting Class 106 (1 points): Lose 18.207090 but Gain 647.317577 Iteration 83Q (29.303639 sec): 67 clusters Score: Raw -1806843.676815 + Penalty 47266.955059 = -1759576.721757 nChanged 4 Deleting Class 2 (60 points): Lose 674.631277 but Gain 1270.388950 Iteration 84Q (29.390300 sec): 66 clusters Score: Raw -1806175.416834 + Penalty 46090.684208 = -1760084.732626 nChanged 63 Deleting Class 57 (2 points): Lose 1.256825 but Gain 594.875037 Iteration 85Q (29.477628 sec): 65 clusters Score: Raw -1806594.665055 + Penalty 45496.936984 = -1761097.728071 nChanged 42 Deleting Class 24 (6 points): Lose 92.476045 but Gain 681.221749 Iteration 86Q (29.574667 sec): 64 clusters Score: Raw -1806581.942742 + Penalty 44854.034714 = -1761727.908028 nChanged 22 Deleting Class 82 (159 points): Lose 740.271967 but Gain 1322.456568 Iteration 87Q (29.660032 sec): 63 clusters Score: Raw -1805897.144367 + Penalty 43659.239674 = -1762237.904693 nChanged 172 Deleting Class 48 (9 points): Lose 42.350296 but Gain 604.645136 Iteration 88Q (29.749426 sec): 62 clusters Score: Raw -1806182.646711 + Penalty 43067.428628 = -1763115.218083 nChanged 54 Deleting Class 8 (13 points): Lose 779.000744 but Gain 1307.633870 Iteration 89Q (29.834698 sec): 61 clusters Score: Raw -1805450.136689 + Penalty 42250.151640 = -1763199.985049 nChanged 34 Deleting Class 141 (2 points): Lose 88.090685 but Gain 798.770608 Iteration 90F (30.433494 sec): 60 clusters Score: Raw -1805534.341118 + Penalty 41471.603990 = -1764062.737128 nChanged 13 Deleting Class 139 (5 points): Lose 48.796629 but Gain 555.660581 Iteration 91Q (30.517327 sec): 59 clusters Score: Raw -1805521.621340 + Penalty 40916.787368 = -1764604.833972 nChanged 16 Deleting Class 208 (3 points): Lose 70.326892 but Gain 576.322639 Iteration 92Q (30.600413 sec): 58 clusters Score: Raw -1805471.640446 + Penalty 40381.190571 = -1765090.449875 nChanged 17 Deleting Class 19 (3 points): Lose 7.944122 but Gain 510.946470 Iteration 93Q (30.683092 sec): 57 clusters Score: Raw -1805509.853629 + Penalty 39868.321878 = -1765641.531751 nChanged 14 Deleting Class 216 (14 points): Lose 160.046462 but Gain 697.362376 Iteration 94Q (30.765454 sec): 56 clusters Score: Raw -1805359.045912 + Penalty 39214.602481 = -1766144.443431 nChanged 20 Deleting Class 30 (5 points): Lose 38.085754 but Gain 514.271358 Iteration 95Q (30.847821 sec): 55 clusters Score: Raw -1805385.205433 + Penalty 38688.175415 = -1766697.030018 nChanged 13 Deleting Class 148 (111 points): Lose 473.209629 but Gain 940.499327 Iteration 96Q (30.929323 sec): 54 clusters Score: Raw -1804937.133424 + Penalty 37760.510453 = -1767176.622971 nChanged 124 Deleting Class 123 (1 points): Lose 10.782558 but Gain 461.551295 Iteration 97Q (31.013783 sec): 53 clusters Score: Raw -1805182.715086 + Penalty 37346.114464 = -1767836.600622 nChanged 32 Deleting Class 143 (1 points): Lose 75.531320 but Gain 456.046610 Iteration 98Q (31.095326 sec): 52 clusters Score: Raw -1805158.873287 + Penalty 36885.125110 = -1768273.748177 nChanged 22 Deleting Class 138 (5 points): Lose 42.638943 but Gain 422.470869 Iteration 99Q (31.176138 sec): 51 clusters Score: Raw -1805148.453413 + Penalty 36467.744284 = -1768680.709129 nChanged 30 Deleting Class 29 (2 points): Lose 20.671941 but Gain 352.993898 Iteration 100F (31.688736 sec): 50 clusters Score: Raw -1805181.336333 + Penalty 36170.336759 = -1769010.999574 nChanged 21 Deleting Class 33 (112 points): Lose 216.785752 but Gain 545.453783 Iteration 101Q (31.769207 sec): 49 clusters Score: Raw -1805017.013431 + Penalty 35684.513645 = -1769332.499786 nChanged 126 Deleting Class 72 (3 points): Lose 22.014044 but Gain 346.891538 Iteration 102Q (31.851042 sec): 48 clusters Score: Raw -1805190.528648 + Penalty 35505.412614 = -1769685.116034 nChanged 46 Deleting Class 213 (95 points): Lose 600.055424 but Gain 912.497179 Iteration 103Q (31.930192 sec): 47 clusters Score: Raw -1804612.857961 + Penalty 34756.671880 = -1769856.186081 nChanged 128 Deleting Class 35 (116 points): Lose 678.380803 but Gain 974.531600 Iteration 104Q (32.009678 sec): 46 clusters Score: Raw -1804247.379471 + Penalty 33926.241611 = -1770321.137860 nChanged 182 Deleting Class 50 (268 points): Lose 922.835911 but Gain 1214.751870 Iteration 105Q (32.089826 sec): 45 clusters Score: Raw -1803768.807783 + Penalty 32985.474783 = -1770783.333000 nChanged 349 Deleting Class 68 (187 points): Lose 731.179405 but Gain 1009.366928 Iteration 106Q (32.173775 sec): 44 clusters Score: Raw -1803610.755613 + Penalty 32054.353047 = -1771556.402566 nChanged 292 Deleting Class 66 (7 points): Lose 202.177372 but Gain 457.839953 Iteration 107Q (32.255445 sec): 43 clusters Score: Raw -1803827.865159 + Penalty 31607.711106 = -1772220.154052 nChanged 98 Deleting Class 27 (2 points): Lose 92.965774 but Gain 324.698261 Iteration 108Q (32.331800 sec): 42 clusters Score: Raw -1803828.913544 + Penalty 31266.847202 = -1772562.066342 nChanged 63 Deleting Class 74 (10 points): Lose 57.159964 but Gain 281.444341 Iteration 109Q (32.408048 sec): 41 clusters Score: Raw -1803806.685955 + Penalty 30988.062473 = -1772818.623482 nChanged 54 Deleting Class 111 (3 points): Lose 41.121564 but Gain 263.249964 Iteration 110F (32.829543 sec): 40 clusters Score: Raw -1803813.334961 + Penalty 30740.570268 = -1773072.764692 nChanged 43 Deleting Class 71 (44 points): Lose 473.207602 but Gain 665.686904 Iteration 111Q (32.905459 sec): 39 clusters Score: Raw -1803393.525247 + Penalty 30072.418697 = -1773321.106550 nChanged 80 Deleting Class 53 (2 points): Lose 51.369990 but Gain 236.302661 Iteration 112Q (32.982374 sec): 38 clusters Score: Raw -1803534.634156 + Penalty 29818.066749 = -1773716.567408 nChanged 40 Deleting Class 167 (5 points): Lose 24.466592 but Gain 187.013999 Iteration 113Q (33.056939 sec): 37 clusters Score: Raw -1803568.910998 + Penalty 29615.082062 = -1773953.828936 nChanged 43 Deleting Class 32 (1 points): Lose 69.428095 but Gain 226.444929 Iteration 114Q (33.142484 sec): 36 clusters Score: Raw -1803519.904464 + Penalty 29344.131379 = -1774175.773086 nChanged 24 Deleting Class 76 (1 points): Lose 3.918926 but Gain 136.122517 Iteration 115Q (33.216092 sec): 35 clusters Score: Raw -1803526.755374 + Penalty 29206.902208 = -1774319.853166 nChanged 19 Deleting Class 51 (1 points): Lose 11.782538 but Gain 141.144339 Iteration 116Q (33.289906 sec): 34 clusters Score: Raw -1803522.968372 + Penalty 29069.206715 = -1774453.761657 nChanged 13 Deleting Class 211 (26 points): Lose 155.143314 but Gain 249.164793 Iteration 117Q (33.363968 sec): 33 clusters Score: Raw -1803373.520868 + Penalty 28806.119664 = -1774567.401203 nChanged 34 Deleting Class 38 (198 points): Lose 1143.981773 but Gain 1206.555169 Iteration 118Q (33.436316 sec): 32 clusters Score: Raw -1802288.467014 + Penalty 27648.853456 = -1774639.613557 nChanged 213 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 -1802288.467014 + Penalty 27648.853456 = -1774639.613557Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.494173 sec): 2 clusters Score: Raw -96739.915503 + Penalty 452.082617 = -96287.832885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.496459 sec): 3 clusters Score: Raw -96100.545610 + Penalty 908.399960 = -95192.145650 nChanged 465 SP:Iteration 1F (33.498696 sec): 3 clusters Score: Raw -96488.114374 + Penalty 920.213844 = -95567.900530 nChanged 141 SP:Iteration 2F (33.500878 sec): 3 clusters Score: Raw -96621.695361 + Penalty 929.068311 = -95692.627050 nChanged 92 SP:Iteration 3F (33.503080 sec): 3 clusters Score: Raw -96695.531452 + Penalty 926.442193 = -95769.089259 nChanged 51 SP:Iteration 4Q (33.505273 sec): 3 clusters Score: Raw -96720.290328 + Penalty 928.977174 = -95791.313154 nChanged 29 SP:Iteration 5Q (33.507511 sec): 3 clusters Score: Raw -96734.303668 + Penalty 926.079402 = -95808.224266 nChanged 18 SP:Iteration 6Q (33.509704 sec): 3 clusters Score: Raw -96739.892500 + Penalty 924.144652 = -95815.747848 nChanged 8 SP:Iteration 7Q (33.511910 sec): 3 clusters Score: Raw -96743.427291 + Penalty 923.671272 = -95819.756019 nChanged 7 SP:Iteration 8Q (33.514099 sec): 3 clusters Score: Raw -96745.462958 + Penalty 924.300832 = -95821.162127 nChanged 3 SP:Iteration 9Q (33.516296 sec): 3 clusters Score: Raw -96746.921000 + Penalty 924.292074 = -95822.628926 nChanged 1 SP:Iteration 10F (33.518494 sec): 3 clusters Score: Raw -96747.227364 + Penalty 924.902248 = -95822.325116 nChanged 1 SP:Iteration 11F (33.520709 sec): 3 clusters Score: Raw -96747.397192 + Penalty 924.902248 = -95822.494944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.521306 sec): 2 clusters Score: Raw -2709.029129 + Penalty 38.946911 = -2670.082218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.521566 sec): 3 clusters Score: Raw -2720.722386 + Penalty 133.491026 = -2587.231360 nChanged 13 SP:Iteration 1F (33.521812 sec): 3 clusters Score: Raw -2748.413936 + Penalty 164.303462 = -2584.110474 nChanged 2 SP:Iteration 2F (33.522050 sec): 3 clusters Score: Raw -2754.738084 + Penalty 164.303462 = -2590.434622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.524444 sec): 2 clusters Score: Raw -35460.488799 + Penalty 936.888632 = -34523.600168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.525338 sec): 3 clusters Score: Raw -35366.754320 + Penalty 1873.814358 = -33492.939962 nChanged 81 SP:Iteration 1F (33.526203 sec): 3 clusters Score: Raw -35499.763925 + Penalty 1874.812291 = -33624.951634 nChanged 26 SP:Iteration 2F (33.527064 sec): 3 clusters Score: Raw -35549.281393 + Penalty 1875.710321 = -33673.571072 nChanged 16 SP:Iteration 3Q (33.527899 sec): 3 clusters Score: Raw -35568.742082 + Penalty 1877.078214 = -33691.663868 nChanged 7 SP:Iteration 4Q (33.528734 sec): 3 clusters Score: Raw -35575.845378 + Penalty 1878.263405 = -33697.581973 nChanged 6 SP:Iteration 5Q (33.529582 sec): 3 clusters Score: Raw -35583.247718 + Penalty 1879.738282 = -33703.509436 nChanged 6 SP:Iteration 6Q (33.530414 sec): 3 clusters Score: Raw -35590.147851 + Penalty 1881.045744 = -33709.102107 nChanged 6 SP:Iteration 7Q (33.531236 sec): 3 clusters Score: Raw -35596.819324 + Penalty 1880.992699 = -33715.826625 nChanged 1 SP:Iteration 8Q (33.532053 sec): 3 clusters Score: Raw -35597.805964 + Penalty 1880.992699 = -33716.813264 nChanged 0 SP:Iteration 9F (33.532910 sec): 3 clusters Score: Raw -35597.805964 + Penalty 1880.992699 = -33716.813264 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 5 (3404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.548324 sec): 2 clusters Score: Raw -260845.825459 + Penalty 259.962797 = -260585.862662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.554946 sec): 3 clusters Score: Raw -258593.133566 + Penalty 514.284928 = -258078.848638 nChanged 1549 SP:Iteration 1F (33.561303 sec): 3 clusters Score: Raw -259859.827682 + Penalty 528.328645 = -259331.499038 nChanged 667 SP:Iteration 2F (33.567467 sec): 3 clusters Score: Raw -260580.082808 + Penalty 524.185020 = -260055.897788 nChanged 210 SP:Iteration 3F (33.573657 sec): 3 clusters Score: Raw -260792.192079 + Penalty 511.070892 = -260281.121187 nChanged 78 SP:Iteration 4Q (33.579853 sec): 3 clusters Score: Raw -260861.098342 + Penalty 503.059525 = -260358.038816 nChanged 33 SP:Iteration 5Q (33.585810 sec): 3 clusters Score: Raw -260889.765951 + Penalty 496.197938 = -260393.568013 nChanged 9 SP:Iteration 6Q (33.591148 sec): 3 clusters Score: Raw -260894.748857 + Penalty 499.449223 = -260395.299633 nChanged 4 SP:Iteration 7Q (33.596540 sec): 3 clusters Score: Raw -260896.618412 + Penalty 500.140060 = -260396.478351 nChanged 2 SP:Iteration 8Q (33.601608 sec): 3 clusters Score: Raw -260897.317617 + Penalty 498.998524 = -260398.319092 nChanged 1 SP:Iteration 9Q (33.606626 sec): 3 clusters Score: Raw -260897.947894 + Penalty 498.998524 = -260398.949369 nChanged 0 SP:Iteration 10F (33.612737 sec): 3 clusters Score: Raw -260897.947894 + Penalty 498.998524 = -260398.949369 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 6 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.616810 sec): 2 clusters Score: Raw -59494.051664 + Penalty 777.406981 = -58716.644682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.618226 sec): 3 clusters Score: Raw -59186.315127 + Penalty 1552.367386 = -57633.947741 nChanged 222 SP:Iteration 1F (33.619633 sec): 3 clusters Score: Raw -59408.447246 + Penalty 1550.454370 = -57857.992876 nChanged 67 SP:Iteration 2F (33.621028 sec): 3 clusters Score: Raw -59493.279876 + Penalty 1554.251584 = -57939.028292 nChanged 58 SP:Iteration 3F (33.622414 sec): 3 clusters Score: Raw -59574.276900 + Penalty 1566.235228 = -58008.041672 nChanged 52 SP:Iteration 4F (33.623835 sec): 3 clusters Score: Raw -59634.786861 + Penalty 1577.404555 = -58057.382306 nChanged 34 SP:Iteration 5F (33.625231 sec): 3 clusters Score: Raw -59684.307781 + Penalty 1586.288503 = -58098.019279 nChanged 34 SP:Iteration 6F (33.626618 sec): 3 clusters Score: Raw -59729.964939 + Penalty 1595.964729 = -58134.000210 nChanged 26 SP:Iteration 7Q (33.627944 sec): 3 clusters Score: Raw -59762.581853 + Penalty 1607.210846 = -58155.371007 nChanged 23 SP:Iteration 8Q (33.629274 sec): 3 clusters Score: Raw -59787.351983 + Penalty 1615.710876 = -58171.641107 nChanged 14 SP:Iteration 9Q (33.630592 sec): 3 clusters Score: Raw -59807.800214 + Penalty 1620.506507 = -58187.293707 nChanged 13 SP:Iteration 10F (33.631974 sec): 3 clusters Score: Raw -59826.825628 + Penalty 1624.194316 = -58202.631312 nChanged 7 SP:Iteration 11Q (33.633286 sec): 3 clusters Score: Raw -59832.656520 + Penalty 1625.108952 = -58207.547568 nChanged 3 SP:Iteration 12Q (33.634606 sec): 3 clusters Score: Raw -59833.797931 + Penalty 1625.314097 = -58208.483833 nChanged 2 SP:Iteration 13Q (33.635896 sec): 3 clusters Score: Raw -59835.421413 + Penalty 1624.794148 = -58210.627265 nChanged 1 SP:Iteration 14Q (33.637181 sec): 3 clusters Score: Raw -59836.027814 + Penalty 1625.052901 = -58210.974913 nChanged 2 SP:Iteration 15Q (33.638487 sec): 3 clusters Score: Raw -59837.621482 + Penalty 1624.864098 = -58212.757384 nChanged 1 SP:Iteration 16Q (33.639798 sec): 3 clusters Score: Raw -59839.671165 + Penalty 1626.853422 = -58212.817743 nChanged 4 SP:Iteration 17Q (33.641080 sec): 3 clusters Score: Raw -59846.696576 + Penalty 1629.905715 = -58216.790862 nChanged 4 SP:Iteration 18Q (33.642366 sec): 3 clusters Score: Raw -59850.788040 + Penalty 1631.584394 = -58219.203645 nChanged 2 SP:Iteration 19Q (33.643666 sec): 3 clusters Score: Raw -59851.597905 + Penalty 1631.584394 = -58220.013511 nChanged 0 SP:Iteration 20F (33.645050 sec): 3 clusters Score: Raw -59851.597905 + Penalty 1631.584394 = -58220.013511 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.648041 sec): 2 clusters Score: Raw -77091.948349 + Penalty 1036.525778 = -76055.422571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.649802 sec): 3 clusters Score: Raw -76800.246326 + Penalty 2075.570772 = -74724.675553 nChanged 252 SP:Iteration 1F (33.651492 sec): 3 clusters Score: Raw -77048.201344 + Penalty 2077.260586 = -74970.940758 nChanged 83 SP:Iteration 2F (33.653199 sec): 3 clusters Score: Raw -77164.452672 + Penalty 2078.602388 = -75085.850284 nChanged 46 SP:Iteration 3F (33.654870 sec): 3 clusters Score: Raw -77236.133789 + Penalty 2079.993474 = -75156.140315 nChanged 40 SP:Iteration 4Q (33.656464 sec): 3 clusters Score: Raw -77299.220887 + Penalty 2080.801378 = -75218.419509 nChanged 41 SP:Iteration 5Q (33.658023 sec): 3 clusters Score: Raw -77345.728567 + Penalty 2081.271311 = -75264.457256 nChanged 23 SP:Iteration 6Q (33.659587 sec): 3 clusters Score: Raw -77370.623766 + Penalty 2082.620814 = -75288.002951 nChanged 16 SP:Iteration 7Q (33.661131 sec): 3 clusters Score: Raw -77391.495569 + Penalty 2082.256253 = -75309.239316 nChanged 11 SP:Iteration 8Q (33.662664 sec): 3 clusters Score: Raw -77412.335967 + Penalty 2082.008571 = -75330.327396 nChanged 8 SP:Iteration 9Q (33.664189 sec): 3 clusters Score: Raw -77424.176868 + Penalty 2082.256294 = -75341.920575 nChanged 5 SP:Iteration 10F (33.665831 sec): 3 clusters Score: Raw -77428.387653 + Penalty 2082.108636 = -75346.279017 nChanged 5 SP:Iteration 11Q (33.667352 sec): 3 clusters Score: Raw -77432.865341 + Penalty 2082.764314 = -75350.101027 nChanged 3 SP:Iteration 12Q (33.668980 sec): 3 clusters Score: Raw -77434.434749 + Penalty 2083.382424 = -75351.052326 nChanged 3 SP:Iteration 13Q (33.670505 sec): 3 clusters Score: Raw -77438.185156 + Penalty 2083.814405 = -75354.370751 nChanged 2 SP:Iteration 14Q (33.672028 sec): 3 clusters Score: Raw -77439.221340 + Penalty 2083.629382 = -75355.591958 nChanged 1 SP:Iteration 15Q (33.673550 sec): 3 clusters Score: Raw -77440.344650 + Penalty 2083.443414 = -75356.901236 nChanged 1 SP:Iteration 16Q (33.675074 sec): 3 clusters Score: Raw -77442.477826 + Penalty 2083.462291 = -75359.015535 nChanged 2 SP:Iteration 17Q (33.676589 sec): 3 clusters Score: Raw -77448.829768 + Penalty 2083.074798 = -75365.754969 nChanged 2 SP:Iteration 18Q (33.678138 sec): 3 clusters Score: Raw -77452.823852 + Penalty 2083.645199 = -75369.178653 nChanged 3 SP:Iteration 19Q (33.679655 sec): 3 clusters Score: Raw -77455.426495 + Penalty 2083.652778 = -75371.773717 nChanged 2 SP:Iteration 20F (33.681247 sec): 3 clusters Score: Raw -77456.681135 + Penalty 2083.869741 = -75372.811394 nChanged 3 SP:Iteration 21Q (33.682764 sec): 3 clusters Score: Raw -77459.904001 + Penalty 2083.717698 = -75376.186303 nChanged 5 SP:Iteration 22Q (33.684259 sec): 3 clusters Score: Raw -77463.400603 + Penalty 2083.743082 = -75379.657520 nChanged 2 SP:Iteration 23Q (33.685796 sec): 3 clusters Score: Raw -77466.539724 + Penalty 2083.770204 = -75382.769519 nChanged 2 SP:Iteration 24Q (33.687330 sec): 3 clusters Score: Raw -77469.113805 + Penalty 2083.982351 = -75385.131453 nChanged 1 SP:Iteration 25Q (33.688838 sec): 3 clusters Score: Raw -77469.400827 + Penalty 2083.982351 = -75385.418475 nChanged 0 SP:Iteration 26F (33.690440 sec): 3 clusters Score: Raw -77469.400827 + Penalty 2083.982351 = -75385.418475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.692021 sec): 2 clusters Score: Raw -30058.079146 + Penalty 794.079822 = -29263.999324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.692855 sec): 3 clusters Score: Raw -30007.400600 + Penalty 1596.656524 = -28410.744076 nChanged 102 SP:Iteration 1F (33.693687 sec): 3 clusters Score: Raw -30197.928992 + Penalty 1606.473469 = -28591.455523 nChanged 31 SP:Iteration 2F (33.694547 sec): 3 clusters Score: Raw -30261.207819 + Penalty 1614.534565 = -28646.673254 nChanged 20 SP:Iteration 3F (33.695374 sec): 3 clusters Score: Raw -30290.558919 + Penalty 1619.433603 = -28671.125315 nChanged 9 SP:Iteration 4Q (33.696158 sec): 3 clusters Score: Raw -30305.606994 + Penalty 1618.132418 = -28687.474576 nChanged 6 SP:Iteration 5Q (33.696906 sec): 3 clusters Score: Raw -30321.490643 + Penalty 1618.132418 = -28703.358225 nChanged 0 SP:Iteration 6F (33.697706 sec): 3 clusters Score: Raw -30321.490643 + Penalty 1618.132418 = -28703.358225 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (1687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.706071 sec): 2 clusters Score: Raw -147813.823458 + Penalty 647.210448 = -147166.613009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.709315 sec): 3 clusters Score: Raw -146940.307693 + Penalty 1295.342742 = -145644.964951 nChanged 666 SP:Iteration 1F (33.712473 sec): 3 clusters Score: Raw -147402.742751 + Penalty 1297.773359 = -146104.969392 nChanged 195 SP:Iteration 2F (33.715664 sec): 3 clusters Score: Raw -147602.635463 + Penalty 1301.762051 = -146300.873411 nChanged 169 SP:Iteration 3F (33.718849 sec): 3 clusters Score: Raw -147830.954387 + Penalty 1302.723830 = -146528.230557 nChanged 127 SP:Iteration 4F (33.722010 sec): 3 clusters Score: Raw -148061.379702 + Penalty 1298.813557 = -146762.566146 nChanged 124 SP:Iteration 5F (33.725190 sec): 3 clusters Score: Raw -148289.169244 + Penalty 1294.987861 = -146994.181383 nChanged 114 SP:Iteration 6F (33.728368 sec): 3 clusters Score: Raw -148407.975315 + Penalty 1292.589203 = -147115.386112 nChanged 72 SP:Iteration 7Q (33.731259 sec): 3 clusters Score: Raw -148461.760010 + Penalty 1290.714026 = -147171.045984 nChanged 61 SP:Iteration 8Q (33.734045 sec): 3 clusters Score: Raw -148513.518868 + Penalty 1289.793494 = -147223.725374 nChanged 51 SP:Iteration 9Q (33.736842 sec): 3 clusters Score: Raw -148562.255506 + Penalty 1287.450608 = -147274.804898 nChanged 49 SP:Iteration 10F (33.739938 sec): 3 clusters Score: Raw -148601.302525 + Penalty 1285.138038 = -147316.164487 nChanged 43 SP:Iteration 11Q (33.742715 sec): 3 clusters Score: Raw -148654.029160 + Penalty 1282.284859 = -147371.744301 nChanged 42 SP:Iteration 12Q (33.745457 sec): 3 clusters Score: Raw -148726.074004 + Penalty 1278.544815 = -147447.529189 nChanged 29 SP:Iteration 13Q (33.748127 sec): 3 clusters Score: Raw -148785.921353 + Penalty 1275.495846 = -147510.425507 nChanged 21 SP:Iteration 14Q (33.750739 sec): 3 clusters Score: Raw -148814.249961 + Penalty 1274.864461 = -147539.385500 nChanged 9 SP:Iteration 15Q (33.753318 sec): 3 clusters Score: Raw -148822.424649 + Penalty 1274.692723 = -147547.731926 nChanged 3 SP:Iteration 16Q (33.755832 sec): 3 clusters Score: Raw -148823.816351 + Penalty 1274.737929 = -147549.078422 nChanged 2 SP:Iteration 17Q (33.758354 sec): 3 clusters Score: Raw -148824.714325 + Penalty 1274.737929 = -147549.976396 nChanged 0 SP:Iteration 18F (33.761602 sec): 3 clusters Score: Raw -148824.714325 + Penalty 1274.737929 = -147549.976396 nChanged 0 Score: Raw -1812802.074077 + Penalty 28495.301767 = -1784306.772309 Splitting cluster 11 changes total score from -1774639.613557 to -1784306.772309 So it's getting split into cluster 2. Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.115163 sec): 2 clusters Score: Raw -45252.858677 + Penalty 1009.668811 = -44243.189866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.116382 sec): 3 clusters Score: Raw -45156.553032 + Penalty 2019.547805 = -43137.005226 nChanged 147 SP:Iteration 1F (34.117638 sec): 3 clusters Score: Raw -45430.492673 + Penalty 2019.327583 = -43411.165090 nChanged 60 SP:Iteration 2F (34.118865 sec): 3 clusters Score: Raw -45556.001142 + Penalty 2019.404670 = -43536.596472 nChanged 35 SP:Iteration 3F (34.120110 sec): 3 clusters Score: Raw -45646.670983 + Penalty 2019.556778 = -43627.114205 nChanged 27 SP:Iteration 4Q (34.121223 sec): 3 clusters Score: Raw -45715.405520 + Penalty 2019.721981 = -43695.683539 nChanged 19 SP:Iteration 5Q (34.122344 sec): 3 clusters Score: Raw -45792.918134 + Penalty 2019.866784 = -43773.051350 nChanged 18 SP:Iteration 6Q (34.123429 sec): 3 clusters Score: Raw -45838.772426 + Penalty 2020.016608 = -43818.755817 nChanged 8 SP:Iteration 7Q (34.124489 sec): 3 clusters Score: Raw -45849.467311 + Penalty 2020.053993 = -43829.413318 nChanged 3 SP:Iteration 8Q (34.125545 sec): 3 clusters Score: Raw -45852.403756 + Penalty 2020.053993 = -43832.349763 nChanged 0 SP:Iteration 9F (34.126767 sec): 3 clusters Score: Raw -45852.403756 + Penalty 2020.053993 = -43832.349763 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 14 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.131336 sec): 2 clusters Score: Raw -63013.348027 + Penalty 529.621649 = -62483.726378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.132898 sec): 3 clusters Score: Raw -62598.324191 + Penalty 1043.052615 = -61555.271576 nChanged 274 SP:Iteration 1F (34.134433 sec): 3 clusters Score: Raw -62784.840383 + Penalty 1041.318750 = -61743.521634 nChanged 97 SP:Iteration 2F (34.136018 sec): 3 clusters Score: Raw -62870.803525 + Penalty 1047.676884 = -61823.126640 nChanged 57 SP:Iteration 3F (34.137504 sec): 3 clusters Score: Raw -62911.957256 + Penalty 1057.052865 = -61854.904392 nChanged 34 SP:Iteration 4Q (34.138977 sec): 3 clusters Score: Raw -62929.615975 + Penalty 1062.217552 = -61867.398423 nChanged 22 SP:Iteration 5Q (34.140466 sec): 3 clusters Score: Raw -62938.534661 + Penalty 1068.508959 = -61870.025702 nChanged 17 SP:Iteration 6Q (34.141949 sec): 3 clusters Score: Raw -62947.288620 + Penalty 1075.884360 = -61871.404260 nChanged 21 SP:Iteration 7Q (34.143410 sec): 3 clusters Score: Raw -62959.949044 + Penalty 1083.902663 = -61876.046381 nChanged 18 SP:Iteration 8Q (34.144854 sec): 3 clusters Score: Raw -62969.210325 + Penalty 1093.591565 = -61875.618760 nChanged 19 SP:Iteration 9F (34.146338 sec): 3 clusters Score: Raw -62978.011218 + Penalty 1102.940457 = -61875.070760 nChanged 17 SP:Iteration 10F (34.147834 sec): 3 clusters Score: Raw -62986.231071 + Penalty 1110.925714 = -61875.305357 nChanged 14 SP:Iteration 11Q (34.149289 sec): 3 clusters Score: Raw -62989.777899 + Penalty 1118.019511 = -61871.758388 nChanged 12 SP:Iteration 12F (34.150777 sec): 3 clusters Score: Raw -62992.828903 + Penalty 1126.180574 = -61866.648329 nChanged 11 SP:Iteration 13F (34.152250 sec): 3 clusters Score: Raw -62996.474119 + Penalty 1131.896408 = -61864.577711 nChanged 9 SP:Iteration 14F (34.153735 sec): 3 clusters Score: Raw -63000.386508 + Penalty 1140.648674 = -61859.737834 nChanged 14 SP:Iteration 15F (34.155229 sec): 3 clusters Score: Raw -63004.687383 + Penalty 1148.758017 = -61855.929367 nChanged 10 SP:Iteration 16F (34.156711 sec): 3 clusters Score: Raw -63007.275958 + Penalty 1155.788952 = -61851.487006 nChanged 8 SP:Iteration 17F (34.158185 sec): 3 clusters Score: Raw -63009.693289 + Penalty 1157.217881 = -61852.475408 nChanged 3 SP:Iteration 18Q (34.159638 sec): 3 clusters Score: Raw -63010.010350 + Penalty 1157.585362 = -61852.424988 nChanged 2 SP:Iteration 19F (34.161161 sec): 3 clusters Score: Raw -63010.728310 + Penalty 1158.298310 = -61852.430001 nChanged 3 SP:Iteration 20F (34.162715 sec): 3 clusters Score: Raw -63011.765509 + Penalty 1159.621743 = -61852.143767 nChanged 3 SP:Iteration 21F (34.164268 sec): 3 clusters Score: Raw -63013.599297 + Penalty 1163.737010 = -61849.862286 nChanged 5 SP:Iteration 22F (34.165820 sec): 3 clusters Score: Raw -63014.517056 + Penalty 1166.214339 = -61848.302717 nChanged 4 SP:Iteration 23F (34.167311 sec): 3 clusters Score: Raw -63015.203423 + Penalty 1168.588947 = -61846.614477 nChanged 2 SP:Iteration 24F (34.168838 sec): 3 clusters Score: Raw -63015.600189 + Penalty 1172.594758 = -61843.005431 nChanged 6 SP:Iteration 25F (34.170334 sec): 3 clusters Score: Raw -63017.741660 + Penalty 1184.382129 = -61833.359531 nChanged 10 SP:Iteration 26F (34.171810 sec): 3 clusters Score: Raw -63021.629907 + Penalty 1196.294930 = -61825.334976 nChanged 10 SP:Iteration 27F (34.173305 sec): 3 clusters Score: Raw -63026.256396 + Penalty 1211.239076 = -61815.017320 nChanged 11 SP:Iteration 28F (34.174817 sec): 3 clusters Score: Raw -63033.031146 + Penalty 1234.445553 = -61798.585593 nChanged 15 SP:Iteration 29F (34.176345 sec): 3 clusters Score: Raw -63045.844141 + Penalty 1253.476718 = -61792.367423 nChanged 13 SP:Iteration 30F (34.177839 sec): 3 clusters Score: Raw -63056.446934 + Penalty 1264.114286 = -61792.332648 nChanged 9 SP:Iteration 31F (34.179318 sec): 3 clusters Score: Raw -63065.126365 + Penalty 1280.876760 = -61784.249605 nChanged 8 SP:Iteration 32F (34.180784 sec): 3 clusters Score: Raw -63071.493716 + Penalty 1291.211683 = -61780.282032 nChanged 6 SP:Iteration 33F (34.182262 sec): 3 clusters Score: Raw -63074.962991 + Penalty 1297.270314 = -61777.692677 nChanged 3 SP:Iteration 34F (34.183752 sec): 3 clusters Score: Raw -63078.640760 + Penalty 1303.981990 = -61774.658770 nChanged 4 SP:Iteration 35F (34.185225 sec): 3 clusters Score: Raw -63086.646323 + Penalty 1307.589458 = -61779.056865 nChanged 3 SP:Iteration 36Q (34.186559 sec): 3 clusters Score: Raw -63088.656900 + Penalty 1310.913313 = -61777.743586 nChanged 1 SP:Iteration 37F (34.188044 sec): 3 clusters Score: Raw -63089.726854 + Penalty 1311.796570 = -61777.930285 nChanged 1 SP:Iteration 38Q (34.189349 sec): 3 clusters Score: Raw -63089.631776 + Penalty 1311.796570 = -61777.835207 nChanged 0 SP:Iteration 39F (34.190847 sec): 3 clusters Score: Raw -63089.631776 + Penalty 1311.796570 = -61777.835207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.193385 sec): 2 clusters Score: Raw -42019.163613 + Penalty 701.898012 = -41317.265601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.194437 sec): 3 clusters Score: Raw -41865.623168 + Penalty 1401.636736 = -40463.986432 nChanged 143 SP:Iteration 1F (34.195489 sec): 3 clusters Score: Raw -41990.246964 + Penalty 1401.422230 = -40588.824733 nChanged 27 SP:Iteration 2F (34.196524 sec): 3 clusters Score: Raw -42020.086408 + Penalty 1404.216416 = -40615.869992 nChanged 17 SP:Iteration 3Q (34.197538 sec): 3 clusters Score: Raw -42046.122363 + Penalty 1411.873934 = -40634.248429 nChanged 18 SP:Iteration 4Q (34.198548 sec): 3 clusters Score: Raw -42076.544725 + Penalty 1420.300837 = -40656.243888 nChanged 19 SP:Iteration 5Q (34.199547 sec): 3 clusters Score: Raw -42120.870558 + Penalty 1427.615188 = -40693.255369 nChanged 16 SP:Iteration 6Q (34.200549 sec): 3 clusters Score: Raw -42161.314504 + Penalty 1429.475487 = -40731.839018 nChanged 10 SP:Iteration 7Q (34.201509 sec): 3 clusters Score: Raw -42205.185184 + Penalty 1430.264871 = -40774.920313 nChanged 18 SP:Iteration 8Q (34.202470 sec): 3 clusters Score: Raw -42236.013784 + Penalty 1426.891500 = -40809.122284 nChanged 12 SP:Iteration 9Q (34.203426 sec): 3 clusters Score: Raw -42248.582255 + Penalty 1425.055319 = -40823.526936 nChanged 7 SP:Iteration 10F (34.204455 sec): 3 clusters Score: Raw -42253.987219 + Penalty 1422.664555 = -40831.322664 nChanged 5 SP:Iteration 11Q (34.205410 sec): 3 clusters Score: Raw -42262.080171 + Penalty 1420.575109 = -40841.505062 nChanged 6 SP:Iteration 12Q (34.206366 sec): 3 clusters Score: Raw -42274.606395 + Penalty 1415.860538 = -40858.745857 nChanged 11 SP:Iteration 13Q (34.207313 sec): 3 clusters Score: Raw -42288.772691 + Penalty 1411.307079 = -40877.465612 nChanged 11 SP:Iteration 14Q (34.208259 sec): 3 clusters Score: Raw -42302.849271 + Penalty 1404.030065 = -40898.819206 nChanged 16 SP:Iteration 15Q (34.209231 sec): 3 clusters Score: Raw -42321.768189 + Penalty 1398.674248 = -40923.093941 nChanged 11 SP:Iteration 16Q (34.210190 sec): 3 clusters Score: Raw -42334.029656 + Penalty 1392.434044 = -40941.595611 nChanged 14 SP:Iteration 17Q (34.211131 sec): 3 clusters Score: Raw -42351.248178 + Penalty 1387.789419 = -40963.458759 nChanged 11 SP:Iteration 18Q (34.212065 sec): 3 clusters Score: Raw -42362.824037 + Penalty 1384.489050 = -40978.334988 nChanged 8 SP:Iteration 19Q (34.212996 sec): 3 clusters Score: Raw -42373.311823 + Penalty 1380.336588 = -40992.975235 nChanged 7 SP:Iteration 20F (34.214021 sec): 3 clusters Score: Raw -42383.516107 + Penalty 1375.468150 = -41008.047957 nChanged 8 SP:Iteration 21Q (34.214965 sec): 3 clusters Score: Raw -42399.696890 + Penalty 1374.297289 = -41025.399601 nChanged 2 SP:Iteration 22Q (34.215882 sec): 3 clusters Score: Raw -42409.260650 + Penalty 1371.746849 = -41037.513801 nChanged 3 SP:Iteration 23Q (34.216792 sec): 3 clusters Score: Raw -42412.928119 + Penalty 1370.410419 = -41042.517700 nChanged 3 SP:Iteration 24Q (34.217704 sec): 3 clusters Score: Raw -42414.504919 + Penalty 1369.319319 = -41045.185600 nChanged 2 SP:Iteration 25Q (34.218608 sec): 3 clusters Score: Raw -42415.422114 + Penalty 1369.319319 = -41046.102795 nChanged 0 SP:Iteration 26F (34.219655 sec): 3 clusters Score: Raw -42415.422114 + Penalty 1369.319319 = -41046.102795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.221328 sec): 2 clusters Score: Raw -31862.233631 + Penalty 340.033334 = -31522.200297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.222295 sec): 3 clusters Score: Raw -31651.187442 + Penalty 678.971009 = -30972.216433 nChanged 143 SP:Iteration 1F (34.223247 sec): 3 clusters Score: Raw -31765.192038 + Penalty 673.913300 = -31091.278738 nChanged 62 SP:Iteration 2F (34.224223 sec): 3 clusters Score: Raw -31863.294043 + Penalty 668.545524 = -31194.748519 nChanged 33 SP:Iteration 3F (34.225178 sec): 3 clusters Score: Raw -31903.109024 + Penalty 659.571657 = -31243.537368 nChanged 19 SP:Iteration 4Q (34.226117 sec): 3 clusters Score: Raw -31922.492655 + Penalty 651.693569 = -31270.799087 nChanged 14 SP:Iteration 5Q (34.227051 sec): 3 clusters Score: Raw -31945.468786 + Penalty 645.619899 = -31299.848888 nChanged 16 SP:Iteration 6Q (34.227977 sec): 3 clusters Score: Raw -31963.925430 + Penalty 642.365906 = -31321.559524 nChanged 10 SP:Iteration 7Q (34.228916 sec): 3 clusters Score: Raw -31974.200515 + Penalty 645.273810 = -31328.926705 nChanged 9 SP:Iteration 8Q (34.229831 sec): 3 clusters Score: Raw -31980.633271 + Penalty 647.266427 = -31333.366844 nChanged 12 SP:Iteration 9Q (34.230742 sec): 3 clusters Score: Raw -31991.073882 + Penalty 653.452526 = -31337.621356 nChanged 12 SP:Iteration 10F (34.231690 sec): 3 clusters Score: Raw -32003.388825 + Penalty 662.512164 = -31340.876661 nChanged 13 SP:Iteration 11Q (34.232594 sec): 3 clusters Score: Raw -32016.067229 + Penalty 670.289627 = -31345.777602 nChanged 14 SP:Iteration 12Q (34.233517 sec): 3 clusters Score: Raw -32029.213124 + Penalty 677.447807 = -31351.765316 nChanged 12 SP:Iteration 13Q (34.234413 sec): 3 clusters Score: Raw -32039.653071 + Penalty 681.610353 = -31358.042718 nChanged 7 SP:Iteration 14Q (34.235296 sec): 3 clusters Score: Raw -32043.506950 + Penalty 683.420289 = -31360.086661 nChanged 3 SP:Iteration 15Q (34.236173 sec): 3 clusters Score: Raw -32045.852769 + Penalty 684.532882 = -31361.319887 nChanged 2 SP:Iteration 16Q (34.237047 sec): 3 clusters Score: Raw -32047.128026 + Penalty 686.385391 = -31360.742636 nChanged 3 SP:Iteration 17F (34.238006 sec): 3 clusters Score: Raw -32049.477512 + Penalty 689.779646 = -31359.697867 nChanged 5 SP:Iteration 18F (34.238976 sec): 3 clusters Score: Raw -32051.934034 + Penalty 691.797392 = -31360.136643 nChanged 3 SP:Iteration 19Q (34.239855 sec): 3 clusters Score: Raw -32052.989517 + Penalty 693.191415 = -31359.798102 nChanged 2 SP:Iteration 20F (34.240834 sec): 3 clusters Score: Raw -32054.146536 + Penalty 694.407171 = -31359.739365 nChanged 2 SP:Iteration 21F (34.241782 sec): 3 clusters Score: Raw -32054.831983 + Penalty 695.125347 = -31359.706636 nChanged 1 SP:Iteration 22F (34.242729 sec): 3 clusters Score: Raw -32055.080175 + Penalty 695.404832 = -31359.675343 nChanged 1 SP:Iteration 23F (34.243696 sec): 3 clusters Score: Raw -32055.574591 + Penalty 695.404832 = -31360.169759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.244272 sec): 2 clusters Score: Raw -2258.671765 + Penalty 117.457361 = -2141.214404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.244547 sec): 3 clusters Score: Raw -2281.224570 + Penalty 240.264548 = -2040.960021 nChanged 5 SP:Iteration 1F (34.244829 sec): 3 clusters Score: Raw -2294.361308 + Penalty 255.700997 = -2038.660311 nChanged 2 SP:Iteration 2F (34.245096 sec): 3 clusters Score: Raw -2299.623811 + Penalty 276.169817 = -2023.453994 nChanged 2 SP:Iteration 3F (34.245362 sec): 3 clusters Score: Raw -2305.676008 + Penalty 288.217712 = -2017.458296 nChanged 1 SP:Iteration 4F (34.245628 sec): 3 clusters Score: Raw -2308.745372 + Penalty 304.441815 = -2004.303557 nChanged 1 SP:Iteration 5F (34.245893 sec): 3 clusters Score: Raw -2312.431597 + Penalty 304.441815 = -2007.989783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 20 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.247882 sec): 2 clusters Score: Raw -51246.743256 + Penalty 582.404201 = -50664.339054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.249114 sec): 3 clusters Score: Raw -50960.935136 + Penalty 1173.407776 = -49787.527360 nChanged 203 SP:Iteration 1F (34.250316 sec): 3 clusters Score: Raw -51142.484329 + Penalty 1192.673686 = -49949.810643 nChanged 69 SP:Iteration 2F (34.251507 sec): 3 clusters Score: Raw -51225.949872 + Penalty 1208.977071 = -50016.972801 nChanged 41 SP:Iteration 3F (34.252700 sec): 3 clusters Score: Raw -51281.698960 + Penalty 1222.381098 = -50059.317862 nChanged 34 SP:Iteration 4F (34.253912 sec): 3 clusters Score: Raw -51345.154989 + Penalty 1239.993073 = -50105.161916 nChanged 30 SP:Iteration 5F (34.255108 sec): 3 clusters Score: Raw -51410.175036 + Penalty 1243.459280 = -50166.715756 nChanged 19 SP:Iteration 6Q (34.256225 sec): 3 clusters Score: Raw -51447.513078 + Penalty 1244.394377 = -50203.118700 nChanged 7 SP:Iteration 7Q (34.257296 sec): 3 clusters Score: Raw -51452.944648 + Penalty 1246.183836 = -50206.760813 nChanged 4 SP:Iteration 8Q (34.258370 sec): 3 clusters Score: Raw -51457.023228 + Penalty 1247.794289 = -50209.228939 nChanged 2 SP:Iteration 9Q (34.259427 sec): 3 clusters Score: Raw -51458.560913 + Penalty 1250.608947 = -50207.951967 nChanged 3 SP:Iteration 10F (34.260635 sec): 3 clusters Score: Raw -51462.190306 + Penalty 1255.483524 = -50206.706782 nChanged 4 SP:Iteration 11F (34.261826 sec): 3 clusters Score: Raw -51465.879163 + Penalty 1256.176534 = -50209.702628 nChanged 2 SP:Iteration 12Q (34.262899 sec): 3 clusters Score: Raw -51469.956796 + Penalty 1258.504758 = -50211.452038 nChanged 2 SP:Iteration 13Q (34.263948 sec): 3 clusters Score: Raw -51472.475808 + Penalty 1261.332825 = -50211.142983 nChanged 4 SP:Iteration 14F (34.265198 sec): 3 clusters Score: Raw -51475.643073 + Penalty 1262.897544 = -50212.745530 nChanged 2 SP:Iteration 15Q (34.266277 sec): 3 clusters Score: Raw -51477.801596 + Penalty 1265.099950 = -50212.701646 nChanged 2 SP:Iteration 16F (34.267525 sec): 3 clusters Score: Raw -51479.926505 + Penalty 1267.453524 = -50212.472981 nChanged 2 SP:Iteration 17F (34.268757 sec): 3 clusters Score: Raw -51481.618172 + Penalty 1272.715561 = -50208.902611 nChanged 3 SP:Iteration 18F (34.269947 sec): 3 clusters Score: Raw -51482.829903 + Penalty 1274.398984 = -50208.430918 nChanged 1 SP:Iteration 19F (34.271169 sec): 3 clusters Score: Raw -51483.765977 + Penalty 1274.398984 = -50209.366993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.274779 sec): 2 clusters Score: Raw -89077.051604 + Penalty 689.250994 = -88387.800610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.276817 sec): 3 clusters Score: Raw -88593.565817 + Penalty 1378.828794 = -87214.737023 nChanged 360 SP:Iteration 1F (34.278787 sec): 3 clusters Score: Raw -88982.795257 + Penalty 1383.385950 = -87599.409307 nChanged 150 SP:Iteration 2F (34.280724 sec): 3 clusters Score: Raw -89213.292262 + Penalty 1396.268402 = -87817.023860 nChanged 102 SP:Iteration 3F (34.282670 sec): 3 clusters Score: Raw -89345.753241 + Penalty 1414.347862 = -87931.405380 nChanged 73 SP:Iteration 4F (34.284617 sec): 3 clusters Score: Raw -89418.593706 + Penalty 1424.187230 = -87994.406476 nChanged 40 SP:Iteration 5Q (34.286516 sec): 3 clusters Score: Raw -89454.615929 + Penalty 1433.030204 = -88021.585725 nChanged 26 SP:Iteration 6Q (34.288421 sec): 3 clusters Score: Raw -89473.918500 + Penalty 1438.161393 = -88035.757107 nChanged 13 SP:Iteration 7Q (34.290306 sec): 3 clusters Score: Raw -89485.799168 + Penalty 1437.893003 = -88047.906165 nChanged 8 SP:Iteration 8Q (34.292175 sec): 3 clusters Score: Raw -89490.078667 + Penalty 1439.416701 = -88050.661966 nChanged 7 SP:Iteration 9Q (34.294049 sec): 3 clusters Score: Raw -89495.373383 + Penalty 1439.589827 = -88055.783556 nChanged 5 SP:Iteration 10F (34.295983 sec): 3 clusters Score: Raw -89497.659952 + Penalty 1439.177726 = -88058.482226 nChanged 1 SP:Iteration 11Q (34.297825 sec): 3 clusters Score: Raw -89497.468597 + Penalty 1439.177726 = -88058.290870 nChanged 0 SP:Iteration 12F (34.299726 sec): 3 clusters Score: Raw -89497.468597 + Penalty 1439.177726 = -88058.290870 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 22 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.302692 sec): 2 clusters Score: Raw -51746.204377 + Penalty 491.535034 = -51254.669343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.304051 sec): 3 clusters Score: Raw -51472.887135 + Penalty 994.775459 = -50478.111676 nChanged 216 SP:Iteration 1F (34.305303 sec): 3 clusters Score: Raw -51747.993048 + Penalty 1020.218314 = -50727.774735 nChanged 84 SP:Iteration 2F (34.306596 sec): 3 clusters Score: Raw -51855.327629 + Penalty 1031.337338 = -50823.990292 nChanged 35 SP:Iteration 3F (34.307891 sec): 3 clusters Score: Raw -51892.654069 + Penalty 1037.712839 = -50854.941229 nChanged 22 SP:Iteration 4Q (34.309137 sec): 3 clusters Score: Raw -51906.987520 + Penalty 1043.183625 = -50863.803895 nChanged 11 SP:Iteration 5Q (34.310443 sec): 3 clusters Score: Raw -51919.128312 + Penalty 1046.561725 = -50872.566587 nChanged 10 SP:Iteration 6Q (34.311693 sec): 3 clusters Score: Raw -51925.834602 + Penalty 1044.263951 = -50881.570651 nChanged 3 SP:Iteration 7Q (34.312961 sec): 3 clusters Score: Raw -51927.442202 + Penalty 1044.131993 = -50883.310209 nChanged 2 SP:Iteration 8Q (34.314225 sec): 3 clusters Score: Raw -51929.379330 + Penalty 1044.623741 = -50884.755589 nChanged 2 SP:Iteration 9Q (34.315450 sec): 3 clusters Score: Raw -51929.865277 + Penalty 1046.877426 = -50882.987851 nChanged 3 SP:Iteration 10F (34.316883 sec): 3 clusters Score: Raw -51930.783016 + Penalty 1047.408691 = -50883.374325 nChanged 1 SP:Iteration 11Q (34.318396 sec): 3 clusters Score: Raw -51931.233974 + Penalty 1047.595753 = -50883.638221 nChanged 1 SP:Iteration 12Q (34.319727 sec): 3 clusters Score: Raw -51931.663632 + Penalty 1047.595753 = -50884.067879 nChanged 0 SP:Iteration 13F (34.321103 sec): 3 clusters Score: Raw -51931.663632 + Penalty 1047.595753 = -50884.067879 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.335058 sec): 2 clusters Score: Raw -221469.046084 + Penalty 250.284124 = -221218.761961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.340412 sec): 3 clusters Score: Raw -219727.381566 + Penalty 518.109584 = -219209.271982 nChanged 1266 SP:Iteration 1F (34.345716 sec): 3 clusters Score: Raw -220852.397108 + Penalty 530.879066 = -220321.518042 nChanged 251 SP:Iteration 2F (34.351264 sec): 3 clusters Score: Raw -221001.919359 + Penalty 541.486090 = -220460.433270 nChanged 111 SP:Iteration 3Q (34.356609 sec): 3 clusters Score: Raw -221076.720332 + Penalty 550.967561 = -220525.752771 nChanged 109 SP:Iteration 4Q (34.362004 sec): 3 clusters Score: Raw -221130.983891 + Penalty 556.311624 = -220574.672267 nChanged 76 SP:Iteration 5Q (34.367417 sec): 3 clusters Score: Raw -221158.471713 + Penalty 562.257846 = -220596.213868 nChanged 56 SP:Iteration 6Q (34.372583 sec): 3 clusters Score: Raw -221175.271226 + Penalty 566.461559 = -220608.809667 nChanged 41 SP:Iteration 7Q (34.377553 sec): 3 clusters Score: Raw -221188.244424 + Penalty 569.296783 = -220618.947641 nChanged 51 SP:Iteration 8Q (34.382618 sec): 3 clusters Score: Raw -221206.622388 + Penalty 573.112040 = -220633.510348 nChanged 52 SP:Iteration 9Q (34.387590 sec): 3 clusters Score: Raw -221231.115220 + Penalty 576.814356 = -220654.300864 nChanged 59 SP:Iteration 10F (34.393226 sec): 3 clusters Score: Raw -221264.478872 + Penalty 580.245227 = -220684.233645 nChanged 60 SP:Iteration 11Q (34.398136 sec): 3 clusters Score: Raw -221301.854763 + Penalty 583.386481 = -220718.468282 nChanged 47 SP:Iteration 12Q (34.402798 sec): 3 clusters Score: Raw -221331.235977 + Penalty 588.173263 = -220743.062714 nChanged 49 SP:Iteration 13Q (34.407311 sec): 3 clusters Score: Raw -221357.185356 + Penalty 584.775607 = -220772.409749 nChanged 46 SP:Iteration 14Q (34.411808 sec): 3 clusters Score: Raw -221380.959749 + Penalty 587.126237 = -220793.833512 nChanged 37 SP:Iteration 15Q (34.416103 sec): 3 clusters Score: Raw -221395.222918 + Penalty 582.933272 = -220812.289646 nChanged 26 SP:Iteration 16Q (34.420400 sec): 3 clusters Score: Raw -221406.667663 + Penalty 584.131654 = -220822.536009 nChanged 20 SP:Iteration 17Q (34.424760 sec): 3 clusters Score: Raw -221416.671134 + Penalty 583.143467 = -220833.527668 nChanged 23 SP:Iteration 18Q (34.428999 sec): 3 clusters Score: Raw -221431.042080 + Penalty 579.676372 = -220851.365708 nChanged 15 SP:Iteration 19Q (34.433278 sec): 3 clusters Score: Raw -221438.161248 + Penalty 583.661302 = -220854.499946 nChanged 13 SP:Iteration 20F (34.438330 sec): 3 clusters Score: Raw -221444.219896 + Penalty 583.725323 = -220860.494573 nChanged 10 SP:Iteration 21Q (34.442531 sec): 3 clusters Score: Raw -221447.539666 + Penalty 587.656561 = -220859.883105 nChanged 7 SP:Iteration 22F (34.447501 sec): 3 clusters Score: Raw -221449.438009 + Penalty 586.614816 = -220862.823194 nChanged 6 SP:Iteration 23Q (34.451622 sec): 3 clusters Score: Raw -221451.639562 + Penalty 587.515391 = -220864.124171 nChanged 4 SP:Iteration 24Q (34.455797 sec): 3 clusters Score: Raw -221452.517154 + Penalty 586.048349 = -220866.468806 nChanged 4 SP:Iteration 25Q (34.459968 sec): 3 clusters Score: Raw -221453.399186 + Penalty 588.545272 = -220864.853914 nChanged 4 SP:Iteration 26F (34.465214 sec): 3 clusters Score: Raw -221453.856142 + Penalty 589.678768 = -220864.177374 nChanged 2 SP:Iteration 27F (34.470419 sec): 3 clusters Score: Raw -221453.825587 + Penalty 589.678768 = -220864.146819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 25 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.476138 sec): 2 clusters Score: Raw -80762.653753 + Penalty 398.636681 = -80364.017072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.478119 sec): 3 clusters Score: Raw -80177.717225 + Penalty 857.404316 = -79320.312910 nChanged 403 SP:Iteration 1F (34.480085 sec): 3 clusters Score: Raw -80582.071577 + Penalty 884.917043 = -79697.154534 nChanged 148 SP:Iteration 2F (34.481985 sec): 3 clusters Score: Raw -80783.214721 + Penalty 895.301977 = -79887.912743 nChanged 61 SP:Iteration 3F (34.483909 sec): 3 clusters Score: Raw -80849.329535 + Penalty 895.741104 = -79953.588431 nChanged 29 SP:Iteration 4Q (34.485688 sec): 3 clusters Score: Raw -80861.426551 + Penalty 893.744644 = -79967.681907 nChanged 9 SP:Iteration 5Q (34.487591 sec): 3 clusters Score: Raw -80864.107621 + Penalty 893.955437 = -79970.152184 nChanged 7 SP:Iteration 6Q (34.489489 sec): 3 clusters Score: Raw -80865.313012 + Penalty 894.121323 = -79971.191689 nChanged 4 SP:Iteration 7Q (34.491303 sec): 3 clusters Score: Raw -80865.456884 + Penalty 894.121323 = -79971.335560 nChanged 0 SP:Iteration 8F (34.493225 sec): 3 clusters Score: Raw -80865.456884 + Penalty 894.121323 = -79971.335560 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (2320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.500468 sec): 2 clusters Score: Raw -183081.045084 + Penalty 89.559698 = -182991.485386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.504829 sec): 3 clusters Score: Raw -181585.367823 + Penalty 177.828969 = -181407.538854 nChanged 1112 SP:Iteration 1F (34.509090 sec): 3 clusters Score: Raw -182338.436940 + Penalty 176.745130 = -182161.691810 nChanged 202 SP:Iteration 2F (34.513339 sec): 3 clusters Score: Raw -182543.044925 + Penalty 176.931557 = -182366.113368 nChanged 155 SP:Iteration 3F (34.517536 sec): 3 clusters Score: Raw -182653.394827 + Penalty 177.048702 = -182476.346126 nChanged 74 SP:Iteration 4Q (34.521811 sec): 3 clusters Score: Raw -182677.588846 + Penalty 176.919823 = -182500.669024 nChanged 29 SP:Iteration 5Q (34.526312 sec): 3 clusters Score: Raw -182681.402722 + Penalty 176.907376 = -182504.495346 nChanged 15 SP:Iteration 6Q (34.530613 sec): 3 clusters Score: Raw -182682.742998 + Penalty 176.771791 = -182505.971207 nChanged 9 SP:Iteration 7Q (34.534866 sec): 3 clusters Score: Raw -182683.599862 + Penalty 176.682318 = -182506.917544 nChanged 7 SP:Iteration 8Q (34.539145 sec): 3 clusters Score: Raw -182684.059471 + Penalty 176.512246 = -182507.547225 nChanged 7 SP:Iteration 9Q (34.543418 sec): 3 clusters Score: Raw -182685.181753 + Penalty 176.311229 = -182508.870524 nChanged 12 SP:Iteration 10F (34.547818 sec): 3 clusters Score: Raw -182686.691567 + Penalty 176.131762 = -182510.559805 nChanged 13 SP:Iteration 11Q (34.552311 sec): 3 clusters Score: Raw -182687.788318 + Penalty 176.097368 = -182511.690950 nChanged 6 SP:Iteration 12Q (34.556579 sec): 3 clusters Score: Raw -182688.484713 + Penalty 176.111144 = -182512.373569 nChanged 7 SP:Iteration 13Q (34.560730 sec): 3 clusters Score: Raw -182689.075636 + Penalty 176.092904 = -182512.982732 nChanged 10 SP:Iteration 14Q (34.564944 sec): 3 clusters Score: Raw -182689.607060 + Penalty 176.091718 = -182513.515342 nChanged 5 SP:Iteration 15Q (34.569150 sec): 3 clusters Score: Raw -182689.844846 + Penalty 175.998466 = -182513.846380 nChanged 9 SP:Iteration 16Q (34.573375 sec): 3 clusters Score: Raw -182690.357270 + Penalty 175.953673 = -182514.403597 nChanged 9 SP:Iteration 17Q (34.577632 sec): 3 clusters Score: Raw -182691.027783 + Penalty 175.929921 = -182515.097862 nChanged 9 SP:Iteration 18Q (34.581832 sec): 3 clusters Score: Raw -182691.913405 + Penalty 175.589880 = -182516.323525 nChanged 19 SP:Iteration 19Q (34.586029 sec): 3 clusters Score: Raw -182693.972846 + Penalty 175.445335 = -182518.527511 nChanged 12 SP:Iteration 20F (34.590271 sec): 3 clusters Score: Raw -182695.276062 + Penalty 175.243481 = -182520.032580 nChanged 11 SP:Iteration 21Q (34.594408 sec): 3 clusters Score: Raw -182696.970883 + Penalty 175.249582 = -182521.721300 nChanged 13 SP:Iteration 22Q (34.598531 sec): 3 clusters Score: Raw -182699.147222 + Penalty 175.015906 = -182524.131316 nChanged 17 SP:Iteration 23Q (34.602773 sec): 3 clusters Score: Raw -182702.657463 + Penalty 174.118103 = -182528.539360 nChanged 23 SP:Iteration 24Q (34.606924 sec): 3 clusters Score: Raw -182709.338799 + Penalty 173.519823 = -182535.818976 nChanged 33 SP:Iteration 25Q (34.611127 sec): 3 clusters Score: Raw -182718.999672 + Penalty 172.632256 = -182546.367416 nChanged 36 SP:Iteration 26Q (34.615319 sec): 3 clusters Score: Raw -182731.082239 + Penalty 171.711027 = -182559.371213 nChanged 45 SP:Iteration 27Q (34.619418 sec): 3 clusters Score: Raw -182747.637372 + Penalty 171.223079 = -182576.414293 nChanged 51 SP:Iteration 28Q (34.623450 sec): 3 clusters Score: Raw -182763.719764 + Penalty 170.706002 = -182593.013761 nChanged 41 SP:Iteration 29Q (34.627417 sec): 3 clusters Score: Raw -182775.884223 + Penalty 167.447224 = -182608.436999 nChanged 41 SP:Iteration 30F (34.631626 sec): 3 clusters Score: Raw -182787.506998 + Penalty 165.972104 = -182621.534894 nChanged 40 SP:Iteration 31Q (34.635611 sec): 3 clusters Score: Raw -182800.199106 + Penalty 164.566150 = -182635.632956 nChanged 38 SP:Iteration 32Q (34.639580 sec): 3 clusters Score: Raw -182811.511176 + Penalty 163.434613 = -182648.076563 nChanged 36 SP:Iteration 33Q (34.643494 sec): 3 clusters Score: Raw -182821.947156 + Penalty 162.217287 = -182659.729868 nChanged 36 SP:Iteration 34Q (34.647428 sec): 3 clusters Score: Raw -182834.978139 + Penalty 157.293510 = -182677.684629 nChanged 49 SP:Iteration 35Q (34.651263 sec): 3 clusters Score: Raw -182856.158916 + Penalty 157.105547 = -182699.053368 nChanged 51 SP:Iteration 36Q (34.655153 sec): 3 clusters Score: Raw -182883.078552 + Penalty 156.087588 = -182726.990964 nChanged 47 SP:Iteration 37Q (34.658931 sec): 3 clusters Score: Raw -182903.423977 + Penalty 154.845231 = -182748.578746 nChanged 34 SP:Iteration 38Q (34.662622 sec): 3 clusters Score: Raw -182919.279260 + Penalty 156.503348 = -182762.775912 nChanged 37 SP:Iteration 39Q (34.666558 sec): 3 clusters Score: Raw -182936.512483 + Penalty 151.180197 = -182785.332286 nChanged 39 SP:Iteration 40F (34.671023 sec): 3 clusters Score: Raw -182953.897209 + Penalty 152.396682 = -182801.500527 nChanged 31 SP:Iteration 41Q (34.674782 sec): 3 clusters Score: Raw -182968.323984 + Penalty 149.523077 = -182818.800907 nChanged 36 SP:Iteration 42Q (34.678600 sec): 3 clusters Score: Raw -182986.778917 + Penalty 150.374132 = -182836.404784 nChanged 37 SP:Iteration 43Q (34.682426 sec): 3 clusters Score: Raw -183015.434448 + Penalty 158.279913 = -182857.154535 nChanged 41 SP:Iteration 44Q (34.686019 sec): 3 clusters Score: Raw -183055.641045 + Penalty 89.559698 = -182966.081347 nChanged 22 SP:Iteration 45Q (34.689225 sec): 2 clusters Score: Raw -183081.045084 + Penalty 89.559698 = -182991.485386 nChanged 0 SP:Iteration 46F (34.692390 sec): 2 clusters Score: Raw -183081.045084 + Penalty 89.559698 = -182991.485386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.695109 sec): 2 clusters Score: Raw -15085.214582 + Penalty 490.768089 = -14594.446493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.695658 sec): 3 clusters Score: Raw -15052.005237 + Penalty 988.769945 = -14063.235292 nChanged 39 SP:Iteration 1F (34.696197 sec): 3 clusters Score: Raw -15123.814137 + Penalty 995.112184 = -14128.701953 nChanged 16 SP:Iteration 2F (34.696735 sec): 3 clusters Score: Raw -15156.926464 + Penalty 1010.033746 = -14146.892718 nChanged 11 SP:Iteration 3F (34.697293 sec): 3 clusters Score: Raw -15173.936542 + Penalty 1015.167272 = -14158.769270 nChanged 2 SP:Iteration 4Q (34.697810 sec): 3 clusters Score: Raw -15178.776380 + Penalty 1015.167272 = -14163.609108 nChanged 0 SP:Iteration 5F (34.698351 sec): 3 clusters Score: Raw -15178.776380 + Penalty 1015.167272 = -14163.609108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.700330 sec): 2 clusters Score: Raw -50041.904628 + Penalty 1010.949806 = -49030.954822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.701493 sec): 3 clusters Score: Raw -49909.909962 + Penalty 2022.112650 = -47887.797311 nChanged 129 SP:Iteration 1F (34.702690 sec): 3 clusters Score: Raw -50076.717112 + Penalty 2022.635473 = -48054.081639 nChanged 25 SP:Iteration 2Q (34.703824 sec): 3 clusters Score: Raw -50120.709247 + Penalty 2022.851954 = -48097.857293 nChanged 16 SP:Iteration 3Q (34.704942 sec): 3 clusters Score: Raw -50151.068965 + Penalty 2023.035446 = -48128.033519 nChanged 13 SP:Iteration 4Q (34.706049 sec): 3 clusters Score: Raw -50164.413266 + Penalty 2022.990182 = -48141.423084 nChanged 5 SP:Iteration 5Q (34.707221 sec): 3 clusters Score: Raw -50173.746407 + Penalty 2022.924763 = -48150.821644 nChanged 7 SP:Iteration 6Q (34.708439 sec): 3 clusters Score: Raw -50192.589008 + Penalty 2022.940844 = -48169.648164 nChanged 5 SP:Iteration 7Q (34.709609 sec): 3 clusters Score: Raw -50199.446982 + Penalty 2022.816069 = -48176.630913 nChanged 3 SP:Iteration 8Q (34.710744 sec): 3 clusters Score: Raw -50205.462589 + Penalty 2022.937409 = -48182.525180 nChanged 4 SP:Iteration 9Q (34.711876 sec): 3 clusters Score: Raw -50207.976198 + Penalty 2022.923487 = -48185.052712 nChanged 1 SP:Iteration 10F (34.713069 sec): 3 clusters Score: Raw -50208.198282 + Penalty 2022.908898 = -48185.289383 nChanged 1 SP:Iteration 11Q (34.714232 sec): 3 clusters Score: Raw -50209.683650 + Penalty 2022.908898 = -48186.774752 nChanged 0 SP:Iteration 12F (34.715433 sec): 3 clusters Score: Raw -50209.683650 + Penalty 2022.908898 = -48186.774752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.716951 sec): 2 clusters Score: Raw -21595.401861 + Penalty 720.703879 = -20874.697982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.717587 sec): 3 clusters Score: Raw -21535.457473 + Penalty 1442.674248 = -20092.783225 nChanged 40 SP:Iteration 1F (34.718208 sec): 3 clusters Score: Raw -21608.850047 + Penalty 1443.080104 = -20165.769943 nChanged 22 SP:Iteration 2F (34.718832 sec): 3 clusters Score: Raw -21648.412511 + Penalty 1444.444195 = -20203.968316 nChanged 12 SP:Iteration 3F (34.719453 sec): 3 clusters Score: Raw -21672.764490 + Penalty 1446.171893 = -20226.592597 nChanged 10 SP:Iteration 4Q (34.720053 sec): 3 clusters Score: Raw -21691.548644 + Penalty 1450.590387 = -20240.958256 nChanged 10 SP:Iteration 5Q (34.720649 sec): 3 clusters Score: Raw -21711.619503 + Penalty 1450.603588 = -20261.015915 nChanged 3 SP:Iteration 6Q (34.721241 sec): 3 clusters Score: Raw -21715.986487 + Penalty 1449.972390 = -20266.014097 nChanged 1 SP:Iteration 7Q (34.721826 sec): 3 clusters Score: Raw -21719.767132 + Penalty 1449.367391 = -20270.399741 nChanged 2 SP:Iteration 8Q (34.722407 sec): 3 clusters Score: Raw -21727.581214 + Penalty 1448.624474 = -20278.956740 nChanged 2 SP:Iteration 9Q (34.722987 sec): 3 clusters Score: Raw -21730.677658 + Penalty 1448.284519 = -20282.393139 nChanged 1 SP:Iteration 10F (34.723606 sec): 3 clusters Score: Raw -21732.894754 + Penalty 1447.897397 = -20284.997358 nChanged 1 SP:Iteration 11Q (34.724184 sec): 3 clusters Score: Raw -21736.780474 + Penalty 1447.034637 = -20289.745837 nChanged 2 SP:Iteration 12Q (34.724762 sec): 3 clusters Score: Raw -21741.930850 + Penalty 1447.034637 = -20294.896213 nChanged 0 SP:Iteration 13F (34.725384 sec): 3 clusters Score: Raw -21741.930850 + Penalty 1447.034637 = -20294.896213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.726839 sec): 2 clusters Score: Raw -26267.052351 + Penalty 602.626707 = -25664.425644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.727686 sec): 3 clusters Score: Raw -26197.875553 + Penalty 1216.877478 = -24980.998075 nChanged 89 SP:Iteration 1F (34.728553 sec): 3 clusters Score: Raw -26317.320729 + Penalty 1223.320591 = -25094.000138 nChanged 25 SP:Iteration 2F (34.729381 sec): 3 clusters Score: Raw -26368.694160 + Penalty 1225.175723 = -25143.518437 nChanged 14 SP:Iteration 3Q (34.730185 sec): 3 clusters Score: Raw -26398.938511 + Penalty 1231.716002 = -25167.222509 nChanged 4 SP:Iteration 4Q (34.730976 sec): 3 clusters Score: Raw -26406.384474 + Penalty 1230.163831 = -25176.220642 nChanged 2 SP:Iteration 5Q (34.731757 sec): 3 clusters Score: Raw -26412.290582 + Penalty 1228.685917 = -25183.604666 nChanged 4 SP:Iteration 6Q (34.732531 sec): 3 clusters Score: Raw -26418.892121 + Penalty 1229.592388 = -25189.299733 nChanged 1 SP:Iteration 7Q (34.733295 sec): 3 clusters Score: Raw -26419.864290 + Penalty 1229.592388 = -25190.271902 nChanged 0 SP:Iteration 8F (34.734121 sec): 3 clusters Score: Raw -26419.864290 + Penalty 1229.592388 = -25190.271902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.735524 sec): 2 clusters Score: Raw -34183.296643 + Penalty 860.285714 = -33323.010929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.736377 sec): 3 clusters Score: Raw -34084.112135 + Penalty 1717.999964 = -32366.112171 nChanged 79 SP:Iteration 1F (34.737211 sec): 3 clusters Score: Raw -34187.786448 + Penalty 1715.443184 = -32472.343264 nChanged 22 SP:Iteration 2F (34.738047 sec): 3 clusters Score: Raw -34211.177730 + Penalty 1714.472993 = -32496.704737 nChanged 7 SP:Iteration 3Q (34.738875 sec): 3 clusters Score: Raw -34217.584345 + Penalty 1712.747353 = -32504.836992 nChanged 6 SP:Iteration 4Q (34.739700 sec): 3 clusters Score: Raw -34225.193052 + Penalty 1711.735980 = -32513.457072 nChanged 3 SP:Iteration 5Q (34.740540 sec): 3 clusters Score: Raw -34227.390905 + Penalty 1710.425090 = -32516.965815 nChanged 3 SP:Iteration 6Q (34.741366 sec): 3 clusters Score: Raw -34230.803033 + Penalty 1709.968513 = -32520.834519 nChanged 1 SP:Iteration 7Q (34.742189 sec): 3 clusters Score: Raw -34231.018195 + Penalty 1709.968513 = -32521.049682 nChanged 0 SP:Iteration 8F (34.743019 sec): 3 clusters Score: Raw -34231.018195 + Penalty 1709.968513 = -32521.049682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.744669 sec): 2 clusters Score: Raw -22332.543945 + Penalty 362.454699 = -21970.089246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.745391 sec): 3 clusters Score: Raw -22229.093792 + Penalty 717.504815 = -21511.588977 nChanged 95 SP:Iteration 1F (34.746084 sec): 3 clusters Score: Raw -22349.435565 + Penalty 715.965756 = -21633.469809 nChanged 35 SP:Iteration 2F (34.746775 sec): 3 clusters Score: Raw -22381.926684 + Penalty 716.181072 = -21665.745613 nChanged 15 SP:Iteration 3F (34.747467 sec): 3 clusters Score: Raw -22397.245970 + Penalty 718.684855 = -21678.561115 nChanged 7 SP:Iteration 4Q (34.748137 sec): 3 clusters Score: Raw -22400.111206 + Penalty 718.684855 = -21681.426351 nChanged 0 SP:Iteration 5F (34.748805 sec): 3 clusters Score: Raw -22400.111206 + Penalty 718.684855 = -21681.426351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.750665 sec): 2 clusters Score: Raw -45748.376825 + Penalty 659.765163 = -45088.611662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.751783 sec): 3 clusters Score: Raw -45496.829755 + Penalty 1318.837245 = -44177.992509 nChanged 148 SP:Iteration 1F (34.753042 sec): 3 clusters Score: Raw -45611.483726 + Penalty 1319.391594 = -44292.092132 nChanged 57 SP:Iteration 2F (34.754196 sec): 3 clusters Score: Raw -45676.137307 + Penalty 1319.204520 = -44356.932787 nChanged 41 SP:Iteration 3F (34.755348 sec): 3 clusters Score: Raw -45715.262719 + Penalty 1319.026234 = -44396.236485 nChanged 26 SP:Iteration 4F (34.756451 sec): 3 clusters Score: Raw -45734.506742 + Penalty 1318.615969 = -44415.890773 nChanged 15 SP:Iteration 5Q (34.757528 sec): 3 clusters Score: Raw -45743.641543 + Penalty 1317.966792 = -44425.674752 nChanged 6 SP:Iteration 6Q (34.758623 sec): 3 clusters Score: Raw -45745.999594 + Penalty 1317.500627 = -44428.498967 nChanged 4 SP:Iteration 7Q (34.759715 sec): 3 clusters Score: Raw -45749.457471 + Penalty 1316.557123 = -44432.900348 nChanged 4 SP:Iteration 8Q (34.760792 sec): 3 clusters Score: Raw -45751.554701 + Penalty 1316.181230 = -44435.373471 nChanged 3 SP:Iteration 9Q (34.761861 sec): 3 clusters Score: Raw -45752.190447 + Penalty 1316.181230 = -44436.009217 nChanged 0 SP:Iteration 10F (34.762958 sec): 3 clusters Score: Raw -45752.190447 + Penalty 1316.181230 = -44436.009217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.763658 sec): 2 clusters Score: Raw -5352.623517 + Penalty 136.839905 = -5215.783612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.764044 sec): 3 clusters Score: Raw -5415.191244 + Penalty 274.818210 = -5140.373034 nChanged 21 SP:Iteration 1F (34.764409 sec): 3 clusters Score: Raw -5435.157806 + Penalty 276.900245 = -5158.257561 nChanged 2 SP:Iteration 2Q (34.764760 sec): 3 clusters Score: Raw -5435.741407 + Penalty 278.530248 = -5157.211159 nChanged 2 SP:Iteration 3F (34.765120 sec): 3 clusters Score: Raw -5440.744230 + Penalty 280.351465 = -5160.392765 nChanged 3 SP:Iteration 4Q (34.765468 sec): 3 clusters Score: Raw -5443.998066 + Penalty 284.877716 = -5159.120350 nChanged 2 SP:Iteration 5F (34.765828 sec): 3 clusters Score: Raw -5445.121998 + Penalty 287.611663 = -5157.510335 nChanged 1 SP:Iteration 6F (34.766189 sec): 3 clusters Score: Raw -5445.589017 + Penalty 287.611663 = -5157.977354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 78 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.768415 sec): 2 clusters Score: Raw -58785.407239 + Penalty 772.488493 = -58012.918746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.769781 sec): 3 clusters Score: Raw -58523.164375 + Penalty 1545.034806 = -56978.129569 nChanged 185 SP:Iteration 1F (34.771103 sec): 3 clusters Score: Raw -58641.230860 + Penalty 1544.049517 = -57097.181343 nChanged 65 SP:Iteration 2F (34.772421 sec): 3 clusters Score: Raw -58702.076050 + Penalty 1542.393603 = -57159.682447 nChanged 45 SP:Iteration 3F (34.773910 sec): 3 clusters Score: Raw -58752.440021 + Penalty 1540.492244 = -57211.947777 nChanged 43 SP:Iteration 4F (34.775262 sec): 3 clusters Score: Raw -58790.220980 + Penalty 1541.072251 = -57249.148729 nChanged 25 SP:Iteration 5Q (34.776588 sec): 3 clusters Score: Raw -58810.599188 + Penalty 1539.388076 = -57271.211112 nChanged 17 SP:Iteration 6Q (34.777898 sec): 3 clusters Score: Raw -58825.674851 + Penalty 1541.245551 = -57284.429300 nChanged 23 SP:Iteration 7Q (34.779220 sec): 3 clusters Score: Raw -58849.217246 + Penalty 1543.715515 = -57305.501731 nChanged 17 SP:Iteration 8Q (34.780525 sec): 3 clusters Score: Raw -58861.553997 + Penalty 1546.393522 = -57315.160475 nChanged 20 SP:Iteration 9Q (34.781843 sec): 3 clusters Score: Raw -58879.786270 + Penalty 1546.815070 = -57332.971200 nChanged 12 SP:Iteration 10F (34.783155 sec): 3 clusters Score: Raw -58887.969155 + Penalty 1544.806356 = -57343.162798 nChanged 9 SP:Iteration 11Q (34.784479 sec): 3 clusters Score: Raw -58892.319603 + Penalty 1545.966064 = -57346.353538 nChanged 4 SP:Iteration 12Q (34.785803 sec): 3 clusters Score: Raw -58894.763012 + Penalty 1546.244108 = -57348.518904 nChanged 2 SP:Iteration 13Q (34.787108 sec): 3 clusters Score: Raw -58895.477980 + Penalty 1546.545910 = -57348.932069 nChanged 2 SP:Iteration 14Q (34.788446 sec): 3 clusters Score: Raw -58898.047132 + Penalty 1546.669845 = -57351.377287 nChanged 1 SP:Iteration 15Q (34.789763 sec): 3 clusters Score: Raw -58898.937068 + Penalty 1546.367677 = -57352.569391 nChanged 1 SP:Iteration 16Q (34.791066 sec): 3 clusters Score: Raw -58899.998779 + Penalty 1546.770837 = -57353.227943 nChanged 2 SP:Iteration 17Q (34.792371 sec): 3 clusters Score: Raw -58901.370989 + Penalty 1546.770837 = -57354.600152 nChanged 0 SP:Iteration 18F (34.793701 sec): 3 clusters Score: Raw -58901.370989 + Penalty 1546.770837 = -57354.600152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.795068 sec): 2 clusters Score: Raw -27246.994294 + Penalty 511.133614 = -26735.860680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.795869 sec): 3 clusters Score: Raw -27152.044263 + Penalty 1018.879817 = -26133.164446 nChanged 95 SP:Iteration 1F (34.796655 sec): 3 clusters Score: Raw -27331.230182 + Penalty 997.853520 = -26333.376661 nChanged 35 SP:Iteration 2F (34.797439 sec): 3 clusters Score: Raw -27401.941787 + Penalty 976.164548 = -26425.777239 nChanged 23 SP:Iteration 3F (34.798222 sec): 3 clusters Score: Raw -27440.993136 + Penalty 965.011542 = -26475.981594 nChanged 6 SP:Iteration 4Q (34.798994 sec): 3 clusters Score: Raw -27453.891625 + Penalty 965.011542 = -26488.880082 nChanged 0 SP:Iteration 5F (34.799789 sec): 3 clusters Score: Raw -27453.891625 + Penalty 965.011542 = -26488.880082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.800252 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.800442 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.800889 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.801069 sec): 2 clusters Score: Raw -72.777118 + Penalty 0.000000 = -72.777118 nChanged 0 Deleting Class 202 (1 points): Lose 4.730284 but Gain 50.115012 Iteration 119Q (34.896354 sec): 32 clusters Score: Raw -1803855.196185 + Penalty 28443.038049 = -1775412.158136 nChanged 162 Deleting Class 62 (502 points): Lose 1009.788368 but Gain 1055.899317 Iteration 120F (35.253237 sec): 31 clusters Score: Raw -1803020.045320 + Penalty 27531.489977 = -1775488.555343 nChanged 664 Deleting Class 36 (194 points): Lose 904.037956 but Gain 936.697061 Iteration 121Q (35.334537 sec): 30 clusters Score: Raw -1802992.378948 + Penalty 26640.072847 = -1776352.306101 nChanged 418 Deleting Class 181 (1 points): Lose 24.705504 but Gain 50.115012 Iteration 122Q (35.412087 sec): 29 clusters Score: Raw -1803444.467697 + Penalty 26596.368316 = -1776848.099381 nChanged 166 Iteration 123Q (35.484258 sec): 29 clusters Score: Raw -1803525.143532 + Penalty 26601.312429 = -1776923.831102 nChanged 117 Iteration 124Q (35.556318 sec): 29 clusters Score: Raw -1803568.234394 + Penalty 26608.244858 = -1776959.989536 nChanged 82 Iteration 125Q (35.627572 sec): 29 clusters Score: Raw -1803600.053576 + Penalty 26612.949231 = -1776987.104346 nChanged 67 Iteration 126Q (35.697987 sec): 29 clusters Score: Raw -1803622.063735 + Penalty 26613.047313 = -1777009.016422 nChanged 46 Iteration 127Q (35.774127 sec): 29 clusters Score: Raw -1803631.364833 + Penalty 26617.983642 = -1777013.381191 nChanged 24 Iteration 128Q (35.844635 sec): 29 clusters Score: Raw -1803636.047007 + Penalty 26619.371503 = -1777016.675504 nChanged 24 Iteration 129Q (35.917863 sec): 29 clusters Score: Raw -1803640.488202 + Penalty 26618.584069 = -1777021.904134 nChanged 17 Iteration 130F (36.236776 sec): 29 clusters Score: Raw -1803648.899443 + Penalty 26625.920031 = -1777022.979412 nChanged 22 Iteration 131Q (36.308895 sec): 29 clusters Score: Raw -1803654.525648 + Penalty 26629.748462 = -1777024.777186 nChanged 17 Iteration 132Q (36.380825 sec): 29 clusters Score: Raw -1803657.350745 + Penalty 26633.606909 = -1777023.743836 nChanged 18 Iteration 133F (36.699294 sec): 29 clusters Score: Raw -1803660.471346 + Penalty 26640.969498 = -1777019.501848 nChanged 19 Iteration 134F (37.017919 sec): 29 clusters Score: Raw -1803664.903813 + Penalty 26642.017562 = -1777022.886251 nChanged 16 Iteration 135Q (37.089922 sec): 29 clusters Score: Raw -1803670.459635 + Penalty 26645.180078 = -1777025.279557 nChanged 13 Iteration 136Q (37.162636 sec): 29 clusters Score: Raw -1803672.487990 + Penalty 26647.334077 = -1777025.153913 nChanged 9 Iteration 137F (37.479160 sec): 29 clusters Score: Raw -1803673.698111 + Penalty 26645.449982 = -1777028.248129 nChanged 8 Iteration 138Q (37.550515 sec): 29 clusters Score: Raw -1803674.400551 + Penalty 26645.991015 = -1777028.409536 nChanged 7 Iteration 139Q (37.620921 sec): 29 clusters Score: Raw -1803674.974885 + Penalty 26648.458917 = -1777026.515968 nChanged 8 Iteration 140F (37.941930 sec): 29 clusters Score: Raw -1803675.717011 + Penalty 26650.128292 = -1777025.588719 nChanged 9 Iteration 141F (38.269652 sec): 29 clusters Score: Raw -1803676.169036 + Penalty 26651.947010 = -1777024.222026 nChanged 7 Iteration 142F (38.585603 sec): 29 clusters Score: Raw -1803676.828076 + Penalty 26653.165736 = -1777023.662340 nChanged 5 Iteration 143F (38.903220 sec): 29 clusters Score: Raw -1803677.204031 + Penalty 26653.640314 = -1777023.563716 nChanged 2 Iteration 144F (39.223749 sec): 29 clusters Score: Raw -1803677.274827 + Penalty 26654.030036 = -1777023.244791 nChanged 1 Iteration 145F (39.538551 sec): 29 clusters Score: Raw -1803677.302541 + Penalty 26654.735225 = -1777022.567315 nChanged 3 Iteration 146F (39.857310 sec): 29 clusters Score: Raw -1803677.423701 + Penalty 26655.288549 = -1777022.135152 nChanged 3 Iteration 147F (40.173600 sec): 29 clusters Score: Raw -1803677.528116 + Penalty 26655.492196 = -1777022.035920 nChanged 3 Iteration 148F (40.492556 sec): 29 clusters Score: Raw -1803677.631608 + Penalty 26655.492196 = -1777022.139412 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 -1803677.631608 + Penalty 26655.492196 = -1777022.139412Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.547075 sec): 2 clusters Score: Raw -100740.661581 + Penalty 454.367945 = -100286.293636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.549417 sec): 3 clusters Score: Raw -100073.232407 + Penalty 908.702666 = -99164.529741 nChanged 472 SP:Iteration 1F (40.551753 sec): 3 clusters Score: Raw -100326.874347 + Penalty 911.484935 = -99415.389413 nChanged 123 SP:Iteration 2F (40.554045 sec): 3 clusters Score: Raw -100408.238503 + Penalty 914.858097 = -99493.380406 nChanged 82 SP:Iteration 3F (40.556349 sec): 3 clusters Score: Raw -100473.087782 + Penalty 918.004507 = -99555.083275 nChanged 73 SP:Iteration 4F (40.558645 sec): 3 clusters Score: Raw -100534.939854 + Penalty 919.943943 = -99614.995911 nChanged 67 SP:Iteration 5F (40.560907 sec): 3 clusters Score: Raw -100586.996970 + Penalty 924.025103 = -99662.971867 nChanged 52 SP:Iteration 6Q (40.563160 sec): 3 clusters Score: Raw -100613.367078 + Penalty 931.445274 = -99681.921804 nChanged 46 SP:Iteration 7Q (40.565431 sec): 3 clusters Score: Raw -100641.710818 + Penalty 938.505035 = -99703.205783 nChanged 49 SP:Iteration 8Q (40.567687 sec): 3 clusters Score: Raw -100677.939370 + Penalty 955.520642 = -99722.418728 nChanged 46 SP:Iteration 9Q (40.569891 sec): 3 clusters Score: Raw -100723.179649 + Penalty 978.725896 = -99744.453753 nChanged 44 SP:Iteration 10F (40.572146 sec): 3 clusters Score: Raw -100768.068988 + Penalty 992.515559 = -99775.553430 nChanged 24 SP:Iteration 11Q (40.574320 sec): 3 clusters Score: Raw -100783.335837 + Penalty 1005.317635 = -99778.018202 nChanged 15 SP:Iteration 12Q (40.576472 sec): 3 clusters Score: Raw -100795.836986 + Penalty 1016.638317 = -99779.198669 nChanged 13 SP:Iteration 13Q (40.578578 sec): 3 clusters Score: Raw -100804.723170 + Penalty 1019.943753 = -99784.779418 nChanged 9 SP:Iteration 14Q (40.580630 sec): 3 clusters Score: Raw -100811.004778 + Penalty 1016.070373 = -99794.934405 nChanged 8 SP:Iteration 15Q (40.582630 sec): 3 clusters Score: Raw -100819.954494 + Penalty 1016.993825 = -99802.960669 nChanged 2 SP:Iteration 16Q (40.584668 sec): 3 clusters Score: Raw -100823.014832 + Penalty 1016.323854 = -99806.690979 nChanged 2 SP:Iteration 17Q (40.586680 sec): 3 clusters Score: Raw -100826.809186 + Penalty 1012.328830 = -99814.480356 nChanged 1 SP:Iteration 18Q (40.588647 sec): 3 clusters Score: Raw -100828.221359 + Penalty 1012.328830 = -99815.892528 nChanged 0 SP:Iteration 19F (40.590918 sec): 3 clusters Score: Raw -100828.221359 + Penalty 1012.328830 = -99815.892528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.593444 sec): 2 clusters Score: Raw -68327.971448 + Penalty 571.855043 = -67756.116405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.595018 sec): 3 clusters Score: Raw -67969.308303 + Penalty 1143.282033 = -66826.026270 nChanged 253 SP:Iteration 1F (40.596555 sec): 3 clusters Score: Raw -68145.864952 + Penalty 1145.909627 = -66999.955325 nChanged 70 SP:Iteration 2F (40.598088 sec): 3 clusters Score: Raw -68209.118770 + Penalty 1148.840757 = -67060.278013 nChanged 48 SP:Iteration 3F (40.599622 sec): 3 clusters Score: Raw -68252.427934 + Penalty 1149.124242 = -67103.303692 nChanged 45 SP:Iteration 4F (40.601149 sec): 3 clusters Score: Raw -68285.462892 + Penalty 1154.673045 = -67130.789847 nChanged 31 SP:Iteration 5Q (40.602663 sec): 3 clusters Score: Raw -68310.859702 + Penalty 1161.779577 = -67149.080124 nChanged 26 SP:Iteration 6Q (40.604183 sec): 3 clusters Score: Raw -68327.669763 + Penalty 1166.066667 = -67161.603095 nChanged 16 SP:Iteration 7Q (40.605714 sec): 3 clusters Score: Raw -68340.773651 + Penalty 1168.446776 = -67172.326875 nChanged 11 SP:Iteration 8Q (40.607235 sec): 3 clusters Score: Raw -68350.297042 + Penalty 1167.453891 = -67182.843151 nChanged 9 SP:Iteration 9Q (40.608754 sec): 3 clusters Score: Raw -68356.078507 + Penalty 1174.870610 = -67181.207897 nChanged 11 SP:Iteration 10F (40.610282 sec): 3 clusters Score: Raw -68365.231531 + Penalty 1180.730720 = -67184.500811 nChanged 11 SP:Iteration 11Q (40.611815 sec): 3 clusters Score: Raw -68375.254725 + Penalty 1180.895296 = -67194.359429 nChanged 5 SP:Iteration 12Q (40.613294 sec): 3 clusters Score: Raw -68380.150143 + Penalty 1185.754407 = -67194.395736 nChanged 3 SP:Iteration 13Q (40.614755 sec): 3 clusters Score: Raw -68381.918052 + Penalty 1187.602275 = -67194.315777 nChanged 2 SP:Iteration 14F (40.616288 sec): 3 clusters Score: Raw -68381.976237 + Penalty 1188.316845 = -67193.659391 nChanged 2 SP:Iteration 15F (40.617839 sec): 3 clusters Score: Raw -68383.361640 + Penalty 1186.522744 = -67196.838896 nChanged 2 SP:Iteration 16Q (40.619292 sec): 3 clusters Score: Raw -68384.821634 + Penalty 1185.672159 = -67199.149475 nChanged 2 SP:Iteration 17Q (40.620733 sec): 3 clusters Score: Raw -68388.992626 + Penalty 1189.556196 = -67199.436430 nChanged 1 SP:Iteration 18Q (40.622172 sec): 3 clusters Score: Raw -68389.725144 + Penalty 1189.556196 = -67200.168948 nChanged 0 SP:Iteration 19F (40.623713 sec): 3 clusters Score: Raw -68389.725144 + Penalty 1189.556196 = -67200.168948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.624306 sec): 2 clusters Score: Raw -2776.035079 + Penalty 43.319953 = -2732.715126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.624598 sec): 3 clusters Score: Raw -2782.313078 + Penalty 127.006023 = -2655.307055 nChanged 17 SP:Iteration 1F (40.624841 sec): 3 clusters Score: Raw -2816.081749 + Penalty 139.894623 = -2676.187126 nChanged 3 SP:Iteration 2F (40.625124 sec): 3 clusters Score: Raw -2823.547196 + Penalty 153.015968 = -2670.531228 nChanged 1 SP:Iteration 3F (40.625418 sec): 3 clusters Score: Raw -2825.369961 + Penalty 153.015968 = -2672.353993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.627720 sec): 2 clusters Score: Raw -36652.008724 + Penalty 937.885763 = -35714.122961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.628609 sec): 3 clusters Score: Raw -36590.935610 + Penalty 1876.063145 = -34714.872465 nChanged 81 SP:Iteration 1F (40.629495 sec): 3 clusters Score: Raw -36718.137708 + Penalty 1876.119762 = -34842.017946 nChanged 24 SP:Iteration 2F (40.630393 sec): 3 clusters Score: Raw -36752.301108 + Penalty 1876.080918 = -34876.220191 nChanged 10 SP:Iteration 3Q (40.631250 sec): 3 clusters Score: Raw -36774.155172 + Penalty 1876.199328 = -34897.955845 nChanged 4 SP:Iteration 4Q (40.632099 sec): 3 clusters Score: Raw -36780.098140 + Penalty 1876.241762 = -34903.856379 nChanged 3 SP:Iteration 5Q (40.632946 sec): 3 clusters Score: Raw -36783.183667 + Penalty 1876.333069 = -34906.850598 nChanged 4 SP:Iteration 6Q (40.633790 sec): 3 clusters Score: Raw -36790.281599 + Penalty 1876.260889 = -34914.020710 nChanged 2 SP:Iteration 7Q (40.634655 sec): 3 clusters Score: Raw -36794.560935 + Penalty 1876.227476 = -34918.333459 nChanged 1 SP:Iteration 8Q (40.635506 sec): 3 clusters Score: Raw -36795.346769 + Penalty 1876.227476 = -34919.119293 nChanged 0 SP:Iteration 9F (40.636381 sec): 3 clusters Score: Raw -36795.346769 + Penalty 1876.227476 = -34919.119293 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 5 (3510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.652751 sec): 2 clusters Score: Raw -268786.739724 + Penalty 262.805088 = -268523.934636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.659335 sec): 3 clusters Score: Raw -266489.664822 + Penalty 593.059909 = -265896.604913 nChanged 1588 SP:Iteration 1F (40.665762 sec): 3 clusters Score: Raw -267606.192713 + Penalty 682.443887 = -266923.748826 nChanged 638 SP:Iteration 2F (40.672219 sec): 3 clusters Score: Raw -268285.825993 + Penalty 719.468656 = -267566.357337 nChanged 303 SP:Iteration 3F (40.678645 sec): 3 clusters Score: Raw -268598.269716 + Penalty 755.254199 = -267843.015517 nChanged 138 SP:Iteration 4Q (40.684559 sec): 3 clusters Score: Raw -268733.090182 + Penalty 824.702860 = -267908.387322 nChanged 50 SP:Iteration 5Q (40.689972 sec): 3 clusters Score: Raw -268784.701960 + Penalty 877.678315 = -267907.023645 nChanged 20 SP:Iteration 6F (40.696316 sec): 3 clusters Score: Raw -268811.023892 + Penalty 979.875851 = -267831.148041 nChanged 11 SP:Iteration 7F (40.702662 sec): 3 clusters Score: Raw -268827.886550 + Penalty 1011.099394 = -267816.787156 nChanged 4 SP:Iteration 8F (40.709001 sec): 3 clusters Score: Raw -268835.407288 + Penalty 1088.895489 = -267746.511798 nChanged 4 SP:Iteration 9F (40.715446 sec): 3 clusters Score: Raw -268847.082775 + Penalty 1095.725464 = -267751.357311 nChanged 1 SP:Iteration 10F (40.721928 sec): 3 clusters Score: Raw -268848.213297 + Penalty 1101.461928 = -267746.751369 nChanged 1 SP:Iteration 11F (40.728339 sec): 3 clusters Score: Raw -268850.102903 + Penalty 1110.394246 = -267739.708657 nChanged 1 SP:Iteration 12F (40.734851 sec): 3 clusters Score: Raw -268856.678004 + Penalty 1110.394246 = -267746.283758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.739461 sec): 2 clusters Score: Raw -42682.165741 + Penalty 794.663103 = -41887.502638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.740561 sec): 3 clusters Score: Raw -42497.532499 + Penalty 1589.097801 = -40908.434698 nChanged 148 SP:Iteration 1F (40.741617 sec): 3 clusters Score: Raw -42675.492121 + Penalty 1589.163931 = -41086.328190 nChanged 40 SP:Iteration 2F (40.742665 sec): 3 clusters Score: Raw -42734.624414 + Penalty 1590.407924 = -41144.216490 nChanged 30 SP:Iteration 3F (40.743711 sec): 3 clusters Score: Raw -42771.596192 + Penalty 1590.386688 = -41181.209504 nChanged 19 SP:Iteration 4Q (40.744720 sec): 3 clusters Score: Raw -42791.226933 + Penalty 1588.942831 = -41202.284101 nChanged 15 SP:Iteration 5Q (40.745754 sec): 3 clusters Score: Raw -42805.800489 + Penalty 1586.544292 = -41219.256197 nChanged 17 SP:Iteration 6Q (40.746759 sec): 3 clusters Score: Raw -42821.963783 + Penalty 1585.076798 = -41236.886986 nChanged 14 SP:Iteration 7Q (40.747775 sec): 3 clusters Score: Raw -42836.500344 + Penalty 1583.193261 = -41253.307083 nChanged 8 SP:Iteration 8Q (40.748778 sec): 3 clusters Score: Raw -42848.981693 + Penalty 1581.216222 = -41267.765470 nChanged 9 SP:Iteration 9Q (40.749776 sec): 3 clusters Score: Raw -42863.966270 + Penalty 1580.311603 = -41283.654667 nChanged 10 SP:Iteration 10F (40.750844 sec): 3 clusters Score: Raw -42878.872857 + Penalty 1578.541292 = -41300.331566 nChanged 8 SP:Iteration 11Q (40.751845 sec): 3 clusters Score: Raw -42888.162732 + Penalty 1578.166021 = -41309.996711 nChanged 4 SP:Iteration 12Q (40.752839 sec): 3 clusters Score: Raw -42895.206765 + Penalty 1579.116280 = -41316.090485 nChanged 6 SP:Iteration 13Q (40.753830 sec): 3 clusters Score: Raw -42909.194606 + Penalty 1580.037249 = -41329.157357 nChanged 9 SP:Iteration 14Q (40.754817 sec): 3 clusters Score: Raw -42919.102090 + Penalty 1580.590779 = -41338.511312 nChanged 3 SP:Iteration 15Q (40.755824 sec): 3 clusters Score: Raw -42922.421450 + Penalty 1580.414423 = -41342.007027 nChanged 1 SP:Iteration 16Q (40.756809 sec): 3 clusters Score: Raw -42924.795706 + Penalty 1580.414423 = -41344.381283 nChanged 0 SP:Iteration 17F (40.757853 sec): 3 clusters Score: Raw -42924.795706 + Penalty 1580.414423 = -41344.381283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.761624 sec): 2 clusters Score: Raw -77091.948349 + Penalty 1036.525778 = -76055.422571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.763290 sec): 3 clusters Score: Raw -76798.519502 + Penalty 2072.668386 = -74725.851116 nChanged 256 SP:Iteration 1F (40.764910 sec): 3 clusters Score: Raw -77009.666716 + Penalty 2072.235545 = -74937.431171 nChanged 56 SP:Iteration 2F (40.766539 sec): 3 clusters Score: Raw -77071.976447 + Penalty 2071.541930 = -75000.434517 nChanged 37 SP:Iteration 3Q (40.768163 sec): 3 clusters Score: Raw -77102.391414 + Penalty 2071.391911 = -75030.999503 nChanged 17 SP:Iteration 4Q (40.769769 sec): 3 clusters Score: Raw -77115.704912 + Penalty 2071.368108 = -75044.336804 nChanged 9 SP:Iteration 5Q (40.771364 sec): 3 clusters Score: Raw -77124.538085 + Penalty 2070.614691 = -75053.923393 nChanged 17 SP:Iteration 6Q (40.772943 sec): 3 clusters Score: Raw -77142.069578 + Penalty 2069.753662 = -75072.315915 nChanged 20 SP:Iteration 7Q (40.774531 sec): 3 clusters Score: Raw -77156.241397 + Penalty 2069.585275 = -75086.656122 nChanged 15 SP:Iteration 8Q (40.776159 sec): 3 clusters Score: Raw -77167.862978 + Penalty 2069.406109 = -75098.456869 nChanged 17 SP:Iteration 9Q (40.777759 sec): 3 clusters Score: Raw -77181.628360 + Penalty 2069.116658 = -75112.511702 nChanged 19 SP:Iteration 10F (40.779357 sec): 3 clusters Score: Raw -77197.290411 + Penalty 2068.471253 = -75128.819158 nChanged 17 SP:Iteration 11Q (40.780950 sec): 3 clusters Score: Raw -77217.883279 + Penalty 2067.389598 = -75150.493681 nChanged 19 SP:Iteration 12Q (40.782550 sec): 3 clusters Score: Raw -77236.606591 + Penalty 2067.278859 = -75169.327733 nChanged 12 SP:Iteration 13Q (40.784143 sec): 3 clusters Score: Raw -77251.415311 + Penalty 2066.370714 = -75185.044597 nChanged 15 SP:Iteration 14Q (40.785751 sec): 3 clusters Score: Raw -77271.556970 + Penalty 2066.076465 = -75205.480505 nChanged 21 SP:Iteration 15Q (40.787312 sec): 3 clusters Score: Raw -77298.043653 + Penalty 2066.677698 = -75231.365955 nChanged 23 SP:Iteration 16Q (40.788860 sec): 3 clusters Score: Raw -77319.312708 + Penalty 2067.824002 = -75251.488706 nChanged 13 SP:Iteration 17Q (40.790431 sec): 3 clusters Score: Raw -77329.085056 + Penalty 2068.999846 = -75260.085211 nChanged 6 SP:Iteration 18Q (40.792038 sec): 3 clusters Score: Raw -77334.002866 + Penalty 2070.322043 = -75263.680824 nChanged 7 SP:Iteration 19Q (40.793605 sec): 3 clusters Score: Raw -77341.471572 + Penalty 2071.474678 = -75269.996894 nChanged 6 SP:Iteration 20F (40.795226 sec): 3 clusters Score: Raw -77347.012220 + Penalty 2073.051556 = -75273.960663 nChanged 8 SP:Iteration 21Q (40.796776 sec): 3 clusters Score: Raw -77352.967568 + Penalty 2074.664189 = -75278.303379 nChanged 10 SP:Iteration 22Q (40.798316 sec): 3 clusters Score: Raw -77363.251715 + Penalty 2075.885823 = -75287.365892 nChanged 6 SP:Iteration 23Q (40.799918 sec): 3 clusters Score: Raw -77369.703925 + Penalty 2076.302790 = -75293.401135 nChanged 2 SP:Iteration 24Q (40.801483 sec): 3 clusters Score: Raw -77371.469829 + Penalty 2076.519581 = -75294.950248 nChanged 1 SP:Iteration 25Q (40.803026 sec): 3 clusters Score: Raw -77372.048511 + Penalty 2076.519581 = -75295.528930 nChanged 0 SP:Iteration 26F (40.804649 sec): 3 clusters Score: Raw -77372.048511 + Penalty 2076.519581 = -75295.528930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.806806 sec): 2 clusters Score: Raw -30233.242735 + Penalty 794.189577 = -29439.053158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.807620 sec): 3 clusters Score: Raw -30202.856269 + Penalty 1587.990650 = -28614.865619 nChanged 86 SP:Iteration 1F (40.808442 sec): 3 clusters Score: Raw -30427.564866 + Penalty 1590.452681 = -28837.112185 nChanged 29 SP:Iteration 2F (40.809246 sec): 3 clusters Score: Raw -30526.565363 + Penalty 1592.544059 = -28934.021304 nChanged 13 SP:Iteration 3Q (40.810001 sec): 3 clusters Score: Raw -30603.963711 + Penalty 1594.451928 = -29009.511784 nChanged 14 SP:Iteration 4Q (40.810736 sec): 3 clusters Score: Raw -30668.941546 + Penalty 1595.220753 = -29073.720793 nChanged 8 SP:Iteration 5Q (40.811458 sec): 3 clusters Score: Raw -30682.701140 + Penalty 1595.349916 = -29087.351224 nChanged 2 SP:Iteration 6Q (40.812175 sec): 3 clusters Score: Raw -30684.802483 + Penalty 1595.349916 = -29089.452566 nChanged 0 SP:Iteration 7F (40.812992 sec): 3 clusters Score: Raw -30684.802483 + Penalty 1595.349916 = -29089.452566 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.820766 sec): 2 clusters Score: Raw -126979.939219 + Penalty 652.220171 = -126327.719048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.823544 sec): 3 clusters Score: Raw -126247.110963 + Penalty 1312.540067 = -124934.570896 nChanged 563 SP:Iteration 1F (40.826266 sec): 3 clusters Score: Raw -126679.366968 + Penalty 1325.455322 = -125353.911645 nChanged 165 SP:Iteration 2F (40.828985 sec): 3 clusters Score: Raw -126850.957372 + Penalty 1340.595571 = -125510.361801 nChanged 134 SP:Iteration 3F (40.831616 sec): 3 clusters Score: Raw -126994.976601 + Penalty 1351.807599 = -125643.169002 nChanged 98 SP:Iteration 4F (40.834289 sec): 3 clusters Score: Raw -127087.824641 + Penalty 1359.336311 = -125728.488329 nChanged 62 SP:Iteration 5Q (40.837013 sec): 3 clusters Score: Raw -127166.775920 + Penalty 1364.511672 = -125802.264247 nChanged 29 SP:Iteration 6Q (40.839763 sec): 3 clusters Score: Raw -127193.309432 + Penalty 1367.552181 = -125825.757250 nChanged 20 SP:Iteration 7Q (40.842440 sec): 3 clusters Score: Raw -127201.278915 + Penalty 1369.864335 = -125831.414580 nChanged 8 SP:Iteration 8Q (40.845085 sec): 3 clusters Score: Raw -127205.357789 + Penalty 1374.401300 = -125830.956489 nChanged 8 SP:Iteration 9F (40.847767 sec): 3 clusters Score: Raw -127209.273533 + Penalty 1376.957725 = -125832.315808 nChanged 7 SP:Iteration 10F (40.850495 sec): 3 clusters Score: Raw -127211.846606 + Penalty 1380.660323 = -125831.186283 nChanged 9 SP:Iteration 11F (40.853187 sec): 3 clusters Score: Raw -127215.283638 + Penalty 1382.748876 = -125832.534762 nChanged 5 SP:Iteration 12Q (40.855829 sec): 3 clusters Score: Raw -127216.655576 + Penalty 1382.689349 = -125833.966227 nChanged 1 SP:Iteration 13Q (40.858491 sec): 3 clusters Score: Raw -127216.783951 + Penalty 1382.689349 = -125834.094601 nChanged 0 SP:Iteration 14F (40.861207 sec): 3 clusters Score: Raw -127216.783951 + Penalty 1382.689349 = -125834.094601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.867017 sec): 2 clusters Score: Raw -44839.508339 + Penalty 1008.587773 = -43830.920566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.868247 sec): 3 clusters Score: Raw -44722.596863 + Penalty 2017.262151 = -42705.334712 nChanged 146 SP:Iteration 1F (40.869459 sec): 3 clusters Score: Raw -44950.783872 + Penalty 2017.006348 = -42933.777524 nChanged 50 SP:Iteration 2F (40.870646 sec): 3 clusters Score: Raw -45061.094421 + Penalty 2016.945007 = -43044.149414 nChanged 33 SP:Iteration 3F (40.871829 sec): 3 clusters Score: Raw -45127.047998 + Penalty 2017.096375 = -43109.951623 nChanged 21 SP:Iteration 4Q (40.872925 sec): 3 clusters Score: Raw -45175.221331 + Penalty 2017.308832 = -43157.912500 nChanged 12 SP:Iteration 5Q (40.874024 sec): 3 clusters Score: Raw -45201.290702 + Penalty 2017.406561 = -43183.884141 nChanged 10 SP:Iteration 6Q (40.875133 sec): 3 clusters Score: Raw -45225.087154 + Penalty 2017.463072 = -43207.624082 nChanged 11 SP:Iteration 7Q (40.876224 sec): 3 clusters Score: Raw -45254.346326 + Penalty 2017.266986 = -43237.079340 nChanged 12 SP:Iteration 8Q (40.877302 sec): 3 clusters Score: Raw -45278.993091 + Penalty 2017.144450 = -43261.848641 nChanged 12 SP:Iteration 9Q (40.878381 sec): 3 clusters Score: Raw -45296.069412 + Penalty 2017.270008 = -43278.799404 nChanged 8 SP:Iteration 10F (40.879571 sec): 3 clusters Score: Raw -45311.545937 + Penalty 2017.467940 = -43294.077997 nChanged 5 SP:Iteration 11Q (40.880638 sec): 3 clusters Score: Raw -45332.466936 + Penalty 2017.419400 = -43315.047536 nChanged 5 SP:Iteration 12Q (40.881705 sec): 3 clusters Score: Raw -45342.761357 + Penalty 2017.419400 = -43325.341957 nChanged 2 SP:Iteration 13Q (40.882769 sec): 3 clusters Score: Raw -45350.151041 + Penalty 2017.419400 = -43332.731641 nChanged 0 SP:Iteration 14F (40.883958 sec): 3 clusters Score: Raw -45350.151041 + Penalty 2017.419400 = -43332.731641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.888305 sec): 2 clusters Score: Raw -89046.276583 + Penalty 600.455524 = -88445.821058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.890365 sec): 3 clusters Score: Raw -88443.625604 + Penalty 1198.013160 = -87245.612444 nChanged 399 SP:Iteration 1F (40.892394 sec): 3 clusters Score: Raw -88728.892732 + Penalty 1206.919429 = -87521.973303 nChanged 164 SP:Iteration 2F (40.894442 sec): 3 clusters Score: Raw -88864.460941 + Penalty 1221.908085 = -87642.552856 nChanged 87 SP:Iteration 3F (40.896455 sec): 3 clusters Score: Raw -88919.600729 + Penalty 1237.601628 = -87681.999102 nChanged 56 SP:Iteration 4F (40.898482 sec): 3 clusters Score: Raw -88958.456704 + Penalty 1251.673453 = -87706.783251 nChanged 45 SP:Iteration 5Q (40.900446 sec): 3 clusters Score: Raw -88989.082145 + Penalty 1266.737992 = -87722.344153 nChanged 36 SP:Iteration 6Q (40.902457 sec): 3 clusters Score: Raw -89020.839542 + Penalty 1281.347794 = -87739.491747 nChanged 29 SP:Iteration 7Q (40.904454 sec): 3 clusters Score: Raw -89037.878502 + Penalty 1298.463994 = -87739.414508 nChanged 28 SP:Iteration 8F (40.906462 sec): 3 clusters Score: Raw -89051.490163 + Penalty 1309.304489 = -87742.185674 nChanged 18 SP:Iteration 9Q (40.908415 sec): 3 clusters Score: Raw -89060.362971 + Penalty 1324.151253 = -87736.211718 nChanged 22 SP:Iteration 10F (40.910392 sec): 3 clusters Score: Raw -89071.635893 + Penalty 1336.067950 = -87735.567943 nChanged 18 SP:Iteration 11F (40.912401 sec): 3 clusters Score: Raw -89083.634757 + Penalty 1356.063898 = -87727.570859 nChanged 26 SP:Iteration 12F (40.914431 sec): 3 clusters Score: Raw -89099.867502 + Penalty 1371.724958 = -87728.142544 nChanged 17 SP:Iteration 13Q (40.916326 sec): 3 clusters Score: Raw -89109.781036 + Penalty 1380.294293 = -87729.486743 nChanged 13 SP:Iteration 14Q (40.918229 sec): 3 clusters Score: Raw -89116.110294 + Penalty 1389.203868 = -87726.906426 nChanged 13 SP:Iteration 15F (40.920249 sec): 3 clusters Score: Raw -89122.809475 + Penalty 1392.298259 = -87730.511215 nChanged 5 SP:Iteration 16Q (40.922121 sec): 3 clusters Score: Raw -89125.666603 + Penalty 1393.115464 = -87732.551139 nChanged 2 SP:Iteration 17Q (40.923979 sec): 3 clusters Score: Raw -89126.491184 + Penalty 1393.627037 = -87732.864148 nChanged 1 SP:Iteration 18Q (40.925849 sec): 3 clusters Score: Raw -89126.496410 + Penalty 1393.627037 = -87732.869373 nChanged 0 SP:Iteration 19F (40.927995 sec): 3 clusters Score: Raw -89126.496410 + Penalty 1393.627037 = -87732.869373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.929962 sec): 2 clusters Score: Raw -42640.843756 + Penalty 690.208933 = -41950.634823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.931032 sec): 3 clusters Score: Raw -42487.687601 + Penalty 1377.404501 = -41110.283100 nChanged 153 SP:Iteration 1F (40.932098 sec): 3 clusters Score: Raw -42714.058838 + Penalty 1369.356477 = -41344.702362 nChanged 57 SP:Iteration 2F (40.933154 sec): 3 clusters Score: Raw -42811.720336 + Penalty 1368.102338 = -41443.617998 nChanged 25 SP:Iteration 3F (40.934197 sec): 3 clusters Score: Raw -42836.063593 + Penalty 1366.582747 = -41469.480845 nChanged 10 SP:Iteration 4Q (40.935217 sec): 3 clusters Score: Raw -42845.049772 + Penalty 1365.242812 = -41479.806960 nChanged 5 SP:Iteration 5Q (40.936239 sec): 3 clusters Score: Raw -42848.346769 + Penalty 1365.765413 = -41482.581357 nChanged 1 SP:Iteration 6Q (40.937276 sec): 3 clusters Score: Raw -42848.777346 + Penalty 1365.197264 = -41483.580082 nChanged 1 SP:Iteration 7Q (40.938296 sec): 3 clusters Score: Raw -42851.311196 + Penalty 1364.534919 = -41486.776277 nChanged 1 SP:Iteration 8Q (40.939312 sec): 3 clusters Score: Raw -42851.393057 + Penalty 1364.664121 = -41486.728937 nChanged 1 SP:Iteration 9F (40.940353 sec): 3 clusters Score: Raw -42854.151283 + Penalty 1364.868280 = -41489.283003 nChanged 1 SP:Iteration 10F (40.941413 sec): 3 clusters Score: Raw -42856.255605 + Penalty 1365.643202 = -41490.612403 nChanged 1 SP:Iteration 11Q (40.942435 sec): 3 clusters Score: Raw -42861.715359 + Penalty 1366.132790 = -41495.582569 nChanged 3 SP:Iteration 12Q (40.943456 sec): 3 clusters Score: Raw -42864.485182 + Penalty 1364.788112 = -41499.697070 nChanged 3 SP:Iteration 13Q (40.944472 sec): 3 clusters Score: Raw -42868.251383 + Penalty 1364.003942 = -41504.247442 nChanged 1 SP:Iteration 14Q (40.945489 sec): 3 clusters Score: Raw -42868.639015 + Penalty 1363.582670 = -41505.056345 nChanged 1 SP:Iteration 15Q (40.946523 sec): 3 clusters Score: Raw -42869.142033 + Penalty 1362.818433 = -41506.323601 nChanged 1 SP:Iteration 16Q (40.947574 sec): 3 clusters Score: Raw -42869.386912 + Penalty 1361.053189 = -41508.333723 nChanged 2 SP:Iteration 17Q (40.948589 sec): 3 clusters Score: Raw -42870.489567 + Penalty 1360.586654 = -41509.902912 nChanged 2 SP:Iteration 18Q (40.949602 sec): 3 clusters Score: Raw -42871.388788 + Penalty 1360.586654 = -41510.802134 nChanged 0 SP:Iteration 19F (40.950641 sec): 3 clusters Score: Raw -42871.388788 + Penalty 1360.586654 = -41510.802134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.952353 sec): 2 clusters Score: Raw -32265.754339 + Penalty 334.773152 = -31930.981187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.953331 sec): 3 clusters Score: Raw -32079.909235 + Penalty 659.751856 = -31420.157380 nChanged 152 SP:Iteration 1F (40.954288 sec): 3 clusters Score: Raw -32299.089365 + Penalty 649.650718 = -31649.438647 nChanged 54 SP:Iteration 2F (40.955244 sec): 3 clusters Score: Raw -32404.889143 + Penalty 648.194638 = -31756.694505 nChanged 31 SP:Iteration 3F (40.956226 sec): 3 clusters Score: Raw -32455.220593 + Penalty 654.168160 = -31801.052434 nChanged 18 SP:Iteration 4Q (40.957124 sec): 3 clusters Score: Raw -32467.232979 + Penalty 655.620527 = -31811.612452 nChanged 12 SP:Iteration 5Q (40.958010 sec): 3 clusters Score: Raw -32473.709993 + Penalty 655.905150 = -31817.804843 nChanged 4 SP:Iteration 6Q (40.958894 sec): 3 clusters Score: Raw -32475.689712 + Penalty 655.892328 = -31819.797385 nChanged 2 SP:Iteration 7Q (40.959776 sec): 3 clusters Score: Raw -32476.258691 + Penalty 656.827413 = -31819.431278 nChanged 1 SP:Iteration 8F (40.960773 sec): 3 clusters Score: Raw -32476.404136 + Penalty 656.827413 = -31819.576724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.961344 sec): 2 clusters Score: Raw -2258.671765 + Penalty 117.457361 = -2141.214404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.961615 sec): 3 clusters Score: Raw -2271.217381 + Penalty 234.914721 = -2036.302660 nChanged 2 SP:Iteration 1F (40.961884 sec): 3 clusters Score: Raw -2275.201283 + Penalty 255.219653 = -2019.981630 nChanged 3 SP:Iteration 2F (40.962150 sec): 3 clusters Score: Raw -2281.642052 + Penalty 278.369819 = -2003.272233 nChanged 2 SP:Iteration 3F (40.962416 sec): 3 clusters Score: Raw -2287.965144 + Penalty 294.062870 = -1993.902274 nChanged 1 SP:Iteration 4F (40.962681 sec): 3 clusters Score: Raw -2298.855771 + Penalty 294.062870 = -2004.792901 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 20 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.965934 sec): 2 clusters Score: Raw -53106.847469 + Penalty 586.303733 = -52520.543736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.967233 sec): 3 clusters Score: Raw -52812.750869 + Penalty 1174.411149 = -51638.339720 nChanged 205 SP:Iteration 1F (40.968525 sec): 3 clusters Score: Raw -52958.898921 + Penalty 1179.760431 = -51779.138491 nChanged 55 SP:Iteration 2F (40.969815 sec): 3 clusters Score: Raw -53004.304558 + Penalty 1193.507497 = -51810.797062 nChanged 47 SP:Iteration 3F (40.971057 sec): 3 clusters Score: Raw -53053.437680 + Penalty 1214.285653 = -51839.152027 nChanged 42 SP:Iteration 4F (40.972298 sec): 3 clusters Score: Raw -53100.920813 + Penalty 1233.606320 = -51867.314492 nChanged 34 SP:Iteration 5F (40.973538 sec): 3 clusters Score: Raw -53140.016755 + Penalty 1248.095311 = -51891.921443 nChanged 24 SP:Iteration 6Q (40.974776 sec): 3 clusters Score: Raw -53180.114692 + Penalty 1255.746375 = -51924.368317 nChanged 20 SP:Iteration 7Q (40.975967 sec): 3 clusters Score: Raw -53224.897025 + Penalty 1259.719621 = -51965.177404 nChanged 22 SP:Iteration 8Q (40.977126 sec): 3 clusters Score: Raw -53261.285198 + Penalty 1260.924758 = -52000.360439 nChanged 16 SP:Iteration 9Q (40.978234 sec): 3 clusters Score: Raw -53303.919154 + Penalty 1269.471020 = -52034.448133 nChanged 16 SP:Iteration 10F (40.979483 sec): 3 clusters Score: Raw -53338.914071 + Penalty 1275.974311 = -52062.939759 nChanged 6 SP:Iteration 11Q (40.980559 sec): 3 clusters Score: Raw -53348.842027 + Penalty 1277.283241 = -52071.558786 nChanged 3 SP:Iteration 12Q (40.981617 sec): 3 clusters Score: Raw -53351.170917 + Penalty 1278.229773 = -52072.941144 nChanged 2 SP:Iteration 13Q (40.982671 sec): 3 clusters Score: Raw -53351.757068 + Penalty 1278.229773 = -52073.527295 nChanged 0 SP:Iteration 14F (40.983896 sec): 3 clusters Score: Raw -53351.757068 + Penalty 1278.229773 = -52073.527295 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.988061 sec): 2 clusters Score: Raw -88862.413202 + Penalty 686.095678 = -88176.317524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.990042 sec): 3 clusters Score: Raw -88376.812084 + Penalty 1370.808565 = -87006.003519 nChanged 358 SP:Iteration 1F (40.991984 sec): 3 clusters Score: Raw -88603.055200 + Penalty 1369.033384 = -87234.021816 nChanged 109 SP:Iteration 2F (40.993912 sec): 3 clusters Score: Raw -88690.784099 + Penalty 1366.198231 = -87324.585868 nChanged 92 SP:Iteration 3F (40.995828 sec): 3 clusters Score: Raw -88811.875945 + Penalty 1363.679782 = -87448.196163 nChanged 92 SP:Iteration 4F (40.997723 sec): 3 clusters Score: Raw -88998.493631 + Penalty 1363.102472 = -87635.391159 nChanged 84 SP:Iteration 5F (40.999658 sec): 3 clusters Score: Raw -89091.936071 + Penalty 1365.097996 = -87726.838075 nChanged 50 SP:Iteration 6F (41.001584 sec): 3 clusters Score: Raw -89139.465417 + Penalty 1367.639465 = -87771.825951 nChanged 32 SP:Iteration 7Q (41.003405 sec): 3 clusters Score: Raw -89164.510236 + Penalty 1369.387149 = -87795.123087 nChanged 19 SP:Iteration 8Q (41.005220 sec): 3 clusters Score: Raw -89176.123171 + Penalty 1370.800259 = -87805.322912 nChanged 12 SP:Iteration 9Q (41.007005 sec): 3 clusters Score: Raw -89182.104652 + Penalty 1371.151111 = -87810.953541 nChanged 5 SP:Iteration 10F (41.008941 sec): 3 clusters Score: Raw -89183.420263 + Penalty 1371.491936 = -87811.928327 nChanged 3 SP:Iteration 11Q (41.010763 sec): 3 clusters Score: Raw -89184.689411 + Penalty 1372.191357 = -87812.498054 nChanged 4 SP:Iteration 12Q (41.012571 sec): 3 clusters Score: Raw -89185.910112 + Penalty 1372.897785 = -87813.012326 nChanged 4 SP:Iteration 13Q (41.014389 sec): 3 clusters Score: Raw -89187.297850 + Penalty 1373.962382 = -87813.335468 nChanged 3 SP:Iteration 14Q (41.016230 sec): 3 clusters Score: Raw -89189.144770 + Penalty 1374.317382 = -87814.827388 nChanged 5 SP:Iteration 15Q (41.018043 sec): 3 clusters Score: Raw -89190.687668 + Penalty 1376.078865 = -87814.608803 nChanged 5 SP:Iteration 16F (41.019985 sec): 3 clusters Score: Raw -89192.704851 + Penalty 1377.129680 = -87815.575171 nChanged 5 SP:Iteration 17Q (41.021800 sec): 3 clusters Score: Raw -89193.975244 + Penalty 1377.851996 = -87816.123248 nChanged 4 SP:Iteration 18Q (41.023661 sec): 3 clusters Score: Raw -89195.575253 + Penalty 1378.204098 = -87817.371155 nChanged 1 SP:Iteration 19Q (41.025482 sec): 3 clusters Score: Raw -89195.816749 + Penalty 1378.204098 = -87817.612651 nChanged 0 SP:Iteration 20F (41.027410 sec): 3 clusters Score: Raw -89195.816749 + Penalty 1378.204098 = -87817.612651 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 22 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.029625 sec): 2 clusters Score: Raw -51157.712589 + Penalty 493.891865 = -50663.820724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.030901 sec): 3 clusters Score: Raw -50845.661983 + Penalty 986.681436 = -49858.980548 nChanged 251 SP:Iteration 1F (41.032193 sec): 3 clusters Score: Raw -51061.708477 + Penalty 985.005266 = -50076.703211 nChanged 74 SP:Iteration 2F (41.033484 sec): 3 clusters Score: Raw -51149.193226 + Penalty 987.302462 = -50161.890764 nChanged 49 SP:Iteration 3F (41.034754 sec): 3 clusters Score: Raw -51207.624212 + Penalty 995.779029 = -50211.845183 nChanged 40 SP:Iteration 4F (41.036016 sec): 3 clusters Score: Raw -51247.961801 + Penalty 1011.054265 = -50236.907535 nChanged 36 SP:Iteration 5F (41.037246 sec): 3 clusters Score: Raw -51281.789384 + Penalty 1023.492277 = -50258.297107 nChanged 31 SP:Iteration 6F (41.038497 sec): 3 clusters Score: Raw -51308.318500 + Penalty 1032.191426 = -50276.127074 nChanged 23 SP:Iteration 7Q (41.039723 sec): 3 clusters Score: Raw -51323.011719 + Penalty 1038.085574 = -50284.926145 nChanged 15 SP:Iteration 8Q (41.040912 sec): 3 clusters Score: Raw -51333.486749 + Penalty 1042.902996 = -50290.583752 nChanged 10 SP:Iteration 9Q (41.042089 sec): 3 clusters Score: Raw -51343.435799 + Penalty 1046.718710 = -50296.717089 nChanged 9 SP:Iteration 10F (41.043375 sec): 3 clusters Score: Raw -51348.028294 + Penalty 1052.561669 = -50295.466625 nChanged 7 SP:Iteration 11F (41.044633 sec): 3 clusters Score: Raw -51351.272739 + Penalty 1054.736071 = -50296.536669 nChanged 2 SP:Iteration 12Q (41.045796 sec): 3 clusters Score: Raw -51352.208822 + Penalty 1055.067857 = -50297.140965 nChanged 2 SP:Iteration 13Q (41.046954 sec): 3 clusters Score: Raw -51353.248344 + Penalty 1054.476973 = -50298.771371 nChanged 2 SP:Iteration 14Q (41.048130 sec): 3 clusters Score: Raw -51355.978361 + Penalty 1052.514908 = -50303.463453 nChanged 2 SP:Iteration 15Q (41.049290 sec): 3 clusters Score: Raw -51357.567123 + Penalty 1052.514908 = -50305.052215 nChanged 0 SP:Iteration 16F (41.050543 sec): 3 clusters Score: Raw -51357.567123 + Penalty 1052.514908 = -50305.052215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (2616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.063103 sec): 2 clusters Score: Raw -211175.712991 + Penalty 238.950836 = -210936.762156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.067963 sec): 3 clusters Score: Raw -209501.191354 + Penalty 480.471461 = -209020.719893 nChanged 1211 SP:Iteration 1F (41.072835 sec): 3 clusters Score: Raw -210361.764330 + Penalty 495.255665 = -209866.508665 nChanged 340 SP:Iteration 2F (41.077643 sec): 3 clusters Score: Raw -210697.700739 + Penalty 507.560319 = -210190.140420 nChanged 216 SP:Iteration 3F (41.082502 sec): 3 clusters Score: Raw -210839.121680 + Penalty 512.951899 = -210326.169780 nChanged 93 SP:Iteration 4Q (41.087111 sec): 3 clusters Score: Raw -210865.090079 + Penalty 515.891758 = -210349.198321 nChanged 43 SP:Iteration 5Q (41.091679 sec): 3 clusters Score: Raw -210872.852956 + Penalty 517.605052 = -210355.247904 nChanged 27 SP:Iteration 6Q (41.096337 sec): 3 clusters Score: Raw -210876.800392 + Penalty 519.142760 = -210357.657632 nChanged 23 SP:Iteration 7Q (41.100863 sec): 3 clusters Score: Raw -210881.890187 + Penalty 522.056178 = -210359.834008 nChanged 34 SP:Iteration 8Q (41.105474 sec): 3 clusters Score: Raw -210889.090199 + Penalty 524.794610 = -210364.295589 nChanged 30 SP:Iteration 9Q (41.109968 sec): 3 clusters Score: Raw -210896.326128 + Penalty 528.123648 = -210368.202480 nChanged 37 SP:Iteration 10F (41.114818 sec): 3 clusters Score: Raw -210906.985497 + Penalty 531.126534 = -210375.858963 nChanged 39 SP:Iteration 11Q (41.119271 sec): 3 clusters Score: Raw -210918.958139 + Penalty 532.609752 = -210386.348387 nChanged 52 SP:Iteration 12Q (41.123833 sec): 3 clusters Score: Raw -210938.405748 + Penalty 535.281909 = -210403.123838 nChanged 48 SP:Iteration 13Q (41.128593 sec): 3 clusters Score: Raw -210956.716487 + Penalty 537.768964 = -210418.947523 nChanged 49 SP:Iteration 14Q (41.132939 sec): 3 clusters Score: Raw -210978.156458 + Penalty 538.091387 = -210440.065071 nChanged 48 SP:Iteration 15Q (41.137265 sec): 3 clusters Score: Raw -210999.792540 + Penalty 543.024393 = -210456.768147 nChanged 49 SP:Iteration 16Q (41.141497 sec): 3 clusters Score: Raw -211024.735777 + Penalty 549.153966 = -210475.581812 nChanged 46 SP:Iteration 17Q (41.145745 sec): 3 clusters Score: Raw -211048.782669 + Penalty 556.937044 = -210491.845625 nChanged 38 SP:Iteration 18Q (41.149868 sec): 3 clusters Score: Raw -211067.559016 + Penalty 558.657122 = -210508.901894 nChanged 33 SP:Iteration 19Q (41.153968 sec): 3 clusters Score: Raw -211084.152428 + Penalty 554.524714 = -210529.627714 nChanged 25 SP:Iteration 20F (41.158817 sec): 3 clusters Score: Raw -211096.318045 + Penalty 555.418694 = -210540.899350 nChanged 21 SP:Iteration 21Q (41.162775 sec): 3 clusters Score: Raw -211103.514517 + Penalty 557.306785 = -210546.207732 nChanged 16 SP:Iteration 22Q (41.166725 sec): 3 clusters Score: Raw -211108.100953 + Penalty 559.477819 = -210548.623134 nChanged 16 SP:Iteration 23Q (41.170766 sec): 3 clusters Score: Raw -211112.837818 + Penalty 559.899296 = -210552.938522 nChanged 14 SP:Iteration 24Q (41.174745 sec): 3 clusters Score: Raw -211118.054502 + Penalty 558.360661 = -210559.693841 nChanged 16 SP:Iteration 25Q (41.178626 sec): 3 clusters Score: Raw -211123.835512 + Penalty 556.818280 = -210567.017232 nChanged 13 SP:Iteration 26Q (41.182512 sec): 3 clusters Score: Raw -211129.533770 + Penalty 561.029166 = -210568.504604 nChanged 11 SP:Iteration 27Q (41.186424 sec): 3 clusters Score: Raw -211134.886444 + Penalty 565.922275 = -210568.964169 nChanged 7 SP:Iteration 28Q (41.190304 sec): 3 clusters Score: Raw -211137.207243 + Penalty 564.029580 = -210573.177664 nChanged 3 SP:Iteration 29Q (41.194254 sec): 3 clusters Score: Raw -211138.147793 + Penalty 568.268241 = -210569.879552 nChanged 4 SP:Iteration 30F (41.199072 sec): 3 clusters Score: Raw -211138.296813 + Penalty 569.569204 = -210568.727609 nChanged 2 SP:Iteration 31F (41.203856 sec): 3 clusters Score: Raw -211138.304593 + Penalty 570.308003 = -210567.996590 nChanged 4 SP:Iteration 32F (41.208589 sec): 3 clusters Score: Raw -211140.008258 + Penalty 571.381089 = -210568.627168 nChanged 4 SP:Iteration 33Q (41.212525 sec): 3 clusters Score: Raw -211143.010912 + Penalty 570.442919 = -210572.567993 nChanged 5 SP:Iteration 34Q (41.216393 sec): 3 clusters Score: Raw -211144.171666 + Penalty 570.051865 = -210574.119801 nChanged 3 SP:Iteration 35Q (41.220246 sec): 3 clusters Score: Raw -211145.070514 + Penalty 570.858077 = -210574.212437 nChanged 5 SP:Iteration 36Q (41.224094 sec): 3 clusters Score: Raw -211146.224484 + Penalty 571.450277 = -210574.774207 nChanged 4 SP:Iteration 37Q (41.228053 sec): 3 clusters Score: Raw -211146.302285 + Penalty 571.450277 = -210574.852008 nChanged 0 SP:Iteration 38F (41.232901 sec): 3 clusters Score: Raw -211146.302285 + Penalty 571.450277 = -210574.852008 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 25 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.238603 sec): 2 clusters Score: Raw -80384.550735 + Penalty 429.700991 = -79954.849745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.240534 sec): 3 clusters Score: Raw -79834.338132 + Penalty 881.876672 = -78952.461459 nChanged 391 SP:Iteration 1F (41.242423 sec): 3 clusters Score: Raw -80161.954162 + Penalty 912.534163 = -79249.419999 nChanged 140 SP:Iteration 2F (41.244322 sec): 3 clusters Score: Raw -80280.468477 + Penalty 943.061414 = -79337.407063 nChanged 78 SP:Iteration 3F (41.246212 sec): 3 clusters Score: Raw -80356.261874 + Penalty 962.385061 = -79393.876813 nChanged 64 SP:Iteration 4F (41.248081 sec): 3 clusters Score: Raw -80421.719110 + Penalty 973.752896 = -79447.966213 nChanged 43 SP:Iteration 5Q (41.249889 sec): 3 clusters Score: Raw -80464.581961 + Penalty 983.163154 = -79481.418807 nChanged 27 SP:Iteration 6Q (41.251639 sec): 3 clusters Score: Raw -80488.094234 + Penalty 988.957378 = -79499.136856 nChanged 14 SP:Iteration 7Q (41.253402 sec): 3 clusters Score: Raw -80494.715911 + Penalty 988.496019 = -79506.219892 nChanged 9 SP:Iteration 8Q (41.255087 sec): 3 clusters Score: Raw -80498.231885 + Penalty 989.393272 = -79508.838613 nChanged 3 SP:Iteration 9Q (41.256766 sec): 3 clusters Score: Raw -80498.827840 + Penalty 989.951139 = -79508.876701 nChanged 3 SP:Iteration 10F (41.258653 sec): 3 clusters Score: Raw -80499.486649 + Penalty 991.506730 = -79507.979919 nChanged 1 SP:Iteration 11F (41.260536 sec): 3 clusters Score: Raw -80500.951166 + Penalty 991.387093 = -79509.564072 nChanged 1 SP:Iteration 12Q (41.262213 sec): 3 clusters Score: Raw -80500.978837 + Penalty 991.387093 = -79509.591743 nChanged 0 SP:Iteration 13F (41.264086 sec): 3 clusters Score: Raw -80500.978837 + Penalty 991.387093 = -79509.591743 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (2315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.271989 sec): 2 clusters Score: Raw -182699.435724 + Penalty 89.455184 = -182609.980540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.276378 sec): 3 clusters Score: Raw -181146.281223 + Penalty 199.116622 = -180947.164601 nChanged 1091 SP:Iteration 1F (41.280701 sec): 3 clusters Score: Raw -181950.477748 + Penalty 206.036655 = -181744.441093 nChanged 261 SP:Iteration 2F (41.285024 sec): 3 clusters Score: Raw -182115.582424 + Penalty 218.907123 = -181896.675301 nChanged 162 SP:Iteration 3F (41.289770 sec): 3 clusters Score: Raw -182335.924618 + Penalty 231.559579 = -182104.365039 nChanged 95 SP:Iteration 4Q (41.294504 sec): 3 clusters Score: Raw -182532.122616 + Penalty 237.398183 = -182294.724433 nChanged 50 SP:Iteration 5Q (41.298870 sec): 3 clusters Score: Raw -182568.594459 + Penalty 239.507126 = -182329.087333 nChanged 23 SP:Iteration 6Q (41.302858 sec): 3 clusters Score: Raw -182579.230251 + Penalty 240.518280 = -182338.711971 nChanged 28 SP:Iteration 7Q (41.306750 sec): 3 clusters Score: Raw -182590.718924 + Penalty 242.529942 = -182348.188982 nChanged 26 SP:Iteration 8Q (41.310530 sec): 3 clusters Score: Raw -182600.520242 + Penalty 245.213959 = -182355.306283 nChanged 23 SP:Iteration 9Q (41.314200 sec): 3 clusters Score: Raw -182609.042657 + Penalty 252.461983 = -182356.580675 nChanged 27 SP:Iteration 10F (41.318634 sec): 3 clusters Score: Raw -182620.912377 + Penalty 258.547704 = -182362.364673 nChanged 23 SP:Iteration 11Q (41.322382 sec): 3 clusters Score: Raw -182631.171493 + Penalty 258.852242 = -182372.319251 nChanged 10 SP:Iteration 12Q (41.326046 sec): 3 clusters Score: Raw -182634.538493 + Penalty 259.494064 = -182375.044428 nChanged 7 SP:Iteration 13Q (41.329700 sec): 3 clusters Score: Raw -182636.697008 + Penalty 262.720480 = -182373.976528 nChanged 7 SP:Iteration 14F (41.333979 sec): 3 clusters Score: Raw -182638.173063 + Penalty 261.661238 = -182376.511825 nChanged 6 SP:Iteration 15Q (41.337628 sec): 3 clusters Score: Raw -182639.172366 + Penalty 262.420059 = -182376.752307 nChanged 4 SP:Iteration 16Q (41.341174 sec): 3 clusters Score: Raw -182639.598336 + Penalty 262.844999 = -182376.753337 nChanged 3 SP:Iteration 17Q (41.344771 sec): 3 clusters Score: Raw -182639.685542 + Penalty 262.605256 = -182377.080286 nChanged 4 SP:Iteration 18Q (41.348419 sec): 3 clusters Score: Raw -182640.408057 + Penalty 262.116028 = -182378.292029 nChanged 6 SP:Iteration 19Q (41.352005 sec): 3 clusters Score: Raw -182641.215259 + Penalty 263.578863 = -182377.636396 nChanged 5 SP:Iteration 20F (41.356334 sec): 3 clusters Score: Raw -182641.975608 + Penalty 265.100243 = -182376.875366 nChanged 3 SP:Iteration 21F (41.360626 sec): 3 clusters Score: Raw -182642.123639 + Penalty 266.062716 = -182376.060923 nChanged 4 SP:Iteration 22F (41.364837 sec): 3 clusters Score: Raw -182642.411511 + Penalty 265.236554 = -182377.174957 nChanged 3 SP:Iteration 23Q (41.368433 sec): 3 clusters Score: Raw -182643.599721 + Penalty 266.876166 = -182376.723555 nChanged 5 SP:Iteration 24F (41.372709 sec): 3 clusters Score: Raw -182645.603255 + Penalty 269.967187 = -182375.636068 nChanged 7 SP:Iteration 25F (41.376938 sec): 3 clusters Score: Raw -182648.222748 + Penalty 267.958059 = -182380.264689 nChanged 5 SP:Iteration 26Q (41.380408 sec): 3 clusters Score: Raw -182649.608963 + Penalty 266.987552 = -182382.621412 nChanged 2 SP:Iteration 27Q (41.384040 sec): 3 clusters Score: Raw -182649.977395 + Penalty 265.958683 = -182384.018712 nChanged 3 SP:Iteration 28Q (41.387546 sec): 3 clusters Score: Raw -182650.272410 + Penalty 265.670731 = -182384.601679 nChanged 1 SP:Iteration 29Q (41.391046 sec): 3 clusters Score: Raw -182650.452989 + Penalty 266.452232 = -182384.000756 nChanged 2 SP:Iteration 30F (41.395219 sec): 3 clusters Score: Raw -182650.504657 + Penalty 268.050428 = -182382.454229 nChanged 2 SP:Iteration 31F (41.399409 sec): 3 clusters Score: Raw -182650.307291 + Penalty 268.050428 = -182382.256863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 37 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.402924 sec): 2 clusters Score: Raw -52115.331783 + Penalty 1015.137917 = -51100.193866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.404124 sec): 3 clusters Score: Raw -51968.811663 + Penalty 2030.351621 = -49938.460042 nChanged 140 SP:Iteration 1F (41.405302 sec): 3 clusters Score: Raw -52140.361244 + Penalty 2030.293517 = -50110.067727 nChanged 49 SP:Iteration 2F (41.406511 sec): 3 clusters Score: Raw -52192.058667 + Penalty 2030.291302 = -50161.767365 nChanged 13 SP:Iteration 3Q (41.407668 sec): 3 clusters Score: Raw -52219.887370 + Penalty 2030.240502 = -50189.646867 nChanged 18 SP:Iteration 4Q (41.408811 sec): 3 clusters Score: Raw -52239.133068 + Penalty 2030.180760 = -50208.952307 nChanged 7 SP:Iteration 5Q (41.409951 sec): 3 clusters Score: Raw -52247.495150 + Penalty 2030.165753 = -50217.329397 nChanged 3 SP:Iteration 6Q (41.411107 sec): 3 clusters Score: Raw -52250.789013 + Penalty 2030.165753 = -50220.623260 nChanged 4 SP:Iteration 7Q (41.412253 sec): 3 clusters Score: Raw -52253.703950 + Penalty 2030.165753 = -50223.538196 nChanged 2 SP:Iteration 8Q (41.413391 sec): 3 clusters Score: Raw -52254.986740 + Penalty 2030.165753 = -50224.820987 nChanged 0 SP:Iteration 9F (41.414567 sec): 3 clusters Score: Raw -52254.986740 + Penalty 2030.165753 = -50224.820987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.416087 sec): 2 clusters Score: Raw -22051.893194 + Penalty 723.649893 = -21328.243301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.416705 sec): 3 clusters Score: Raw -21990.663095 + Penalty 1445.434320 = -20545.228775 nChanged 47 SP:Iteration 1F (41.417311 sec): 3 clusters Score: Raw -22081.447173 + Penalty 1442.272489 = -20639.174684 nChanged 21 SP:Iteration 2F (41.417917 sec): 3 clusters Score: Raw -22126.547085 + Penalty 1439.772068 = -20686.775017 nChanged 13 SP:Iteration 3F (41.418521 sec): 3 clusters Score: Raw -22154.092354 + Penalty 1439.866849 = -20714.225506 nChanged 12 SP:Iteration 4F (41.419126 sec): 3 clusters Score: Raw -22170.681037 + Penalty 1439.363829 = -20731.317208 nChanged 8 SP:Iteration 5Q (41.419730 sec): 3 clusters Score: Raw -22178.420576 + Penalty 1441.603647 = -20736.816929 nChanged 4 SP:Iteration 6Q (41.420316 sec): 3 clusters Score: Raw -22182.956864 + Penalty 1441.927827 = -20741.029037 nChanged 4 SP:Iteration 7Q (41.420895 sec): 3 clusters Score: Raw -22186.610664 + Penalty 1442.180815 = -20744.429849 nChanged 3 SP:Iteration 8Q (41.421474 sec): 3 clusters Score: Raw -22188.744965 + Penalty 1441.545094 = -20747.199872 nChanged 1 SP:Iteration 9Q (41.422049 sec): 3 clusters Score: Raw -22189.470785 + Penalty 1441.545094 = -20747.925691 nChanged 0 SP:Iteration 10F (41.422652 sec): 3 clusters Score: Raw -22189.470785 + Penalty 1441.545094 = -20747.925691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.425121 sec): 2 clusters Score: Raw -28793.607143 + Penalty 619.431027 = -28174.176117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.425988 sec): 3 clusters Score: Raw -28685.650490 + Penalty 1238.167904 = -27447.482585 nChanged 109 SP:Iteration 1F (41.426836 sec): 3 clusters Score: Raw -28821.632371 + Penalty 1238.480673 = -27583.151698 nChanged 38 SP:Iteration 2F (41.427682 sec): 3 clusters Score: Raw -28879.629944 + Penalty 1235.391430 = -27644.238514 nChanged 18 SP:Iteration 3Q (41.428503 sec): 3 clusters Score: Raw -28900.675176 + Penalty 1235.575071 = -27665.100105 nChanged 13 SP:Iteration 4Q (41.429322 sec): 3 clusters Score: Raw -28935.233791 + Penalty 1235.408087 = -27699.825704 nChanged 12 SP:Iteration 5Q (41.430134 sec): 3 clusters Score: Raw -28962.108832 + Penalty 1231.966293 = -27730.142539 nChanged 7 SP:Iteration 6Q (41.430944 sec): 3 clusters Score: Raw -28980.896926 + Penalty 1231.566664 = -27749.330262 nChanged 6 SP:Iteration 7Q (41.431750 sec): 3 clusters Score: Raw -28993.870794 + Penalty 1231.607637 = -27762.263157 nChanged 7 SP:Iteration 8Q (41.432556 sec): 3 clusters Score: Raw -29012.312587 + Penalty 1229.031109 = -27783.281478 nChanged 9 SP:Iteration 9Q (41.433404 sec): 3 clusters Score: Raw -29027.921587 + Penalty 1228.118336 = -27799.803251 nChanged 7 SP:Iteration 10F (41.434286 sec): 3 clusters Score: Raw -29037.495434 + Penalty 1225.960897 = -27811.534537 nChanged 3 SP:Iteration 11Q (41.435108 sec): 3 clusters Score: Raw -29038.838072 + Penalty 1225.960897 = -27812.877175 nChanged 0 SP:Iteration 12F (41.435989 sec): 3 clusters Score: Raw -29038.838072 + Penalty 1225.960897 = -27812.877175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.437396 sec): 2 clusters Score: Raw -34946.275365 + Penalty 862.605814 = -34083.669550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.438253 sec): 3 clusters Score: Raw -34859.779707 + Penalty 1718.786908 = -33140.992799 nChanged 75 SP:Iteration 1F (41.439119 sec): 3 clusters Score: Raw -34959.368690 + Penalty 1716.546746 = -33242.821944 nChanged 23 SP:Iteration 2F (41.439966 sec): 3 clusters Score: Raw -34990.436893 + Penalty 1711.434062 = -33279.002831 nChanged 10 SP:Iteration 3Q (41.440796 sec): 3 clusters Score: Raw -35009.635288 + Penalty 1708.410285 = -33301.225003 nChanged 8 SP:Iteration 4Q (41.441621 sec): 3 clusters Score: Raw -35026.031852 + Penalty 1706.710777 = -33319.321075 nChanged 7 SP:Iteration 5Q (41.442441 sec): 3 clusters Score: Raw -35036.861210 + Penalty 1704.640463 = -33332.220747 nChanged 6 SP:Iteration 6Q (41.443257 sec): 3 clusters Score: Raw -35041.976324 + Penalty 1705.340218 = -33336.636106 nChanged 2 SP:Iteration 7Q (41.444111 sec): 3 clusters Score: Raw -35047.957442 + Penalty 1705.340218 = -33342.617224 nChanged 0 SP:Iteration 8F (41.444956 sec): 3 clusters Score: Raw -35047.957442 + Penalty 1705.340218 = -33342.617224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.445919 sec): 2 clusters Score: Raw -16366.754332 + Penalty 324.652820 = -16042.101512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.446476 sec): 3 clusters Score: Raw -16307.025375 + Penalty 658.691621 = -15648.333754 nChanged 55 SP:Iteration 1F (41.447023 sec): 3 clusters Score: Raw -16369.420157 + Penalty 666.588122 = -15702.832035 nChanged 18 SP:Iteration 2F (41.447569 sec): 3 clusters Score: Raw -16397.527536 + Penalty 673.736385 = -15723.791150 nChanged 9 SP:Iteration 3Q (41.448110 sec): 3 clusters Score: Raw -16405.332652 + Penalty 685.206077 = -15720.126575 nChanged 8 SP:Iteration 4F (41.448658 sec): 3 clusters Score: Raw -16412.838183 + Penalty 689.718182 = -15723.120001 nChanged 4 SP:Iteration 5Q (41.449219 sec): 3 clusters Score: Raw -16415.354634 + Penalty 687.579875 = -15727.774758 nChanged 1 SP:Iteration 6Q (41.449749 sec): 3 clusters Score: Raw -16416.264931 + Penalty 687.579875 = -15728.685056 nChanged 0 SP:Iteration 7F (41.450294 sec): 3 clusters Score: Raw -16416.264931 + Penalty 687.579875 = -15728.685056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.451049 sec): 2 clusters Score: Raw -6274.701187 + Penalty 166.456870 = -6108.244317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.451437 sec): 3 clusters Score: Raw -6318.704174 + Penalty 333.397505 = -5985.306669 nChanged 27 SP:Iteration 1F (41.451818 sec): 3 clusters Score: Raw -6359.271913 + Penalty 337.338313 = -6021.933599 nChanged 8 SP:Iteration 2F (41.452198 sec): 3 clusters Score: Raw -6390.677630 + Penalty 354.752095 = -6035.925535 nChanged 6 SP:Iteration 3F (41.452590 sec): 3 clusters Score: Raw -6408.056138 + Penalty 385.961717 = -6022.094421 nChanged 8 SP:Iteration 4F (41.453006 sec): 3 clusters Score: Raw -6454.589118 + Penalty 411.737807 = -6042.851311 nChanged 6 SP:Iteration 5F (41.453390 sec): 3 clusters Score: Raw -6470.036906 + Penalty 415.662924 = -6054.373982 nChanged 2 SP:Iteration 6Q (41.453735 sec): 3 clusters Score: Raw -6509.901882 + Penalty 413.775942 = -6096.125940 nChanged 2 SP:Iteration 7Q (41.454076 sec): 3 clusters Score: Raw -6530.156660 + Penalty 409.198658 = -6120.958002 nChanged 1 SP:Iteration 8Q (41.454416 sec): 3 clusters Score: Raw -6533.770276 + Penalty 409.198658 = -6124.571618 nChanged 0 SP:Iteration 9F (41.454800 sec): 3 clusters Score: Raw -6533.770276 + Penalty 409.198658 = -6124.571618 nChanged 0 Score: Raw -1812965.732015 + Penalty 27182.672693 = -1785783.059322 Splitting cluster 65 changes total score from -1777022.139412 to -1785783.059322 So it's getting split into cluster 7. Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 78 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.780384 sec): 2 clusters Score: Raw -58785.407239 + Penalty 772.488493 = -58012.918746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.781724 sec): 3 clusters Score: Raw -58494.866313 + Penalty 1546.501076 = -56948.365236 nChanged 199 SP:Iteration 1F (41.783040 sec): 3 clusters Score: Raw -58643.332043 + Penalty 1548.135607 = -57095.196436 nChanged 60 SP:Iteration 2F (41.784371 sec): 3 clusters Score: Raw -58719.315493 + Penalty 1551.422845 = -57167.892647 nChanged 52 SP:Iteration 3F (41.785705 sec): 3 clusters Score: Raw -58781.709706 + Penalty 1552.972461 = -57228.737245 nChanged 40 SP:Iteration 4F (41.787016 sec): 3 clusters Score: Raw -58832.270646 + Penalty 1547.026459 = -57285.244187 nChanged 34 SP:Iteration 5F (41.788329 sec): 3 clusters Score: Raw -58868.223212 + Penalty 1542.510215 = -57325.712996 nChanged 18 SP:Iteration 6Q (41.789657 sec): 3 clusters Score: Raw -58884.714579 + Penalty 1540.421608 = -57344.292971 nChanged 14 SP:Iteration 7Q (41.790964 sec): 3 clusters Score: Raw -58897.598954 + Penalty 1541.097571 = -57356.501383 nChanged 6 SP:Iteration 8Q (41.792266 sec): 3 clusters Score: Raw -58900.710836 + Penalty 1541.263576 = -57359.447260 nChanged 3 SP:Iteration 9Q (41.793574 sec): 3 clusters Score: Raw -58903.866908 + Penalty 1539.416753 = -57364.450155 nChanged 4 SP:Iteration 10F (41.794895 sec): 3 clusters Score: Raw -58906.829490 + Penalty 1538.887992 = -57367.941498 nChanged 4 SP:Iteration 11Q (41.796196 sec): 3 clusters Score: Raw -58911.613098 + Penalty 1539.935747 = -57371.677352 nChanged 2 SP:Iteration 12Q (41.797489 sec): 3 clusters Score: Raw -58914.009661 + Penalty 1539.935747 = -57374.073914 nChanged 0 SP:Iteration 13F (41.798815 sec): 3 clusters Score: Raw -58914.009661 + Penalty 1539.935747 = -57374.073914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.800285 sec): 2 clusters Score: Raw -27320.027574 + Penalty 511.794902 = -26808.232672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.801091 sec): 3 clusters Score: Raw -27219.818736 + Penalty 1015.752119 = -26204.066617 nChanged 95 SP:Iteration 1F (41.801885 sec): 3 clusters Score: Raw -27366.406457 + Penalty 1004.013365 = -26362.393092 nChanged 39 SP:Iteration 2F (41.802679 sec): 3 clusters Score: Raw -27452.187246 + Penalty 997.814321 = -26454.372925 nChanged 19 SP:Iteration 3F (41.803498 sec): 3 clusters Score: Raw -27479.273839 + Penalty 989.979554 = -26489.294286 nChanged 9 SP:Iteration 4Q (41.804279 sec): 3 clusters Score: Raw -27491.700961 + Penalty 982.058090 = -26509.642871 nChanged 6 SP:Iteration 5Q (41.805074 sec): 3 clusters Score: Raw -27501.009197 + Penalty 967.580428 = -26533.428769 nChanged 7 SP:Iteration 6Q (41.805870 sec): 3 clusters Score: Raw -27511.052377 + Penalty 958.074499 = -26552.977878 nChanged 4 SP:Iteration 7Q (41.806659 sec): 3 clusters Score: Raw -27519.300729 + Penalty 955.774002 = -26563.526727 nChanged 1 SP:Iteration 8Q (41.807443 sec): 3 clusters Score: Raw -27520.422408 + Penalty 955.774002 = -26564.648406 nChanged 0 SP:Iteration 9F (41.808273 sec): 3 clusters Score: Raw -27520.422408 + Penalty 955.774002 = -26564.648406 nChanged 0 Deleting Class 7 (44 points): Lose 534.650319 but Gain 646.781589 Iteration 149F (42.147563 sec): 29 clusters Score: Raw -1803425.387716 + Penalty 26555.106179 = -1776870.281537 nChanged 32 Iteration 150F (42.461523 sec): 29 clusters Score: Raw -1803569.885850 + Penalty 26556.634626 = -1777013.251223 nChanged 16 Iteration 151Q (42.532412 sec): 29 clusters Score: Raw -1803588.880287 + Penalty 26558.030366 = -1777030.849921 nChanged 7 Iteration 152Q (42.603563 sec): 29 clusters Score: Raw -1803598.533134 + Penalty 26568.046020 = -1777030.487113 nChanged 8 Iteration 153F (42.925355 sec): 29 clusters Score: Raw -1803617.994948 + Penalty 26577.346845 = -1777040.648103 nChanged 7 Iteration 154Q (42.998589 sec): 29 clusters Score: Raw -1803628.133103 + Penalty 26586.537437 = -1777041.595667 nChanged 2 Iteration 155Q (43.070894 sec): 29 clusters Score: Raw -1803633.381770 + Penalty 26587.111324 = -1777046.270447 nChanged 7 Iteration 156Q (43.143475 sec): 29 clusters Score: Raw -1803634.902344 + Penalty 26593.380711 = -1777041.521633 nChanged 3 Iteration 157F (43.457851 sec): 29 clusters Score: Raw -1803639.806004 + Penalty 26618.410248 = -1777021.395756 nChanged 4 Iteration 158F (43.771953 sec): 29 clusters Score: Raw -1803663.137189 + Penalty 26629.610382 = -1777033.526808 nChanged 3 Iteration 159Q (43.844644 sec): 29 clusters Score: Raw -1803673.668239 + Penalty 26636.450506 = -1777037.217734 nChanged 3 Iteration 160F (44.159778 sec): 29 clusters Score: Raw -1803676.323454 + Penalty 26646.564577 = -1777029.758877 nChanged 2 Iteration 161F (44.481236 sec): 29 clusters Score: Raw -1803679.025946 + Penalty 26647.678026 = -1777031.347920 nChanged 2 Iteration 162Q (44.553633 sec): 29 clusters Score: Raw -1803681.898682 + Penalty 26647.240400 = -1777034.658282 nChanged 1 Iteration 163Q (44.626432 sec): 29 clusters Score: Raw -1803681.916502 + Penalty 26647.240400 = -1777034.676102 nChanged 0 Iteration 164F (44.941782 sec): 29 clusters Score: Raw -1803681.916502 + Penalty 26647.240400 = -1777034.676102 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 -1803681.916502 + Penalty 26647.240400 = -1777034.676102Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (1199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.991991 sec): 2 clusters Score: Raw -100667.611819 + Penalty 453.525340 = -100214.086479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.994400 sec): 3 clusters Score: Raw -99994.592791 + Penalty 906.780092 = -99087.812699 nChanged 462 SP:Iteration 1F (44.996763 sec): 3 clusters Score: Raw -100334.513238 + Penalty 906.917080 = -99427.596158 nChanged 149 SP:Iteration 2F (44.999056 sec): 3 clusters Score: Raw -100441.474277 + Penalty 904.211910 = -99537.262367 nChanged 93 SP:Iteration 3F (45.001403 sec): 3 clusters Score: Raw -100507.662830 + Penalty 911.495728 = -99596.167102 nChanged 64 SP:Iteration 4F (45.003745 sec): 3 clusters Score: Raw -100548.594590 + Penalty 910.464463 = -99638.130127 nChanged 38 SP:Iteration 5Q (45.006006 sec): 3 clusters Score: Raw -100577.467744 + Penalty 908.715705 = -99668.752039 nChanged 35 SP:Iteration 6Q (45.008330 sec): 3 clusters Score: Raw -100598.685095 + Penalty 906.594318 = -99692.090777 nChanged 25 SP:Iteration 7Q (45.010602 sec): 3 clusters Score: Raw -100609.412506 + Penalty 908.735741 = -99700.676765 nChanged 16 SP:Iteration 8Q (45.012888 sec): 3 clusters Score: Raw -100617.541576 + Penalty 906.942456 = -99710.599119 nChanged 11 SP:Iteration 9Q (45.015122 sec): 3 clusters Score: Raw -100621.112502 + Penalty 910.565857 = -99710.546645 nChanged 8 SP:Iteration 10F (45.017560 sec): 3 clusters Score: Raw -100624.985434 + Penalty 915.712145 = -99709.273289 nChanged 10 SP:Iteration 11F (45.020023 sec): 3 clusters Score: Raw -100629.527270 + Penalty 914.063689 = -99715.463581 nChanged 9 SP:Iteration 12Q (45.022244 sec): 3 clusters Score: Raw -100635.083279 + Penalty 915.136843 = -99719.946436 nChanged 12 SP:Iteration 13Q (45.024443 sec): 3 clusters Score: Raw -100641.512285 + Penalty 922.031601 = -99719.480684 nChanged 9 SP:Iteration 14F (45.026798 sec): 3 clusters Score: Raw -100646.840196 + Penalty 912.306432 = -99734.533764 nChanged 8 SP:Iteration 15Q (45.028909 sec): 3 clusters Score: Raw -100653.645634 + Penalty 911.711862 = -99741.933772 nChanged 6 SP:Iteration 16Q (45.030991 sec): 3 clusters Score: Raw -100658.041787 + Penalty 911.785538 = -99746.256248 nChanged 5 SP:Iteration 17Q (45.033127 sec): 3 clusters Score: Raw -100660.714035 + Penalty 906.473954 = -99754.240081 nChanged 5 SP:Iteration 18Q (45.035235 sec): 3 clusters Score: Raw -100662.810228 + Penalty 888.209734 = -99774.600494 nChanged 3 SP:Iteration 19Q (45.037344 sec): 3 clusters Score: Raw -100665.735537 + Penalty 888.036558 = -99777.698979 nChanged 3 SP:Iteration 20F (45.039670 sec): 3 clusters Score: Raw -100668.963198 + Penalty 888.036558 = -99780.926640 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.042327 sec): 2 clusters Score: Raw -68327.971448 + Penalty 571.855043 = -67756.116405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.043936 sec): 3 clusters Score: Raw -67926.587723 + Penalty 1144.909676 = -66781.678046 nChanged 274 SP:Iteration 1F (45.045504 sec): 3 clusters Score: Raw -68122.690205 + Penalty 1145.074451 = -66977.615754 nChanged 55 SP:Iteration 2F (45.047080 sec): 3 clusters Score: Raw -68154.751014 + Penalty 1145.474638 = -67009.276376 nChanged 35 SP:Iteration 3Q (45.048632 sec): 3 clusters Score: Raw -68173.504876 + Penalty 1145.686008 = -67027.818868 nChanged 21 SP:Iteration 4Q (45.050189 sec): 3 clusters Score: Raw -68185.416190 + Penalty 1146.118015 = -67039.298175 nChanged 19 SP:Iteration 5Q (45.051743 sec): 3 clusters Score: Raw -68193.653601 + Penalty 1146.752552 = -67046.901050 nChanged 17 SP:Iteration 6Q (45.053305 sec): 3 clusters Score: Raw -68200.276487 + Penalty 1147.626778 = -67052.649709 nChanged 17 SP:Iteration 7Q (45.054864 sec): 3 clusters Score: Raw -68210.586988 + Penalty 1148.605349 = -67061.981639 nChanged 19 SP:Iteration 8Q (45.056415 sec): 3 clusters Score: Raw -68221.304328 + Penalty 1149.452281 = -67071.852046 nChanged 19 SP:Iteration 9Q (45.057998 sec): 3 clusters Score: Raw -68230.906590 + Penalty 1150.952314 = -67079.954276 nChanged 10 SP:Iteration 10F (45.059585 sec): 3 clusters Score: Raw -68234.836683 + Penalty 1152.117684 = -67082.718998 nChanged 11 SP:Iteration 11Q (45.061179 sec): 3 clusters Score: Raw -68239.892341 + Penalty 1153.149925 = -67086.742416 nChanged 12 SP:Iteration 12Q (45.062763 sec): 3 clusters Score: Raw -68247.976548 + Penalty 1153.417050 = -67094.559499 nChanged 14 SP:Iteration 13Q (45.064316 sec): 3 clusters Score: Raw -68252.107422 + Penalty 1152.216635 = -67099.890787 nChanged 8 SP:Iteration 14Q (45.065861 sec): 3 clusters Score: Raw -68254.365558 + Penalty 1150.855195 = -67103.510363 nChanged 10 SP:Iteration 15Q (45.067408 sec): 3 clusters Score: Raw -68258.353757 + Penalty 1153.614796 = -67104.738961 nChanged 11 SP:Iteration 16Q (45.069020 sec): 3 clusters Score: Raw -68263.042217 + Penalty 1160.003117 = -67103.039100 nChanged 15 SP:Iteration 17F (45.070667 sec): 3 clusters Score: Raw -68269.315795 + Penalty 1160.662950 = -67108.652845 nChanged 15 SP:Iteration 18Q (45.072293 sec): 3 clusters Score: Raw -68276.493061 + Penalty 1160.455855 = -67116.037206 nChanged 13 SP:Iteration 19Q (45.073875 sec): 3 clusters Score: Raw -68279.906512 + Penalty 1155.984195 = -67123.922318 nChanged 12 SP:Iteration 20F (45.075465 sec): 3 clusters Score: Raw -68287.827830 + Penalty 1149.342080 = -67138.485751 nChanged 18 SP:Iteration 21Q (45.077010 sec): 3 clusters Score: Raw -68300.186315 + Penalty 1143.242228 = -67156.944087 nChanged 15 SP:Iteration 22Q (45.078579 sec): 3 clusters Score: Raw -68313.346527 + Penalty 1141.629770 = -67171.716757 nChanged 13 SP:Iteration 23Q (45.080117 sec): 3 clusters Score: Raw -68326.839658 + Penalty 1148.668419 = -67178.171239 nChanged 12 SP:Iteration 24Q (45.081647 sec): 3 clusters Score: Raw -68333.953123 + Penalty 1144.057737 = -67189.895386 nChanged 12 SP:Iteration 25Q (45.083189 sec): 3 clusters Score: Raw -68341.114100 + Penalty 1144.648189 = -67196.465911 nChanged 7 SP:Iteration 26Q (45.084694 sec): 3 clusters Score: Raw -68352.048879 + Penalty 1142.473685 = -67209.575194 nChanged 4 SP:Iteration 27Q (45.086182 sec): 3 clusters Score: Raw -68356.403317 + Penalty 1140.423180 = -67215.980137 nChanged 4 SP:Iteration 28Q (45.087681 sec): 3 clusters Score: Raw -68357.705749 + Penalty 1133.396742 = -67224.309007 nChanged 6 SP:Iteration 29Q (45.089158 sec): 3 clusters Score: Raw -68359.605146 + Penalty 1133.716316 = -67225.888830 nChanged 2 SP:Iteration 30F (45.090711 sec): 3 clusters Score: Raw -68362.655145 + Penalty 1133.375321 = -67229.279824 nChanged 1 SP:Iteration 31Q (45.092176 sec): 3 clusters Score: Raw -68363.814801 + Penalty 1127.463393 = -67236.351407 nChanged 1 SP:Iteration 32Q (45.093668 sec): 3 clusters Score: Raw -68364.714484 + Penalty 1127.463393 = -67237.251090 nChanged 0 SP:Iteration 33F (45.095226 sec): 3 clusters Score: Raw -68364.714484 + Penalty 1127.463393 = -67237.251090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.095813 sec): 2 clusters Score: Raw -2776.035079 + Penalty 43.319953 = -2732.715126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.096085 sec): 3 clusters Score: Raw -2778.155060 + Penalty 85.729363 = -2692.425697 nChanged 16 SP:Iteration 1F (45.096358 sec): 3 clusters Score: Raw -2812.837240 + Penalty 85.729363 = -2727.107877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.098867 sec): 2 clusters Score: Raw -36652.008724 + Penalty 937.885763 = -35714.122961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.099807 sec): 3 clusters Score: Raw -36579.200881 + Penalty 1875.583928 = -34703.616953 nChanged 83 SP:Iteration 1F (45.100693 sec): 3 clusters Score: Raw -36687.772636 + Penalty 1875.444360 = -34812.328276 nChanged 20 SP:Iteration 2F (45.101579 sec): 3 clusters Score: Raw -36714.594083 + Penalty 1875.544147 = -34839.049935 nChanged 7 SP:Iteration 3Q (45.102469 sec): 3 clusters Score: Raw -36725.946157 + Penalty 1875.606848 = -34850.339310 nChanged 2 SP:Iteration 4Q (45.103368 sec): 3 clusters Score: Raw -36727.797459 + Penalty 1875.841881 = -34851.955578 nChanged 5 SP:Iteration 5Q (45.104230 sec): 3 clusters Score: Raw -36735.415861 + Penalty 1875.934572 = -34859.481289 nChanged 2 SP:Iteration 6Q (45.105090 sec): 3 clusters Score: Raw -36735.980428 + Penalty 1875.988423 = -34859.992005 nChanged 1 SP:Iteration 7Q (45.105947 sec): 3 clusters Score: Raw -36739.173582 + Penalty 1876.106684 = -34863.066898 nChanged 1 SP:Iteration 8Q (45.106833 sec): 3 clusters Score: Raw -36743.614745 + Penalty 1876.304952 = -34867.309793 nChanged 3 SP:Iteration 9Q (45.107737 sec): 3 clusters Score: Raw -36746.241936 + Penalty 1876.318424 = -34869.923512 nChanged 2 SP:Iteration 10F (45.108640 sec): 3 clusters Score: Raw -36750.327173 + Penalty 1876.340283 = -34873.986890 nChanged 1 SP:Iteration 11Q (45.109501 sec): 3 clusters Score: Raw -36752.648667 + Penalty 1876.572493 = -34876.076174 nChanged 3 SP:Iteration 12Q (45.110358 sec): 3 clusters Score: Raw -36760.261864 + Penalty 1876.572493 = -34883.689371 nChanged 0 SP:Iteration 13F (45.111270 sec): 3 clusters Score: Raw -36760.261864 + Penalty 1876.572493 = -34883.689371 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 5 (3505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.128403 sec): 2 clusters Score: Raw -268434.890310 + Penalty 262.184235 = -268172.706076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.135126 sec): 3 clusters Score: Raw -266171.762628 + Penalty 646.227848 = -265525.534780 nChanged 1639 SP:Iteration 1F (45.141547 sec): 3 clusters Score: Raw -267723.897234 + Penalty 792.677928 = -266931.219305 nChanged 481 SP:Iteration 2F (45.148123 sec): 3 clusters Score: Raw -268320.487036 + Penalty 866.772474 = -267453.714562 nChanged 160 SP:Iteration 3Q (45.154462 sec): 3 clusters Score: Raw -268487.525521 + Penalty 885.250746 = -267602.274775 nChanged 43 SP:Iteration 4Q (45.159960 sec): 3 clusters Score: Raw -268526.077965 + Penalty 884.470061 = -267641.607904 nChanged 22 SP:Iteration 5Q (45.165235 sec): 3 clusters Score: Raw -268547.087949 + Penalty 884.585683 = -267662.502266 nChanged 4 SP:Iteration 6Q (45.170494 sec): 3 clusters Score: Raw -268550.559832 + Penalty 888.525269 = -267662.034563 nChanged 2 SP:Iteration 7F (45.176977 sec): 3 clusters Score: Raw -268552.382402 + Penalty 881.051873 = -267671.330529 nChanged 1 SP:Iteration 8Q (45.182277 sec): 3 clusters Score: Raw -268553.366440 + Penalty 874.796987 = -267678.569452 nChanged 1 SP:Iteration 9Q (45.187512 sec): 3 clusters Score: Raw -268555.372461 + Penalty 874.796987 = -267680.575474 nChanged 0 SP:Iteration 10F (45.194088 sec): 3 clusters Score: Raw -268555.372461 + Penalty 874.796987 = -267680.575474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.198730 sec): 2 clusters Score: Raw -42682.165741 + Penalty 794.663103 = -41887.502638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.199865 sec): 3 clusters Score: Raw -42495.913037 + Penalty 1589.991488 = -40905.921549 nChanged 132 SP:Iteration 1F (45.200966 sec): 3 clusters Score: Raw -42634.541028 + Penalty 1588.573846 = -41045.967182 nChanged 46 SP:Iteration 2F (45.202065 sec): 3 clusters Score: Raw -42704.691236 + Penalty 1583.294657 = -41121.396580 nChanged 29 SP:Iteration 3F (45.203151 sec): 3 clusters Score: Raw -42742.754811 + Penalty 1579.024148 = -41163.730663 nChanged 21 SP:Iteration 4Q (45.204193 sec): 3 clusters Score: Raw -42772.008555 + Penalty 1580.038037 = -41191.970519 nChanged 24 SP:Iteration 5Q (45.205228 sec): 3 clusters Score: Raw -42814.234253 + Penalty 1577.563439 = -41236.670814 nChanged 16 SP:Iteration 6Q (45.206251 sec): 3 clusters Score: Raw -42846.577883 + Penalty 1574.717496 = -41271.860387 nChanged 16 SP:Iteration 7Q (45.207348 sec): 3 clusters Score: Raw -42878.551269 + Penalty 1571.931580 = -41306.619689 nChanged 18 SP:Iteration 8Q (45.208420 sec): 3 clusters Score: Raw -42909.339353 + Penalty 1568.365189 = -41340.974163 nChanged 15 SP:Iteration 9Q (45.209513 sec): 3 clusters Score: Raw -42940.301522 + Penalty 1570.207046 = -41370.094475 nChanged 8 SP:Iteration 10F (45.210614 sec): 3 clusters Score: Raw -42953.488449 + Penalty 1572.521462 = -41380.966986 nChanged 5 SP:Iteration 11Q (45.211672 sec): 3 clusters Score: Raw -42958.068201 + Penalty 1571.377075 = -41386.691126 nChanged 2 SP:Iteration 12Q (45.212707 sec): 3 clusters Score: Raw -42959.128126 + Penalty 1570.637263 = -41388.490863 nChanged 1 SP:Iteration 13Q (45.213713 sec): 3 clusters Score: Raw -42961.113838 + Penalty 1570.637263 = -41390.476576 nChanged 0 SP:Iteration 14F (45.214766 sec): 3 clusters Score: Raw -42961.113838 + Penalty 1570.637263 = -41390.476576 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.218591 sec): 2 clusters Score: Raw -77091.948349 + Penalty 1036.525778 = -76055.422571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.220296 sec): 3 clusters Score: Raw -76789.143075 + Penalty 2073.158115 = -74715.984961 nChanged 237 SP:Iteration 1F (45.222031 sec): 3 clusters Score: Raw -76997.585561 + Penalty 2073.457944 = -74924.127617 nChanged 77 SP:Iteration 2F (45.223757 sec): 3 clusters Score: Raw -77074.035998 + Penalty 2073.946598 = -75000.089400 nChanged 43 SP:Iteration 3F (45.225419 sec): 3 clusters Score: Raw -77127.686788 + Penalty 2074.721450 = -75052.965337 nChanged 40 SP:Iteration 4Q (45.227031 sec): 3 clusters Score: Raw -77174.539587 + Penalty 2075.671927 = -75098.867660 nChanged 29 SP:Iteration 5Q (45.228678 sec): 3 clusters Score: Raw -77220.588551 + Penalty 2076.745991 = -75143.842559 nChanged 32 SP:Iteration 6Q (45.230308 sec): 3 clusters Score: Raw -77267.435079 + Penalty 2078.361315 = -75189.073763 nChanged 24 SP:Iteration 7Q (45.231919 sec): 3 clusters Score: Raw -77295.831166 + Penalty 2079.043802 = -75216.787363 nChanged 20 SP:Iteration 8Q (45.233554 sec): 3 clusters Score: Raw -77315.531277 + Penalty 2079.173838 = -75236.357439 nChanged 11 SP:Iteration 9Q (45.235163 sec): 3 clusters Score: Raw -77325.745524 + Penalty 2078.333809 = -75247.411716 nChanged 10 SP:Iteration 10F (45.236784 sec): 3 clusters Score: Raw -77342.546153 + Penalty 2078.245984 = -75264.300169 nChanged 6 SP:Iteration 11Q (45.238389 sec): 3 clusters Score: Raw -77349.986863 + Penalty 2078.019344 = -75271.967519 nChanged 2 SP:Iteration 12Q (45.240004 sec): 3 clusters Score: Raw -77351.156755 + Penalty 2078.019344 = -75273.137411 nChanged 0 SP:Iteration 13F (45.241637 sec): 3 clusters Score: Raw -77351.156755 + Penalty 2078.019344 = -75273.137411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.243290 sec): 2 clusters Score: Raw -30233.242735 + Penalty 794.189577 = -29439.053158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.244148 sec): 3 clusters Score: Raw -30155.819687 + Penalty 1588.077886 = -28567.741801 nChanged 86 SP:Iteration 1F (45.245001 sec): 3 clusters Score: Raw -30288.749495 + Penalty 1587.947134 = -28700.802361 nChanged 26 SP:Iteration 2F (45.245842 sec): 3 clusters Score: Raw -30336.899978 + Penalty 1587.749752 = -28749.150226 nChanged 12 SP:Iteration 3Q (45.246626 sec): 3 clusters Score: Raw -30367.306765 + Penalty 1588.127610 = -28779.179155 nChanged 6 SP:Iteration 4Q (45.247422 sec): 3 clusters Score: Raw -30375.958653 + Penalty 1588.189135 = -28787.769518 nChanged 2 SP:Iteration 5Q (45.248201 sec): 3 clusters Score: Raw -30377.712007 + Penalty 1588.229190 = -28789.482816 nChanged 1 SP:Iteration 6Q (45.248969 sec): 3 clusters Score: Raw -30379.011739 + Penalty 1588.340991 = -28790.670748 nChanged 2 SP:Iteration 7Q (45.249739 sec): 3 clusters Score: Raw -30381.180768 + Penalty 1588.374649 = -28792.806118 nChanged 1 SP:Iteration 8Q (45.250539 sec): 3 clusters Score: Raw -30382.458951 + Penalty 1588.351853 = -28794.107098 nChanged 1 SP:Iteration 9Q (45.251308 sec): 3 clusters Score: Raw -30382.501718 + Penalty 1588.365052 = -28794.136666 nChanged 1 SP:Iteration 10F (45.252134 sec): 3 clusters Score: Raw -30383.075092 + Penalty 1588.365052 = -28794.710041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.259538 sec): 2 clusters Score: Raw -126979.939219 + Penalty 652.220171 = -126327.719048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.262342 sec): 3 clusters Score: Raw -126201.017757 + Penalty 1305.208892 = -124895.808865 nChanged 562 SP:Iteration 1F (45.265115 sec): 3 clusters Score: Raw -126540.916542 + Penalty 1308.274063 = -125232.642479 nChanged 147 SP:Iteration 2F (45.267869 sec): 3 clusters Score: Raw -126658.720070 + Penalty 1316.410480 = -125342.309590 nChanged 129 SP:Iteration 3F (45.270590 sec): 3 clusters Score: Raw -126795.940007 + Penalty 1331.038310 = -125464.901697 nChanged 120 SP:Iteration 4F (45.273296 sec): 3 clusters Score: Raw -126919.278320 + Penalty 1346.216132 = -125573.062188 nChanged 103 SP:Iteration 5F (45.276010 sec): 3 clusters Score: Raw -127011.436924 + Penalty 1355.202030 = -125656.234894 nChanged 79 SP:Iteration 6F (45.278758 sec): 3 clusters Score: Raw -127067.681796 + Penalty 1360.184208 = -125707.497588 nChanged 55 SP:Iteration 7Q (45.281484 sec): 3 clusters Score: Raw -127111.244395 + Penalty 1366.382107 = -125744.862287 nChanged 44 SP:Iteration 8Q (45.284183 sec): 3 clusters Score: Raw -127144.290538 + Penalty 1370.269503 = -125774.021035 nChanged 36 SP:Iteration 9Q (45.286853 sec): 3 clusters Score: Raw -127165.015316 + Penalty 1374.655107 = -125790.360208 nChanged 30 SP:Iteration 10F (45.289506 sec): 3 clusters Score: Raw -127181.158217 + Penalty 1380.167703 = -125800.990513 nChanged 26 SP:Iteration 11Q (45.292156 sec): 3 clusters Score: Raw -127195.828611 + Penalty 1387.351699 = -125808.476911 nChanged 19 SP:Iteration 12Q (45.294834 sec): 3 clusters Score: Raw -127205.732717 + Penalty 1390.962220 = -125814.770497 nChanged 12 SP:Iteration 13Q (45.297442 sec): 3 clusters Score: Raw -127210.009688 + Penalty 1392.198622 = -125817.811065 nChanged 10 SP:Iteration 14Q (45.300077 sec): 3 clusters Score: Raw -127213.319804 + Penalty 1393.124031 = -125820.195773 nChanged 7 SP:Iteration 15Q (45.302747 sec): 3 clusters Score: Raw -127215.834569 + Penalty 1395.257819 = -125820.576751 nChanged 9 SP:Iteration 16Q (45.305405 sec): 3 clusters Score: Raw -127219.773078 + Penalty 1396.904090 = -125822.868988 nChanged 6 SP:Iteration 17Q (45.308031 sec): 3 clusters Score: Raw -127221.506851 + Penalty 1398.895229 = -125822.611622 nChanged 3 SP:Iteration 18F (45.310763 sec): 3 clusters Score: Raw -127222.342579 + Penalty 1400.645166 = -125821.697412 nChanged 2 SP:Iteration 19F (45.313421 sec): 3 clusters Score: Raw -127223.099040 + Penalty 1401.680872 = -125821.418168 nChanged 2 SP:Iteration 20F (45.316106 sec): 3 clusters Score: Raw -127223.747585 + Penalty 1402.362412 = -125821.385174 nChanged 2 SP:Iteration 21F (45.318833 sec): 3 clusters Score: Raw -127225.034382 + Penalty 1401.368850 = -125823.665532 nChanged 2 SP:Iteration 22Q (45.321478 sec): 3 clusters Score: Raw -127225.814209 + Penalty 1401.738200 = -125824.076009 nChanged 2 SP:Iteration 23Q (45.324134 sec): 3 clusters Score: Raw -127226.282316 + Penalty 1401.707444 = -125824.574872 nChanged 1 SP:Iteration 24Q (45.326864 sec): 3 clusters Score: Raw -127226.361818 + Penalty 1401.680850 = -125824.680968 nChanged 1 SP:Iteration 25Q (45.329458 sec): 3 clusters Score: Raw -127226.636375 + Penalty 1400.886393 = -125825.749982 nChanged 1 SP:Iteration 26Q (45.332088 sec): 3 clusters Score: Raw -127226.713528 + Penalty 1400.886393 = -125825.827135 nChanged 0 SP:Iteration 27F (45.334836 sec): 3 clusters Score: Raw -127226.713528 + Penalty 1400.886393 = -125825.827135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.340157 sec): 2 clusters Score: Raw -44711.231831 + Penalty 1008.883992 = -43702.347839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.341418 sec): 3 clusters Score: Raw -44638.657158 + Penalty 2017.409205 = -42621.247953 nChanged 152 SP:Iteration 1F (45.342646 sec): 3 clusters Score: Raw -44893.368272 + Penalty 2016.815499 = -42876.552773 nChanged 51 SP:Iteration 2F (45.343845 sec): 3 clusters Score: Raw -44988.836404 + Penalty 2015.969275 = -42972.867129 nChanged 35 SP:Iteration 3F (45.345049 sec): 3 clusters Score: Raw -45056.505485 + Penalty 2015.242852 = -43041.262633 nChanged 21 SP:Iteration 4Q (45.346184 sec): 3 clusters Score: Raw -45103.971758 + Penalty 2015.332676 = -43088.639082 nChanged 16 SP:Iteration 5Q (45.347365 sec): 3 clusters Score: Raw -45139.820097 + Penalty 2015.788549 = -43124.031547 nChanged 12 SP:Iteration 6Q (45.348484 sec): 3 clusters Score: Raw -45171.513942 + Penalty 2016.083927 = -43155.430016 nChanged 7 SP:Iteration 7Q (45.349590 sec): 3 clusters Score: Raw -45181.952405 + Penalty 2016.051216 = -43165.901190 nChanged 5 SP:Iteration 8Q (45.350693 sec): 3 clusters Score: Raw -45187.124232 + Penalty 2015.970992 = -43171.153240 nChanged 5 SP:Iteration 9Q (45.351814 sec): 3 clusters Score: Raw -45195.113030 + Penalty 2016.111173 = -43179.001857 nChanged 3 SP:Iteration 10F (45.353013 sec): 3 clusters Score: Raw -45197.346179 + Penalty 2016.182088 = -43181.164091 nChanged 1 SP:Iteration 11Q (45.354114 sec): 3 clusters Score: Raw -45199.007886 + Penalty 2016.228023 = -43182.779864 nChanged 1 SP:Iteration 12Q (45.355212 sec): 3 clusters Score: Raw -45199.470972 + Penalty 2016.297234 = -43183.173738 nChanged 1 SP:Iteration 13Q (45.356334 sec): 3 clusters Score: Raw -45203.371807 + Penalty 2016.297234 = -43187.074573 nChanged 0 SP:Iteration 14F (45.357540 sec): 3 clusters Score: Raw -45203.371807 + Penalty 2016.297234 = -43187.074573 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.362103 sec): 2 clusters Score: Raw -88961.475080 + Penalty 600.072632 = -88361.402448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.364211 sec): 3 clusters Score: Raw -88352.149420 + Penalty 1223.380544 = -87128.768876 nChanged 392 SP:Iteration 1F (45.366243 sec): 3 clusters Score: Raw -88631.657214 + Penalty 1261.742786 = -87369.914428 nChanged 126 SP:Iteration 2F (45.368312 sec): 3 clusters Score: Raw -88760.830595 + Penalty 1311.700942 = -87449.129652 nChanged 91 SP:Iteration 3F (45.370357 sec): 3 clusters Score: Raw -88867.529481 + Penalty 1378.443325 = -87489.086156 nChanged 76 SP:Iteration 4F (45.372381 sec): 3 clusters Score: Raw -88966.130468 + Penalty 1427.654993 = -87538.475475 nChanged 45 SP:Iteration 5Q (45.374289 sec): 3 clusters Score: Raw -89015.848786 + Penalty 1438.538245 = -87577.310541 nChanged 16 SP:Iteration 6Q (45.376099 sec): 3 clusters Score: Raw -89029.035956 + Penalty 1449.251558 = -87579.784398 nChanged 14 SP:Iteration 7Q (45.377896 sec): 3 clusters Score: Raw -89044.112920 + Penalty 1454.101641 = -87590.011278 nChanged 7 SP:Iteration 8Q (45.379670 sec): 3 clusters Score: Raw -89054.286490 + Penalty 1463.439034 = -87590.847455 nChanged 14 SP:Iteration 9Q (45.381417 sec): 3 clusters Score: Raw -89063.060099 + Penalty 1469.178538 = -87593.881561 nChanged 10 SP:Iteration 10F (45.383480 sec): 3 clusters Score: Raw -89066.502995 + Penalty 1470.623900 = -87595.879094 nChanged 4 SP:Iteration 11Q (45.385233 sec): 3 clusters Score: Raw -89070.718055 + Penalty 1472.371939 = -87598.346116 nChanged 4 SP:Iteration 12Q (45.386943 sec): 3 clusters Score: Raw -89072.190107 + Penalty 1473.873937 = -87598.316170 nChanged 3 SP:Iteration 13F (45.388978 sec): 3 clusters Score: Raw -89075.284741 + Penalty 1474.285201 = -87600.999540 nChanged 2 SP:Iteration 14Q (45.390683 sec): 3 clusters Score: Raw -89075.419944 + Penalty 1474.285201 = -87601.134743 nChanged 0 SP:Iteration 15F (45.392712 sec): 3 clusters Score: Raw -89075.419944 + Penalty 1474.285201 = -87601.134743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.394668 sec): 2 clusters Score: Raw -42771.630656 + Penalty 689.809251 = -42081.821405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.395746 sec): 3 clusters Score: Raw -42599.843427 + Penalty 1380.378588 = -41219.464839 nChanged 138 SP:Iteration 1F (45.396803 sec): 3 clusters Score: Raw -42728.121584 + Penalty 1386.245974 = -41341.875610 nChanged 44 SP:Iteration 2F (45.397879 sec): 3 clusters Score: Raw -42783.414026 + Penalty 1392.289543 = -41391.124483 nChanged 25 SP:Iteration 3F (45.398940 sec): 3 clusters Score: Raw -42839.249602 + Penalty 1395.594771 = -41443.654831 nChanged 27 SP:Iteration 4F (45.399994 sec): 3 clusters Score: Raw -42904.509503 + Penalty 1394.451006 = -41510.058497 nChanged 17 SP:Iteration 5Q (45.400992 sec): 3 clusters Score: Raw -42942.452900 + Penalty 1388.529211 = -41553.923689 nChanged 22 SP:Iteration 6Q (45.401976 sec): 3 clusters Score: Raw -42974.897013 + Penalty 1377.498662 = -41597.398351 nChanged 26 SP:Iteration 7F (45.403054 sec): 3 clusters Score: Raw -43019.339062 + Penalty 1366.330626 = -41653.008436 nChanged 22 SP:Iteration 8Q (45.404029 sec): 3 clusters Score: Raw -43065.534395 + Penalty 1358.196143 = -41707.338252 nChanged 20 SP:Iteration 9Q (45.404983 sec): 3 clusters Score: Raw -43122.618908 + Penalty 1349.582482 = -41773.036426 nChanged 18 SP:Iteration 10F (45.406042 sec): 3 clusters Score: Raw -43178.922662 + Penalty 1344.213473 = -41834.709189 nChanged 13 SP:Iteration 11Q (45.406955 sec): 3 clusters Score: Raw -43210.072664 + Penalty 1340.541857 = -41869.530807 nChanged 9 SP:Iteration 12Q (45.407873 sec): 3 clusters Score: Raw -43231.757466 + Penalty 1337.323389 = -41894.434076 nChanged 6 SP:Iteration 13Q (45.408757 sec): 3 clusters Score: Raw -43257.811904 + Penalty 1337.875548 = -41919.936355 nChanged 4 SP:Iteration 14Q (45.409641 sec): 3 clusters Score: Raw -43271.225291 + Penalty 1338.851227 = -41932.374065 nChanged 4 SP:Iteration 15Q (45.410502 sec): 3 clusters Score: Raw -43290.871561 + Penalty 1339.279570 = -41951.591991 nChanged 1 SP:Iteration 16Q (45.411364 sec): 3 clusters Score: Raw -43294.246194 + Penalty 1339.279570 = -41954.966624 nChanged 0 SP:Iteration 17F (45.412421 sec): 3 clusters Score: Raw -43294.246194 + Penalty 1339.279570 = -41954.966624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.414137 sec): 2 clusters Score: Raw -32188.233290 + Penalty 331.992383 = -31856.240908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.415139 sec): 3 clusters Score: Raw -31990.973018 + Penalty 685.511471 = -31305.461547 nChanged 155 SP:Iteration 1F (45.416096 sec): 3 clusters Score: Raw -32142.806087 + Penalty 726.385302 = -31416.420785 nChanged 46 SP:Iteration 2F (45.417047 sec): 3 clusters Score: Raw -32203.142578 + Penalty 754.023629 = -31449.118949 nChanged 22 SP:Iteration 3F (45.418021 sec): 3 clusters Score: Raw -32227.845540 + Penalty 776.843307 = -31451.002233 nChanged 19 SP:Iteration 4Q (45.418955 sec): 3 clusters Score: Raw -32256.232702 + Penalty 799.419462 = -31456.813240 nChanged 20 SP:Iteration 5Q (45.419875 sec): 3 clusters Score: Raw -32293.359843 + Penalty 802.109182 = -31491.250661 nChanged 12 SP:Iteration 6Q (45.420783 sec): 3 clusters Score: Raw -32312.875104 + Penalty 795.346902 = -31517.528202 nChanged 10 SP:Iteration 7Q (45.421684 sec): 3 clusters Score: Raw -32320.682859 + Penalty 792.936789 = -31527.746070 nChanged 7 SP:Iteration 8Q (45.422633 sec): 3 clusters Score: Raw -32332.101172 + Penalty 800.844381 = -31531.256791 nChanged 9 SP:Iteration 9Q (45.423533 sec): 3 clusters Score: Raw -32363.699314 + Penalty 804.250646 = -31559.448668 nChanged 10 SP:Iteration 10F (45.424494 sec): 3 clusters Score: Raw -32390.225746 + Penalty 803.802529 = -31586.423217 nChanged 9 SP:Iteration 11Q (45.425361 sec): 3 clusters Score: Raw -32408.761982 + Penalty 798.219528 = -31610.542454 nChanged 5 SP:Iteration 12Q (45.426263 sec): 3 clusters Score: Raw -32411.835186 + Penalty 791.873463 = -31619.961724 nChanged 3 SP:Iteration 13Q (45.427162 sec): 3 clusters Score: Raw -32412.799734 + Penalty 791.383100 = -31621.416633 nChanged 1 SP:Iteration 14Q (45.428064 sec): 3 clusters Score: Raw -32413.208013 + Penalty 791.383100 = -31621.824913 nChanged 0 SP:Iteration 15F (45.429062 sec): 3 clusters Score: Raw -32413.208013 + Penalty 791.383100 = -31621.824913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.429613 sec): 2 clusters Score: Raw -2258.671765 + Penalty 117.457361 = -2141.214404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.429884 sec): 3 clusters Score: Raw -2283.777188 + Penalty 258.423755 = -2025.353433 nChanged 5 SP:Iteration 1F (45.430149 sec): 3 clusters Score: Raw -2291.553053 + Penalty 258.423755 = -2033.129297 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 20 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.433352 sec): 2 clusters Score: Raw -53106.847469 + Penalty 586.303733 = -52520.543736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.434664 sec): 3 clusters Score: Raw -52786.744952 + Penalty 1172.288712 = -51614.456241 nChanged 207 SP:Iteration 1F (45.435909 sec): 3 clusters Score: Raw -52918.577182 + Penalty 1170.353511 = -51748.223672 nChanged 59 SP:Iteration 2F (45.437152 sec): 3 clusters Score: Raw -52963.890400 + Penalty 1169.542939 = -51794.347461 nChanged 42 SP:Iteration 3F (45.438413 sec): 3 clusters Score: Raw -52996.904508 + Penalty 1170.333366 = -51826.571143 nChanged 36 SP:Iteration 4F (45.439661 sec): 3 clusters Score: Raw -53021.544951 + Penalty 1174.654101 = -51846.890850 nChanged 23 SP:Iteration 5Q (45.440900 sec): 3 clusters Score: Raw -53035.670736 + Penalty 1177.744682 = -51857.926054 nChanged 15 SP:Iteration 6Q (45.442144 sec): 3 clusters Score: Raw -53044.213181 + Penalty 1185.462872 = -51858.750309 nChanged 18 SP:Iteration 7Q (45.443432 sec): 3 clusters Score: Raw -53058.527389 + Penalty 1199.413096 = -51859.114293 nChanged 22 SP:Iteration 8Q (45.444684 sec): 3 clusters Score: Raw -53084.852504 + Penalty 1212.530685 = -51872.321819 nChanged 27 SP:Iteration 9Q (45.445922 sec): 3 clusters Score: Raw -53114.129168 + Penalty 1227.679198 = -51886.449970 nChanged 26 SP:Iteration 10F (45.447165 sec): 3 clusters Score: Raw -53155.036008 + Penalty 1247.091201 = -51907.944807 nChanged 27 SP:Iteration 11Q (45.448402 sec): 3 clusters Score: Raw -53196.614203 + Penalty 1251.938325 = -51944.675878 nChanged 18 SP:Iteration 12Q (45.449600 sec): 3 clusters Score: Raw -53216.323077 + Penalty 1256.823558 = -51959.499519 nChanged 19 SP:Iteration 13Q (45.450780 sec): 3 clusters Score: Raw -53250.507077 + Penalty 1261.704998 = -51988.802079 nChanged 22 SP:Iteration 14Q (45.451935 sec): 3 clusters Score: Raw -53290.169287 + Penalty 1265.432874 = -52024.736413 nChanged 13 SP:Iteration 15Q (45.453084 sec): 3 clusters Score: Raw -53323.089104 + Penalty 1271.611909 = -52051.477195 nChanged 11 SP:Iteration 16Q (45.454190 sec): 3 clusters Score: Raw -53343.467519 + Penalty 1275.092987 = -52068.374532 nChanged 6 SP:Iteration 17Q (45.455269 sec): 3 clusters Score: Raw -53348.336583 + Penalty 1276.240286 = -52072.096298 nChanged 2 SP:Iteration 18Q (45.456342 sec): 3 clusters Score: Raw -53349.325223 + Penalty 1276.240286 = -52073.084938 nChanged 0 SP:Iteration 19F (45.457612 sec): 3 clusters Score: Raw -53349.325223 + Penalty 1276.240286 = -52073.084938 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 21 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.461757 sec): 2 clusters Score: Raw -88862.413202 + Penalty 686.095678 = -88176.317524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.463774 sec): 3 clusters Score: Raw -88372.371006 + Penalty 1373.614790 = -86998.756216 nChanged 374 SP:Iteration 1F (45.465741 sec): 3 clusters Score: Raw -88756.665785 + Penalty 1385.788017 = -87370.877768 nChanged 140 SP:Iteration 2F (45.467654 sec): 3 clusters Score: Raw -88929.548668 + Penalty 1403.663972 = -87525.884696 nChanged 123 SP:Iteration 3F (45.469598 sec): 3 clusters Score: Raw -89093.868241 + Penalty 1427.699843 = -87666.168398 nChanged 90 SP:Iteration 4F (45.471524 sec): 3 clusters Score: Raw -89203.344137 + Penalty 1440.377244 = -87762.966892 nChanged 40 SP:Iteration 5Q (45.473479 sec): 3 clusters Score: Raw -89252.602774 + Penalty 1445.042288 = -87807.560486 nChanged 19 SP:Iteration 6Q (45.475376 sec): 3 clusters Score: Raw -89275.819754 + Penalty 1446.900057 = -87828.919697 nChanged 9 SP:Iteration 7Q (45.477216 sec): 3 clusters Score: Raw -89291.127088 + Penalty 1453.415764 = -87837.711323 nChanged 7 SP:Iteration 8Q (45.479012 sec): 3 clusters Score: Raw -89310.366961 + Penalty 1458.503560 = -87851.863402 nChanged 7 SP:Iteration 9Q (45.480714 sec): 3 clusters Score: Raw -89319.828255 + Penalty 1462.092743 = -87857.735511 nChanged 5 SP:Iteration 10F (45.482694 sec): 3 clusters Score: Raw -89326.077424 + Penalty 1465.884543 = -87860.192882 nChanged 2 SP:Iteration 11Q (45.484363 sec): 3 clusters Score: Raw -89328.828935 + Penalty 1469.286523 = -87859.542411 nChanged 2 SP:Iteration 12F (45.486437 sec): 3 clusters Score: Raw -89331.852695 + Penalty 1469.286523 = -87862.566172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 22 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.488722 sec): 2 clusters Score: Raw -51157.712589 + Penalty 493.891865 = -50663.820724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.490035 sec): 3 clusters Score: Raw -50854.937889 + Penalty 1002.303232 = -49852.634657 nChanged 217 SP:Iteration 1F (45.491311 sec): 3 clusters Score: Raw -51107.035793 + Penalty 1026.323083 = -50080.712710 nChanged 87 SP:Iteration 2F (45.492614 sec): 3 clusters Score: Raw -51202.524214 + Penalty 1049.973043 = -50152.551170 nChanged 42 SP:Iteration 3F (45.493915 sec): 3 clusters Score: Raw -51243.114115 + Penalty 1061.371990 = -50181.742125 nChanged 26 SP:Iteration 4Q (45.495193 sec): 3 clusters Score: Raw -51273.436727 + Penalty 1063.525965 = -50209.910763 nChanged 17 SP:Iteration 5Q (45.496450 sec): 3 clusters Score: Raw -51295.289685 + Penalty 1061.422192 = -50233.867494 nChanged 14 SP:Iteration 6Q (45.497696 sec): 3 clusters Score: Raw -51308.426874 + Penalty 1059.260597 = -50249.166276 nChanged 11 SP:Iteration 7Q (45.498955 sec): 3 clusters Score: Raw -51319.289720 + Penalty 1060.588526 = -50258.701193 nChanged 12 SP:Iteration 8Q (45.500198 sec): 3 clusters Score: Raw -51326.785718 + Penalty 1059.395525 = -50267.390193 nChanged 4 SP:Iteration 9Q (45.501431 sec): 3 clusters Score: Raw -51330.732969 + Penalty 1058.118448 = -50272.614521 nChanged 7 SP:Iteration 10F (45.502729 sec): 3 clusters Score: Raw -51336.378519 + Penalty 1055.783766 = -50280.594753 nChanged 8 SP:Iteration 11Q (45.503970 sec): 3 clusters Score: Raw -51341.108552 + Penalty 1053.997396 = -50287.111156 nChanged 5 SP:Iteration 12Q (45.505196 sec): 3 clusters Score: Raw -51344.722285 + Penalty 1052.222686 = -50292.499599 nChanged 6 SP:Iteration 13Q (45.506416 sec): 3 clusters Score: Raw -51348.297617 + Penalty 1054.931952 = -50293.365665 nChanged 4 SP:Iteration 14Q (45.507659 sec): 3 clusters Score: Raw -51351.098813 + Penalty 1055.842695 = -50295.256118 nChanged 1 SP:Iteration 15Q (45.508918 sec): 3 clusters Score: Raw -51351.503024 + Penalty 1055.986067 = -50295.516957 nChanged 1 SP:Iteration 16Q (45.510151 sec): 3 clusters Score: Raw -51353.074286 + Penalty 1057.192433 = -50295.881854 nChanged 1 SP:Iteration 17Q (45.511377 sec): 3 clusters Score: Raw -51353.239876 + Penalty 1058.115128 = -50295.124748 nChanged 1 SP:Iteration 18F (45.512675 sec): 3 clusters Score: Raw -51353.378383 + Penalty 1058.115128 = -50295.263255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 23 (2615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.525947 sec): 2 clusters Score: Raw -211091.717214 + Penalty 238.842596 = -210852.874618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.531004 sec): 3 clusters Score: Raw -209442.910846 + Penalty 529.520097 = -208913.390749 nChanged 1153 SP:Iteration 1F (45.535791 sec): 3 clusters Score: Raw -210632.007134 + Penalty 549.182530 = -210082.824604 nChanged 204 SP:Iteration 2F (45.540553 sec): 3 clusters Score: Raw -210816.204446 + Penalty 556.156335 = -210260.048111 nChanged 96 SP:Iteration 3Q (45.545128 sec): 3 clusters Score: Raw -210887.978133 + Penalty 556.711731 = -210331.266402 nChanged 75 SP:Iteration 4Q (45.549451 sec): 3 clusters Score: Raw -210937.832954 + Penalty 558.861114 = -210378.971840 nChanged 61 SP:Iteration 5Q (45.553649 sec): 3 clusters Score: Raw -210972.225747 + Penalty 559.106062 = -210413.119685 nChanged 45 SP:Iteration 6Q (45.557723 sec): 3 clusters Score: Raw -211003.655175 + Penalty 559.721844 = -210443.933331 nChanged 35 SP:Iteration 7Q (45.561847 sec): 3 clusters Score: Raw -211031.629567 + Penalty 561.654557 = -210469.975010 nChanged 23 SP:Iteration 8Q (45.565920 sec): 3 clusters Score: Raw -211045.496829 + Penalty 564.192466 = -210481.304364 nChanged 22 SP:Iteration 9Q (45.569882 sec): 3 clusters Score: Raw -211058.387857 + Penalty 567.654453 = -210490.733404 nChanged 16 SP:Iteration 10F (45.574629 sec): 3 clusters Score: Raw -211068.427106 + Penalty 570.334325 = -210498.092781 nChanged 12 SP:Iteration 11Q (45.578572 sec): 3 clusters Score: Raw -211074.159224 + Penalty 572.650617 = -210501.508608 nChanged 5 SP:Iteration 12Q (45.582514 sec): 3 clusters Score: Raw -211075.868035 + Penalty 574.892954 = -210500.975081 nChanged 6 SP:Iteration 13F (45.587220 sec): 3 clusters Score: Raw -211077.454792 + Penalty 572.699578 = -210504.755214 nChanged 4 SP:Iteration 14Q (45.591155 sec): 3 clusters Score: Raw -211078.419696 + Penalty 572.827161 = -210505.592535 nChanged 1 SP:Iteration 15Q (45.595058 sec): 3 clusters Score: Raw -211078.461822 + Penalty 571.086869 = -210507.374953 nChanged 2 SP:Iteration 16Q (45.599006 sec): 3 clusters Score: Raw -211078.926092 + Penalty 573.696786 = -210505.229306 nChanged 4 SP:Iteration 17F (45.603762 sec): 3 clusters Score: Raw -211080.048398 + Penalty 569.185563 = -210510.862835 nChanged 2 SP:Iteration 18Q (45.607577 sec): 3 clusters Score: Raw -211080.665392 + Penalty 567.621780 = -210513.043611 nChanged 2 SP:Iteration 19Q (45.611528 sec): 3 clusters Score: Raw -211081.102609 + Penalty 567.621780 = -210513.480829 nChanged 0 SP:Iteration 20F (45.616280 sec): 3 clusters Score: Raw -211081.102609 + Penalty 567.621780 = -210513.480829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 25 (969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.622069 sec): 2 clusters Score: Raw -80464.780195 + Penalty 430.010222 = -80034.769973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.624041 sec): 3 clusters Score: Raw -79902.446237 + Penalty 857.772984 = -79044.673253 nChanged 403 SP:Iteration 1F (45.625943 sec): 3 clusters Score: Raw -80212.308203 + Penalty 852.028198 = -79360.280005 nChanged 135 SP:Iteration 2F (45.627810 sec): 3 clusters Score: Raw -80307.794971 + Penalty 849.808879 = -79457.986092 nChanged 67 SP:Iteration 3F (45.629785 sec): 3 clusters Score: Raw -80337.242647 + Penalty 847.398668 = -79489.843979 nChanged 31 SP:Iteration 4Q (45.631756 sec): 3 clusters Score: Raw -80344.884865 + Penalty 846.259822 = -79498.625043 nChanged 10 SP:Iteration 5Q (45.633754 sec): 3 clusters Score: Raw -80347.104948 + Penalty 845.044899 = -79502.060050 nChanged 9 SP:Iteration 6Q (45.635763 sec): 3 clusters Score: Raw -80348.650503 + Penalty 844.380355 = -79504.270148 nChanged 7 SP:Iteration 7Q (45.637622 sec): 3 clusters Score: Raw -80350.101556 + Penalty 843.898604 = -79506.202952 nChanged 9 SP:Iteration 8Q (45.639505 sec): 3 clusters Score: Raw -80352.546243 + Penalty 844.019655 = -79508.526587 nChanged 14 SP:Iteration 9Q (45.641369 sec): 3 clusters Score: Raw -80357.705434 + Penalty 844.152595 = -79513.552839 nChanged 18 SP:Iteration 10F (45.643295 sec): 3 clusters Score: Raw -80364.218831 + Penalty 846.305814 = -79517.913018 nChanged 21 SP:Iteration 11Q (45.645202 sec): 3 clusters Score: Raw -80372.097707 + Penalty 851.047952 = -79521.049755 nChanged 26 SP:Iteration 12Q (45.647069 sec): 3 clusters Score: Raw -80388.223306 + Penalty 855.343687 = -79532.879619 nChanged 22 SP:Iteration 13Q (45.648941 sec): 3 clusters Score: Raw -80400.655987 + Penalty 861.337858 = -79539.318129 nChanged 27 SP:Iteration 14Q (45.650782 sec): 3 clusters Score: Raw -80414.363378 + Penalty 866.507937 = -79547.855441 nChanged 22 SP:Iteration 15Q (45.652644 sec): 3 clusters Score: Raw -80421.580473 + Penalty 869.890856 = -79551.689617 nChanged 14 SP:Iteration 16Q (45.654504 sec): 3 clusters Score: Raw -80426.212191 + Penalty 871.803667 = -79554.408524 nChanged 7 SP:Iteration 17Q (45.656350 sec): 3 clusters Score: Raw -80428.195396 + Penalty 873.727201 = -79554.468195 nChanged 6 SP:Iteration 18Q (45.658201 sec): 3 clusters Score: Raw -80429.289379 + Penalty 875.710466 = -79553.578913 nChanged 6 SP:Iteration 19F (45.660136 sec): 3 clusters Score: Raw -80430.318429 + Penalty 878.146961 = -79552.171467 nChanged 7 SP:Iteration 20F (45.662046 sec): 3 clusters Score: Raw -80431.622369 + Penalty 880.469270 = -79551.153099 nChanged 6 SP:Iteration 21F (45.663957 sec): 3 clusters Score: Raw -80433.429210 + Penalty 883.750890 = -79549.678319 nChanged 8 SP:Iteration 22F (45.665830 sec): 3 clusters Score: Raw -80436.006737 + Penalty 887.932194 = -79548.074543 nChanged 12 SP:Iteration 23F (45.667721 sec): 3 clusters Score: Raw -80440.334344 + Penalty 890.272254 = -79550.062091 nChanged 6 SP:Iteration 24Q (45.669579 sec): 3 clusters Score: Raw -80441.777444 + Penalty 893.887640 = -79547.889804 nChanged 9 SP:Iteration 25F (45.671493 sec): 3 clusters Score: Raw -80443.692164 + Penalty 896.621242 = -79547.070922 nChanged 7 SP:Iteration 26F (45.673417 sec): 3 clusters Score: Raw -80446.606735 + Penalty 899.970278 = -79546.636458 nChanged 8 SP:Iteration 27F (45.675293 sec): 3 clusters Score: Raw -80449.577012 + Penalty 900.337139 = -79549.239873 nChanged 1 SP:Iteration 28Q (45.677106 sec): 3 clusters Score: Raw -80449.890122 + Penalty 900.337139 = -79549.552983 nChanged 0 SP:Iteration 29F (45.679075 sec): 3 clusters Score: Raw -80449.890122 + Penalty 900.337139 = -79549.552983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (2315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.687028 sec): 2 clusters Score: Raw -182713.957111 + Penalty 89.297353 = -182624.659759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.691323 sec): 3 clusters Score: Raw -181231.106144 + Penalty 186.155245 = -181044.950899 nChanged 1077 SP:Iteration 1F (45.695713 sec): 3 clusters Score: Raw -182263.331327 + Penalty 190.403643 = -182072.927684 nChanged 133 SP:Iteration 2F (45.699985 sec): 3 clusters Score: Raw -182357.921730 + Penalty 193.639772 = -182164.281958 nChanged 67 SP:Iteration 3Q (45.704161 sec): 3 clusters Score: Raw -182391.854858 + Penalty 198.223794 = -182193.631064 nChanged 64 SP:Iteration 4Q (45.708297 sec): 3 clusters Score: Raw -182419.539238 + Penalty 201.867304 = -182217.671934 nChanged 66 SP:Iteration 5Q (45.712521 sec): 3 clusters Score: Raw -182447.679982 + Penalty 206.310795 = -182241.369187 nChanged 53 SP:Iteration 6Q (45.716555 sec): 3 clusters Score: Raw -182464.913856 + Penalty 211.246551 = -182253.667305 nChanged 50 SP:Iteration 7Q (45.720679 sec): 3 clusters Score: Raw -182480.594586 + Penalty 214.781170 = -182265.813416 nChanged 40 SP:Iteration 8Q (45.724702 sec): 3 clusters Score: Raw -182492.198289 + Penalty 217.834387 = -182274.363902 nChanged 42 SP:Iteration 9Q (45.728733 sec): 3 clusters Score: Raw -182511.636703 + Penalty 223.601978 = -182288.034725 nChanged 46 SP:Iteration 10F (45.733021 sec): 3 clusters Score: Raw -182532.627678 + Penalty 228.660979 = -182303.966699 nChanged 44 SP:Iteration 11Q (45.737162 sec): 3 clusters Score: Raw -182549.918587 + Penalty 234.045175 = -182315.873412 nChanged 30 SP:Iteration 12Q (45.741112 sec): 3 clusters Score: Raw -182560.977900 + Penalty 238.968278 = -182322.009622 nChanged 32 SP:Iteration 13Q (45.744985 sec): 3 clusters Score: Raw -182572.309442 + Penalty 241.618049 = -182330.691393 nChanged 25 SP:Iteration 14Q (45.748780 sec): 3 clusters Score: Raw -182580.617612 + Penalty 241.878893 = -182338.738719 nChanged 27 SP:Iteration 15Q (45.752523 sec): 3 clusters Score: Raw -182593.255060 + Penalty 246.920618 = -182346.334441 nChanged 32 SP:Iteration 16Q (45.756230 sec): 3 clusters Score: Raw -182608.134879 + Penalty 250.221173 = -182357.913706 nChanged 30 SP:Iteration 17Q (45.759944 sec): 3 clusters Score: Raw -182621.169298 + Penalty 249.765381 = -182371.403917 nChanged 19 SP:Iteration 18Q (45.763622 sec): 3 clusters Score: Raw -182629.931181 + Penalty 250.577837 = -182379.353344 nChanged 17 SP:Iteration 19Q (45.767218 sec): 3 clusters Score: Raw -182636.615272 + Penalty 252.051990 = -182384.563281 nChanged 14 SP:Iteration 20F (45.771400 sec): 3 clusters Score: Raw -182640.759018 + Penalty 254.413329 = -182386.345689 nChanged 13 SP:Iteration 21Q (45.775009 sec): 3 clusters Score: Raw -182644.700591 + Penalty 257.477295 = -182387.223296 nChanged 9 SP:Iteration 22Q (45.778682 sec): 3 clusters Score: Raw -182646.823328 + Penalty 258.951287 = -182387.872041 nChanged 7 SP:Iteration 23Q (45.782318 sec): 3 clusters Score: Raw -182648.483590 + Penalty 258.639145 = -182389.844445 nChanged 6 SP:Iteration 24Q (45.785885 sec): 3 clusters Score: Raw -182650.088847 + Penalty 258.491798 = -182391.597049 nChanged 6 SP:Iteration 25Q (45.789462 sec): 3 clusters Score: Raw -182651.009399 + Penalty 259.234243 = -182391.775156 nChanged 4 SP:Iteration 26Q (45.793056 sec): 3 clusters Score: Raw -182651.726509 + Penalty 259.689315 = -182392.037194 nChanged 6 SP:Iteration 27Q (45.796653 sec): 3 clusters Score: Raw -182653.111334 + Penalty 257.930018 = -182395.181316 nChanged 10 SP:Iteration 28Q (45.800204 sec): 3 clusters Score: Raw -182655.042408 + Penalty 258.411829 = -182396.630578 nChanged 6 SP:Iteration 29Q (45.803792 sec): 3 clusters Score: Raw -182655.615678 + Penalty 260.910607 = -182394.705071 nChanged 7 SP:Iteration 30F (45.807986 sec): 3 clusters Score: Raw -182655.891140 + Penalty 262.232437 = -182393.658703 nChanged 6 SP:Iteration 31F (45.812261 sec): 3 clusters Score: Raw -182656.531332 + Penalty 264.099851 = -182392.431481 nChanged 5 SP:Iteration 32F (45.816460 sec): 3 clusters Score: Raw -182656.710252 + Penalty 264.805446 = -182391.904806 nChanged 1 SP:Iteration 33F (45.820658 sec): 3 clusters Score: Raw -182656.593148 + Penalty 265.151279 = -182391.441869 nChanged 1 SP:Iteration 34F (45.824888 sec): 3 clusters Score: Raw -182656.771505 + Penalty 266.258047 = -182390.513459 nChanged 2 SP:Iteration 35F (45.829125 sec): 3 clusters Score: Raw -182656.893588 + Penalty 265.861795 = -182391.031793 nChanged 3 SP:Iteration 36Q (45.832664 sec): 3 clusters Score: Raw -182657.071960 + Penalty 266.272123 = -182390.799837 nChanged 4 SP:Iteration 37F (45.837024 sec): 3 clusters Score: Raw -182658.703958 + Penalty 267.170089 = -182391.533869 nChanged 4 SP:Iteration 38Q (45.840798 sec): 3 clusters Score: Raw -182660.882503 + Penalty 270.267348 = -182390.615156 nChanged 7 SP:Iteration 39F (45.845086 sec): 3 clusters Score: Raw -182663.548885 + Penalty 268.289549 = -182395.259336 nChanged 5 SP:Iteration 40F (45.849287 sec): 3 clusters Score: Raw -182664.950550 + Penalty 267.333104 = -182397.617446 nChanged 2 SP:Iteration 41Q (45.852787 sec): 3 clusters Score: Raw -182665.333692 + Penalty 266.906123 = -182398.427569 nChanged 2 SP:Iteration 42Q (45.856313 sec): 3 clusters Score: Raw -182665.571885 + Penalty 266.032874 = -182399.539010 nChanged 2 SP:Iteration 43Q (45.859834 sec): 3 clusters Score: Raw -182665.823130 + Penalty 266.817706 = -182399.005424 nChanged 2 SP:Iteration 44F (45.864024 sec): 3 clusters Score: Raw -182665.878888 + Penalty 268.413954 = -182397.464934 nChanged 2 SP:Iteration 45F (45.868205 sec): 3 clusters Score: Raw -182665.683669 + Penalty 268.413954 = -182397.269715 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 37 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.871836 sec): 2 clusters Score: Raw -52115.331783 + Penalty 1015.137917 = -51100.193866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.873083 sec): 3 clusters Score: Raw -51953.740343 + Penalty 2030.741439 = -49922.998903 nChanged 141 SP:Iteration 1F (45.874295 sec): 3 clusters Score: Raw -52100.337479 + Penalty 2031.011080 = -50069.326399 nChanged 39 SP:Iteration 2F (45.875495 sec): 3 clusters Score: Raw -52140.027797 + Penalty 2030.920883 = -50109.106915 nChanged 15 SP:Iteration 3Q (45.876693 sec): 3 clusters Score: Raw -52157.828123 + Penalty 2030.645463 = -50127.182660 nChanged 13 SP:Iteration 4Q (45.877872 sec): 3 clusters Score: Raw -52172.424741 + Penalty 2030.459515 = -50141.965226 nChanged 8 SP:Iteration 5Q (45.879142 sec): 3 clusters Score: Raw -52178.313875 + Penalty 2030.406037 = -50147.907838 nChanged 4 SP:Iteration 6Q (45.880383 sec): 3 clusters Score: Raw -52181.004000 + Penalty 2030.356975 = -50150.647025 nChanged 2 SP:Iteration 7Q (45.881613 sec): 3 clusters Score: Raw -52182.999609 + Penalty 2030.332105 = -50152.667504 nChanged 1 SP:Iteration 8Q (45.882825 sec): 3 clusters Score: Raw -52184.228654 + Penalty 2030.264659 = -50153.963995 nChanged 3 SP:Iteration 9Q (45.884009 sec): 3 clusters Score: Raw -52186.322515 + Penalty 2030.264659 = -50156.057856 nChanged 0 SP:Iteration 10F (45.885216 sec): 3 clusters Score: Raw -52186.322515 + Penalty 2030.264659 = -50156.057856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.886765 sec): 2 clusters Score: Raw -22051.893194 + Penalty 723.649893 = -21328.243301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.887397 sec): 3 clusters Score: Raw -21999.055292 + Penalty 1446.128674 = -20552.926618 nChanged 40 SP:Iteration 1F (45.888016 sec): 3 clusters Score: Raw -22100.206697 + Penalty 1442.222782 = -20657.983915 nChanged 22 SP:Iteration 2F (45.888627 sec): 3 clusters Score: Raw -22150.351953 + Penalty 1443.205145 = -20707.146808 nChanged 10 SP:Iteration 3Q (45.889220 sec): 3 clusters Score: Raw -22166.593335 + Penalty 1446.278383 = -20720.314953 nChanged 6 SP:Iteration 4Q (45.889807 sec): 3 clusters Score: Raw -22185.120348 + Penalty 1445.651704 = -20739.468644 nChanged 4 SP:Iteration 5Q (45.890391 sec): 3 clusters Score: Raw -22191.720858 + Penalty 1444.039880 = -20747.680979 nChanged 2 SP:Iteration 6Q (45.890972 sec): 3 clusters Score: Raw -22194.202112 + Penalty 1443.102299 = -20751.099812 nChanged 3 SP:Iteration 7Q (45.891550 sec): 3 clusters Score: Raw -22197.335418 + Penalty 1443.775202 = -20753.560216 nChanged 1 SP:Iteration 8Q (45.892148 sec): 3 clusters Score: Raw -22204.256044 + Penalty 1444.509826 = -20759.746217 nChanged 2 SP:Iteration 9Q (45.892731 sec): 3 clusters Score: Raw -22206.589335 + Penalty 1444.499153 = -20762.090182 nChanged 3 SP:Iteration 10F (45.893380 sec): 3 clusters Score: Raw -22209.637986 + Penalty 1446.631273 = -20763.006713 nChanged 4 SP:Iteration 11Q (45.893955 sec): 3 clusters Score: Raw -22218.486288 + Penalty 1448.084221 = -20770.402067 nChanged 1 SP:Iteration 12Q (45.894519 sec): 3 clusters Score: Raw -22220.789025 + Penalty 1452.818751 = -20767.970274 nChanged 2 SP:Iteration 13F (45.895134 sec): 3 clusters Score: Raw -22225.426286 + Penalty 1452.274635 = -20773.151651 nChanged 1 SP:Iteration 14Q (45.895691 sec): 3 clusters Score: Raw -22227.414032 + Penalty 1450.993600 = -20776.420432 nChanged 1 SP:Iteration 15Q (45.896245 sec): 3 clusters Score: Raw -22229.797613 + Penalty 1450.993600 = -20778.804013 nChanged 0 SP:Iteration 16F (45.896851 sec): 3 clusters Score: Raw -22229.797613 + Penalty 1450.993600 = -20778.804013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.899339 sec): 2 clusters Score: Raw -29451.056407 + Penalty 626.109539 = -28824.946868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.900228 sec): 3 clusters Score: Raw -29317.345496 + Penalty 1250.231557 = -28067.113940 nChanged 119 SP:Iteration 1F (45.901100 sec): 3 clusters Score: Raw -29465.224719 + Penalty 1245.264372 = -28219.960348 nChanged 37 SP:Iteration 2F (45.901992 sec): 3 clusters Score: Raw -29523.749558 + Penalty 1236.005642 = -28287.743916 nChanged 22 SP:Iteration 3F (45.902872 sec): 3 clusters Score: Raw -29552.475338 + Penalty 1230.855353 = -28321.619985 nChanged 9 SP:Iteration 4Q (45.903715 sec): 3 clusters Score: Raw -29563.973236 + Penalty 1227.053262 = -28336.919974 nChanged 8 SP:Iteration 5Q (45.904556 sec): 3 clusters Score: Raw -29574.861705 + Penalty 1225.002664 = -28349.859042 nChanged 8 SP:Iteration 6Q (45.905393 sec): 3 clusters Score: Raw -29590.000939 + Penalty 1220.698544 = -28369.302395 nChanged 12 SP:Iteration 7Q (45.906228 sec): 3 clusters Score: Raw -29607.399919 + Penalty 1220.075584 = -28387.324335 nChanged 10 SP:Iteration 8Q (45.907084 sec): 3 clusters Score: Raw -29624.748786 + Penalty 1217.911975 = -28406.836811 nChanged 7 SP:Iteration 9Q (45.907912 sec): 3 clusters Score: Raw -29632.574039 + Penalty 1217.384457 = -28415.189582 nChanged 3 SP:Iteration 10F (45.908782 sec): 3 clusters Score: Raw -29635.567362 + Penalty 1218.455491 = -28417.111871 nChanged 1 SP:Iteration 11Q (45.909624 sec): 3 clusters Score: Raw -29640.626112 + Penalty 1217.791659 = -28422.834453 nChanged 4 SP:Iteration 12Q (45.910457 sec): 3 clusters Score: Raw -29645.114011 + Penalty 1219.868777 = -28425.245234 nChanged 4 SP:Iteration 13Q (45.911284 sec): 3 clusters Score: Raw -29650.897499 + Penalty 1223.911286 = -28426.986213 nChanged 4 SP:Iteration 14Q (45.912138 sec): 3 clusters Score: Raw -29657.887174 + Penalty 1223.354849 = -28434.532325 nChanged 3 SP:Iteration 15Q (45.912970 sec): 3 clusters Score: Raw -29662.624672 + Penalty 1225.058681 = -28437.565991 nChanged 5 SP:Iteration 16Q (45.913795 sec): 3 clusters Score: Raw -29670.874372 + Penalty 1226.384525 = -28444.489846 nChanged 2 SP:Iteration 17Q (45.914615 sec): 3 clusters Score: Raw -29673.079143 + Penalty 1227.382343 = -28445.696800 nChanged 1 SP:Iteration 18Q (45.915434 sec): 3 clusters Score: Raw -29673.757784 + Penalty 1226.448697 = -28447.309087 nChanged 1 SP:Iteration 19Q (45.916253 sec): 3 clusters Score: Raw -29674.193398 + Penalty 1226.448697 = -28447.744701 nChanged 0 SP:Iteration 20F (45.917144 sec): 3 clusters Score: Raw -29674.193398 + Penalty 1226.448697 = -28447.744701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.918601 sec): 2 clusters Score: Raw -34946.275365 + Penalty 862.605814 = -34083.669550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.919513 sec): 3 clusters Score: Raw -34855.909205 + Penalty 1724.951601 = -33130.957604 nChanged 72 SP:Iteration 1F (45.920432 sec): 3 clusters Score: Raw -34940.932351 + Penalty 1724.590508 = -33216.341843 nChanged 23 SP:Iteration 2F (45.921323 sec): 3 clusters Score: Raw -34970.603713 + Penalty 1723.912271 = -33246.691443 nChanged 13 SP:Iteration 3Q (45.922202 sec): 3 clusters Score: Raw -34986.301017 + Penalty 1723.170375 = -33263.130642 nChanged 7 SP:Iteration 4Q (45.923052 sec): 3 clusters Score: Raw -34998.284834 + Penalty 1722.207560 = -33276.077274 nChanged 6 SP:Iteration 5Q (45.923889 sec): 3 clusters Score: Raw -35008.441749 + Penalty 1720.620569 = -33287.821179 nChanged 9 SP:Iteration 6Q (45.924728 sec): 3 clusters Score: Raw -35020.293844 + Penalty 1719.996977 = -33300.296866 nChanged 4 SP:Iteration 7Q (45.925561 sec): 3 clusters Score: Raw -35022.704644 + Penalty 1719.045022 = -33303.659623 nChanged 3 SP:Iteration 8Q (45.926423 sec): 3 clusters Score: Raw -35025.231336 + Penalty 1718.339839 = -33306.891498 nChanged 3 SP:Iteration 9Q (45.927300 sec): 3 clusters Score: Raw -35029.215590 + Penalty 1718.227701 = -33310.987889 nChanged 1 SP:Iteration 10F (45.928192 sec): 3 clusters Score: Raw -35029.751232 + Penalty 1718.054820 = -33311.696412 nChanged 1 SP:Iteration 11Q (45.929069 sec): 3 clusters Score: Raw -35029.892556 + Penalty 1718.054820 = -33311.837736 nChanged 0 SP:Iteration 12F (45.929958 sec): 3 clusters Score: Raw -35029.892556 + Penalty 1718.054820 = -33311.837736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.930971 sec): 2 clusters Score: Raw -16366.754332 + Penalty 324.652820 = -16042.101512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.931559 sec): 3 clusters Score: Raw -16307.172146 + Penalty 657.260545 = -15649.911601 nChanged 50 SP:Iteration 1F (45.932135 sec): 3 clusters Score: Raw -16352.218162 + Penalty 663.684288 = -15688.533874 nChanged 14 SP:Iteration 2F (45.932707 sec): 3 clusters Score: Raw -16373.786693 + Penalty 670.741977 = -15703.044716 nChanged 10 SP:Iteration 3F (45.933274 sec): 3 clusters Score: Raw -16390.299470 + Penalty 677.740864 = -15712.558607 nChanged 11 SP:Iteration 4F (45.933845 sec): 3 clusters Score: Raw -16403.396220 + Penalty 686.768876 = -15716.627344 nChanged 7 SP:Iteration 5Q (45.934392 sec): 3 clusters Score: Raw -16416.949314 + Penalty 692.556570 = -15724.392744 nChanged 5 SP:Iteration 6Q (45.934934 sec): 3 clusters Score: Raw -16423.677943 + Penalty 700.587970 = -15723.089973 nChanged 6 SP:Iteration 7F (45.935502 sec): 3 clusters Score: Raw -16433.441833 + Penalty 709.105235 = -15724.336598 nChanged 5 SP:Iteration 8Q (45.936045 sec): 3 clusters Score: Raw -16441.899417 + Penalty 712.388053 = -15729.511364 nChanged 2 SP:Iteration 9Q (45.936581 sec): 3 clusters Score: Raw -16442.691128 + Penalty 712.388053 = -15730.303075 nChanged 0 SP:Iteration 10F (45.937147 sec): 3 clusters Score: Raw -16442.691128 + Penalty 712.388053 = -15730.303075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.937924 sec): 2 clusters Score: Raw -6213.565660 + Penalty 164.627448 = -6048.938211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.938325 sec): 3 clusters Score: Raw -6259.669290 + Penalty 356.521030 = -5903.148260 nChanged 21 SP:Iteration 1F (45.938715 sec): 3 clusters Score: Raw -6312.292154 + Penalty 404.632763 = -5907.659391 nChanged 11 SP:Iteration 2F (45.939106 sec): 3 clusters Score: Raw -6362.033833 + Penalty 428.136044 = -5933.897789 nChanged 6 SP:Iteration 3F (45.939497 sec): 3 clusters Score: Raw -6411.515015 + Penalty 443.372471 = -5968.142543 nChanged 3 SP:Iteration 4Q (45.939847 sec): 3 clusters Score: Raw -6437.075703 + Penalty 443.372471 = -5993.703232 nChanged 0 SP:Iteration 5F (45.940236 sec): 3 clusters Score: Raw -6437.075703 + Penalty 443.372471 = -5993.703232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 78 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.942554 sec): 2 clusters Score: Raw -59205.673905 + Penalty 772.589286 = -58433.084619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.943929 sec): 3 clusters Score: Raw -58926.059217 + Penalty 1544.074409 = -57381.984808 nChanged 194 SP:Iteration 1F (45.945261 sec): 3 clusters Score: Raw -59091.940210 + Penalty 1537.954528 = -57553.985682 nChanged 62 SP:Iteration 2F (45.946612 sec): 3 clusters Score: Raw -59160.817146 + Penalty 1531.441759 = -57629.375387 nChanged 54 SP:Iteration 3F (45.947952 sec): 3 clusters Score: Raw -59219.291397 + Penalty 1527.038435 = -57692.252962 nChanged 37 SP:Iteration 4F (45.949275 sec): 3 clusters Score: Raw -59255.436056 + Penalty 1527.517826 = -57727.918229 nChanged 19 SP:Iteration 5Q (45.950585 sec): 3 clusters Score: Raw -59272.983611 + Penalty 1528.217232 = -57744.766379 nChanged 5 SP:Iteration 6Q (45.951915 sec): 3 clusters Score: Raw -59279.520005 + Penalty 1528.044878 = -57751.475126 nChanged 4 SP:Iteration 7Q (45.953235 sec): 3 clusters Score: Raw -59281.375686 + Penalty 1528.458700 = -57752.916986 nChanged 4 SP:Iteration 8Q (45.954544 sec): 3 clusters Score: Raw -59283.809030 + Penalty 1528.520346 = -57755.288685 nChanged 1 SP:Iteration 9Q (45.955858 sec): 3 clusters Score: Raw -59284.112835 + Penalty 1528.520346 = -57755.592490 nChanged 0 SP:Iteration 10F (45.957204 sec): 3 clusters Score: Raw -59284.112835 + Penalty 1528.520346 = -57755.592490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.958576 sec): 2 clusters Score: Raw -26885.334391 + Penalty 508.059105 = -26377.275287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.959386 sec): 3 clusters Score: Raw -26748.511622 + Penalty 1015.492557 = -25733.019065 nChanged 103 SP:Iteration 1F (45.960180 sec): 3 clusters Score: Raw -26852.404243 + Penalty 1016.343215 = -25836.061028 nChanged 38 SP:Iteration 2F (45.960962 sec): 3 clusters Score: Raw -26906.279530 + Penalty 1015.587096 = -25890.692434 nChanged 21 SP:Iteration 3F (45.961774 sec): 3 clusters Score: Raw -26925.403005 + Penalty 1015.319357 = -25910.083648 nChanged 12 SP:Iteration 4Q (45.962547 sec): 3 clusters Score: Raw -26939.912968 + Penalty 1015.074006 = -25924.838962 nChanged 13 SP:Iteration 5Q (45.963355 sec): 3 clusters Score: Raw -26955.260212 + Penalty 1017.964143 = -25937.296069 nChanged 9 SP:Iteration 6Q (45.964148 sec): 3 clusters Score: Raw -26964.404063 + Penalty 1020.890221 = -25943.513842 nChanged 6 SP:Iteration 7Q (45.964938 sec): 3 clusters Score: Raw -26966.857849 + Penalty 1021.226993 = -25945.630856 nChanged 5 SP:Iteration 8Q (45.965730 sec): 3 clusters Score: Raw -26970.821144 + Penalty 1027.710557 = -25943.110587 nChanged 6 SP:Iteration 9F (45.966526 sec): 3 clusters Score: Raw -26981.988852 + Penalty 1031.519830 = -25950.469021 nChanged 5 SP:Iteration 10F (45.967329 sec): 3 clusters Score: Raw -26990.201340 + Penalty 1030.420093 = -25959.781247 nChanged 2 SP:Iteration 11Q (45.968090 sec): 3 clusters Score: Raw -26994.892907 + Penalty 1026.431563 = -25968.461343 nChanged 4 SP:Iteration 12Q (45.968850 sec): 3 clusters Score: Raw -27007.066501 + Penalty 1025.867334 = -25981.199167 nChanged 3 SP:Iteration 13Q (45.969607 sec): 3 clusters Score: Raw -27009.910325 + Penalty 1027.431571 = -25982.478754 nChanged 3 SP:Iteration 14Q (45.970363 sec): 3 clusters Score: Raw -27013.231789 + Penalty 1028.908861 = -25984.322928 nChanged 4 SP:Iteration 15Q (45.971119 sec): 3 clusters Score: Raw -27023.271490 + Penalty 1029.850079 = -25993.421411 nChanged 4 SP:Iteration 16Q (45.971892 sec): 3 clusters Score: Raw -27024.884996 + Penalty 1031.014398 = -25993.870598 nChanged 1 SP:Iteration 17Q (45.972650 sec): 3 clusters Score: Raw -27027.790685 + Penalty 1032.246677 = -25995.544008 nChanged 1 SP:Iteration 18Q (45.973433 sec): 3 clusters Score: Raw -27029.928601 + Penalty 1034.700507 = -25995.228094 nChanged 1 SP:Iteration 19F (45.974215 sec): 3 clusters Score: Raw -27031.019580 + Penalty 1036.376210 = -25994.643370 nChanged 1 SP:Iteration 20F (45.974998 sec): 3 clusters Score: Raw -27031.594838 + Penalty 1038.494979 = -25993.099858 nChanged 1 SP:Iteration 21F (45.975779 sec): 3 clusters Score: Raw -27033.823139 + Penalty 1038.494979 = -25995.328160 nChanged 0 Time taken for this iteration:45.350194 seconds. 300->29 Clusters: Score -1777034.676102, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 165 (time per iteration =278.871182 ms) Total iterations: 2265 (time per iteration =20.315119 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3456662500.000000 (time per metric unit =13.311611ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 86416562500.000000 (time per metric unit=532.464422ps) That took 46.013745 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 15 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27189 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 27189 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 144 (1 points): Lose 3.142410 but Gain 1530.336735 Iteration 0F (2.702364 sec): 151 clusters Score: Raw -2192064.679054 + Penalty 123710.060477 = -2068354.618577 nChanged 7863 Deleting Class 115 (1 points): Lose 53.901617 but Gain 1487.773508 Iteration 1F (4.509321 sec): 146 clusters Score: Raw -2219576.196324 + Penalty 118397.773532 = -2101178.422792 nChanged 2033 Deleting Class 70 (1 points): Lose 9.551105 but Gain 1442.700574 Iteration 2F (6.247114 sec): 143 clusters Score: Raw -2225828.586881 + Penalty 117402.835175 = -2108425.751705 nChanged 1293 Deleting Class 85 (4 points): Lose 202.339655 but Gain 1541.815401 Iteration 3Q (6.476053 sec): 142 clusters Score: Raw -2228421.155849 + Penalty 115043.831247 = -2113377.324602 nChanged 918 Deleting Class 120 (1 points): Lose 88.102789 but Gain 1417.835245 Iteration 4Q (6.667120 sec): 140 clusters Score: Raw -2229452.612547 + Penalty 112874.590681 = -2116578.021866 nChanged 597 Deleting Class 28 (14 points): Lose 159.297901 but Gain 1471.718041 Iteration 5Q (6.831815 sec): 138 clusters Score: Raw -2229851.765175 + Penalty 110437.061437 = -2119414.703738 nChanged 423 Deleting Class 141 (1 points): Lose 8.340045 but Gain 1291.636821 Iteration 6Q (6.983710 sec): 136 clusters Score: Raw -2230265.162557 + Penalty 109183.356069 = -2121081.806488 nChanged 288 Deleting Class 116 (3 points): Lose 9.153162 but Gain 1275.731873 Iteration 7Q (7.122660 sec): 135 clusters Score: Raw -2230483.585747 + Penalty 107971.303509 = -2122512.282237 nChanged 217 Deleting Class 133 (1 points): Lose 28.238824 but Gain 1260.876750 Iteration 8Q (7.258749 sec): 134 clusters Score: Raw -2230615.260961 + Penalty 106746.127286 = -2123869.133675 nChanged 190 Deleting Class 80 (4 points): Lose 26.371421 but Gain 1258.997025 Iteration 9Q (7.393878 sec): 133 clusters Score: Raw -2230718.790194 + Penalty 105455.374608 = -2125263.415586 nChanged 163 Deleting Class 91 (10 points): Lose 88.641822 but Gain 1289.098272 Iteration 10F (9.008791 sec): 132 clusters Score: Raw -2230977.176634 + Penalty 104312.352056 = -2126664.824578 nChanged 186 Deleting Class 68 (24 points): Lose 151.408506 but Gain 1332.751335 Iteration 11Q (9.142769 sec): 131 clusters Score: Raw -2231224.434165 + Penalty 102942.933382 = -2128281.500783 nChanged 167 Deleting Class 99 (10 points): Lose 511.755058 but Gain 1659.217261 Iteration 12Q (9.274287 sec): 130 clusters Score: Raw -2231053.157772 + Penalty 101497.065270 = -2129556.092502 nChanged 128 Deleting Class 130 (1 points): Lose 14.797247 but Gain 1188.209795 Iteration 13Q (9.403126 sec): 129 clusters Score: Raw -2231308.172002 + Penalty 100195.465104 = -2131112.706897 nChanged 97 Deleting Class 142 (4 points): Lose 54.296083 but Gain 1193.477384 Iteration 14Q (9.528001 sec): 128 clusters Score: Raw -2231369.470909 + Penalty 99060.506388 = -2132308.964521 nChanged 73 Deleting Class 46 (12 points): Lose 164.043905 but Gain 1299.953644 Iteration 15Q (9.651770 sec): 127 clusters Score: Raw -2231321.539230 + Penalty 97783.126693 = -2133538.412537 nChanged 74 Deleting Class 9 (8 points): Lose 69.345932 but Gain 1194.237997 Iteration 16Q (9.774250 sec): 126 clusters Score: Raw -2231448.538722 + Penalty 96640.441033 = -2134808.097689 nChanged 60 Deleting Class 121 (11 points): Lose 86.594578 but Gain 1206.204729 Iteration 17Q (9.898053 sec): 125 clusters Score: Raw -2231523.227240 + Penalty 95526.219123 = -2135997.008118 nChanged 54 Deleting Class 84 (5 points): Lose 105.197245 but Gain 1209.687254 Iteration 18Q (10.019148 sec): 124 clusters Score: Raw -2231600.776169 + Penalty 94295.197844 = -2137305.578325 nChanged 48 Deleting Class 40 (18 points): Lose 115.011782 but Gain 1201.009381 Iteration 19Q (10.147948 sec): 123 clusters Score: Raw -2231526.143373 + Penalty 93150.229843 = -2138375.913530 nChanged 54 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2231526.143373 + Penalty 93150.229843 = -2138375.913530Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (1946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.247939 sec): 2 clusters Score: Raw -163180.504934 + Penalty 68.095099 = -163112.409835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.251694 sec): 3 clusters Score: Raw -161904.907923 + Penalty 136.397855 = -161768.510068 nChanged 901 SP:Iteration 1F (10.255389 sec): 3 clusters Score: Raw -162364.727473 + Penalty 136.868511 = -162227.858962 nChanged 63 SP:Iteration 2Q (10.259182 sec): 3 clusters Score: Raw -162374.782857 + Penalty 137.448056 = -162237.334801 nChanged 43 SP:Iteration 3Q (10.263136 sec): 3 clusters Score: Raw -162386.108560 + Penalty 138.296635 = -162247.811925 nChanged 60 SP:Iteration 4Q (10.266858 sec): 3 clusters Score: Raw -162427.110532 + Penalty 139.623977 = -162287.486555 nChanged 92 SP:Iteration 5Q (10.270464 sec): 3 clusters Score: Raw -162517.004006 + Penalty 140.173505 = -162376.830501 nChanged 107 SP:Iteration 6F (10.274106 sec): 3 clusters Score: Raw -162655.125622 + Penalty 141.826746 = -162513.298876 nChanged 152 SP:Iteration 7F (10.277763 sec): 3 clusters Score: Raw -162843.943095 + Penalty 142.391778 = -162701.551317 nChanged 127 SP:Iteration 8F (10.281399 sec): 3 clusters Score: Raw -162932.010951 + Penalty 142.818211 = -162789.192741 nChanged 57 SP:Iteration 9Q (10.285066 sec): 3 clusters Score: Raw -162947.213053 + Penalty 142.911773 = -162804.301280 nChanged 20 SP:Iteration 10F (10.288823 sec): 3 clusters Score: Raw -162952.835096 + Penalty 142.854775 = -162809.980320 nChanged 17 SP:Iteration 11Q (10.292327 sec): 3 clusters Score: Raw -162956.565870 + Penalty 143.248822 = -162813.317048 nChanged 19 SP:Iteration 12Q (10.295750 sec): 3 clusters Score: Raw -162961.772073 + Penalty 143.591589 = -162818.180483 nChanged 22 SP:Iteration 13Q (10.299210 sec): 3 clusters Score: Raw -162967.877486 + Penalty 144.035063 = -162823.842423 nChanged 23 SP:Iteration 14Q (10.302601 sec): 3 clusters Score: Raw -162973.183497 + Penalty 144.072491 = -162829.111006 nChanged 11 SP:Iteration 15Q (10.305999 sec): 3 clusters Score: Raw -162974.498284 + Penalty 144.197012 = -162830.301272 nChanged 9 SP:Iteration 16Q (10.309423 sec): 3 clusters Score: Raw -162975.239198 + Penalty 144.354393 = -162830.884805 nChanged 6 SP:Iteration 17Q (10.312812 sec): 3 clusters Score: Raw -162975.444648 + Penalty 144.410052 = -162831.034596 nChanged 6 SP:Iteration 18Q (10.316284 sec): 3 clusters Score: Raw -162976.043742 + Penalty 144.468091 = -162831.575651 nChanged 10 SP:Iteration 19Q (10.319744 sec): 3 clusters Score: Raw -162977.252699 + Penalty 144.692113 = -162832.560586 nChanged 15 SP:Iteration 20F (10.323330 sec): 3 clusters Score: Raw -162979.448550 + Penalty 145.199424 = -162834.249126 nChanged 16 SP:Iteration 21Q (10.326816 sec): 3 clusters Score: Raw -162981.104366 + Penalty 145.361488 = -162835.742878 nChanged 4 SP:Iteration 22Q (10.330265 sec): 3 clusters Score: Raw -162981.279218 + Penalty 145.342173 = -162835.937045 nChanged 2 SP:Iteration 23Q (10.333685 sec): 3 clusters Score: Raw -162981.351395 + Penalty 145.522567 = -162835.828828 nChanged 4 SP:Iteration 24F (10.337307 sec): 3 clusters Score: Raw -162981.483865 + Penalty 145.659448 = -162835.824417 nChanged 3 SP:Iteration 25F (10.340987 sec): 3 clusters Score: Raw -162981.742171 + Penalty 146.169604 = -162835.572568 nChanged 8 SP:Iteration 26F (10.344608 sec): 3 clusters Score: Raw -162983.030733 + Penalty 146.745098 = -162836.285634 nChanged 16 SP:Iteration 27Q (10.348066 sec): 3 clusters Score: Raw -162985.788193 + Penalty 147.018364 = -162838.769829 nChanged 9 SP:Iteration 28Q (10.351523 sec): 3 clusters Score: Raw -162987.370739 + Penalty 147.547606 = -162839.823133 nChanged 14 SP:Iteration 29Q (10.354933 sec): 3 clusters Score: Raw -162988.998651 + Penalty 147.731491 = -162841.267161 nChanged 9 SP:Iteration 30F (10.358576 sec): 3 clusters Score: Raw -162990.017716 + Penalty 147.823098 = -162842.194619 nChanged 10 SP:Iteration 31Q (10.362046 sec): 3 clusters Score: Raw -162990.989658 + Penalty 147.780691 = -162843.208968 nChanged 6 SP:Iteration 32Q (10.365657 sec): 3 clusters Score: Raw -162991.705051 + Penalty 148.183533 = -162843.521518 nChanged 7 SP:Iteration 33Q (10.369039 sec): 3 clusters Score: Raw -162992.715827 + Penalty 148.321341 = -162844.394486 nChanged 5 SP:Iteration 34Q (10.372431 sec): 3 clusters Score: Raw -162993.620185 + Penalty 148.529333 = -162845.090852 nChanged 4 SP:Iteration 35Q (10.375815 sec): 3 clusters Score: Raw -162994.081115 + Penalty 148.704522 = -162845.376593 nChanged 3 SP:Iteration 36Q (10.379126 sec): 3 clusters Score: Raw -162994.504000 + Penalty 148.979028 = -162845.524972 nChanged 5 SP:Iteration 37Q (10.382474 sec): 3 clusters Score: Raw -162995.144879 + Penalty 149.303468 = -162845.841411 nChanged 4 SP:Iteration 38Q (10.385823 sec): 3 clusters Score: Raw -162995.267389 + Penalty 149.337402 = -162845.929987 nChanged 1 SP:Iteration 39Q (10.389129 sec): 3 clusters Score: Raw -162995.260776 + Penalty 149.469919 = -162845.790857 nChanged 3 SP:Iteration 40F (10.392704 sec): 3 clusters Score: Raw -162995.502961 + Penalty 149.593623 = -162845.909338 nChanged 5 SP:Iteration 41Q (10.396053 sec): 3 clusters Score: Raw -162995.733565 + Penalty 149.710156 = -162846.023409 nChanged 3 SP:Iteration 42Q (10.399369 sec): 3 clusters Score: Raw -162995.882743 + Penalty 149.696875 = -162846.185868 nChanged 5 SP:Iteration 43Q (10.402737 sec): 3 clusters Score: Raw -162996.340935 + Penalty 150.071158 = -162846.269777 nChanged 7 SP:Iteration 44Q (10.406136 sec): 3 clusters Score: Raw -162997.013708 + Penalty 150.085346 = -162846.928363 nChanged 8 SP:Iteration 45Q (10.409450 sec): 3 clusters Score: Raw -162997.824617 + Penalty 149.855986 = -162847.968631 nChanged 10 SP:Iteration 46Q (10.412764 sec): 3 clusters Score: Raw -162998.727861 + Penalty 150.198958 = -162848.528904 nChanged 5 SP:Iteration 47Q (10.416098 sec): 3 clusters Score: Raw -162999.297055 + Penalty 150.475777 = -162848.821278 nChanged 4 SP:Iteration 48Q (10.419401 sec): 3 clusters Score: Raw -162999.614303 + Penalty 150.617157 = -162848.997146 nChanged 5 SP:Iteration 49Q (10.422704 sec): 3 clusters Score: Raw -162999.957659 + Penalty 150.531998 = -162849.425661 nChanged 5 SP:Iteration 50F (10.426381 sec): 3 clusters Score: Raw -163000.257783 + Penalty 150.619870 = -162849.637914 nChanged 5 SP:Iteration 51Q (10.429695 sec): 3 clusters Score: Raw -163001.096782 + Penalty 150.417731 = -162850.679051 nChanged 9 SP:Iteration 52Q (10.433076 sec): 3 clusters Score: Raw -163003.069879 + Penalty 150.352956 = -162852.716922 nChanged 12 SP:Iteration 53Q (10.436427 sec): 3 clusters Score: Raw -163005.622668 + Penalty 150.980027 = -162854.642641 nChanged 16 SP:Iteration 54Q (10.439686 sec): 3 clusters Score: Raw -163009.150922 + Penalty 151.977509 = -162857.173413 nChanged 22 SP:Iteration 55Q (10.443081 sec): 3 clusters Score: Raw -163015.481714 + Penalty 152.206115 = -162863.275600 nChanged 26 SP:Iteration 56Q (10.446616 sec): 3 clusters Score: Raw -163023.595335 + Penalty 153.931193 = -162869.664142 nChanged 21 SP:Iteration 57Q (10.449855 sec): 3 clusters Score: Raw -163030.888850 + Penalty 154.915395 = -162875.973455 nChanged 25 SP:Iteration 58Q (10.453150 sec): 3 clusters Score: Raw -163042.557447 + Penalty 156.305467 = -162886.251979 nChanged 31 SP:Iteration 59Q (10.456405 sec): 3 clusters Score: Raw -163056.349415 + Penalty 157.278354 = -162899.071061 nChanged 27 SP:Iteration 60F (10.460021 sec): 3 clusters Score: Raw -163066.632002 + Penalty 158.699509 = -162907.932494 nChanged 16 SP:Iteration 61Q (10.463241 sec): 3 clusters Score: Raw -163070.187199 + Penalty 159.603333 = -162910.583866 nChanged 11 SP:Iteration 62Q (10.466589 sec): 3 clusters Score: Raw -163072.134343 + Penalty 159.143721 = -162912.990622 nChanged 12 SP:Iteration 63Q (10.469870 sec): 3 clusters Score: Raw -163075.004365 + Penalty 159.515372 = -162915.488993 nChanged 12 SP:Iteration 64Q (10.473007 sec): 3 clusters Score: Raw -163077.199239 + Penalty 159.686091 = -162917.513147 nChanged 11 SP:Iteration 65Q (10.476118 sec): 3 clusters Score: Raw -163079.606392 + Penalty 159.095860 = -162920.510532 nChanged 12 SP:Iteration 66Q (10.479166 sec): 3 clusters Score: Raw -163081.656937 + Penalty 159.823043 = -162921.833895 nChanged 6 SP:Iteration 67Q (10.482292 sec): 3 clusters Score: Raw -163082.279657 + Penalty 159.101300 = -162923.178358 nChanged 8 SP:Iteration 68Q (10.485459 sec): 3 clusters Score: Raw -163083.472187 + Penalty 157.950847 = -162925.521341 nChanged 9 SP:Iteration 69Q (10.488508 sec): 3 clusters Score: Raw -163084.893581 + Penalty 157.696763 = -162927.196818 nChanged 8 SP:Iteration 70F (10.492064 sec): 3 clusters Score: Raw -163086.058337 + Penalty 158.313076 = -162927.745261 nChanged 11 SP:Iteration 71Q (10.495096 sec): 3 clusters Score: Raw -163087.951024 + Penalty 159.178325 = -162928.772699 nChanged 11 SP:Iteration 72Q (10.498093 sec): 3 clusters Score: Raw -163090.230183 + Penalty 160.706186 = -162929.523997 nChanged 10 SP:Iteration 73Q (10.501132 sec): 3 clusters Score: Raw -163093.006679 + Penalty 160.287109 = -162932.719570 nChanged 14 SP:Iteration 74Q (10.504106 sec): 3 clusters Score: Raw -163097.338169 + Penalty 159.691333 = -162937.646837 nChanged 12 SP:Iteration 75Q (10.507090 sec): 3 clusters Score: Raw -163101.039886 + Penalty 159.943710 = -162941.096176 nChanged 17 SP:Iteration 76Q (10.510098 sec): 3 clusters Score: Raw -163107.878317 + Penalty 159.109681 = -162948.768636 nChanged 13 SP:Iteration 77Q (10.513091 sec): 3 clusters Score: Raw -163112.705078 + Penalty 157.420873 = -162955.284205 nChanged 15 SP:Iteration 78Q (10.516109 sec): 3 clusters Score: Raw -163118.470886 + Penalty 160.499166 = -162957.971720 nChanged 13 SP:Iteration 79Q (10.519070 sec): 3 clusters Score: Raw -163122.659744 + Penalty 160.009598 = -162962.650146 nChanged 9 SP:Iteration 80F (10.522580 sec): 3 clusters Score: Raw -163124.799613 + Penalty 161.970183 = -162962.829430 nChanged 9 SP:Iteration 81Q (10.525510 sec): 3 clusters Score: Raw -163126.543261 + Penalty 164.915628 = -162961.627633 nChanged 9 SP:Iteration 82F (10.528998 sec): 3 clusters Score: Raw -163128.142705 + Penalty 167.259808 = -162960.882897 nChanged 8 SP:Iteration 83F (10.532527 sec): 3 clusters Score: Raw -163129.297519 + Penalty 168.301447 = -162960.996072 nChanged 13 SP:Iteration 84Q (10.535436 sec): 3 clusters Score: Raw -163133.378064 + Penalty 169.203716 = -162964.174347 nChanged 11 SP:Iteration 85Q (10.538295 sec): 3 clusters Score: Raw -163137.744564 + Penalty 171.858161 = -162965.886403 nChanged 15 SP:Iteration 86Q (10.541234 sec): 3 clusters Score: Raw -163142.839653 + Penalty 173.558904 = -162969.280749 nChanged 10 SP:Iteration 87Q (10.544078 sec): 3 clusters Score: Raw -163147.287535 + Penalty 146.124259 = -163001.163276 nChanged 20 SP:Iteration 88Q (10.546918 sec): 3 clusters Score: Raw -163167.727549 + Penalty 68.095099 = -163099.632450 nChanged 11 SP:Iteration 89Q (10.549660 sec): 2 clusters Score: Raw -163180.504934 + Penalty 68.095099 = -163112.409835 nChanged 0 SP:Iteration 90F (10.552398 sec): 2 clusters Score: Raw -163180.504934 + Penalty 68.095099 = -163112.409835 nChanged 0 Memory request: 0.07 GB would take us to total of 0.32 GB. Trying to split cluster 2 (15488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.619710 sec): 2 clusters Score: Raw -1261270.103123 + Penalty 126.976187 = -1261143.126936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.649053 sec): 3 clusters Score: Raw -1250707.518160 + Penalty 256.096764 = -1250451.421396 nChanged 7498 SP:Iteration 1F (10.677986 sec): 3 clusters Score: Raw -1259298.950413 + Penalty 251.805633 = -1259047.144780 nChanged 2155 SP:Iteration 2F (10.708923 sec): 3 clusters Score: Raw -1261465.887722 + Penalty 253.986296 = -1261211.901426 nChanged 1084 SP:Iteration 3F (10.740222 sec): 3 clusters Score: Raw -1262029.600713 + Penalty 254.511135 = -1261775.089577 nChanged 459 SP:Iteration 4Q (10.770736 sec): 3 clusters Score: Raw -1262177.938024 + Penalty 253.952374 = -1261923.985650 nChanged 197 SP:Iteration 5Q (10.799330 sec): 3 clusters Score: Raw -1262231.646809 + Penalty 253.129796 = -1261978.517013 nChanged 120 SP:Iteration 6Q (10.826937 sec): 3 clusters Score: Raw -1262261.840693 + Penalty 252.155864 = -1262009.684829 nChanged 98 SP:Iteration 7Q (10.854452 sec): 3 clusters Score: Raw -1262281.798115 + Penalty 251.204592 = -1262030.593522 nChanged 83 SP:Iteration 8Q (10.882914 sec): 3 clusters Score: Raw -1262295.131386 + Penalty 250.291109 = -1262044.840277 nChanged 77 SP:Iteration 9Q (10.910727 sec): 3 clusters Score: Raw -1262303.225599 + Penalty 249.616331 = -1262053.609269 nChanged 56 SP:Iteration 10F (10.939563 sec): 3 clusters Score: Raw -1262308.461789 + Penalty 248.941956 = -1262059.519833 nChanged 57 SP:Iteration 11Q (10.967735 sec): 3 clusters Score: Raw -1262313.618965 + Penalty 248.474730 = -1262065.144235 nChanged 41 SP:Iteration 12Q (10.995715 sec): 3 clusters Score: Raw -1262315.789223 + Penalty 247.851517 = -1262067.937706 nChanged 49 SP:Iteration 13Q (11.023315 sec): 3 clusters Score: Raw -1262318.786808 + Penalty 247.386989 = -1262071.399819 nChanged 38 SP:Iteration 14Q (11.050944 sec): 3 clusters Score: Raw -1262320.365566 + Penalty 247.022938 = -1262073.342628 nChanged 31 SP:Iteration 15Q (11.078600 sec): 3 clusters Score: Raw -1262321.350854 + Penalty 246.733602 = -1262074.617252 nChanged 24 SP:Iteration 16Q (11.106311 sec): 3 clusters Score: Raw -1262321.994615 + Penalty 246.456620 = -1262075.537995 nChanged 22 SP:Iteration 17Q (11.133887 sec): 3 clusters Score: Raw -1262322.761203 + Penalty 246.145223 = -1262076.615979 nChanged 27 SP:Iteration 18Q (11.161592 sec): 3 clusters Score: Raw -1262323.562480 + Penalty 245.826165 = -1262077.736316 nChanged 29 SP:Iteration 19Q (11.189609 sec): 3 clusters Score: Raw -1262324.487288 + Penalty 245.584686 = -1262078.902603 nChanged 21 SP:Iteration 20F (11.218829 sec): 3 clusters Score: Raw -1262325.049645 + Penalty 245.362954 = -1262079.686691 nChanged 20 SP:Iteration 21Q (11.246364 sec): 3 clusters Score: Raw -1262325.554697 + Penalty 245.113111 = -1262080.441586 nChanged 20 SP:Iteration 22Q (11.273922 sec): 3 clusters Score: Raw -1262326.030975 + Penalty 244.986341 = -1262081.044634 nChanged 11 SP:Iteration 23Q (11.301508 sec): 3 clusters Score: Raw -1262326.245354 + Penalty 244.836727 = -1262081.408628 nChanged 12 SP:Iteration 24Q (11.329680 sec): 3 clusters Score: Raw -1262326.396621 + Penalty 244.743290 = -1262081.653332 nChanged 8 SP:Iteration 25Q (11.357929 sec): 3 clusters Score: Raw -1262326.510129 + Penalty 244.650859 = -1262081.859269 nChanged 9 SP:Iteration 26Q (11.385564 sec): 3 clusters Score: Raw -1262326.592292 + Penalty 244.591467 = -1262082.000825 nChanged 5 SP:Iteration 27Q (11.413394 sec): 3 clusters Score: Raw -1262326.681851 + Penalty 244.500173 = -1262082.181678 nChanged 8 SP:Iteration 28Q (11.440746 sec): 3 clusters Score: Raw -1262326.753131 + Penalty 244.454183 = -1262082.298949 nChanged 4 SP:Iteration 29Q (11.468383 sec): 3 clusters Score: Raw -1262326.790012 + Penalty 244.434249 = -1262082.355763 nChanged 2 SP:Iteration 30F (11.497599 sec): 3 clusters Score: Raw -1262326.788587 + Penalty 244.412909 = -1262082.375678 nChanged 2 SP:Iteration 31Q (11.524967 sec): 3 clusters Score: Raw -1262326.814115 + Penalty 244.379123 = -1262082.434992 nChanged 3 SP:Iteration 32Q (11.552362 sec): 3 clusters Score: Raw -1262326.826243 + Penalty 244.359508 = -1262082.466735 nChanged 2 SP:Iteration 33Q (11.579814 sec): 3 clusters Score: Raw -1262326.836035 + Penalty 244.319485 = -1262082.516550 nChanged 4 SP:Iteration 34Q (11.607667 sec): 3 clusters Score: Raw -1262326.869398 + Penalty 244.249637 = -1262082.619761 nChanged 6 SP:Iteration 35Q (11.635063 sec): 3 clusters Score: Raw -1262326.926046 + Penalty 244.187627 = -1262082.738419 nChanged 6 SP:Iteration 36Q (11.662784 sec): 3 clusters Score: Raw -1262327.089108 + Penalty 244.086134 = -1262083.002974 nChanged 8 SP:Iteration 37Q (11.690275 sec): 3 clusters Score: Raw -1262327.227272 + Penalty 243.996409 = -1262083.230863 nChanged 7 SP:Iteration 38Q (11.717986 sec): 3 clusters Score: Raw -1262327.388557 + Penalty 243.896356 = -1262083.492201 nChanged 7 SP:Iteration 39Q (11.745199 sec): 3 clusters Score: Raw -1262327.500647 + Penalty 243.840441 = -1262083.660207 nChanged 5 SP:Iteration 40F (11.773959 sec): 3 clusters Score: Raw -1262327.586248 + Penalty 243.807086 = -1262083.779162 nChanged 3 SP:Iteration 41Q (11.801708 sec): 3 clusters Score: Raw -1262327.578359 + Penalty 243.773423 = -1262083.804937 nChanged 3 SP:Iteration 42Q (11.829289 sec): 3 clusters Score: Raw -1262327.620769 + Penalty 243.708256 = -1262083.912513 nChanged 5 SP:Iteration 43Q (11.856821 sec): 3 clusters Score: Raw -1262327.675695 + Penalty 243.667228 = -1262084.008467 nChanged 4 SP:Iteration 44Q (11.884464 sec): 3 clusters Score: Raw -1262327.738311 + Penalty 243.605973 = -1262084.132338 nChanged 6 SP:Iteration 45Q (11.912797 sec): 3 clusters Score: Raw -1262327.790084 + Penalty 243.576220 = -1262084.213864 nChanged 3 SP:Iteration 46Q (11.940097 sec): 3 clusters Score: Raw -1262327.815306 + Penalty 243.563473 = -1262084.251833 nChanged 1 SP:Iteration 47Q (11.978693 sec): 3 clusters Score: Raw -1262327.806327 + Penalty 243.553811 = -1262084.252516 nChanged 1 SP:Iteration 48Q (12.006680 sec): 3 clusters Score: Raw -1262327.831139 + Penalty 243.544154 = -1262084.286985 nChanged 1 SP:Iteration 49Q (12.035233 sec): 3 clusters Score: Raw -1262327.827271 + Penalty 243.544154 = -1262084.283117 nChanged 0 SP:Iteration 50F (12.065166 sec): 3 clusters Score: Raw -1262327.827271 + Penalty 243.544154 = -1262084.283117 nChanged 0 Score: Raw -2243752.201416 + Penalty 93273.597093 = -2150478.604323 Splitting cluster 2 changes total score from -2138375.913530 to -2150478.604323 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.567745 sec): 2 clusters Score: Raw -68720.166518 + Penalty 675.311888 = -68044.854631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.569269 sec): 3 clusters Score: Raw -68410.667959 + Penalty 1350.463054 = -67060.204905 nChanged 250 SP:Iteration 1F (13.570806 sec): 3 clusters Score: Raw -68659.733333 + Penalty 1350.765300 = -67308.968034 nChanged 85 SP:Iteration 2F (13.572342 sec): 3 clusters Score: Raw -68806.079182 + Penalty 1353.260808 = -67452.818374 nChanged 75 SP:Iteration 3F (13.573890 sec): 3 clusters Score: Raw -68927.261556 + Penalty 1358.299304 = -67568.962253 nChanged 70 SP:Iteration 4F (13.575409 sec): 3 clusters Score: Raw -69065.198449 + Penalty 1361.330963 = -67703.867486 nChanged 46 SP:Iteration 5F (13.576907 sec): 3 clusters Score: Raw -69224.641747 + Penalty 1360.938045 = -67863.703702 nChanged 35 SP:Iteration 6Q (13.578327 sec): 3 clusters Score: Raw -69397.434763 + Penalty 1360.157702 = -68037.277061 nChanged 28 SP:Iteration 7Q (13.579726 sec): 3 clusters Score: Raw -69436.310567 + Penalty 1359.619404 = -68076.691163 nChanged 12 SP:Iteration 8Q (13.581080 sec): 3 clusters Score: Raw -69452.207165 + Penalty 1358.867607 = -68093.339558 nChanged 7 SP:Iteration 9Q (13.582412 sec): 3 clusters Score: Raw -69459.138642 + Penalty 1358.146235 = -68100.992407 nChanged 2 SP:Iteration 10F (13.583952 sec): 3 clusters Score: Raw -69461.946533 + Penalty 1358.322729 = -68103.623803 nChanged 3 SP:Iteration 11Q (13.585283 sec): 3 clusters Score: Raw -69463.621781 + Penalty 1358.322729 = -68105.299052 nChanged 0 SP:Iteration 12F (13.586800 sec): 3 clusters Score: Raw -69463.621781 + Penalty 1358.322729 = -68105.299052 nChanged 0 Score: Raw -2244495.657877 + Penalty 94328.758233 = -2150166.899644 Splitting cluster 3 changes total score from -2138375.913530 to -2150166.899644 So it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.090456 sec): 2 clusters Score: Raw -1931.300739 + Penalty 276.944687 = -1654.356052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.090746 sec): 3 clusters Score: Raw -1989.551821 + Penalty 573.044842 = -1416.506978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.091882 sec): 2 clusters Score: Raw -9661.605211 + Penalty 507.193854 = -9154.411357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.092292 sec): 3 clusters Score: Raw -9685.807269 + Penalty 1013.534791 = -8672.272479 nChanged 14 SP:Iteration 1F (15.092691 sec): 3 clusters Score: Raw -9708.381001 + Penalty 1018.883219 = -8689.497782 nChanged 5 SP:Iteration 2Q (15.093078 sec): 3 clusters Score: Raw -9719.712649 + Penalty 1028.070884 = -8691.641765 nChanged 5 SP:Iteration 3Q (15.093462 sec): 3 clusters Score: Raw -9727.855868 + Penalty 1032.566370 = -8695.289498 nChanged 3 SP:Iteration 4Q (15.093845 sec): 3 clusters Score: Raw -9744.812908 + Penalty 1040.591202 = -8704.221705 nChanged 3 SP:Iteration 5Q (15.094228 sec): 3 clusters Score: Raw -9750.865033 + Penalty 1044.585006 = -8706.280026 nChanged 1 SP:Iteration 6Q (15.094615 sec): 3 clusters Score: Raw -9758.197896 + Penalty 1050.177338 = -8708.020558 nChanged 2 SP:Iteration 7Q (15.094988 sec): 3 clusters Score: Raw -9762.684866 + Penalty 1046.970427 = -8715.714439 nChanged 1 SP:Iteration 8Q (15.095374 sec): 3 clusters Score: Raw -9816.026185 + Penalty 1051.488216 = -8764.537969 nChanged 3 SP:Iteration 9Q (15.095750 sec): 3 clusters Score: Raw -9822.655525 + Penalty 1057.131613 = -8765.523912 nChanged 4 SP:Iteration 10F (15.096148 sec): 3 clusters Score: Raw -9837.682214 + Penalty 1062.138015 = -8775.544199 nChanged 2 SP:Iteration 11Q (15.096514 sec): 3 clusters Score: Raw -9848.328442 + Penalty 1065.428382 = -8782.900060 nChanged 1 SP:Iteration 12Q (15.096876 sec): 3 clusters Score: Raw -9853.008438 + Penalty 1065.428382 = -8787.580056 nChanged 0 SP:Iteration 13F (15.097272 sec): 3 clusters Score: Raw -9853.008438 + Penalty 1065.428382 = -8787.580056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.099385 sec): 2 clusters Score: Raw -40643.620029 + Penalty 486.694240 = -40156.925790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.100512 sec): 3 clusters Score: Raw -40454.391925 + Penalty 973.450821 = -39480.941105 nChanged 146 SP:Iteration 1F (15.101570 sec): 3 clusters Score: Raw -40571.343108 + Penalty 973.468070 = -39597.875039 nChanged 36 SP:Iteration 2F (15.102642 sec): 3 clusters Score: Raw -40605.204288 + Penalty 972.787906 = -39632.416383 nChanged 26 SP:Iteration 3F (15.103696 sec): 3 clusters Score: Raw -40629.734597 + Penalty 972.744035 = -39656.990561 nChanged 14 SP:Iteration 4Q (15.104730 sec): 3 clusters Score: Raw -40642.767864 + Penalty 973.326561 = -39669.441304 nChanged 5 SP:Iteration 5Q (15.105775 sec): 3 clusters Score: Raw -40647.481791 + Penalty 973.110643 = -39674.371148 nChanged 7 SP:Iteration 6Q (15.106808 sec): 3 clusters Score: Raw -40652.935367 + Penalty 973.621335 = -39679.314032 nChanged 10 SP:Iteration 7Q (15.107838 sec): 3 clusters Score: Raw -40663.930396 + Penalty 975.642577 = -39688.287819 nChanged 9 SP:Iteration 8Q (15.108861 sec): 3 clusters Score: Raw -40674.285941 + Penalty 978.961704 = -39695.324237 nChanged 9 SP:Iteration 9Q (15.109902 sec): 3 clusters Score: Raw -40687.399370 + Penalty 979.554976 = -39707.844394 nChanged 6 SP:Iteration 10F (15.110946 sec): 3 clusters Score: Raw -40693.418343 + Penalty 981.251689 = -39712.166654 nChanged 6 SP:Iteration 11Q (15.111963 sec): 3 clusters Score: Raw -40701.815108 + Penalty 982.479775 = -39719.335333 nChanged 8 SP:Iteration 12Q (15.112983 sec): 3 clusters Score: Raw -40707.641567 + Penalty 984.881233 = -39722.760334 nChanged 5 SP:Iteration 13Q (15.113995 sec): 3 clusters Score: Raw -40710.264512 + Penalty 985.651391 = -39724.613121 nChanged 4 SP:Iteration 14Q (15.115024 sec): 3 clusters Score: Raw -40712.815344 + Penalty 987.025055 = -39725.790290 nChanged 3 SP:Iteration 15Q (15.116035 sec): 3 clusters Score: Raw -40715.071339 + Penalty 989.436864 = -39725.634475 nChanged 5 SP:Iteration 16F (15.117071 sec): 3 clusters Score: Raw -40718.613481 + Penalty 989.900914 = -39728.712567 nChanged 5 SP:Iteration 17Q (15.118074 sec): 3 clusters Score: Raw -40722.468735 + Penalty 990.847657 = -39731.621078 nChanged 2 SP:Iteration 18Q (15.119067 sec): 3 clusters Score: Raw -40725.257757 + Penalty 991.302982 = -39733.954775 nChanged 1 SP:Iteration 19Q (15.120096 sec): 3 clusters Score: Raw -40725.573842 + Penalty 991.961164 = -39733.612678 nChanged 1 SP:Iteration 20F (15.121132 sec): 3 clusters Score: Raw -40725.926952 + Penalty 993.183229 = -39732.743724 nChanged 2 SP:Iteration 21F (15.122169 sec): 3 clusters Score: Raw -40727.548788 + Penalty 994.069966 = -39733.478822 nChanged 2 SP:Iteration 22Q (15.123169 sec): 3 clusters Score: Raw -40728.233367 + Penalty 994.068438 = -39734.164929 nChanged 1 SP:Iteration 23Q (15.124166 sec): 3 clusters Score: Raw -40728.320580 + Penalty 993.498468 = -39734.822112 nChanged 1 SP:Iteration 24Q (15.125192 sec): 3 clusters Score: Raw -40729.025829 + Penalty 993.653303 = -39735.372526 nChanged 1 SP:Iteration 25Q (15.126194 sec): 3 clusters Score: Raw -40729.677313 + Penalty 994.279270 = -39735.398043 nChanged 1 SP:Iteration 26Q (15.127191 sec): 3 clusters Score: Raw -40730.134894 + Penalty 994.220170 = -39735.914724 nChanged 1 SP:Iteration 27Q (15.128188 sec): 3 clusters Score: Raw -40731.313363 + Penalty 994.604050 = -39736.709313 nChanged 1 SP:Iteration 28Q (15.129202 sec): 3 clusters Score: Raw -40732.042898 + Penalty 995.121864 = -39736.921034 nChanged 2 SP:Iteration 29Q (15.130217 sec): 3 clusters Score: Raw -40732.676067 + Penalty 996.226820 = -39736.449247 nChanged 2 SP:Iteration 30F (15.131252 sec): 3 clusters Score: Raw -40734.712044 + Penalty 996.240586 = -39738.471458 nChanged 1 SP:Iteration 31Q (15.132251 sec): 3 clusters Score: Raw -40735.533345 + Penalty 997.272538 = -39738.260807 nChanged 1 SP:Iteration 32F (15.133283 sec): 3 clusters Score: Raw -40735.944371 + Penalty 997.272538 = -39738.671832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.135053 sec): 2 clusters Score: Raw -14990.951552 + Penalty 570.355623 = -14420.595929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.135623 sec): 3 clusters Score: Raw -15014.091519 + Penalty 1140.686715 = -13873.404804 nChanged 20 SP:Iteration 1F (15.136172 sec): 3 clusters Score: Raw -15057.117446 + Penalty 1140.631687 = -13916.485759 nChanged 3 SP:Iteration 2Q (15.136700 sec): 3 clusters Score: Raw -15064.188176 + Penalty 1140.690182 = -13923.497994 nChanged 1 SP:Iteration 3Q (15.137225 sec): 3 clusters Score: Raw -15066.864626 + Penalty 1140.690182 = -13926.174444 nChanged 0 SP:Iteration 4F (15.137772 sec): 3 clusters Score: Raw -15066.864626 + Penalty 1140.690182 = -13926.174444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.138716 sec): 2 clusters Score: Raw -2157.210303 + Penalty 48.991347 = -2108.218956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.138979 sec): 3 clusters Score: Raw -2146.619184 + Penalty 97.430166 = -2049.189018 nChanged 8 SP:Iteration 1F (15.139233 sec): 3 clusters Score: Raw -2160.594135 + Penalty 97.670600 = -2062.923535 nChanged 3 SP:Iteration 2F (15.139489 sec): 3 clusters Score: Raw -2163.593480 + Penalty 95.358331 = -2068.235148 nChanged 1 SP:Iteration 3Q (15.139740 sec): 3 clusters Score: Raw -2164.616106 + Penalty 95.358331 = -2069.257774 nChanged 0 SP:Iteration 4F (15.139994 sec): 3 clusters Score: Raw -2164.616106 + Penalty 95.358331 = -2069.257774 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.142373 sec): 2 clusters Score: Raw -48513.995549 + Penalty 164.925927 = -48349.069621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.143627 sec): 3 clusters Score: Raw -48182.495621 + Penalty 329.786915 = -47852.708706 nChanged 232 SP:Iteration 1F (15.144878 sec): 3 clusters Score: Raw -48379.038991 + Penalty 329.969685 = -48049.069306 nChanged 61 SP:Iteration 2F (15.146125 sec): 3 clusters Score: Raw -48431.933628 + Penalty 329.630120 = -48102.303509 nChanged 26 SP:Iteration 3Q (15.147345 sec): 3 clusters Score: Raw -48457.058616 + Penalty 329.373383 = -48127.685232 nChanged 14 SP:Iteration 4Q (15.148555 sec): 3 clusters Score: Raw -48462.599277 + Penalty 329.256325 = -48133.342951 nChanged 4 SP:Iteration 5Q (15.149793 sec): 3 clusters Score: Raw -48463.310708 + Penalty 329.150215 = -48134.160492 nChanged 4 SP:Iteration 6Q (15.151004 sec): 3 clusters Score: Raw -48463.646625 + Penalty 329.150215 = -48134.496410 nChanged 0 SP:Iteration 7F (15.152246 sec): 3 clusters Score: Raw -48463.646625 + Penalty 329.150215 = -48134.496410 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.159479 sec): 2 clusters Score: Raw -115254.653449 + Penalty 438.804616 = -114815.848833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.162284 sec): 3 clusters Score: Raw -114545.207925 + Penalty 879.360166 = -113665.847758 nChanged 518 SP:Iteration 1F (15.165095 sec): 3 clusters Score: Raw -114934.969267 + Penalty 876.845308 = -114058.123959 nChanged 126 SP:Iteration 2F (15.167732 sec): 3 clusters Score: Raw -115054.118976 + Penalty 871.185918 = -114182.933058 nChanged 108 SP:Iteration 3F (15.170416 sec): 3 clusters Score: Raw -115157.689839 + Penalty 870.299425 = -114287.390414 nChanged 61 SP:Iteration 4Q (15.173127 sec): 3 clusters Score: Raw -115212.036328 + Penalty 869.349982 = -114342.686346 nChanged 30 SP:Iteration 5Q (15.175830 sec): 3 clusters Score: Raw -115255.158572 + Penalty 865.613007 = -114389.545565 nChanged 17 SP:Iteration 6Q (15.178306 sec): 3 clusters Score: Raw -115273.562821 + Penalty 868.667405 = -114404.895416 nChanged 10 SP:Iteration 7Q (15.180676 sec): 3 clusters Score: Raw -115282.205865 + Penalty 871.337627 = -114410.868237 nChanged 11 SP:Iteration 8Q (15.183053 sec): 3 clusters Score: Raw -115289.950119 + Penalty 872.980804 = -114416.969315 nChanged 5 SP:Iteration 9Q (15.185339 sec): 3 clusters Score: Raw -115292.698813 + Penalty 874.643055 = -114418.055758 nChanged 3 SP:Iteration 10F (15.188030 sec): 3 clusters Score: Raw -115294.159318 + Penalty 874.557929 = -114419.601390 nChanged 1 SP:Iteration 11Q (15.190327 sec): 3 clusters Score: Raw -115294.365944 + Penalty 874.557929 = -114419.808015 nChanged 0 SP:Iteration 12F (15.193047 sec): 3 clusters Score: Raw -115294.365944 + Penalty 874.557929 = -114419.808015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.200315 sec): 2 clusters Score: Raw -5073.606773 + Penalty 81.731990 = -4991.874783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.200668 sec): 3 clusters Score: Raw -5091.259605 + Penalty 165.026040 = -4926.233565 nChanged 26 SP:Iteration 1F (15.200999 sec): 3 clusters Score: Raw -5122.445327 + Penalty 162.394238 = -4960.051089 nChanged 4 SP:Iteration 2F (15.201329 sec): 3 clusters Score: Raw -5124.577521 + Penalty 162.394238 = -4962.183283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.202262 sec): 2 clusters Score: Raw -13943.718690 + Penalty 373.563778 = -13570.154912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.202778 sec): 3 clusters Score: Raw -13887.855173 + Penalty 749.596029 = -13138.259144 nChanged 22 SP:Iteration 1F (15.203331 sec): 3 clusters Score: Raw -13907.451549 + Penalty 754.801428 = -13152.650121 nChanged 9 SP:Iteration 2F (15.203834 sec): 3 clusters Score: Raw -13916.598567 + Penalty 759.814696 = -13156.783871 nChanged 10 SP:Iteration 3F (15.204354 sec): 3 clusters Score: Raw -13930.888003 + Penalty 760.993571 = -13169.894432 nChanged 7 SP:Iteration 4Q (15.204875 sec): 3 clusters Score: Raw -13941.634674 + Penalty 764.167340 = -13177.467334 nChanged 3 SP:Iteration 5Q (15.205394 sec): 3 clusters Score: Raw -13945.284863 + Penalty 764.660051 = -13180.624812 nChanged 2 SP:Iteration 6Q (15.205911 sec): 3 clusters Score: Raw -13946.732954 + Penalty 766.018906 = -13180.714049 nChanged 2 SP:Iteration 7Q (15.206428 sec): 3 clusters Score: Raw -13947.672406 + Penalty 769.694826 = -13177.977580 nChanged 2 SP:Iteration 8F (15.206937 sec): 3 clusters Score: Raw -13949.270366 + Penalty 769.694826 = -13179.575539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.207428 sec): 2 clusters Score: Raw -618.887767 + Penalty 134.408432 = -484.479334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.207651 sec): 3 clusters Score: Raw -615.489353 + Penalty 301.599074 = -313.890279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.215901 sec): 2 clusters Score: Raw -139834.218465 + Penalty 270.603115 = -139563.615350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.219113 sec): 3 clusters Score: Raw -138899.104114 + Penalty 543.807504 = -138355.296610 nChanged 677 SP:Iteration 1F (15.222295 sec): 3 clusters Score: Raw -139239.527173 + Penalty 542.662346 = -138696.864827 nChanged 158 SP:Iteration 2F (15.225530 sec): 3 clusters Score: Raw -139358.580015 + Penalty 537.609560 = -138820.970455 nChanged 158 SP:Iteration 3F (15.228771 sec): 3 clusters Score: Raw -139484.335639 + Penalty 536.099205 = -138948.236433 nChanged 132 SP:Iteration 4F (15.231972 sec): 3 clusters Score: Raw -139597.615395 + Penalty 544.849890 = -139052.765505 nChanged 106 SP:Iteration 5F (15.235175 sec): 3 clusters Score: Raw -139700.028800 + Penalty 547.363170 = -139152.665631 nChanged 75 SP:Iteration 6Q (15.238407 sec): 3 clusters Score: Raw -139778.732807 + Penalty 546.146633 = -139232.586174 nChanged 37 SP:Iteration 7Q (15.241639 sec): 3 clusters Score: Raw -139820.885517 + Penalty 522.437041 = -139298.448476 nChanged 15 SP:Iteration 8Q (15.244289 sec): 3 clusters Score: Raw -139836.290624 + Penalty 535.314260 = -139300.976364 nChanged 5 SP:Iteration 9Q (15.246786 sec): 3 clusters Score: Raw -139839.294420 + Penalty 544.193316 = -139295.101104 nChanged 3 SP:Iteration 10F (15.250001 sec): 3 clusters Score: Raw -139839.415916 + Penalty 544.193316 = -139295.222600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.250662 sec): 2 clusters Score: Raw -340.234103 + Penalty 93.776455 = -246.457648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.250868 sec): 2 clusters Score: Raw -340.234103 + Penalty 93.776455 = -246.457648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.251329 sec): 2 clusters Score: Raw -87.324674 + Penalty 0.000000 = -87.324674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.251520 sec): 2 clusters Score: Raw -87.324674 + Penalty 0.000000 = -87.324674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.252234 sec): 2 clusters Score: Raw -7559.036632 + Penalty 337.965721 = -7221.070911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.252608 sec): 3 clusters Score: Raw -7530.286765 + Penalty 675.951606 = -6854.335160 nChanged 7 SP:Iteration 1F (15.252976 sec): 3 clusters Score: Raw -7538.360899 + Penalty 676.159027 = -6862.201872 nChanged 1 SP:Iteration 2Q (15.253343 sec): 3 clusters Score: Raw -7540.158818 + Penalty 676.367627 = -6863.791190 nChanged 2 SP:Iteration 3Q (15.253710 sec): 3 clusters Score: Raw -7542.802170 + Penalty 677.033939 = -6865.768232 nChanged 3 SP:Iteration 4Q (15.254077 sec): 3 clusters Score: Raw -7546.839623 + Penalty 680.043314 = -6866.796309 nChanged 4 SP:Iteration 5Q (15.254445 sec): 3 clusters Score: Raw -7552.336754 + Penalty 680.439876 = -6871.896877 nChanged 4 SP:Iteration 6Q (15.254815 sec): 3 clusters Score: Raw -7560.884092 + Penalty 681.509920 = -6879.374172 nChanged 3 SP:Iteration 7Q (15.255167 sec): 3 clusters Score: Raw -7566.690283 + Penalty 681.509920 = -6885.180363 nChanged 0 SP:Iteration 8F (15.255539 sec): 3 clusters Score: Raw -7566.690283 + Penalty 681.509920 = -6885.180363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.256051 sec): 2 clusters Score: Raw -1398.117066 + Penalty 104.701018 = -1293.416048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.256289 sec): 3 clusters Score: Raw -1421.509261 + Penalty 225.542167 = -1195.967095 nChanged 1 SP:Iteration 1F (15.256524 sec): 3 clusters Score: Raw -1436.387276 + Penalty 225.542167 = -1210.845109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.257019 sec): 2 clusters Score: Raw -1182.075218 + Penalty 121.025616 = -1061.049602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.257250 sec): 3 clusters Score: Raw -1186.949520 + Penalty 244.321565 = -942.627955 nChanged 1 SP:Iteration 1F (15.257475 sec): 3 clusters Score: Raw -1197.389496 + Penalty 244.321565 = -953.067931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.257976 sec): 2 clusters Score: Raw -715.888203 + Penalty 211.517685 = -504.370518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.258201 sec): 3 clusters Score: Raw -725.822731 + Penalty 423.035371 = -302.787360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.258674 sec): 2 clusters Score: Raw -661.089620 + Penalty 185.632879 = -475.456740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.258894 sec): 3 clusters Score: Raw -648.201741 + Penalty 367.638942 = -280.562799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.259367 sec): 2 clusters Score: Raw -639.680295 + Penalty 114.538061 = -525.142234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.259591 sec): 3 clusters Score: Raw -655.770254 + Penalty 218.593185 = -437.177068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 24 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.263380 sec): 2 clusters Score: Raw -92559.213429 + Penalty 544.220936 = -92014.992493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.265466 sec): 3 clusters Score: Raw -92025.078959 + Penalty 1095.853626 = -90929.225334 nChanged 346 SP:Iteration 1F (15.267556 sec): 3 clusters Score: Raw -92275.165863 + Penalty 1105.323392 = -91169.842471 nChanged 125 SP:Iteration 2F (15.269647 sec): 3 clusters Score: Raw -92441.270932 + Penalty 1105.896261 = -91335.374672 nChanged 92 SP:Iteration 3F (15.271763 sec): 3 clusters Score: Raw -92548.962123 + Penalty 1105.047631 = -91443.914492 nChanged 56 SP:Iteration 4F (15.273856 sec): 3 clusters Score: Raw -92606.342965 + Penalty 1101.966487 = -91504.376477 nChanged 46 SP:Iteration 5Q (15.275885 sec): 3 clusters Score: Raw -92645.107462 + Penalty 1100.539341 = -91544.568120 nChanged 31 SP:Iteration 6Q (15.277900 sec): 3 clusters Score: Raw -92665.124973 + Penalty 1098.338948 = -91566.786025 nChanged 21 SP:Iteration 7Q (15.279872 sec): 3 clusters Score: Raw -92678.251197 + Penalty 1096.462932 = -91581.788265 nChanged 17 SP:Iteration 8Q (15.281858 sec): 3 clusters Score: Raw -92685.185937 + Penalty 1095.370250 = -91589.815687 nChanged 10 SP:Iteration 9Q (15.283802 sec): 3 clusters Score: Raw -92689.347665 + Penalty 1094.485824 = -91594.861841 nChanged 9 SP:Iteration 10F (15.285879 sec): 3 clusters Score: Raw -92692.510818 + Penalty 1093.949664 = -91598.561154 nChanged 5 SP:Iteration 11Q (15.287845 sec): 3 clusters Score: Raw -92693.159346 + Penalty 1093.949664 = -91599.209682 nChanged 0 SP:Iteration 12F (15.289916 sec): 3 clusters Score: Raw -92693.159346 + Penalty 1093.949664 = -91599.209682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.291215 sec): 2 clusters Score: Raw -2756.293430 + Penalty 419.319858 = -2336.973573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.291492 sec): 3 clusters Score: Raw -2826.206944 + Penalty 845.620455 = -1980.586489 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.295936 sec): 2 clusters Score: Raw -127682.237501 + Penalty 777.157024 = -126905.080477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.298779 sec): 3 clusters Score: Raw -127024.347826 + Penalty 1553.982426 = -125470.365400 nChanged 504 SP:Iteration 1F (15.301569 sec): 3 clusters Score: Raw -127329.764444 + Penalty 1552.956774 = -125776.807670 nChanged 149 SP:Iteration 2F (15.304310 sec): 3 clusters Score: Raw -127491.906128 + Penalty 1552.317979 = -125939.588149 nChanged 145 SP:Iteration 3F (15.307141 sec): 3 clusters Score: Raw -127669.910606 + Penalty 1550.533663 = -126119.376943 nChanged 120 SP:Iteration 4F (15.309995 sec): 3 clusters Score: Raw -127805.671764 + Penalty 1549.112882 = -126256.558883 nChanged 79 SP:Iteration 5F (15.312829 sec): 3 clusters Score: Raw -127882.585781 + Penalty 1548.582513 = -126334.003267 nChanged 52 SP:Iteration 6Q (15.315587 sec): 3 clusters Score: Raw -127922.802267 + Penalty 1547.981901 = -126374.820366 nChanged 27 SP:Iteration 7Q (15.318322 sec): 3 clusters Score: Raw -127934.291381 + Penalty 1547.796037 = -126386.495344 nChanged 12 SP:Iteration 8Q (15.321068 sec): 3 clusters Score: Raw -127937.140114 + Penalty 1547.898881 = -126389.241233 nChanged 1 SP:Iteration 9Q (15.323860 sec): 3 clusters Score: Raw -127937.166218 + Penalty 1548.005492 = -126389.160726 nChanged 1 SP:Iteration 10F (15.326699 sec): 3 clusters Score: Raw -127937.195696 + Penalty 1548.125808 = -126389.069888 nChanged 1 SP:Iteration 11F (15.329514 sec): 3 clusters Score: Raw -127937.511337 + Penalty 1548.125808 = -126389.385529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.330053 sec): 2 clusters Score: Raw -1077.090238 + Penalty 231.543361 = -845.546877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.330289 sec): 3 clusters Score: Raw -1085.353876 + Penalty 467.843811 = -617.510065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.331140 sec): 2 clusters Score: Raw -12272.069261 + Penalty 446.298446 = -11825.770816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.331598 sec): 3 clusters Score: Raw -12263.220817 + Penalty 891.359776 = -11371.861041 nChanged 21 SP:Iteration 1F (15.332052 sec): 3 clusters Score: Raw -12294.541850 + Penalty 891.469192 = -11403.072658 nChanged 11 SP:Iteration 2F (15.332501 sec): 3 clusters Score: Raw -12315.657626 + Penalty 891.683612 = -11423.974014 nChanged 3 SP:Iteration 3Q (15.332937 sec): 3 clusters Score: Raw -12321.165485 + Penalty 891.720920 = -11429.444565 nChanged 1 SP:Iteration 4Q (15.333373 sec): 3 clusters Score: Raw -12321.383482 + Penalty 891.720920 = -11429.662562 nChanged 0 SP:Iteration 5F (15.333821 sec): 3 clusters Score: Raw -12321.383482 + Penalty 891.720920 = -11429.662562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.334298 sec): 2 clusters Score: Raw -447.134732 + Penalty 112.061562 = -335.073170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.334514 sec): 3 clusters Score: Raw -439.848512 + Penalty 213.915895 = -225.932617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.336021 sec): 2 clusters Score: Raw -17577.388843 + Penalty 348.483167 = -17228.905676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.336615 sec): 3 clusters Score: Raw -17482.875570 + Penalty 710.290832 = -16772.584738 nChanged 55 SP:Iteration 1F (15.337206 sec): 3 clusters Score: Raw -17529.448216 + Penalty 717.815250 = -16811.632966 nChanged 17 SP:Iteration 2F (15.337782 sec): 3 clusters Score: Raw -17543.415859 + Penalty 720.406561 = -16823.009298 nChanged 7 SP:Iteration 3Q (15.338353 sec): 3 clusters Score: Raw -17548.079185 + Penalty 725.599659 = -16822.479526 nChanged 4 SP:Iteration 4F (15.338927 sec): 3 clusters Score: Raw -17550.423569 + Penalty 731.254339 = -16819.169230 nChanged 5 SP:Iteration 5F (15.339499 sec): 3 clusters Score: Raw -17554.388412 + Penalty 733.865747 = -16820.522666 nChanged 3 SP:Iteration 6Q (15.340074 sec): 3 clusters Score: Raw -17557.362049 + Penalty 735.207617 = -16822.154432 nChanged 2 SP:Iteration 7Q (15.340646 sec): 3 clusters Score: Raw -17559.196159 + Penalty 736.254776 = -16822.941383 nChanged 1 SP:Iteration 8Q (15.341245 sec): 3 clusters Score: Raw -17562.708067 + Penalty 735.732257 = -16826.975810 nChanged 1 SP:Iteration 9Q (15.341810 sec): 3 clusters Score: Raw -17563.238898 + Penalty 735.732257 = -16827.506641 nChanged 0 SP:Iteration 10F (15.342384 sec): 3 clusters Score: Raw -17563.238898 + Penalty 735.732257 = -16827.506641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.343166 sec): 2 clusters Score: Raw -178.407468 + Penalty 55.148777 = -123.258691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.343375 sec): 3 clusters Score: Raw -171.470120 + Penalty 110.297554 = -61.172566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.343870 sec): 2 clusters Score: Raw -1382.491882 + Penalty 285.968314 = -1096.523568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.344107 sec): 3 clusters Score: Raw -1396.872490 + Penalty 570.630953 = -826.241536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.344606 sec): 2 clusters Score: Raw -2287.933324 + Penalty 18.710781 = -2269.222543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.344825 sec): 3 clusters Score: Raw -2279.116464 + Penalty 37.594447 = -2241.522017 nChanged 8 SP:Iteration 1F (15.345037 sec): 3 clusters Score: Raw -2295.231266 + Penalty 37.098059 = -2258.133207 nChanged 2 SP:Iteration 2F (15.345248 sec): 3 clusters Score: Raw -2298.155073 + Penalty 37.041033 = -2261.114041 nChanged 1 SP:Iteration 3Q (15.345456 sec): 3 clusters Score: Raw -2299.527863 + Penalty 37.009735 = -2262.518128 nChanged 1 SP:Iteration 4Q (15.345664 sec): 3 clusters Score: Raw -2304.292051 + Penalty 37.009735 = -2267.282316 nChanged 0 SP:Iteration 5F (15.345874 sec): 3 clusters Score: Raw -2304.292051 + Penalty 37.009735 = -2267.282316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.346344 sec): 2 clusters Score: Raw -408.501078 + Penalty 67.224797 = -341.276281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.346552 sec): 3 clusters Score: Raw -412.580097 + Penalty 135.714355 = -276.865741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.348878 sec): 2 clusters Score: Raw -37624.187181 + Penalty 659.445497 = -36964.741684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.349868 sec): 3 clusters Score: Raw -37494.784414 + Penalty 1319.204975 = -36175.579440 nChanged 107 SP:Iteration 1F (15.350813 sec): 3 clusters Score: Raw -37604.755472 + Penalty 1318.358950 = -36286.396522 nChanged 24 SP:Iteration 2F (15.351760 sec): 3 clusters Score: Raw -37636.673292 + Penalty 1318.612880 = -36318.060411 nChanged 16 SP:Iteration 3Q (15.352698 sec): 3 clusters Score: Raw -37653.780752 + Penalty 1318.984616 = -36334.796136 nChanged 8 SP:Iteration 4Q (15.353672 sec): 3 clusters Score: Raw -37663.124383 + Penalty 1319.014687 = -36344.109697 nChanged 5 SP:Iteration 5Q (15.354607 sec): 3 clusters Score: Raw -37669.967151 + Penalty 1319.085203 = -36350.881947 nChanged 3 SP:Iteration 6Q (15.355538 sec): 3 clusters Score: Raw -37673.410848 + Penalty 1319.031782 = -36354.379066 nChanged 2 SP:Iteration 7Q (15.356469 sec): 3 clusters Score: Raw -37674.547344 + Penalty 1318.733021 = -36355.814323 nChanged 1 SP:Iteration 8Q (15.357401 sec): 3 clusters Score: Raw -37675.611203 + Penalty 1318.714497 = -36356.896706 nChanged 1 SP:Iteration 9Q (15.358368 sec): 3 clusters Score: Raw -37675.948326 + Penalty 1318.649657 = -36357.298669 nChanged 1 SP:Iteration 10F (15.359318 sec): 3 clusters Score: Raw -37676.729529 + Penalty 1318.852759 = -36357.876770 nChanged 1 SP:Iteration 11Q (15.360245 sec): 3 clusters Score: Raw -37679.447995 + Penalty 1318.987571 = -36360.460424 nChanged 1 SP:Iteration 12Q (15.361171 sec): 3 clusters Score: Raw -37680.428577 + Penalty 1319.137803 = -36361.290774 nChanged 1 SP:Iteration 13Q (15.362121 sec): 3 clusters Score: Raw -37680.726081 + Penalty 1319.137803 = -36361.588278 nChanged 0 SP:Iteration 14F (15.363076 sec): 3 clusters Score: Raw -37680.726081 + Penalty 1319.137803 = -36361.588278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.363597 sec): 2 clusters Score: Raw -244.174682 + Penalty 32.453840 = -211.720843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.363805 sec): 3 clusters Score: Raw -246.249471 + Penalty 63.786678 = -182.462792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.364272 sec): 2 clusters Score: Raw -497.195301 + Penalty 38.324294 = -458.871007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.364472 sec): 3 clusters Score: Raw -506.825220 + Penalty 52.819636 = -454.005585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.364965 sec): 2 clusters Score: Raw -1345.889734 + Penalty 178.606886 = -1167.282847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.365202 sec): 3 clusters Score: Raw -1343.233384 + Penalty 375.439592 = -967.793792 nChanged 1 SP:Iteration 1F (15.365434 sec): 3 clusters Score: Raw -1345.489955 + Penalty 375.439592 = -970.050363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.366107 sec): 2 clusters Score: Raw -7479.373046 + Penalty 363.614193 = -7115.758853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.366467 sec): 3 clusters Score: Raw -7466.387485 + Penalty 726.974287 = -6739.413198 nChanged 11 SP:Iteration 1F (15.366824 sec): 3 clusters Score: Raw -7481.242411 + Penalty 726.877137 = -6754.365273 nChanged 2 SP:Iteration 2Q (15.367174 sec): 3 clusters Score: Raw -7486.667528 + Penalty 726.877137 = -6759.790391 nChanged 0 SP:Iteration 3F (15.367527 sec): 3 clusters Score: Raw -7486.667528 + Penalty 726.877137 = -6759.790391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.368002 sec): 2 clusters Score: Raw -416.379077 + Penalty 100.543245 = -315.835832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.368215 sec): 3 clusters Score: Raw -428.715544 + Penalty 205.384267 = -223.331277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.369003 sec): 2 clusters Score: Raw -10639.101521 + Penalty 280.276977 = -10358.824544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.369426 sec): 3 clusters Score: Raw -10596.089487 + Penalty 560.048455 = -10036.041032 nChanged 26 SP:Iteration 1F (15.369843 sec): 3 clusters Score: Raw -10615.832370 + Penalty 560.553954 = -10055.278416 nChanged 7 SP:Iteration 2F (15.370258 sec): 3 clusters Score: Raw -10622.218286 + Penalty 560.507375 = -10061.710911 nChanged 1 SP:Iteration 3Q (15.370671 sec): 3 clusters Score: Raw -10624.414270 + Penalty 560.507375 = -10063.906895 nChanged 0 SP:Iteration 4F (15.371087 sec): 3 clusters Score: Raw -10624.414270 + Penalty 560.507375 = -10063.906895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.371597 sec): 2 clusters Score: Raw -868.855375 + Penalty 164.589051 = -704.266324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.371825 sec): 3 clusters Score: Raw -877.274522 + Penalty 333.815321 = -543.459201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.372468 sec): 2 clusters Score: Raw -4917.146744 + Penalty 201.449593 = -4715.697151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.372793 sec): 3 clusters Score: Raw -4979.388397 + Penalty 395.690414 = -4583.697983 nChanged 11 SP:Iteration 1F (15.373115 sec): 3 clusters Score: Raw -5009.853723 + Penalty 395.497206 = -4614.356517 nChanged 3 SP:Iteration 2Q (15.373430 sec): 3 clusters Score: Raw -5017.357138 + Penalty 395.497206 = -4621.859931 nChanged 0 SP:Iteration 3F (15.373743 sec): 3 clusters Score: Raw -5017.357138 + Penalty 395.497206 = -4621.859931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.374208 sec): 2 clusters Score: Raw -316.561473 + Penalty 61.416363 = -255.145110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.374412 sec): 3 clusters Score: Raw -330.536631 + Penalty 122.832726 = -207.703905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.375073 sec): 2 clusters Score: Raw -5917.246885 + Penalty 497.869303 = -5419.377582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.375435 sec): 3 clusters Score: Raw -6125.675596 + Penalty 998.330001 = -5127.345595 nChanged 11 SP:Iteration 1F (15.375789 sec): 3 clusters Score: Raw -6178.797340 + Penalty 999.332307 = -5179.465033 nChanged 2 SP:Iteration 2Q (15.376122 sec): 3 clusters Score: Raw -6185.221420 + Penalty 1003.368244 = -5181.853176 nChanged 2 SP:Iteration 3Q (15.376452 sec): 3 clusters Score: Raw -6200.825226 + Penalty 1003.817662 = -5197.007563 nChanged 1 SP:Iteration 4Q (15.376781 sec): 3 clusters Score: Raw -6209.798803 + Penalty 1003.817662 = -5205.981141 nChanged 0 SP:Iteration 5F (15.377131 sec): 3 clusters Score: Raw -6209.798803 + Penalty 1003.817662 = -5205.981141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.377613 sec): 2 clusters Score: Raw -817.341544 + Penalty 181.464660 = -635.876883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.377840 sec): 3 clusters Score: Raw -813.387791 + Penalty 357.775477 = -455.612313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.378301 sec): 2 clusters Score: Raw -267.309387 + Penalty 104.711100 = -162.598287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.378505 sec): 3 clusters Score: Raw -266.033779 + Penalty 209.250734 = -56.783046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.378971 sec): 2 clusters Score: Raw -336.686497 + Penalty 96.298564 = -240.387933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.379179 sec): 3 clusters Score: Raw -343.816262 + Penalty 192.597128 = -151.219134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.379746 sec): 2 clusters Score: Raw -3560.326560 + Penalty 337.290408 = -3223.036151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.380054 sec): 3 clusters Score: Raw -3589.534260 + Penalty 674.580816 = -2914.953444 nChanged 2 SP:Iteration 1Q (15.380327 sec): 3 clusters Score: Raw -3600.974692 + Penalty 674.580816 = -2926.393875 nChanged 0 SP:Iteration 2F (15.380605 sec): 3 clusters Score: Raw -3600.974692 + Penalty 674.580816 = -2926.393875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.381075 sec): 2 clusters Score: Raw -166.640355 + Penalty 38.542586 = -128.097769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.381281 sec): 3 clusters Score: Raw -165.705224 + Penalty 77.085172 = -88.620051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.381744 sec): 2 clusters Score: Raw -280.055425 + Penalty 99.844629 = -180.210796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.381951 sec): 3 clusters Score: Raw -268.282200 + Penalty 211.173729 = -57.108472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.382534 sec): 2 clusters Score: Raw -4882.187570 + Penalty 489.468378 = -4392.719192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.382834 sec): 3 clusters Score: Raw -4930.069754 + Penalty 979.338151 = -3950.731603 nChanged 2 SP:Iteration 1Q (15.383118 sec): 3 clusters Score: Raw -4939.646240 + Penalty 979.338151 = -3960.308090 nChanged 0 SP:Iteration 2F (15.383412 sec): 3 clusters Score: Raw -4939.646240 + Penalty 979.338151 = -3960.308090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.383915 sec): 2 clusters Score: Raw -1418.795910 + Penalty 159.564237 = -1259.231673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.384155 sec): 3 clusters Score: Raw -1429.791241 + Penalty 326.995333 = -1102.795908 nChanged 2 SP:Iteration 1F (15.384389 sec): 3 clusters Score: Raw -1433.093651 + Penalty 332.811334 = -1100.282317 nChanged 1 SP:Iteration 2F (15.384623 sec): 3 clusters Score: Raw -1436.956833 + Penalty 332.811334 = -1104.145499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.385125 sec): 2 clusters Score: Raw -1671.894442 + Penalty 249.726594 = -1422.167848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.385364 sec): 3 clusters Score: Raw -1668.523690 + Penalty 508.547825 = -1159.975865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.385995 sec): 2 clusters Score: Raw -4633.405828 + Penalty 137.127176 = -4496.278652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.386311 sec): 3 clusters Score: Raw -4649.110943 + Penalty 322.997902 = -4326.113041 nChanged 12 SP:Iteration 1F (15.386636 sec): 3 clusters Score: Raw -4669.491082 + Penalty 337.317892 = -4332.173190 nChanged 2 SP:Iteration 2Q (15.386952 sec): 3 clusters Score: Raw -4672.491910 + Penalty 352.199383 = -4320.292528 nChanged 1 SP:Iteration 3F (15.387278 sec): 3 clusters Score: Raw -4679.869537 + Penalty 352.199383 = -4327.670155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.387749 sec): 2 clusters Score: Raw -557.476199 + Penalty 149.245016 = -408.231183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.387986 sec): 3 clusters Score: Raw -544.580522 + Penalty 296.036170 = -248.544353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.388509 sec): 2 clusters Score: Raw -2337.062370 + Penalty 349.224850 = -1987.837520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.388764 sec): 3 clusters Score: Raw -2334.480694 + Penalty 705.341337 = -1629.139357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.389240 sec): 2 clusters Score: Raw -664.676425 + Penalty 96.885732 = -567.790693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.389461 sec): 3 clusters Score: Raw -666.718913 + Penalty 240.563634 = -426.155280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.389928 sec): 2 clusters Score: Raw -428.379709 + Penalty 144.430500 = -283.949209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.390144 sec): 3 clusters Score: Raw -443.000877 + Penalty 289.589858 = -153.411019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.390610 sec): 2 clusters Score: Raw -335.989722 + Penalty 48.189055 = -287.800667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.390819 sec): 3 clusters Score: Raw -331.224191 + Penalty 48.189055 = -283.035137 nChanged 1 SP:Iteration 1F (15.391012 sec): 2 clusters Score: Raw -335.989722 + Penalty 48.189055 = -287.800667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.391488 sec): 2 clusters Score: Raw -680.010629 + Penalty 143.595673 = -536.414957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.391705 sec): 3 clusters Score: Raw -683.756531 + Penalty 259.484111 = -424.272420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.392202 sec): 2 clusters Score: Raw -1550.316069 + Penalty 298.314611 = -1252.001458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.392442 sec): 3 clusters Score: Raw -1543.198008 + Penalty 593.053987 = -950.144021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.392912 sec): 2 clusters Score: Raw -443.249688 + Penalty 122.479486 = -320.770202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.393126 sec): 3 clusters Score: Raw -437.719106 + Penalty 287.457052 = -150.262054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.393589 sec): 2 clusters Score: Raw -270.866231 + Penalty 105.356424 = -165.509807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.393784 sec): 2 clusters Score: Raw -270.866231 + Penalty 105.356424 = -165.509807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.394234 sec): 2 clusters Score: Raw -159.350969 + Penalty 11.171570 = -148.179400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.394429 sec): 3 clusters Score: Raw -160.681564 + Penalty 22.343139 = -138.338425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.394908 sec): 2 clusters Score: Raw -377.126394 + Penalty 130.396148 = -246.730246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.395122 sec): 3 clusters Score: Raw -362.485467 + Penalty 260.792295 = -101.693171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.395579 sec): 2 clusters Score: Raw -250.360521 + Penalty 36.685505 = -213.675016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.395775 sec): 3 clusters Score: Raw -246.861474 + Penalty 83.678544 = -163.182931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.396238 sec): 2 clusters Score: Raw -323.543665 + Penalty 64.838714 = -258.704951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.396440 sec): 3 clusters Score: Raw -328.509808 + Penalty 156.353941 = -172.155867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.396926 sec): 2 clusters Score: Raw -1037.870065 + Penalty 212.432689 = -825.437377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.397153 sec): 3 clusters Score: Raw -1025.957171 + Penalty 440.412274 = -585.544898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.397617 sec): 2 clusters Score: Raw -371.402208 + Penalty 123.292781 = -248.109427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.397829 sec): 3 clusters Score: Raw -362.036683 + Penalty 123.292781 = -238.743902 nChanged 1 SP:Iteration 1F (15.398022 sec): 2 clusters Score: Raw -371.402208 + Penalty 123.292781 = -248.109427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.398476 sec): 2 clusters Score: Raw -171.093790 + Penalty 44.049231 = -127.044559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.398678 sec): 3 clusters Score: Raw -168.389820 + Penalty 88.098462 = -80.291357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.399132 sec): 2 clusters Score: Raw -86.115043 + Penalty 0.000000 = -86.115043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.399322 sec): 2 clusters Score: Raw -86.115043 + Penalty 0.000000 = -86.115043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.399794 sec): 2 clusters Score: Raw -654.016519 + Penalty 197.115661 = -456.900858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.400012 sec): 3 clusters Score: Raw -652.056999 + Penalty 388.986346 = -263.070652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.400473 sec): 2 clusters Score: Raw -278.299979 + Penalty 110.154143 = -168.145836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.400679 sec): 3 clusters Score: Raw -267.850388 + Penalty 236.161202 = -31.689186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.401144 sec): 2 clusters Score: Raw -258.053446 + Penalty 87.396922 = -170.656525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.401353 sec): 3 clusters Score: Raw -254.342359 + Penalty 186.928020 = -67.414339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.401840 sec): 2 clusters Score: Raw -454.071159 + Penalty 143.040316 = -311.030843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.402038 sec): 2 clusters Score: Raw -454.071159 + Penalty 143.040316 = -311.030843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.402488 sec): 2 clusters Score: Raw -82.170081 + Penalty 0.000000 = -82.170081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.402670 sec): 2 clusters Score: Raw -82.170081 + Penalty 0.000000 = -82.170081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.403139 sec): 2 clusters Score: Raw -569.353041 + Penalty 186.501326 = -382.851715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.403360 sec): 3 clusters Score: Raw -558.948384 + Penalty 373.002652 = -185.945732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.403839 sec): 2 clusters Score: Raw -743.177002 + Penalty 93.528441 = -649.648561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.404065 sec): 3 clusters Score: Raw -760.253860 + Penalty 194.343984 = -565.909875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.404516 sec): 2 clusters Score: Raw -172.513112 + Penalty 39.400729 = -133.112383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.404712 sec): 3 clusters Score: Raw -168.924157 + Penalty 78.801457 = -90.122699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.405193 sec): 2 clusters Score: Raw -987.344206 + Penalty 254.377436 = -732.966770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.405424 sec): 3 clusters Score: Raw -970.511516 + Penalty 501.984914 = -468.526602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.405913 sec): 2 clusters Score: Raw -1252.421755 + Penalty 285.305084 = -967.116671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.406145 sec): 3 clusters Score: Raw -1251.942356 + Penalty 562.911178 = -689.031178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.406595 sec): 2 clusters Score: Raw -85.405111 + Penalty 0.000000 = -85.405111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.406783 sec): 2 clusters Score: Raw -85.405111 + Penalty 0.000000 = -85.405111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.407713 sec): 2 clusters Score: Raw -16210.364114 + Penalty 524.544453 = -15685.819661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.408263 sec): 3 clusters Score: Raw -16175.811758 + Penalty 1049.179392 = -15126.632366 nChanged 25 SP:Iteration 1F (15.408783 sec): 3 clusters Score: Raw -16222.541630 + Penalty 1049.756835 = -15172.784795 nChanged 7 SP:Iteration 2Q (15.409303 sec): 3 clusters Score: Raw -16237.777004 + Penalty 1049.424783 = -15188.352221 nChanged 3 SP:Iteration 3Q (15.409844 sec): 3 clusters Score: Raw -16243.946831 + Penalty 1049.439568 = -15194.507262 nChanged 2 SP:Iteration 4Q (15.410362 sec): 3 clusters Score: Raw -16247.879972 + Penalty 1049.258451 = -15198.621521 nChanged 1 SP:Iteration 5Q (15.410902 sec): 3 clusters Score: Raw -16249.103951 + Penalty 1049.258451 = -15199.845500 nChanged 0 SP:Iteration 6F (15.411458 sec): 3 clusters Score: Raw -16249.103951 + Penalty 1049.258451 = -15199.845500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.411930 sec): 2 clusters Score: Raw -244.208070 + Penalty 51.159023 = -193.049048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.412135 sec): 3 clusters Score: Raw -246.802502 + Penalty 81.170761 = -165.631740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.412595 sec): 2 clusters Score: Raw -170.216966 + Penalty 31.161784 = -139.055182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.412788 sec): 2 clusters Score: Raw -170.216966 + Penalty 31.161784 = -139.055182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.413258 sec): 2 clusters Score: Raw -561.443829 + Penalty 181.788436 = -379.655393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.413458 sec): 2 clusters Score: Raw -561.443829 + Penalty 181.788436 = -379.655393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.413919 sec): 2 clusters Score: Raw -261.932996 + Penalty 89.151783 = -172.781214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.414130 sec): 3 clusters Score: Raw -257.821780 + Penalty 179.625722 = -78.196058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.414613 sec): 2 clusters Score: Raw -952.736818 + Penalty 217.472522 = -735.264296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.414842 sec): 3 clusters Score: Raw -943.824879 + Penalty 387.367509 = -556.457370 nChanged 2 SP:Iteration 1F (15.415060 sec): 3 clusters Score: Raw -945.889059 + Penalty 387.367509 = -558.521551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.415523 sec): 2 clusters Score: Raw -336.732273 + Penalty 99.601208 = -237.131065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.415733 sec): 3 clusters Score: Raw -340.581244 + Penalty 199.202417 = -141.378828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.416200 sec): 2 clusters Score: Raw -477.083324 + Penalty 172.390113 = -304.693211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.416413 sec): 3 clusters Score: Raw -464.794632 + Penalty 333.704658 = -131.089975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 104 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.416865 sec): 2 clusters Score: Raw -87.352949 + Penalty 0.000000 = -87.352949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.417054 sec): 2 clusters Score: Raw -87.352949 + Penalty 0.000000 = -87.352949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.417535 sec): 2 clusters Score: Raw -1034.766482 + Penalty 233.560077 = -801.206405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.417762 sec): 3 clusters Score: Raw -1028.265188 + Penalty 445.785779 = -582.479409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.418280 sec): 2 clusters Score: Raw -1676.792646 + Penalty 288.830083 = -1387.962563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.418522 sec): 3 clusters Score: Raw -1678.099039 + Penalty 572.956510 = -1105.142529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.418994 sec): 2 clusters Score: Raw -560.076358 + Penalty 170.620166 = -389.456192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.419211 sec): 3 clusters Score: Raw -550.907907 + Penalty 360.120747 = -190.787160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.419672 sec): 2 clusters Score: Raw -263.853207 + Penalty 87.909354 = -175.943853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.419868 sec): 2 clusters Score: Raw -263.853207 + Penalty 87.909354 = -175.943853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.420326 sec): 2 clusters Score: Raw -161.521205 + Penalty 21.909924 = -139.611281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.420521 sec): 3 clusters Score: Raw -161.866178 + Penalty 43.819848 = -118.046329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.420980 sec): 2 clusters Score: Raw -260.016724 + Penalty 51.119686 = -208.897038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.421175 sec): 2 clusters Score: Raw -260.016724 + Penalty 51.119686 = -208.897038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.421631 sec): 2 clusters Score: Raw -179.960348 + Penalty 68.381007 = -111.579341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.421838 sec): 3 clusters Score: Raw -170.857726 + Penalty 136.762013 = -34.095712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.422309 sec): 2 clusters Score: Raw -518.055083 + Penalty 88.667090 = -429.387993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.422523 sec): 3 clusters Score: Raw -514.354100 + Penalty 183.796914 = -330.557186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.422992 sec): 2 clusters Score: Raw -558.055571 + Penalty 159.046152 = -399.009419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.423205 sec): 3 clusters Score: Raw -604.865536 + Penalty 316.420596 = -288.444940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.423671 sec): 2 clusters Score: Raw -324.709822 + Penalty 79.497197 = -245.212625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.423877 sec): 3 clusters Score: Raw -333.249849 + Penalty 139.077195 = -194.172654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.424350 sec): 2 clusters Score: Raw -660.697856 + Penalty 168.222691 = -492.475165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.424583 sec): 3 clusters Score: Raw -646.998671 + Penalty 335.929675 = -311.068996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.425040 sec): 2 clusters Score: Raw -178.609442 + Penalty 64.696147 = -113.913295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.425239 sec): 3 clusters Score: Raw -173.208267 + Penalty 129.392293 = -43.815973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.425700 sec): 2 clusters Score: Raw -281.130476 + Penalty 116.770518 = -164.359958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.425907 sec): 3 clusters Score: Raw -270.416293 + Penalty 222.638000 = -47.778293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.426361 sec): 2 clusters Score: Raw -87.028581 + Penalty 0.000000 = -87.028581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.426551 sec): 2 clusters Score: Raw -87.028581 + Penalty 0.000000 = -87.028581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.427009 sec): 2 clusters Score: Raw -186.708610 + Penalty 69.611136 = -117.097474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.427214 sec): 3 clusters Score: Raw -174.996654 + Penalty 139.222272 = -35.774382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.427677 sec): 2 clusters Score: Raw -269.542507 + Penalty 104.071129 = -165.471378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.427887 sec): 3 clusters Score: Raw -264.544635 + Penalty 209.910200 = -54.634435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.428342 sec): 2 clusters Score: Raw -178.501769 + Penalty 54.887082 = -123.614687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.428540 sec): 3 clusters Score: Raw -170.626194 + Penalty 109.774165 = -60.852030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.428992 sec): 2 clusters Score: Raw -86.486538 + Penalty 0.000000 = -86.486538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.429180 sec): 2 clusters Score: Raw -86.486538 + Penalty 0.000000 = -86.486538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.429633 sec): 2 clusters Score: Raw -86.252268 + Penalty 0.000000 = -86.252268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.429823 sec): 2 clusters Score: Raw -86.252268 + Penalty 0.000000 = -86.252268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.430331 sec): 2 clusters Score: Raw -2043.107506 + Penalty 308.563017 = -1734.544489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.430577 sec): 3 clusters Score: Raw -2032.100971 + Penalty 618.546617 = -1413.554354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.431077 sec): 2 clusters Score: Raw -2796.672735 + Penalty 18.545482 = -2778.127253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.431312 sec): 3 clusters Score: Raw -2778.421885 + Penalty 36.882263 = -2741.539622 nChanged 13 SP:Iteration 1F (15.431523 sec): 3 clusters Score: Raw -2801.134088 + Penalty 36.882263 = -2764.251825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.431996 sec): 2 clusters Score: Raw -470.157084 + Penalty 147.284061 = -322.873023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.432197 sec): 2 clusters Score: Raw -470.157084 + Penalty 147.284061 = -322.873023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.432642 sec): 2 clusters Score: Raw -153.523316 + Penalty 3.465736 = -150.057581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.432822 sec): 2 clusters Score: Raw -153.523316 + Penalty 3.465736 = -150.057581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.433277 sec): 2 clusters Score: Raw -176.587755 + Penalty 64.008183 = -112.579572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.433467 sec): 2 clusters Score: Raw -176.587755 + Penalty 64.008183 = -112.579572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.433928 sec): 2 clusters Score: Raw -282.511067 + Penalty 118.052393 = -164.458674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.434138 sec): 3 clusters Score: Raw -270.014728 + Penalty 118.052393 = -151.962335 nChanged 1 SP:Iteration 1F (15.434329 sec): 2 clusters Score: Raw -282.511067 + Penalty 118.052393 = -164.458674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.434781 sec): 2 clusters Score: Raw -164.250633 + Penalty 23.282663 = -140.967970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.434975 sec): 3 clusters Score: Raw -164.492047 + Penalty 46.565327 = -117.926720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.435428 sec): 2 clusters Score: Raw -259.627414 + Penalty 51.313920 = -208.313494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.435622 sec): 3 clusters Score: Raw -253.380452 + Penalty 109.237554 = -144.142898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.436075 sec): 2 clusters Score: Raw -87.710771 + Penalty 0.000000 = -87.710771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.436263 sec): 2 clusters Score: Raw -87.710771 + Penalty 0.000000 = -87.710771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.436714 sec): 2 clusters Score: Raw -244.770310 + Penalty 18.264980 = -226.505330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.436903 sec): 3 clusters Score: Raw -242.393960 + Penalty 39.414367 = -202.979592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.437355 sec): 2 clusters Score: Raw -88.126441 + Penalty 0.000000 = -88.126441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.437542 sec): 2 clusters Score: Raw -88.126441 + Penalty 0.000000 = -88.126441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.438028 sec): 2 clusters Score: Raw -539.889503 + Penalty 157.823823 = -382.065680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.438248 sec): 3 clusters Score: Raw -536.182891 + Penalty 303.474028 = -232.708863 nChanged 0 Deleting Class 143 (3 points): Lose 12.894807 but Gain 1097.185940 Iteration 20F (16.944898 sec): 124 clusters Score: Raw -2233545.314575 + Penalty 92989.554011 = -2140555.760565 nChanged 159 Deleting Class 104 (1 points): Lose 5.773274 but Gain 1082.696999 Iteration 21Q (17.074459 sec): 123 clusters Score: Raw -2233627.529642 + Penalty 91854.573109 = -2141772.956532 nChanged 87 Deleting Class 103 (5 points): Lose 23.922787 but Gain 1093.674330 Iteration 22Q (17.201251 sec): 122 clusters Score: Raw -2233666.829587 + Penalty 90751.163431 = -2142915.666156 nChanged 67 Deleting Class 122 (3 points): Lose 24.455535 but Gain 1085.272120 Iteration 23Q (17.323022 sec): 121 clusters Score: Raw -2233685.588683 + Penalty 89475.409439 = -2144210.179244 nChanged 50 Deleting Class 93 (13 points): Lose 86.168622 but Gain 1135.744409 Iteration 24Q (17.443200 sec): 120 clusters Score: Raw -2233636.141557 + Penalty 88432.256353 = -2145203.885204 nChanged 57 Deleting Class 17 (1 points): Lose 2.890954 but Gain 1050.362539 Iteration 25Q (17.562764 sec): 119 clusters Score: Raw -2233683.966160 + Penalty 87461.557470 = -2146222.408690 nChanged 29 Deleting Class 92 (10 points): Lose 82.696195 but Gain 1128.009582 Iteration 26Q (17.681545 sec): 118 clusters Score: Raw -2233613.095248 + Penalty 86468.852824 = -2147144.242424 nChanged 31 Deleting Class 56 (50 points): Lose 240.307900 but Gain 1277.535954 Iteration 27Q (17.799963 sec): 117 clusters Score: Raw -2233423.556832 + Penalty 84356.373158 = -2149067.183674 nChanged 66 Deleting Class 150 (1 points): Lose 25.278938 but Gain 1050.714380 Iteration 28Q (17.941947 sec): 115 clusters Score: Raw -2233528.023449 + Penalty 83382.859403 = -2150145.164046 nChanged 15 Deleting Class 66 (16 points): Lose 74.563979 but Gain 1098.598406 Iteration 29Q (18.058739 sec): 114 clusters Score: Raw -2233514.498219 + Penalty 82361.811395 = -2151152.686824 nChanged 34 Deleting Class 25 (28 points): Lose 244.598971 but Gain 1277.698378 Iteration 30F (19.430143 sec): 113 clusters Score: Raw -2233358.146334 + Penalty 81064.291395 = -2152293.854939 nChanged 44 Deleting Class 81 (3 points): Lose 5.628474 but Gain 1023.779139 Iteration 31Q (19.545782 sec): 112 clusters Score: Raw -2233445.345579 + Penalty 80085.415589 = -2153359.929990 nChanged 23 Deleting Class 98 (7 points): Lose 49.165849 but Gain 1060.697701 Iteration 32Q (19.661722 sec): 111 clusters Score: Raw -2233434.776732 + Penalty 79072.462335 = -2154362.314398 nChanged 22 Deleting Class 33 (15 points): Lose 74.046258 but Gain 1078.229218 Iteration 33Q (19.777311 sec): 110 clusters Score: Raw -2233391.168932 + Penalty 78044.080465 = -2155347.088467 nChanged 25 Deleting Class 111 (2 points): Lose 5.422043 but Gain 1007.302520 Iteration 34Q (19.891044 sec): 109 clusters Score: Raw -2233429.022954 + Penalty 77044.652210 = -2156384.370744 nChanged 11 Deleting Class 87 (7 points): Lose 44.541687 but Gain 1045.534819 Iteration 35Q (20.005952 sec): 108 clusters Score: Raw -2233398.661427 + Penalty 76000.996094 = -2157397.665333 nChanged 16 Deleting Class 61 (25 points): Lose 107.935848 but Gain 1107.773082 Iteration 36Q (20.117748 sec): 107 clusters Score: Raw -2233321.822643 + Penalty 74921.664839 = -2158400.157804 nChanged 36 Deleting Class 147 (1 points): Lose 38.573269 but Gain 1030.317328 Iteration 37Q (20.231803 sec): 106 clusters Score: Raw -2233338.422718 + Penalty 73903.358068 = -2159435.064649 nChanged 12 Deleting Class 125 (2 points): Lose 39.575106 but Gain 1025.423233 Iteration 38Q (20.343461 sec): 105 clusters Score: Raw -2233326.206298 + Penalty 72876.475792 = -2160449.730507 nChanged 10 Deleting Class 79 (6 points): Lose 51.237090 but Gain 1029.649623 Iteration 39Q (20.455177 sec): 104 clusters Score: Raw -2233291.709567 + Penalty 71853.722011 = -2161437.987556 nChanged 10 Deleting Class 21 (8 points): Lose 77.979300 but Gain 1038.603690 Iteration 40F (21.716077 sec): 103 clusters Score: Raw -2233237.028307 + Penalty 70852.946382 = -2162384.081925 nChanged 16 Deleting Class 124 (1 points): Lose 6.392685 but Gain 966.995794 Iteration 41Q (21.828594 sec): 102 clusters Score: Raw -2233284.311623 + Penalty 69893.093687 = -2163391.217936 nChanged 12 Deleting Class 22 (7 points): Lose 18.453036 but Gain 974.051702 Iteration 42Q (21.938682 sec): 101 clusters Score: Raw -2233294.515989 + Penalty 68944.824173 = -2164349.691816 nChanged 21 Deleting Class 72 (4 points): Lose 9.364087 but Gain 960.415579 Iteration 43Q (22.048776 sec): 100 clusters Score: Raw -2233322.329479 + Penalty 67987.033972 = -2165335.295507 nChanged 17 Deleting Class 106 (28 points): Lose 120.625228 but Gain 1067.419707 Iteration 44Q (22.167451 sec): 99 clusters Score: Raw -2233225.804893 + Penalty 66988.043223 = -2166237.761670 nChanged 37 Deleting Class 78 (1 points): Lose 8.598291 but Gain 952.331331 Iteration 45Q (22.281924 sec): 98 clusters Score: Raw -2233269.496342 + Penalty 66065.973757 = -2167203.522585 nChanged 19 Deleting Class 131 (1 points): Lose 5.555019 but Gain 948.941245 Iteration 46Q (22.393999 sec): 97 clusters Score: Raw -2233283.190746 + Penalty 65161.717597 = -2168121.473149 nChanged 9 Deleting Class 107 (6 points): Lose 34.889211 but Gain 972.300576 Iteration 47Q (22.507445 sec): 96 clusters Score: Raw -2233259.465726 + Penalty 64207.904895 = -2169051.560831 nChanged 13 Deleting Class 101 (10 points): Lose 27.988772 but Gain 964.358681 Iteration 48Q (22.618246 sec): 95 clusters Score: Raw -2233251.057523 + Penalty 63258.607466 = -2169992.450057 nChanged 19 Deleting Class 27 (12 points): Lose 94.956051 but Gain 1030.139027 Iteration 49Q (22.729356 sec): 94 clusters Score: Raw -2233173.103623 + Penalty 62240.461115 = -2170932.642508 nChanged 17 Deleting Class 105 (13 points): Lose 55.500901 but Gain 980.479012 Iteration 50F (23.854386 sec): 93 clusters Score: Raw -2233142.673550 + Penalty 61285.245623 = -2171857.427927 nChanged 19 Deleting Class 55 (3 points): Lose 18.554371 but Gain 927.961902 Iteration 51Q (23.963417 sec): 92 clusters Score: Raw -2233156.279909 + Penalty 60377.489976 = -2172778.789933 nChanged 12 Deleting Class 75 (10 points): Lose 21.850003 but Gain 923.415657 Iteration 52Q (24.073595 sec): 91 clusters Score: Raw -2233141.501437 + Penalty 59483.574413 = -2173657.927024 nChanged 15 Deleting Class 60 (9 points): Lose 16.313876 but Gain 903.885314 Iteration 53Q (24.183181 sec): 90 clusters Score: Raw -2233144.779960 + Penalty 58624.388113 = -2174520.391847 nChanged 14 Deleting Class 132 (1 points): Lose 22.210613 but Gain 909.161862 Iteration 54Q (24.290917 sec): 89 clusters Score: Raw -2233135.834718 + Penalty 57731.324751 = -2175404.509967 nChanged 9 Deleting Class 127 (3 points): Lose 84.982353 but Gain 967.243242 Iteration 55Q (24.397896 sec): 88 clusters Score: Raw -2233059.055041 + Penalty 57042.968730 = -2176016.086311 nChanged 3 Deleting Class 134 (26 points): Lose 170.063171 but Gain 1034.945719 Iteration 56Q (24.503860 sec): 87 clusters Score: Raw -2232963.835664 + Penalty 56020.968991 = -2176942.866674 nChanged 26 Deleting Class 119 (2 points): Lose 91.420693 but Gain 953.021821 Iteration 57Q (24.610456 sec): 86 clusters Score: Raw -2232928.595094 + Penalty 55066.086861 = -2177862.508233 nChanged 11 Deleting Class 58 (19 points): Lose 64.243861 but Gain 903.387300 Iteration 58Q (24.715668 sec): 85 clusters Score: Raw -2232875.395872 + Penalty 54247.117072 = -2178628.278800 nChanged 30 Deleting Class 136 (5 points): Lose 108.726685 but Gain 934.396956 Iteration 59Q (24.821444 sec): 84 clusters Score: Raw -2232811.740819 + Penalty 53334.241873 = -2179477.498947 nChanged 16 Deleting Class 49 (11 points): Lose 50.676014 but Gain 871.482394 Iteration 60F (25.820301 sec): 83 clusters Score: Raw -2232810.903233 + Penalty 52471.586272 = -2180339.316962 nChanged 20 Deleting Class 151 (6 points): Lose 83.052776 but Gain 899.378998 Iteration 61Q (25.926148 sec): 82 clusters Score: Raw -2232756.747746 + Penalty 51619.223785 = -2181137.523961 nChanged 13 Deleting Class 118 (7 points): Lose 74.157655 but Gain 882.697066 Iteration 62Q (26.032756 sec): 81 clusters Score: Raw -2232704.543836 + Penalty 50733.713040 = -2181970.830796 nChanged 16 Deleting Class 69 (2 points): Lose 72.418010 but Gain 866.842502 Iteration 63Q (26.137369 sec): 80 clusters Score: Raw -2232648.856003 + Penalty 49882.888491 = -2182765.967512 nChanged 12 Deleting Class 82 (3 points): Lose 19.678855 but Gain 812.272174 Iteration 64Q (26.241340 sec): 79 clusters Score: Raw -2232686.598466 + Penalty 49071.791557 = -2183614.806909 nChanged 12 Deleting Class 129 (2 points): Lose 21.428753 but Gain 808.527090 Iteration 65Q (26.344537 sec): 78 clusters Score: Raw -2232681.021898 + Penalty 48263.771753 = -2184417.250144 nChanged 14 Deleting Class 100 (3 points): Lose 44.170093 but Gain 828.581955 Iteration 66Q (26.446163 sec): 77 clusters Score: Raw -2232650.819056 + Penalty 47517.756849 = -2185133.062207 nChanged 12 Deleting Class 139 (2 points): Lose 171.061133 but Gain 942.887609 Iteration 67Q (26.547689 sec): 76 clusters Score: Raw -2232518.877722 + Penalty 46563.475014 = -2185955.402708 nChanged 9 Deleting Class 108 (3 points): Lose 65.036736 but Gain 817.034753 Iteration 68Q (26.648550 sec): 75 clusters Score: Raw -2232459.004785 + Penalty 45796.637213 = -2186662.367572 nChanged 5 Deleting Class 30 (5 points): Lose 23.226570 but Gain 759.357578 Iteration 69Q (26.748924 sec): 74 clusters Score: Raw -2232460.179550 + Penalty 45039.197994 = -2187420.981556 nChanged 8 Deleting Class 67 (5 points): Lose 55.416222 but Gain 777.032209 Iteration 70F (27.637334 sec): 73 clusters Score: Raw -2232411.837162 + Penalty 44333.243956 = -2188078.593205 nChanged 8 Deleting Class 50 (3 points): Lose 262.121845 but Gain 973.191173 Iteration 71Q (27.737488 sec): 72 clusters Score: Raw -2232172.012001 + Penalty 43348.921357 = -2188823.090644 nChanged 7 Deleting Class 39 (27 points): Lose 95.454188 but Gain 795.896073 Iteration 72Q (27.837781 sec): 71 clusters Score: Raw -2232081.073027 + Penalty 42567.723430 = -2189513.349597 nChanged 30 Deleting Class 102 (4 points): Lose 49.692603 but Gain 733.599526 Iteration 73Q (27.940106 sec): 70 clusters Score: Raw -2232064.335398 + Penalty 41878.411881 = -2190185.923516 nChanged 13 Deleting Class 53 (39 points): Lose 245.299649 but Gain 926.246528 Iteration 74Q (28.039897 sec): 69 clusters Score: Raw -2231842.483282 + Penalty 41025.865417 = -2190816.617865 nChanged 47 Deleting Class 14 (7 points): Lose 31.928644 but Gain 705.267099 Iteration 75Q (28.139669 sec): 68 clusters Score: Raw -2231888.212649 + Penalty 40323.836580 = -2191564.376069 nChanged 14 Deleting Class 94 (1 points): Lose 39.110255 but Gain 710.834759 Iteration 76Q (28.238170 sec): 67 clusters Score: Raw -2231875.016813 + Penalty 39627.695908 = -2192247.320905 nChanged 15 Deleting Class 44 (10 points): Lose 62.877701 but Gain 729.852576 Iteration 77Q (28.338164 sec): 66 clusters Score: Raw -2231843.454009 + Penalty 38912.536692 = -2192930.917318 nChanged 16 Deleting Class 32 (2 points): Lose 160.213068 but Gain 812.382044 Iteration 78Q (28.435606 sec): 65 clusters Score: Raw -2231725.149411 + Penalty 38375.651267 = -2193349.498145 nChanged 8 Deleting Class 83 (1 points): Lose 15.395984 but Gain 655.632975 Iteration 79Q (28.532935 sec): 64 clusters Score: Raw -2231779.561858 + Penalty 37725.310531 = -2194054.251327 nChanged 6 Deleting Class 16 (4 points): Lose 106.066221 but Gain 761.355335 Iteration 80F (29.319846 sec): 63 clusters Score: Raw -2231681.693994 + Penalty 37009.495393 = -2194672.198601 nChanged 8 Deleting Class 65 (8 points): Lose 89.365528 but Gain 705.089956 Iteration 81Q (29.414118 sec): 62 clusters Score: Raw -2231687.398020 + Penalty 36367.876968 = -2195319.521052 nChanged 15 Deleting Class 4 (27 points): Lose 307.163256 but Gain 906.024067 Iteration 82Q (29.507009 sec): 61 clusters Score: Raw -2231428.972315 + Penalty 35511.569117 = -2195917.403198 nChanged 31 Deleting Class 77 (2 points): Lose 54.738430 but Gain 648.877571 Iteration 83Q (29.600128 sec): 60 clusters Score: Raw -2231497.231822 + Penalty 34882.000672 = -2196615.231150 nChanged 17 Deleting Class 23 (10 points): Lose 55.615780 but Gain 644.189809 Iteration 84Q (29.692551 sec): 59 clusters Score: Raw -2231483.432992 + Penalty 34264.302088 = -2197219.130904 nChanged 16 Deleting Class 63 (5 points): Lose 335.919945 but Gain 916.293442 Iteration 85Q (29.784946 sec): 58 clusters Score: Raw -2231181.278606 + Penalty 33382.759753 = -2197798.518853 nChanged 15 Deleting Class 41 (81 points): Lose 310.393205 but Gain 856.006030 Iteration 86Q (29.877258 sec): 57 clusters Score: Raw -2230936.771293 + Penalty 32537.885230 = -2198398.886063 nChanged 89 Deleting Class 88 (11 points): Lose 148.036041 but Gain 676.070660 Iteration 87Q (29.970028 sec): 56 clusters Score: Raw -2230984.897489 + Penalty 32095.105038 = -2198889.792451 nChanged 29 Deleting Class 97 (3 points): Lose 26.943251 but Gain 639.826545 Iteration 88Q (30.072223 sec): 55 clusters Score: Raw -2231076.128924 + Penalty 31481.719651 = -2199594.409273 nChanged 18 Deleting Class 52 (4 points): Lose 216.840424 but Gain 709.274337 Iteration 89Q (30.165667 sec): 54 clusters Score: Raw -2230875.949832 + Penalty 30763.081747 = -2200112.868084 nChanged 16 Deleting Class 62 (12 points): Lose 79.695991 but Gain 576.680321 Iteration 90F (30.820545 sec): 53 clusters Score: Raw -2230847.532338 + Penalty 30199.866494 = -2200647.665843 nChanged 23 Deleting Class 96 (4 points): Lose 145.748355 but Gain 606.632734 Iteration 91Q (30.913946 sec): 52 clusters Score: Raw -2230756.545659 + Penalty 29770.391412 = -2200986.154247 nChanged 17 Deleting Class 90 (2 points): Lose 122.138131 but Gain 580.401712 Iteration 92Q (31.005927 sec): 51 clusters Score: Raw -2230735.352059 + Penalty 29364.631978 = -2201370.720080 nChanged 11 Deleting Class 110 (3 points): Lose 22.562527 but Gain 475.109395 Iteration 93Q (31.096067 sec): 50 clusters Score: Raw -2230745.098916 + Penalty 28892.207415 = -2201852.891501 nChanged 4 Deleting Class 112 (6 points): Lose 67.360767 but Gain 505.280618 Iteration 94Q (31.186682 sec): 49 clusters Score: Raw -2230682.031552 + Penalty 28394.406513 = -2202287.625039 nChanged 7 Deleting Class 145 (3 points): Lose 57.270649 but Gain 489.444390 Iteration 95Q (31.276389 sec): 48 clusters Score: Raw -2230645.654423 + Penalty 27871.406989 = -2202774.247434 nChanged 8 Deleting Class 47 (4 points): Lose 31.713552 but Gain 452.354097 Iteration 96Q (31.365391 sec): 47 clusters Score: Raw -2230644.209147 + Penalty 27441.508173 = -2203202.700974 nChanged 8 Deleting Class 18 (155 points): Lose 447.509407 but Gain 866.488510 Iteration 97Q (31.453706 sec): 46 clusters Score: Raw -2230214.087017 + Penalty 26611.418255 = -2203602.668763 nChanged 159 Deleting Class 146 (3 points): Lose 60.207261 but Gain 476.914616 Iteration 98Q (31.545252 sec): 45 clusters Score: Raw -2230392.212726 + Penalty 26137.278564 = -2204254.934162 nChanged 61 Deleting Class 114 (7 points): Lose 436.575955 but Gain 834.545989 Iteration 99Q (31.636405 sec): 44 clusters Score: Raw -2230004.147709 + Penalty 25319.892770 = -2204684.254938 nChanged 39 Deleting Class 73 (4 points): Lose 48.698202 but Gain 439.863218 Iteration 100F (32.186503 sec): 43 clusters Score: Raw -2230013.439157 + Penalty 24884.782733 = -2205128.656424 nChanged 23 Deleting Class 48 (41 points): Lose 723.545680 but Gain 1113.263207 Iteration 101Q (32.277012 sec): 42 clusters Score: Raw -2229307.552356 + Penalty 23946.613443 = -2205360.938912 nChanged 52 Deleting Class 117 (4 points): Lose 244.701648 but Gain 585.526088 Iteration 102Q (32.363623 sec): 41 clusters Score: Raw -2229351.141389 + Penalty 23344.119893 = -2206007.021495 nChanged 33 Deleting Class 57 (45 points): Lose 334.961559 but Gain 670.056868 Iteration 103Q (32.450702 sec): 40 clusters Score: Raw -2229072.498638 + Penalty 22640.877303 = -2206431.621335 nChanged 67 Deleting Class 64 (4 points): Lose 20.635127 but Gain 354.930108 Iteration 104Q (32.536431 sec): 39 clusters Score: Raw -2229238.027649 + Penalty 22277.223385 = -2206960.804264 nChanged 31 Deleting Class 86 (1 points): Lose 78.763031 but Gain 405.957919 Iteration 105Q (32.620887 sec): 38 clusters Score: Raw -2229191.664076 + Penalty 21869.779971 = -2207321.884105 nChanged 14 Deleting Class 35 (5 points): Lose 104.045567 but Gain 426.486375 Iteration 106Q (32.704843 sec): 37 clusters Score: Raw -2229102.972466 + Penalty 21438.670676 = -2207664.301790 nChanged 17 Deleting Class 109 (2 points): Lose 4.493056 but Gain 322.749298 Iteration 107Q (32.787903 sec): 36 clusters Score: Raw -2229124.739373 + Penalty 21122.957365 = -2208001.782007 nChanged 10 Deleting Class 95 (249 points): Lose 756.592009 but Gain 1056.498832 Iteration 108Q (32.871907 sec): 35 clusters Score: Raw -2228377.546260 + Penalty 20179.725280 = -2208197.820980 nChanged 253 Deleting Class 43 (183 points): Lose 355.490122 but Gain 664.620065 Iteration 109Q (32.959049 sec): 34 clusters Score: Raw -2228448.774854 + Penalty 19486.681057 = -2208962.093797 nChanged 233 Deleting Class 42 (5 points): Lose 340.068242 but Gain 637.864688 Iteration 110F (33.386050 sec): 33 clusters Score: Raw -2228395.721721 + Penalty 18858.089620 = -2209537.632101 nChanged 69 Deleting Class 54 (1 points): Lose 6.302293 but Gain 286.479981 Iteration 111Q (33.467929 sec): 32 clusters Score: Raw -2228657.948231 + Penalty 18580.245700 = -2210077.702532 nChanged 43 Deleting Class 138 (3 points): Lose 80.842628 but Gain 334.640630 Iteration 112Q (33.548929 sec): 31 clusters Score: Raw -2228635.001589 + Penalty 18264.626808 = -2210370.374781 nChanged 35 Deleting Class 74 (4 points): Lose 228.738566 but Gain 477.560971 Iteration 113Q (33.629688 sec): 30 clusters Score: Raw -2228461.650357 + Penalty 17796.246189 = -2210665.404169 nChanged 33 Deleting Class 34 (11 points): Lose 467.366874 but Gain 687.572448 Iteration 114Q (33.709519 sec): 29 clusters Score: Raw -2228083.385682 + Penalty 17231.436199 = -2210851.949483 nChanged 28 Deleting Class 20 (57 points): Lose 319.997630 but Gain 503.604722 Iteration 115Q (33.788601 sec): 28 clusters Score: Raw -2228068.786760 + Penalty 16738.682385 = -2211330.104375 nChanged 77 Deleting Class 13 (263 points): Lose 720.929951 but Gain 887.065896 Iteration 116Q (33.867506 sec): 27 clusters Score: Raw -2227486.921161 + Penalty 15875.614319 = -2211611.306842 nChanged 291 Deleting Class 149 (4 points): Lose 54.451296 but Gain 164.576006 Iteration 117Q (33.947571 sec): 26 clusters Score: Raw -2227920.255963 + Penalty 15665.840122 = -2212254.415842 nChanged 84 Deleting Class 37 (3 points): Lose 236.977657 but Gain 301.627910 Iteration 118Q (34.025784 sec): 25 clusters Score: Raw -2227784.027754 + Penalty 15293.879682 = -2212490.148072 nChanged 57 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2227784.027754 + Penalty 15293.879682 = -2212490.148072Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.086429 sec): 2 clusters Score: Raw -170454.395751 + Penalty 68.471377 = -170385.924374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.090257 sec): 3 clusters Score: Raw -169141.293993 + Penalty 140.253791 = -169001.040202 nChanged 928 SP:Iteration 1F (34.094046 sec): 3 clusters Score: Raw -169815.682625 + Penalty 141.886778 = -169673.795847 nChanged 145 SP:Iteration 2F (34.097758 sec): 3 clusters Score: Raw -170038.740547 + Penalty 143.642372 = -169895.098176 nChanged 120 SP:Iteration 3F (34.101454 sec): 3 clusters Score: Raw -170194.370678 + Penalty 144.841879 = -170049.528799 nChanged 76 SP:Iteration 4Q (34.104863 sec): 3 clusters Score: Raw -170249.827619 + Penalty 145.080365 = -170104.747253 nChanged 58 SP:Iteration 5Q (34.108214 sec): 3 clusters Score: Raw -170274.708997 + Penalty 145.419153 = -170129.289844 nChanged 26 SP:Iteration 6Q (34.111527 sec): 3 clusters Score: Raw -170279.395890 + Penalty 145.843629 = -170133.552260 nChanged 14 SP:Iteration 7Q (34.114947 sec): 3 clusters Score: Raw -170281.844682 + Penalty 145.961893 = -170135.882789 nChanged 19 SP:Iteration 8Q (34.118239 sec): 3 clusters Score: Raw -170286.828468 + Penalty 147.092095 = -170139.736373 nChanged 19 SP:Iteration 9Q (34.121604 sec): 3 clusters Score: Raw -170291.876372 + Penalty 148.952805 = -170142.923566 nChanged 19 SP:Iteration 10F (34.125389 sec): 3 clusters Score: Raw -170298.835937 + Penalty 149.391297 = -170149.444640 nChanged 24 SP:Iteration 11Q (34.128594 sec): 3 clusters Score: Raw -170309.376796 + Penalty 150.369888 = -170159.006908 nChanged 27 SP:Iteration 12Q (34.131815 sec): 3 clusters Score: Raw -170322.663277 + Penalty 150.719428 = -170171.943849 nChanged 24 SP:Iteration 13Q (34.135011 sec): 3 clusters Score: Raw -170333.177680 + Penalty 151.264249 = -170181.913431 nChanged 21 SP:Iteration 14Q (34.138137 sec): 3 clusters Score: Raw -170342.799535 + Penalty 151.354519 = -170191.445016 nChanged 25 SP:Iteration 15Q (34.141315 sec): 3 clusters Score: Raw -170355.898680 + Penalty 152.407261 = -170203.491419 nChanged 23 SP:Iteration 16Q (34.144399 sec): 3 clusters Score: Raw -170368.598048 + Penalty 155.027429 = -170213.570619 nChanged 20 SP:Iteration 17Q (34.147510 sec): 3 clusters Score: Raw -170378.904817 + Penalty 155.913168 = -170222.991649 nChanged 21 SP:Iteration 18Q (34.150591 sec): 3 clusters Score: Raw -170387.582955 + Penalty 155.299085 = -170232.283869 nChanged 15 SP:Iteration 19Q (34.153697 sec): 3 clusters Score: Raw -170395.856886 + Penalty 149.955648 = -170245.901238 nChanged 14 SP:Iteration 20F (34.157432 sec): 3 clusters Score: Raw -170401.759705 + Penalty 150.913726 = -170250.845979 nChanged 14 SP:Iteration 21Q (34.160469 sec): 3 clusters Score: Raw -170407.692998 + Penalty 152.672565 = -170255.020433 nChanged 12 SP:Iteration 22Q (34.163726 sec): 3 clusters Score: Raw -170411.810965 + Penalty 157.053139 = -170254.757826 nChanged 13 SP:Iteration 23F (34.167518 sec): 3 clusters Score: Raw -170415.264149 + Penalty 168.390378 = -170246.873771 nChanged 17 SP:Iteration 24F (34.171229 sec): 3 clusters Score: Raw -170426.666541 + Penalty 172.972816 = -170253.693726 nChanged 17 SP:Iteration 25Q (34.174277 sec): 3 clusters Score: Raw -170444.976674 + Penalty 68.471377 = -170376.505297 nChanged 8 SP:Iteration 26Q (34.177155 sec): 2 clusters Score: Raw -170454.395751 + Penalty 68.471377 = -170385.924374 nChanged 0 SP:Iteration 27F (34.179966 sec): 2 clusters Score: Raw -170454.395751 + Penalty 68.471377 = -170385.924374 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 2 (8748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.220944 sec): 2 clusters Score: Raw -710015.694740 + Penalty 172.144841 = -709843.549899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.237375 sec): 3 clusters Score: Raw -704106.308155 + Penalty 429.764932 = -703676.543223 nChanged 4189 SP:Iteration 1F (34.253181 sec): 3 clusters Score: Raw -708295.494222 + Penalty 615.899071 = -707679.595151 nChanged 1213 SP:Iteration 2F (34.268917 sec): 3 clusters Score: Raw -709724.251256 + Penalty 705.677212 = -709018.574044 nChanged 214 SP:Iteration 3Q (34.283039 sec): 3 clusters Score: Raw -709934.841099 + Penalty 745.173033 = -709189.668065 nChanged 77 SP:Iteration 4Q (34.296053 sec): 3 clusters Score: Raw -710013.176104 + Penalty 759.910363 = -709253.265740 nChanged 29 SP:Iteration 5Q (34.308706 sec): 3 clusters Score: Raw -710044.804765 + Penalty 751.872976 = -709292.931789 nChanged 24 SP:Iteration 6Q (34.321389 sec): 3 clusters Score: Raw -710076.293803 + Penalty 750.985973 = -709325.307830 nChanged 10 SP:Iteration 7Q (34.334100 sec): 3 clusters Score: Raw -710092.421066 + Penalty 751.694293 = -709340.726774 nChanged 2 SP:Iteration 8Q (34.347312 sec): 3 clusters Score: Raw -710096.216131 + Penalty 757.073771 = -709339.142360 nChanged 1 SP:Iteration 9F (34.363088 sec): 3 clusters Score: Raw -710096.625459 + Penalty 757.073771 = -709339.551688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.370278 sec): 2 clusters Score: Raw -22357.181133 + Penalty 565.772636 = -21791.408497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.370921 sec): 3 clusters Score: Raw -22335.012158 + Penalty 1131.610334 = -21203.401823 nChanged 45 SP:Iteration 1F (34.371536 sec): 3 clusters Score: Raw -22417.475940 + Penalty 1131.790863 = -21285.685077 nChanged 9 SP:Iteration 2Q (34.372142 sec): 3 clusters Score: Raw -22435.181696 + Penalty 1131.922948 = -21303.258748 nChanged 5 SP:Iteration 3Q (34.372731 sec): 3 clusters Score: Raw -22447.597511 + Penalty 1131.630845 = -21315.966666 nChanged 4 SP:Iteration 4Q (34.373315 sec): 3 clusters Score: Raw -22452.007339 + Penalty 1131.423441 = -21320.583898 nChanged 2 SP:Iteration 5Q (34.373901 sec): 3 clusters Score: Raw -22453.687553 + Penalty 1131.423441 = -21322.264112 nChanged 0 SP:Iteration 6F (34.374507 sec): 3 clusters Score: Raw -22453.687553 + Penalty 1131.423441 = -21322.264112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.376291 sec): 2 clusters Score: Raw -16332.806260 + Penalty 545.039904 = -15787.766355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.376823 sec): 3 clusters Score: Raw -16290.219363 + Penalty 1099.323154 = -15190.896209 nChanged 45 SP:Iteration 1F (34.377343 sec): 3 clusters Score: Raw -16347.608336 + Penalty 1111.664235 = -15235.944101 nChanged 23 SP:Iteration 2F (34.377870 sec): 3 clusters Score: Raw -16409.103557 + Penalty 1115.749628 = -15293.353929 nChanged 13 SP:Iteration 3F (34.378399 sec): 3 clusters Score: Raw -16433.307137 + Penalty 1130.592289 = -15302.714848 nChanged 6 SP:Iteration 4Q (34.378905 sec): 3 clusters Score: Raw -16443.677354 + Penalty 1128.438421 = -15315.238933 nChanged 2 SP:Iteration 5Q (34.379399 sec): 3 clusters Score: Raw -16449.301509 + Penalty 1120.572550 = -15328.728958 nChanged 1 SP:Iteration 6Q (34.379909 sec): 3 clusters Score: Raw -16460.788512 + Penalty 1111.594143 = -15349.194369 nChanged 2 SP:Iteration 7Q (34.380400 sec): 3 clusters Score: Raw -16467.606735 + Penalty 1112.557840 = -15355.048895 nChanged 2 SP:Iteration 8Q (34.380885 sec): 3 clusters Score: Raw -16476.790484 + Penalty 1111.651146 = -15365.139338 nChanged 2 SP:Iteration 9Q (34.381361 sec): 3 clusters Score: Raw -16485.826961 + Penalty 1101.865026 = -15383.961935 nChanged 1 SP:Iteration 10F (34.381880 sec): 3 clusters Score: Raw -16487.329636 + Penalty 1088.895668 = -15398.433968 nChanged 2 SP:Iteration 11Q (34.382361 sec): 3 clusters Score: Raw -16493.369078 + Penalty 1081.307558 = -15412.061520 nChanged 3 SP:Iteration 12Q (34.382840 sec): 3 clusters Score: Raw -16506.010945 + Penalty 1081.307558 = -15424.703386 nChanged 0 SP:Iteration 13F (34.383359 sec): 3 clusters Score: Raw -16506.010945 + Penalty 1081.307558 = -15424.703386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.385476 sec): 2 clusters Score: Raw -38304.499726 + Penalty 493.103653 = -37811.396073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.386434 sec): 3 clusters Score: Raw -38139.609797 + Penalty 987.819403 = -37151.790394 nChanged 130 SP:Iteration 1F (34.387377 sec): 3 clusters Score: Raw -38235.284064 + Penalty 987.288553 = -37247.995512 nChanged 24 SP:Iteration 2F (34.388317 sec): 3 clusters Score: Raw -38254.437068 + Penalty 986.437827 = -37267.999241 nChanged 17 SP:Iteration 3Q (34.389258 sec): 3 clusters Score: Raw -38273.112243 + Penalty 986.216825 = -37286.895418 nChanged 14 SP:Iteration 4Q (34.390214 sec): 3 clusters Score: Raw -38285.709553 + Penalty 987.012274 = -37298.697279 nChanged 11 SP:Iteration 5Q (34.391179 sec): 3 clusters Score: Raw -38292.588531 + Penalty 988.358432 = -37304.230099 nChanged 10 SP:Iteration 6Q (34.392109 sec): 3 clusters Score: Raw -38303.182171 + Penalty 990.270954 = -37312.911216 nChanged 11 SP:Iteration 7Q (34.393035 sec): 3 clusters Score: Raw -38312.085661 + Penalty 992.514027 = -37319.571634 nChanged 7 SP:Iteration 8Q (34.393960 sec): 3 clusters Score: Raw -38317.339387 + Penalty 995.618588 = -37321.720799 nChanged 7 SP:Iteration 9Q (34.394905 sec): 3 clusters Score: Raw -38320.710511 + Penalty 998.946438 = -37321.764073 nChanged 7 SP:Iteration 10F (34.395854 sec): 3 clusters Score: Raw -38325.661501 + Penalty 1003.365662 = -37322.295839 nChanged 9 SP:Iteration 11Q (34.396778 sec): 3 clusters Score: Raw -38333.860751 + Penalty 1006.868369 = -37326.992382 nChanged 8 SP:Iteration 12Q (34.397697 sec): 3 clusters Score: Raw -38340.122218 + Penalty 1014.310596 = -37325.811622 nChanged 10 SP:Iteration 13F (34.398635 sec): 3 clusters Score: Raw -38350.197721 + Penalty 1020.979120 = -37329.218601 nChanged 10 SP:Iteration 14Q (34.399578 sec): 3 clusters Score: Raw -38369.401695 + Penalty 1027.704813 = -37341.696882 nChanged 9 SP:Iteration 15Q (34.400504 sec): 3 clusters Score: Raw -38388.760396 + Penalty 1035.332707 = -37353.427689 nChanged 7 SP:Iteration 16Q (34.401392 sec): 3 clusters Score: Raw -38403.020205 + Penalty 1036.365021 = -37366.655184 nChanged 5 SP:Iteration 17Q (34.402252 sec): 3 clusters Score: Raw -38407.332761 + Penalty 1037.077773 = -37370.254989 nChanged 2 SP:Iteration 18Q (34.403110 sec): 3 clusters Score: Raw -38409.870279 + Penalty 1036.909771 = -37372.960508 nChanged 3 SP:Iteration 19Q (34.403967 sec): 3 clusters Score: Raw -38412.061500 + Penalty 1036.909771 = -37375.151729 nChanged 0 SP:Iteration 20F (34.404910 sec): 3 clusters Score: Raw -38412.061500 + Penalty 1036.909771 = -37375.151729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.406811 sec): 2 clusters Score: Raw -30901.338347 + Penalty 647.410040 = -30253.928306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.407719 sec): 3 clusters Score: Raw -30801.315825 + Penalty 1295.489670 = -29505.826155 nChanged 102 SP:Iteration 1F (34.408602 sec): 3 clusters Score: Raw -30939.562968 + Penalty 1295.401257 = -29644.161711 nChanged 23 SP:Iteration 2F (34.409496 sec): 3 clusters Score: Raw -30981.021877 + Penalty 1295.159246 = -29685.862631 nChanged 12 SP:Iteration 3Q (34.410354 sec): 3 clusters Score: Raw -31000.587048 + Penalty 1295.236253 = -29705.350795 nChanged 10 SP:Iteration 4Q (34.411172 sec): 3 clusters Score: Raw -31014.355514 + Penalty 1295.291219 = -29719.064296 nChanged 4 SP:Iteration 5Q (34.411989 sec): 3 clusters Score: Raw -31021.377834 + Penalty 1295.363768 = -29726.014066 nChanged 2 SP:Iteration 6Q (34.412795 sec): 3 clusters Score: Raw -31022.285625 + Penalty 1295.363768 = -29726.921857 nChanged 0 SP:Iteration 7F (34.413639 sec): 3 clusters Score: Raw -31022.285625 + Penalty 1295.363768 = -29726.921857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.414637 sec): 2 clusters Score: Raw -2462.729592 + Penalty 75.370002 = -2387.359590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.414901 sec): 3 clusters Score: Raw -2457.203187 + Penalty 123.733267 = -2333.469920 nChanged 5 SP:Iteration 1F (34.415169 sec): 3 clusters Score: Raw -2464.785474 + Penalty 132.700772 = -2332.084703 nChanged 4 SP:Iteration 2F (34.415434 sec): 3 clusters Score: Raw -2470.993488 + Penalty 132.700772 = -2338.292717 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 9 (6991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.436657 sec): 2 clusters Score: Raw -582834.982672 + Penalty 69.718544 = -582765.264128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.449353 sec): 3 clusters Score: Raw -578222.765352 + Penalty 135.986551 = -578086.778801 nChanged 3334 SP:Iteration 1F (34.461870 sec): 3 clusters Score: Raw -582258.475593 + Penalty 135.016417 = -582123.459176 nChanged 112 SP:Iteration 2Q (34.472723 sec): 3 clusters Score: Raw -582307.177942 + Penalty 134.757848 = -582172.420094 nChanged 95 SP:Iteration 3Q (34.483456 sec): 3 clusters Score: Raw -582345.446832 + Penalty 135.125465 = -582210.321367 nChanged 98 SP:Iteration 4Q (34.494119 sec): 3 clusters Score: Raw -582386.442169 + Penalty 135.072130 = -582251.370039 nChanged 85 SP:Iteration 5Q (34.504601 sec): 3 clusters Score: Raw -582423.025203 + Penalty 136.136074 = -582286.889130 nChanged 84 SP:Iteration 6Q (34.515041 sec): 3 clusters Score: Raw -582464.253393 + Penalty 135.775646 = -582328.477748 nChanged 85 SP:Iteration 7Q (34.525646 sec): 3 clusters Score: Raw -582509.731275 + Penalty 135.225777 = -582374.505499 nChanged 75 SP:Iteration 8Q (34.536138 sec): 3 clusters Score: Raw -582549.840659 + Penalty 133.178411 = -582416.662248 nChanged 73 SP:Iteration 9Q (34.546438 sec): 3 clusters Score: Raw -582588.890119 + Penalty 133.804008 = -582455.086112 nChanged 75 SP:Iteration 10F (34.558965 sec): 3 clusters Score: Raw -582627.763890 + Penalty 132.029313 = -582495.734577 nChanged 49 SP:Iteration 11Q (34.568965 sec): 3 clusters Score: Raw -582647.996598 + Penalty 128.984042 = -582519.012555 nChanged 56 SP:Iteration 12Q (34.579118 sec): 3 clusters Score: Raw -582668.659133 + Penalty 129.148296 = -582539.510837 nChanged 45 SP:Iteration 13Q (34.589195 sec): 3 clusters Score: Raw -582686.615456 + Penalty 126.902952 = -582559.712504 nChanged 55 SP:Iteration 14Q (34.599209 sec): 3 clusters Score: Raw -582717.371394 + Penalty 127.453821 = -582589.917573 nChanged 62 SP:Iteration 15Q (34.609084 sec): 3 clusters Score: Raw -582757.474905 + Penalty 133.658586 = -582623.816320 nChanged 54 SP:Iteration 16Q (34.618974 sec): 3 clusters Score: Raw -582811.383105 + Penalty 69.718544 = -582741.664561 nChanged 22 SP:Iteration 17Q (34.628562 sec): 2 clusters Score: Raw -582834.982672 + Penalty 69.718544 = -582765.264128 nChanged 0 SP:Iteration 18F (34.638358 sec): 2 clusters Score: Raw -582834.982672 + Penalty 69.718544 = -582765.264128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.645642 sec): 2 clusters Score: Raw -47659.130510 + Penalty 178.508452 = -47480.622058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.646816 sec): 3 clusters Score: Raw -47317.818806 + Penalty 356.762587 = -46961.056219 nChanged 224 SP:Iteration 1F (34.647967 sec): 3 clusters Score: Raw -47497.588853 + Penalty 349.864751 = -47147.724102 nChanged 65 SP:Iteration 2F (34.649140 sec): 3 clusters Score: Raw -47568.287865 + Penalty 345.552051 = -47222.735814 nChanged 41 SP:Iteration 3F (34.650304 sec): 3 clusters Score: Raw -47607.294131 + Penalty 343.752347 = -47263.541784 nChanged 17 SP:Iteration 4Q (34.651431 sec): 3 clusters Score: Raw -47613.969491 + Penalty 343.522361 = -47270.447130 nChanged 5 SP:Iteration 5Q (34.652540 sec): 3 clusters Score: Raw -47614.853927 + Penalty 342.994479 = -47271.859448 nChanged 2 SP:Iteration 6Q (34.653648 sec): 3 clusters Score: Raw -47615.495344 + Penalty 343.045531 = -47272.449813 nChanged 1 SP:Iteration 7Q (34.654762 sec): 3 clusters Score: Raw -47615.635164 + Penalty 343.045531 = -47272.589632 nChanged 0 SP:Iteration 8F (34.655922 sec): 3 clusters Score: Raw -47615.635164 + Penalty 343.045531 = -47272.589632 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.660913 sec): 2 clusters Score: Raw -124270.954018 + Penalty 460.698772 = -123810.255247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.663644 sec): 3 clusters Score: Raw -123491.938361 + Penalty 920.954340 = -122570.984021 nChanged 573 SP:Iteration 1F (34.666291 sec): 3 clusters Score: Raw -123823.595700 + Penalty 922.649033 = -122900.946667 nChanged 144 SP:Iteration 2F (34.668906 sec): 3 clusters Score: Raw -123916.358590 + Penalty 923.786818 = -122992.571772 nChanged 105 SP:Iteration 3F (34.671560 sec): 3 clusters Score: Raw -123976.119610 + Penalty 926.987884 = -123049.131726 nChanged 61 SP:Iteration 4Q (34.674243 sec): 3 clusters Score: Raw -124001.126951 + Penalty 927.764530 = -123073.362422 nChanged 41 SP:Iteration 5Q (34.676912 sec): 3 clusters Score: Raw -124016.762365 + Penalty 930.322516 = -123086.439849 nChanged 32 SP:Iteration 6Q (34.679639 sec): 3 clusters Score: Raw -124028.466758 + Penalty 933.861127 = -123094.605631 nChanged 33 SP:Iteration 7Q (34.682288 sec): 3 clusters Score: Raw -124039.307103 + Penalty 936.815663 = -123102.491440 nChanged 34 SP:Iteration 8Q (34.684905 sec): 3 clusters Score: Raw -124052.488370 + Penalty 940.043326 = -123112.445044 nChanged 44 SP:Iteration 9Q (34.687488 sec): 3 clusters Score: Raw -124078.310437 + Penalty 942.950954 = -123135.359483 nChanged 50 SP:Iteration 10F (34.690140 sec): 3 clusters Score: Raw -124112.693883 + Penalty 948.119917 = -123164.573965 nChanged 50 SP:Iteration 11Q (34.692778 sec): 3 clusters Score: Raw -124152.149714 + Penalty 956.419827 = -123195.729887 nChanged 52 SP:Iteration 12Q (34.695405 sec): 3 clusters Score: Raw -124193.807049 + Penalty 968.067207 = -123225.739842 nChanged 44 SP:Iteration 13Q (34.697928 sec): 3 clusters Score: Raw -124231.901899 + Penalty 978.779773 = -123253.122125 nChanged 51 SP:Iteration 14Q (34.700469 sec): 3 clusters Score: Raw -124288.165396 + Penalty 994.050003 = -123294.115393 nChanged 30 SP:Iteration 15Q (34.703103 sec): 3 clusters Score: Raw -124324.556599 + Penalty 1013.673770 = -123310.882829 nChanged 12 SP:Iteration 16Q (34.705565 sec): 3 clusters Score: Raw -124334.279773 + Penalty 1027.822994 = -123306.456778 nChanged 7 SP:Iteration 17F (34.708245 sec): 3 clusters Score: Raw -124343.458729 + Penalty 1033.007832 = -123310.450897 nChanged 2 SP:Iteration 18Q (34.710592 sec): 3 clusters Score: Raw -124346.899553 + Penalty 1035.623363 = -123311.276191 nChanged 3 SP:Iteration 19Q (34.712950 sec): 3 clusters Score: Raw -124351.098093 + Penalty 1035.044968 = -123316.053125 nChanged 2 SP:Iteration 20F (34.715634 sec): 3 clusters Score: Raw -124353.094546 + Penalty 1035.044968 = -123318.049578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.716888 sec): 2 clusters Score: Raw -6971.408439 + Penalty 141.655942 = -6829.752497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.717282 sec): 3 clusters Score: Raw -6969.759131 + Penalty 282.201280 = -6687.557851 nChanged 32 SP:Iteration 1F (34.717659 sec): 3 clusters Score: Raw -7036.623123 + Penalty 281.865268 = -6754.757855 nChanged 16 SP:Iteration 2F (34.718035 sec): 3 clusters Score: Raw -7051.484303 + Penalty 279.857156 = -6771.627147 nChanged 1 SP:Iteration 3Q (34.718400 sec): 3 clusters Score: Raw -7053.869607 + Penalty 279.857156 = -6774.012451 nChanged 0 SP:Iteration 4F (34.718775 sec): 3 clusters Score: Raw -7053.869607 + Penalty 279.857156 = -6774.012451 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.724354 sec): 2 clusters Score: Raw -139151.508484 + Penalty 271.168885 = -138880.339598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.727468 sec): 3 clusters Score: Raw -138187.745578 + Penalty 535.097215 = -137652.648362 nChanged 666 SP:Iteration 1F (34.730556 sec): 3 clusters Score: Raw -138550.380588 + Penalty 535.275452 = -138015.105135 nChanged 194 SP:Iteration 2F (34.733623 sec): 3 clusters Score: Raw -138676.001295 + Penalty 539.995115 = -138136.006180 nChanged 156 SP:Iteration 3F (34.736833 sec): 3 clusters Score: Raw -138806.226181 + Penalty 554.897913 = -138251.328267 nChanged 126 SP:Iteration 4F (34.739945 sec): 3 clusters Score: Raw -138936.065848 + Penalty 571.458822 = -138364.607027 nChanged 104 SP:Iteration 5F (34.742885 sec): 3 clusters Score: Raw -139049.330532 + Penalty 568.315434 = -138481.015099 nChanged 69 SP:Iteration 6Q (34.745882 sec): 3 clusters Score: Raw -139121.641021 + Penalty 561.661746 = -138559.979276 nChanged 23 SP:Iteration 7Q (34.748766 sec): 3 clusters Score: Raw -139145.276931 + Penalty 586.994944 = -138558.281987 nChanged 10 SP:Iteration 8F (34.751728 sec): 3 clusters Score: Raw -139152.643110 + Penalty 580.515861 = -138572.127249 nChanged 4 SP:Iteration 9Q (34.754298 sec): 3 clusters Score: Raw -139155.098085 + Penalty 584.349072 = -138570.749013 nChanged 1 SP:Iteration 10F (34.757254 sec): 3 clusters Score: Raw -139155.336836 + Penalty 584.349072 = -138570.987764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.758373 sec): 2 clusters Score: Raw -1858.121785 + Penalty 134.309176 = -1723.812609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.758653 sec): 3 clusters Score: Raw -1927.796357 + Penalty 279.021203 = -1648.775154 nChanged 3 SP:Iteration 1F (34.758922 sec): 3 clusters Score: Raw -1950.126472 + Penalty 279.021203 = -1671.105269 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 24 (1211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.763381 sec): 2 clusters Score: Raw -110304.848130 + Penalty 553.858424 = -109750.989706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.765813 sec): 3 clusters Score: Raw -109628.225720 + Penalty 1094.221249 = -108534.004471 nChanged 481 SP:Iteration 1F (34.768219 sec): 3 clusters Score: Raw -109976.476862 + Penalty 1079.536647 = -108896.940215 nChanged 156 SP:Iteration 2F (34.770660 sec): 3 clusters Score: Raw -110125.914452 + Penalty 1064.124966 = -109061.789486 nChanged 102 SP:Iteration 3F (34.773116 sec): 3 clusters Score: Raw -110225.877919 + Penalty 1056.879811 = -109168.998107 nChanged 69 SP:Iteration 4F (34.775593 sec): 3 clusters Score: Raw -110305.492581 + Penalty 1055.639501 = -109249.853081 nChanged 58 SP:Iteration 5Q (34.778124 sec): 3 clusters Score: Raw -110374.981273 + Penalty 1062.011209 = -109312.970065 nChanged 48 SP:Iteration 6Q (34.780669 sec): 3 clusters Score: Raw -110420.407300 + Penalty 1066.750737 = -109353.656563 nChanged 39 SP:Iteration 7Q (34.783046 sec): 3 clusters Score: Raw -110453.164007 + Penalty 1072.850526 = -109380.313481 nChanged 35 SP:Iteration 8Q (34.785424 sec): 3 clusters Score: Raw -110475.271375 + Penalty 1077.700892 = -109397.570483 nChanged 22 SP:Iteration 9Q (34.787736 sec): 3 clusters Score: Raw -110487.218063 + Penalty 1080.671106 = -109406.546958 nChanged 14 SP:Iteration 10F (34.790144 sec): 3 clusters Score: Raw -110494.356479 + Penalty 1082.282743 = -109412.073736 nChanged 9 SP:Iteration 11Q (34.792469 sec): 3 clusters Score: Raw -110496.932949 + Penalty 1083.302720 = -109413.630229 nChanged 4 SP:Iteration 12Q (34.794779 sec): 3 clusters Score: Raw -110498.378105 + Penalty 1083.878102 = -109414.500003 nChanged 2 SP:Iteration 13Q (34.797090 sec): 3 clusters Score: Raw -110499.034959 + Penalty 1084.096791 = -109414.938168 nChanged 1 SP:Iteration 14Q (34.799350 sec): 3 clusters Score: Raw -110499.348276 + Penalty 1084.625967 = -109414.722309 nChanged 2 SP:Iteration 15F (34.801748 sec): 3 clusters Score: Raw -110501.141968 + Penalty 1085.037921 = -109416.104047 nChanged 3 SP:Iteration 16Q (34.804064 sec): 3 clusters Score: Raw -110502.157206 + Penalty 1085.686937 = -109416.470269 nChanged 3 SP:Iteration 17Q (34.806356 sec): 3 clusters Score: Raw -110503.196294 + Penalty 1086.055341 = -109417.140953 nChanged 2 SP:Iteration 18Q (34.808623 sec): 3 clusters Score: Raw -110503.543449 + Penalty 1086.313041 = -109417.230408 nChanged 1 SP:Iteration 19Q (34.810965 sec): 3 clusters Score: Raw -110503.764696 + Penalty 1086.313041 = -109417.451655 nChanged 0 SP:Iteration 20F (34.813328 sec): 3 clusters Score: Raw -110503.764696 + Penalty 1086.313041 = -109417.451655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (1360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.818304 sec): 2 clusters Score: Raw -126746.048612 + Penalty 767.130727 = -125978.917885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.821001 sec): 3 clusters Score: Raw -126088.495397 + Penalty 1532.399783 = -124556.095613 nChanged 501 SP:Iteration 1F (34.823739 sec): 3 clusters Score: Raw -126484.631003 + Penalty 1529.736462 = -124954.894542 nChanged 168 SP:Iteration 2F (34.826591 sec): 3 clusters Score: Raw -126692.218951 + Penalty 1524.784501 = -125167.434449 nChanged 111 SP:Iteration 3F (34.829434 sec): 3 clusters Score: Raw -126811.849063 + Penalty 1522.137192 = -125289.711871 nChanged 71 SP:Iteration 4F (34.832131 sec): 3 clusters Score: Raw -126873.353600 + Penalty 1520.303510 = -125353.050089 nChanged 47 SP:Iteration 5Q (34.834789 sec): 3 clusters Score: Raw -126908.524820 + Penalty 1519.633640 = -125388.891180 nChanged 30 SP:Iteration 6Q (34.837466 sec): 3 clusters Score: Raw -126931.661785 + Penalty 1518.632842 = -125413.028943 nChanged 25 SP:Iteration 7Q (34.840123 sec): 3 clusters Score: Raw -126951.550129 + Penalty 1517.899422 = -125433.650708 nChanged 22 SP:Iteration 8Q (34.842750 sec): 3 clusters Score: Raw -126962.215871 + Penalty 1517.355381 = -125444.860490 nChanged 13 SP:Iteration 9Q (34.845385 sec): 3 clusters Score: Raw -126966.763815 + Penalty 1517.536947 = -125449.226868 nChanged 7 SP:Iteration 10F (34.848061 sec): 3 clusters Score: Raw -126969.244145 + Penalty 1517.458844 = -125451.785301 nChanged 4 SP:Iteration 11Q (34.850703 sec): 3 clusters Score: Raw -126970.398392 + Penalty 1517.282296 = -125453.116096 nChanged 3 SP:Iteration 12Q (34.853350 sec): 3 clusters Score: Raw -126972.484410 + Penalty 1515.970619 = -125456.513791 nChanged 5 SP:Iteration 13Q (34.855978 sec): 3 clusters Score: Raw -126977.833821 + Penalty 1514.868566 = -125462.965255 nChanged 6 SP:Iteration 14Q (34.858548 sec): 3 clusters Score: Raw -126982.697758 + Penalty 1513.952662 = -125468.745097 nChanged 8 SP:Iteration 15Q (34.861262 sec): 3 clusters Score: Raw -126988.337702 + Penalty 1512.946826 = -125475.390877 nChanged 12 SP:Iteration 16Q (34.864119 sec): 3 clusters Score: Raw -127001.190043 + Penalty 1511.260481 = -125489.929562 nChanged 17 SP:Iteration 17Q (34.866739 sec): 3 clusters Score: Raw -127017.000409 + Penalty 1510.227798 = -125506.772610 nChanged 13 SP:Iteration 18Q (34.869378 sec): 3 clusters Score: Raw -127029.670573 + Penalty 1509.771648 = -125519.898925 nChanged 9 SP:Iteration 19Q (34.871967 sec): 3 clusters Score: Raw -127033.408435 + Penalty 1509.471721 = -125523.936714 nChanged 8 SP:Iteration 20F (34.874603 sec): 3 clusters Score: Raw -127037.439458 + Penalty 1509.719938 = -125527.719520 nChanged 3 SP:Iteration 21Q (34.877193 sec): 3 clusters Score: Raw -127039.758400 + Penalty 1509.732592 = -125530.025808 nChanged 7 SP:Iteration 22Q (34.879743 sec): 3 clusters Score: Raw -127042.848704 + Penalty 1509.627316 = -125533.221388 nChanged 2 SP:Iteration 23Q (34.882356 sec): 3 clusters Score: Raw -127043.381699 + Penalty 1509.427335 = -125533.954364 nChanged 1 SP:Iteration 24Q (34.884962 sec): 3 clusters Score: Raw -127043.808317 + Penalty 1509.273104 = -125534.535213 nChanged 2 SP:Iteration 25Q (34.887555 sec): 3 clusters Score: Raw -127045.111795 + Penalty 1509.236094 = -125535.875701 nChanged 2 SP:Iteration 26Q (34.890161 sec): 3 clusters Score: Raw -127045.617398 + Penalty 1509.317115 = -125536.300282 nChanged 1 SP:Iteration 27Q (34.892765 sec): 3 clusters Score: Raw -127045.948483 + Penalty 1509.317115 = -125536.631367 nChanged 0 SP:Iteration 28F (34.895520 sec): 3 clusters Score: Raw -127045.948483 + Penalty 1509.317115 = -125536.631367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.897724 sec): 2 clusters Score: Raw -47143.946081 + Penalty 625.133636 = -46518.812445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.898852 sec): 3 clusters Score: Raw -46981.352164 + Penalty 1250.142670 = -45731.209494 nChanged 148 SP:Iteration 1F (34.899961 sec): 3 clusters Score: Raw -47157.515018 + Penalty 1252.129450 = -45905.385568 nChanged 52 SP:Iteration 2F (34.901091 sec): 3 clusters Score: Raw -47348.580314 + Penalty 1262.447939 = -46086.132374 nChanged 57 SP:Iteration 3F (34.902196 sec): 3 clusters Score: Raw -47566.349646 + Penalty 1270.725438 = -46295.624208 nChanged 50 SP:Iteration 4F (34.903290 sec): 3 clusters Score: Raw -47650.305797 + Penalty 1277.450176 = -46372.855621 nChanged 23 SP:Iteration 5Q (34.904331 sec): 3 clusters Score: Raw -47692.355114 + Penalty 1282.028147 = -46410.326967 nChanged 16 SP:Iteration 6Q (34.905375 sec): 3 clusters Score: Raw -47717.953781 + Penalty 1288.418757 = -46429.535024 nChanged 11 SP:Iteration 7Q (34.906385 sec): 3 clusters Score: Raw -47738.554958 + Penalty 1286.970206 = -46451.584752 nChanged 7 SP:Iteration 8Q (34.907356 sec): 3 clusters Score: Raw -47753.203558 + Penalty 1287.429497 = -46465.774062 nChanged 2 SP:Iteration 9Q (34.908309 sec): 3 clusters Score: Raw -47758.459929 + Penalty 1287.429497 = -46471.030432 nChanged 0 SP:Iteration 10F (34.909395 sec): 3 clusters Score: Raw -47758.459929 + Penalty 1287.429497 = -46471.030432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.910750 sec): 2 clusters Score: Raw -24190.322047 + Penalty 541.325974 = -23648.996073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.911447 sec): 3 clusters Score: Raw -24109.131055 + Penalty 1090.149571 = -23018.981484 nChanged 68 SP:Iteration 1F (34.912133 sec): 3 clusters Score: Raw -24178.581383 + Penalty 1091.898830 = -23086.682553 nChanged 19 SP:Iteration 2F (34.912827 sec): 3 clusters Score: Raw -24196.947389 + Penalty 1090.288305 = -23106.659084 nChanged 12 SP:Iteration 3Q (34.913503 sec): 3 clusters Score: Raw -24212.257156 + Penalty 1089.943103 = -23122.314052 nChanged 6 SP:Iteration 4Q (34.914175 sec): 3 clusters Score: Raw -24223.671223 + Penalty 1088.270952 = -23135.400271 nChanged 7 SP:Iteration 5Q (34.914845 sec): 3 clusters Score: Raw -24233.531209 + Penalty 1087.020505 = -23146.510704 nChanged 7 SP:Iteration 6Q (34.915513 sec): 3 clusters Score: Raw -24246.565835 + Penalty 1085.065661 = -23161.500174 nChanged 10 SP:Iteration 7Q (34.916173 sec): 3 clusters Score: Raw -24264.145429 + Penalty 1083.724774 = -23180.420654 nChanged 10 SP:Iteration 8Q (34.916828 sec): 3 clusters Score: Raw -24273.791085 + Penalty 1082.913607 = -23190.877477 nChanged 5 SP:Iteration 9Q (34.917481 sec): 3 clusters Score: Raw -24279.794854 + Penalty 1082.295283 = -23197.499572 nChanged 7 SP:Iteration 10F (34.918160 sec): 3 clusters Score: Raw -24285.644039 + Penalty 1082.286664 = -23203.357374 nChanged 5 SP:Iteration 11Q (34.918813 sec): 3 clusters Score: Raw -24291.139209 + Penalty 1082.989905 = -23208.149304 nChanged 7 SP:Iteration 12Q (34.919467 sec): 3 clusters Score: Raw -24299.113326 + Penalty 1085.227505 = -23213.885821 nChanged 9 SP:Iteration 13Q (34.920126 sec): 3 clusters Score: Raw -24310.134373 + Penalty 1087.761921 = -23222.372453 nChanged 7 SP:Iteration 14Q (34.920777 sec): 3 clusters Score: Raw -24319.343340 + Penalty 1089.267908 = -23230.075432 nChanged 6 SP:Iteration 15Q (34.921423 sec): 3 clusters Score: Raw -24325.083089 + Penalty 1089.108056 = -23235.975033 nChanged 6 SP:Iteration 16Q (34.922067 sec): 3 clusters Score: Raw -24332.846116 + Penalty 1087.092944 = -23245.753172 nChanged 5 SP:Iteration 17Q (34.922737 sec): 3 clusters Score: Raw -24342.250405 + Penalty 1086.605454 = -23255.644951 nChanged 4 SP:Iteration 18Q (34.923381 sec): 3 clusters Score: Raw -24348.841614 + Penalty 1085.853220 = -23262.988395 nChanged 3 SP:Iteration 19Q (34.924016 sec): 3 clusters Score: Raw -24353.912409 + Penalty 1087.218192 = -23266.694217 nChanged 3 SP:Iteration 20F (34.924693 sec): 3 clusters Score: Raw -24365.268138 + Penalty 1089.915160 = -23275.352978 nChanged 5 SP:Iteration 21Q (34.925333 sec): 3 clusters Score: Raw -24383.608962 + Penalty 1094.729686 = -23288.879276 nChanged 5 SP:Iteration 22Q (34.925947 sec): 3 clusters Score: Raw -24399.586358 + Penalty 1095.164126 = -23304.422233 nChanged 3 SP:Iteration 23Q (34.926548 sec): 3 clusters Score: Raw -24406.693678 + Penalty 1095.164126 = -23311.529553 nChanged 0 SP:Iteration 24F (34.927223 sec): 3 clusters Score: Raw -24406.693678 + Penalty 1095.164126 = -23311.529553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.928927 sec): 2 clusters Score: Raw -23835.911575 + Penalty 480.859923 = -23355.051653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.929694 sec): 3 clusters Score: Raw -23721.760258 + Penalty 968.962328 = -22752.797931 nChanged 70 SP:Iteration 1F (34.930413 sec): 3 clusters Score: Raw -23784.721808 + Penalty 974.064024 = -22810.657783 nChanged 23 SP:Iteration 2F (34.931128 sec): 3 clusters Score: Raw -23810.723327 + Penalty 977.229866 = -22833.493461 nChanged 8 SP:Iteration 3Q (34.931837 sec): 3 clusters Score: Raw -23816.754902 + Penalty 981.626513 = -22835.128390 nChanged 8 SP:Iteration 4Q (34.932545 sec): 3 clusters Score: Raw -23823.623404 + Penalty 986.852506 = -22836.770899 nChanged 6 SP:Iteration 5Q (34.933226 sec): 3 clusters Score: Raw -23828.527209 + Penalty 989.934428 = -22838.592780 nChanged 4 SP:Iteration 6Q (34.933923 sec): 3 clusters Score: Raw -23832.605732 + Penalty 993.998066 = -22838.607666 nChanged 5 SP:Iteration 7Q (34.934608 sec): 3 clusters Score: Raw -23840.473889 + Penalty 1000.002801 = -22840.471088 nChanged 6 SP:Iteration 8Q (34.935285 sec): 3 clusters Score: Raw -23845.000814 + Penalty 1003.392263 = -22841.608551 nChanged 4 SP:Iteration 9Q (34.935957 sec): 3 clusters Score: Raw -23851.604763 + Penalty 1008.818298 = -22842.786464 nChanged 4 SP:Iteration 10F (34.936648 sec): 3 clusters Score: Raw -23857.809877 + Penalty 1011.518279 = -22846.291599 nChanged 2 SP:Iteration 11Q (34.937325 sec): 3 clusters Score: Raw -23860.324140 + Penalty 1012.757112 = -22847.567028 nChanged 1 SP:Iteration 12Q (34.937999 sec): 3 clusters Score: Raw -23861.366131 + Penalty 1013.699521 = -22847.666611 nChanged 1 SP:Iteration 13Q (34.938691 sec): 3 clusters Score: Raw -23861.821904 + Penalty 1014.608086 = -22847.213818 nChanged 1 SP:Iteration 14F (34.939417 sec): 3 clusters Score: Raw -23862.975359 + Penalty 1014.608086 = -22848.367274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.941767 sec): 2 clusters Score: Raw -48212.437116 + Penalty 685.806832 = -47526.630284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.942950 sec): 3 clusters Score: Raw -48050.666897 + Penalty 1372.386298 = -46678.280598 nChanged 147 SP:Iteration 1F (34.944173 sec): 3 clusters Score: Raw -48174.535162 + Penalty 1373.526101 = -46801.009061 nChanged 36 SP:Iteration 2F (34.945336 sec): 3 clusters Score: Raw -48212.126696 + Penalty 1374.230739 = -46837.895957 nChanged 20 SP:Iteration 3Q (34.946492 sec): 3 clusters Score: Raw -48233.405819 + Penalty 1375.293009 = -46858.112811 nChanged 18 SP:Iteration 4Q (34.947613 sec): 3 clusters Score: Raw -48259.697855 + Penalty 1376.906150 = -46882.791705 nChanged 14 SP:Iteration 5Q (34.948729 sec): 3 clusters Score: Raw -48282.788346 + Penalty 1378.066262 = -46904.722084 nChanged 13 SP:Iteration 6Q (34.949896 sec): 3 clusters Score: Raw -48296.439150 + Penalty 1377.616713 = -46918.822437 nChanged 6 SP:Iteration 7Q (34.951005 sec): 3 clusters Score: Raw -48304.618782 + Penalty 1377.829119 = -46926.789663 nChanged 11 SP:Iteration 8Q (34.952112 sec): 3 clusters Score: Raw -48318.247315 + Penalty 1379.183700 = -46939.063615 nChanged 16 SP:Iteration 9Q (34.953216 sec): 3 clusters Score: Raw -48333.443343 + Penalty 1380.306451 = -46953.136892 nChanged 17 SP:Iteration 10F (34.954373 sec): 3 clusters Score: Raw -48355.583183 + Penalty 1381.706723 = -46973.876460 nChanged 8 SP:Iteration 11Q (34.955470 sec): 3 clusters Score: Raw -48365.473078 + Penalty 1383.232728 = -46982.240349 nChanged 5 SP:Iteration 12Q (34.956560 sec): 3 clusters Score: Raw -48370.576772 + Penalty 1384.837805 = -46985.738967 nChanged 6 SP:Iteration 13Q (34.957641 sec): 3 clusters Score: Raw -48376.579796 + Penalty 1384.084285 = -46992.495511 nChanged 3 SP:Iteration 14Q (34.958719 sec): 3 clusters Score: Raw -48380.647039 + Penalty 1384.308643 = -46996.338396 nChanged 5 SP:Iteration 15Q (34.959819 sec): 3 clusters Score: Raw -48384.339276 + Penalty 1384.877313 = -46999.461964 nChanged 3 SP:Iteration 16Q (34.960897 sec): 3 clusters Score: Raw -48388.738754 + Penalty 1385.528368 = -47003.210386 nChanged 3 SP:Iteration 17Q (34.961970 sec): 3 clusters Score: Raw -48389.985262 + Penalty 1385.027021 = -47004.958240 nChanged 1 SP:Iteration 18Q (34.963048 sec): 3 clusters Score: Raw -48390.399254 + Penalty 1385.027021 = -47005.372233 nChanged 0 SP:Iteration 19F (34.964183 sec): 3 clusters Score: Raw -48390.399254 + Penalty 1385.027021 = -47005.372233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.965172 sec): 2 clusters Score: Raw -562.883451 + Penalty 52.264797 = -510.618654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.965392 sec): 3 clusters Score: Raw -580.670149 + Penalty 104.690329 = -475.979820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.966488 sec): 2 clusters Score: Raw -8929.991630 + Penalty 302.116049 = -8627.875581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.966912 sec): 3 clusters Score: Raw -9017.923077 + Penalty 601.390087 = -8416.532989 nChanged 26 SP:Iteration 1F (34.967329 sec): 3 clusters Score: Raw -9074.710917 + Penalty 614.259277 = -8460.451640 nChanged 7 SP:Iteration 2F (34.967745 sec): 3 clusters Score: Raw -9089.617216 + Penalty 618.274049 = -8471.343168 nChanged 2 SP:Iteration 3Q (34.968133 sec): 3 clusters Score: Raw -9095.702256 + Penalty 618.274049 = -8477.428207 nChanged 0 SP:Iteration 4F (34.968548 sec): 3 clusters Score: Raw -9095.702256 + Penalty 618.274049 = -8477.428207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.969615 sec): 2 clusters Score: Raw -7738.124933 + Penalty 217.769138 = -7520.355795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.970024 sec): 3 clusters Score: Raw -7765.619008 + Penalty 456.599252 = -7309.019756 nChanged 22 SP:Iteration 1F (34.970421 sec): 3 clusters Score: Raw -7806.730995 + Penalty 479.692147 = -7327.038848 nChanged 9 SP:Iteration 2F (34.970817 sec): 3 clusters Score: Raw -7832.044790 + Penalty 498.007919 = -7334.036871 nChanged 4 SP:Iteration 3Q (34.971194 sec): 3 clusters Score: Raw -7845.616118 + Penalty 500.288116 = -7345.328002 nChanged 1 SP:Iteration 4Q (34.971564 sec): 3 clusters Score: Raw -7848.150050 + Penalty 500.288116 = -7347.861934 nChanged 0 SP:Iteration 5F (34.971959 sec): 3 clusters Score: Raw -7848.150050 + Penalty 500.288116 = -7347.861934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.972771 sec): 2 clusters Score: Raw -159.350969 + Penalty 11.171570 = -148.179400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.972968 sec): 2 clusters Score: Raw -159.350969 + Penalty 11.171570 = -148.179400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.973974 sec): 2 clusters Score: Raw -5598.922398 + Penalty 75.101664 = -5523.820734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.974335 sec): 3 clusters Score: Raw -5616.479815 + Penalty 168.174233 = -5448.305582 nChanged 23 SP:Iteration 1F (34.974688 sec): 3 clusters Score: Raw -5662.429291 + Penalty 182.606900 = -5479.822391 nChanged 6 SP:Iteration 2F (34.975040 sec): 3 clusters Score: Raw -5679.083705 + Penalty 221.735923 = -5457.347782 nChanged 7 SP:Iteration 3F (34.975395 sec): 3 clusters Score: Raw -5702.614549 + Penalty 263.925748 = -5438.688802 nChanged 5 SP:Iteration 4F (34.975751 sec): 3 clusters Score: Raw -5729.172110 + Penalty 310.293681 = -5418.878429 nChanged 3 SP:Iteration 5F (34.976105 sec): 3 clusters Score: Raw -5769.660162 + Penalty 310.293681 = -5459.366481 nChanged 0 Deleting Class 71 (2 points): Lose 153.846865 but Gain 164.565436 Iteration 119Q (35.069308 sec): 24 clusters Score: Raw -2227704.124512 + Penalty 15091.314197 = -2212612.810315 nChanged 37 Deleting Class 31 (268 points): Lose 866.115673 but Gain 874.326347 Iteration 120F (35.386593 sec): 23 clusters Score: Raw -2227248.291303 + Penalty 14433.034911 = -2212815.256392 nChanged 297 Iteration 121Q (35.464017 sec): 23 clusters Score: Raw -2227900.544581 + Penalty 14423.541511 = -2213477.003071 nChanged 78 Iteration 122Q (35.539769 sec): 23 clusters Score: Raw -2227929.627384 + Penalty 14408.416827 = -2213521.210557 nChanged 51 Iteration 123Q (35.614497 sec): 23 clusters Score: Raw -2227956.478719 + Penalty 14404.350231 = -2213552.128488 nChanged 43 Iteration 124Q (35.694095 sec): 23 clusters Score: Raw -2227974.647042 + Penalty 14400.672524 = -2213573.974518 nChanged 37 Iteration 125Q (35.767351 sec): 23 clusters Score: Raw -2227984.834194 + Penalty 14396.726265 = -2213588.107928 nChanged 25 Iteration 126Q (35.841656 sec): 23 clusters Score: Raw -2227987.153600 + Penalty 14401.906961 = -2213585.246639 nChanged 20 Iteration 127F (36.146974 sec): 23 clusters Score: Raw -2228060.013477 + Penalty 14455.002617 = -2213605.010860 nChanged 17 Iteration 128Q (36.220982 sec): 23 clusters Score: Raw -2228259.424290 + Penalty 14455.927094 = -2213803.497196 nChanged 19 Iteration 129Q (36.294517 sec): 23 clusters Score: Raw -2228280.079080 + Penalty 14451.097684 = -2213828.981396 nChanged 8 Iteration 130F (36.601417 sec): 23 clusters Score: Raw -2228307.218845 + Penalty 14456.802890 = -2213850.415955 nChanged 9 Iteration 131Q (36.674494 sec): 23 clusters Score: Raw -2228343.115136 + Penalty 14445.881032 = -2213897.234104 nChanged 12 Iteration 132Q (36.747663 sec): 23 clusters Score: Raw -2228359.843652 + Penalty 14437.068206 = -2213922.775446 nChanged 13 Iteration 133Q (36.821261 sec): 23 clusters Score: Raw -2228381.436843 + Penalty 14442.696321 = -2213938.740522 nChanged 14 Iteration 134Q (36.895733 sec): 23 clusters Score: Raw -2228394.999209 + Penalty 14439.223448 = -2213955.775761 nChanged 12 Iteration 135Q (36.968649 sec): 23 clusters Score: Raw -2228404.961605 + Penalty 14435.769117 = -2213969.192488 nChanged 12 Iteration 136Q (37.044808 sec): 23 clusters Score: Raw -2228410.598831 + Penalty 14422.805591 = -2213987.793239 nChanged 9 Iteration 137Q (37.119040 sec): 23 clusters Score: Raw -2228416.421216 + Penalty 14416.540516 = -2213999.880699 nChanged 4 Iteration 138Q (37.192283 sec): 23 clusters Score: Raw -2228418.025244 + Penalty 14416.569369 = -2214001.455875 nChanged 2 Iteration 139Q (37.267508 sec): 23 clusters Score: Raw -2228418.019695 + Penalty 14416.569369 = -2214001.450326 nChanged 0 Iteration 140F (37.579388 sec): 23 clusters Score: Raw -2228427.168261 + Penalty 14417.631463 = -2214009.536799 nChanged 2 Iteration 141Q (37.654182 sec): 23 clusters Score: Raw -2228462.600201 + Penalty 14421.258655 = -2214041.341546 nChanged 5 Iteration 142Q (37.727745 sec): 23 clusters Score: Raw -2228466.296908 + Penalty 14422.756465 = -2214043.540444 nChanged 5 Iteration 143Q (37.801271 sec): 23 clusters Score: Raw -2228468.945440 + Penalty 14425.505886 = -2214043.439554 nChanged 6 Iteration 144F (38.107714 sec): 23 clusters Score: Raw -2228477.581144 + Penalty 14422.258734 = -2214055.322411 nChanged 7 Iteration 145Q (38.180590 sec): 23 clusters Score: Raw -2228481.191318 + Penalty 14418.418952 = -2214062.772366 nChanged 6 Iteration 146Q (38.256569 sec): 23 clusters Score: Raw -2228487.257743 + Penalty 14426.062572 = -2214061.195171 nChanged 4 Iteration 147F (38.562715 sec): 23 clusters Score: Raw -2228488.844230 + Penalty 14432.147987 = -2214056.696243 nChanged 1 Iteration 148F (38.868188 sec): 23 clusters Score: Raw -2228489.435782 + Penalty 14435.855953 = -2214053.579830 nChanged 1 Iteration 149F (39.173544 sec): 23 clusters Score: Raw -2228490.477006 + Penalty 14439.219407 = -2214051.257599 nChanged 1 Iteration 150F (39.479834 sec): 23 clusters Score: Raw -2228492.836922 + Penalty 14438.769994 = -2214054.066928 nChanged 1 Iteration 151Q (39.555340 sec): 23 clusters Score: Raw -2228492.884443 + Penalty 14438.769994 = -2214054.114448 nChanged 0 Iteration 152F (39.859687 sec): 23 clusters Score: Raw -2228492.884443 + Penalty 14438.769994 = -2214054.114448 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2228492.884443 + Penalty 14438.769994 = -2214054.114448Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (2083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.919284 sec): 2 clusters Score: Raw -174479.097028 + Penalty 68.416477 = -174410.680550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.923168 sec): 3 clusters Score: Raw -173171.443350 + Penalty 139.609352 = -173031.833997 nChanged 971 SP:Iteration 1F (39.926976 sec): 3 clusters Score: Raw -173946.756403 + Penalty 140.740528 = -173806.015875 nChanged 182 SP:Iteration 2F (39.930772 sec): 3 clusters Score: Raw -174145.645090 + Penalty 141.303291 = -174004.341798 nChanged 138 SP:Iteration 3F (39.934644 sec): 3 clusters Score: Raw -174232.758036 + Penalty 141.751419 = -174091.006617 nChanged 55 SP:Iteration 4Q (39.938331 sec): 3 clusters Score: Raw -174245.441620 + Penalty 142.041390 = -174103.400231 nChanged 14 SP:Iteration 5Q (39.941979 sec): 3 clusters Score: Raw -174246.578150 + Penalty 142.320623 = -174104.257527 nChanged 8 SP:Iteration 6Q (39.945681 sec): 3 clusters Score: Raw -174247.966777 + Penalty 142.728720 = -174105.238057 nChanged 12 SP:Iteration 7Q (39.952824 sec): 3 clusters Score: Raw -174249.525442 + Penalty 143.104646 = -174106.420796 nChanged 13 SP:Iteration 8Q (39.958979 sec): 3 clusters Score: Raw -174250.668227 + Penalty 143.314011 = -174107.354216 nChanged 7 SP:Iteration 9Q (39.962928 sec): 3 clusters Score: Raw -174251.301840 + Penalty 143.598441 = -174107.703399 nChanged 8 SP:Iteration 10F (39.966851 sec): 3 clusters Score: Raw -174252.197019 + Penalty 143.687425 = -174108.509594 nChanged 8 SP:Iteration 11Q (39.970557 sec): 3 clusters Score: Raw -174252.918702 + Penalty 143.853277 = -174109.065424 nChanged 7 SP:Iteration 12Q (39.974244 sec): 3 clusters Score: Raw -174253.461024 + Penalty 144.048495 = -174109.412529 nChanged 7 SP:Iteration 13Q (39.977986 sec): 3 clusters Score: Raw -174254.213591 + Penalty 144.102181 = -174110.111410 nChanged 12 SP:Iteration 14Q (39.981736 sec): 3 clusters Score: Raw -174255.814845 + Penalty 144.255177 = -174111.559667 nChanged 12 SP:Iteration 15Q (39.985422 sec): 3 clusters Score: Raw -174257.555218 + Penalty 144.623933 = -174112.931285 nChanged 11 SP:Iteration 16Q (39.989194 sec): 3 clusters Score: Raw -174259.012255 + Penalty 144.925549 = -174114.086706 nChanged 11 SP:Iteration 17Q (39.992874 sec): 3 clusters Score: Raw -174261.233301 + Penalty 145.478827 = -174115.754474 nChanged 18 SP:Iteration 18Q (39.996505 sec): 3 clusters Score: Raw -174265.276278 + Penalty 146.174349 = -174119.101929 nChanged 21 SP:Iteration 19Q (40.000199 sec): 3 clusters Score: Raw -174269.555224 + Penalty 146.846837 = -174122.708387 nChanged 21 SP:Iteration 20F (40.004096 sec): 3 clusters Score: Raw -174273.949759 + Penalty 147.383737 = -174126.566022 nChanged 26 SP:Iteration 21Q (40.007775 sec): 3 clusters Score: Raw -174280.573911 + Penalty 147.723440 = -174132.850470 nChanged 30 SP:Iteration 22Q (40.011463 sec): 3 clusters Score: Raw -174289.023658 + Penalty 149.084500 = -174139.939158 nChanged 30 SP:Iteration 23Q (40.015097 sec): 3 clusters Score: Raw -174297.783918 + Penalty 150.439262 = -174147.344656 nChanged 26 SP:Iteration 24Q (40.018674 sec): 3 clusters Score: Raw -174305.672466 + Penalty 151.209862 = -174154.462604 nChanged 27 SP:Iteration 25Q (40.022271 sec): 3 clusters Score: Raw -174316.054811 + Penalty 152.169358 = -174163.885453 nChanged 28 SP:Iteration 26Q (40.026014 sec): 3 clusters Score: Raw -174325.241951 + Penalty 152.661429 = -174172.580522 nChanged 22 SP:Iteration 27Q (40.029845 sec): 3 clusters Score: Raw -174332.438538 + Penalty 153.518145 = -174178.920392 nChanged 21 SP:Iteration 28Q (40.033559 sec): 3 clusters Score: Raw -174342.242725 + Penalty 153.899208 = -174188.343518 nChanged 17 SP:Iteration 29Q (40.036981 sec): 3 clusters Score: Raw -174347.553089 + Penalty 154.131533 = -174193.421555 nChanged 15 SP:Iteration 30F (40.040858 sec): 3 clusters Score: Raw -174350.176477 + Penalty 154.419546 = -174195.756931 nChanged 12 SP:Iteration 31Q (40.044338 sec): 3 clusters Score: Raw -174353.021836 + Penalty 153.991765 = -174199.030071 nChanged 17 SP:Iteration 32Q (40.047802 sec): 3 clusters Score: Raw -174356.082516 + Penalty 154.829409 = -174201.253108 nChanged 15 SP:Iteration 33Q (40.051252 sec): 3 clusters Score: Raw -174359.319683 + Penalty 155.369305 = -174203.950379 nChanged 8 SP:Iteration 34Q (40.054679 sec): 3 clusters Score: Raw -174360.502085 + Penalty 155.503532 = -174204.998553 nChanged 8 SP:Iteration 35Q (40.058156 sec): 3 clusters Score: Raw -174362.121143 + Penalty 155.829203 = -174206.291940 nChanged 12 SP:Iteration 36Q (40.061757 sec): 3 clusters Score: Raw -174364.245532 + Penalty 154.842271 = -174209.403261 nChanged 9 SP:Iteration 37Q (40.065117 sec): 3 clusters Score: Raw -174365.495355 + Penalty 154.996149 = -174210.499207 nChanged 5 SP:Iteration 38Q (40.068508 sec): 3 clusters Score: Raw -174366.064605 + Penalty 154.960845 = -174211.103760 nChanged 3 SP:Iteration 39Q (40.071872 sec): 3 clusters Score: Raw -174366.415305 + Penalty 154.844804 = -174211.570502 nChanged 7 SP:Iteration 40F (40.075747 sec): 3 clusters Score: Raw -174368.066847 + Penalty 154.096184 = -174213.970663 nChanged 10 SP:Iteration 41Q (40.079097 sec): 3 clusters Score: Raw -174370.754669 + Penalty 154.956021 = -174215.798647 nChanged 8 SP:Iteration 42Q (40.082430 sec): 3 clusters Score: Raw -174371.925550 + Penalty 155.558808 = -174216.366742 nChanged 8 SP:Iteration 43Q (40.085799 sec): 3 clusters Score: Raw -174373.101133 + Penalty 155.479891 = -174217.621241 nChanged 9 SP:Iteration 44Q (40.089170 sec): 3 clusters Score: Raw -174374.941570 + Penalty 156.019962 = -174218.921608 nChanged 14 SP:Iteration 45Q (40.092489 sec): 3 clusters Score: Raw -174378.237596 + Penalty 154.699782 = -174223.537815 nChanged 12 SP:Iteration 46Q (40.095814 sec): 3 clusters Score: Raw -174381.511792 + Penalty 154.937954 = -174226.573838 nChanged 13 SP:Iteration 47Q (40.099072 sec): 3 clusters Score: Raw -174385.736977 + Penalty 154.786325 = -174230.950652 nChanged 14 SP:Iteration 48Q (40.102335 sec): 3 clusters Score: Raw -174390.194210 + Penalty 151.382571 = -174238.811638 nChanged 12 SP:Iteration 49Q (40.105610 sec): 3 clusters Score: Raw -174393.346537 + Penalty 151.865281 = -174241.481255 nChanged 13 SP:Iteration 50F (40.109412 sec): 3 clusters Score: Raw -174396.215296 + Penalty 151.248528 = -174244.966768 nChanged 15 SP:Iteration 51Q (40.112631 sec): 3 clusters Score: Raw -174400.651463 + Penalty 151.334395 = -174249.317068 nChanged 9 SP:Iteration 52Q (40.115884 sec): 3 clusters Score: Raw -174403.085927 + Penalty 150.501223 = -174252.584704 nChanged 10 SP:Iteration 53Q (40.119151 sec): 3 clusters Score: Raw -174405.043993 + Penalty 151.525152 = -174253.518841 nChanged 10 SP:Iteration 54Q (40.122360 sec): 3 clusters Score: Raw -174407.481840 + Penalty 153.136136 = -174254.345703 nChanged 10 SP:Iteration 55Q (40.125575 sec): 3 clusters Score: Raw -174409.064418 + Penalty 153.819625 = -174255.244793 nChanged 6 SP:Iteration 56Q (40.128727 sec): 3 clusters Score: Raw -174409.617129 + Penalty 154.402996 = -174255.214132 nChanged 3 SP:Iteration 57F (40.132534 sec): 3 clusters Score: Raw -174410.636011 + Penalty 155.467858 = -174255.168154 nChanged 6 SP:Iteration 58F (40.136326 sec): 3 clusters Score: Raw -174411.614202 + Penalty 152.301016 = -174259.313186 nChanged 4 SP:Iteration 59Q (40.139526 sec): 3 clusters Score: Raw -174412.273043 + Penalty 151.711151 = -174260.561892 nChanged 4 SP:Iteration 60F (40.143326 sec): 3 clusters Score: Raw -174412.630781 + Penalty 151.151627 = -174261.479154 nChanged 4 SP:Iteration 61Q (40.146436 sec): 3 clusters Score: Raw -174412.886395 + Penalty 151.778401 = -174261.107993 nChanged 2 SP:Iteration 62F (40.150322 sec): 3 clusters Score: Raw -174412.833059 + Penalty 151.426941 = -174261.406118 nChanged 3 SP:Iteration 63Q (40.153462 sec): 3 clusters Score: Raw -174412.967006 + Penalty 151.790908 = -174261.176097 nChanged 5 SP:Iteration 64F (40.157262 sec): 3 clusters Score: Raw -174413.688170 + Penalty 154.132655 = -174259.555515 nChanged 6 SP:Iteration 65F (40.161144 sec): 3 clusters Score: Raw -174415.147969 + Penalty 155.007737 = -174260.140232 nChanged 8 SP:Iteration 66Q (40.164322 sec): 3 clusters Score: Raw -174416.959727 + Penalty 156.582312 = -174260.377415 nChanged 10 SP:Iteration 67Q (40.167482 sec): 3 clusters Score: Raw -174418.475865 + Penalty 159.023618 = -174259.452247 nChanged 7 SP:Iteration 68F (40.171253 sec): 3 clusters Score: Raw -174419.146325 + Penalty 161.752039 = -174257.394286 nChanged 10 SP:Iteration 69F (40.175088 sec): 3 clusters Score: Raw -174422.307872 + Penalty 169.876893 = -174252.430979 nChanged 15 SP:Iteration 70F (40.178976 sec): 3 clusters Score: Raw -174429.009893 + Penalty 181.291267 = -174247.718626 nChanged 22 SP:Iteration 71F (40.182791 sec): 3 clusters Score: Raw -174441.776146 + Penalty 164.230011 = -174277.546135 nChanged 18 SP:Iteration 72Q (40.185915 sec): 3 clusters Score: Raw -174457.225250 + Penalty 151.047268 = -174306.177981 nChanged 18 SP:Iteration 73Q (40.188912 sec): 3 clusters Score: Raw -174477.098377 + Penalty 68.416477 = -174408.681900 nChanged 1 SP:Iteration 74Q (40.191884 sec): 2 clusters Score: Raw -174479.097028 + Penalty 68.416477 = -174410.680550 nChanged 0 SP:Iteration 75F (40.194868 sec): 2 clusters Score: Raw -174479.097028 + Penalty 68.416477 = -174410.680550 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 2 (8806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.235669 sec): 2 clusters Score: Raw -714941.813730 + Penalty 188.417998 = -714753.395732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.251805 sec): 3 clusters Score: Raw -709006.305103 + Penalty 448.751270 = -708557.553833 nChanged 4184 SP:Iteration 1F (40.267753 sec): 3 clusters Score: Raw -712255.344258 + Penalty 585.902322 = -711669.441936 nChanged 1555 SP:Iteration 2F (40.283497 sec): 3 clusters Score: Raw -713895.360802 + Penalty 699.781309 = -713195.579493 nChanged 695 SP:Iteration 3F (40.299841 sec): 3 clusters Score: Raw -714601.103301 + Penalty 773.579358 = -713827.523943 nChanged 344 SP:Iteration 4Q (40.315128 sec): 3 clusters Score: Raw -714906.166302 + Penalty 827.331612 = -714078.834690 nChanged 212 SP:Iteration 5Q (40.329075 sec): 3 clusters Score: Raw -715080.281507 + Penalty 858.779846 = -714221.501661 nChanged 124 SP:Iteration 6Q (40.342517 sec): 3 clusters Score: Raw -715191.037223 + Penalty 875.110514 = -714315.926710 nChanged 69 SP:Iteration 7Q (40.355491 sec): 3 clusters Score: Raw -715268.901430 + Penalty 874.091554 = -714394.809876 nChanged 34 SP:Iteration 8Q (40.368445 sec): 3 clusters Score: Raw -715314.948650 + Penalty 864.487916 = -714450.460735 nChanged 25 SP:Iteration 9Q (40.381005 sec): 3 clusters Score: Raw -715336.158522 + Penalty 854.790624 = -714481.367898 nChanged 17 SP:Iteration 10F (40.396887 sec): 3 clusters Score: Raw -715339.815552 + Penalty 849.684053 = -714490.131499 nChanged 9 SP:Iteration 11Q (40.409413 sec): 3 clusters Score: Raw -715341.170761 + Penalty 847.187238 = -714493.983523 nChanged 4 SP:Iteration 12Q (40.422114 sec): 3 clusters Score: Raw -715341.984486 + Penalty 844.026775 = -714497.957711 nChanged 4 SP:Iteration 13Q (40.434629 sec): 3 clusters Score: Raw -715342.606490 + Penalty 839.917831 = -714502.688659 nChanged 4 SP:Iteration 14Q (40.447310 sec): 3 clusters Score: Raw -715342.893965 + Penalty 837.121110 = -714505.772856 nChanged 3 SP:Iteration 15Q (40.459909 sec): 3 clusters Score: Raw -715343.162596 + Penalty 831.152129 = -714512.010467 nChanged 5 SP:Iteration 16Q (40.472641 sec): 3 clusters Score: Raw -715343.979106 + Penalty 827.623854 = -714516.355252 nChanged 4 SP:Iteration 17Q (40.485165 sec): 3 clusters Score: Raw -715344.635218 + Penalty 824.501404 = -714520.133813 nChanged 4 SP:Iteration 18Q (40.497811 sec): 3 clusters Score: Raw -715345.159521 + Penalty 823.603841 = -714521.555680 nChanged 2 SP:Iteration 19Q (40.510330 sec): 3 clusters Score: Raw -715345.290958 + Penalty 821.726350 = -714523.564608 nChanged 3 SP:Iteration 20F (40.526191 sec): 3 clusters Score: Raw -715345.421903 + Penalty 821.511944 = -714523.909959 nChanged 1 SP:Iteration 21Q (40.538909 sec): 3 clusters Score: Raw -715345.481368 + Penalty 821.511944 = -714523.969423 nChanged 0 SP:Iteration 22F (40.554939 sec): 3 clusters Score: Raw -715345.481368 + Penalty 821.511944 = -714523.969423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.561259 sec): 2 clusters Score: Raw -22357.181133 + Penalty 565.772636 = -21791.408497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.561897 sec): 3 clusters Score: Raw -22337.690047 + Penalty 1133.964436 = -21203.725611 nChanged 45 SP:Iteration 1F (40.562511 sec): 3 clusters Score: Raw -22413.470089 + Penalty 1135.971792 = -21277.498297 nChanged 10 SP:Iteration 2Q (40.563102 sec): 3 clusters Score: Raw -22434.120856 + Penalty 1136.633016 = -21297.487840 nChanged 4 SP:Iteration 3Q (40.563688 sec): 3 clusters Score: Raw -22445.644858 + Penalty 1136.158397 = -21309.486461 nChanged 5 SP:Iteration 4Q (40.564269 sec): 3 clusters Score: Raw -22459.231358 + Penalty 1136.333292 = -21322.898066 nChanged 1 SP:Iteration 5Q (40.564848 sec): 3 clusters Score: Raw -22462.747849 + Penalty 1136.137567 = -21326.610282 nChanged 1 SP:Iteration 6Q (40.565425 sec): 3 clusters Score: Raw -22463.610650 + Penalty 1136.456291 = -21327.154360 nChanged 1 SP:Iteration 7Q (40.566022 sec): 3 clusters Score: Raw -22465.459050 + Penalty 1136.826024 = -21328.633026 nChanged 1 SP:Iteration 8Q (40.566630 sec): 3 clusters Score: Raw -22467.590237 + Penalty 1136.826024 = -21330.764212 nChanged 0 SP:Iteration 9F (40.567257 sec): 3 clusters Score: Raw -22467.590237 + Penalty 1136.826024 = -21330.764212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.568953 sec): 2 clusters Score: Raw -16332.806260 + Penalty 545.039904 = -15787.766355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.569500 sec): 3 clusters Score: Raw -16334.522604 + Penalty 1112.729204 = -15221.793400 nChanged 40 SP:Iteration 1F (40.570065 sec): 3 clusters Score: Raw -16415.696914 + Penalty 1135.378009 = -15280.318905 nChanged 12 SP:Iteration 2F (40.570599 sec): 3 clusters Score: Raw -16451.282903 + Penalty 1140.238834 = -15311.044070 nChanged 4 SP:Iteration 3Q (40.571107 sec): 3 clusters Score: Raw -16460.840474 + Penalty 1148.255978 = -15312.584496 nChanged 6 SP:Iteration 4Q (40.571605 sec): 3 clusters Score: Raw -16468.181866 + Penalty 1151.042207 = -15317.139659 nChanged 3 SP:Iteration 5Q (40.572097 sec): 3 clusters Score: Raw -16471.423512 + Penalty 1151.042207 = -15320.381305 nChanged 0 SP:Iteration 6F (40.572628 sec): 3 clusters Score: Raw -16471.423512 + Penalty 1151.042207 = -15320.381305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.574784 sec): 2 clusters Score: Raw -38049.917213 + Penalty 493.722396 = -37556.194817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.575778 sec): 3 clusters Score: Raw -37869.569170 + Penalty 986.590024 = -36882.979146 nChanged 123 SP:Iteration 1F (40.576723 sec): 3 clusters Score: Raw -37968.250732 + Penalty 987.154289 = -36981.096443 nChanged 35 SP:Iteration 2F (40.577664 sec): 3 clusters Score: Raw -37996.831506 + Penalty 987.243781 = -37009.587725 nChanged 27 SP:Iteration 3F (40.578596 sec): 3 clusters Score: Raw -38030.942984 + Penalty 987.060871 = -37043.882112 nChanged 15 SP:Iteration 4Q (40.579514 sec): 3 clusters Score: Raw -38041.349444 + Penalty 986.493522 = -37054.855922 nChanged 15 SP:Iteration 5Q (40.580429 sec): 3 clusters Score: Raw -38058.253697 + Penalty 986.754745 = -37071.498952 nChanged 10 SP:Iteration 6Q (40.581360 sec): 3 clusters Score: Raw -38064.891929 + Penalty 986.283608 = -37078.608321 nChanged 8 SP:Iteration 7Q (40.582273 sec): 3 clusters Score: Raw -38072.170059 + Penalty 985.352956 = -37086.817103 nChanged 6 SP:Iteration 8Q (40.583184 sec): 3 clusters Score: Raw -38078.979192 + Penalty 985.829258 = -37093.149934 nChanged 6 SP:Iteration 9Q (40.584091 sec): 3 clusters Score: Raw -38082.013519 + Penalty 985.993933 = -37096.019587 nChanged 3 SP:Iteration 10F (40.585020 sec): 3 clusters Score: Raw -38083.116563 + Penalty 986.583957 = -37096.532606 nChanged 3 SP:Iteration 11Q (40.585948 sec): 3 clusters Score: Raw -38084.928314 + Penalty 986.809688 = -37098.118626 nChanged 1 SP:Iteration 12Q (40.586860 sec): 3 clusters Score: Raw -38085.802079 + Penalty 986.809688 = -37098.992391 nChanged 0 SP:Iteration 13F (40.587794 sec): 3 clusters Score: Raw -38085.802079 + Penalty 986.809688 = -37098.992391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.589612 sec): 2 clusters Score: Raw -29549.750044 + Penalty 642.965695 = -28906.784349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.590463 sec): 3 clusters Score: Raw -29489.312615 + Penalty 1285.467769 = -28203.844846 nChanged 83 SP:Iteration 1F (40.591284 sec): 3 clusters Score: Raw -29598.018271 + Penalty 1286.121944 = -28311.896326 nChanged 22 SP:Iteration 2F (40.592098 sec): 3 clusters Score: Raw -29637.351493 + Penalty 1286.149777 = -28351.201716 nChanged 15 SP:Iteration 3Q (40.592892 sec): 3 clusters Score: Raw -29661.929499 + Penalty 1286.179300 = -28375.750199 nChanged 8 SP:Iteration 4Q (40.593683 sec): 3 clusters Score: Raw -29674.110957 + Penalty 1285.430652 = -28388.680305 nChanged 8 SP:Iteration 5Q (40.594466 sec): 3 clusters Score: Raw -29690.461988 + Penalty 1285.352235 = -28405.109753 nChanged 8 SP:Iteration 6Q (40.595265 sec): 3 clusters Score: Raw -29716.036920 + Penalty 1286.155724 = -28429.881196 nChanged 8 SP:Iteration 7Q (40.596044 sec): 3 clusters Score: Raw -29737.924840 + Penalty 1288.192970 = -28449.731871 nChanged 8 SP:Iteration 8Q (40.596816 sec): 3 clusters Score: Raw -29753.326632 + Penalty 1288.638366 = -28464.688266 nChanged 3 SP:Iteration 9Q (40.597614 sec): 3 clusters Score: Raw -29759.031901 + Penalty 1288.346636 = -28470.685265 nChanged 1 SP:Iteration 10F (40.598429 sec): 3 clusters Score: Raw -29761.689379 + Penalty 1287.912401 = -28473.776978 nChanged 1 SP:Iteration 11Q (40.599211 sec): 3 clusters Score: Raw -29763.257326 + Penalty 1287.850082 = -28475.407244 nChanged 1 SP:Iteration 12Q (40.599980 sec): 3 clusters Score: Raw -29765.324729 + Penalty 1287.850082 = -28477.474647 nChanged 0 SP:Iteration 13F (40.600794 sec): 3 clusters Score: Raw -29765.324729 + Penalty 1287.850082 = -28477.474647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.601791 sec): 2 clusters Score: Raw -2543.611488 + Penalty 84.504448 = -2459.107040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.602062 sec): 3 clusters Score: Raw -2545.467487 + Penalty 175.309823 = -2370.157664 nChanged 7 SP:Iteration 1F (40.602331 sec): 3 clusters Score: Raw -2556.496984 + Penalty 175.309823 = -2381.187161 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 9 (7095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.623109 sec): 2 clusters Score: Raw -591210.102657 + Penalty 68.877891 = -591141.224766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.636001 sec): 3 clusters Score: Raw -586571.724488 + Penalty 135.173085 = -586436.551403 nChanged 3357 SP:Iteration 1F (40.648744 sec): 3 clusters Score: Raw -589448.954933 + Penalty 131.358241 = -589317.596692 nChanged 754 SP:Iteration 2F (40.661630 sec): 3 clusters Score: Raw -590370.248478 + Penalty 126.060715 = -590244.187763 nChanged 565 SP:Iteration 3F (40.674403 sec): 3 clusters Score: Raw -591073.187721 + Penalty 113.227463 = -590959.960259 nChanged 119 SP:Iteration 4Q (40.684858 sec): 3 clusters Score: Raw -591205.069376 + Penalty 68.877891 = -591136.191485 nChanged 4 SP:Iteration 5Q (40.694517 sec): 2 clusters Score: Raw -591210.102657 + Penalty 68.877891 = -591141.224766 nChanged 0 SP:Iteration 6F (40.704043 sec): 2 clusters Score: Raw -591210.102657 + Penalty 68.877891 = -591141.224766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.710735 sec): 2 clusters Score: Raw -46351.213506 + Penalty 168.722477 = -46182.491029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.711877 sec): 3 clusters Score: Raw -46018.465093 + Penalty 352.704833 = -45665.760259 nChanged 230 SP:Iteration 1F (40.713019 sec): 3 clusters Score: Raw -46178.584725 + Penalty 360.225653 = -45818.359073 nChanged 67 SP:Iteration 2F (40.714147 sec): 3 clusters Score: Raw -46265.499107 + Penalty 357.556489 = -45907.942618 nChanged 37 SP:Iteration 3F (40.715267 sec): 3 clusters Score: Raw -46304.985964 + Penalty 357.109592 = -45947.876372 nChanged 16 SP:Iteration 4Q (40.716332 sec): 3 clusters Score: Raw -46311.506833 + Penalty 357.778622 = -45953.728211 nChanged 5 SP:Iteration 5Q (40.717419 sec): 3 clusters Score: Raw -46312.795883 + Penalty 357.923767 = -45954.872117 nChanged 3 SP:Iteration 6Q (40.718483 sec): 3 clusters Score: Raw -46313.829131 + Penalty 358.431349 = -45955.397782 nChanged 1 SP:Iteration 7Q (40.719542 sec): 3 clusters Score: Raw -46313.921361 + Penalty 359.569085 = -45954.352276 nChanged 2 SP:Iteration 8F (40.720660 sec): 3 clusters Score: Raw -46313.753830 + Penalty 359.355981 = -45954.397849 nChanged 1 SP:Iteration 9Q (40.721737 sec): 3 clusters Score: Raw -46313.744385 + Penalty 359.913728 = -45953.830657 nChanged 1 SP:Iteration 10F (40.722859 sec): 3 clusters Score: Raw -46313.679890 + Penalty 360.389578 = -45953.290312 nChanged 1 SP:Iteration 11F (40.723977 sec): 3 clusters Score: Raw -46313.524424 + Penalty 360.389578 = -45953.134845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.729205 sec): 2 clusters Score: Raw -122163.505375 + Penalty 460.536473 = -121702.968902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.731964 sec): 3 clusters Score: Raw -121392.310423 + Penalty 919.104946 = -120473.205477 nChanged 563 SP:Iteration 1F (40.734605 sec): 3 clusters Score: Raw -121757.413591 + Penalty 915.894928 = -120841.518663 nChanged 154 SP:Iteration 2F (40.737258 sec): 3 clusters Score: Raw -121859.399525 + Penalty 913.164611 = -120946.234914 nChanged 91 SP:Iteration 3F (40.739849 sec): 3 clusters Score: Raw -121908.589402 + Penalty 910.965390 = -120997.624011 nChanged 54 SP:Iteration 4Q (40.742474 sec): 3 clusters Score: Raw -121933.277173 + Penalty 907.872810 = -121025.404363 nChanged 45 SP:Iteration 5Q (40.745081 sec): 3 clusters Score: Raw -121955.319714 + Penalty 904.022761 = -121051.296953 nChanged 44 SP:Iteration 6Q (40.747686 sec): 3 clusters Score: Raw -121976.964405 + Penalty 899.304842 = -121077.659563 nChanged 49 SP:Iteration 7Q (40.750297 sec): 3 clusters Score: Raw -122005.301628 + Penalty 896.267206 = -121109.034421 nChanged 56 SP:Iteration 8Q (40.752931 sec): 3 clusters Score: Raw -122043.029833 + Penalty 894.457602 = -121148.572231 nChanged 57 SP:Iteration 9Q (40.755539 sec): 3 clusters Score: Raw -122080.758812 + Penalty 893.061672 = -121187.697140 nChanged 52 SP:Iteration 10F (40.758158 sec): 3 clusters Score: Raw -122109.815831 + Penalty 890.140555 = -121219.675276 nChanged 46 SP:Iteration 11Q (40.760789 sec): 3 clusters Score: Raw -122140.462684 + Penalty 888.656787 = -121251.805896 nChanged 37 SP:Iteration 12Q (40.763345 sec): 3 clusters Score: Raw -122164.241085 + Penalty 884.842173 = -121279.398912 nChanged 31 SP:Iteration 13Q (40.765881 sec): 3 clusters Score: Raw -122181.601526 + Penalty 884.721993 = -121296.879533 nChanged 17 SP:Iteration 14Q (40.768473 sec): 3 clusters Score: Raw -122190.189331 + Penalty 884.725963 = -121305.463368 nChanged 15 SP:Iteration 15Q (40.771056 sec): 3 clusters Score: Raw -122198.776273 + Penalty 884.458297 = -121314.317975 nChanged 10 SP:Iteration 16Q (40.773719 sec): 3 clusters Score: Raw -122205.826624 + Penalty 894.257263 = -121311.569361 nChanged 11 SP:Iteration 17F (40.776526 sec): 3 clusters Score: Raw -122212.381386 + Penalty 900.215130 = -121312.166256 nChanged 10 SP:Iteration 18Q (40.779195 sec): 3 clusters Score: Raw -122216.896767 + Penalty 904.002677 = -121312.894090 nChanged 5 SP:Iteration 19Q (40.781724 sec): 3 clusters Score: Raw -122219.936361 + Penalty 904.080757 = -121315.855604 nChanged 1 SP:Iteration 20F (40.784352 sec): 3 clusters Score: Raw -122220.229398 + Penalty 906.131358 = -121314.098040 nChanged 2 SP:Iteration 21F (40.786991 sec): 3 clusters Score: Raw -122220.366656 + Penalty 906.394179 = -121313.972477 nChanged 1 SP:Iteration 22F (40.789563 sec): 3 clusters Score: Raw -122220.345308 + Penalty 906.394179 = -121313.951129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.790878 sec): 2 clusters Score: Raw -6919.459037 + Penalty 139.164108 = -6780.294929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.791290 sec): 3 clusters Score: Raw -6895.578171 + Penalty 335.638914 = -6559.939256 nChanged 26 SP:Iteration 1F (40.791682 sec): 3 clusters Score: Raw -6953.477672 + Penalty 368.308449 = -6585.169224 nChanged 8 SP:Iteration 2F (40.792060 sec): 3 clusters Score: Raw -6979.186713 + Penalty 421.129758 = -6558.056956 nChanged 7 SP:Iteration 3F (40.792437 sec): 3 clusters Score: Raw -7012.439486 + Penalty 428.777565 = -6583.661921 nChanged 1 SP:Iteration 4Q (40.792790 sec): 3 clusters Score: Raw -7017.638481 + Penalty 428.777565 = -6588.860916 nChanged 0 SP:Iteration 5F (40.793165 sec): 3 clusters Score: Raw -7017.638481 + Penalty 428.777565 = -6588.860916 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.798585 sec): 2 clusters Score: Raw -138895.077888 + Penalty 270.160791 = -138624.917097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.801617 sec): 3 clusters Score: Raw -137927.229101 + Penalty 544.449745 = -137382.779355 nChanged 697 SP:Iteration 1F (40.804568 sec): 3 clusters Score: Raw -138346.430034 + Penalty 550.000578 = -137796.429456 nChanged 170 SP:Iteration 2F (40.807613 sec): 3 clusters Score: Raw -138474.733276 + Penalty 556.265166 = -137918.468110 nChanged 134 SP:Iteration 3F (40.810506 sec): 3 clusters Score: Raw -138597.352197 + Penalty 581.998493 = -138015.353704 nChanged 124 SP:Iteration 4F (40.813415 sec): 3 clusters Score: Raw -138732.888471 + Penalty 612.333186 = -138120.555285 nChanged 92 SP:Iteration 5F (40.816295 sec): 3 clusters Score: Raw -138841.608854 + Penalty 577.843699 = -138263.765155 nChanged 38 SP:Iteration 6Q (40.819100 sec): 3 clusters Score: Raw -138878.954585 + Penalty 562.061166 = -138316.893419 nChanged 18 SP:Iteration 7Q (40.821787 sec): 3 clusters Score: Raw -138894.149953 + Penalty 555.941342 = -138338.208611 nChanged 9 SP:Iteration 8Q (40.824422 sec): 3 clusters Score: Raw -138898.619405 + Penalty 554.117278 = -138344.502127 nChanged 2 SP:Iteration 9Q (40.827015 sec): 3 clusters Score: Raw -138898.751580 + Penalty 554.117278 = -138344.634302 nChanged 0 SP:Iteration 10F (40.829988 sec): 3 clusters Score: Raw -138898.751580 + Penalty 554.117278 = -138344.634302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.831190 sec): 2 clusters Score: Raw -2064.261880 + Penalty 169.076227 = -1895.185653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.831466 sec): 3 clusters Score: Raw -2145.652522 + Penalty 341.596578 = -1804.055945 nChanged 2 SP:Iteration 1F (40.831736 sec): 3 clusters Score: Raw -2146.310541 + Penalty 341.596578 = -1804.713963 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 24 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.836154 sec): 2 clusters Score: Raw -111700.590283 + Penalty 554.969002 = -111145.621281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.838545 sec): 3 clusters Score: Raw -111049.118217 + Penalty 1109.948537 = -109939.169680 nChanged 469 SP:Iteration 1F (40.840881 sec): 3 clusters Score: Raw -111323.507811 + Penalty 1109.980011 = -110213.527800 nChanged 134 SP:Iteration 2F (40.843209 sec): 3 clusters Score: Raw -111425.991629 + Penalty 1111.205349 = -110314.786280 nChanged 85 SP:Iteration 3F (40.845546 sec): 3 clusters Score: Raw -111488.276978 + Penalty 1112.834006 = -110375.442972 nChanged 74 SP:Iteration 4F (40.847883 sec): 3 clusters Score: Raw -111542.277382 + Penalty 1114.223311 = -110428.054070 nChanged 60 SP:Iteration 5Q (40.850209 sec): 3 clusters Score: Raw -111586.123299 + Penalty 1114.928789 = -110471.194511 nChanged 45 SP:Iteration 6Q (40.852558 sec): 3 clusters Score: Raw -111612.327053 + Penalty 1114.210279 = -110498.116774 nChanged 25 SP:Iteration 7Q (40.854949 sec): 3 clusters Score: Raw -111622.202557 + Penalty 1113.590058 = -110508.612498 nChanged 18 SP:Iteration 8Q (40.857245 sec): 3 clusters Score: Raw -111627.892856 + Penalty 1113.449802 = -110514.443054 nChanged 9 SP:Iteration 9Q (40.859512 sec): 3 clusters Score: Raw -111630.882479 + Penalty 1113.229914 = -110517.652564 nChanged 12 SP:Iteration 10F (40.861813 sec): 3 clusters Score: Raw -111634.234181 + Penalty 1113.576647 = -110520.657534 nChanged 7 SP:Iteration 11Q (40.864077 sec): 3 clusters Score: Raw -111635.792755 + Penalty 1113.491516 = -110522.301238 nChanged 5 SP:Iteration 12Q (40.866385 sec): 3 clusters Score: Raw -111636.916589 + Penalty 1113.626680 = -110523.289909 nChanged 2 SP:Iteration 13Q (40.868706 sec): 3 clusters Score: Raw -111637.275900 + Penalty 1113.694285 = -110523.581615 nChanged 2 SP:Iteration 14Q (40.871018 sec): 3 clusters Score: Raw -111637.749807 + Penalty 1113.245950 = -110524.503857 nChanged 2 SP:Iteration 15Q (40.873312 sec): 3 clusters Score: Raw -111638.036699 + Penalty 1113.245950 = -110524.790749 nChanged 0 SP:Iteration 16F (40.875616 sec): 3 clusters Score: Raw -111638.036699 + Penalty 1113.245950 = -110524.790749 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (1360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.880531 sec): 2 clusters Score: Raw -126751.641110 + Penalty 767.074581 = -125984.566529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.883175 sec): 3 clusters Score: Raw -126076.358592 + Penalty 1534.046936 = -124542.311656 nChanged 496 SP:Iteration 1F (40.885712 sec): 3 clusters Score: Raw -126373.698567 + Penalty 1533.217200 = -124840.481368 nChanged 143 SP:Iteration 2F (40.888271 sec): 3 clusters Score: Raw -126543.741160 + Penalty 1531.165945 = -125012.575215 nChanged 120 SP:Iteration 3F (40.890852 sec): 3 clusters Score: Raw -126683.696801 + Penalty 1527.327503 = -125156.369298 nChanged 112 SP:Iteration 4F (40.893439 sec): 3 clusters Score: Raw -126834.652220 + Penalty 1523.853754 = -125310.798465 nChanged 97 SP:Iteration 5F (40.895995 sec): 3 clusters Score: Raw -126966.664964 + Penalty 1519.833935 = -125446.831029 nChanged 73 SP:Iteration 6F (40.898580 sec): 3 clusters Score: Raw -127043.111454 + Penalty 1518.254239 = -125524.857216 nChanged 44 SP:Iteration 7Q (40.901045 sec): 3 clusters Score: Raw -127081.662436 + Penalty 1517.328974 = -125564.333463 nChanged 18 SP:Iteration 8Q (40.903476 sec): 3 clusters Score: Raw -127101.688894 + Penalty 1515.847097 = -125585.841797 nChanged 24 SP:Iteration 9Q (40.905890 sec): 3 clusters Score: Raw -127122.856655 + Penalty 1514.588150 = -125608.268505 nChanged 15 SP:Iteration 10F (40.908469 sec): 3 clusters Score: Raw -127130.377118 + Penalty 1513.722383 = -125616.654735 nChanged 8 SP:Iteration 11Q (40.910900 sec): 3 clusters Score: Raw -127134.930907 + Penalty 1512.708377 = -125622.222530 nChanged 8 SP:Iteration 12Q (40.913292 sec): 3 clusters Score: Raw -127139.590104 + Penalty 1511.997296 = -125627.592808 nChanged 8 SP:Iteration 13Q (40.915670 sec): 3 clusters Score: Raw -127142.578353 + Penalty 1511.724176 = -125630.854177 nChanged 5 SP:Iteration 14Q (40.918057 sec): 3 clusters Score: Raw -127145.855540 + Penalty 1511.499684 = -125634.355856 nChanged 5 SP:Iteration 15Q (40.920467 sec): 3 clusters Score: Raw -127147.244403 + Penalty 1511.851155 = -125635.393248 nChanged 2 SP:Iteration 16Q (40.922860 sec): 3 clusters Score: Raw -127148.387743 + Penalty 1511.851155 = -125636.536587 nChanged 0 SP:Iteration 17F (40.925391 sec): 3 clusters Score: Raw -127148.387743 + Penalty 1511.851155 = -125636.536587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.927805 sec): 2 clusters Score: Raw -47048.307577 + Penalty 624.976048 = -46423.331530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.928923 sec): 3 clusters Score: Raw -46850.588521 + Penalty 1249.816670 = -45600.771851 nChanged 151 SP:Iteration 1F (40.930005 sec): 3 clusters Score: Raw -46982.087127 + Penalty 1249.441562 = -45732.645565 nChanged 42 SP:Iteration 2F (40.931078 sec): 3 clusters Score: Raw -47042.595368 + Penalty 1248.788375 = -45793.806994 nChanged 22 SP:Iteration 3Q (40.932137 sec): 3 clusters Score: Raw -47152.126828 + Penalty 1250.920784 = -45901.206044 nChanged 44 SP:Iteration 4F (40.933225 sec): 3 clusters Score: Raw -47364.552470 + Penalty 1257.378256 = -46107.174214 nChanged 61 SP:Iteration 5F (40.934310 sec): 3 clusters Score: Raw -47467.192537 + Penalty 1270.875573 = -46196.316963 nChanged 48 SP:Iteration 6F (40.935386 sec): 3 clusters Score: Raw -47551.836434 + Penalty 1284.588586 = -46267.247847 nChanged 31 SP:Iteration 7F (40.936492 sec): 3 clusters Score: Raw -47612.569211 + Penalty 1295.368218 = -46317.200994 nChanged 16 SP:Iteration 8Q (40.937508 sec): 3 clusters Score: Raw -47649.651461 + Penalty 1298.488909 = -46351.162552 nChanged 6 SP:Iteration 9Q (40.938509 sec): 3 clusters Score: Raw -47661.985853 + Penalty 1301.270694 = -46360.715158 nChanged 4 SP:Iteration 10F (40.939593 sec): 3 clusters Score: Raw -47668.392653 + Penalty 1301.270694 = -46367.121958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.941499 sec): 2 clusters Score: Raw -29094.791222 + Penalty 564.728497 = -28530.062725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.942265 sec): 3 clusters Score: Raw -28970.518243 + Penalty 1128.761149 = -27841.757094 nChanged 77 SP:Iteration 1F (40.943018 sec): 3 clusters Score: Raw -29056.200821 + Penalty 1128.677450 = -27927.523371 nChanged 28 SP:Iteration 2F (40.943793 sec): 3 clusters Score: Raw -29107.751543 + Penalty 1124.556241 = -27983.195302 nChanged 29 SP:Iteration 3F (40.944552 sec): 3 clusters Score: Raw -29148.686669 + Penalty 1122.974922 = -28025.711747 nChanged 15 SP:Iteration 4Q (40.945305 sec): 3 clusters Score: Raw -29179.214645 + Penalty 1123.344819 = -28055.869826 nChanged 11 SP:Iteration 5Q (40.946050 sec): 3 clusters Score: Raw -29190.329699 + Penalty 1124.174101 = -28066.155598 nChanged 12 SP:Iteration 6Q (40.946789 sec): 3 clusters Score: Raw -29215.722460 + Penalty 1125.096459 = -28090.626001 nChanged 10 SP:Iteration 7Q (40.947526 sec): 3 clusters Score: Raw -29240.767951 + Penalty 1126.465382 = -28114.302569 nChanged 6 SP:Iteration 8Q (40.948254 sec): 3 clusters Score: Raw -29249.054699 + Penalty 1127.384194 = -28121.670505 nChanged 3 SP:Iteration 9Q (40.948955 sec): 3 clusters Score: Raw -29253.806012 + Penalty 1127.598304 = -28126.207708 nChanged 3 SP:Iteration 10F (40.949706 sec): 3 clusters Score: Raw -29255.512381 + Penalty 1127.598304 = -28127.914077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.952163 sec): 2 clusters Score: Raw -48813.860887 + Penalty 689.528193 = -48124.332693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.953303 sec): 3 clusters Score: Raw -48669.935949 + Penalty 1380.866106 = -47289.069843 nChanged 113 SP:Iteration 1F (40.954411 sec): 3 clusters Score: Raw -48781.648042 + Penalty 1384.111576 = -47397.536466 nChanged 39 SP:Iteration 2F (40.955513 sec): 3 clusters Score: Raw -48826.091887 + Penalty 1386.927915 = -47439.163972 nChanged 19 SP:Iteration 3Q (40.956599 sec): 3 clusters Score: Raw -48851.268060 + Penalty 1389.739912 = -47461.528148 nChanged 25 SP:Iteration 4Q (40.957707 sec): 3 clusters Score: Raw -48878.804369 + Penalty 1393.096112 = -47485.708257 nChanged 18 SP:Iteration 5Q (40.958789 sec): 3 clusters Score: Raw -48900.430137 + Penalty 1399.650482 = -47500.779654 nChanged 21 SP:Iteration 6Q (40.959867 sec): 3 clusters Score: Raw -48926.076768 + Penalty 1401.084237 = -47524.992531 nChanged 9 SP:Iteration 7Q (40.960938 sec): 3 clusters Score: Raw -48940.736962 + Penalty 1402.081259 = -47538.655703 nChanged 7 SP:Iteration 8Q (40.962023 sec): 3 clusters Score: Raw -48951.318873 + Penalty 1403.605053 = -47547.713821 nChanged 3 SP:Iteration 9Q (40.963088 sec): 3 clusters Score: Raw -48956.733055 + Penalty 1405.620323 = -47551.112732 nChanged 4 SP:Iteration 10F (40.964186 sec): 3 clusters Score: Raw -48964.778211 + Penalty 1407.568457 = -47557.209755 nChanged 5 SP:Iteration 11Q (40.965243 sec): 3 clusters Score: Raw -48968.676326 + Penalty 1408.204936 = -47560.471389 nChanged 2 SP:Iteration 12Q (40.966318 sec): 3 clusters Score: Raw -48970.913785 + Penalty 1408.408265 = -47562.505520 nChanged 1 SP:Iteration 13Q (40.967413 sec): 3 clusters Score: Raw -48971.272758 + Penalty 1408.562980 = -47562.709778 nChanged 1 SP:Iteration 14Q (40.968468 sec): 3 clusters Score: Raw -48972.185856 + Penalty 1409.195171 = -47562.990685 nChanged 1 SP:Iteration 15Q (40.969520 sec): 3 clusters Score: Raw -48973.134887 + Penalty 1409.195171 = -47563.939717 nChanged 0 SP:Iteration 16F (40.970639 sec): 3 clusters Score: Raw -48973.134887 + Penalty 1409.195171 = -47563.939717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.971586 sec): 2 clusters Score: Raw -562.883451 + Penalty 52.264797 = -510.618654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.971808 sec): 3 clusters Score: Raw -584.738385 + Penalty 119.844980 = -464.893405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.973524 sec): 2 clusters Score: Raw -16982.540461 + Penalty 327.217805 = -16655.322656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.974115 sec): 3 clusters Score: Raw -16937.070218 + Penalty 701.472477 = -16235.597741 nChanged 56 SP:Iteration 1F (40.974785 sec): 3 clusters Score: Raw -17065.022870 + Penalty 724.350641 = -16340.672229 nChanged 23 SP:Iteration 2F (40.975396 sec): 3 clusters Score: Raw -17118.164114 + Penalty 721.591880 = -16396.572234 nChanged 2 SP:Iteration 3Q (40.975949 sec): 3 clusters Score: Raw -17127.119460 + Penalty 718.612076 = -16408.507383 nChanged 3 SP:Iteration 4Q (40.976494 sec): 3 clusters Score: Raw -17131.143417 + Penalty 711.268578 = -16419.874839 nChanged 3 SP:Iteration 5Q (40.977038 sec): 3 clusters Score: Raw -17135.219300 + Penalty 716.105272 = -16419.114028 nChanged 2 SP:Iteration 6F (40.977637 sec): 3 clusters Score: Raw -17140.217844 + Penalty 721.052601 = -16419.165243 nChanged 1 SP:Iteration 7Q (40.978177 sec): 3 clusters Score: Raw -17144.919889 + Penalty 720.695713 = -16424.224176 nChanged 1 SP:Iteration 8Q (40.978706 sec): 3 clusters Score: Raw -17145.660656 + Penalty 720.695713 = -16424.964942 nChanged 0 SP:Iteration 9F (40.979321 sec): 3 clusters Score: Raw -17145.660656 + Penalty 720.695713 = -16424.964942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.980474 sec): 2 clusters Score: Raw -4084.443945 + Penalty 209.044776 = -3875.399169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.980793 sec): 3 clusters Score: Raw -4157.110371 + Penalty 450.337889 = -3706.772482 nChanged 9 SP:Iteration 1F (40.981109 sec): 3 clusters Score: Raw -4197.771792 + Penalty 506.115404 = -3691.656388 nChanged 6 SP:Iteration 2F (40.981421 sec): 3 clusters Score: Raw -4224.440199 + Penalty 524.922212 = -3699.517988 nChanged 1 SP:Iteration 3Q (40.981707 sec): 3 clusters Score: Raw -4229.755596 + Penalty 524.922212 = -3704.833385 nChanged 0 SP:Iteration 4F (40.982018 sec): 3 clusters Score: Raw -4229.755596 + Penalty 524.922212 = -3704.833385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.983014 sec): 2 clusters Score: Raw -5754.122144 + Penalty 81.744405 = -5672.377739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.983380 sec): 3 clusters Score: Raw -5788.753553 + Penalty 195.972958 = -5592.780595 nChanged 24 SP:Iteration 1F (40.983737 sec): 3 clusters Score: Raw -5834.376554 + Penalty 220.413324 = -5613.963230 nChanged 5 SP:Iteration 2F (40.984094 sec): 3 clusters Score: Raw -5845.946201 + Penalty 241.719136 = -5604.227065 nChanged 3 SP:Iteration 3F (40.984454 sec): 3 clusters Score: Raw -5853.454900 + Penalty 283.416278 = -5570.038622 nChanged 4 SP:Iteration 4F (40.984814 sec): 3 clusters Score: Raw -5868.643988 + Penalty 313.568209 = -5555.075779 nChanged 2 SP:Iteration 5F (40.985203 sec): 3 clusters Score: Raw -5875.614445 + Penalty 332.212751 = -5543.401694 nChanged 1 SP:Iteration 6F (40.985559 sec): 3 clusters Score: Raw -5889.487192 + Penalty 332.212751 = -5557.274441 nChanged 0 Time taken for this iteration:40.250015 seconds. 300->23 Clusters: Score -2214054.114448, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 153 (time per iteration =268.145111 ms) Total iterations: 1392 (time per iteration =29.472846 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3941955000.000000 (time per metric unit =10.407577ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 98548875000.000000 (time per metric unit=416.303098ps) That took 41.026202 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 16 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.19 and 0.29 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 20732 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 20732 points ------ Starting initial clusters from distinct float masks Not enough masks (203) to generate starting clusters (300), so starting with (204) clusters instead. Assigned 204 initial classes from 203 unique masks. Deleting Class 188 (3 points): Lose 25.825472 but Gain 1551.694583 Iteration 0F (2.587838 sec): 203 clusters Score: Raw -1769758.428370 + Penalty 195064.456174 = -1574693.972196 nChanged 6914 Deleting Class 90 (5 points): Lose 36.709780 but Gain 1551.701335 Iteration 1F (4.383583 sec): 185 clusters Score: Raw -1782882.080363 + Penalty 188105.775587 = -1594776.304776 nChanged 2911 Deleting Class 106 (8 points): Lose 93.013411 but Gain 1573.857863 Iteration 2F (6.082101 sec): 179 clusters Score: Raw -1786643.394573 + Penalty 183867.762519 = -1602775.632054 nChanged 2277 Deleting Class 191 (4 points): Lose 33.551739 but Gain 1515.019234 Iteration 3F (7.774650 sec): 175 clusters Score: Raw -1789213.184775 + Penalty 181326.770470 = -1607886.414304 nChanged 1956 Deleting Class 119 (1 points): Lose 2.797827 but Gain 1451.913845 Iteration 4F (9.437843 sec): 173 clusters Score: Raw -1791221.512165 + Penalty 179995.170669 = -1611226.341496 nChanged 1683 Deleting Class 147 (2 points): Lose 11.805990 but Gain 1458.027496 Iteration 5F (11.097195 sec): 172 clusters Score: Raw -1792804.502198 + Penalty 178458.755192 = -1614345.747007 nChanged 1429 Deleting Class 87 (24 points): Lose 128.874351 but Gain 1540.851244 Iteration 6F (12.719835 sec): 171 clusters Score: Raw -1793875.926411 + Penalty 176987.485997 = -1616888.440413 nChanged 1094 Deleting Class 151 (1 points): Lose 1.575887 but Gain 1395.650885 Iteration 7F (14.326260 sec): 169 clusters Score: Raw -1794703.267063 + Penalty 175753.898950 = -1618949.368113 nChanged 787 Deleting Class 170 (1 points): Lose 5.247866 but Gain 1384.436620 Iteration 8Q (14.511658 sec): 168 clusters Score: Raw -1795203.667594 + Penalty 174523.381086 = -1620680.286508 nChanged 572 Deleting Class 181 (1 points): Lose 90.868136 but Gain 1448.365064 Iteration 9Q (14.680568 sec): 167 clusters Score: Raw -1795457.137130 + Penalty 173019.895007 = -1622437.242123 nChanged 403 Deleting Class 163 (2 points): Lose 7.664314 but Gain 1363.707285 Iteration 10F (16.262734 sec): 166 clusters Score: Raw -1795668.854227 + Penalty 171709.651184 = -1623959.203043 nChanged 306 Deleting Class 175 (1 points): Lose 7.401786 but Gain 1348.393403 Iteration 11Q (16.404260 sec): 165 clusters Score: Raw -1795809.509454 + Penalty 170565.962444 = -1625243.547010 nChanged 233 Deleting Class 187 (1 points): Lose 19.613963 but Gain 1349.607104 Iteration 12Q (16.537861 sec): 164 clusters Score: Raw -1795917.038979 + Penalty 168126.227204 = -1627790.811775 nChanged 162 Deleting Class 127 (5 points): Lose 37.157103 but Gain 1365.033670 Iteration 13Q (16.664667 sec): 162 clusters Score: Raw -1795971.062640 + Penalty 166854.772290 = -1629116.290350 nChanged 125 Deleting Class 73 (29 points): Lose 227.328496 but Gain 1553.887259 Iteration 14Q (16.787375 sec): 161 clusters Score: Raw -1795820.759340 + Penalty 165403.991378 = -1630416.767962 nChanged 130 Deleting Class 179 (3 points): Lose 104.967018 but Gain 1425.454880 Iteration 15Q (16.910603 sec): 160 clusters Score: Raw -1795857.727893 + Penalty 164041.347566 = -1631816.380327 nChanged 103 Deleting Class 185 (1 points): Lose 6.432211 but Gain 1325.696763 Iteration 16Q (17.030872 sec): 159 clusters Score: Raw -1795911.816965 + Penalty 162722.963220 = -1633188.853745 nChanged 71 Deleting Class 145 (2 points): Lose 7.297892 but Gain 1319.673082 Iteration 17Q (17.147784 sec): 158 clusters Score: Raw -1795941.636519 + Penalty 161440.171384 = -1634501.465136 nChanged 72 Deleting Class 154 (7 points): Lose 35.630442 but Gain 1344.945773 Iteration 18Q (17.264638 sec): 157 clusters Score: Raw -1795958.561939 + Penalty 160122.179169 = -1635836.382770 nChanged 76 Deleting Class 202 (2 points): Lose 20.682976 but Gain 1327.582429 Iteration 19Q (17.381487 sec): 156 clusters Score: Raw -1795987.272780 + Penalty 158843.493575 = -1637143.779205 nChanged 76 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 -1795987.272780 + Penalty 158843.493575 = -1637143.779205Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 1 (1394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.465046 sec): 2 clusters Score: Raw -128776.387986 + Penalty 483.594690 = -128292.793296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.468111 sec): 3 clusters Score: Raw -127906.454549 + Penalty 972.516105 = -126933.938444 nChanged 580 SP:Iteration 1F (17.471116 sec): 3 clusters Score: Raw -128251.087672 + Penalty 1012.640900 = -127238.446772 nChanged 210 SP:Iteration 2F (17.474147 sec): 3 clusters Score: Raw -128438.048758 + Penalty 1077.962098 = -127360.086660 nChanged 143 SP:Iteration 3F (17.477168 sec): 3 clusters Score: Raw -128585.950898 + Penalty 1135.862041 = -127450.088857 nChanged 77 SP:Iteration 4F (17.480197 sec): 3 clusters Score: Raw -128673.819212 + Penalty 1153.093110 = -127520.726102 nChanged 47 SP:Iteration 5Q (17.483030 sec): 3 clusters Score: Raw -128735.224118 + Penalty 1173.311495 = -127561.912623 nChanged 20 SP:Iteration 6Q (17.485714 sec): 3 clusters Score: Raw -128764.938811 + Penalty 1181.442337 = -127583.496473 nChanged 13 SP:Iteration 7Q (17.488302 sec): 3 clusters Score: Raw -128778.657456 + Penalty 1185.589996 = -127593.067460 nChanged 4 SP:Iteration 8Q (17.490831 sec): 3 clusters Score: Raw -128783.133607 + Penalty 1190.052760 = -127593.080847 nChanged 4 SP:Iteration 9Q (17.493263 sec): 3 clusters Score: Raw -128787.252545 + Penalty 1194.024091 = -127593.228453 nChanged 3 SP:Iteration 10F (17.496216 sec): 3 clusters Score: Raw -128789.439018 + Penalty 1194.024091 = -127595.414927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 2 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.498421 sec): 2 clusters Score: Raw -31647.701337 + Penalty 683.411661 = -30964.289676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.499299 sec): 3 clusters Score: Raw -31542.039191 + Penalty 1365.192470 = -30176.846721 nChanged 87 SP:Iteration 1F (17.500203 sec): 3 clusters Score: Raw -31632.737633 + Penalty 1364.569476 = -30268.168157 nChanged 22 SP:Iteration 2F (17.501104 sec): 3 clusters Score: Raw -31659.441700 + Penalty 1363.821680 = -30295.620020 nChanged 11 SP:Iteration 3Q (17.501998 sec): 3 clusters Score: Raw -31671.187074 + Penalty 1363.313194 = -30307.873880 nChanged 6 SP:Iteration 4Q (17.502877 sec): 3 clusters Score: Raw -31679.688112 + Penalty 1362.338756 = -30317.349355 nChanged 5 SP:Iteration 5Q (17.503853 sec): 3 clusters Score: Raw -31685.858984 + Penalty 1362.097505 = -30323.761479 nChanged 2 SP:Iteration 6Q (17.504731 sec): 3 clusters Score: Raw -31688.434188 + Penalty 1361.846599 = -30326.587589 nChanged 3 SP:Iteration 7Q (17.505610 sec): 3 clusters Score: Raw -31690.697465 + Penalty 1361.760972 = -30328.936492 nChanged 1 SP:Iteration 8Q (17.506516 sec): 3 clusters Score: Raw -31691.866248 + Penalty 1361.760972 = -30330.105276 nChanged 0 SP:Iteration 9F (17.507402 sec): 3 clusters Score: Raw -31691.866248 + Penalty 1361.760972 = -30330.105276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 3 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.508277 sec): 2 clusters Score: Raw -14127.510797 + Penalty 581.620866 = -13545.889931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.508769 sec): 3 clusters Score: Raw -14114.629957 + Penalty 1163.520649 = -12951.109308 nChanged 24 SP:Iteration 1F (17.509253 sec): 3 clusters Score: Raw -14154.090771 + Penalty 1164.045938 = -12990.044833 nChanged 7 SP:Iteration 2Q (17.509727 sec): 3 clusters Score: Raw -14169.538588 + Penalty 1165.151702 = -13004.386885 nChanged 3 SP:Iteration 3Q (17.510199 sec): 3 clusters Score: Raw -14176.543473 + Penalty 1164.675458 = -13011.868015 nChanged 1 SP:Iteration 4Q (17.510668 sec): 3 clusters Score: Raw -14178.078560 + Penalty 1164.675458 = -13013.403102 nChanged 0 SP:Iteration 5F (17.511156 sec): 3 clusters Score: Raw -14178.078560 + Penalty 1164.675458 = -13013.403102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.511628 sec): 2 clusters Score: Raw -570.288265 + Penalty 156.878332 = -413.409933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.511828 sec): 2 clusters Score: Raw -570.288265 + Penalty 156.878332 = -413.409933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.512481 sec): 2 clusters Score: Raw -6984.252247 + Penalty 320.630324 = -6663.621923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.512838 sec): 3 clusters Score: Raw -6973.454777 + Penalty 640.155610 = -6333.299167 nChanged 14 SP:Iteration 1F (17.513189 sec): 3 clusters Score: Raw -6994.218276 + Penalty 644.484936 = -6349.733340 nChanged 3 SP:Iteration 2Q (17.513536 sec): 3 clusters Score: Raw -6998.580614 + Penalty 643.622215 = -6354.958400 nChanged 1 SP:Iteration 3Q (17.513879 sec): 3 clusters Score: Raw -7002.640177 + Penalty 643.622215 = -6359.017962 nChanged 0 SP:Iteration 4F (17.514229 sec): 3 clusters Score: Raw -7002.640177 + Penalty 643.622215 = -6359.017962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.515292 sec): 2 clusters Score: Raw -21624.320355 + Penalty 45.116561 = -21579.203794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.515958 sec): 3 clusters Score: Raw -21473.497028 + Penalty 72.668608 = -21400.828420 nChanged 102 SP:Iteration 1F (17.516526 sec): 3 clusters Score: Raw -21621.504125 + Penalty 45.116561 = -21576.387563 nChanged 2 SP:Iteration 2Q (17.517070 sec): 2 clusters Score: Raw -21624.320355 + Penalty 45.116561 = -21579.203794 nChanged 0 SP:Iteration 3F (17.517597 sec): 2 clusters Score: Raw -21624.320355 + Penalty 45.116561 = -21579.203794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.518415 sec): 2 clusters Score: Raw -13168.845064 + Penalty 499.643368 = -12669.201695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.518879 sec): 3 clusters Score: Raw -13144.717370 + Penalty 999.487202 = -12145.230167 nChanged 23 SP:Iteration 1F (17.519362 sec): 3 clusters Score: Raw -13175.457246 + Penalty 998.862307 = -12176.594939 nChanged 8 SP:Iteration 2F (17.519819 sec): 3 clusters Score: Raw -13193.310295 + Penalty 998.922251 = -12194.388044 nChanged 2 SP:Iteration 3Q (17.520287 sec): 3 clusters Score: Raw -13194.655919 + Penalty 998.747304 = -12195.908615 nChanged 1 SP:Iteration 4Q (17.520741 sec): 3 clusters Score: Raw -13195.880584 + Penalty 998.747304 = -12197.133280 nChanged 0 SP:Iteration 5F (17.521197 sec): 3 clusters Score: Raw -13195.880584 + Penalty 998.747304 = -12197.133280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 9 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.521689 sec): 2 clusters Score: Raw -854.668104 + Penalty 222.527253 = -632.140851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.521913 sec): 3 clusters Score: Raw -853.856724 + Penalty 445.245417 = -408.611307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.525798 sec): 2 clusters Score: Raw -106574.748357 + Penalty 1078.427076 = -105496.321281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.528095 sec): 3 clusters Score: Raw -106116.522497 + Penalty 2156.467290 = -103960.055207 nChanged 363 SP:Iteration 1F (17.530328 sec): 3 clusters Score: Raw -106406.537769 + Penalty 2156.469734 = -104250.068035 nChanged 99 SP:Iteration 2F (17.532568 sec): 3 clusters Score: Raw -106485.183069 + Penalty 2156.594336 = -104328.588733 nChanged 44 SP:Iteration 3Q (17.534800 sec): 3 clusters Score: Raw -106516.637453 + Penalty 2156.695447 = -104359.942007 nChanged 27 SP:Iteration 4Q (17.537063 sec): 3 clusters Score: Raw -106534.631210 + Penalty 2156.750299 = -104377.880911 nChanged 16 SP:Iteration 5Q (17.539288 sec): 3 clusters Score: Raw -106543.745510 + Penalty 2156.804402 = -104386.941107 nChanged 11 SP:Iteration 6Q (17.541512 sec): 3 clusters Score: Raw -106552.062851 + Penalty 2156.818785 = -104395.244066 nChanged 5 SP:Iteration 7Q (17.543679 sec): 3 clusters Score: Raw -106555.720363 + Penalty 2156.809531 = -104398.910832 nChanged 9 SP:Iteration 8Q (17.545909 sec): 3 clusters Score: Raw -106561.697285 + Penalty 2156.807216 = -104404.890069 nChanged 8 SP:Iteration 9Q (17.548134 sec): 3 clusters Score: Raw -106568.979807 + Penalty 2156.846508 = -104412.133299 nChanged 9 SP:Iteration 10F (17.550425 sec): 3 clusters Score: Raw -106575.537288 + Penalty 2156.854280 = -104418.683008 nChanged 9 SP:Iteration 11Q (17.552645 sec): 3 clusters Score: Raw -106580.491301 + Penalty 2156.851569 = -104423.639731 nChanged 5 SP:Iteration 12Q (17.554854 sec): 3 clusters Score: Raw -106583.938152 + Penalty 2156.848285 = -104427.089867 nChanged 3 SP:Iteration 13Q (17.557074 sec): 3 clusters Score: Raw -106584.809765 + Penalty 2156.850743 = -104427.959021 nChanged 1 SP:Iteration 14Q (17.559273 sec): 3 clusters Score: Raw -106585.065947 + Penalty 2156.851883 = -104428.214064 nChanged 2 SP:Iteration 15Q (17.561465 sec): 3 clusters Score: Raw -106585.889202 + Penalty 2156.853127 = -104429.036075 nChanged 1 SP:Iteration 16Q (17.563628 sec): 3 clusters Score: Raw -106586.363133 + Penalty 2156.854153 = -104429.508981 nChanged 1 SP:Iteration 17Q (17.565851 sec): 3 clusters Score: Raw -106586.884349 + Penalty 2156.854454 = -104430.029895 nChanged 1 SP:Iteration 18Q (17.568094 sec): 3 clusters Score: Raw -106587.767727 + Penalty 2156.850536 = -104430.917190 nChanged 3 SP:Iteration 19Q (17.570329 sec): 3 clusters Score: Raw -106588.791970 + Penalty 2156.847623 = -104431.944347 nChanged 1 SP:Iteration 20F (17.572597 sec): 3 clusters Score: Raw -106589.076332 + Penalty 2156.846088 = -104432.230244 nChanged 2 SP:Iteration 21Q (17.574808 sec): 3 clusters Score: Raw -106591.761780 + Penalty 2156.843569 = -104434.918211 nChanged 10 SP:Iteration 22Q (17.577050 sec): 3 clusters Score: Raw -106598.984962 + Penalty 2156.818070 = -104442.166892 nChanged 5 SP:Iteration 23Q (17.579288 sec): 3 clusters Score: Raw -106602.024733 + Penalty 2156.857330 = -104445.167403 nChanged 4 SP:Iteration 24Q (17.581483 sec): 3 clusters Score: Raw -106603.569516 + Penalty 2156.858149 = -104446.711367 nChanged 3 SP:Iteration 25Q (17.583647 sec): 3 clusters Score: Raw -106605.433818 + Penalty 2156.866003 = -104448.567816 nChanged 1 SP:Iteration 26Q (17.585866 sec): 3 clusters Score: Raw -106605.730526 + Penalty 2156.866003 = -104448.864523 nChanged 0 SP:Iteration 27F (17.588113 sec): 3 clusters Score: Raw -106605.730526 + Penalty 2156.866003 = -104448.864523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.589519 sec): 2 clusters Score: Raw -27407.921397 + Penalty 458.758601 = -26949.162796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.590269 sec): 3 clusters Score: Raw -27254.000475 + Penalty 934.231208 = -26319.769267 nChanged 88 SP:Iteration 1F (17.591010 sec): 3 clusters Score: Raw -27339.648994 + Penalty 932.157689 = -26407.491304 nChanged 34 SP:Iteration 2F (17.591755 sec): 3 clusters Score: Raw -27378.362245 + Penalty 935.946915 = -26442.415329 nChanged 13 SP:Iteration 3Q (17.592499 sec): 3 clusters Score: Raw -27394.603525 + Penalty 929.641228 = -26464.962297 nChanged 9 SP:Iteration 4Q (17.593233 sec): 3 clusters Score: Raw -27405.698460 + Penalty 929.829288 = -26475.869172 nChanged 7 SP:Iteration 5Q (17.593996 sec): 3 clusters Score: Raw -27415.081893 + Penalty 925.511694 = -26489.570199 nChanged 6 SP:Iteration 6Q (17.594712 sec): 3 clusters Score: Raw -27421.995311 + Penalty 925.428019 = -26496.567291 nChanged 1 SP:Iteration 7Q (17.595395 sec): 3 clusters Score: Raw -27422.215289 + Penalty 932.355413 = -26489.859876 nChanged 2 SP:Iteration 8F (17.596141 sec): 3 clusters Score: Raw -27425.348968 + Penalty 932.355413 = -26492.993555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.596655 sec): 2 clusters Score: Raw -1705.672891 + Penalty 344.769659 = -1360.903232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.596898 sec): 3 clusters Score: Raw -1698.667358 + Penalty 689.875838 = -1008.791521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.597546 sec): 2 clusters Score: Raw -6203.368246 + Penalty 565.257652 = -5638.110593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.597866 sec): 3 clusters Score: Raw -6260.492764 + Penalty 1130.585719 = -5129.907045 nChanged 4 SP:Iteration 1F (17.598192 sec): 3 clusters Score: Raw -6274.050226 + Penalty 1130.585719 = -5143.464507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.599614 sec): 2 clusters Score: Raw -29473.026565 + Penalty 514.841761 = -28958.184804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.600409 sec): 3 clusters Score: Raw -29320.231364 + Penalty 1029.029408 = -28291.201957 nChanged 89 SP:Iteration 1F (17.601207 sec): 3 clusters Score: Raw -29383.318365 + Penalty 1024.426282 = -28358.892083 nChanged 27 SP:Iteration 2F (17.601989 sec): 3 clusters Score: Raw -29404.335141 + Penalty 1031.196610 = -28373.138531 nChanged 18 SP:Iteration 3F (17.602769 sec): 3 clusters Score: Raw -29423.365087 + Penalty 1036.064670 = -28387.300417 nChanged 12 SP:Iteration 4Q (17.603607 sec): 3 clusters Score: Raw -29435.906063 + Penalty 1033.809949 = -28402.096114 nChanged 8 SP:Iteration 5Q (17.604378 sec): 3 clusters Score: Raw -29443.327331 + Penalty 1036.646071 = -28406.681260 nChanged 9 SP:Iteration 6Q (17.605167 sec): 3 clusters Score: Raw -29452.591086 + Penalty 1028.923709 = -28423.667376 nChanged 8 SP:Iteration 7Q (17.605921 sec): 3 clusters Score: Raw -29459.901055 + Penalty 1022.094586 = -28437.806469 nChanged 9 SP:Iteration 8Q (17.606671 sec): 3 clusters Score: Raw -29472.455521 + Penalty 1020.186962 = -28452.268560 nChanged 5 SP:Iteration 9Q (17.607391 sec): 3 clusters Score: Raw -29481.369030 + Penalty 1014.533739 = -28466.835291 nChanged 2 SP:Iteration 10F (17.608139 sec): 3 clusters Score: Raw -29484.971910 + Penalty 1013.033367 = -28471.938542 nChanged 1 SP:Iteration 11Q (17.608853 sec): 3 clusters Score: Raw -29486.127558 + Penalty 1013.033367 = -28473.094190 nChanged 0 SP:Iteration 12F (17.609601 sec): 3 clusters Score: Raw -29486.127558 + Penalty 1013.033367 = -28473.094190 nChanged 0 Memory request: 0.06 GB would take us to total of 0.25 GB. Trying to split cluster 15 (12176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.665493 sec): 2 clusters Score: Raw -1049830.752677 + Penalty 272.163759 = -1049558.588918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.688684 sec): 3 clusters Score: Raw -1041608.991198 + Penalty 617.687946 = -1040991.303252 nChanged 5805 SP:Iteration 1F (17.711229 sec): 3 clusters Score: Raw -1046881.186424 + Penalty 790.224331 = -1046090.962093 nChanged 1797 SP:Iteration 2F (17.733521 sec): 3 clusters Score: Raw -1048974.683886 + Penalty 874.174413 = -1048100.509473 nChanged 459 SP:Iteration 3Q (17.754819 sec): 3 clusters Score: Raw -1049440.644023 + Penalty 924.318566 = -1048516.325457 nChanged 217 SP:Iteration 4Q (17.773504 sec): 3 clusters Score: Raw -1049636.120270 + Penalty 950.799968 = -1048685.320302 nChanged 112 SP:Iteration 5Q (17.791698 sec): 3 clusters Score: Raw -1049740.881988 + Penalty 968.365702 = -1048772.516285 nChanged 65 SP:Iteration 6Q (17.809767 sec): 3 clusters Score: Raw -1049804.619596 + Penalty 973.728224 = -1048830.891372 nChanged 33 SP:Iteration 7Q (17.827400 sec): 3 clusters Score: Raw -1049836.698550 + Penalty 964.481532 = -1048872.217018 nChanged 19 SP:Iteration 8Q (17.844783 sec): 3 clusters Score: Raw -1049854.576658 + Penalty 965.534131 = -1048889.042527 nChanged 9 SP:Iteration 9Q (17.862251 sec): 3 clusters Score: Raw -1049861.142338 + Penalty 998.496831 = -1048862.645507 nChanged 9 SP:Iteration 10F (17.884245 sec): 3 clusters Score: Raw -1049869.656561 + Penalty 989.706220 = -1048879.950341 nChanged 3 SP:Iteration 11Q (17.901461 sec): 3 clusters Score: Raw -1049871.869963 + Penalty 986.083457 = -1048885.786506 nChanged 2 SP:Iteration 12Q (17.918930 sec): 3 clusters Score: Raw -1049872.924497 + Penalty 964.953904 = -1048907.970593 nChanged 2 SP:Iteration 13Q (17.936060 sec): 3 clusters Score: Raw -1049874.729638 + Penalty 959.283683 = -1048915.445955 nChanged 1 SP:Iteration 14Q (17.953315 sec): 3 clusters Score: Raw -1049875.519093 + Penalty 960.258710 = -1048915.260383 nChanged 2 SP:Iteration 15F (17.975571 sec): 3 clusters Score: Raw -1049877.362768 + Penalty 960.258710 = -1048917.104058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.983197 sec): 2 clusters Score: Raw -515.098026 + Penalty 92.089651 = -423.008375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.983420 sec): 3 clusters Score: Raw -529.830963 + Penalty 166.384391 = -363.446571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.983900 sec): 2 clusters Score: Raw -649.122312 + Penalty 188.074438 = -461.047874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.984120 sec): 3 clusters Score: Raw -646.633078 + Penalty 373.597779 = -273.035299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 19 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.984777 sec): 2 clusters Score: Raw -6286.399016 + Penalty 556.874103 = -5729.524913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.985102 sec): 3 clusters Score: Raw -6338.799454 + Penalty 1113.551145 = -5225.248308 nChanged 1 SP:Iteration 1Q (17.985409 sec): 3 clusters Score: Raw -6340.358741 + Penalty 1113.551145 = -5226.807596 nChanged 0 SP:Iteration 2F (17.985728 sec): 3 clusters Score: Raw -6340.358741 + Penalty 1113.551145 = -5226.807596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.986310 sec): 2 clusters Score: Raw -4306.207999 + Penalty 320.573290 = -3985.634709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.986604 sec): 3 clusters Score: Raw -4304.152436 + Penalty 652.674306 = -3651.478130 nChanged 1 SP:Iteration 1Q (17.986891 sec): 3 clusters Score: Raw -4306.140945 + Penalty 654.377453 = -3651.763491 nChanged 1 SP:Iteration 2Q (17.987182 sec): 3 clusters Score: Raw -4307.029760 + Penalty 659.316193 = -3647.713567 nChanged 1 SP:Iteration 3F (17.987471 sec): 3 clusters Score: Raw -4308.951908 + Penalty 659.316193 = -3649.635715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.987963 sec): 2 clusters Score: Raw -1422.433752 + Penalty 457.275943 = -965.157809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.988201 sec): 3 clusters Score: Raw -1614.166697 + Penalty 914.776163 = -699.390534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 22 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.988774 sec): 2 clusters Score: Raw -4866.975401 + Penalty 553.174332 = -4313.801069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.989074 sec): 3 clusters Score: Raw -4938.142857 + Penalty 1105.923138 = -3832.219719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.990839 sec): 2 clusters Score: Raw -38439.753007 + Penalty 956.501260 = -37483.251747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.991852 sec): 3 clusters Score: Raw -38402.630130 + Penalty 1912.968892 = -36489.661238 nChanged 84 SP:Iteration 1F (17.992787 sec): 3 clusters Score: Raw -38529.079249 + Penalty 1912.933176 = -36616.146073 nChanged 17 SP:Iteration 2Q (17.993740 sec): 3 clusters Score: Raw -38556.420212 + Penalty 1912.844778 = -36643.575434 nChanged 7 SP:Iteration 3Q (17.994694 sec): 3 clusters Score: Raw -38569.187407 + Penalty 1912.897882 = -36656.289525 nChanged 10 SP:Iteration 4Q (17.995634 sec): 3 clusters Score: Raw -38591.359610 + Penalty 1912.956926 = -36678.402684 nChanged 4 SP:Iteration 5Q (17.996585 sec): 3 clusters Score: Raw -38597.933022 + Penalty 1912.987597 = -36684.945425 nChanged 1 SP:Iteration 6Q (17.997512 sec): 3 clusters Score: Raw -38598.565749 + Penalty 1912.956926 = -36685.608823 nChanged 1 SP:Iteration 7Q (17.998452 sec): 3 clusters Score: Raw -38601.372651 + Penalty 1912.956926 = -36688.415725 nChanged 0 SP:Iteration 8F (17.999414 sec): 3 clusters Score: Raw -38601.372651 + Penalty 1912.956926 = -36688.415725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.000631 sec): 2 clusters Score: Raw -24932.404633 + Penalty 810.144199 = -24122.260434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.001326 sec): 3 clusters Score: Raw -24938.421565 + Penalty 1620.288399 = -23318.133166 nChanged 43 SP:Iteration 1F (18.001998 sec): 3 clusters Score: Raw -24999.602157 + Penalty 1620.195328 = -23379.406829 nChanged 8 SP:Iteration 2Q (18.002649 sec): 3 clusters Score: Raw -25010.789652 + Penalty 1620.172520 = -23390.617132 nChanged 2 SP:Iteration 3Q (18.003330 sec): 3 clusters Score: Raw -25013.350232 + Penalty 1620.136845 = -23393.213387 nChanged 1 SP:Iteration 4Q (18.003988 sec): 3 clusters Score: Raw -25015.739857 + Penalty 1620.121890 = -23395.617967 nChanged 1 SP:Iteration 5Q (18.004638 sec): 3 clusters Score: Raw -25016.458622 + Penalty 1620.000858 = -23396.457764 nChanged 1 SP:Iteration 6Q (18.005291 sec): 3 clusters Score: Raw -25018.979187 + Penalty 1619.986759 = -23398.992428 nChanged 1 SP:Iteration 7Q (18.005972 sec): 3 clusters Score: Raw -25020.169472 + Penalty 1619.986759 = -23400.182713 nChanged 0 SP:Iteration 8F (18.006664 sec): 3 clusters Score: Raw -25020.169472 + Penalty 1619.986759 = -23400.182713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.007850 sec): 2 clusters Score: Raw -24957.649350 + Penalty 503.427624 = -24454.221726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.008606 sec): 3 clusters Score: Raw -24849.516626 + Penalty 1006.999492 = -23842.517134 nChanged 70 SP:Iteration 1F (18.009332 sec): 3 clusters Score: Raw -24910.882360 + Penalty 1005.840635 = -23905.041725 nChanged 23 SP:Iteration 2F (18.010070 sec): 3 clusters Score: Raw -24933.613618 + Penalty 1005.893667 = -23927.719951 nChanged 11 SP:Iteration 3Q (18.010792 sec): 3 clusters Score: Raw -24945.114520 + Penalty 1002.858607 = -23942.255913 nChanged 5 SP:Iteration 4Q (18.011511 sec): 3 clusters Score: Raw -24952.047367 + Penalty 1001.726712 = -23950.320655 nChanged 2 SP:Iteration 5Q (18.012221 sec): 3 clusters Score: Raw -24952.752687 + Penalty 1001.726712 = -23951.025975 nChanged 0 SP:Iteration 6F (18.012938 sec): 3 clusters Score: Raw -24952.752687 + Penalty 1001.726712 = -23951.025975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.013507 sec): 2 clusters Score: Raw -3813.125135 + Penalty 262.480084 = -3550.645052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.013794 sec): 3 clusters Score: Raw -3828.174604 + Penalty 536.393517 = -3291.781086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.014266 sec): 2 clusters Score: Raw -561.511987 + Penalty 175.603214 = -385.908772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.014484 sec): 3 clusters Score: Raw -558.687590 + Penalty 357.141257 = -201.546333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.015013 sec): 2 clusters Score: Raw -2713.102556 + Penalty 262.665826 = -2450.436730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.015276 sec): 3 clusters Score: Raw -2706.492640 + Penalty 527.116394 = -2179.376246 nChanged 2 SP:Iteration 1F (18.015534 sec): 3 clusters Score: Raw -2707.955389 + Penalty 519.227429 = -2188.727961 nChanged 2 SP:Iteration 2F (18.015790 sec): 3 clusters Score: Raw -2709.796160 + Penalty 534.400927 = -2175.395233 nChanged 3 SP:Iteration 3F (18.016046 sec): 3 clusters Score: Raw -2713.118318 + Penalty 530.262509 = -2182.855809 nChanged 1 SP:Iteration 4Q (18.016302 sec): 3 clusters Score: Raw -2711.949609 + Penalty 530.262509 = -2181.687100 nChanged 0 SP:Iteration 5F (18.016557 sec): 3 clusters Score: Raw -2711.949609 + Penalty 530.262509 = -2181.687100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 29 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.017044 sec): 2 clusters Score: Raw -1419.738664 + Penalty 344.373688 = -1075.364976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.017302 sec): 3 clusters Score: Raw -1407.632414 + Penalty 684.369990 = -723.262424 nChanged 1 SP:Iteration 1F (18.017532 sec): 3 clusters Score: Raw -1408.404204 + Penalty 653.769096 = -754.635108 nChanged 1 SP:Iteration 2F (18.017760 sec): 3 clusters Score: Raw -1411.482392 + Penalty 344.373688 = -1067.108703 nChanged 1 SP:Iteration 3F (18.017976 sec): 2 clusters Score: Raw -1419.738664 + Penalty 344.373688 = -1075.364976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.018547 sec): 2 clusters Score: Raw -3980.939878 + Penalty 71.708299 = -3909.231579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.018847 sec): 3 clusters Score: Raw -3995.014827 + Penalty 150.719294 = -3844.295532 nChanged 16 SP:Iteration 1F (18.019144 sec): 3 clusters Score: Raw -4019.861166 + Penalty 148.971634 = -3870.889532 nChanged 3 SP:Iteration 2F (18.019438 sec): 3 clusters Score: Raw -4026.899924 + Penalty 148.971634 = -3877.928290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 31 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.019909 sec): 2 clusters Score: Raw -647.001614 + Penalty 270.325931 = -376.675683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.020129 sec): 3 clusters Score: Raw -672.761416 + Penalty 527.139661 = -145.621755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.021270 sec): 2 clusters Score: Raw -14240.457569 + Penalty 727.018930 = -13513.438638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.021766 sec): 3 clusters Score: Raw -14285.832132 + Penalty 1453.615316 = -12832.216816 nChanged 9 SP:Iteration 1F (18.022245 sec): 3 clusters Score: Raw -14313.068296 + Penalty 1453.442207 = -12859.626090 nChanged 5 SP:Iteration 2Q (18.022714 sec): 3 clusters Score: Raw -14330.709059 + Penalty 1453.442207 = -12877.266852 nChanged 0 SP:Iteration 3F (18.023193 sec): 3 clusters Score: Raw -14330.709059 + Penalty 1453.442207 = -12877.266852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.023868 sec): 2 clusters Score: Raw -5604.535239 + Penalty 265.958117 = -5338.577121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.024197 sec): 3 clusters Score: Raw -5588.821525 + Penalty 529.555209 = -5059.266316 nChanged 5 SP:Iteration 1F (18.024522 sec): 3 clusters Score: Raw -5595.891264 + Penalty 526.666341 = -5069.224923 nChanged 3 SP:Iteration 2Q (18.024844 sec): 3 clusters Score: Raw -5599.303767 + Penalty 526.666341 = -5072.637426 nChanged 0 SP:Iteration 3F (18.025171 sec): 3 clusters Score: Raw -5599.303767 + Penalty 526.666341 = -5072.637426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.025656 sec): 2 clusters Score: Raw -985.928570 + Penalty 199.467694 = -786.460876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.025886 sec): 3 clusters Score: Raw -994.318042 + Penalty 400.360141 = -593.957901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 35 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.026347 sec): 2 clusters Score: Raw -457.036470 + Penalty 143.722050 = -313.314420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.026564 sec): 3 clusters Score: Raw -455.512956 + Penalty 281.726535 = -173.786421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 37 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.027174 sec): 2 clusters Score: Raw -5842.927399 + Penalty 345.891700 = -5497.035699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.027521 sec): 3 clusters Score: Raw -5826.012377 + Penalty 693.535775 = -5132.476602 nChanged 5 SP:Iteration 1F (18.027837 sec): 3 clusters Score: Raw -5831.179638 + Penalty 692.636652 = -5138.542986 nChanged 2 SP:Iteration 2Q (18.028153 sec): 3 clusters Score: Raw -5834.075018 + Penalty 692.349785 = -5141.725233 nChanged 3 SP:Iteration 3Q (18.028468 sec): 3 clusters Score: Raw -5836.301674 + Penalty 692.349785 = -5143.951889 nChanged 0 SP:Iteration 4F (18.028783 sec): 3 clusters Score: Raw -5836.301674 + Penalty 692.349785 = -5143.951889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 38 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.029330 sec): 2 clusters Score: Raw -3462.349193 + Penalty 407.150348 = -3055.198844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.029603 sec): 3 clusters Score: Raw -3479.992390 + Penalty 819.908009 = -2660.084381 nChanged 1 SP:Iteration 1Q (18.029865 sec): 3 clusters Score: Raw -3482.941147 + Penalty 819.908009 = -2663.033138 nChanged 0 SP:Iteration 2F (18.030132 sec): 3 clusters Score: Raw -3482.941147 + Penalty 819.908009 = -2663.033138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.031809 sec): 2 clusters Score: Raw -40980.069082 + Penalty 770.343027 = -40209.726055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.032810 sec): 3 clusters Score: Raw -40814.401946 + Penalty 1544.078893 = -39270.323053 nChanged 98 SP:Iteration 1F (18.033852 sec): 3 clusters Score: Raw -40901.549417 + Penalty 1545.910488 = -39355.638930 nChanged 31 SP:Iteration 2F (18.034866 sec): 3 clusters Score: Raw -40939.914351 + Penalty 1548.625495 = -39391.288856 nChanged 17 SP:Iteration 3Q (18.035861 sec): 3 clusters Score: Raw -40959.947060 + Penalty 1548.238121 = -39411.708939 nChanged 9 SP:Iteration 4Q (18.036853 sec): 3 clusters Score: Raw -40970.922717 + Penalty 1548.351226 = -39422.571490 nChanged 6 SP:Iteration 5Q (18.037855 sec): 3 clusters Score: Raw -40978.896817 + Penalty 1548.494823 = -39430.401994 nChanged 6 SP:Iteration 6Q (18.038869 sec): 3 clusters Score: Raw -40985.576387 + Penalty 1548.791706 = -39436.784682 nChanged 3 SP:Iteration 7Q (18.039862 sec): 3 clusters Score: Raw -40987.730708 + Penalty 1548.791706 = -39438.939002 nChanged 0 SP:Iteration 8F (18.040861 sec): 3 clusters Score: Raw -40987.730708 + Penalty 1548.791706 = -39438.939002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.042085 sec): 2 clusters Score: Raw -25878.718109 + Penalty 490.163753 = -25388.554356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.042785 sec): 3 clusters Score: Raw -25758.054545 + Penalty 979.685876 = -24778.368669 nChanged 69 SP:Iteration 1F (18.043503 sec): 3 clusters Score: Raw -25814.868434 + Penalty 979.827454 = -24835.040979 nChanged 12 SP:Iteration 2Q (18.044198 sec): 3 clusters Score: Raw -25828.825557 + Penalty 979.999663 = -24848.825895 nChanged 8 SP:Iteration 3Q (18.044887 sec): 3 clusters Score: Raw -25836.893353 + Penalty 980.294405 = -24856.598948 nChanged 8 SP:Iteration 4Q (18.045575 sec): 3 clusters Score: Raw -25843.552487 + Penalty 980.278504 = -24863.273983 nChanged 5 SP:Iteration 5Q (18.046265 sec): 3 clusters Score: Raw -25848.576832 + Penalty 980.250133 = -24868.326699 nChanged 4 SP:Iteration 6Q (18.046949 sec): 3 clusters Score: Raw -25852.038391 + Penalty 980.228567 = -24871.809823 nChanged 4 SP:Iteration 7Q (18.047637 sec): 3 clusters Score: Raw -25853.482715 + Penalty 980.344472 = -24873.138243 nChanged 2 SP:Iteration 8Q (18.048320 sec): 3 clusters Score: Raw -25854.966314 + Penalty 980.366203 = -24874.600112 nChanged 1 SP:Iteration 9Q (18.049045 sec): 3 clusters Score: Raw -25855.166170 + Penalty 980.366203 = -24874.799967 nChanged 0 SP:Iteration 10F (18.049738 sec): 3 clusters Score: Raw -25855.166170 + Penalty 980.366203 = -24874.799967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 41 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.050231 sec): 2 clusters Score: Raw -852.223890 + Penalty 219.897919 = -632.325971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.050462 sec): 3 clusters Score: Raw -849.841021 + Penalty 437.135163 = -412.705858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.051029 sec): 2 clusters Score: Raw -4028.867080 + Penalty 318.656098 = -3710.210982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.051325 sec): 3 clusters Score: Raw -4020.717697 + Penalty 643.114752 = -3377.602945 nChanged 4 SP:Iteration 1F (18.051607 sec): 3 clusters Score: Raw -4027.246380 + Penalty 654.232890 = -3373.013490 nChanged 3 SP:Iteration 2F (18.051889 sec): 3 clusters Score: Raw -4031.535144 + Penalty 659.287105 = -3372.248039 nChanged 1 SP:Iteration 3F (18.052171 sec): 3 clusters Score: Raw -4032.280977 + Penalty 659.287105 = -3372.993872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 43 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.052792 sec): 2 clusters Score: Raw -5859.528582 + Penalty 354.431025 = -5505.097557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.053117 sec): 3 clusters Score: Raw -5848.987470 + Penalty 709.501671 = -5139.485798 nChanged 6 SP:Iteration 1F (18.053435 sec): 3 clusters Score: Raw -5855.173642 + Penalty 710.745034 = -5144.428608 nChanged 1 SP:Iteration 2Q (18.053762 sec): 3 clusters Score: Raw -5856.153844 + Penalty 711.973028 = -5144.180815 nChanged 1 SP:Iteration 3F (18.054089 sec): 3 clusters Score: Raw -5858.537412 + Penalty 714.398378 = -5144.139034 nChanged 1 SP:Iteration 4F (18.054408 sec): 3 clusters Score: Raw -5862.745706 + Penalty 713.335561 = -5149.410144 nChanged 1 SP:Iteration 5Q (18.054725 sec): 3 clusters Score: Raw -5865.373932 + Penalty 713.335561 = -5152.038370 nChanged 0 SP:Iteration 6F (18.055044 sec): 3 clusters Score: Raw -5865.373932 + Penalty 713.335561 = -5152.038370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.055505 sec): 2 clusters Score: Raw -283.396576 + Penalty 107.287732 = -176.108844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.055714 sec): 3 clusters Score: Raw -273.918259 + Penalty 208.276300 = -65.641958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 45 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.056239 sec): 2 clusters Score: Raw -2968.369630 + Penalty 414.633495 = -2553.736135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.056503 sec): 3 clusters Score: Raw -2995.536978 + Penalty 829.402388 = -2166.134590 nChanged 1 SP:Iteration 1Q (18.056755 sec): 3 clusters Score: Raw -2999.175160 + Penalty 829.402388 = -2169.772772 nChanged 0 SP:Iteration 2F (18.057013 sec): 3 clusters Score: Raw -2999.175160 + Penalty 829.402388 = -2169.772772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 46 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.057603 sec): 2 clusters Score: Raw -5098.115493 + Penalty 381.621864 = -4716.493628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.057911 sec): 3 clusters Score: Raw -5104.330128 + Penalty 763.581743 = -4340.748386 nChanged 5 SP:Iteration 1F (18.058215 sec): 3 clusters Score: Raw -5112.904185 + Penalty 763.581743 = -4349.322442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 47 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.058726 sec): 2 clusters Score: Raw -1349.164558 + Penalty 253.402062 = -1095.762496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.058960 sec): 3 clusters Score: Raw -1350.816716 + Penalty 507.941524 = -842.875193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 48 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.059553 sec): 2 clusters Score: Raw -5057.489201 + Penalty 336.491565 = -4720.997637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.059862 sec): 3 clusters Score: Raw -5046.540093 + Penalty 667.256773 = -4379.283320 nChanged 7 SP:Iteration 1F (18.060164 sec): 3 clusters Score: Raw -5054.519230 + Penalty 666.031181 = -4388.488049 nChanged 2 SP:Iteration 2Q (18.060464 sec): 3 clusters Score: Raw -5056.897488 + Penalty 665.891198 = -4391.006291 nChanged 1 SP:Iteration 3Q (18.060765 sec): 3 clusters Score: Raw -5058.589913 + Penalty 665.891198 = -4392.698715 nChanged 0 SP:Iteration 4F (18.061067 sec): 3 clusters Score: Raw -5058.589913 + Penalty 665.891198 = -4392.698715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 49 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.061584 sec): 2 clusters Score: Raw -2448.069960 + Penalty 331.234846 = -2116.835114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.061838 sec): 3 clusters Score: Raw -2444.347044 + Penalty 665.107097 = -1779.239948 nChanged 1 SP:Iteration 1Q (18.062085 sec): 3 clusters Score: Raw -2446.407907 + Penalty 665.107097 = -1781.300810 nChanged 0 SP:Iteration 2F (18.062333 sec): 3 clusters Score: Raw -2446.407907 + Penalty 665.107097 = -1781.300810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 50 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.062829 sec): 2 clusters Score: Raw -1754.958769 + Penalty 263.031258 = -1491.927511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.063074 sec): 3 clusters Score: Raw -1758.092301 + Penalty 525.242727 = -1232.849574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.063524 sec): 2 clusters Score: Raw -311.292497 + Penalty 6.931472 = -304.361025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.063713 sec): 3 clusters Score: Raw -315.198814 + Penalty 13.862944 = -301.335871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 52 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.064186 sec): 2 clusters Score: Raw -877.812409 + Penalty 246.173793 = -631.638616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.064408 sec): 3 clusters Score: Raw -874.972547 + Penalty 492.729333 = -382.243214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 53 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.064881 sec): 2 clusters Score: Raw -990.104487 + Penalty 288.633724 = -701.470763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.065105 sec): 3 clusters Score: Raw -982.231589 + Penalty 571.569451 = -410.662138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 54 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.065716 sec): 2 clusters Score: Raw -6352.652634 + Penalty 511.256842 = -5841.395792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.066043 sec): 3 clusters Score: Raw -6390.246624 + Penalty 1022.649253 = -5367.597371 nChanged 1 SP:Iteration 1Q (18.066376 sec): 3 clusters Score: Raw -6396.068825 + Penalty 1022.649253 = -5373.419572 nChanged 0 SP:Iteration 2F (18.066697 sec): 3 clusters Score: Raw -6396.068825 + Penalty 1022.649253 = -5373.419572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 55 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.067223 sec): 2 clusters Score: Raw -2793.541717 + Penalty 349.244345 = -2444.297372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.067486 sec): 3 clusters Score: Raw -2804.490076 + Penalty 692.592063 = -2111.898012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 56 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.068011 sec): 2 clusters Score: Raw -2358.405667 + Penalty 287.333822 = -2071.071844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.068265 sec): 3 clusters Score: Raw -2364.674286 + Penalty 579.456051 = -1785.218235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 57 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.068778 sec): 2 clusters Score: Raw -2478.650773 + Penalty 376.294543 = -2102.356230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.069034 sec): 3 clusters Score: Raw -2502.915602 + Penalty 750.215245 = -1752.700357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 58 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.069491 sec): 2 clusters Score: Raw -352.202196 + Penalty 91.108941 = -261.093255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.069686 sec): 2 clusters Score: Raw -352.202196 + Penalty 91.108941 = -261.093255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.070143 sec): 2 clusters Score: Raw -394.406657 + Penalty 158.985018 = -235.421639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.070360 sec): 3 clusters Score: Raw -384.391877 + Penalty 305.347991 = -79.043886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.070829 sec): 2 clusters Score: Raw -760.833379 + Penalty 218.626339 = -542.207040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.071053 sec): 3 clusters Score: Raw -753.744269 + Penalty 439.574326 = -314.169943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 61 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.071638 sec): 2 clusters Score: Raw -5010.555499 + Penalty 381.595068 = -4628.960431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.071945 sec): 3 clusters Score: Raw -5006.265385 + Penalty 756.717894 = -4249.547492 nChanged 5 SP:Iteration 1F (18.072251 sec): 3 clusters Score: Raw -5017.211316 + Penalty 751.266253 = -4265.945063 nChanged 2 SP:Iteration 2Q (18.072552 sec): 3 clusters Score: Raw -5020.564427 + Penalty 749.547213 = -4271.017214 nChanged 1 SP:Iteration 3Q (18.072857 sec): 3 clusters Score: Raw -5022.043507 + Penalty 749.547213 = -4272.496294 nChanged 0 SP:Iteration 4F (18.073162 sec): 3 clusters Score: Raw -5022.043507 + Penalty 749.547213 = -4272.496294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.073710 sec): 2 clusters Score: Raw -3590.408611 + Penalty 365.687548 = -3224.721063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.073993 sec): 3 clusters Score: Raw -3599.136098 + Penalty 729.792645 = -2869.343452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 63 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.074571 sec): 2 clusters Score: Raw -4233.705402 + Penalty 427.961153 = -3805.744249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.074862 sec): 3 clusters Score: Raw -4227.528666 + Penalty 857.560361 = -3369.968305 nChanged 3 SP:Iteration 1F (18.075150 sec): 3 clusters Score: Raw -4239.691300 + Penalty 857.560361 = -3382.130939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.076537 sec): 2 clusters Score: Raw -34416.793081 + Penalty 810.648040 = -33606.145041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.077362 sec): 3 clusters Score: Raw -34333.447333 + Penalty 1621.609368 = -32711.837965 nChanged 72 SP:Iteration 1F (18.078191 sec): 3 clusters Score: Raw -34433.556505 + Penalty 1621.273947 = -32812.282559 nChanged 23 SP:Iteration 2F (18.079009 sec): 3 clusters Score: Raw -34466.059629 + Penalty 1621.253485 = -32844.806144 nChanged 8 SP:Iteration 3Q (18.079814 sec): 3 clusters Score: Raw -34474.454285 + Penalty 1621.262682 = -32853.191603 nChanged 2 SP:Iteration 4Q (18.080619 sec): 3 clusters Score: Raw -34476.606357 + Penalty 1621.234628 = -32855.371728 nChanged 1 SP:Iteration 5Q (18.081424 sec): 3 clusters Score: Raw -34478.428400 + Penalty 1621.234628 = -32857.193772 nChanged 0 SP:Iteration 6F (18.082238 sec): 3 clusters Score: Raw -34478.428400 + Penalty 1621.234628 = -32857.193772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.082736 sec): 2 clusters Score: Raw -1020.732486 + Penalty 242.326961 = -778.405525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.082974 sec): 3 clusters Score: Raw -1039.087397 + Penalty 479.749556 = -559.337841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 66 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.083468 sec): 2 clusters Score: Raw -1167.330201 + Penalty 312.925347 = -854.404854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.083698 sec): 3 clusters Score: Raw -1170.921599 + Penalty 625.850695 = -545.070904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 67 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.084167 sec): 2 clusters Score: Raw -774.595156 + Penalty 219.378249 = -555.216907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.084388 sec): 3 clusters Score: Raw -772.197134 + Penalty 438.641396 = -333.555738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.084878 sec): 2 clusters Score: Raw -1077.265853 + Penalty 205.265729 = -872.000124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.085107 sec): 3 clusters Score: Raw -1078.890334 + Penalty 401.588108 = -677.302226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.085666 sec): 2 clusters Score: Raw -4301.650728 + Penalty 508.517091 = -3793.133637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.085958 sec): 3 clusters Score: Raw -4327.856033 + Penalty 1017.034181 = -3310.821851 nChanged 2 SP:Iteration 1Q (18.086234 sec): 3 clusters Score: Raw -4336.655107 + Penalty 1017.034181 = -3319.620925 nChanged 0 SP:Iteration 2F (18.086519 sec): 3 clusters Score: Raw -4336.655107 + Penalty 1017.034181 = -3319.620925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.087018 sec): 2 clusters Score: Raw -563.444855 + Penalty 166.007331 = -397.437523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.087235 sec): 3 clusters Score: Raw -556.842615 + Penalty 166.007331 = -390.835284 nChanged 1 SP:Iteration 1F (18.087432 sec): 2 clusters Score: Raw -563.444855 + Penalty 166.007331 = -397.437523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.087911 sec): 2 clusters Score: Raw -1167.314603 + Penalty 291.151791 = -876.162812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.088140 sec): 3 clusters Score: Raw -1165.659105 + Penalty 593.663318 = -571.995787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 72 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.088611 sec): 2 clusters Score: Raw -780.622465 + Penalty 111.442455 = -669.180011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.088834 sec): 3 clusters Score: Raw -781.809718 + Penalty 219.212233 = -562.597485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.089304 sec): 2 clusters Score: Raw -566.919465 + Penalty 205.761248 = -361.158217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.089521 sec): 3 clusters Score: Raw -560.391879 + Penalty 411.567914 = -148.823965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.089983 sec): 2 clusters Score: Raw -496.743802 + Penalty 193.125227 = -303.618575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.090197 sec): 3 clusters Score: Raw -485.469835 + Penalty 385.815738 = -99.654097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.090758 sec): 2 clusters Score: Raw -621.206492 + Penalty 119.228876 = -501.977616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.091008 sec): 3 clusters Score: Raw -622.583621 + Penalty 249.734605 = -372.849016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.091572 sec): 2 clusters Score: Raw -681.026672 + Penalty 224.957544 = -456.069128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.091829 sec): 3 clusters Score: Raw -674.842892 + Penalty 444.488578 = -230.354314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 78 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.092367 sec): 2 clusters Score: Raw -1135.349120 + Penalty 221.028721 = -914.320399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.092615 sec): 3 clusters Score: Raw -1129.428963 + Penalty 445.134939 = -684.294023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.093117 sec): 2 clusters Score: Raw -1689.083751 + Penalty 269.124170 = -1419.959580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.093356 sec): 3 clusters Score: Raw -1691.970256 + Penalty 536.998643 = -1154.971613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.093878 sec): 2 clusters Score: Raw -2849.182496 + Penalty 443.002048 = -2406.180448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.094138 sec): 3 clusters Score: Raw -2889.211391 + Penalty 886.353968 = -2002.857423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 81 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.094729 sec): 2 clusters Score: Raw -1631.236813 + Penalty 340.746580 = -1290.490233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.095005 sec): 3 clusters Score: Raw -1639.490699 + Penalty 674.687367 = -964.803332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 83 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.095566 sec): 2 clusters Score: Raw -2623.927017 + Penalty 420.869219 = -2203.057798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.095825 sec): 3 clusters Score: Raw -2645.166762 + Penalty 840.255624 = -1804.911138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 84 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.096311 sec): 2 clusters Score: Raw -1566.129662 + Penalty 336.240749 = -1229.888913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.096546 sec): 3 clusters Score: Raw -1571.732281 + Penalty 672.481497 = -899.250784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 85 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.097064 sec): 2 clusters Score: Raw -2768.540254 + Penalty 401.691277 = -2366.848977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.097340 sec): 3 clusters Score: Raw -2789.501532 + Penalty 802.677994 = -1986.823537 nChanged 1 SP:Iteration 1Q (18.097643 sec): 3 clusters Score: Raw -2796.947861 + Penalty 802.677994 = -1994.269867 nChanged 0 SP:Iteration 2F (18.097938 sec): 3 clusters Score: Raw -2796.947861 + Penalty 802.677994 = -1994.269867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.098464 sec): 2 clusters Score: Raw -655.297818 + Penalty 189.937802 = -465.360016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.098684 sec): 3 clusters Score: Raw -652.793011 + Penalty 375.226430 = -277.566581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 88 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.099200 sec): 2 clusters Score: Raw -2766.389432 + Penalty 449.533440 = -2316.855992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.099456 sec): 3 clusters Score: Raw -2783.432868 + Penalty 898.950360 = -1884.482509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 89 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.099960 sec): 2 clusters Score: Raw -2003.496434 + Penalty 317.098521 = -1686.397913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.100208 sec): 3 clusters Score: Raw -2012.116052 + Penalty 634.032208 = -1378.083844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.100779 sec): 2 clusters Score: Raw -1218.405907 + Penalty 333.344933 = -885.060975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.101045 sec): 3 clusters Score: Raw -1209.268078 + Penalty 664.712924 = -544.555155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 92 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.101579 sec): 2 clusters Score: Raw -1557.708480 + Penalty 250.597473 = -1307.111007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.101820 sec): 3 clusters Score: Raw -1585.592008 + Penalty 502.678460 = -1082.913547 nChanged 1 SP:Iteration 1F (18.102056 sec): 3 clusters Score: Raw -1591.638782 + Penalty 502.678460 = -1088.960321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.102674 sec): 2 clusters Score: Raw -3330.611800 + Penalty 431.179421 = -2899.432380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.102998 sec): 3 clusters Score: Raw -3346.211986 + Penalty 861.758239 = -2484.453747 nChanged 1 SP:Iteration 1Q (18.103283 sec): 3 clusters Score: Raw -3348.421915 + Penalty 861.758239 = -2486.663676 nChanged 0 SP:Iteration 2F (18.103547 sec): 3 clusters Score: Raw -3348.421915 + Penalty 861.758239 = -2486.663676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 94 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.104718 sec): 2 clusters Score: Raw -15807.478951 + Penalty 617.642780 = -15189.836171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.105231 sec): 3 clusters Score: Raw -15794.938923 + Penalty 1235.044895 = -14559.894028 nChanged 20 SP:Iteration 1F (18.105737 sec): 3 clusters Score: Raw -15823.037262 + Penalty 1235.336564 = -14587.700698 nChanged 5 SP:Iteration 2Q (18.106232 sec): 3 clusters Score: Raw -15833.638804 + Penalty 1235.564551 = -14598.074252 nChanged 3 SP:Iteration 3Q (18.106728 sec): 3 clusters Score: Raw -15839.789560 + Penalty 1235.533052 = -14604.256508 nChanged 1 SP:Iteration 4Q (18.107215 sec): 3 clusters Score: Raw -15844.263021 + Penalty 1235.322314 = -14608.940707 nChanged 2 SP:Iteration 5Q (18.107724 sec): 3 clusters Score: Raw -15849.482317 + Penalty 1235.273254 = -14614.209063 nChanged 1 SP:Iteration 6Q (18.108219 sec): 3 clusters Score: Raw -15851.218778 + Penalty 1235.288026 = -14615.930752 nChanged 1 SP:Iteration 7Q (18.108713 sec): 3 clusters Score: Raw -15853.621056 + Penalty 1235.288026 = -14618.333029 nChanged 0 SP:Iteration 8F (18.109216 sec): 3 clusters Score: Raw -15853.621056 + Penalty 1235.288026 = -14618.333029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.109723 sec): 2 clusters Score: Raw -367.756648 + Penalty 108.050725 = -259.705923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.109935 sec): 3 clusters Score: Raw -362.462773 + Penalty 108.050725 = -254.412049 nChanged 1 SP:Iteration 1F (18.110127 sec): 2 clusters Score: Raw -367.756648 + Penalty 108.050725 = -259.705923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.110605 sec): 2 clusters Score: Raw -1063.457618 + Penalty 336.019671 = -727.437947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.110832 sec): 3 clusters Score: Raw -1089.127519 + Penalty 676.343217 = -412.784302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.111297 sec): 2 clusters Score: Raw -588.104268 + Penalty 198.719816 = -389.384453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.111515 sec): 3 clusters Score: Raw -575.129211 + Penalty 392.276472 = -182.852739 nChanged 1 SP:Iteration 1F (18.111729 sec): 3 clusters Score: Raw -580.717605 + Penalty 198.719816 = -381.997789 nChanged 1 SP:Iteration 2F (18.111924 sec): 2 clusters Score: Raw -588.104268 + Penalty 198.719816 = -389.384453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.112387 sec): 2 clusters Score: Raw -545.133267 + Penalty 145.313324 = -399.819944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.112605 sec): 3 clusters Score: Raw -544.068641 + Penalty 374.483006 = -169.585634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.113092 sec): 2 clusters Score: Raw -694.970458 + Penalty 228.937469 = -466.032989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.113315 sec): 3 clusters Score: Raw -687.463162 + Penalty 228.937469 = -458.525693 nChanged 1 SP:Iteration 1F (18.113514 sec): 2 clusters Score: Raw -694.970458 + Penalty 228.937469 = -466.032989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 101 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.113974 sec): 2 clusters Score: Raw -370.730589 + Penalty 151.015992 = -219.714596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.114186 sec): 3 clusters Score: Raw -366.891537 + Penalty 302.031985 = -64.859552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.114656 sec): 2 clusters Score: Raw -805.585805 + Penalty 257.312222 = -548.273582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.114880 sec): 3 clusters Score: Raw -792.095904 + Penalty 516.686541 = -275.409363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.115362 sec): 2 clusters Score: Raw -1338.221206 + Penalty 319.934119 = -1018.287087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.115592 sec): 3 clusters Score: Raw -1326.749997 + Penalty 640.103243 = -686.646754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 104 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.116060 sec): 2 clusters Score: Raw -749.692070 + Penalty 215.451301 = -534.240769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.116283 sec): 3 clusters Score: Raw -748.836082 + Penalty 430.304322 = -318.531761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 105 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.116756 sec): 2 clusters Score: Raw -969.060493 + Penalty 249.320299 = -719.740194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.116982 sec): 3 clusters Score: Raw -964.217601 + Penalty 485.263541 = -478.954060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.117438 sec): 2 clusters Score: Raw -365.760034 + Penalty 125.296491 = -240.463543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.117652 sec): 3 clusters Score: Raw -361.405323 + Penalty 250.592981 = -110.812342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 108 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.118163 sec): 2 clusters Score: Raw -2010.196998 + Penalty 341.480041 = -1668.716957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.118410 sec): 3 clusters Score: Raw -2025.657765 + Penalty 691.706223 = -1333.951542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 109 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.118889 sec): 2 clusters Score: Raw -1192.353155 + Penalty 281.066705 = -911.286450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.119118 sec): 3 clusters Score: Raw -1185.146806 + Penalty 555.830154 = -629.316652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.119585 sec): 2 clusters Score: Raw -757.174323 + Penalty 199.917325 = -557.256998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.119824 sec): 3 clusters Score: Raw -758.285968 + Penalty 404.715325 = -353.570643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 111 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.120289 sec): 2 clusters Score: Raw -697.805246 + Penalty 247.410411 = -450.394835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.120513 sec): 3 clusters Score: Raw -688.314043 + Penalty 491.862588 = -196.451456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 112 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.121000 sec): 2 clusters Score: Raw -1492.265641 + Penalty 363.990699 = -1128.274941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.121236 sec): 3 clusters Score: Raw -1502.927930 + Penalty 730.798062 = -772.129868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 113 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.121727 sec): 2 clusters Score: Raw -1766.664330 + Penalty 318.955402 = -1447.708928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.121971 sec): 3 clusters Score: Raw -1763.016812 + Penalty 637.910805 = -1125.106007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.122436 sec): 2 clusters Score: Raw -659.370843 + Penalty 182.944792 = -476.426051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.122655 sec): 3 clusters Score: Raw -657.024074 + Penalty 380.058981 = -276.965093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.123123 sec): 2 clusters Score: Raw -606.225915 + Penalty 235.640147 = -370.585768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.123353 sec): 3 clusters Score: Raw -593.777889 + Penalty 473.019020 = -120.758869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.123812 sec): 2 clusters Score: Raw -389.774074 + Penalty 155.135391 = -234.638682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.124008 sec): 2 clusters Score: Raw -389.774074 + Penalty 155.135391 = -234.638682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.124464 sec): 2 clusters Score: Raw -368.742384 + Penalty 118.620946 = -250.121438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.124675 sec): 3 clusters Score: Raw -362.792153 + Penalty 249.944239 = -112.847914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 118 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.125177 sec): 2 clusters Score: Raw -2007.538010 + Penalty 365.302717 = -1642.235293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.125423 sec): 3 clusters Score: Raw -2006.965640 + Penalty 738.474088 = -1268.491552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 121 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.125903 sec): 2 clusters Score: Raw -1171.532750 + Penalty 254.249836 = -917.282914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.126131 sec): 3 clusters Score: Raw -1161.730876 + Penalty 498.686456 = -663.044421 nChanged 1 SP:Iteration 1F (18.126356 sec): 3 clusters Score: Raw -1162.421005 + Penalty 498.686456 = -663.734550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.126842 sec): 2 clusters Score: Raw -888.344222 + Penalty 245.136225 = -643.207997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.127065 sec): 3 clusters Score: Raw -886.986548 + Penalty 491.058345 = -395.928203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 123 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.127573 sec): 2 clusters Score: Raw -2431.434311 + Penalty 429.195854 = -2002.238457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.127823 sec): 3 clusters Score: Raw -2442.526579 + Penalty 864.062521 = -1578.464058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 124 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.128307 sec): 2 clusters Score: Raw -1135.841875 + Penalty 269.662133 = -866.179742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.128535 sec): 3 clusters Score: Raw -1144.653615 + Penalty 561.936282 = -582.717333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.129016 sec): 2 clusters Score: Raw -1300.772257 + Penalty 331.435024 = -969.337233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.129246 sec): 3 clusters Score: Raw -1298.845569 + Penalty 664.797336 = -634.048233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.129691 sec): 2 clusters Score: Raw -88.402992 + Penalty 0.000000 = -88.402992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.129877 sec): 2 clusters Score: Raw -88.402992 + Penalty 0.000000 = -88.402992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 128 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.130366 sec): 2 clusters Score: Raw -1730.359075 + Penalty 374.660188 = -1355.698886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.130604 sec): 3 clusters Score: Raw -1729.333210 + Penalty 748.061997 = -981.271213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.131070 sec): 2 clusters Score: Raw -696.087175 + Penalty 226.169655 = -469.917520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.131292 sec): 3 clusters Score: Raw -687.492134 + Penalty 451.628515 = -235.863619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 130 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.131757 sec): 2 clusters Score: Raw -677.418431 + Penalty 199.852042 = -477.566390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.131976 sec): 3 clusters Score: Raw -670.226080 + Penalty 394.352656 = -275.873424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 131 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.132517 sec): 2 clusters Score: Raw -3668.801712 + Penalty 449.120384 = -3219.681328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.132796 sec): 3 clusters Score: Raw -3694.857636 + Penalty 896.160320 = -2798.697316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 132 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.133268 sec): 2 clusters Score: Raw -775.457026 + Penalty 236.007788 = -539.449238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.133491 sec): 3 clusters Score: Raw -774.560138 + Penalty 472.015576 = -302.544562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.133954 sec): 2 clusters Score: Raw -88.992394 + Penalty 0.000000 = -88.992394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.134140 sec): 2 clusters Score: Raw -88.992394 + Penalty 0.000000 = -88.992394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.134580 sec): 2 clusters Score: Raw -89.654333 + Penalty 0.000000 = -89.654333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.134774 sec): 2 clusters Score: Raw -89.654333 + Penalty 0.000000 = -89.654333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.135250 sec): 2 clusters Score: Raw -1201.367013 + Penalty 296.555363 = -904.811650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.135481 sec): 3 clusters Score: Raw -1196.726213 + Penalty 593.110725 = -603.615488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.135934 sec): 2 clusters Score: Raw -184.011348 + Penalty 47.667872 = -136.343476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.136127 sec): 2 clusters Score: Raw -184.011348 + Penalty 47.667872 = -136.343476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 138 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.136604 sec): 2 clusters Score: Raw -1209.877379 + Penalty 315.775787 = -894.101592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.136836 sec): 3 clusters Score: Raw -1205.924845 + Penalty 631.551574 = -574.373271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 139 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.137332 sec): 2 clusters Score: Raw -1683.998731 + Penalty 351.455324 = -1332.543407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.137571 sec): 3 clusters Score: Raw -1684.735309 + Penalty 703.921230 = -980.814078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.138031 sec): 2 clusters Score: Raw -296.211891 + Penalty 134.682772 = -161.529119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.138243 sec): 3 clusters Score: Raw -284.540499 + Penalty 257.269253 = -27.271247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.138717 sec): 2 clusters Score: Raw -874.548521 + Penalty 283.128536 = -591.419985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.138940 sec): 3 clusters Score: Raw -874.463170 + Penalty 572.644494 = -301.818675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.139388 sec): 2 clusters Score: Raw -92.258999 + Penalty 0.000000 = -92.258999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.139577 sec): 2 clusters Score: Raw -92.258999 + Penalty 0.000000 = -92.258999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.140037 sec): 2 clusters Score: Raw -460.046348 + Penalty 70.445743 = -389.600605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.140246 sec): 3 clusters Score: Raw -455.302186 + Penalty 70.445743 = -384.856443 nChanged 1 SP:Iteration 1F (18.140457 sec): 2 clusters Score: Raw -460.046348 + Penalty 70.445743 = -389.600605 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 (18.140898 sec): 2 clusters Score: Raw -86.885631 + Penalty 0.000000 = -86.885631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.141080 sec): 2 clusters Score: Raw -86.885631 + Penalty 0.000000 = -86.885631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 149 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.141562 sec): 2 clusters Score: Raw -1209.071939 + Penalty 287.889940 = -921.181999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.141793 sec): 3 clusters Score: Raw -1193.694277 + Penalty 576.623394 = -617.070883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.142259 sec): 2 clusters Score: Raw -686.848286 + Penalty 223.818091 = -463.030195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.142478 sec): 3 clusters Score: Raw -678.649157 + Penalty 450.913139 = -227.736018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 153 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.142938 sec): 2 clusters Score: Raw -461.480898 + Penalty 149.751175 = -311.729722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.143153 sec): 3 clusters Score: Raw -456.938472 + Penalty 307.687836 = -149.250636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.143607 sec): 2 clusters Score: Raw -91.538946 + Penalty 0.000000 = -91.538946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.143797 sec): 2 clusters Score: Raw -91.538946 + Penalty 0.000000 = -91.538946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 156 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.144252 sec): 2 clusters Score: Raw -264.061517 + Penalty 59.660201 = -204.401316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.144453 sec): 3 clusters Score: Raw -260.755412 + Penalty 105.231872 = -155.523540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 157 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.144922 sec): 2 clusters Score: Raw -789.242242 + Penalty 253.355282 = -535.886961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.145142 sec): 3 clusters Score: Raw -783.096126 + Penalty 496.476472 = -286.619655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.145601 sec): 2 clusters Score: Raw -263.140805 + Penalty 47.033203 = -216.107602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.145802 sec): 3 clusters Score: Raw -262.644758 + Penalty 87.984035 = -174.660724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 160 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.146273 sec): 2 clusters Score: Raw -489.669303 + Penalty 184.641303 = -305.027999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.146483 sec): 3 clusters Score: Raw -479.586279 + Penalty 184.641303 = -294.944975 nChanged 1 SP:Iteration 1F (18.146677 sec): 2 clusters Score: Raw -489.669303 + Penalty 184.641303 = -305.027999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 162 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.147178 sec): 2 clusters Score: Raw -1282.276384 + Penalty 278.741653 = -1003.534731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.147411 sec): 3 clusters Score: Raw -1280.303211 + Penalty 557.593032 = -722.710179 nChanged 1 SP:Iteration 1F (18.147637 sec): 3 clusters Score: Raw -1283.774599 + Penalty 557.593032 = -726.181567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.148090 sec): 2 clusters Score: Raw -186.822158 + Penalty 73.114559 = -113.707598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.148295 sec): 3 clusters Score: Raw -179.668064 + Penalty 146.229119 = -33.438946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.148749 sec): 2 clusters Score: Raw -90.530865 + Penalty 0.000000 = -90.530865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.148938 sec): 2 clusters Score: Raw -90.530865 + Penalty 0.000000 = -90.530865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.149405 sec): 2 clusters Score: Raw -688.565319 + Penalty 209.365861 = -479.199459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.149623 sec): 3 clusters Score: Raw -675.567887 + Penalty 413.373890 = -262.193997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.150074 sec): 2 clusters Score: Raw -179.546980 + Penalty 65.750107 = -113.796873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.150274 sec): 3 clusters Score: Raw -177.287957 + Penalty 131.500214 = -45.787743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.150729 sec): 2 clusters Score: Raw -280.285271 + Penalty 103.927833 = -176.357438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.150923 sec): 2 clusters Score: Raw -280.285271 + Penalty 103.927833 = -176.357438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 174 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.151397 sec): 2 clusters Score: Raw -972.202148 + Penalty 258.350083 = -713.852064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.151630 sec): 3 clusters Score: Raw -967.707966 + Penalty 516.700167 = -451.007799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.152084 sec): 2 clusters Score: Raw -290.079974 + Penalty 121.098977 = -168.980997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.152294 sec): 3 clusters Score: Raw -279.579844 + Penalty 252.383229 = -27.196615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.152740 sec): 2 clusters Score: Raw -88.227975 + Penalty 0.000000 = -88.227975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.152927 sec): 2 clusters Score: Raw -88.227975 + Penalty 0.000000 = -88.227975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 178 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.153396 sec): 2 clusters Score: Raw -872.843594 + Penalty 228.767785 = -644.075809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.153624 sec): 3 clusters Score: Raw -863.330314 + Penalty 456.305453 = -407.024861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.154098 sec): 2 clusters Score: Raw -91.819847 + Penalty 0.000000 = -91.819847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.154285 sec): 2 clusters Score: Raw -91.819847 + Penalty 0.000000 = -91.819847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.154729 sec): 2 clusters Score: Raw -90.739190 + Penalty 0.000000 = -90.739190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.154917 sec): 2 clusters Score: Raw -90.739190 + Penalty 0.000000 = -90.739190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.155361 sec): 2 clusters Score: Raw -90.784580 + Penalty 0.000000 = -90.784580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.155549 sec): 2 clusters Score: Raw -90.784580 + Penalty 0.000000 = -90.784580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.155992 sec): 2 clusters Score: Raw -162.309602 + Penalty 11.846681 = -150.462921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.156176 sec): 2 clusters Score: Raw -162.309602 + Penalty 11.846681 = -150.462921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.156652 sec): 2 clusters Score: Raw -959.712869 + Penalty 170.981710 = -788.731159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.156879 sec): 3 clusters Score: Raw -963.886612 + Penalty 343.445240 = -620.441373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.157340 sec): 2 clusters Score: Raw -420.731217 + Penalty 76.508327 = -344.222891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.157555 sec): 3 clusters Score: Raw -424.782350 + Penalty 156.707907 = -268.074442 nChanged 0 Deleting Class 115 (6 points): Lose 30.147468 but Gain 1307.167425 Iteration 20F (19.643185 sec): 155 clusters Score: Raw -1796004.209871 + Penalty 157531.763686 = -1638472.446185 nChanged 71 Deleting Class 112 (15 points): Lose 67.154199 but Gain 1335.965417 Iteration 21Q (19.759008 sec): 154 clusters Score: Raw -1795992.740246 + Penalty 156217.427438 = -1639775.312807 nChanged 68 Deleting Class 97 (11 points): Lose 124.796553 but Gain 1392.823645 Iteration 22Q (19.873054 sec): 153 clusters Score: Raw -1795939.188094 + Penalty 154940.755609 = -1640998.432485 nChanged 70 Deleting Class 91 (12 points): Lose 82.528663 but Gain 1333.353851 Iteration 23Q (19.987090 sec): 152 clusters Score: Raw -1795954.835631 + Penalty 153762.153044 = -1642192.682587 nChanged 73 Deleting Class 29 (14 points): Lose 51.116389 but Gain 1297.008367 Iteration 24Q (20.101610 sec): 151 clusters Score: Raw -1795997.345478 + Penalty 152423.740622 = -1643573.604857 nChanged 64 Deleting Class 22 (49 points): Lose 159.585903 but Gain 1396.371721 Iteration 25Q (20.215379 sec): 150 clusters Score: Raw -1795897.667407 + Penalty 150198.668175 = -1645698.999232 nChanged 92 Deleting Class 141 (9 points): Lose 47.384939 but Gain 1280.769084 Iteration 26Q (20.329858 sec): 148 clusters Score: Raw -1795986.473123 + Penalty 149089.041419 = -1646897.431705 nChanged 44 Deleting Class 111 (7 points): Lose 35.357255 but Gain 1263.737371 Iteration 27Q (20.440462 sec): 147 clusters Score: Raw -1796020.552515 + Penalty 147826.012183 = -1648194.540331 nChanged 37 Deleting Class 128 (18 points): Lose 98.934168 but Gain 1315.857712 Iteration 28Q (20.549512 sec): 146 clusters Score: Raw -1795947.970854 + Penalty 146538.553629 = -1649409.417224 nChanged 38 Deleting Class 123 (24 points): Lose 133.401669 but Gain 1342.319529 Iteration 29Q (20.665203 sec): 145 clusters Score: Raw -1795859.559604 + Penalty 145307.820741 = -1650551.738863 nChanged 46 Deleting Class 140 (3 points): Lose 10.745830 but Gain 1218.510379 Iteration 30F (22.051056 sec): 144 clusters Score: Raw -1795919.404030 + Penalty 144101.017878 = -1651818.386152 nChanged 22 Deleting Class 53 (10 points): Lose 46.514772 but Gain 1245.928225 Iteration 31Q (22.159110 sec): 143 clusters Score: Raw -1795889.591467 + Penalty 142886.099148 = -1653003.492319 nChanged 27 Deleting Class 102 (9 points): Lose 50.934141 but Gain 1248.337266 Iteration 32Q (22.268713 sec): 142 clusters Score: Raw -1795871.073108 + Penalty 141657.659504 = -1654213.413604 nChanged 19 Deleting Class 88 (28 points): Lose 157.541524 but Gain 1351.462422 Iteration 33Q (22.375411 sec): 141 clusters Score: Raw -1795733.114173 + Penalty 140322.100775 = -1655411.013398 nChanged 39 Deleting Class 125 (13 points): Lose 93.159964 but Gain 1284.343657 Iteration 34Q (22.483607 sec): 140 clusters Score: Raw -1795687.664200 + Penalty 139135.344519 = -1656552.319681 nChanged 27 Deleting Class 66 (12 points): Lose 61.204936 but Gain 1251.677095 Iteration 35Q (22.594771 sec): 139 clusters Score: Raw -1795678.922759 + Penalty 137997.663684 = -1657681.259075 nChanged 34 Deleting Class 116 (6 points): Lose 25.144338 but Gain 1228.737293 Iteration 36Q (22.699553 sec): 138 clusters Score: Raw -1795708.631807 + Penalty 136797.353369 = -1658911.278438 nChanged 27 Deleting Class 80 (30 points): Lose 118.857137 but Gain 1305.708207 Iteration 37Q (22.803121 sec): 137 clusters Score: Raw -1795642.761163 + Penalty 135563.151830 = -1660079.609333 nChanged 51 Deleting Class 138 (14 points): Lose 69.476062 but Gain 1255.736596 Iteration 38Q (22.907357 sec): 136 clusters Score: Raw -1795656.124716 + Penalty 134358.739916 = -1661297.384800 nChanged 38 Deleting Class 103 (13 points): Lose 58.373574 but Gain 1239.776508 Iteration 39Q (23.011621 sec): 135 clusters Score: Raw -1795636.045944 + Penalty 133128.871532 = -1662507.174413 nChanged 32 Deleting Class 157 (8 points): Lose 30.804922 but Gain 1211.002074 Iteration 40F (24.296226 sec): 134 clusters Score: Raw -1795634.464821 + Penalty 131972.295547 = -1663662.169273 nChanged 28 Deleting Class 139 (18 points): Lose 67.437068 but Gain 1233.508384 Iteration 41Q (24.400370 sec): 133 clusters Score: Raw -1795592.383634 + Penalty 130774.437961 = -1664817.945674 nChanged 29 Deleting Class 13 (58 points): Lose 197.049318 but Gain 1363.225396 Iteration 42Q (24.503714 sec): 132 clusters Score: Raw -1795430.851101 + Penalty 129477.182083 = -1665953.669019 nChanged 62 Deleting Class 75 (5 points): Lose 28.980334 but Gain 1192.686821 Iteration 43Q (24.608386 sec): 131 clusters Score: Raw -1795523.627117 + Penalty 128306.072404 = -1667217.554713 nChanged 21 Deleting Class 84 (17 points): Lose 71.489958 but Gain 1230.350444 Iteration 44Q (24.711402 sec): 130 clusters Score: Raw -1795482.967693 + Penalty 127116.923330 = -1668366.044363 nChanged 30 Deleting Class 143 (1 points): Lose 19.303424 but Gain 1174.916219 Iteration 45Q (24.814923 sec): 129 clusters Score: Raw -1795511.526392 + Penalty 125961.476634 = -1669550.049759 nChanged 9 Deleting Class 136 (13 points): Lose 47.802483 but Gain 1202.685595 Iteration 46Q (24.915154 sec): 128 clusters Score: Raw -1795473.738557 + Penalty 124778.681902 = -1670695.056655 nChanged 18 Deleting Class 83 (29 points): Lose 121.614772 but Gain 1274.228500 Iteration 47Q (25.015137 sec): 127 clusters Score: Raw -1795378.336713 + Penalty 123575.073981 = -1671803.262732 nChanged 39 Deleting Class 101 (6 points): Lose 41.600578 but Gain 1193.606600 Iteration 48Q (25.117324 sec): 126 clusters Score: Raw -1795394.321439 + Penalty 122383.479361 = -1673010.842078 nChanged 18 Deleting Class 81 (19 points): Lose 88.251513 but Gain 1243.771352 Iteration 49Q (25.216893 sec): 125 clusters Score: Raw -1795327.810695 + Penalty 121167.420299 = -1674160.390396 nChanged 30 Deleting Class 129 (11 points): Lose 62.036338 but Gain 1206.780995 Iteration 50F (26.395685 sec): 124 clusters Score: Raw -1795300.769744 + Penalty 120026.483417 = -1675274.286327 nChanged 28 Deleting Class 118 (22 points): Lose 70.869474 but Gain 1214.321993 Iteration 51Q (26.496287 sec): 123 clusters Score: Raw -1795276.463172 + Penalty 118862.898438 = -1676413.564734 nChanged 41 Deleting Class 69 (45 points): Lose 215.000890 but Gain 1357.898520 Iteration 52Q (26.596725 sec): 122 clusters Score: Raw -1795124.004904 + Penalty 117571.224160 = -1677552.780744 nChanged 72 Deleting Class 12 (19 points): Lose 82.949427 but Gain 1215.954700 Iteration 53Q (26.699140 sec): 121 clusters Score: Raw -1795134.953338 + Penalty 116450.372184 = -1678684.581154 nChanged 47 Deleting Class 71 (14 points): Lose 68.074033 but Gain 1198.451829 Iteration 54Q (26.800166 sec): 120 clusters Score: Raw -1795124.663329 + Penalty 115308.749182 = -1679815.914147 nChanged 45 Deleting Class 74 (7 points): Lose 29.637653 but Gain 1158.399417 Iteration 55Q (26.900903 sec): 119 clusters Score: Raw -1795145.583501 + Penalty 114222.155458 = -1680923.428043 nChanged 36 Deleting Class 100 (10 points): Lose 56.695956 but Gain 1185.202149 Iteration 56Q (27.000938 sec): 118 clusters Score: Raw -1795117.755811 + Penalty 112917.447561 = -1682200.308250 nChanged 42 Deleting Class 186 (1 points): Lose 81.967071 but Gain 1210.196696 Iteration 57Q (27.100282 sec): 117 clusters Score: Raw -1795069.394194 + Penalty 111743.576961 = -1683325.817233 nChanged 25 Deleting Class 177 (1 points): Lose 85.342145 but Gain 1212.303581 Iteration 58Q (27.197295 sec): 116 clusters Score: Raw -1795042.843563 + Penalty 110445.550129 = -1684597.293434 nChanged 20 Deleting Class 160 (5 points): Lose 18.898570 but Gain 1140.292506 Iteration 59Q (27.294129 sec): 115 clusters Score: Raw -1795043.397266 + Penalty 109320.718949 = -1685722.678317 nChanged 17 Deleting Class 149 (13 points): Lose 44.424645 but Gain 1161.653027 Iteration 60F (28.401896 sec): 114 clusters Score: Raw -1795011.057769 + Penalty 108173.362642 = -1686837.695127 nChanged 20 Deleting Class 77 (7 points): Lose 33.721859 but Gain 1149.051303 Iteration 61Q (28.497973 sec): 113 clusters Score: Raw -1794998.348559 + Penalty 107027.547971 = -1687970.800588 nChanged 14 Deleting Class 132 (7 points): Lose 26.524746 but Gain 1137.350711 Iteration 62Q (28.592774 sec): 112 clusters Score: Raw -1794983.041181 + Penalty 105904.781312 = -1689078.259869 nChanged 14 Deleting Class 93 (36 points): Lose 119.900879 but Gain 1225.282174 Iteration 63Q (28.690043 sec): 111 clusters Score: Raw -1794878.196518 + Penalty 104717.184439 = -1690161.012080 nChanged 43 Deleting Class 52 (8 points): Lose 23.607814 but Gain 1122.809630 Iteration 64Q (28.786057 sec): 110 clusters Score: Raw -1794914.049145 + Penalty 103603.445283 = -1691310.603863 nChanged 19 Deleting Class 19 (69 points): Lose 236.781668 but Gain 1335.501389 Iteration 65Q (28.879614 sec): 109 clusters Score: Raw -1794697.954035 + Penalty 102199.013979 = -1692498.940056 nChanged 81 Deleting Class 67 (7 points): Lose 25.257609 but Gain 1115.371930 Iteration 66Q (28.977330 sec): 108 clusters Score: Raw -1794809.251706 + Penalty 101137.789910 = -1693671.461795 nChanged 28 Deleting Class 174 (10 points): Lose 25.509961 but Gain 1115.204614 Iteration 67Q (29.071990 sec): 107 clusters Score: Raw -1794819.498167 + Penalty 100044.225619 = -1694775.272548 nChanged 37 Deleting Class 155 (1 points): Lose 9.438243 but Gain 1098.602292 Iteration 68Q (29.165331 sec): 106 clusters Score: Raw -1794839.491324 + Penalty 98957.505438 = -1695881.985886 nChanged 25 Deleting Class 176 (3 points): Lose 9.514728 but Gain 1095.614226 Iteration 69Q (29.257017 sec): 105 clusters Score: Raw -1794843.671740 + Penalty 97872.696944 = -1696970.974796 nChanged 21 Deleting Class 109 (12 points): Lose 50.696881 but Gain 1136.054617 Iteration 70F (30.251383 sec): 104 clusters Score: Raw -1794806.350591 + Penalty 96751.135158 = -1698055.215433 nChanged 27 Deleting Class 150 (6 points): Lose 33.675774 but Gain 1118.987177 Iteration 71Q (30.344849 sec): 103 clusters Score: Raw -1794799.158049 + Penalty 95647.573714 = -1699151.584336 nChanged 21 Deleting Class 113 (20 points): Lose 34.563419 but Gain 1116.580575 Iteration 72Q (30.440197 sec): 102 clusters Score: Raw -1794778.127703 + Penalty 94558.755551 = -1700219.372152 nChanged 34 Deleting Class 85 (32 points): Lose 135.599244 but Gain 1215.697037 Iteration 73Q (30.535519 sec): 101 clusters Score: Raw -1794673.008776 + Penalty 93378.078763 = -1701294.930013 nChanged 55 Deleting Class 45 (35 points): Lose 138.073640 but Gain 1216.313689 Iteration 74Q (30.627252 sec): 100 clusters Score: Raw -1794591.486431 + Penalty 92243.869446 = -1702347.616984 nChanged 61 Deleting Class 98 (8 points): Lose 36.126511 but Gain 1112.865481 Iteration 75Q (30.720547 sec): 99 clusters Score: Raw -1794635.961261 + Penalty 91177.203963 = -1703458.757298 nChanged 42 Deleting Class 131 (49 points): Lose 165.079649 but Gain 1236.142522 Iteration 76Q (30.811932 sec): 98 clusters Score: Raw -1794502.670133 + Penalty 90018.724975 = -1704483.945157 nChanged 71 Deleting Class 171 (12 points): Lose 61.082193 but Gain 1129.412823 Iteration 77Q (30.903371 sec): 97 clusters Score: Raw -1794533.115058 + Penalty 88838.267660 = -1705694.847398 nChanged 37 Deleting Class 122 (9 points): Lose 42.004650 but Gain 1108.905878 Iteration 78Q (30.992835 sec): 96 clusters Score: Raw -1794518.238279 + Penalty 87800.013516 = -1706718.224763 nChanged 33 Deleting Class 57 (30 points): Lose 110.867801 but Gain 1175.124978 Iteration 79Q (31.083720 sec): 95 clusters Score: Raw -1794441.630078 + Penalty 86662.702434 = -1707778.927643 nChanged 50 Deleting Class 169 (1 points): Lose 2.350733 but Gain 1045.113809 Iteration 80F (32.004520 sec): 94 clusters Score: Raw -1794500.188984 + Penalty 85631.253220 = -1708868.935764 nChanged 23 Deleting Class 105 (5 points): Lose 18.133124 but Gain 1059.940781 Iteration 81Q (32.094128 sec): 93 clusters Score: Raw -1794494.772504 + Penalty 84577.877597 = -1709916.894907 nChanged 14 Deleting Class 162 (15 points): Lose 51.965492 but Gain 1090.575960 Iteration 82Q (32.181772 sec): 92 clusters Score: Raw -1794454.908384 + Penalty 83497.729156 = -1710957.179228 nChanged 28 Deleting Class 54 (74 points): Lose 206.919567 but Gain 1246.351628 Iteration 83Q (32.270852 sec): 91 clusters Score: Raw -1794274.312625 + Penalty 82364.291862 = -1711910.020763 nChanged 91 Deleting Class 130 (1 points): Lose 1.102179 but Gain 1044.009056 Iteration 84Q (32.360548 sec): 90 clusters Score: Raw -1794398.334404 + Penalty 81366.745085 = -1713031.589319 nChanged 20 Deleting Class 70 (12 points): Lose 51.258562 but Gain 1090.735989 Iteration 85Q (32.446887 sec): 89 clusters Score: Raw -1794358.143428 + Penalty 80295.651852 = -1714062.491576 nChanged 21 Deleting Class 124 (12 points): Lose 43.149055 but Gain 1078.627595 Iteration 86Q (32.533054 sec): 88 clusters Score: Raw -1794336.802589 + Penalty 79226.487222 = -1715110.315367 nChanged 24 Deleting Class 32 (158 points): Lose 434.470975 but Gain 1468.319521 Iteration 87Q (32.622209 sec): 87 clusters Score: Raw -1793929.840499 + Penalty 77827.307475 = -1716102.533023 nChanged 175 Deleting Class 108 (27 points): Lose 119.961502 but Gain 1145.536222 Iteration 88Q (32.713456 sec): 86 clusters Score: Raw -1794072.133560 + Penalty 76745.696411 = -1717326.437149 nChanged 61 Deleting Class 60 (10 points): Lose 46.939107 but Gain 1071.701806 Iteration 89Q (32.802563 sec): 85 clusters Score: Raw -1794100.824406 + Penalty 75705.119912 = -1718395.704494 nChanged 42 Deleting Class 104 (9 points): Lose 44.279255 but Gain 1071.148314 Iteration 90F (33.623365 sec): 84 clusters Score: Raw -1794101.334184 + Penalty 74635.058969 = -1719466.275215 nChanged 34 Deleting Class 167 (2 points): Lose 27.132547 but Gain 1048.431465 Iteration 91Q (33.708253 sec): 83 clusters Score: Raw -1794099.488884 + Penalty 73605.139569 = -1720494.349315 nChanged 23 Deleting Class 178 (8 points): Lose 23.826670 but Gain 1040.138484 Iteration 92Q (33.792138 sec): 82 clusters Score: Raw -1794097.312616 + Penalty 72589.513918 = -1721507.798698 nChanged 28 Deleting Class 121 (27 points): Lose 82.122557 but Gain 1091.751835 Iteration 93Q (33.875220 sec): 81 clusters Score: Raw -1794040.297562 + Penalty 71511.707262 = -1722528.590300 nChanged 37 Deleting Class 63 (65 points): Lose 174.461697 but Gain 1172.016125 Iteration 94Q (33.959115 sec): 80 clusters Score: Raw -1793906.075792 + Penalty 70434.003144 = -1723472.072648 nChanged 87 Deleting Class 9 (5 points): Lose 22.264606 but Gain 1018.431592 Iteration 95Q (34.046788 sec): 79 clusters Score: Raw -1793999.414810 + Penalty 69433.542581 = -1724565.872229 nChanged 32 Deleting Class 38 (35 points): Lose 157.080561 but Gain 1147.263744 Iteration 96Q (34.128815 sec): 78 clusters Score: Raw -1793865.054803 + Penalty 68361.470013 = -1725503.584790 nChanged 56 Deleting Class 49 (22 points): Lose 61.714483 but Gain 1050.625298 Iteration 97Q (34.212087 sec): 77 clusters Score: Raw -1793895.381944 + Penalty 67354.271744 = -1726541.110200 nChanged 48 Deleting Class 86 (9 points): Lose 24.376846 but Gain 1008.157874 Iteration 98Q (34.295260 sec): 76 clusters Score: Raw -1793918.192608 + Penalty 66360.939140 = -1727557.253468 nChanged 36 Deleting Class 55 (39 points): Lose 116.886306 but Gain 1095.921837 Iteration 99Q (34.376731 sec): 75 clusters Score: Raw -1793826.322032 + Penalty 65420.084032 = -1728406.238000 nChanged 62 Deleting Class 89 (26 points): Lose 87.672331 but Gain 1058.766927 Iteration 100F (35.084300 sec): 74 clusters Score: Raw -1793820.736067 + Penalty 64430.262255 = -1729390.473812 nChanged 52 Deleting Class 44 (3 points): Lose 6.339123 but Gain 970.660265 Iteration 101Q (35.165014 sec): 73 clusters Score: Raw -1793888.690205 + Penalty 63486.355344 = -1730402.334861 nChanged 28 Deleting Class 41 (10 points): Lose 41.115104 but Gain 997.365860 Iteration 102Q (35.244903 sec): 72 clusters Score: Raw -1793873.387331 + Penalty 62528.398279 = -1731344.989052 nChanged 32 Deleting Class 27 (6 points): Lose 24.068806 but Gain 974.124336 Iteration 103Q (35.324847 sec): 71 clusters Score: Raw -1793883.078079 + Penalty 61565.117933 = -1732317.960146 nChanged 23 Deleting Class 18 (11 points): Lose 60.463754 but Gain 1004.864886 Iteration 104Q (35.410901 sec): 70 clusters Score: Raw -1793839.998881 + Penalty 60604.837788 = -1733235.161093 nChanged 30 Deleting Class 78 (13 points): Lose 41.098728 but Gain 983.548043 Iteration 105Q (35.490597 sec): 69 clusters Score: Raw -1793831.972065 + Penalty 59629.523005 = -1734202.449060 nChanged 34 Deleting Class 31 (7 points): Lose 442.196156 but Gain 1380.786600 Iteration 106Q (35.569250 sec): 68 clusters Score: Raw -1793416.676896 + Penalty 58272.966325 = -1735143.710571 nChanged 30 Deleting Class 47 (13 points): Lose 39.403684 but Gain 965.443069 Iteration 107Q (35.648597 sec): 67 clusters Score: Raw -1793424.661188 + Penalty 57314.726999 = -1736109.934188 nChanged 31 Deleting Class 153 (9 points): Lose 70.915755 but Gain 984.309260 Iteration 108Q (35.730829 sec): 66 clusters Score: Raw -1793374.180490 + Penalty 56520.102126 = -1736854.078364 nChanged 24 Deleting Class 110 (8 points): Lose 45.543286 but Gain 955.576272 Iteration 109Q (35.811546 sec): 65 clusters Score: Raw -1793371.567880 + Penalty 55600.505338 = -1737771.062543 nChanged 24 Deleting Class 114 (7 points): Lose 39.804593 but Gain 946.743409 Iteration 110F (36.429653 sec): 64 clusters Score: Raw -1793359.301253 + Penalty 54660.805790 = -1738698.495464 nChanged 23 Deleting Class 37 (58 points): Lose 145.691120 but Gain 1052.572069 Iteration 111Q (36.507076 sec): 63 clusters Score: Raw -1793227.636577 + Penalty 53632.978488 = -1739594.658089 nChanged 66 Deleting Class 65 (10 points): Lose 103.657229 but Gain 1010.945553 Iteration 112Q (36.588062 sec): 62 clusters Score: Raw -1793205.080849 + Penalty 52644.699990 = -1740560.380859 nChanged 39 Deleting Class 35 (7 points): Lose 30.853556 but Gain 934.564463 Iteration 113Q (36.667000 sec): 61 clusters Score: Raw -1793229.189480 + Penalty 51696.559612 = -1741532.629868 nChanged 28 Deleting Class 62 (45 points): Lose 100.945805 but Gain 1001.505861 Iteration 114Q (36.745088 sec): 60 clusters Score: Raw -1793154.246973 + Penalty 50714.746805 = -1742439.500169 nChanged 71 Deleting Class 194 (1 points): Lose 12.933391 but Gain 913.458062 Iteration 115Q (36.822808 sec): 59 clusters Score: Raw -1793209.573622 + Penalty 49828.306761 = -1743381.266862 nChanged 29 Deleting Class 79 (17 points): Lose 75.786986 but Gain 972.351774 Iteration 116Q (36.901753 sec): 58 clusters Score: Raw -1793144.417026 + Penalty 48877.684783 = -1744266.732242 nChanged 43 Deleting Class 173 (5 points): Lose 24.044439 but Gain 904.316192 Iteration 117Q (36.977849 sec): 57 clusters Score: Raw -1793164.906749 + Penalty 48072.596359 = -1745092.310390 nChanged 28 Deleting Class 189 (1 points): Lose 22.318403 but Gain 893.371953 Iteration 118Q (37.053242 sec): 56 clusters Score: Raw -1793164.514138 + Penalty 47190.693406 = -1745973.820732 nChanged 23 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 -1793164.514138 + Penalty 47190.693406 = -1745973.820732Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 1 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.099538 sec): 2 clusters Score: Raw -131827.481823 + Penalty 589.559898 = -131237.921925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.102413 sec): 3 clusters Score: Raw -130982.192326 + Penalty 1216.724503 = -129765.467823 nChanged 563 SP:Iteration 1F (37.105208 sec): 3 clusters Score: Raw -131453.835850 + Penalty 1260.231916 = -130193.603935 nChanged 176 SP:Iteration 2F (37.108065 sec): 3 clusters Score: Raw -131595.262835 + Penalty 1292.489731 = -130302.773104 nChanged 78 SP:Iteration 3F (37.111000 sec): 3 clusters Score: Raw -131661.402851 + Penalty 1309.585269 = -130351.817583 nChanged 49 SP:Iteration 4Q (37.113851 sec): 3 clusters Score: Raw -131702.584938 + Penalty 1322.382693 = -130380.202245 nChanged 36 SP:Iteration 5Q (37.116526 sec): 3 clusters Score: Raw -131727.091993 + Penalty 1328.943673 = -130398.148320 nChanged 18 SP:Iteration 6Q (37.119142 sec): 3 clusters Score: Raw -131738.094398 + Penalty 1334.540885 = -130403.553513 nChanged 16 SP:Iteration 7Q (37.121719 sec): 3 clusters Score: Raw -131750.968602 + Penalty 1337.811035 = -130413.157567 nChanged 16 SP:Iteration 8Q (37.124212 sec): 3 clusters Score: Raw -131760.894526 + Penalty 1346.821130 = -130414.073396 nChanged 19 SP:Iteration 9Q (37.126728 sec): 3 clusters Score: Raw -131769.758399 + Penalty 1355.458524 = -130414.299875 nChanged 13 SP:Iteration 10F (37.129538 sec): 3 clusters Score: Raw -131774.756147 + Penalty 1360.110325 = -130414.645823 nChanged 8 SP:Iteration 11Q (37.132056 sec): 3 clusters Score: Raw -131777.007604 + Penalty 1364.963113 = -130412.044491 nChanged 6 SP:Iteration 12F (37.134869 sec): 3 clusters Score: Raw -131779.465534 + Penalty 1367.361929 = -130412.103604 nChanged 7 SP:Iteration 13Q (37.137357 sec): 3 clusters Score: Raw -131781.287150 + Penalty 1372.227285 = -130409.059865 nChanged 9 SP:Iteration 14F (37.140099 sec): 3 clusters Score: Raw -131784.813719 + Penalty 1375.541898 = -130409.271821 nChanged 10 SP:Iteration 15Q (37.142583 sec): 3 clusters Score: Raw -131789.568230 + Penalty 1379.594723 = -130409.973507 nChanged 9 SP:Iteration 16Q (37.145059 sec): 3 clusters Score: Raw -131793.670344 + Penalty 1383.239551 = -130410.430793 nChanged 12 SP:Iteration 17Q (37.147500 sec): 3 clusters Score: Raw -131801.725544 + Penalty 1384.867975 = -130416.857569 nChanged 7 SP:Iteration 18Q (37.149907 sec): 3 clusters Score: Raw -131807.626868 + Penalty 1386.916679 = -130420.710189 nChanged 9 SP:Iteration 19Q (37.152398 sec): 3 clusters Score: Raw -131814.561088 + Penalty 1390.123366 = -130424.437722 nChanged 6 SP:Iteration 20F (37.155208 sec): 3 clusters Score: Raw -131817.988355 + Penalty 1395.002318 = -130422.986037 nChanged 6 SP:Iteration 21F (37.157975 sec): 3 clusters Score: Raw -131822.409633 + Penalty 1399.869702 = -130422.539930 nChanged 6 SP:Iteration 22F (37.160806 sec): 3 clusters Score: Raw -131826.189082 + Penalty 1404.550954 = -130421.638128 nChanged 3 SP:Iteration 23F (37.163635 sec): 3 clusters Score: Raw -131828.685100 + Penalty 1415.220523 = -130413.464576 nChanged 4 SP:Iteration 24F (37.166441 sec): 3 clusters Score: Raw -131831.676163 + Penalty 1424.780408 = -130406.895755 nChanged 3 SP:Iteration 25F (37.169262 sec): 3 clusters Score: Raw -131833.424728 + Penalty 1437.290704 = -130396.134024 nChanged 3 SP:Iteration 26F (37.172063 sec): 3 clusters Score: Raw -131837.226961 + Penalty 1447.446638 = -130389.780323 nChanged 4 SP:Iteration 27F (37.174806 sec): 3 clusters Score: Raw -131841.726251 + Penalty 1455.240480 = -130386.485772 nChanged 5 SP:Iteration 28F (37.177572 sec): 3 clusters Score: Raw -131845.924245 + Penalty 1461.775403 = -130384.148842 nChanged 3 SP:Iteration 29F (37.180353 sec): 3 clusters Score: Raw -131850.261166 + Penalty 1460.854288 = -130389.406878 nChanged 3 SP:Iteration 30F (37.183161 sec): 3 clusters Score: Raw -131851.835149 + Penalty 1462.664313 = -130389.170837 nChanged 4 SP:Iteration 31F (37.186024 sec): 3 clusters Score: Raw -131854.611657 + Penalty 1467.389522 = -130387.222135 nChanged 1 SP:Iteration 32F (37.188852 sec): 3 clusters Score: Raw -131855.315663 + Penalty 1474.126581 = -130381.189082 nChanged 2 SP:Iteration 33F (37.191672 sec): 3 clusters Score: Raw -131858.519778 + Penalty 1479.109290 = -130379.410488 nChanged 3 SP:Iteration 34F (37.194444 sec): 3 clusters Score: Raw -131864.688099 + Penalty 1479.470876 = -130385.217224 nChanged 2 SP:Iteration 35Q (37.196780 sec): 3 clusters Score: Raw -131867.380735 + Penalty 1480.581040 = -130386.799696 nChanged 1 SP:Iteration 36Q (37.199126 sec): 3 clusters Score: Raw -131868.850245 + Penalty 1480.197032 = -130388.653213 nChanged 1 SP:Iteration 37Q (37.201469 sec): 3 clusters Score: Raw -131868.907820 + Penalty 1480.197032 = -130388.710788 nChanged 0 SP:Iteration 38F (37.204222 sec): 3 clusters Score: Raw -131868.907820 + Penalty 1480.197032 = -130388.710788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 2 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.206592 sec): 2 clusters Score: Raw -36256.876886 + Penalty 710.672075 = -35546.204812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.207527 sec): 3 clusters Score: Raw -36118.864327 + Penalty 1421.400627 = -34697.463700 nChanged 96 SP:Iteration 1F (37.208447 sec): 3 clusters Score: Raw -36209.734923 + Penalty 1421.520145 = -34788.214778 nChanged 29 SP:Iteration 2F (37.209339 sec): 3 clusters Score: Raw -36245.505936 + Penalty 1421.768655 = -34823.737281 nChanged 12 SP:Iteration 3Q (37.210236 sec): 3 clusters Score: Raw -36257.948846 + Penalty 1422.078792 = -34835.870054 nChanged 6 SP:Iteration 4Q (37.211134 sec): 3 clusters Score: Raw -36265.478429 + Penalty 1421.831622 = -34843.646807 nChanged 4 SP:Iteration 5Q (37.212066 sec): 3 clusters Score: Raw -36276.847538 + Penalty 1421.592389 = -34855.255149 nChanged 5 SP:Iteration 6Q (37.212974 sec): 3 clusters Score: Raw -36288.454349 + Penalty 1421.482107 = -34866.972242 nChanged 6 SP:Iteration 7Q (37.213874 sec): 3 clusters Score: Raw -36295.219888 + Penalty 1421.370417 = -34873.849471 nChanged 4 SP:Iteration 8Q (37.214769 sec): 3 clusters Score: Raw -36298.815897 + Penalty 1421.425684 = -34877.390213 nChanged 1 SP:Iteration 9Q (37.215656 sec): 3 clusters Score: Raw -36300.947810 + Penalty 1421.356863 = -34879.590947 nChanged 1 SP:Iteration 10F (37.216552 sec): 3 clusters Score: Raw -36301.309626 + Penalty 1421.276783 = -34880.032843 nChanged 1 SP:Iteration 11Q (37.217423 sec): 3 clusters Score: Raw -36303.883477 + Penalty 1421.190142 = -34882.693335 nChanged 1 SP:Iteration 12Q (37.218284 sec): 3 clusters Score: Raw -36308.525896 + Penalty 1420.931336 = -34887.594559 nChanged 2 SP:Iteration 13Q (37.219143 sec): 3 clusters Score: Raw -36314.185148 + Penalty 1420.598217 = -34893.586931 nChanged 2 SP:Iteration 14Q (37.220032 sec): 3 clusters Score: Raw -36316.394485 + Penalty 1420.626521 = -34895.767963 nChanged 1 SP:Iteration 15Q (37.220921 sec): 3 clusters Score: Raw -36317.427685 + Penalty 1420.626521 = -34896.801164 nChanged 0 SP:Iteration 16F (37.221807 sec): 3 clusters Score: Raw -36317.427685 + Penalty 1420.626521 = -34896.801164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 3 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.222624 sec): 2 clusters Score: Raw -12758.814509 + Penalty 591.736913 = -12167.077596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.223079 sec): 3 clusters Score: Raw -12764.248178 + Penalty 1183.394687 = -11580.853490 nChanged 17 SP:Iteration 1F (37.223528 sec): 3 clusters Score: Raw -12789.279953 + Penalty 1183.394687 = -11605.885265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.223999 sec): 2 clusters Score: Raw -281.657237 + Penalty 94.757506 = -186.899732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.224214 sec): 3 clusters Score: Raw -273.864500 + Penalty 202.492717 = -71.371783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.224948 sec): 2 clusters Score: Raw -9195.844429 + Penalty 376.014216 = -8819.830213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.225351 sec): 3 clusters Score: Raw -9182.094550 + Penalty 753.469468 = -8428.625082 nChanged 14 SP:Iteration 1F (37.225750 sec): 3 clusters Score: Raw -9206.299407 + Penalty 750.854817 = -8455.444589 nChanged 7 SP:Iteration 2F (37.226148 sec): 3 clusters Score: Raw -9217.735655 + Penalty 751.017281 = -8466.718374 nChanged 5 SP:Iteration 3Q (37.226540 sec): 3 clusters Score: Raw -9225.495140 + Penalty 749.006695 = -8476.488445 nChanged 2 SP:Iteration 4Q (37.226932 sec): 3 clusters Score: Raw -9229.431311 + Penalty 748.644405 = -8480.786906 nChanged 2 SP:Iteration 5Q (37.227315 sec): 3 clusters Score: Raw -9231.384876 + Penalty 748.644405 = -8482.740471 nChanged 0 SP:Iteration 6F (37.227706 sec): 3 clusters Score: Raw -9231.384876 + Penalty 748.644405 = -8482.740471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.228687 sec): 2 clusters Score: Raw -19475.936027 + Penalty 43.176596 = -19432.759432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.229296 sec): 3 clusters Score: Raw -19317.880129 + Penalty 91.186754 = -19226.693375 nChanged 83 SP:Iteration 1F (37.229884 sec): 3 clusters Score: Raw -19402.085052 + Penalty 72.202904 = -19329.882148 nChanged 47 SP:Iteration 2F (37.230397 sec): 3 clusters Score: Raw -19467.922259 + Penalty 43.176596 = -19424.745664 nChanged 7 SP:Iteration 3Q (37.230868 sec): 2 clusters Score: Raw -19475.936027 + Penalty 43.176596 = -19432.759432 nChanged 0 SP:Iteration 4F (37.231350 sec): 2 clusters Score: Raw -19475.936027 + Penalty 43.176596 = -19432.759432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.232188 sec): 2 clusters Score: Raw -14433.472976 + Penalty 571.108440 = -13862.364537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.232681 sec): 3 clusters Score: Raw -14410.383602 + Penalty 1142.273683 = -13268.109919 nChanged 23 SP:Iteration 1F (37.233161 sec): 3 clusters Score: Raw -14440.916416 + Penalty 1142.919826 = -13297.996590 nChanged 5 SP:Iteration 2Q (37.233674 sec): 3 clusters Score: Raw -14455.510584 + Penalty 1143.391378 = -13312.119206 nChanged 2 SP:Iteration 3Q (37.234182 sec): 3 clusters Score: Raw -14458.739538 + Penalty 1143.581990 = -13315.157548 nChanged 1 SP:Iteration 4Q (37.234669 sec): 3 clusters Score: Raw -14459.763008 + Penalty 1143.045645 = -13316.717363 nChanged 1 SP:Iteration 5Q (37.235154 sec): 3 clusters Score: Raw -14465.072856 + Penalty 1143.359293 = -13321.713564 nChanged 4 SP:Iteration 6Q (37.235634 sec): 3 clusters Score: Raw -14471.317896 + Penalty 1143.359293 = -13327.958603 nChanged 0 SP:Iteration 7F (37.236123 sec): 3 clusters Score: Raw -14471.317896 + Penalty 1143.359293 = -13327.958603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.239459 sec): 2 clusters Score: Raw -90733.730161 + Penalty 1057.671266 = -89676.058895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.241607 sec): 3 clusters Score: Raw -90356.441368 + Penalty 2116.912823 = -88239.528546 nChanged 295 SP:Iteration 1F (37.243727 sec): 3 clusters Score: Raw -90579.648591 + Penalty 2118.417198 = -88461.231392 nChanged 83 SP:Iteration 2F (37.245766 sec): 3 clusters Score: Raw -90666.266916 + Penalty 2119.692927 = -88546.573988 nChanged 56 SP:Iteration 3F (37.247729 sec): 3 clusters Score: Raw -90717.606652 + Penalty 2120.775600 = -88596.831053 nChanged 32 SP:Iteration 4Q (37.249649 sec): 3 clusters Score: Raw -90749.408989 + Penalty 2121.102700 = -88628.306289 nChanged 16 SP:Iteration 5Q (37.251613 sec): 3 clusters Score: Raw -90760.572609 + Penalty 2120.872240 = -88639.700369 nChanged 11 SP:Iteration 6Q (37.253540 sec): 3 clusters Score: Raw -90767.535930 + Penalty 2120.872240 = -88646.663689 nChanged 4 SP:Iteration 7Q (37.255496 sec): 3 clusters Score: Raw -90769.391440 + Penalty 2120.806646 = -88648.584794 nChanged 4 SP:Iteration 8Q (37.257427 sec): 3 clusters Score: Raw -90771.631063 + Penalty 2120.874560 = -88650.756503 nChanged 4 SP:Iteration 9Q (37.259336 sec): 3 clusters Score: Raw -90773.733212 + Penalty 2121.131449 = -88652.601763 nChanged 5 SP:Iteration 10F (37.261311 sec): 3 clusters Score: Raw -90776.982559 + Penalty 2121.092992 = -88655.889567 nChanged 7 SP:Iteration 11Q (37.263244 sec): 3 clusters Score: Raw -90780.694411 + Penalty 2120.963281 = -88659.731130 nChanged 4 SP:Iteration 12Q (37.265156 sec): 3 clusters Score: Raw -90783.584650 + Penalty 2120.877730 = -88662.706921 nChanged 2 SP:Iteration 13Q (37.267073 sec): 3 clusters Score: Raw -90785.486231 + Penalty 2120.883240 = -88664.602991 nChanged 3 SP:Iteration 14Q (37.268959 sec): 3 clusters Score: Raw -90788.493184 + Penalty 2120.924796 = -88667.568388 nChanged 2 SP:Iteration 15Q (37.270901 sec): 3 clusters Score: Raw -90791.506189 + Penalty 2120.991728 = -88670.514461 nChanged 4 SP:Iteration 16Q (37.272841 sec): 3 clusters Score: Raw -90794.823929 + Penalty 2121.030630 = -88673.793299 nChanged 4 SP:Iteration 17Q (37.274756 sec): 3 clusters Score: Raw -90798.622969 + Penalty 2121.080399 = -88677.542570 nChanged 6 SP:Iteration 18Q (37.276656 sec): 3 clusters Score: Raw -90804.838506 + Penalty 2121.560041 = -88683.278465 nChanged 8 SP:Iteration 19Q (37.278548 sec): 3 clusters Score: Raw -90810.327534 + Penalty 2121.900015 = -88688.427519 nChanged 5 SP:Iteration 20F (37.280508 sec): 3 clusters Score: Raw -90814.055285 + Penalty 2122.202898 = -88691.852387 nChanged 3 SP:Iteration 21Q (37.282434 sec): 3 clusters Score: Raw -90816.639987 + Penalty 2122.202898 = -88694.437090 nChanged 0 SP:Iteration 22F (37.284392 sec): 3 clusters Score: Raw -90816.639987 + Penalty 2122.202898 = -88694.437090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.286832 sec): 2 clusters Score: Raw -37780.193796 + Penalty 561.194279 = -37218.999517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.287803 sec): 3 clusters Score: Raw -37574.692631 + Penalty 1131.094697 = -36443.597934 nChanged 129 SP:Iteration 1F (37.288758 sec): 3 clusters Score: Raw -37671.586651 + Penalty 1148.469414 = -36523.117237 nChanged 38 SP:Iteration 2F (37.289698 sec): 3 clusters Score: Raw -37712.519114 + Penalty 1166.051056 = -36546.468058 nChanged 22 SP:Iteration 3F (37.290626 sec): 3 clusters Score: Raw -37739.479448 + Penalty 1189.632153 = -36549.847296 nChanged 16 SP:Iteration 4Q (37.291541 sec): 3 clusters Score: Raw -37758.942258 + Penalty 1201.829138 = -36557.113120 nChanged 9 SP:Iteration 5Q (37.292459 sec): 3 clusters Score: Raw -37774.435956 + Penalty 1227.155665 = -36547.280291 nChanged 8 SP:Iteration 6F (37.293373 sec): 3 clusters Score: Raw -37791.054912 + Penalty 1238.350085 = -36552.704827 nChanged 4 SP:Iteration 7Q (37.294224 sec): 3 clusters Score: Raw -37799.660430 + Penalty 1265.935517 = -36533.724913 nChanged 6 SP:Iteration 8F (37.295150 sec): 3 clusters Score: Raw -37813.765143 + Penalty 1277.177023 = -36536.588120 nChanged 2 SP:Iteration 9Q (37.295962 sec): 3 clusters Score: Raw -37820.597704 + Penalty 1280.930183 = -36539.667521 nChanged 2 SP:Iteration 10F (37.296875 sec): 3 clusters Score: Raw -37824.036301 + Penalty 1280.930183 = -36543.106118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.297927 sec): 2 clusters Score: Raw -20778.667579 + Penalty 538.778534 = -20239.889044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.298536 sec): 3 clusters Score: Raw -20702.725625 + Penalty 1107.436285 = -19595.289340 nChanged 46 SP:Iteration 1F (37.299150 sec): 3 clusters Score: Raw -20761.353739 + Penalty 1116.735523 = -19644.618216 nChanged 9 SP:Iteration 2Q (37.299746 sec): 3 clusters Score: Raw -20773.208527 + Penalty 1127.077543 = -19646.130984 nChanged 5 SP:Iteration 3Q (37.300345 sec): 3 clusters Score: Raw -20777.376070 + Penalty 1129.164025 = -19648.212045 nChanged 1 SP:Iteration 4Q (37.300932 sec): 3 clusters Score: Raw -20778.632972 + Penalty 1132.305829 = -19646.327143 nChanged 2 SP:Iteration 5F (37.301524 sec): 3 clusters Score: Raw -20784.971931 + Penalty 1134.829334 = -19650.142597 nChanged 2 SP:Iteration 6Q (37.302107 sec): 3 clusters Score: Raw -20788.498924 + Penalty 1135.516186 = -19652.982738 nChanged 2 SP:Iteration 7Q (37.302688 sec): 3 clusters Score: Raw -20791.918365 + Penalty 1137.687646 = -19654.230718 nChanged 1 SP:Iteration 8Q (37.303267 sec): 3 clusters Score: Raw -20792.592018 + Penalty 1137.687646 = -19654.904371 nChanged 0 SP:Iteration 9F (37.303884 sec): 3 clusters Score: Raw -20792.592018 + Penalty 1137.687646 = -19654.904371 nChanged 0 Memory request: 0.06 GB would take us to total of 0.25 GB. Trying to split cluster 15 (12761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.361758 sec): 2 clusters Score: Raw -1100134.847535 + Penalty 285.560406 = -1099849.287129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.386149 sec): 3 clusters Score: Raw -1091513.653180 + Penalty 689.880447 = -1090823.772733 nChanged 6073 SP:Iteration 1F (37.409625 sec): 3 clusters Score: Raw -1097992.660749 + Penalty 891.477105 = -1097101.183644 nChanged 1608 SP:Iteration 2F (37.433048 sec): 3 clusters Score: Raw -1099759.529765 + Penalty 970.735672 = -1098788.794092 nChanged 292 SP:Iteration 3Q (37.453777 sec): 3 clusters Score: Raw -1100024.996471 + Penalty 1010.929320 = -1099014.067150 nChanged 118 SP:Iteration 4Q (37.472920 sec): 3 clusters Score: Raw -1100128.928926 + Penalty 1045.467510 = -1099083.461417 nChanged 67 SP:Iteration 5Q (37.491604 sec): 3 clusters Score: Raw -1100181.170799 + Penalty 1051.736884 = -1099129.433915 nChanged 27 SP:Iteration 6Q (37.509845 sec): 3 clusters Score: Raw -1100202.774919 + Penalty 1053.090921 = -1099149.683998 nChanged 8 SP:Iteration 7Q (37.528373 sec): 3 clusters Score: Raw -1100205.697408 + Penalty 1056.173763 = -1099149.523645 nChanged 2 SP:Iteration 8F (37.551624 sec): 3 clusters Score: Raw -1100206.322771 + Penalty 1065.280004 = -1099141.042767 nChanged 2 SP:Iteration 9F (37.574736 sec): 3 clusters Score: Raw -1100207.394701 + Penalty 1066.595995 = -1099140.798706 nChanged 1 SP:Iteration 10F (37.597918 sec): 3 clusters Score: Raw -1100207.897738 + Penalty 1078.677182 = -1099129.220556 nChanged 2 SP:Iteration 11F (37.621394 sec): 3 clusters Score: Raw -1100208.762626 + Penalty 1079.902298 = -1099128.860327 nChanged 1 SP:Iteration 12F (37.644755 sec): 3 clusters Score: Raw -1100209.644119 + Penalty 1078.774312 = -1099130.869807 nChanged 1 SP:Iteration 13Q (37.663452 sec): 3 clusters Score: Raw -1100209.758677 + Penalty 1064.775390 = -1099144.983287 nChanged 2 SP:Iteration 14Q (37.681851 sec): 3 clusters Score: Raw -1100213.715261 + Penalty 1063.031391 = -1099150.683869 nChanged 1 SP:Iteration 15Q (37.700007 sec): 3 clusters Score: Raw -1100214.924759 + Penalty 1063.716830 = -1099151.207928 nChanged 3 SP:Iteration 16Q (37.718231 sec): 3 clusters Score: Raw -1100216.762536 + Penalty 1063.716830 = -1099153.045706 nChanged 0 SP:Iteration 17F (37.741636 sec): 3 clusters Score: Raw -1100216.762536 + Penalty 1063.716830 = -1099153.045706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.750020 sec): 2 clusters Score: Raw -515.098026 + Penalty 92.089651 = -423.008375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.750259 sec): 3 clusters Score: Raw -532.017557 + Penalty 184.179302 = -347.838255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.750803 sec): 2 clusters Score: Raw -2516.576861 + Penalty 262.995391 = -2253.581470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.751075 sec): 3 clusters Score: Raw -2516.016630 + Penalty 527.358420 = -1988.658210 nChanged 1 SP:Iteration 1Q (37.751329 sec): 3 clusters Score: Raw -2518.065780 + Penalty 524.147642 = -1993.918138 nChanged 1 SP:Iteration 2Q (37.751581 sec): 3 clusters Score: Raw -2521.997162 + Penalty 524.147642 = -1997.849520 nChanged 0 SP:Iteration 3F (37.751834 sec): 3 clusters Score: Raw -2521.997162 + Penalty 524.147642 = -1997.849520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.752325 sec): 2 clusters Score: Raw -1422.433752 + Penalty 457.275943 = -965.157809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.752564 sec): 3 clusters Score: Raw -1621.390988 + Penalty 914.898688 = -706.492300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.754141 sec): 2 clusters Score: Raw -39688.130473 + Penalty 961.954723 = -38726.175750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.755085 sec): 3 clusters Score: Raw -39618.673357 + Penalty 1923.913797 = -37694.759560 nChanged 68 SP:Iteration 1F (37.756037 sec): 3 clusters Score: Raw -39725.932404 + Penalty 1924.023355 = -37801.909049 nChanged 30 SP:Iteration 2F (37.756948 sec): 3 clusters Score: Raw -39785.938936 + Penalty 1924.011744 = -37861.927193 nChanged 9 SP:Iteration 3Q (37.757829 sec): 3 clusters Score: Raw -39803.115270 + Penalty 1924.021226 = -37879.094045 nChanged 7 SP:Iteration 4Q (37.758703 sec): 3 clusters Score: Raw -39816.721767 + Penalty 1924.016137 = -37892.705631 nChanged 3 SP:Iteration 5Q (37.759578 sec): 3 clusters Score: Raw -39820.838983 + Penalty 1924.016137 = -37896.822847 nChanged 0 SP:Iteration 6F (37.760505 sec): 3 clusters Score: Raw -39820.838983 + Penalty 1924.016137 = -37896.822847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.761638 sec): 2 clusters Score: Raw -22659.859908 + Penalty 798.260959 = -21861.598949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.762322 sec): 3 clusters Score: Raw -22650.264774 + Penalty 1595.872043 = -21054.392731 nChanged 46 SP:Iteration 1F (37.762964 sec): 3 clusters Score: Raw -22729.800890 + Penalty 1595.793086 = -21134.007804 nChanged 8 SP:Iteration 2Q (37.763585 sec): 3 clusters Score: Raw -22745.023917 + Penalty 1595.881380 = -21149.142537 nChanged 2 SP:Iteration 3Q (37.764204 sec): 3 clusters Score: Raw -22749.146078 + Penalty 1595.602710 = -21153.543368 nChanged 2 SP:Iteration 4Q (37.764827 sec): 3 clusters Score: Raw -22751.846881 + Penalty 1595.508862 = -21156.338019 nChanged 1 SP:Iteration 5Q (37.765431 sec): 3 clusters Score: Raw -22753.333663 + Penalty 1595.508862 = -21157.824801 nChanged 0 SP:Iteration 6F (37.766054 sec): 3 clusters Score: Raw -22753.333663 + Penalty 1595.508862 = -21157.824801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.767233 sec): 2 clusters Score: Raw -26019.473878 + Penalty 531.253185 = -25488.220693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.767955 sec): 3 clusters Score: Raw -25904.692570 + Penalty 1063.894779 = -24840.797792 nChanged 72 SP:Iteration 1F (37.768660 sec): 3 clusters Score: Raw -25971.181937 + Penalty 1062.849641 = -24908.332297 nChanged 19 SP:Iteration 2F (37.769361 sec): 3 clusters Score: Raw -25989.102176 + Penalty 1062.574858 = -24926.527318 nChanged 9 SP:Iteration 3Q (37.770063 sec): 3 clusters Score: Raw -26001.464810 + Penalty 1062.342292 = -24939.122517 nChanged 4 SP:Iteration 4Q (37.770773 sec): 3 clusters Score: Raw -26005.706676 + Penalty 1062.157402 = -24943.549274 nChanged 4 SP:Iteration 5Q (37.771468 sec): 3 clusters Score: Raw -26009.108427 + Penalty 1062.185389 = -24946.923038 nChanged 3 SP:Iteration 6Q (37.772163 sec): 3 clusters Score: Raw -26012.240940 + Penalty 1062.061362 = -24950.179578 nChanged 4 SP:Iteration 7Q (37.772858 sec): 3 clusters Score: Raw -26017.403211 + Penalty 1062.126626 = -24955.276585 nChanged 2 SP:Iteration 8Q (37.773551 sec): 3 clusters Score: Raw -26019.760141 + Penalty 1062.050673 = -24957.709468 nChanged 1 SP:Iteration 9Q (37.774244 sec): 3 clusters Score: Raw -26020.077242 + Penalty 1062.050673 = -24958.026569 nChanged 0 SP:Iteration 10F (37.774966 sec): 3 clusters Score: Raw -26020.077242 + Penalty 1062.050673 = -24958.026569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.775576 sec): 2 clusters Score: Raw -4523.519791 + Penalty 281.130665 = -4242.389126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.775875 sec): 3 clusters Score: Raw -4538.390971 + Penalty 578.959442 = -3959.431529 nChanged 5 SP:Iteration 1F (37.776169 sec): 3 clusters Score: Raw -4548.607835 + Penalty 578.959442 = -3969.648394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.776709 sec): 2 clusters Score: Raw -3183.636299 + Penalty 285.895436 = -2897.740863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.776983 sec): 3 clusters Score: Raw -3178.625717 + Penalty 569.821214 = -2608.804503 nChanged 3 SP:Iteration 1F (37.777253 sec): 3 clusters Score: Raw -3185.680294 + Penalty 570.256326 = -2615.423968 nChanged 1 SP:Iteration 2Q (37.777521 sec): 3 clusters Score: Raw -3187.808952 + Penalty 570.256326 = -2617.552626 nChanged 0 SP:Iteration 3F (37.777791 sec): 3 clusters Score: Raw -3187.808952 + Penalty 570.256326 = -2617.552626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.778377 sec): 2 clusters Score: Raw -4429.299601 + Penalty 119.806575 = -4309.493027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.778728 sec): 3 clusters Score: Raw -4467.425144 + Penalty 291.657735 = -4175.767410 nChanged 10 SP:Iteration 1F (37.779046 sec): 3 clusters Score: Raw -4493.499913 + Penalty 323.307905 = -4170.192008 nChanged 3 SP:Iteration 2F (37.779367 sec): 3 clusters Score: Raw -4503.256310 + Penalty 355.497402 = -4147.758908 nChanged 2 SP:Iteration 3F (37.779688 sec): 3 clusters Score: Raw -4511.699119 + Penalty 355.497402 = -4156.201716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.780313 sec): 2 clusters Score: Raw -5717.900793 + Penalty 269.791269 = -5448.109524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.780640 sec): 3 clusters Score: Raw -5707.335364 + Penalty 538.655368 = -5168.679996 nChanged 11 SP:Iteration 1F (37.780961 sec): 3 clusters Score: Raw -5721.366175 + Penalty 539.582538 = -5181.783637 nChanged 1 SP:Iteration 2Q (37.781279 sec): 3 clusters Score: Raw -5724.311466 + Penalty 539.582538 = -5184.728928 nChanged 2 SP:Iteration 3Q (37.781596 sec): 3 clusters Score: Raw -5730.358940 + Penalty 540.978803 = -5189.380137 nChanged 1 SP:Iteration 4Q (37.781915 sec): 3 clusters Score: Raw -5731.783924 + Penalty 540.978803 = -5190.805121 nChanged 0 SP:Iteration 5F (37.782236 sec): 3 clusters Score: Raw -5731.783924 + Penalty 540.978803 = -5190.805121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.782709 sec): 2 clusters Score: Raw -706.723482 + Penalty 149.217473 = -557.506009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.782930 sec): 3 clusters Score: Raw -710.173448 + Penalty 304.710442 = -405.463006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 39 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.785453 sec): 2 clusters Score: Raw -60041.775428 + Penalty 855.438341 = -59186.337087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.786768 sec): 3 clusters Score: Raw -59768.680773 + Penalty 1712.042510 = -58056.638263 nChanged 167 SP:Iteration 1F (37.788058 sec): 3 clusters Score: Raw -59893.821714 + Penalty 1713.975329 = -58179.846384 nChanged 55 SP:Iteration 2F (37.789341 sec): 3 clusters Score: Raw -59954.936914 + Penalty 1717.028477 = -58237.908438 nChanged 37 SP:Iteration 3F (37.790639 sec): 3 clusters Score: Raw -59998.729578 + Penalty 1719.121638 = -58279.607940 nChanged 25 SP:Iteration 4Q (37.791917 sec): 3 clusters Score: Raw -60023.435942 + Penalty 1719.888135 = -58303.547807 nChanged 17 SP:Iteration 5Q (37.793182 sec): 3 clusters Score: Raw -60043.191145 + Penalty 1720.750549 = -58322.440597 nChanged 8 SP:Iteration 6Q (37.794439 sec): 3 clusters Score: Raw -60052.905666 + Penalty 1721.443562 = -58331.462104 nChanged 11 SP:Iteration 7Q (37.795718 sec): 3 clusters Score: Raw -60060.743487 + Penalty 1722.828707 = -58337.914780 nChanged 10 SP:Iteration 8Q (37.796972 sec): 3 clusters Score: Raw -60069.024163 + Penalty 1723.803585 = -58345.220578 nChanged 6 SP:Iteration 9Q (37.798224 sec): 3 clusters Score: Raw -60072.112941 + Penalty 1723.909313 = -58348.203628 nChanged 4 SP:Iteration 10F (37.799499 sec): 3 clusters Score: Raw -60074.727087 + Penalty 1724.044203 = -58350.682884 nChanged 5 SP:Iteration 11Q (37.800775 sec): 3 clusters Score: Raw -60081.138275 + Penalty 1723.821484 = -58357.316791 nChanged 5 SP:Iteration 12Q (37.802062 sec): 3 clusters Score: Raw -60091.351006 + Penalty 1723.874821 = -58367.476185 nChanged 6 SP:Iteration 13Q (37.803310 sec): 3 clusters Score: Raw -60097.376905 + Penalty 1724.197467 = -58373.179439 nChanged 6 SP:Iteration 14Q (37.804582 sec): 3 clusters Score: Raw -60103.493371 + Penalty 1723.796133 = -58379.697238 nChanged 2 SP:Iteration 15Q (37.805860 sec): 3 clusters Score: Raw -60105.905517 + Penalty 1723.796133 = -58382.109383 nChanged 0 SP:Iteration 16F (37.807133 sec): 3 clusters Score: Raw -60105.905517 + Penalty 1723.796133 = -58382.109383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 40 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.810584 sec): 2 clusters Score: Raw -60509.161534 + Penalty 640.451951 = -59868.709583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.811929 sec): 3 clusters Score: Raw -60195.852086 + Penalty 1282.749973 = -58913.102113 nChanged 206 SP:Iteration 1F (37.813243 sec): 3 clusters Score: Raw -60322.406539 + Penalty 1286.347378 = -59036.059161 nChanged 59 SP:Iteration 2F (37.814562 sec): 3 clusters Score: Raw -60371.890330 + Penalty 1291.675962 = -59080.214369 nChanged 42 SP:Iteration 3F (37.815897 sec): 3 clusters Score: Raw -60413.488270 + Penalty 1298.939163 = -59114.549106 nChanged 34 SP:Iteration 4F (37.817220 sec): 3 clusters Score: Raw -60448.618291 + Penalty 1301.248053 = -59147.370238 nChanged 19 SP:Iteration 5Q (37.818531 sec): 3 clusters Score: Raw -60467.213599 + Penalty 1303.203668 = -59164.009932 nChanged 14 SP:Iteration 6Q (37.819811 sec): 3 clusters Score: Raw -60476.392788 + Penalty 1305.127440 = -59171.265349 nChanged 9 SP:Iteration 7Q (37.821133 sec): 3 clusters Score: Raw -60484.867463 + Penalty 1310.324935 = -59174.542528 nChanged 7 SP:Iteration 8Q (37.822400 sec): 3 clusters Score: Raw -60491.591849 + Penalty 1312.448157 = -59179.143691 nChanged 4 SP:Iteration 9Q (37.823655 sec): 3 clusters Score: Raw -60495.638818 + Penalty 1311.896782 = -59183.742036 nChanged 4 SP:Iteration 10F (37.824994 sec): 3 clusters Score: Raw -60501.479336 + Penalty 1307.752125 = -59193.727211 nChanged 6 SP:Iteration 11Q (37.826318 sec): 3 clusters Score: Raw -60509.415195 + Penalty 1319.019214 = -59190.395981 nChanged 7 SP:Iteration 12F (37.827705 sec): 3 clusters Score: Raw -60521.920358 + Penalty 1322.500794 = -59199.419565 nChanged 5 SP:Iteration 13Q (37.828958 sec): 3 clusters Score: Raw -60527.115179 + Penalty 1326.217096 = -59200.898083 nChanged 2 SP:Iteration 14Q (37.830162 sec): 3 clusters Score: Raw -60527.551300 + Penalty 1326.251143 = -59201.300157 nChanged 1 SP:Iteration 15Q (37.831352 sec): 3 clusters Score: Raw -60528.457609 + Penalty 1326.251143 = -59202.206466 nChanged 0 SP:Iteration 16F (37.832661 sec): 3 clusters Score: Raw -60528.457609 + Penalty 1326.251143 = -59202.206466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.833758 sec): 2 clusters Score: Raw -4146.080788 + Penalty 352.719365 = -3793.361423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.834048 sec): 3 clusters Score: Raw -4142.631795 + Penalty 704.882189 = -3437.749606 nChanged 3 SP:Iteration 1F (37.834333 sec): 3 clusters Score: Raw -4147.044409 + Penalty 708.192692 = -3438.851717 nChanged 2 SP:Iteration 2Q (37.834629 sec): 3 clusters Score: Raw -4150.623127 + Penalty 722.335693 = -3428.287434 nChanged 3 SP:Iteration 3F (37.834914 sec): 3 clusters Score: Raw -4154.224401 + Penalty 722.335693 = -3431.888708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 43 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.835630 sec): 2 clusters Score: Raw -7215.087732 + Penalty 464.557114 = -6750.530618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.835983 sec): 3 clusters Score: Raw -7218.688080 + Penalty 928.754487 = -6289.933593 nChanged 8 SP:Iteration 1F (37.836329 sec): 3 clusters Score: Raw -7233.549953 + Penalty 930.539986 = -6303.009967 nChanged 2 SP:Iteration 2Q (37.836671 sec): 3 clusters Score: Raw -7239.124498 + Penalty 934.424964 = -6304.699534 nChanged 3 SP:Iteration 3Q (37.837014 sec): 3 clusters Score: Raw -7247.675025 + Penalty 935.586965 = -6312.088060 nChanged 1 SP:Iteration 4Q (37.837383 sec): 3 clusters Score: Raw -7250.843437 + Penalty 935.586965 = -6315.256472 nChanged 0 SP:Iteration 5F (37.837736 sec): 3 clusters Score: Raw -7250.843437 + Penalty 935.586965 = -6315.256472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 46 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.838776 sec): 2 clusters Score: Raw -8247.561083 + Penalty 447.033760 = -7800.527323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.839145 sec): 3 clusters Score: Raw -8244.716475 + Penalty 891.097142 = -7353.619333 nChanged 10 SP:Iteration 1F (37.839509 sec): 3 clusters Score: Raw -8260.300148 + Penalty 891.322132 = -7368.978016 nChanged 1 SP:Iteration 2Q (37.839867 sec): 3 clusters Score: Raw -8261.429089 + Penalty 891.515706 = -7369.913383 nChanged 2 SP:Iteration 3Q (37.840223 sec): 3 clusters Score: Raw -8263.204556 + Penalty 892.656938 = -7370.547618 nChanged 1 SP:Iteration 4Q (37.840581 sec): 3 clusters Score: Raw -8264.853537 + Penalty 892.656938 = -7372.196599 nChanged 0 SP:Iteration 5F (37.840941 sec): 3 clusters Score: Raw -8264.853537 + Penalty 892.656938 = -7372.196599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 48 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.841925 sec): 2 clusters Score: Raw -6922.075351 + Penalty 462.004499 = -6460.070852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.842274 sec): 3 clusters Score: Raw -6916.994937 + Penalty 921.683377 = -5995.311560 nChanged 2 SP:Iteration 1Q (37.842615 sec): 3 clusters Score: Raw -6920.796431 + Penalty 921.917962 = -5998.878468 nChanged 1 SP:Iteration 2Q (37.842955 sec): 3 clusters Score: Raw -6922.513667 + Penalty 922.787055 = -5999.726613 nChanged 1 SP:Iteration 3Q (37.843295 sec): 3 clusters Score: Raw -6924.002597 + Penalty 922.787055 = -6001.215543 nChanged 0 SP:Iteration 4F (37.843636 sec): 3 clusters Score: Raw -6924.002597 + Penalty 922.787055 = -6001.215543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 50 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.844459 sec): 2 clusters Score: Raw -2313.741251 + Penalty 309.476518 = -2004.264733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.844713 sec): 3 clusters Score: Raw -2331.056095 + Penalty 619.712606 = -1711.343489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.845469 sec): 2 clusters Score: Raw -311.292497 + Penalty 6.931472 = -304.361025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.845657 sec): 3 clusters Score: Raw -316.623037 + Penalty 13.862944 = -302.760093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 56 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.846479 sec): 2 clusters Score: Raw -3201.483043 + Penalty 331.191746 = -2870.291297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.846752 sec): 3 clusters Score: Raw -3210.485026 + Penalty 664.672469 = -2545.812558 nChanged 1 SP:Iteration 1Q (37.847014 sec): 3 clusters Score: Raw -3214.314059 + Penalty 664.734986 = -2549.579073 nChanged 1 SP:Iteration 2Q (37.847276 sec): 3 clusters Score: Raw -3218.459859 + Penalty 664.734986 = -2553.724873 nChanged 0 SP:Iteration 3F (37.847544 sec): 3 clusters Score: Raw -3218.459859 + Penalty 664.734986 = -2553.724873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.848296 sec): 2 clusters Score: Raw -445.044301 + Penalty 131.223890 = -313.820410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.848531 sec): 3 clusters Score: Raw -448.032556 + Penalty 256.876001 = -191.156555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 61 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.849544 sec): 2 clusters Score: Raw -9425.868518 + Penalty 508.862683 = -8917.005835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.849934 sec): 3 clusters Score: Raw -9416.342632 + Penalty 1020.691776 = -8395.650857 nChanged 9 SP:Iteration 1F (37.850315 sec): 3 clusters Score: Raw -9432.238229 + Penalty 1021.943290 = -8410.294939 nChanged 1 SP:Iteration 2Q (37.850697 sec): 3 clusters Score: Raw -9433.651512 + Penalty 1021.943290 = -8411.708223 nChanged 0 SP:Iteration 3F (37.851079 sec): 3 clusters Score: Raw -9433.651512 + Penalty 1021.943290 = -8411.708223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 64 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.854936 sec): 2 clusters Score: Raw -66647.520102 + Penalty 928.033608 = -65719.486493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.856385 sec): 3 clusters Score: Raw -66413.003801 + Penalty 1855.442901 = -64557.560900 nChanged 174 SP:Iteration 1F (37.857778 sec): 3 clusters Score: Raw -66562.692565 + Penalty 1855.061901 = -64707.630664 nChanged 45 SP:Iteration 2F (37.859164 sec): 3 clusters Score: Raw -66601.855171 + Penalty 1855.123777 = -64746.731394 nChanged 17 SP:Iteration 3Q (37.860584 sec): 3 clusters Score: Raw -66619.003153 + Penalty 1854.911600 = -64764.091554 nChanged 13 SP:Iteration 4Q (37.861979 sec): 3 clusters Score: Raw -66632.699351 + Penalty 1855.059185 = -64777.640166 nChanged 13 SP:Iteration 5Q (37.863363 sec): 3 clusters Score: Raw -66644.195089 + Penalty 1855.109884 = -64789.085204 nChanged 1 SP:Iteration 6Q (37.864768 sec): 3 clusters Score: Raw -66644.494097 + Penalty 1855.109884 = -64789.384212 nChanged 0 SP:Iteration 7F (37.866178 sec): 3 clusters Score: Raw -66644.494097 + Penalty 1855.109884 = -64789.384212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.867688 sec): 2 clusters Score: Raw -1450.446083 + Penalty 256.688822 = -1193.757262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.867940 sec): 3 clusters Score: Raw -1451.055139 + Penalty 519.769665 = -931.285473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 72 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.868427 sec): 2 clusters Score: Raw -959.926852 + Penalty 145.137268 = -814.789584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.868655 sec): 3 clusters Score: Raw -964.033401 + Penalty 275.491626 = -688.541775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.869123 sec): 2 clusters Score: Raw -621.206492 + Penalty 119.228876 = -501.977616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.869342 sec): 3 clusters Score: Raw -634.743350 + Penalty 235.356692 = -399.386658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 92 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.869838 sec): 2 clusters Score: Raw -1557.708480 + Penalty 250.597473 = -1307.111007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.870077 sec): 3 clusters Score: Raw -1582.260281 + Penalty 508.489829 = -1073.770452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 94 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.871105 sec): 2 clusters Score: Raw -20813.163973 + Penalty 659.807364 = -20153.356609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.871747 sec): 3 clusters Score: Raw -20769.309177 + Penalty 1319.188760 = -19450.120417 nChanged 38 SP:Iteration 1F (37.872348 sec): 3 clusters Score: Raw -20834.709849 + Penalty 1319.139488 = -19515.570361 nChanged 7 SP:Iteration 2Q (37.872935 sec): 3 clusters Score: Raw -20846.246985 + Penalty 1318.997107 = -19527.249878 nChanged 4 SP:Iteration 3Q (37.873526 sec): 3 clusters Score: Raw -20853.957694 + Penalty 1319.003533 = -19534.954162 nChanged 5 SP:Iteration 4Q (37.874097 sec): 3 clusters Score: Raw -20861.088550 + Penalty 1318.747883 = -19542.340667 nChanged 1 SP:Iteration 5Q (37.874676 sec): 3 clusters Score: Raw -20863.214478 + Penalty 1318.747883 = -19544.466595 nChanged 0 SP:Iteration 6F (37.875263 sec): 3 clusters Score: Raw -20863.214478 + Penalty 1318.747883 = -19544.466595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 95 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.875749 sec): 2 clusters Score: Raw -730.710593 + Penalty 177.991259 = -552.719334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.875967 sec): 3 clusters Score: Raw -725.629366 + Penalty 177.991259 = -547.638107 nChanged 1 SP:Iteration 1F (37.876164 sec): 2 clusters Score: Raw -730.710593 + Penalty 177.991259 = -552.719334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.876628 sec): 2 clusters Score: Raw -545.133267 + Penalty 145.313324 = -399.819944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.876843 sec): 3 clusters Score: Raw -542.780609 + Penalty 307.387465 = -235.393144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.877295 sec): 2 clusters Score: Raw -179.639424 + Penalty 56.154427 = -123.484997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.877488 sec): 2 clusters Score: Raw -179.639424 + Penalty 56.154427 = -123.484997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.877945 sec): 2 clusters Score: Raw -368.742384 + Penalty 118.620946 = -250.121438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.878157 sec): 3 clusters Score: Raw -362.792153 + Penalty 249.944239 = -112.847914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.878602 sec): 2 clusters Score: Raw -88.402992 + Penalty 0.000000 = -88.402992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.878789 sec): 2 clusters Score: Raw -88.402992 + Penalty 0.000000 = -88.402992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.879234 sec): 2 clusters Score: Raw -88.992394 + Penalty 0.000000 = -88.992394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.879420 sec): 2 clusters Score: Raw -88.992394 + Penalty 0.000000 = -88.992394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.879861 sec): 2 clusters Score: Raw -89.654333 + Penalty 0.000000 = -89.654333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.880044 sec): 2 clusters Score: Raw -89.654333 + Penalty 0.000000 = -89.654333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.880497 sec): 2 clusters Score: Raw -184.011348 + Penalty 47.667872 = -136.343476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.880707 sec): 2 clusters Score: Raw -184.011348 + Penalty 47.667872 = -136.343476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.881168 sec): 2 clusters Score: Raw -460.046348 + Penalty 70.445743 = -389.600605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.881377 sec): 3 clusters Score: Raw -450.723674 + Penalty 139.494167 = -311.229507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.881825 sec): 2 clusters Score: Raw -175.518943 + Penalty 19.851476 = -155.667467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.882018 sec): 3 clusters Score: Raw -170.606091 + Penalty 39.702951 = -130.903140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 156 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.882472 sec): 2 clusters Score: Raw -264.061517 + Penalty 59.660201 = -204.401316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.882667 sec): 2 clusters Score: Raw -264.061517 + Penalty 59.660201 = -204.401316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.883123 sec): 2 clusters Score: Raw -263.140805 + Penalty 47.033203 = -216.107602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.883325 sec): 3 clusters Score: Raw -262.475719 + Penalty 95.013234 = -167.462485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.883776 sec): 2 clusters Score: Raw -179.546980 + Penalty 65.750107 = -113.796873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.883972 sec): 2 clusters Score: Raw -179.546980 + Penalty 65.750107 = -113.796873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.884416 sec): 2 clusters Score: Raw -162.309602 + Penalty 11.846681 = -150.462921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.884613 sec): 3 clusters Score: Raw -164.545710 + Penalty 23.693361 = -140.852349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.885112 sec): 2 clusters Score: Raw -1641.319654 + Penalty 241.593333 = -1399.726320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.885353 sec): 3 clusters Score: Raw -1654.717319 + Penalty 479.283517 = -1175.433803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.885814 sec): 2 clusters Score: Raw -420.731217 + Penalty 76.508327 = -344.222891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.886011 sec): 2 clusters Score: Raw -420.731217 + Penalty 76.508327 = -344.222891 nChanged 0 Deleting Class 3 (136 points): Lose 329.179662 but Gain 1195.081843 Iteration 119Q (37.978450 sec): 55 clusters Score: Raw -1792855.368710 + Penalty 46045.234045 = -1746810.134665 nChanged 159 Deleting Class 50 (25 points): Lose 92.776730 but Gain 955.619755 Iteration 120F (38.502540 sec): 54 clusters Score: Raw -1793005.635573 + Penalty 45191.044467 = -1747814.591105 nChanged 74 Deleting Class 4 (3 points): Lose 3.862241 but Gain 857.296021 Iteration 121Q (38.577045 sec): 53 clusters Score: Raw -1793083.179665 + Penalty 44335.688373 = -1748747.491293 nChanged 39 Deleting Class 42 (45 points): Lose 87.024936 but Gain 939.418634 Iteration 122Q (38.649643 sec): 52 clusters Score: Raw -1793025.693377 + Penalty 43416.417921 = -1749609.275457 nChanged 64 Deleting Class 68 (16 points): Lose 70.386897 but Gain 920.201939 Iteration 123Q (38.722678 sec): 51 clusters Score: Raw -1793020.358216 + Penalty 42566.183748 = -1750454.174468 nChanged 41 Deleting Class 95 (9 points): Lose 48.785004 but Gain 892.804623 Iteration 124Q (38.794130 sec): 50 clusters Score: Raw -1793019.243517 + Penalty 41686.692797 = -1751332.550720 nChanged 37 Deleting Class 56 (34 points): Lose 92.837073 but Gain 933.500240 Iteration 125Q (38.865054 sec): 49 clusters Score: Raw -1792959.815908 + Penalty 40709.269065 = -1752250.546844 nChanged 63 Deleting Class 172 (2 points): Lose 105.067048 but Gain 942.828375 Iteration 126Q (38.936305 sec): 48 clusters Score: Raw -1792923.125666 + Penalty 39875.508147 = -1753047.617519 nChanged 26 Deleting Class 107 (5 points): Lose 58.579137 but Gain 940.395933 Iteration 127Q (39.009882 sec): 47 clusters Score: Raw -1792899.146350 + Penalty 38951.180464 = -1753947.965887 nChanged 29 Deleting Class 117 (3 points): Lose 9.997902 but Gain 837.804476 Iteration 128Q (39.080796 sec): 46 clusters Score: Raw -1792912.957539 + Penalty 38122.412652 = -1754790.544887 nChanged 19 Deleting Class 61 (105 points): Lose 289.739876 but Gain 1117.303987 Iteration 129Q (39.160147 sec): 45 clusters Score: Raw -1792639.573305 + Penalty 37057.768344 = -1755581.804961 nChanged 119 Deleting Class 48 (91 points): Lose 280.571129 but Gain 1090.422772 Iteration 130F (39.584965 sec): 44 clusters Score: Raw -1792513.955824 + Penalty 36017.427875 = -1756496.527949 nChanged 129 Deleting Class 43 (91 points): Lose 265.419175 but Gain 1057.151336 Iteration 131Q (39.654907 sec): 43 clusters Score: Raw -1792416.205716 + Penalty 35049.716910 = -1757366.488806 nChanged 165 Deleting Class 99 (6 points): Lose 28.667806 but Gain 806.097117 Iteration 132Q (39.723367 sec): 42 clusters Score: Raw -1792583.142091 + Penalty 34258.655511 = -1758324.486581 nChanged 87 Deleting Class 46 (130 points): Lose 307.489584 but Gain 1057.054015 Iteration 133Q (39.790302 sec): 41 clusters Score: Raw -1792331.084251 + Penalty 33250.649184 = -1759080.435067 nChanged 180 Deleting Class 28 (36 points): Lose 58.222492 but Gain 815.495729 Iteration 134Q (39.858406 sec): 40 clusters Score: Raw -1792462.232085 + Penalty 32438.227643 = -1760024.004442 nChanged 118 Deleting Class 24 (237 points): Lose 719.341528 but Gain 1456.482584 Iteration 135Q (39.923919 sec): 39 clusters Score: Raw -1791814.977261 + Penalty 31069.063845 = -1760745.913416 nChanged 301 Deleting Class 92 (17 points): Lose 144.528294 but Gain 879.142042 Iteration 136Q (39.992191 sec): 38 clusters Score: Raw -1792191.256639 + Penalty 30203.475918 = -1761987.780721 nChanged 94 Deleting Class 7 (133 points): Lose 415.140131 but Gain 1148.009720 Iteration 137Q (40.056411 sec): 37 clusters Score: Raw -1791846.810677 + Penalty 29105.272783 = -1762741.537894 nChanged 186 Deleting Class 20 (26 points): Lose 56.093919 but Gain 779.232713 Iteration 138Q (40.121831 sec): 36 clusters Score: Raw -1792038.944206 + Penalty 28328.729599 = -1763710.214607 nChanged 87 Deleting Class 34 (6 points): Lose 14.871265 but Gain 759.971607 Iteration 139Q (40.184347 sec): 35 clusters Score: Raw -1792080.219948 + Penalty 27597.342227 = -1764482.877721 nChanged 40 Deleting Class 94 (224 points): Lose 528.720965 but Gain 1223.816004 Iteration 140F (40.517038 sec): 34 clusters Score: Raw -1791574.403154 + Penalty 26397.708344 = -1765176.694810 nChanged 255 Deleting Class 58 (4 points): Lose 77.286176 but Gain 757.256502 Iteration 141Q (40.581843 sec): 33 clusters Score: Raw -1791851.758856 + Penalty 25614.176977 = -1766237.581879 nChanged 84 Deleting Class 137 (2 points): Lose 15.571868 but Gain 683.536871 Iteration 142Q (40.646178 sec): 32 clusters Score: Raw -1791929.273548 + Penalty 24951.307456 = -1766977.966092 nChanged 56 Deleting Class 126 (1 points): Lose 11.406162 but Gain 670.735623 Iteration 143Q (40.707849 sec): 31 clusters Score: Raw -1791947.545931 + Penalty 24293.934120 = -1767653.611810 nChanged 53 Deleting Class 133 (1 points): Lose 82.455691 but Gain 721.210457 Iteration 144Q (40.771050 sec): 30 clusters Score: Raw -1791884.128447 + Penalty 23566.746590 = -1768317.381856 nChanged 42 Deleting Class 14 (222 points): Lose 405.007080 but Gain 1003.677818 Iteration 145Q (40.832705 sec): 29 clusters Score: Raw -1791494.598487 + Penalty 22591.527803 = -1768903.070684 nChanged 262 Deleting Class 134 (1 points): Lose 78.344841 but Gain 675.881490 Iteration 146Q (40.894720 sec): 28 clusters Score: Raw -1791766.123687 + Penalty 22110.944115 = -1769655.179572 nChanged 91 Deleting Class 197 (75 points): Lose 319.265742 but Gain 914.825352 Iteration 147Q (40.955360 sec): 27 clusters Score: Raw -1791551.453035 + Penalty 21452.593990 = -1770098.859045 nChanged 128 Deleting Class 72 (26 points): Lose 141.213642 but Gain 793.024574 Iteration 148Q (41.015423 sec): 26 clusters Score: Raw -1791602.539322 + Penalty 20898.376619 = -1770704.162703 nChanged 82 Deleting Class 26 (56 points): Lose 173.200368 but Gain 742.603909 Iteration 149Q (41.074415 sec): 25 clusters Score: Raw -1791552.602864 + Penalty 20095.913987 = -1771456.688876 nChanged 102 Deleting Class 21 (17 points): Lose 1037.770806 but Gain 1604.208138 Iteration 150F (41.321199 sec): 24 clusters Score: Raw -1790651.737502 + Penalty 18564.961010 = -1772086.776492 nChanged 59 Deleting Class 76 (7 points): Lose 83.660119 but Gain 609.004227 Iteration 151Q (41.379149 sec): 23 clusters Score: Raw -1790676.236247 + Penalty 17986.210124 = -1772690.026123 nChanged 42 Deleting Class 156 (6 points): Lose 54.755784 but Gain 535.857444 Iteration 152Q (41.438189 sec): 22 clusters Score: Raw -1790645.692262 + Penalty 17442.408414 = -1773203.283848 nChanged 32 Deleting Class 144 (6 points): Lose 18.644493 but Gain 463.350842 Iteration 153Q (41.495851 sec): 21 clusters Score: Raw -1790646.933752 + Penalty 16977.816817 = -1773669.116936 nChanged 25 Deleting Class 16 (6 points): Lose 109.275827 but Gain 510.849248 Iteration 154Q (41.552775 sec): 20 clusters Score: Raw -1790549.662386 + Penalty 16447.475868 = -1774102.186518 nChanged 22 Deleting Class 159 (3 points): Lose 37.167640 but Gain 425.521731 Iteration 155Q (41.609709 sec): 19 clusters Score: Raw -1790528.773539 + Penalty 16030.350442 = -1774498.423097 nChanged 19 Deleting Class 5 (155 points): Lose 478.810187 but Gain 760.012424 Iteration 156Q (41.665180 sec): 18 clusters Score: Raw -1790062.805086 + Penalty 15257.636592 = -1774805.168494 nChanged 168 Deleting Class 146 (2 points): Lose 18.808767 but Gain 284.661656 Iteration 157Q (41.720858 sec): 17 clusters Score: Raw -1790325.082009 + Penalty 14972.706234 = -1775352.375776 nChanged 70 Deleting Class 199 (46 points): Lose 590.697664 but Gain 737.527121 Iteration 158Q (41.775043 sec): 16 clusters Score: Raw -1789781.992549 + Penalty 14243.243255 = -1775538.749294 nChanged 98 Deleting Class 195 (3 points): Lose 237.056228 but Gain 338.544713 Iteration 159Q (41.829591 sec): 15 clusters Score: Raw -1789741.865464 + Penalty 13854.154151 = -1775887.711312 nChanged 72 Deleting Class 33 (200 points): Lose 723.965410 but Gain 796.828496 Iteration 160F (41.982485 sec): 14 clusters Score: Raw -1789107.984188 + Penalty 13094.399776 = -1776013.584412 nChanged 255 Iteration 161Q (42.035694 sec): 14 clusters Score: Raw -1789565.770148 + Penalty 13109.255109 = -1776456.515039 nChanged 73 Iteration 162Q (42.088022 sec): 14 clusters Score: Raw -1789602.194123 + Penalty 13114.651324 = -1776487.542800 nChanged 57 Deleting Class 11 (399 points): Lose 938.388160 but Gain 943.696291 Iteration 163Q (42.140504 sec): 13 clusters Score: Raw -1788684.884427 + Penalty 12186.703061 = -1776498.181366 nChanged 427 Iteration 164Q (42.192211 sec): 13 clusters Score: Raw -1789398.395881 + Penalty 12198.454632 = -1777199.941249 nChanged 116 Iteration 165Q (42.242563 sec): 13 clusters Score: Raw -1789433.581652 + Penalty 12198.236289 = -1777235.345363 nChanged 59 Iteration 166Q (42.291791 sec): 13 clusters Score: Raw -1789444.787329 + Penalty 12194.891593 = -1777249.895736 nChanged 35 Iteration 167Q (42.341920 sec): 13 clusters Score: Raw -1789452.488850 + Penalty 12192.151438 = -1777260.337412 nChanged 36 Iteration 168Q (42.391293 sec): 13 clusters Score: Raw -1789460.701714 + Penalty 12191.572890 = -1777269.128825 nChanged 26 Iteration 169Q (42.441077 sec): 13 clusters Score: Raw -1789468.202903 + Penalty 12187.814545 = -1777280.388358 nChanged 30 Iteration 170F (42.575412 sec): 13 clusters Score: Raw -1789539.003386 + Penalty 12219.683700 = -1777319.319685 nChanged 24 Iteration 171Q (42.625498 sec): 13 clusters Score: Raw -1789650.574960 + Penalty 12232.260493 = -1777418.314467 nChanged 14 Iteration 172Q (42.675566 sec): 13 clusters Score: Raw -1789686.331063 + Penalty 12232.182729 = -1777454.148334 nChanged 12 Iteration 173Q (42.725559 sec): 13 clusters Score: Raw -1789686.969685 + Penalty 12231.366657 = -1777455.603027 nChanged 3 Iteration 174Q (42.775624 sec): 13 clusters Score: Raw -1789687.161421 + Penalty 12231.366657 = -1777455.794764 nChanged 0 Iteration 175F (42.910427 sec): 13 clusters Score: Raw -1789732.486375 + Penalty 12273.066973 = -1777459.419401 nChanged 4 Iteration 176Q (42.960741 sec): 13 clusters Score: Raw -1789840.115093 + Penalty 12293.282960 = -1777546.832133 nChanged 5 Iteration 177Q (43.011238 sec): 13 clusters Score: Raw -1789864.803394 + Penalty 12288.634594 = -1777576.168800 nChanged 1 Iteration 178Q (43.061490 sec): 13 clusters Score: Raw -1789865.082469 + Penalty 12288.634594 = -1777576.447875 nChanged 0 Iteration 179F (43.196156 sec): 13 clusters Score: Raw -1789898.140492 + Penalty 12296.813876 = -1777601.326615 nChanged 2 Iteration 180F (43.330510 sec): 13 clusters Score: Raw -1789941.462550 + Penalty 12293.117587 = -1777648.344963 nChanged 1 Iteration 181Q (43.380776 sec): 13 clusters Score: Raw -1789943.188549 + Penalty 12293.117587 = -1777650.070962 nChanged 0 Iteration 182F (43.515756 sec): 13 clusters Score: Raw -1789943.188549 + Penalty 12293.117587 = -1777650.070962 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 -1789943.188549 + Penalty 12293.117587 = -1777650.070962Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 1 (1763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.563349 sec): 2 clusters Score: Raw -162936.059714 + Penalty 666.305968 = -162269.753746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.566739 sec): 3 clusters Score: Raw -161877.867137 + Penalty 1330.276418 = -160547.590719 nChanged 739 SP:Iteration 1F (43.570070 sec): 3 clusters Score: Raw -162265.780574 + Penalty 1327.684166 = -160938.096409 nChanged 230 SP:Iteration 2F (43.573343 sec): 3 clusters Score: Raw -162401.344436 + Penalty 1326.266656 = -161075.077780 nChanged 127 SP:Iteration 3F (43.576665 sec): 3 clusters Score: Raw -162472.075476 + Penalty 1326.747858 = -161145.327618 nChanged 99 SP:Iteration 4F (43.579996 sec): 3 clusters Score: Raw -162547.669962 + Penalty 1333.109801 = -161214.560161 nChanged 108 SP:Iteration 5F (43.583248 sec): 3 clusters Score: Raw -162644.235547 + Penalty 1345.554257 = -161298.681290 nChanged 101 SP:Iteration 6F (43.586509 sec): 3 clusters Score: Raw -162734.047309 + Penalty 1358.792325 = -161375.254984 nChanged 94 SP:Iteration 7F (43.589792 sec): 3 clusters Score: Raw -162802.847930 + Penalty 1369.749645 = -161433.098285 nChanged 76 SP:Iteration 8Q (43.592979 sec): 3 clusters Score: Raw -162862.367549 + Penalty 1378.307011 = -161484.060538 nChanged 49 SP:Iteration 9Q (43.596144 sec): 3 clusters Score: Raw -162886.390731 + Penalty 1384.771683 = -161501.619049 nChanged 26 SP:Iteration 10F (43.599425 sec): 3 clusters Score: Raw -162896.608295 + Penalty 1392.297757 = -161504.310538 nChanged 21 SP:Iteration 11Q (43.602428 sec): 3 clusters Score: Raw -162903.049466 + Penalty 1399.938389 = -161503.111076 nChanged 18 SP:Iteration 12F (43.605694 sec): 3 clusters Score: Raw -162912.615260 + Penalty 1411.056140 = -161501.559120 nChanged 25 SP:Iteration 13F (43.608984 sec): 3 clusters Score: Raw -162928.291558 + Penalty 1422.544910 = -161505.746648 nChanged 19 SP:Iteration 14Q (43.612015 sec): 3 clusters Score: Raw -162939.569219 + Penalty 1431.224139 = -161508.345080 nChanged 18 SP:Iteration 15Q (43.614976 sec): 3 clusters Score: Raw -162949.397361 + Penalty 1442.221895 = -161507.175466 nChanged 18 SP:Iteration 16F (43.618292 sec): 3 clusters Score: Raw -162962.442700 + Penalty 1453.982317 = -161508.460383 nChanged 16 SP:Iteration 17Q (43.621239 sec): 3 clusters Score: Raw -162972.391802 + Penalty 1459.867541 = -161512.524261 nChanged 12 SP:Iteration 18Q (43.624172 sec): 3 clusters Score: Raw -162979.756832 + Penalty 1469.897951 = -161509.858881 nChanged 15 SP:Iteration 19F (43.627456 sec): 3 clusters Score: Raw -162988.157918 + Penalty 1475.779189 = -161512.378729 nChanged 16 SP:Iteration 20F (43.630773 sec): 3 clusters Score: Raw -162995.606844 + Penalty 1484.613102 = -161510.993741 nChanged 15 SP:Iteration 21F (43.634046 sec): 3 clusters Score: Raw -163003.755250 + Penalty 1490.205136 = -161513.550114 nChanged 10 SP:Iteration 22Q (43.636903 sec): 3 clusters Score: Raw -163009.562656 + Penalty 1494.855749 = -161514.706907 nChanged 8 SP:Iteration 23Q (43.639770 sec): 3 clusters Score: Raw -163013.719881 + Penalty 1495.877441 = -161517.842440 nChanged 7 SP:Iteration 24Q (43.642550 sec): 3 clusters Score: Raw -163016.812899 + Penalty 1496.821344 = -161519.991555 nChanged 5 SP:Iteration 25Q (43.645358 sec): 3 clusters Score: Raw -163019.421309 + Penalty 1498.295380 = -161521.125929 nChanged 4 SP:Iteration 26Q (43.648178 sec): 3 clusters Score: Raw -163021.506822 + Penalty 1499.190332 = -161522.316490 nChanged 3 SP:Iteration 27Q (43.650970 sec): 3 clusters Score: Raw -163024.423543 + Penalty 1499.012069 = -161525.411474 nChanged 2 SP:Iteration 28Q (43.653789 sec): 3 clusters Score: Raw -163026.568317 + Penalty 1499.232596 = -161527.335721 nChanged 2 SP:Iteration 29Q (43.656584 sec): 3 clusters Score: Raw -163028.521775 + Penalty 1499.594844 = -161528.926931 nChanged 1 SP:Iteration 30F (43.659906 sec): 3 clusters Score: Raw -163028.851589 + Penalty 1499.594844 = -161529.256744 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 2 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.663221 sec): 2 clusters Score: Raw -55335.182003 + Penalty 830.068246 = -54505.113757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.664499 sec): 3 clusters Score: Raw -55109.731541 + Penalty 1659.951585 = -53449.779956 nChanged 171 SP:Iteration 1F (43.665739 sec): 3 clusters Score: Raw -55265.783420 + Penalty 1659.926904 = -53605.856516 nChanged 36 SP:Iteration 2F (43.666967 sec): 3 clusters Score: Raw -55303.388201 + Penalty 1660.093441 = -53643.294760 nChanged 13 SP:Iteration 3Q (43.668185 sec): 3 clusters Score: Raw -55316.487468 + Penalty 1659.872952 = -53656.614517 nChanged 11 SP:Iteration 4Q (43.669415 sec): 3 clusters Score: Raw -55324.561982 + Penalty 1659.465570 = -53665.096413 nChanged 7 SP:Iteration 5Q (43.670627 sec): 3 clusters Score: Raw -55330.934078 + Penalty 1659.432056 = -53671.502022 nChanged 5 SP:Iteration 6Q (43.671834 sec): 3 clusters Score: Raw -55335.497799 + Penalty 1659.270136 = -53676.227664 nChanged 5 SP:Iteration 7Q (43.673038 sec): 3 clusters Score: Raw -55340.715111 + Penalty 1659.817931 = -53680.897179 nChanged 7 SP:Iteration 8Q (43.674258 sec): 3 clusters Score: Raw -55346.943992 + Penalty 1661.100569 = -53685.843424 nChanged 5 SP:Iteration 9Q (43.675462 sec): 3 clusters Score: Raw -55351.812110 + Penalty 1662.135944 = -53689.676165 nChanged 5 SP:Iteration 10F (43.676685 sec): 3 clusters Score: Raw -55360.693575 + Penalty 1663.494412 = -53697.199163 nChanged 6 SP:Iteration 11Q (43.677907 sec): 3 clusters Score: Raw -55365.164654 + Penalty 1664.246514 = -53700.918139 nChanged 6 SP:Iteration 12Q (43.679110 sec): 3 clusters Score: Raw -55369.457488 + Penalty 1664.096275 = -53705.361213 nChanged 8 SP:Iteration 13Q (43.680338 sec): 3 clusters Score: Raw -55374.970330 + Penalty 1665.206771 = -53709.763559 nChanged 3 SP:Iteration 14Q (43.681535 sec): 3 clusters Score: Raw -55377.459160 + Penalty 1666.895653 = -53710.563507 nChanged 3 SP:Iteration 15Q (43.682728 sec): 3 clusters Score: Raw -55378.903325 + Penalty 1668.041306 = -53710.862018 nChanged 2 SP:Iteration 16Q (43.683944 sec): 3 clusters Score: Raw -55380.102641 + Penalty 1668.957523 = -53711.145118 nChanged 2 SP:Iteration 17Q (43.685144 sec): 3 clusters Score: Raw -55381.854260 + Penalty 1670.491674 = -53711.362586 nChanged 2 SP:Iteration 18Q (43.686335 sec): 3 clusters Score: Raw -55382.770989 + Penalty 1671.982742 = -53710.788247 nChanged 2 SP:Iteration 19F (43.687570 sec): 3 clusters Score: Raw -55385.225003 + Penalty 1676.103990 = -53709.121013 nChanged 5 SP:Iteration 20F (43.688838 sec): 3 clusters Score: Raw -55387.874727 + Penalty 1677.282630 = -53710.592098 nChanged 2 SP:Iteration 21Q (43.690048 sec): 3 clusters Score: Raw -55390.234764 + Penalty 1681.082457 = -53709.152307 nChanged 5 SP:Iteration 22F (43.691268 sec): 3 clusters Score: Raw -55396.492894 + Penalty 1687.134512 = -53709.358382 nChanged 10 SP:Iteration 23Q (43.692456 sec): 3 clusters Score: Raw -55406.691603 + Penalty 1690.353507 = -53716.338096 nChanged 4 SP:Iteration 24Q (43.693651 sec): 3 clusters Score: Raw -55409.527686 + Penalty 1692.547531 = -53716.980156 nChanged 5 SP:Iteration 25Q (43.694838 sec): 3 clusters Score: Raw -55415.615426 + Penalty 1692.829494 = -53722.785932 nChanged 1 SP:Iteration 26Q (43.696017 sec): 3 clusters Score: Raw -55416.338752 + Penalty 1694.145749 = -53722.193003 nChanged 1 SP:Iteration 27F (43.697233 sec): 3 clusters Score: Raw -55419.105070 + Penalty 1695.098998 = -53724.006072 nChanged 1 SP:Iteration 28Q (43.698432 sec): 3 clusters Score: Raw -55419.733614 + Penalty 1697.343726 = -53722.389888 nChanged 2 SP:Iteration 29F (43.699653 sec): 3 clusters Score: Raw -55421.857980 + Penalty 1698.935339 = -53722.922641 nChanged 1 SP:Iteration 30F (43.700876 sec): 3 clusters Score: Raw -55422.366736 + Penalty 1698.935339 = -53723.431397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.701874 sec): 2 clusters Score: Raw -19475.936027 + Penalty 43.176596 = -19432.759432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.702489 sec): 3 clusters Score: Raw -19318.416084 + Penalty 82.082000 = -19236.334084 nChanged 94 SP:Iteration 1F (43.703075 sec): 3 clusters Score: Raw -19424.944243 + Penalty 78.119888 = -19346.824355 nChanged 27 SP:Iteration 2F (43.703616 sec): 3 clusters Score: Raw -19456.715694 + Penalty 43.176596 = -19413.539098 nChanged 16 SP:Iteration 3F (43.704078 sec): 2 clusters Score: Raw -19475.936027 + Penalty 43.176596 = -19432.759432 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.707089 sec): 2 clusters Score: Raw -82216.323575 + Penalty 1046.339744 = -81169.983831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.708926 sec): 3 clusters Score: Raw -81928.112669 + Penalty 2093.048346 = -79835.064323 nChanged 266 SP:Iteration 1F (43.710716 sec): 3 clusters Score: Raw -82171.592996 + Penalty 2093.414999 = -80078.177997 nChanged 74 SP:Iteration 2F (43.712469 sec): 3 clusters Score: Raw -82256.139962 + Penalty 2094.140671 = -80161.999291 nChanged 41 SP:Iteration 3Q (43.714247 sec): 3 clusters Score: Raw -82296.493029 + Penalty 2094.861041 = -80201.631989 nChanged 23 SP:Iteration 4Q (43.716003 sec): 3 clusters Score: Raw -82319.256691 + Penalty 2094.579866 = -80224.676825 nChanged 22 SP:Iteration 5Q (43.717748 sec): 3 clusters Score: Raw -82336.163285 + Penalty 2094.722556 = -80241.440729 nChanged 11 SP:Iteration 6Q (43.719471 sec): 3 clusters Score: Raw -82344.281137 + Penalty 2094.831163 = -80249.449975 nChanged 10 SP:Iteration 7Q (43.721259 sec): 3 clusters Score: Raw -82352.783546 + Penalty 2095.443510 = -80257.340036 nChanged 12 SP:Iteration 8Q (43.723034 sec): 3 clusters Score: Raw -82363.178527 + Penalty 2095.914438 = -80267.264090 nChanged 4 SP:Iteration 9Q (43.724794 sec): 3 clusters Score: Raw -82365.745211 + Penalty 2096.323391 = -80269.421820 nChanged 6 SP:Iteration 10F (43.726564 sec): 3 clusters Score: Raw -82369.060189 + Penalty 2096.376387 = -80272.683802 nChanged 9 SP:Iteration 11Q (43.728312 sec): 3 clusters Score: Raw -82375.748918 + Penalty 2097.548687 = -80278.200231 nChanged 8 SP:Iteration 12Q (43.730053 sec): 3 clusters Score: Raw -82387.039785 + Penalty 2097.594910 = -80289.444876 nChanged 5 SP:Iteration 13Q (43.731874 sec): 3 clusters Score: Raw -82391.741000 + Penalty 2097.517473 = -80294.223527 nChanged 6 SP:Iteration 14Q (43.733710 sec): 3 clusters Score: Raw -82398.693770 + Penalty 2098.141817 = -80300.551952 nChanged 4 SP:Iteration 15Q (43.735484 sec): 3 clusters Score: Raw -82403.677582 + Penalty 2098.631741 = -80305.045841 nChanged 5 SP:Iteration 16Q (43.737189 sec): 3 clusters Score: Raw -82408.602903 + Penalty 2098.345951 = -80310.256952 nChanged 5 SP:Iteration 17Q (43.738929 sec): 3 clusters Score: Raw -82412.642586 + Penalty 2099.968515 = -80312.674071 nChanged 6 SP:Iteration 18Q (43.740655 sec): 3 clusters Score: Raw -82418.857918 + Penalty 2101.303576 = -80317.554342 nChanged 6 SP:Iteration 19Q (43.742375 sec): 3 clusters Score: Raw -82425.662535 + Penalty 2101.791710 = -80323.870825 nChanged 2 SP:Iteration 20F (43.744149 sec): 3 clusters Score: Raw -82427.202194 + Penalty 2102.014768 = -80325.187426 nChanged 1 SP:Iteration 21Q (43.745871 sec): 3 clusters Score: Raw -82428.388185 + Penalty 2102.044588 = -80326.343597 nChanged 1 SP:Iteration 22Q (43.747623 sec): 3 clusters Score: Raw -82428.952752 + Penalty 2102.101124 = -80326.851628 nChanged 1 SP:Iteration 23Q (43.749363 sec): 3 clusters Score: Raw -82429.554478 + Penalty 2102.101124 = -80327.453354 nChanged 0 SP:Iteration 24F (43.751127 sec): 3 clusters Score: Raw -82429.554478 + Penalty 2102.101124 = -80327.453354 nChanged 0 Memory request: 0.06 GB would take us to total of 0.25 GB. Trying to split cluster 15 (13030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.814261 sec): 2 clusters Score: Raw -1122501.725842 + Penalty 289.806483 = -1122211.919358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.839981 sec): 3 clusters Score: Raw -1113846.870712 + Penalty 846.320279 = -1113000.550433 nChanged 6260 SP:Iteration 1F (43.864920 sec): 3 clusters Score: Raw -1121772.329110 + Penalty 980.799916 = -1120791.529194 nChanged 560 SP:Iteration 2Q (43.889752 sec): 3 clusters Score: Raw -1122350.522677 + Penalty 1008.918372 = -1121341.604305 nChanged 120 SP:Iteration 3Q (43.910062 sec): 3 clusters Score: Raw -1122433.691637 + Penalty 1017.960715 = -1121415.730922 nChanged 68 SP:Iteration 4Q (43.929658 sec): 3 clusters Score: Raw -1122477.941640 + Penalty 1034.778635 = -1121443.163006 nChanged 50 SP:Iteration 5Q (43.948572 sec): 3 clusters Score: Raw -1122512.209204 + Penalty 1044.848100 = -1121467.361104 nChanged 32 SP:Iteration 6Q (43.967533 sec): 3 clusters Score: Raw -1122529.949112 + Penalty 1051.556992 = -1121478.392121 nChanged 17 SP:Iteration 7Q (43.986083 sec): 3 clusters Score: Raw -1122538.074985 + Penalty 1052.458887 = -1121485.616098 nChanged 6 SP:Iteration 8Q (44.004812 sec): 3 clusters Score: Raw -1122542.317198 + Penalty 1057.687073 = -1121484.630125 nChanged 5 SP:Iteration 9F (44.028787 sec): 3 clusters Score: Raw -1122544.410891 + Penalty 1064.235844 = -1121480.175046 nChanged 3 SP:Iteration 10F (44.052457 sec): 3 clusters Score: Raw -1122546.113888 + Penalty 1063.159964 = -1121482.953924 nChanged 2 SP:Iteration 11Q (44.071470 sec): 3 clusters Score: Raw -1122547.040647 + Penalty 1061.662112 = -1121485.378535 nChanged 2 SP:Iteration 12Q (44.089968 sec): 3 clusters Score: Raw -1122547.221943 + Penalty 1062.350302 = -1121484.871641 nChanged 1 SP:Iteration 13F (44.113613 sec): 3 clusters Score: Raw -1122548.191720 + Penalty 1066.606808 = -1121481.584912 nChanged 2 SP:Iteration 14F (44.137338 sec): 3 clusters Score: Raw -1122548.896514 + Penalty 1072.234711 = -1121476.661804 nChanged 2 SP:Iteration 15F (44.160927 sec): 3 clusters Score: Raw -1122549.384687 + Penalty 1080.356315 = -1121469.028372 nChanged 3 SP:Iteration 16F (44.184706 sec): 3 clusters Score: Raw -1122551.032004 + Penalty 1087.431637 = -1121463.600368 nChanged 3 SP:Iteration 17F (44.208581 sec): 3 clusters Score: Raw -1122552.777090 + Penalty 1095.872097 = -1121456.904993 nChanged 6 SP:Iteration 18F (44.232102 sec): 3 clusters Score: Raw -1122556.560752 + Penalty 1090.706483 = -1121465.854269 nChanged 4 SP:Iteration 19Q (44.250752 sec): 3 clusters Score: Raw -1122558.874889 + Penalty 1091.398481 = -1121467.476408 nChanged 5 SP:Iteration 20F (44.274922 sec): 3 clusters Score: Raw -1122561.264364 + Penalty 1093.994878 = -1121467.269486 nChanged 1 SP:Iteration 21F (44.298863 sec): 3 clusters Score: Raw -1122561.367732 + Penalty 1093.994878 = -1121467.372855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.307800 sec): 2 clusters Score: Raw -40527.621010 + Penalty 967.138686 = -39560.482325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.308723 sec): 3 clusters Score: Raw -40454.722270 + Penalty 1934.561642 = -38520.160628 nChanged 83 SP:Iteration 1F (44.309650 sec): 3 clusters Score: Raw -40567.816224 + Penalty 1934.679391 = -38633.136833 nChanged 18 SP:Iteration 2Q (44.310554 sec): 3 clusters Score: Raw -40599.841721 + Penalty 1934.756483 = -38665.085238 nChanged 9 SP:Iteration 3Q (44.311443 sec): 3 clusters Score: Raw -40619.787887 + Penalty 1934.711909 = -38685.075978 nChanged 6 SP:Iteration 4Q (44.312326 sec): 3 clusters Score: Raw -40631.751524 + Penalty 1934.775416 = -38696.976108 nChanged 5 SP:Iteration 5Q (44.313209 sec): 3 clusters Score: Raw -40641.797017 + Penalty 1934.815375 = -38706.981642 nChanged 3 SP:Iteration 6Q (44.314110 sec): 3 clusters Score: Raw -40644.891028 + Penalty 1934.815375 = -38710.075652 nChanged 0 SP:Iteration 7F (44.315018 sec): 3 clusters Score: Raw -40644.891028 + Penalty 1934.815375 = -38710.075652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.317299 sec): 2 clusters Score: Raw -42846.536348 + Penalty 569.304061 = -42277.232287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.318355 sec): 3 clusters Score: Raw -42644.992592 + Penalty 1140.524972 = -41504.467620 nChanged 147 SP:Iteration 1F (44.319412 sec): 3 clusters Score: Raw -42773.211801 + Penalty 1144.004150 = -41629.207651 nChanged 56 SP:Iteration 2F (44.320458 sec): 3 clusters Score: Raw -42836.787867 + Penalty 1150.681368 = -41686.106499 nChanged 34 SP:Iteration 3F (44.321491 sec): 3 clusters Score: Raw -42873.430811 + Penalty 1154.802724 = -41718.628086 nChanged 22 SP:Iteration 4Q (44.322509 sec): 3 clusters Score: Raw -42894.786772 + Penalty 1157.178786 = -41737.607986 nChanged 15 SP:Iteration 5Q (44.323519 sec): 3 clusters Score: Raw -42904.027863 + Penalty 1161.764873 = -41742.262990 nChanged 7 SP:Iteration 6Q (44.324544 sec): 3 clusters Score: Raw -42907.313141 + Penalty 1162.062334 = -41745.250807 nChanged 1 SP:Iteration 7Q (44.325549 sec): 3 clusters Score: Raw -42907.644039 + Penalty 1163.681883 = -41743.962156 nChanged 1 SP:Iteration 8F (44.326583 sec): 3 clusters Score: Raw -42908.260064 + Penalty 1166.169648 = -41742.090416 nChanged 3 SP:Iteration 9F (44.327611 sec): 3 clusters Score: Raw -42910.686540 + Penalty 1162.689846 = -41747.996693 nChanged 5 SP:Iteration 10F (44.328642 sec): 3 clusters Score: Raw -42914.936115 + Penalty 1163.266665 = -41751.669450 nChanged 2 SP:Iteration 11Q (44.329689 sec): 3 clusters Score: Raw -42915.571267 + Penalty 1166.462009 = -41749.109257 nChanged 2 SP:Iteration 12F (44.330770 sec): 3 clusters Score: Raw -42916.862027 + Penalty 1167.943445 = -41748.918582 nChanged 2 SP:Iteration 13F (44.331884 sec): 3 clusters Score: Raw -42917.571764 + Penalty 1166.925356 = -41750.646408 nChanged 1 SP:Iteration 14Q (44.332963 sec): 3 clusters Score: Raw -42917.895896 + Penalty 1167.441279 = -41750.454617 nChanged 2 SP:Iteration 15F (44.334070 sec): 3 clusters Score: Raw -42918.304162 + Penalty 1168.106740 = -41750.197422 nChanged 2 SP:Iteration 16F (44.335196 sec): 3 clusters Score: Raw -42919.236613 + Penalty 1165.590614 = -41753.646000 nChanged 2 SP:Iteration 17Q (44.336279 sec): 3 clusters Score: Raw -42920.250274 + Penalty 1165.055391 = -41755.194883 nChanged 1 SP:Iteration 18Q (44.337359 sec): 3 clusters Score: Raw -42920.828286 + Penalty 1164.811135 = -41756.017152 nChanged 1 SP:Iteration 19Q (44.338432 sec): 3 clusters Score: Raw -42921.569285 + Penalty 1164.466895 = -41757.102390 nChanged 2 SP:Iteration 20F (44.339545 sec): 3 clusters Score: Raw -42923.586816 + Penalty 1162.099469 = -41761.487347 nChanged 2 SP:Iteration 21Q (44.340626 sec): 3 clusters Score: Raw -42924.796708 + Penalty 1162.099469 = -41762.697239 nChanged 0 SP:Iteration 22F (44.341736 sec): 3 clusters Score: Raw -42924.796708 + Penalty 1162.099469 = -41762.697239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.342946 sec): 2 clusters Score: Raw -7258.447397 + Penalty 245.894187 = -7012.553209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.343355 sec): 3 clusters Score: Raw -7374.637238 + Penalty 499.936984 = -6874.700254 nChanged 17 SP:Iteration 1F (44.343753 sec): 3 clusters Score: Raw -7399.177506 + Penalty 512.455162 = -6886.722345 nChanged 9 SP:Iteration 2F (44.344155 sec): 3 clusters Score: Raw -7426.010882 + Penalty 531.296952 = -6894.713930 nChanged 7 SP:Iteration 3F (44.344554 sec): 3 clusters Score: Raw -7444.100672 + Penalty 554.147400 = -6889.953271 nChanged 4 SP:Iteration 4F (44.344951 sec): 3 clusters Score: Raw -7456.342496 + Penalty 580.813494 = -6875.529001 nChanged 3 SP:Iteration 5F (44.345346 sec): 3 clusters Score: Raw -7465.495393 + Penalty 617.032903 = -6848.462490 nChanged 3 SP:Iteration 6F (44.345742 sec): 3 clusters Score: Raw -7477.156552 + Penalty 671.004767 = -6806.151786 nChanged 3 SP:Iteration 7F (44.346138 sec): 3 clusters Score: Raw -7496.117790 + Penalty 693.301480 = -6802.816310 nChanged 1 SP:Iteration 8F (44.346534 sec): 3 clusters Score: Raw -7511.318296 + Penalty 718.603844 = -6792.714452 nChanged 1 SP:Iteration 9F (44.346929 sec): 3 clusters Score: Raw -7528.061617 + Penalty 718.603844 = -6809.457772 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 39 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.351064 sec): 2 clusters Score: Raw -66416.468429 + Penalty 885.013222 = -65531.455207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.352565 sec): 3 clusters Score: Raw -66118.634252 + Penalty 1769.786463 = -64348.847789 nChanged 187 SP:Iteration 1F (44.353980 sec): 3 clusters Score: Raw -66265.425312 + Penalty 1769.313956 = -64496.111357 nChanged 59 SP:Iteration 2F (44.355382 sec): 3 clusters Score: Raw -66320.727751 + Penalty 1769.599696 = -64551.128055 nChanged 26 SP:Iteration 3Q (44.356771 sec): 3 clusters Score: Raw -66341.012611 + Penalty 1769.700191 = -64571.312420 nChanged 17 SP:Iteration 4Q (44.358159 sec): 3 clusters Score: Raw -66353.590123 + Penalty 1769.475264 = -64584.114860 nChanged 13 SP:Iteration 5Q (44.359566 sec): 3 clusters Score: Raw -66365.114965 + Penalty 1769.095707 = -64596.019257 nChanged 10 SP:Iteration 6Q (44.360960 sec): 3 clusters Score: Raw -66372.281153 + Penalty 1768.705536 = -64603.575617 nChanged 11 SP:Iteration 7Q (44.362364 sec): 3 clusters Score: Raw -66380.584513 + Penalty 1769.398722 = -64611.185791 nChanged 9 SP:Iteration 8Q (44.363800 sec): 3 clusters Score: Raw -66385.833010 + Penalty 1770.386300 = -64615.446710 nChanged 8 SP:Iteration 9Q (44.365185 sec): 3 clusters Score: Raw -66391.419930 + Penalty 1770.868314 = -64620.551616 nChanged 5 SP:Iteration 10F (44.366579 sec): 3 clusters Score: Raw -66395.533878 + Penalty 1772.354549 = -64623.179329 nChanged 9 SP:Iteration 11Q (44.367979 sec): 3 clusters Score: Raw -66404.382699 + Penalty 1774.521592 = -64629.861108 nChanged 12 SP:Iteration 12Q (44.369353 sec): 3 clusters Score: Raw -66412.866089 + Penalty 1776.582022 = -64636.284067 nChanged 11 SP:Iteration 13Q (44.370735 sec): 3 clusters Score: Raw -66420.954938 + Penalty 1779.728030 = -64641.226908 nChanged 12 SP:Iteration 14Q (44.372106 sec): 3 clusters Score: Raw -66431.445287 + Penalty 1782.683152 = -64648.762134 nChanged 10 SP:Iteration 15Q (44.373482 sec): 3 clusters Score: Raw -66442.844856 + Penalty 1786.006645 = -64656.838211 nChanged 14 SP:Iteration 16Q (44.374852 sec): 3 clusters Score: Raw -66455.952993 + Penalty 1788.626398 = -64667.326595 nChanged 7 SP:Iteration 17Q (44.376210 sec): 3 clusters Score: Raw -66460.981696 + Penalty 1789.822710 = -64671.158987 nChanged 6 SP:Iteration 18Q (44.377649 sec): 3 clusters Score: Raw -66466.820523 + Penalty 1791.399492 = -64675.421032 nChanged 5 SP:Iteration 19Q (44.379019 sec): 3 clusters Score: Raw -66472.850856 + Penalty 1792.227691 = -64680.623164 nChanged 4 SP:Iteration 20F (44.380426 sec): 3 clusters Score: Raw -66478.655244 + Penalty 1795.798862 = -64682.856381 nChanged 7 SP:Iteration 21Q (44.381796 sec): 3 clusters Score: Raw -66485.623072 + Penalty 1798.729912 = -64686.893160 nChanged 6 SP:Iteration 22Q (44.383149 sec): 3 clusters Score: Raw -66492.651863 + Penalty 1800.591823 = -64692.060041 nChanged 5 SP:Iteration 23Q (44.384497 sec): 3 clusters Score: Raw -66496.747271 + Penalty 1800.591823 = -64696.155448 nChanged 0 SP:Iteration 24F (44.385891 sec): 3 clusters Score: Raw -66496.747271 + Penalty 1800.591823 = -64696.155448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 40 (1823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.395942 sec): 2 clusters Score: Raw -166129.093647 + Penalty 780.041043 = -165349.052604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.399443 sec): 3 clusters Score: Raw -165073.169299 + Penalty 1562.825989 = -163510.343310 nChanged 704 SP:Iteration 1F (44.402902 sec): 3 clusters Score: Raw -165516.149670 + Penalty 1567.562556 = -163948.587113 nChanged 253 SP:Iteration 2F (44.406343 sec): 3 clusters Score: Raw -165754.073794 + Penalty 1570.823252 = -164183.250541 nChanged 153 SP:Iteration 3F (44.409791 sec): 3 clusters Score: Raw -165898.937180 + Penalty 1574.333695 = -164324.603484 nChanged 106 SP:Iteration 4F (44.413317 sec): 3 clusters Score: Raw -165979.661978 + Penalty 1577.651056 = -164402.010923 nChanged 71 SP:Iteration 5Q (44.416697 sec): 3 clusters Score: Raw -166025.270283 + Penalty 1581.827179 = -164443.443104 nChanged 55 SP:Iteration 6Q (44.420088 sec): 3 clusters Score: Raw -166073.647701 + Penalty 1588.819658 = -164484.828043 nChanged 52 SP:Iteration 7Q (44.423462 sec): 3 clusters Score: Raw -166119.223850 + Penalty 1593.734644 = -164525.489205 nChanged 44 SP:Iteration 8Q (44.426833 sec): 3 clusters Score: Raw -166146.958182 + Penalty 1597.909114 = -164549.049067 nChanged 24 SP:Iteration 9Q (44.430181 sec): 3 clusters Score: Raw -166160.527931 + Penalty 1602.088378 = -164558.439553 nChanged 28 SP:Iteration 10F (44.433568 sec): 3 clusters Score: Raw -166174.303470 + Penalty 1606.371977 = -164567.931493 nChanged 27 SP:Iteration 11Q (44.436800 sec): 3 clusters Score: Raw -166186.132750 + Penalty 1609.844583 = -164576.288167 nChanged 24 SP:Iteration 12Q (44.440096 sec): 3 clusters Score: Raw -166194.785051 + Penalty 1612.772436 = -164582.012615 nChanged 20 SP:Iteration 13Q (44.443366 sec): 3 clusters Score: Raw -166205.987247 + Penalty 1615.093559 = -164590.893688 nChanged 18 SP:Iteration 14Q (44.446614 sec): 3 clusters Score: Raw -166211.516919 + Penalty 1616.398314 = -164595.118605 nChanged 10 SP:Iteration 15Q (44.449908 sec): 3 clusters Score: Raw -166214.282633 + Penalty 1617.102105 = -164597.180527 nChanged 7 SP:Iteration 16Q (44.453175 sec): 3 clusters Score: Raw -166216.586995 + Penalty 1618.341913 = -164598.245083 nChanged 7 SP:Iteration 17Q (44.456443 sec): 3 clusters Score: Raw -166217.970105 + Penalty 1619.737236 = -164598.232869 nChanged 6 SP:Iteration 18F (44.459893 sec): 3 clusters Score: Raw -166219.729451 + Penalty 1621.201724 = -164598.527727 nChanged 6 SP:Iteration 19Q (44.463283 sec): 3 clusters Score: Raw -166221.610930 + Penalty 1622.234467 = -164599.376464 nChanged 4 SP:Iteration 20F (44.466727 sec): 3 clusters Score: Raw -166222.558202 + Penalty 1622.908019 = -164599.650184 nChanged 3 SP:Iteration 21Q (44.469934 sec): 3 clusters Score: Raw -166223.055537 + Penalty 1623.866222 = -164599.189315 nChanged 3 SP:Iteration 22F (44.473321 sec): 3 clusters Score: Raw -166223.387078 + Penalty 1624.177220 = -164599.209858 nChanged 1 SP:Iteration 23Q (44.476490 sec): 3 clusters Score: Raw -166223.735157 + Penalty 1625.101439 = -164598.633718 nChanged 3 SP:Iteration 24F (44.479939 sec): 3 clusters Score: Raw -166224.274827 + Penalty 1625.211125 = -164599.063702 nChanged 1 SP:Iteration 25Q (44.483410 sec): 3 clusters Score: Raw -166224.435985 + Penalty 1625.459219 = -164598.976766 nChanged 1 SP:Iteration 26F (44.486934 sec): 3 clusters Score: Raw -166224.495502 + Penalty 1625.459219 = -164599.036283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.492599 sec): 2 clusters Score: Raw -462.254994 + Penalty 13.385624 = -448.869371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.492804 sec): 2 clusters Score: Raw -462.254994 + Penalty 13.385624 = -448.869371 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 64 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.496281 sec): 2 clusters Score: Raw -68625.933372 + Penalty 934.210842 = -67691.722530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.497694 sec): 3 clusters Score: Raw -68378.884660 + Penalty 1868.000366 = -66510.884293 nChanged 208 SP:Iteration 1F (44.499074 sec): 3 clusters Score: Raw -68560.772702 + Penalty 1868.235808 = -66692.536894 nChanged 38 SP:Iteration 2F (44.500499 sec): 3 clusters Score: Raw -68596.957991 + Penalty 1867.947350 = -66729.010641 nChanged 23 SP:Iteration 3Q (44.501913 sec): 3 clusters Score: Raw -68618.264845 + Penalty 1868.088876 = -66750.175969 nChanged 12 SP:Iteration 4Q (44.503302 sec): 3 clusters Score: Raw -68626.334017 + Penalty 1867.931869 = -66758.402148 nChanged 7 SP:Iteration 5Q (44.504684 sec): 3 clusters Score: Raw -68633.191590 + Penalty 1867.864083 = -66765.327507 nChanged 7 SP:Iteration 6Q (44.506084 sec): 3 clusters Score: Raw -68639.850745 + Penalty 1867.927988 = -66771.922758 nChanged 5 SP:Iteration 7Q (44.507475 sec): 3 clusters Score: Raw -68642.307187 + Penalty 1867.897802 = -66774.409385 nChanged 4 SP:Iteration 8Q (44.508867 sec): 3 clusters Score: Raw -68646.122158 + Penalty 1868.106898 = -66778.015261 nChanged 6 SP:Iteration 9Q (44.510286 sec): 3 clusters Score: Raw -68651.281040 + Penalty 1868.330397 = -66782.950643 nChanged 6 SP:Iteration 10F (44.511685 sec): 3 clusters Score: Raw -68655.795133 + Penalty 1868.330659 = -66787.464474 nChanged 4 SP:Iteration 11Q (44.513068 sec): 3 clusters Score: Raw -68660.032944 + Penalty 1868.085933 = -66791.947011 nChanged 6 SP:Iteration 12Q (44.514448 sec): 3 clusters Score: Raw -68665.746564 + Penalty 1867.964964 = -66797.781601 nChanged 6 SP:Iteration 13Q (44.515849 sec): 3 clusters Score: Raw -68670.110455 + Penalty 1867.946180 = -66802.164275 nChanged 2 SP:Iteration 14Q (44.517260 sec): 3 clusters Score: Raw -68674.419054 + Penalty 1867.949836 = -66806.469218 nChanged 4 SP:Iteration 15Q (44.518663 sec): 3 clusters Score: Raw -68676.868726 + Penalty 1867.892488 = -66808.976238 nChanged 3 SP:Iteration 16Q (44.520059 sec): 3 clusters Score: Raw -68679.170961 + Penalty 1867.845816 = -66811.325145 nChanged 1 SP:Iteration 17Q (44.521440 sec): 3 clusters Score: Raw -68679.460914 + Penalty 1867.845816 = -66811.615098 nChanged 0 SP:Iteration 18F (44.522853 sec): 3 clusters Score: Raw -68679.460914 + Penalty 1867.845816 = -66811.615098 nChanged 0 Time taken for this iteration:43.943931 seconds. 300->13 Clusters: Score -1777650.070962, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =243.432770 ms) Total iterations: 1298 (time per iteration =34.320645 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3109927500.000000 (time per metric unit =14.324513ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 77748187500.000000 (time per metric unit=572.980521ps) That took 44.548197 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 17 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32665 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 32665 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 218 (2 points): Lose 9.466270 but Gain 1604.114893 Iteration 0F (4.746098 sec): 245 clusters Score: Raw -2692285.102369 + Penalty 276094.716366 = -2416190.386003 nChanged 10320 Deleting Class 228 (7 points): Lose 83.366914 but Gain 1627.657285 Iteration 1F (8.366026 sec): 238 clusters Score: Raw -2716713.087447 + Penalty 270734.044392 = -2445979.043055 nChanged 3294 Deleting Class 233 (1 points): Lose 10.053893 but Gain 1532.216426 Iteration 2F (12.208077 sec): 235 clusters Score: Raw -2721083.895867 + Penalty 264935.536834 = -2456148.359033 nChanged 2437 Deleting Class 245 (1 points): Lose 5.232318 but Gain 1522.021724 Iteration 3F (15.786622 sec): 231 clusters Score: Raw -2724678.736420 + Penalty 262667.673983 = -2462011.062437 nChanged 2762 Deleting Class 196 (3 points): Lose 12.672671 but Gain 1525.604766 Iteration 4F (19.309908 sec): 230 clusters Score: Raw -2728228.622314 + Penalty 259428.508856 = -2468800.113459 nChanged 3141 Deleting Class 221 (2 points): Lose 8.273172 but Gain 1493.628683 Iteration 5F (22.933972 sec): 229 clusters Score: Raw -2731749.388375 + Penalty 257999.328602 = -2473750.059773 nChanged 3290 Deleting Class 210 (2 points): Lose 5.984639 but Gain 1467.406968 Iteration 6F (26.361976 sec): 228 clusters Score: Raw -2735088.230266 + Penalty 256779.536678 = -2478308.693588 nChanged 2828 Deleting Class 86 (2 points): Lose 24.206695 but Gain 1516.659279 Iteration 7F (29.802636 sec): 227 clusters Score: Raw -2737671.951743 + Penalty 253422.035816 = -2484249.915927 nChanged 2071 Deleting Class 135 (14 points): Lose 148.398393 but Gain 1608.511243 Iteration 8F (33.176463 sec): 224 clusters Score: Raw -2739357.542423 + Penalty 251886.268431 = -2487471.273993 nChanged 1354 Deleting Class 215 (1 points): Lose 3.633614 but Gain 1453.148970 Iteration 9Q (33.591423 sec): 223 clusters Score: Raw -2740503.660181 + Penalty 250553.596386 = -2489950.063795 nChanged 853 Deleting Class 220 (6 points): Lose 46.342752 but Gain 1494.344587 Iteration 10F (36.910379 sec): 222 clusters Score: Raw -2741097.013318 + Penalty 249129.128491 = -2491967.884827 nChanged 537 Deleting Class 206 (11 points): Lose 79.135068 but Gain 1521.227651 Iteration 11Q (37.212362 sec): 221 clusters Score: Raw -2741421.500795 + Penalty 247699.495899 = -2493722.004895 nChanged 361 Deleting Class 181 (8 points): Lose 111.606836 but Gain 1553.156381 Iteration 12Q (37.485995 sec): 219 clusters Score: Raw -2741588.275190 + Penalty 246336.902937 = -2495251.372253 nChanged 256 Deleting Class 244 (3 points): Lose 51.236171 but Gain 1492.538963 Iteration 13Q (37.743473 sec): 218 clusters Score: Raw -2741766.716081 + Penalty 245445.095491 = -2496321.620590 nChanged 175 Deleting Class 85 (13 points): Lose 88.414822 but Gain 1523.240424 Iteration 14Q (37.989486 sec): 217 clusters Score: Raw -2741810.604097 + Penalty 242120.874767 = -2499689.729330 nChanged 127 Deleting Class 205 (6 points): Lose 83.844092 but Gain 1508.495605 Iteration 15Q (38.227299 sec): 214 clusters Score: Raw -2741850.059961 + Penalty 240687.300360 = -2501162.759601 nChanged 90 Deleting Class 84 (30 points): Lose 171.043049 but Gain 1591.548512 Iteration 16Q (38.459148 sec): 213 clusters Score: Raw -2741766.007473 + Penalty 239268.906622 = -2502497.100851 nChanged 95 Deleting Class 172 (5 points): Lose 49.352961 but Gain 1466.938632 Iteration 17Q (38.689695 sec): 212 clusters Score: Raw -2741847.875131 + Penalty 237814.642334 = -2504033.232797 nChanged 61 Deleting Class 197 (19 points): Lose 131.546600 but Gain 1548.982394 Iteration 18Q (38.928301 sec): 211 clusters Score: Raw -2741781.745433 + Penalty 236389.634753 = -2505392.110680 nChanged 54 Deleting Class 203 (3 points): Lose 25.871733 but Gain 1438.537868 Iteration 19Q (39.153857 sec): 210 clusters Score: Raw -2741814.338692 + Penalty 234953.477229 = -2506860.861463 nChanged 33 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2741814.338692 + Penalty 234953.477229 = -2506860.861463Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.276435 sec): 2 clusters Score: Raw -478.836849 + Penalty 198.092041 = -280.744807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.276662 sec): 3 clusters Score: Raw -468.610896 + Penalty 396.515265 = -72.095631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 2 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.277279 sec): 2 clusters Score: Raw -3411.283020 + Penalty 65.492792 = -3345.790228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.277573 sec): 3 clusters Score: Raw -3429.557940 + Penalty 136.011649 = -3293.546292 nChanged 7 SP:Iteration 1F (39.277863 sec): 3 clusters Score: Raw -3441.632531 + Penalty 145.474658 = -3296.157874 nChanged 3 SP:Iteration 2F (39.278152 sec): 3 clusters Score: Raw -3446.625876 + Penalty 149.402711 = -3297.223166 nChanged 1 SP:Iteration 3Q (39.278436 sec): 3 clusters Score: Raw -3452.304040 + Penalty 154.506216 = -3297.797824 nChanged 2 SP:Iteration 4Q (39.278716 sec): 3 clusters Score: Raw -3456.185215 + Penalty 154.506216 = -3301.678999 nChanged 0 SP:Iteration 5F (39.279003 sec): 3 clusters Score: Raw -3456.185215 + Penalty 154.506216 = -3301.678999 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 3 (22851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.383034 sec): 2 clusters Score: Raw -1906279.906181 + Penalty 254.284703 = -1906025.621478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.426091 sec): 3 clusters Score: Raw -1890735.586122 + Penalty 637.680437 = -1890097.905685 nChanged 11024 SP:Iteration 1F (39.469801 sec): 3 clusters Score: Raw -1900391.002883 + Penalty 841.573056 = -1899549.429827 nChanged 3796 SP:Iteration 2F (39.512159 sec): 3 clusters Score: Raw -1904461.235258 + Penalty 953.162673 = -1903508.072584 nChanged 1196 SP:Iteration 3F (39.554723 sec): 3 clusters Score: Raw -1905699.530442 + Penalty 1014.153688 = -1904685.376755 nChanged 457 SP:Iteration 4Q (39.591415 sec): 3 clusters Score: Raw -1906144.270012 + Penalty 1010.149638 = -1905134.120375 nChanged 143 SP:Iteration 5Q (39.625885 sec): 3 clusters Score: Raw -1906286.302739 + Penalty 986.036421 = -1905300.266318 nChanged 46 SP:Iteration 6Q (39.660377 sec): 3 clusters Score: Raw -1906333.727042 + Penalty 984.020669 = -1905349.706373 nChanged 12 SP:Iteration 7Q (39.693859 sec): 3 clusters Score: Raw -1906349.986315 + Penalty 980.636518 = -1905369.349797 nChanged 2 SP:Iteration 8Q (39.727342 sec): 3 clusters Score: Raw -1906352.542214 + Penalty 977.266935 = -1905375.275279 nChanged 2 SP:Iteration 9Q (39.760683 sec): 3 clusters Score: Raw -1906353.343234 + Penalty 977.266935 = -1905376.076299 nChanged 0 SP:Iteration 10F (39.803705 sec): 3 clusters Score: Raw -1906353.343234 + Penalty 977.266935 = -1905376.076299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 4 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.816442 sec): 2 clusters Score: Raw -6553.159529 + Penalty 526.674767 = -6026.484762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.816795 sec): 3 clusters Score: Raw -6558.721554 + Penalty 1053.650035 = -5505.071520 nChanged 3 SP:Iteration 1Q (39.817121 sec): 3 clusters Score: Raw -6566.601542 + Penalty 1053.349534 = -5513.252008 nChanged 2 SP:Iteration 2Q (39.817447 sec): 3 clusters Score: Raw -6569.321559 + Penalty 1053.490038 = -5515.831520 nChanged 1 SP:Iteration 3Q (39.817771 sec): 3 clusters Score: Raw -6573.852537 + Penalty 1053.739616 = -5520.112921 nChanged 2 SP:Iteration 4Q (39.818093 sec): 3 clusters Score: Raw -6579.101710 + Penalty 1053.739616 = -5525.362094 nChanged 0 SP:Iteration 5F (39.818422 sec): 3 clusters Score: Raw -6579.101710 + Penalty 1053.739616 = -5525.362094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.819363 sec): 2 clusters Score: Raw -651.133306 + Penalty 217.059268 = -434.074038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.819583 sec): 3 clusters Score: Raw -651.486333 + Penalty 427.077860 = -224.408473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.820237 sec): 2 clusters Score: Raw -6283.948200 + Penalty 292.519007 = -5991.429193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.820585 sec): 3 clusters Score: Raw -6247.196339 + Penalty 579.444053 = -5667.752286 nChanged 11 SP:Iteration 1F (39.820920 sec): 3 clusters Score: Raw -6265.795167 + Penalty 605.419565 = -5660.375602 nChanged 9 SP:Iteration 2F (39.821259 sec): 3 clusters Score: Raw -6279.421324 + Penalty 613.665785 = -5665.755539 nChanged 2 SP:Iteration 3Q (39.821581 sec): 3 clusters Score: Raw -6280.166893 + Penalty 623.021743 = -5657.145150 nChanged 1 SP:Iteration 4F (39.821917 sec): 3 clusters Score: Raw -6279.834240 + Penalty 623.021743 = -5656.812497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.822966 sec): 2 clusters Score: Raw -7404.710447 + Penalty 79.032269 = -7325.678178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.823437 sec): 3 clusters Score: Raw -7343.281486 + Penalty 149.217653 = -7194.063832 nChanged 25 SP:Iteration 1F (39.823834 sec): 3 clusters Score: Raw -7362.794757 + Penalty 154.417929 = -7208.376828 nChanged 15 SP:Iteration 2F (39.824212 sec): 3 clusters Score: Raw -7378.254016 + Penalty 79.032269 = -7299.221747 nChanged 17 SP:Iteration 3F (39.824534 sec): 2 clusters Score: Raw -7404.710447 + Penalty 79.032269 = -7325.678178 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.827732 sec): 2 clusters Score: Raw -74341.029518 + Penalty 496.308981 = -73844.720536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.829419 sec): 3 clusters Score: Raw -73871.937964 + Penalty 983.788740 = -72888.149224 nChanged 293 SP:Iteration 1F (39.831181 sec): 3 clusters Score: Raw -74059.410864 + Penalty 980.776836 = -73078.634028 nChanged 98 SP:Iteration 2F (39.832961 sec): 3 clusters Score: Raw -74125.473346 + Penalty 976.743633 = -73148.729713 nChanged 49 SP:Iteration 3F (39.834617 sec): 3 clusters Score: Raw -74169.066435 + Penalty 972.650095 = -73196.416340 nChanged 41 SP:Iteration 4Q (39.836264 sec): 3 clusters Score: Raw -74204.996525 + Penalty 968.380615 = -73236.615909 nChanged 28 SP:Iteration 5Q (39.837884 sec): 3 clusters Score: Raw -74227.930813 + Penalty 967.356678 = -73260.574134 nChanged 25 SP:Iteration 6Q (39.839482 sec): 3 clusters Score: Raw -74251.043431 + Penalty 964.198009 = -73286.845421 nChanged 14 SP:Iteration 7Q (39.841071 sec): 3 clusters Score: Raw -74258.724100 + Penalty 962.793811 = -73295.930288 nChanged 11 SP:Iteration 8Q (39.842640 sec): 3 clusters Score: Raw -74264.476197 + Penalty 958.150439 = -73306.325758 nChanged 11 SP:Iteration 9Q (39.844204 sec): 3 clusters Score: Raw -74271.493650 + Penalty 959.344400 = -73312.149250 nChanged 11 SP:Iteration 10F (39.845975 sec): 3 clusters Score: Raw -74279.867750 + Penalty 958.162126 = -73321.705623 nChanged 10 SP:Iteration 11Q (39.847587 sec): 3 clusters Score: Raw -74289.043980 + Penalty 957.324002 = -73331.719978 nChanged 12 SP:Iteration 12Q (39.849162 sec): 3 clusters Score: Raw -74297.083483 + Penalty 948.072057 = -73349.011426 nChanged 11 SP:Iteration 13Q (39.850702 sec): 3 clusters Score: Raw -74305.702346 + Penalty 945.621364 = -73360.080982 nChanged 9 SP:Iteration 14Q (39.852188 sec): 3 clusters Score: Raw -74310.466433 + Penalty 953.285907 = -73357.180526 nChanged 12 SP:Iteration 15F (39.853818 sec): 3 clusters Score: Raw -74316.959621 + Penalty 955.551087 = -73361.408533 nChanged 7 SP:Iteration 16Q (39.855281 sec): 3 clusters Score: Raw -74322.966758 + Penalty 953.320970 = -73369.645788 nChanged 8 SP:Iteration 17Q (39.856754 sec): 3 clusters Score: Raw -74327.498162 + Penalty 955.323093 = -73372.175069 nChanged 7 SP:Iteration 18Q (39.858194 sec): 3 clusters Score: Raw -74331.576689 + Penalty 964.620793 = -73366.955896 nChanged 8 SP:Iteration 19F (39.859845 sec): 3 clusters Score: Raw -74338.707586 + Penalty 972.988160 = -73365.719426 nChanged 5 SP:Iteration 20F (39.861488 sec): 3 clusters Score: Raw -74343.676477 + Penalty 973.460923 = -73370.215554 nChanged 3 SP:Iteration 21Q (39.862883 sec): 3 clusters Score: Raw -74348.039016 + Penalty 972.166850 = -73375.872166 nChanged 1 SP:Iteration 22Q (39.864303 sec): 3 clusters Score: Raw -74348.114146 + Penalty 979.346668 = -73368.767479 nChanged 2 SP:Iteration 23F (39.865953 sec): 3 clusters Score: Raw -74348.600525 + Penalty 976.574269 = -73372.026255 nChanged 2 SP:Iteration 24Q (39.867330 sec): 3 clusters Score: Raw -74350.028227 + Penalty 978.924236 = -73371.103991 nChanged 1 SP:Iteration 25F (39.869004 sec): 3 clusters Score: Raw -74351.764906 + Penalty 978.924236 = -73372.840670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 11 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.869654 sec): 2 clusters Score: Raw -5130.273089 + Penalty 133.212466 = -4997.060623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.869968 sec): 3 clusters Score: Raw -5091.062024 + Penalty 266.587374 = -4824.474649 nChanged 12 SP:Iteration 1F (39.870276 sec): 3 clusters Score: Raw -5105.547397 + Penalty 270.109572 = -4835.437824 nChanged 9 SP:Iteration 2F (39.870588 sec): 3 clusters Score: Raw -5116.505092 + Penalty 269.758432 = -4846.746660 nChanged 5 SP:Iteration 3F (39.870894 sec): 3 clusters Score: Raw -5123.275866 + Penalty 276.009494 = -4847.266372 nChanged 4 SP:Iteration 4F (39.871199 sec): 3 clusters Score: Raw -5127.247494 + Penalty 279.648497 = -4847.598997 nChanged 1 SP:Iteration 5Q (39.871513 sec): 3 clusters Score: Raw -5128.259260 + Penalty 285.996781 = -4842.262479 nChanged 2 SP:Iteration 6F (39.871818 sec): 3 clusters Score: Raw -5130.866229 + Penalty 286.843540 = -4844.022689 nChanged 1 SP:Iteration 7Q (39.872145 sec): 3 clusters Score: Raw -5132.623976 + Penalty 286.843540 = -4845.780436 nChanged 0 SP:Iteration 8F (39.872454 sec): 3 clusters Score: Raw -5132.623976 + Penalty 286.843540 = -4845.780436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.874337 sec): 2 clusters Score: Raw -24688.948289 + Penalty 906.552578 = -23782.395711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.875071 sec): 3 clusters Score: Raw -24736.511913 + Penalty 1812.828312 = -22923.683601 nChanged 51 SP:Iteration 1F (39.875791 sec): 3 clusters Score: Raw -24837.257397 + Penalty 1812.912452 = -23024.344945 nChanged 18 SP:Iteration 2F (39.876510 sec): 3 clusters Score: Raw -24882.925482 + Penalty 1812.983272 = -23069.942210 nChanged 5 SP:Iteration 3Q (39.877183 sec): 3 clusters Score: Raw -24894.790949 + Penalty 1813.010796 = -23081.780153 nChanged 1 SP:Iteration 4Q (39.877838 sec): 3 clusters Score: Raw -24896.234892 + Penalty 1813.010796 = -23083.224096 nChanged 0 SP:Iteration 5F (39.878532 sec): 3 clusters Score: Raw -24896.234892 + Penalty 1813.010796 = -23083.224096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.879073 sec): 2 clusters Score: Raw -659.695420 + Penalty 204.601704 = -455.093716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.879300 sec): 3 clusters Score: Raw -651.136020 + Penalty 407.004439 = -244.131581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.880290 sec): 2 clusters Score: Raw -19488.864273 + Penalty 662.817646 = -18826.046628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.880866 sec): 3 clusters Score: Raw -19446.160921 + Penalty 1325.190439 = -18120.970482 nChanged 26 SP:Iteration 1F (39.881429 sec): 3 clusters Score: Raw -19486.302676 + Penalty 1325.485766 = -18160.816910 nChanged 11 SP:Iteration 2F (39.881994 sec): 3 clusters Score: Raw -19503.505845 + Penalty 1325.250464 = -18178.255381 nChanged 2 SP:Iteration 3Q (39.882550 sec): 3 clusters Score: Raw -19507.634231 + Penalty 1325.431624 = -18182.202607 nChanged 1 SP:Iteration 4Q (39.883102 sec): 3 clusters Score: Raw -19509.115056 + Penalty 1325.525526 = -18183.589530 nChanged 1 SP:Iteration 5Q (39.883654 sec): 3 clusters Score: Raw -19509.764161 + Penalty 1325.635291 = -18184.128870 nChanged 1 SP:Iteration 6Q (39.884205 sec): 3 clusters Score: Raw -19510.367585 + Penalty 1326.041227 = -18184.326358 nChanged 3 SP:Iteration 7Q (39.884756 sec): 3 clusters Score: Raw -19512.690609 + Penalty 1326.606359 = -18186.084250 nChanged 3 SP:Iteration 8Q (39.885298 sec): 3 clusters Score: Raw -19515.861262 + Penalty 1327.366041 = -18188.495221 nChanged 3 SP:Iteration 9Q (39.885852 sec): 3 clusters Score: Raw -19521.153965 + Penalty 1327.366041 = -18193.787924 nChanged 0 SP:Iteration 10F (39.886400 sec): 3 clusters Score: Raw -19521.153965 + Penalty 1327.366041 = -18193.787924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.886880 sec): 2 clusters Score: Raw -163.104889 + Penalty 3.465736 = -159.639153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.887068 sec): 2 clusters Score: Raw -163.104889 + Penalty 3.465736 = -159.639153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 16 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.887738 sec): 2 clusters Score: Raw -7000.699286 + Penalty 372.450153 = -6628.249133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.888099 sec): 3 clusters Score: Raw -6987.097772 + Penalty 745.193073 = -6241.904699 nChanged 6 SP:Iteration 1F (39.888474 sec): 3 clusters Score: Raw -6997.868513 + Penalty 751.511209 = -6246.357303 nChanged 5 SP:Iteration 2F (39.888831 sec): 3 clusters Score: Raw -7004.212192 + Penalty 751.019252 = -6253.192940 nChanged 1 SP:Iteration 3Q (39.889186 sec): 3 clusters Score: Raw -7005.550645 + Penalty 754.271120 = -6251.279525 nChanged 1 SP:Iteration 4F (39.889529 sec): 3 clusters Score: Raw -7009.975592 + Penalty 756.267302 = -6253.708290 nChanged 2 SP:Iteration 5Q (39.889866 sec): 3 clusters Score: Raw -7013.288648 + Penalty 758.409402 = -6254.879247 nChanged 2 SP:Iteration 6Q (39.890204 sec): 3 clusters Score: Raw -7017.521863 + Penalty 758.409402 = -6259.112461 nChanged 0 SP:Iteration 7F (39.890551 sec): 3 clusters Score: Raw -7017.521863 + Penalty 758.409402 = -6259.112461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.891082 sec): 2 clusters Score: Raw -2171.099578 + Penalty 319.902513 = -1851.197064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.891338 sec): 3 clusters Score: Raw -2183.100298 + Penalty 631.736652 = -1551.363646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.892301 sec): 2 clusters Score: Raw -17090.440836 + Penalty 214.459097 = -16875.981739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.892867 sec): 3 clusters Score: Raw -16996.395780 + Penalty 427.119971 = -16569.275809 nChanged 62 SP:Iteration 1F (39.893404 sec): 3 clusters Score: Raw -17056.458532 + Penalty 432.088312 = -16624.370220 nChanged 25 SP:Iteration 2F (39.893946 sec): 3 clusters Score: Raw -17080.914875 + Penalty 435.023092 = -16645.891782 nChanged 11 SP:Iteration 3F (39.894485 sec): 3 clusters Score: Raw -17087.727408 + Penalty 432.895361 = -16654.832047 nChanged 4 SP:Iteration 4Q (39.895052 sec): 3 clusters Score: Raw -17092.267156 + Penalty 432.390148 = -16659.877007 nChanged 3 SP:Iteration 5Q (39.895597 sec): 3 clusters Score: Raw -17093.369355 + Penalty 432.390148 = -16660.979207 nChanged 0 SP:Iteration 6F (39.896151 sec): 3 clusters Score: Raw -17093.369355 + Penalty 432.390148 = -16660.979207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.896655 sec): 2 clusters Score: Raw -1274.960538 + Penalty 320.938754 = -954.021784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.896887 sec): 3 clusters Score: Raw -1266.469566 + Penalty 641.584538 = -624.885028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.897398 sec): 2 clusters Score: Raw -1871.270403 + Penalty 405.408930 = -1465.861473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.897643 sec): 3 clusters Score: Raw -1911.476780 + Penalty 810.817860 = -1100.658920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 21 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.900100 sec): 2 clusters Score: Raw -59080.332509 + Penalty 700.397721 = -58379.934788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.901461 sec): 3 clusters Score: Raw -58804.276195 + Penalty 1402.891045 = -57401.385150 nChanged 188 SP:Iteration 1F (39.902745 sec): 3 clusters Score: Raw -58953.322052 + Penalty 1402.509865 = -57550.812187 nChanged 45 SP:Iteration 2F (39.904027 sec): 3 clusters Score: Raw -58987.906365 + Penalty 1402.476076 = -57585.430289 nChanged 33 SP:Iteration 3F (39.905329 sec): 3 clusters Score: Raw -59016.313795 + Penalty 1401.450892 = -57614.862903 nChanged 28 SP:Iteration 4Q (39.906606 sec): 3 clusters Score: Raw -59040.436427 + Penalty 1400.108192 = -57640.328235 nChanged 17 SP:Iteration 5Q (39.907904 sec): 3 clusters Score: Raw -59055.786933 + Penalty 1399.364764 = -57656.422169 nChanged 17 SP:Iteration 6Q (39.909169 sec): 3 clusters Score: Raw -59066.030009 + Penalty 1399.573137 = -57666.456873 nChanged 7 SP:Iteration 7Q (39.910456 sec): 3 clusters Score: Raw -59070.208025 + Penalty 1399.252911 = -57670.955113 nChanged 2 SP:Iteration 8Q (39.911721 sec): 3 clusters Score: Raw -59070.929241 + Penalty 1399.252911 = -57671.676329 nChanged 0 SP:Iteration 9F (39.913007 sec): 3 clusters Score: Raw -59070.929241 + Penalty 1399.252911 = -57671.676329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.913561 sec): 2 clusters Score: Raw -1724.866350 + Penalty 300.252821 = -1424.613529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.913811 sec): 3 clusters Score: Raw -1753.295718 + Penalty 611.260610 = -1142.035108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.914294 sec): 2 clusters Score: Raw -473.095262 + Penalty 62.330751 = -410.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.914500 sec): 3 clusters Score: Raw -476.890837 + Penalty 94.864607 = -382.026230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.915439 sec): 2 clusters Score: Raw -9451.629398 + Penalty 194.814499 = -9256.814899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.915836 sec): 3 clusters Score: Raw -9409.683968 + Penalty 388.287786 = -9021.396182 nChanged 28 SP:Iteration 1F (39.916226 sec): 3 clusters Score: Raw -9440.550555 + Penalty 387.909412 = -9052.641143 nChanged 5 SP:Iteration 2Q (39.916615 sec): 3 clusters Score: Raw -9449.547133 + Penalty 389.911721 = -9059.635412 nChanged 4 SP:Iteration 3Q (39.917000 sec): 3 clusters Score: Raw -9455.822800 + Penalty 390.409552 = -9065.413248 nChanged 3 SP:Iteration 4Q (39.917386 sec): 3 clusters Score: Raw -9463.181234 + Penalty 398.971142 = -9064.210092 nChanged 4 SP:Iteration 5F (39.917785 sec): 3 clusters Score: Raw -9466.206188 + Penalty 400.524077 = -9065.682111 nChanged 1 SP:Iteration 6Q (39.918180 sec): 3 clusters Score: Raw -9466.469574 + Penalty 403.277304 = -9063.192270 nChanged 1 SP:Iteration 7F (39.918601 sec): 3 clusters Score: Raw -9466.427728 + Penalty 416.913267 = -9049.514462 nChanged 5 SP:Iteration 8F (39.919023 sec): 3 clusters Score: Raw -9471.036497 + Penalty 448.562758 = -9022.473739 nChanged 6 SP:Iteration 9F (39.919433 sec): 3 clusters Score: Raw -9476.862708 + Penalty 468.672451 = -9008.190257 nChanged 3 SP:Iteration 10F (39.919826 sec): 3 clusters Score: Raw -9478.374325 + Penalty 468.672451 = -9009.701874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 25 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.927997 sec): 2 clusters Score: Raw -18018.811772 + Penalty 756.279482 = -17262.532290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.928561 sec): 3 clusters Score: Raw -18043.437634 + Penalty 1512.489314 = -16530.948320 nChanged 20 SP:Iteration 1F (39.929104 sec): 3 clusters Score: Raw -18084.712128 + Penalty 1512.119787 = -16572.592341 nChanged 6 SP:Iteration 2Q (39.929642 sec): 3 clusters Score: Raw -18092.192696 + Penalty 1511.902831 = -16580.289865 nChanged 1 SP:Iteration 3Q (39.930165 sec): 3 clusters Score: Raw -18094.024202 + Penalty 1511.902831 = -16582.121371 nChanged 0 SP:Iteration 4F (39.930705 sec): 3 clusters Score: Raw -18094.024202 + Penalty 1511.902831 = -16582.121371 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.933208 sec): 2 clusters Score: Raw -65689.701498 + Penalty 1033.056752 = -64656.644746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.934662 sec): 3 clusters Score: Raw -65484.512633 + Penalty 2066.252453 = -63418.260180 nChanged 190 SP:Iteration 1F (39.936082 sec): 3 clusters Score: Raw -65649.976757 + Penalty 2066.220496 = -63583.756260 nChanged 43 SP:Iteration 2F (39.937485 sec): 3 clusters Score: Raw -65693.926243 + Penalty 2066.176516 = -63627.749726 nChanged 31 SP:Iteration 3Q (39.938919 sec): 3 clusters Score: Raw -65729.776895 + Penalty 2066.085935 = -63663.690960 nChanged 15 SP:Iteration 4Q (39.940396 sec): 3 clusters Score: Raw -65746.724674 + Penalty 2066.108516 = -63680.616158 nChanged 11 SP:Iteration 5Q (39.941865 sec): 3 clusters Score: Raw -65756.513552 + Penalty 2066.045271 = -63690.468281 nChanged 10 SP:Iteration 6Q (39.943306 sec): 3 clusters Score: Raw -65769.688741 + Penalty 2066.024213 = -63703.664528 nChanged 4 SP:Iteration 7Q (39.944703 sec): 3 clusters Score: Raw -65774.104587 + Penalty 2066.045431 = -63708.059156 nChanged 4 SP:Iteration 8Q (39.946128 sec): 3 clusters Score: Raw -65776.958545 + Penalty 2066.054392 = -63710.904154 nChanged 4 SP:Iteration 9Q (39.947574 sec): 3 clusters Score: Raw -65779.417960 + Penalty 2066.095445 = -63713.322515 nChanged 4 SP:Iteration 10F (39.949061 sec): 3 clusters Score: Raw -65781.538032 + Penalty 2066.095445 = -63715.442587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 27 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.952073 sec): 2 clusters Score: Raw -47685.321423 + Penalty 573.304362 = -47112.017061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.953263 sec): 3 clusters Score: Raw -47449.933532 + Penalty 1121.937158 = -46327.996374 nChanged 157 SP:Iteration 1F (39.954407 sec): 3 clusters Score: Raw -47574.667684 + Penalty 1112.722541 = -46461.945144 nChanged 54 SP:Iteration 2F (39.955526 sec): 3 clusters Score: Raw -47612.801933 + Penalty 1114.775125 = -46498.026809 nChanged 32 SP:Iteration 3F (39.956666 sec): 3 clusters Score: Raw -47644.011497 + Penalty 1128.039852 = -46515.971645 nChanged 26 SP:Iteration 4Q (39.957794 sec): 3 clusters Score: Raw -47667.654100 + Penalty 1132.337825 = -46535.316274 nChanged 14 SP:Iteration 5Q (39.958912 sec): 3 clusters Score: Raw -47676.171320 + Penalty 1137.664975 = -46538.506345 nChanged 12 SP:Iteration 6Q (39.960030 sec): 3 clusters Score: Raw -47690.948620 + Penalty 1150.445496 = -46540.503124 nChanged 13 SP:Iteration 7Q (39.961173 sec): 3 clusters Score: Raw -47704.278739 + Penalty 1163.493743 = -46540.784996 nChanged 10 SP:Iteration 8Q (39.962296 sec): 3 clusters Score: Raw -47715.068619 + Penalty 1168.188005 = -46546.880614 nChanged 4 SP:Iteration 9Q (39.963411 sec): 3 clusters Score: Raw -47721.800814 + Penalty 1174.033773 = -46547.767041 nChanged 4 SP:Iteration 10F (39.964532 sec): 3 clusters Score: Raw -47729.857604 + Penalty 1182.497658 = -46547.359946 nChanged 3 SP:Iteration 11F (39.965674 sec): 3 clusters Score: Raw -47733.042087 + Penalty 1190.772338 = -46542.269748 nChanged 3 SP:Iteration 12F (39.966799 sec): 3 clusters Score: Raw -47737.168513 + Penalty 1192.132030 = -46545.036483 nChanged 1 SP:Iteration 13Q (39.967897 sec): 3 clusters Score: Raw -47738.664408 + Penalty 1192.253966 = -46546.410442 nChanged 2 SP:Iteration 14Q (39.968990 sec): 3 clusters Score: Raw -47740.389295 + Penalty 1197.544575 = -46542.844720 nChanged 2 SP:Iteration 15F (39.970131 sec): 3 clusters Score: Raw -47742.455153 + Penalty 1198.919433 = -46543.535720 nChanged 1 SP:Iteration 16Q (39.971235 sec): 3 clusters Score: Raw -47745.560768 + Penalty 1196.691608 = -46548.869160 nChanged 1 SP:Iteration 17Q (39.972326 sec): 3 clusters Score: Raw -47748.501336 + Penalty 1196.691608 = -46551.809729 nChanged 0 SP:Iteration 18F (39.973462 sec): 3 clusters Score: Raw -47748.501336 + Penalty 1196.691608 = -46551.809729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.974039 sec): 2 clusters Score: Raw -85.942480 + Penalty 0.000000 = -85.942480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.974238 sec): 2 clusters Score: Raw -85.942480 + Penalty 0.000000 = -85.942480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.974770 sec): 2 clusters Score: Raw -2352.518195 + Penalty 306.739466 = -2045.778729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.975028 sec): 3 clusters Score: Raw -2356.491828 + Penalty 627.702852 = -1728.788976 nChanged 1 SP:Iteration 1Q (39.975278 sec): 3 clusters Score: Raw -2357.681477 + Penalty 636.956177 = -1720.725299 nChanged 1 SP:Iteration 2F (39.975529 sec): 3 clusters Score: Raw -2361.769895 + Penalty 636.956177 = -1724.813718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.976078 sec): 2 clusters Score: Raw -2905.810864 + Penalty 157.616343 = -2748.194521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.976346 sec): 3 clusters Score: Raw -2903.831397 + Penalty 313.038423 = -2590.792975 nChanged 6 SP:Iteration 1F (39.976610 sec): 3 clusters Score: Raw -2921.418160 + Penalty 315.232686 = -2606.185475 nChanged 1 SP:Iteration 2Q (39.976871 sec): 3 clusters Score: Raw -2923.391307 + Penalty 315.232686 = -2608.158622 nChanged 0 SP:Iteration 3F (39.977137 sec): 3 clusters Score: Raw -2923.391307 + Penalty 315.232686 = -2608.158622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.978362 sec): 2 clusters Score: Raw -24765.926928 + Penalty 411.007249 = -24354.919678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.979090 sec): 3 clusters Score: Raw -24637.650851 + Penalty 828.896886 = -23808.753965 nChanged 93 SP:Iteration 1F (39.979790 sec): 3 clusters Score: Raw -24702.066788 + Penalty 833.036408 = -23869.030379 nChanged 22 SP:Iteration 2F (39.980470 sec): 3 clusters Score: Raw -24716.760668 + Penalty 831.203065 = -23885.557603 nChanged 13 SP:Iteration 3Q (39.981150 sec): 3 clusters Score: Raw -24725.035920 + Penalty 830.871593 = -23894.164327 nChanged 9 SP:Iteration 4Q (39.981826 sec): 3 clusters Score: Raw -24734.615610 + Penalty 836.388058 = -23898.227552 nChanged 9 SP:Iteration 5Q (39.982500 sec): 3 clusters Score: Raw -24745.236661 + Penalty 848.482360 = -23896.754301 nChanged 6 SP:Iteration 6F (39.983199 sec): 3 clusters Score: Raw -24750.925023 + Penalty 852.613040 = -23898.311983 nChanged 7 SP:Iteration 7Q (39.983909 sec): 3 clusters Score: Raw -24755.821881 + Penalty 854.551485 = -23901.270396 nChanged 6 SP:Iteration 8Q (39.984604 sec): 3 clusters Score: Raw -24760.930754 + Penalty 858.025436 = -23902.905317 nChanged 5 SP:Iteration 9Q (39.985296 sec): 3 clusters Score: Raw -24768.181020 + Penalty 860.323878 = -23907.857142 nChanged 6 SP:Iteration 10F (39.985998 sec): 3 clusters Score: Raw -24775.974150 + Penalty 864.530291 = -23911.443859 nChanged 1 SP:Iteration 11Q (39.986680 sec): 3 clusters Score: Raw -24778.082232 + Penalty 857.629717 = -23920.452515 nChanged 2 SP:Iteration 12Q (39.987346 sec): 3 clusters Score: Raw -24780.261030 + Penalty 861.142721 = -23919.118309 nChanged 1 SP:Iteration 13F (39.988051 sec): 3 clusters Score: Raw -24780.381214 + Penalty 861.142721 = -23919.238493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.988645 sec): 2 clusters Score: Raw -3841.641067 + Penalty 242.876750 = -3598.764318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.988967 sec): 3 clusters Score: Raw -3847.811692 + Penalty 503.639066 = -3344.172626 nChanged 6 SP:Iteration 1F (39.989256 sec): 3 clusters Score: Raw -3862.259559 + Penalty 513.178287 = -3349.081273 nChanged 1 SP:Iteration 2Q (39.989537 sec): 3 clusters Score: Raw -3875.358696 + Penalty 513.178287 = -3362.180409 nChanged 0 SP:Iteration 3F (39.989823 sec): 3 clusters Score: Raw -3875.358696 + Penalty 513.178287 = -3362.180409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.990296 sec): 2 clusters Score: Raw -341.787810 + Penalty 104.885613 = -236.902198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.990506 sec): 3 clusters Score: Raw -349.146503 + Penalty 209.771225 = -139.375278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.991008 sec): 2 clusters Score: Raw -1083.010103 + Penalty 329.133990 = -753.876113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.991243 sec): 3 clusters Score: Raw -1329.351558 + Penalty 658.267981 = -671.083578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 35 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.991855 sec): 2 clusters Score: Raw -5340.342475 + Penalty 489.028466 = -4851.314009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.992171 sec): 3 clusters Score: Raw -5351.083207 + Penalty 978.936672 = -4372.146535 nChanged 1 SP:Iteration 1Q (39.992486 sec): 3 clusters Score: Raw -5353.767278 + Penalty 978.936672 = -4374.830606 nChanged 0 SP:Iteration 2F (39.992798 sec): 3 clusters Score: Raw -5353.767278 + Penalty 978.936672 = -4374.830606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.993295 sec): 2 clusters Score: Raw -1205.143061 + Penalty 326.369222 = -878.773839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.993525 sec): 3 clusters Score: Raw -1197.275770 + Penalty 663.841427 = -533.434343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.994013 sec): 2 clusters Score: Raw -1135.732723 + Penalty 283.500280 = -852.232443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.994244 sec): 3 clusters Score: Raw -1131.739609 + Penalty 565.073487 = -566.666122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.994989 sec): 2 clusters Score: Raw -9416.868564 + Penalty 500.292620 = -8916.575943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.995385 sec): 3 clusters Score: Raw -9398.765447 + Penalty 999.270479 = -8399.494968 nChanged 8 SP:Iteration 1F (39.995776 sec): 3 clusters Score: Raw -9409.954360 + Penalty 998.939479 = -8411.014881 nChanged 1 SP:Iteration 2Q (39.996165 sec): 3 clusters Score: Raw -9410.317728 + Penalty 998.599494 = -8411.718234 nChanged 1 SP:Iteration 3Q (39.996554 sec): 3 clusters Score: Raw -9411.228798 + Penalty 998.599494 = -8412.629304 nChanged 0 SP:Iteration 4F (39.996942 sec): 3 clusters Score: Raw -9411.228798 + Penalty 998.599494 = -8412.629304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.997468 sec): 2 clusters Score: Raw -2067.848932 + Penalty 254.266394 = -1813.582538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.997720 sec): 3 clusters Score: Raw -2073.221699 + Penalty 516.216276 = -1557.005424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.998225 sec): 2 clusters Score: Raw -696.629803 + Penalty 302.313065 = -394.316738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.998447 sec): 3 clusters Score: Raw -744.694531 + Penalty 611.448491 = -133.246039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.999148 sec): 2 clusters Score: Raw -8570.346214 + Penalty 522.876346 = -8047.469868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.999526 sec): 3 clusters Score: Raw -8567.010248 + Penalty 1044.322217 = -7522.688031 nChanged 5 SP:Iteration 1F (39.999898 sec): 3 clusters Score: Raw -8575.715434 + Penalty 1043.614129 = -7532.101305 nChanged 3 SP:Iteration 2Q (40.000266 sec): 3 clusters Score: Raw -8579.632361 + Penalty 1043.799365 = -7535.832996 nChanged 1 SP:Iteration 3Q (40.000640 sec): 3 clusters Score: Raw -8580.654751 + Penalty 1044.617698 = -7536.037053 nChanged 2 SP:Iteration 4Q (40.001012 sec): 3 clusters Score: Raw -8582.751915 + Penalty 1045.047472 = -7537.704443 nChanged 3 SP:Iteration 5Q (40.001381 sec): 3 clusters Score: Raw -8588.034609 + Penalty 1042.509514 = -7545.525095 nChanged 2 SP:Iteration 6Q (40.001745 sec): 3 clusters Score: Raw -8591.316773 + Penalty 1041.068766 = -7550.248007 nChanged 1 SP:Iteration 7Q (40.002109 sec): 3 clusters Score: Raw -8593.542758 + Penalty 1041.068766 = -7552.473992 nChanged 0 SP:Iteration 8F (40.002478 sec): 3 clusters Score: Raw -8593.542758 + Penalty 1041.068766 = -7552.473992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.003313 sec): 2 clusters Score: Raw -13479.163194 + Penalty 770.542450 = -12708.620744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.003784 sec): 3 clusters Score: Raw -13545.349838 + Penalty 1541.230054 = -12004.119784 nChanged 7 SP:Iteration 1Q (40.004230 sec): 3 clusters Score: Raw -13572.279733 + Penalty 1541.114929 = -12031.164804 nChanged 5 SP:Iteration 2Q (40.004671 sec): 3 clusters Score: Raw -13591.962010 + Penalty 1541.339599 = -12050.622410 nChanged 1 SP:Iteration 3Q (40.005104 sec): 3 clusters Score: Raw -13595.900949 + Penalty 1541.855949 = -12054.045000 nChanged 1 SP:Iteration 4Q (40.005546 sec): 3 clusters Score: Raw -13599.062664 + Penalty 1541.855949 = -12057.206715 nChanged 0 SP:Iteration 5F (40.006005 sec): 3 clusters Score: Raw -13599.062664 + Penalty 1541.855949 = -12057.206715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.006480 sec): 2 clusters Score: Raw -254.430140 + Penalty 72.181771 = -182.248369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.006676 sec): 2 clusters Score: Raw -254.430140 + Penalty 72.181771 = -182.248369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.007150 sec): 2 clusters Score: Raw -271.314853 + Penalty 97.045930 = -174.268923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.007360 sec): 3 clusters Score: Raw -265.236461 + Penalty 197.382166 = -67.854295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.007844 sec): 2 clusters Score: Raw -854.017746 + Penalty 241.009658 = -613.008088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.008066 sec): 3 clusters Score: Raw -848.797872 + Penalty 527.262924 = -321.534948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.008594 sec): 2 clusters Score: Raw -1702.861139 + Penalty 340.588104 = -1362.273034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.008835 sec): 3 clusters Score: Raw -1726.705359 + Penalty 681.176209 = -1045.529151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 47 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.009355 sec): 2 clusters Score: Raw -2220.088382 + Penalty 372.831599 = -1847.256782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.009606 sec): 3 clusters Score: Raw -2247.479401 + Penalty 737.217739 = -1510.261662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.010054 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.010236 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.010758 sec): 2 clusters Score: Raw -2272.508946 + Penalty 351.436047 = -1921.072899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.011010 sec): 3 clusters Score: Raw -2275.252628 + Penalty 705.092426 = -1570.160203 nChanged 1 SP:Iteration 1Q (40.011256 sec): 3 clusters Score: Raw -2277.831747 + Penalty 705.224552 = -1572.607195 nChanged 1 SP:Iteration 2Q (40.011499 sec): 3 clusters Score: Raw -2281.359786 + Penalty 705.224552 = -1576.135234 nChanged 0 SP:Iteration 3F (40.011746 sec): 3 clusters Score: Raw -2281.359786 + Penalty 705.224552 = -1576.135234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.012251 sec): 2 clusters Score: Raw -1612.704854 + Penalty 309.883439 = -1302.821414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.012491 sec): 3 clusters Score: Raw -1608.038818 + Penalty 613.127405 = -994.911413 nChanged 1 SP:Iteration 1F (40.012726 sec): 3 clusters Score: Raw -1608.248426 + Penalty 608.305138 = -999.943287 nChanged 1 SP:Iteration 2F (40.012960 sec): 3 clusters Score: Raw -1608.628612 + Penalty 608.305138 = -1000.323473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.013647 sec): 2 clusters Score: Raw -7946.747756 + Penalty 551.969010 = -7394.778746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.014010 sec): 3 clusters Score: Raw -7979.109010 + Penalty 1103.097044 = -6876.011966 nChanged 4 SP:Iteration 1Q (40.014360 sec): 3 clusters Score: Raw -7988.387164 + Penalty 1103.704245 = -6884.682919 nChanged 1 SP:Iteration 2Q (40.014707 sec): 3 clusters Score: Raw -7991.895984 + Penalty 1103.704245 = -6888.191739 nChanged 0 SP:Iteration 3F (40.015064 sec): 3 clusters Score: Raw -7991.895984 + Penalty 1103.704245 = -6888.191739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.015553 sec): 2 clusters Score: Raw -865.207621 + Penalty 273.766770 = -591.440851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.015776 sec): 3 clusters Score: Raw -863.336619 + Penalty 549.519816 = -313.816804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.016286 sec): 2 clusters Score: Raw -1728.891020 + Penalty 359.087814 = -1369.803206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.016549 sec): 3 clusters Score: Raw -1827.702323 + Penalty 715.439967 = -1112.262356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.017029 sec): 2 clusters Score: Raw -712.981941 + Penalty 122.403471 = -590.578469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.017243 sec): 3 clusters Score: Raw -710.328719 + Penalty 244.340148 = -465.988571 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.019862 sec): 2 clusters Score: Raw -79973.965080 + Penalty 970.763551 = -79003.201529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.021499 sec): 3 clusters Score: Raw -79672.774293 + Penalty 1941.174398 = -77731.599895 nChanged 231 SP:Iteration 1F (40.023114 sec): 3 clusters Score: Raw -79867.598060 + Penalty 1940.640037 = -77926.958023 nChanged 65 SP:Iteration 2F (40.024793 sec): 3 clusters Score: Raw -79934.412702 + Penalty 1940.485785 = -77993.926916 nChanged 36 SP:Iteration 3Q (40.026411 sec): 3 clusters Score: Raw -79969.375260 + Penalty 1939.614029 = -78029.761231 nChanged 22 SP:Iteration 4Q (40.028013 sec): 3 clusters Score: Raw -79990.741157 + Penalty 1939.320002 = -78051.421155 nChanged 22 SP:Iteration 5Q (40.029663 sec): 3 clusters Score: Raw -80008.180581 + Penalty 1938.979367 = -78069.201214 nChanged 16 SP:Iteration 6Q (40.031321 sec): 3 clusters Score: Raw -80021.204436 + Penalty 1938.146164 = -78083.058272 nChanged 17 SP:Iteration 7Q (40.032910 sec): 3 clusters Score: Raw -80041.797163 + Penalty 1938.359149 = -78103.438014 nChanged 20 SP:Iteration 8Q (40.034511 sec): 3 clusters Score: Raw -80063.282251 + Penalty 1938.367063 = -78124.915188 nChanged 10 SP:Iteration 9Q (40.036100 sec): 3 clusters Score: Raw -80069.739796 + Penalty 1938.512852 = -78131.226943 nChanged 8 SP:Iteration 10F (40.037786 sec): 3 clusters Score: Raw -80075.884414 + Penalty 1938.307788 = -78137.576626 nChanged 6 SP:Iteration 11Q (40.039367 sec): 3 clusters Score: Raw -80079.681992 + Penalty 1938.371602 = -78141.310391 nChanged 8 SP:Iteration 12Q (40.040966 sec): 3 clusters Score: Raw -80085.387391 + Penalty 1938.664685 = -78146.722706 nChanged 7 SP:Iteration 13Q (40.042556 sec): 3 clusters Score: Raw -80088.817565 + Penalty 1938.628713 = -78150.188852 nChanged 4 SP:Iteration 14Q (40.044114 sec): 3 clusters Score: Raw -80092.585327 + Penalty 1938.762488 = -78153.822839 nChanged 6 SP:Iteration 15Q (40.045733 sec): 3 clusters Score: Raw -80097.580757 + Penalty 1938.711856 = -78158.868901 nChanged 3 SP:Iteration 16Q (40.047318 sec): 3 clusters Score: Raw -80100.879504 + Penalty 1938.836167 = -78162.043337 nChanged 3 SP:Iteration 17Q (40.048938 sec): 3 clusters Score: Raw -80102.063060 + Penalty 1938.836167 = -78163.226893 nChanged 0 SP:Iteration 18F (40.050682 sec): 3 clusters Score: Raw -80102.063060 + Penalty 1938.836167 = -78163.226893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.051417 sec): 2 clusters Score: Raw -7499.907490 + Penalty 551.673087 = -6948.234402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.051772 sec): 3 clusters Score: Raw -7529.324888 + Penalty 1108.587917 = -6420.736971 nChanged 5 SP:Iteration 1F (40.052127 sec): 3 clusters Score: Raw -7542.400729 + Penalty 1108.587917 = -6433.812812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.052674 sec): 2 clusters Score: Raw -2406.471912 + Penalty 276.065582 = -2130.406330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.052930 sec): 3 clusters Score: Raw -2406.950214 + Penalty 553.316510 = -1853.633704 nChanged 2 SP:Iteration 1F (40.053211 sec): 3 clusters Score: Raw -2409.988274 + Penalty 554.040065 = -1855.948209 nChanged 2 SP:Iteration 2F (40.053462 sec): 3 clusters Score: Raw -2413.561641 + Penalty 554.040065 = -1859.521576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.053995 sec): 2 clusters Score: Raw -2171.620387 + Penalty 448.216835 = -1723.403552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.054245 sec): 3 clusters Score: Raw -2243.029359 + Penalty 892.672264 = -1350.357095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.055419 sec): 2 clusters Score: Raw -24478.904926 + Penalty 594.693020 = -23884.211906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.056107 sec): 3 clusters Score: Raw -24376.339324 + Penalty 1190.556687 = -23185.782637 nChanged 61 SP:Iteration 1F (40.056784 sec): 3 clusters Score: Raw -24437.915230 + Penalty 1192.608362 = -23245.306867 nChanged 12 SP:Iteration 2Q (40.057424 sec): 3 clusters Score: Raw -24449.901551 + Penalty 1193.203868 = -23256.697683 nChanged 7 SP:Iteration 3Q (40.058083 sec): 3 clusters Score: Raw -24456.088650 + Penalty 1194.325718 = -23261.762932 nChanged 7 SP:Iteration 4Q (40.058757 sec): 3 clusters Score: Raw -24464.885342 + Penalty 1194.557718 = -23270.327624 nChanged 6 SP:Iteration 5Q (40.059411 sec): 3 clusters Score: Raw -24470.500815 + Penalty 1196.226167 = -23274.274648 nChanged 8 SP:Iteration 6Q (40.060061 sec): 3 clusters Score: Raw -24481.136413 + Penalty 1197.821109 = -23283.315304 nChanged 4 SP:Iteration 7Q (40.060712 sec): 3 clusters Score: Raw -24487.683122 + Penalty 1199.170930 = -23288.512192 nChanged 2 SP:Iteration 8Q (40.061356 sec): 3 clusters Score: Raw -24492.033163 + Penalty 1200.061328 = -23291.971836 nChanged 2 SP:Iteration 9Q (40.062000 sec): 3 clusters Score: Raw -24493.632666 + Penalty 1200.061328 = -23293.571338 nChanged 0 SP:Iteration 10F (40.062653 sec): 3 clusters Score: Raw -24493.632666 + Penalty 1200.061328 = -23293.571338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.063162 sec): 2 clusters Score: Raw -1019.447934 + Penalty 256.381698 = -763.066236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.063407 sec): 3 clusters Score: Raw -1028.414005 + Penalty 506.886406 = -521.527599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.064532 sec): 2 clusters Score: Raw -12309.000089 + Penalty 721.959027 = -11587.041062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.064979 sec): 3 clusters Score: Raw -12355.197731 + Penalty 1443.933312 = -10911.264419 nChanged 8 SP:Iteration 1F (40.065418 sec): 3 clusters Score: Raw -12386.076093 + Penalty 1443.900871 = -10942.175223 nChanged 1 SP:Iteration 2Q (40.065841 sec): 3 clusters Score: Raw -12389.113298 + Penalty 1443.900871 = -10945.212427 nChanged 0 SP:Iteration 3F (40.066279 sec): 3 clusters Score: Raw -12389.113298 + Penalty 1443.900871 = -10945.212427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.067210 sec): 2 clusters Score: Raw -1357.527606 + Penalty 352.730234 = -1004.797372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.067447 sec): 3 clusters Score: Raw -1381.942702 + Penalty 704.352272 = -677.590430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.068914 sec): 2 clusters Score: Raw -31650.505160 + Penalty 567.982905 = -31082.522255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.069719 sec): 3 clusters Score: Raw -31505.751433 + Penalty 1142.571045 = -30363.180388 nChanged 93 SP:Iteration 1F (40.070510 sec): 3 clusters Score: Raw -31574.768158 + Penalty 1147.876988 = -30426.891171 nChanged 27 SP:Iteration 2F (40.071301 sec): 3 clusters Score: Raw -31595.674731 + Penalty 1149.446319 = -30446.228411 nChanged 10 SP:Iteration 3Q (40.072110 sec): 3 clusters Score: Raw -31606.244944 + Penalty 1151.043648 = -30455.201297 nChanged 9 SP:Iteration 4Q (40.072902 sec): 3 clusters Score: Raw -31614.638905 + Penalty 1152.043888 = -30462.595016 nChanged 5 SP:Iteration 5Q (40.073679 sec): 3 clusters Score: Raw -31619.862032 + Penalty 1153.882836 = -30465.979195 nChanged 4 SP:Iteration 6Q (40.074454 sec): 3 clusters Score: Raw -31623.222683 + Penalty 1157.792357 = -30465.430326 nChanged 4 SP:Iteration 7F (40.075242 sec): 3 clusters Score: Raw -31625.140439 + Penalty 1158.256295 = -30466.884144 nChanged 2 SP:Iteration 8Q (40.076017 sec): 3 clusters Score: Raw -31626.465317 + Penalty 1158.985316 = -30467.480001 nChanged 2 SP:Iteration 9Q (40.076812 sec): 3 clusters Score: Raw -31628.707213 + Penalty 1160.285514 = -30468.421699 nChanged 5 SP:Iteration 10F (40.077607 sec): 3 clusters Score: Raw -31635.624080 + Penalty 1162.160252 = -30473.463828 nChanged 5 SP:Iteration 11Q (40.078376 sec): 3 clusters Score: Raw -31643.493744 + Penalty 1168.805827 = -30474.687917 nChanged 6 SP:Iteration 12Q (40.079135 sec): 3 clusters Score: Raw -31651.018777 + Penalty 1172.181254 = -30478.837523 nChanged 3 SP:Iteration 13Q (40.079905 sec): 3 clusters Score: Raw -31653.902595 + Penalty 1175.744830 = -30478.157764 nChanged 3 SP:Iteration 14F (40.080697 sec): 3 clusters Score: Raw -31657.333188 + Penalty 1179.997045 = -30477.336142 nChanged 3 SP:Iteration 15F (40.081496 sec): 3 clusters Score: Raw -31660.725784 + Penalty 1184.990204 = -30475.735580 nChanged 3 SP:Iteration 16F (40.082290 sec): 3 clusters Score: Raw -31663.081498 + Penalty 1187.905274 = -30475.176224 nChanged 1 SP:Iteration 17F (40.083079 sec): 3 clusters Score: Raw -31663.682141 + Penalty 1189.049469 = -30474.632673 nChanged 1 SP:Iteration 18F (40.083885 sec): 3 clusters Score: Raw -31664.060439 + Penalty 1189.049469 = -30475.010971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.084378 sec): 2 clusters Score: Raw -338.702153 + Penalty 85.346562 = -253.355591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.084592 sec): 3 clusters Score: Raw -342.561529 + Penalty 139.210813 = -203.350716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.085078 sec): 2 clusters Score: Raw -562.462978 + Penalty 133.904741 = -428.558237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.085295 sec): 3 clusters Score: Raw -601.832849 + Penalty 262.484003 = -339.348846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.085780 sec): 2 clusters Score: Raw -841.696401 + Penalty 198.669011 = -643.027390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.086004 sec): 3 clusters Score: Raw -832.554929 + Penalty 393.351243 = -439.203686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 67 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.086494 sec): 2 clusters Score: Raw -1132.684296 + Penalty 321.876120 = -810.808176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.086723 sec): 3 clusters Score: Raw -1135.703161 + Penalty 649.020097 = -486.683064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.087258 sec): 2 clusters Score: Raw -1886.997367 + Penalty 334.709362 = -1552.288005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.087503 sec): 3 clusters Score: Raw -1902.161126 + Penalty 675.599044 = -1226.562083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.087994 sec): 2 clusters Score: Raw -1108.447235 + Penalty 252.547685 = -855.899550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.088225 sec): 3 clusters Score: Raw -1117.901162 + Penalty 505.095369 = -612.805792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.088717 sec): 2 clusters Score: Raw -1215.212237 + Penalty 284.339089 = -930.873148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.088948 sec): 3 clusters Score: Raw -1217.651530 + Penalty 567.881913 = -649.769617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.089416 sec): 2 clusters Score: Raw -271.839061 + Penalty 100.738023 = -171.101038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.089625 sec): 3 clusters Score: Raw -268.240415 + Penalty 179.122559 = -89.117856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.090124 sec): 2 clusters Score: Raw -1291.681608 + Penalty 290.391791 = -1001.289817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.090359 sec): 3 clusters Score: Raw -1304.435881 + Penalty 580.748640 = -723.687241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.090832 sec): 2 clusters Score: Raw -372.622299 + Penalty 154.474158 = -218.148141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.091045 sec): 3 clusters Score: Raw -365.241405 + Penalty 295.229337 = -70.012068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.091522 sec): 2 clusters Score: Raw -639.734004 + Penalty 63.997440 = -575.736564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.091735 sec): 3 clusters Score: Raw -650.969842 + Penalty 121.506704 = -529.463139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.092244 sec): 2 clusters Score: Raw -1892.265711 + Penalty 363.325814 = -1528.939897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.092488 sec): 3 clusters Score: Raw -1918.816219 + Penalty 728.402177 = -1190.414041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.092952 sec): 2 clusters Score: Raw -182.897010 + Penalty 67.486551 = -115.410459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.093156 sec): 3 clusters Score: Raw -174.436828 + Penalty 134.973102 = -39.463727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.095006 sec): 2 clusters Score: Raw -51535.358038 + Penalty 1013.255932 = -50522.102106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.096139 sec): 3 clusters Score: Raw -51434.421056 + Penalty 2026.511864 = -49407.909193 nChanged 114 SP:Iteration 1F (40.097266 sec): 3 clusters Score: Raw -51572.750234 + Penalty 2026.476834 = -49546.273400 nChanged 30 SP:Iteration 2F (40.098359 sec): 3 clusters Score: Raw -51613.291471 + Penalty 2026.379725 = -49586.911746 nChanged 16 SP:Iteration 3Q (40.099449 sec): 3 clusters Score: Raw -51638.496214 + Penalty 2026.320534 = -49612.175679 nChanged 9 SP:Iteration 4Q (40.100526 sec): 3 clusters Score: Raw -51650.231438 + Penalty 2026.278423 = -49623.953015 nChanged 8 SP:Iteration 5Q (40.101592 sec): 3 clusters Score: Raw -51660.486598 + Penalty 2026.278423 = -49634.208176 nChanged 0 SP:Iteration 6F (40.102682 sec): 3 clusters Score: Raw -51660.486598 + Penalty 2026.278423 = -49634.208176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 78 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.103252 sec): 2 clusters Score: Raw -1739.694134 + Penalty 378.618742 = -1361.075392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.103500 sec): 3 clusters Score: Raw -1807.180787 + Penalty 748.286123 = -1058.894664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.103980 sec): 2 clusters Score: Raw -273.136900 + Penalty 96.795853 = -176.341047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.104175 sec): 2 clusters Score: Raw -273.136900 + Penalty 96.795853 = -176.341047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.104672 sec): 2 clusters Score: Raw -1349.980790 + Penalty 334.962145 = -1015.018645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.104906 sec): 3 clusters Score: Raw -1370.911370 + Penalty 667.560123 = -703.351247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.105412 sec): 2 clusters Score: Raw -1734.798083 + Penalty 344.569071 = -1390.229012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.105652 sec): 3 clusters Score: Raw -1747.675146 + Penalty 688.362047 = -1059.313099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.106129 sec): 2 clusters Score: Raw -630.399146 + Penalty 244.820737 = -385.578409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.106347 sec): 3 clusters Score: Raw -646.120253 + Penalty 480.370215 = -165.750039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.107169 sec): 2 clusters Score: Raw -11171.408641 + Penalty 578.934041 = -10592.474600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.107618 sec): 3 clusters Score: Raw -11185.764391 + Penalty 1157.868081 = -10027.896310 nChanged 11 SP:Iteration 1F (40.108062 sec): 3 clusters Score: Raw -11212.113508 + Penalty 1157.868081 = -10054.245427 nChanged 2 SP:Iteration 2Q (40.108494 sec): 3 clusters Score: Raw -11217.099582 + Penalty 1158.020885 = -10059.078697 nChanged 1 SP:Iteration 3Q (40.108925 sec): 3 clusters Score: Raw -11224.479160 + Penalty 1158.020885 = -10066.458275 nChanged 0 SP:Iteration 4F (40.109363 sec): 3 clusters Score: Raw -11224.479160 + Penalty 1158.020885 = -10066.458275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.109868 sec): 2 clusters Score: Raw -1462.909408 + Penalty 344.408572 = -1118.500836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.110128 sec): 3 clusters Score: Raw -1469.768352 + Penalty 687.268022 = -782.500330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.110688 sec): 2 clusters Score: Raw -3677.194331 + Penalty 523.358657 = -3153.835674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.110964 sec): 3 clusters Score: Raw -3731.753714 + Penalty 1046.717313 = -2685.036401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.111458 sec): 2 clusters Score: Raw -1267.914682 + Penalty 289.361506 = -978.553176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.111691 sec): 3 clusters Score: Raw -1263.892559 + Penalty 574.429565 = -689.462994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.112185 sec): 2 clusters Score: Raw -967.708756 + Penalty 256.704917 = -711.003839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.112414 sec): 3 clusters Score: Raw -1006.527277 + Penalty 453.468609 = -553.058668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.112971 sec): 2 clusters Score: Raw -3406.956067 + Penalty 474.579065 = -2932.377002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.113246 sec): 3 clusters Score: Raw -3459.378735 + Penalty 950.672791 = -2508.705944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.113755 sec): 2 clusters Score: Raw -1975.904009 + Penalty 415.926368 = -1559.977641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.113998 sec): 3 clusters Score: Raw -1996.729163 + Penalty 834.993203 = -1161.735959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.114496 sec): 2 clusters Score: Raw -1406.814058 + Penalty 312.403324 = -1094.410734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.114733 sec): 3 clusters Score: Raw -1413.422828 + Penalty 629.298089 = -784.124739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.115256 sec): 2 clusters Score: Raw -2393.766540 + Penalty 409.322273 = -1984.444267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.115511 sec): 3 clusters Score: Raw -2451.105602 + Penalty 817.510335 = -1633.595267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.116001 sec): 2 clusters Score: Raw -1090.963478 + Penalty 344.371310 = -746.592167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.116232 sec): 3 clusters Score: Raw -1095.080860 + Penalty 684.963748 = -410.117112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.116735 sec): 2 clusters Score: Raw -1402.624087 + Penalty 370.611411 = -1032.012676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.116972 sec): 3 clusters Score: Raw -1513.148755 + Penalty 742.958050 = -770.190705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.117447 sec): 2 clusters Score: Raw -551.192791 + Penalty 205.003775 = -346.189015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.117681 sec): 3 clusters Score: Raw -545.670022 + Penalty 428.665157 = -117.004865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.118161 sec): 2 clusters Score: Raw -779.723076 + Penalty 264.621953 = -515.101123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.118382 sec): 3 clusters Score: Raw -768.967951 + Penalty 525.056369 = -243.911582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.118865 sec): 2 clusters Score: Raw -919.394462 + Penalty 206.937956 = -712.456506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.119090 sec): 3 clusters Score: Raw -925.604473 + Penalty 379.206807 = -546.397666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.119593 sec): 2 clusters Score: Raw -1730.743735 + Penalty 329.721102 = -1401.022633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.119834 sec): 3 clusters Score: Raw -1741.487424 + Penalty 656.712789 = -1084.774635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.120308 sec): 2 clusters Score: Raw -571.187282 + Penalty 187.710943 = -383.476340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.120524 sec): 3 clusters Score: Raw -563.353461 + Penalty 187.710943 = -375.642518 nChanged 1 SP:Iteration 1F (40.120723 sec): 2 clusters Score: Raw -571.187282 + Penalty 187.710943 = -383.476340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.121309 sec): 2 clusters Score: Raw -4394.433273 + Penalty 345.765005 = -4048.668268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.121603 sec): 3 clusters Score: Raw -4399.668642 + Penalty 710.718960 = -3688.949682 nChanged 1 SP:Iteration 1Q (40.121890 sec): 3 clusters Score: Raw -4401.544840 + Penalty 713.419504 = -3688.125336 nChanged 2 SP:Iteration 2F (40.122181 sec): 3 clusters Score: Raw -4406.387382 + Penalty 714.718358 = -3691.669024 nChanged 1 SP:Iteration 3Q (40.122465 sec): 3 clusters Score: Raw -4411.690595 + Penalty 714.718358 = -3696.972237 nChanged 0 SP:Iteration 4F (40.122754 sec): 3 clusters Score: Raw -4411.690595 + Penalty 714.718358 = -3696.972237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.123233 sec): 2 clusters Score: Raw -656.635636 + Penalty 196.636292 = -459.999344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.123451 sec): 3 clusters Score: Raw -649.339344 + Penalty 401.504133 = -247.835212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.123900 sec): 2 clusters Score: Raw -82.084787 + Penalty 0.000000 = -82.084787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.124080 sec): 2 clusters Score: Raw -82.084787 + Penalty 0.000000 = -82.084787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.124578 sec): 2 clusters Score: Raw -1404.156846 + Penalty 294.258695 = -1109.898151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.124815 sec): 3 clusters Score: Raw -1413.017352 + Penalty 585.055158 = -827.962195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.125309 sec): 2 clusters Score: Raw -547.774287 + Penalty 224.196764 = -323.577524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.125525 sec): 3 clusters Score: Raw -555.175802 + Penalty 471.036721 = -84.139081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.126025 sec): 2 clusters Score: Raw -1545.708081 + Penalty 312.203945 = -1233.504136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.126260 sec): 3 clusters Score: Raw -1546.247818 + Penalty 624.517783 = -921.730035 nChanged 1 SP:Iteration 1F (40.126493 sec): 3 clusters Score: Raw -1549.244607 + Penalty 624.517783 = -924.726824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.126978 sec): 2 clusters Score: Raw -955.525865 + Penalty 272.696459 = -682.829406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.127202 sec): 3 clusters Score: Raw -954.085490 + Penalty 548.922350 = -405.163140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.127676 sec): 2 clusters Score: Raw -568.971745 + Penalty 203.457265 = -365.514480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.127891 sec): 3 clusters Score: Raw -560.315107 + Penalty 403.576273 = -156.738834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.128381 sec): 2 clusters Score: Raw -1187.025729 + Penalty 256.727520 = -930.298209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.128612 sec): 3 clusters Score: Raw -1192.503887 + Penalty 515.798181 = -676.705706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.129081 sec): 2 clusters Score: Raw -291.915312 + Penalty 139.069461 = -152.845852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.129292 sec): 3 clusters Score: Raw -278.538659 + Penalty 286.630467 = 8.091809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.129792 sec): 2 clusters Score: Raw -1507.198446 + Penalty 295.247615 = -1211.950831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.130030 sec): 3 clusters Score: Raw -1519.115588 + Penalty 590.280213 = -928.835376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.130498 sec): 2 clusters Score: Raw -373.312705 + Penalty 130.396231 = -242.916474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.130711 sec): 3 clusters Score: Raw -365.330503 + Penalty 260.792462 = -104.538041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.131196 sec): 2 clusters Score: Raw -978.984284 + Penalty 299.985337 = -678.998946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.131420 sec): 3 clusters Score: Raw -977.806162 + Penalty 613.164417 = -364.641745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.131906 sec): 2 clusters Score: Raw -1033.236151 + Penalty 251.339459 = -781.896692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.132152 sec): 3 clusters Score: Raw -1041.789726 + Penalty 500.437226 = -541.352500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.132765 sec): 2 clusters Score: Raw -4694.466540 + Penalty 165.508590 = -4528.957951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.133079 sec): 3 clusters Score: Raw -4682.504929 + Penalty 332.416616 = -4350.088312 nChanged 9 SP:Iteration 1F (40.133388 sec): 3 clusters Score: Raw -4697.316428 + Penalty 337.108909 = -4360.207519 nChanged 2 SP:Iteration 2Q (40.133697 sec): 3 clusters Score: Raw -4701.486082 + Penalty 342.036692 = -4359.449390 nChanged 2 SP:Iteration 3F (40.134004 sec): 3 clusters Score: Raw -4707.962104 + Penalty 342.036692 = -4365.925411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.134492 sec): 2 clusters Score: Raw -933.528762 + Penalty 208.404642 = -725.124120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.134717 sec): 3 clusters Score: Raw -927.558422 + Penalty 484.183389 = -443.375033 nChanged 1 SP:Iteration 1F (40.134937 sec): 3 clusters Score: Raw -927.285165 + Penalty 484.183389 = -443.101776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.135413 sec): 2 clusters Score: Raw -667.327751 + Penalty 211.742289 = -455.585462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.135631 sec): 3 clusters Score: Raw -659.519669 + Penalty 379.521227 = -279.998443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.136132 sec): 2 clusters Score: Raw -1537.331667 + Penalty 298.236903 = -1239.094763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.136372 sec): 3 clusters Score: Raw -1558.096646 + Penalty 594.394304 = -963.702342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.136857 sec): 2 clusters Score: Raw -1013.817529 + Penalty 327.601092 = -686.216437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.137081 sec): 3 clusters Score: Raw -1002.231053 + Penalty 655.202184 = -347.028870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.137576 sec): 2 clusters Score: Raw -1287.788506 + Penalty 287.826689 = -999.961817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.137813 sec): 3 clusters Score: Raw -1299.283016 + Penalty 585.802287 = -713.480729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.138290 sec): 2 clusters Score: Raw -528.565713 + Penalty 164.718399 = -363.847314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.138509 sec): 3 clusters Score: Raw -528.317673 + Penalty 329.436798 = -198.880875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.139126 sec): 2 clusters Score: Raw -5847.629238 + Penalty 563.145170 = -5284.484067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.139444 sec): 3 clusters Score: Raw -5894.423491 + Penalty 1126.237270 = -4768.186221 nChanged 2 SP:Iteration 1Q (40.139747 sec): 3 clusters Score: Raw -5899.517460 + Penalty 1126.254818 = -4773.262643 nChanged 1 SP:Iteration 2Q (40.140068 sec): 3 clusters Score: Raw -5902.467049 + Penalty 1126.254818 = -4776.212232 nChanged 0 SP:Iteration 3F (40.140380 sec): 3 clusters Score: Raw -5902.467049 + Penalty 1126.254818 = -4776.212232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 127 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.141014 sec): 2 clusters Score: Raw -6384.585758 + Penalty 618.175337 = -5766.410421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.141343 sec): 3 clusters Score: Raw -6448.313743 + Penalty 1236.350674 = -5211.963069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.141935 sec): 2 clusters Score: Raw -5024.939050 + Penalty 575.813542 = -4449.125508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.142240 sec): 3 clusters Score: Raw -5087.424374 + Penalty 1151.764080 = -3935.660294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 129 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.142734 sec): 2 clusters Score: Raw -1195.862804 + Penalty 330.671395 = -865.191409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.142964 sec): 3 clusters Score: Raw -1192.250405 + Penalty 658.761768 = -533.488638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.143490 sec): 2 clusters Score: Raw -2530.369979 + Penalty 425.832577 = -2104.537402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.143747 sec): 3 clusters Score: Raw -2553.239521 + Penalty 858.717039 = -1694.522482 nChanged 1 SP:Iteration 1Q (40.143990 sec): 3 clusters Score: Raw -2555.034731 + Penalty 858.717039 = -1696.317692 nChanged 0 SP:Iteration 2F (40.144240 sec): 3 clusters Score: Raw -2555.034731 + Penalty 858.717039 = -1696.317692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.145054 sec): 2 clusters Score: Raw -12803.102467 + Penalty 704.884607 = -12098.217860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.145506 sec): 3 clusters Score: Raw -12839.292347 + Penalty 1407.808219 = -11431.484128 nChanged 10 SP:Iteration 1F (40.145949 sec): 3 clusters Score: Raw -12872.311440 + Penalty 1406.104062 = -11466.207378 nChanged 5 SP:Iteration 2Q (40.146380 sec): 3 clusters Score: Raw -12886.429335 + Penalty 1405.742285 = -11480.687050 nChanged 2 SP:Iteration 3Q (40.146811 sec): 3 clusters Score: Raw -12889.001016 + Penalty 1405.088176 = -11483.912840 nChanged 1 SP:Iteration 4Q (40.147238 sec): 3 clusters Score: Raw -12889.209699 + Penalty 1405.088176 = -11484.121523 nChanged 0 SP:Iteration 5F (40.147683 sec): 3 clusters Score: Raw -12889.209699 + Penalty 1405.088176 = -11484.121523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.148237 sec): 2 clusters Score: Raw -3246.998387 + Penalty 481.347636 = -2765.650750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.148505 sec): 3 clusters Score: Raw -3304.034774 + Penalty 963.020884 = -2341.013890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.149042 sec): 2 clusters Score: Raw -2907.107023 + Penalty 461.830847 = -2445.276176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.149305 sec): 3 clusters Score: Raw -2941.175731 + Penalty 924.420987 = -2016.754744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.149808 sec): 2 clusters Score: Raw -800.144802 + Penalty 266.347123 = -533.797679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.150030 sec): 3 clusters Score: Raw -785.883020 + Penalty 527.715353 = -258.167667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.150504 sec): 2 clusters Score: Raw -358.275892 + Penalty 109.559290 = -248.716602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.150723 sec): 3 clusters Score: Raw -353.626613 + Penalty 199.627164 = -153.999449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.151250 sec): 2 clusters Score: Raw -2337.497444 + Penalty 475.908388 = -1861.589056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.151503 sec): 3 clusters Score: Raw -2382.346086 + Penalty 959.329377 = -1423.016709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.152062 sec): 2 clusters Score: Raw -3588.989084 + Penalty 435.030038 = -3153.959046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.152339 sec): 3 clusters Score: Raw -3619.286001 + Penalty 866.414204 = -2752.871796 nChanged 1 SP:Iteration 1Q (40.152608 sec): 3 clusters Score: Raw -3623.465288 + Penalty 866.414204 = -2757.051084 nChanged 0 SP:Iteration 2F (40.152884 sec): 3 clusters Score: Raw -3623.465288 + Penalty 866.414204 = -2757.051084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.153721 sec): 2 clusters Score: Raw -13843.591490 + Penalty 793.099156 = -13050.492335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.154200 sec): 3 clusters Score: Raw -13910.208307 + Penalty 1586.701423 = -12323.506884 nChanged 11 SP:Iteration 1F (40.154669 sec): 3 clusters Score: Raw -13953.785383 + Penalty 1586.701423 = -12367.083959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.155184 sec): 2 clusters Score: Raw -1733.829396 + Penalty 368.186018 = -1365.643378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.155424 sec): 3 clusters Score: Raw -1746.302768 + Penalty 740.711894 = -1005.590874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.155894 sec): 2 clusters Score: Raw -285.769373 + Penalty 150.507786 = -135.261587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.156104 sec): 3 clusters Score: Raw -274.729129 + Penalty 306.009059 = 31.279929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.156601 sec): 2 clusters Score: Raw -1522.963719 + Penalty 359.961567 = -1163.002152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.156835 sec): 3 clusters Score: Raw -1511.945951 + Penalty 725.397022 = -786.548930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.157326 sec): 2 clusters Score: Raw -1122.298094 + Penalty 247.692040 = -874.606054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.157555 sec): 3 clusters Score: Raw -1120.881964 + Penalty 496.705934 = -624.176029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 144 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.158054 sec): 2 clusters Score: Raw -672.586443 + Penalty 227.912260 = -444.674183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.158272 sec): 3 clusters Score: Raw -664.567611 + Penalty 442.768486 = -221.799125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.158754 sec): 2 clusters Score: Raw -900.242933 + Penalty 297.274909 = -602.968024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.158974 sec): 3 clusters Score: Raw -890.121723 + Penalty 297.274909 = -592.846814 nChanged 1 SP:Iteration 1F (40.159173 sec): 2 clusters Score: Raw -900.242933 + Penalty 297.274909 = -602.968024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.159639 sec): 2 clusters Score: Raw -292.565207 + Penalty 149.681109 = -142.884098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.159848 sec): 3 clusters Score: Raw -280.872849 + Penalty 297.885781 = 17.012932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.160941 sec): 2 clusters Score: Raw -12385.713255 + Penalty 621.463528 = -11764.249727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.161377 sec): 3 clusters Score: Raw -12386.711199 + Penalty 1241.445451 = -11145.265748 nChanged 11 SP:Iteration 1F (40.161804 sec): 3 clusters Score: Raw -12412.310278 + Penalty 1241.055577 = -11171.254701 nChanged 2 SP:Iteration 2Q (40.162224 sec): 3 clusters Score: Raw -12415.778582 + Penalty 1241.074159 = -11174.704423 nChanged 1 SP:Iteration 3Q (40.162643 sec): 3 clusters Score: Raw -12419.932440 + Penalty 1241.211969 = -11178.720471 nChanged 2 SP:Iteration 4Q (40.163062 sec): 3 clusters Score: Raw -12426.585437 + Penalty 1241.676662 = -11184.908776 nChanged 1 SP:Iteration 5Q (40.163480 sec): 3 clusters Score: Raw -12428.565446 + Penalty 1241.676662 = -11186.888784 nChanged 0 SP:Iteration 6F (40.163908 sec): 3 clusters Score: Raw -12428.565446 + Penalty 1241.676662 = -11186.888784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.164846 sec): 2 clusters Score: Raw -690.268614 + Penalty 244.101591 = -446.167022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.165068 sec): 3 clusters Score: Raw -680.824606 + Penalty 485.065182 = -195.759423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 149 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.165589 sec): 2 clusters Score: Raw -2256.056443 + Penalty 431.603377 = -1824.453065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.165840 sec): 3 clusters Score: Raw -2277.258613 + Penalty 864.521310 = -1412.737303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.166326 sec): 2 clusters Score: Raw -1045.382544 + Penalty 254.066183 = -791.316360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.166555 sec): 3 clusters Score: Raw -1038.432025 + Penalty 510.213559 = -528.218466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.167028 sec): 2 clusters Score: Raw -592.999337 + Penalty 217.450340 = -375.548998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.167246 sec): 3 clusters Score: Raw -578.531603 + Penalty 434.900680 = -143.630924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.167762 sec): 2 clusters Score: Raw -1274.721194 + Penalty 328.178728 = -946.542466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.167993 sec): 3 clusters Score: Raw -1271.223474 + Penalty 645.697156 = -625.526319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.168500 sec): 2 clusters Score: Raw -1819.602059 + Penalty 395.114873 = -1424.487186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.168742 sec): 3 clusters Score: Raw -1851.523528 + Penalty 788.815247 = -1062.708281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 154 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.169238 sec): 2 clusters Score: Raw -1209.455988 + Penalty 334.414140 = -875.041849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.169471 sec): 3 clusters Score: Raw -1202.241215 + Penalty 674.284421 = -527.956794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 155 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.170023 sec): 2 clusters Score: Raw -3533.095623 + Penalty 566.625485 = -2966.470137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.170294 sec): 3 clusters Score: Raw -3584.341742 + Penalty 1134.086371 = -2450.255371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.170784 sec): 2 clusters Score: Raw -1007.663706 + Penalty 233.287436 = -774.376271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.171012 sec): 3 clusters Score: Raw -1013.520875 + Penalty 458.133390 = -555.387486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.171476 sec): 2 clusters Score: Raw -180.951442 + Penalty 64.680554 = -116.270888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.171669 sec): 2 clusters Score: Raw -180.951442 + Penalty 64.680554 = -116.270888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.172142 sec): 2 clusters Score: Raw -460.800078 + Penalty 159.445305 = -301.354774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.172354 sec): 3 clusters Score: Raw -455.536228 + Penalty 343.638297 = -111.897932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.172819 sec): 2 clusters Score: Raw -185.880775 + Penalty 80.773661 = -105.107114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.173023 sec): 3 clusters Score: Raw -177.937516 + Penalty 161.547322 = -16.390194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.173504 sec): 2 clusters Score: Raw -774.026549 + Penalty 265.130899 = -508.895650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.173725 sec): 3 clusters Score: Raw -766.279111 + Penalty 536.197865 = -230.081246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 161 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.174315 sec): 2 clusters Score: Raw -4765.847321 + Penalty 558.869670 = -4206.977650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.174633 sec): 3 clusters Score: Raw -4821.752750 + Penalty 1117.022919 = -3704.729831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.175117 sec): 2 clusters Score: Raw -881.549222 + Penalty 264.575682 = -616.973540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.175340 sec): 3 clusters Score: Raw -876.784318 + Penalty 526.817125 = -349.967193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.175796 sec): 2 clusters Score: Raw -174.152332 + Penalty 36.656328 = -137.496004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.175981 sec): 2 clusters Score: Raw -174.152332 + Penalty 36.656328 = -137.496004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.176499 sec): 2 clusters Score: Raw -2260.751650 + Penalty 462.199269 = -1798.552381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.176751 sec): 3 clusters Score: Raw -2331.765494 + Penalty 925.393935 = -1406.371559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.177242 sec): 2 clusters Score: Raw -1297.336518 + Penalty 368.937121 = -928.399398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.177474 sec): 3 clusters Score: Raw -1291.237061 + Penalty 743.573580 = -547.663482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.178091 sec): 2 clusters Score: Raw -5549.712819 + Penalty 459.456796 = -5090.256023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.178405 sec): 3 clusters Score: Raw -5554.752562 + Penalty 919.244555 = -4635.508006 nChanged 4 SP:Iteration 1F (40.178716 sec): 3 clusters Score: Raw -5566.577334 + Penalty 919.244555 = -4647.332779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.179177 sec): 2 clusters Score: Raw -85.888325 + Penalty 0.000000 = -85.888325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.179367 sec): 2 clusters Score: Raw -85.888325 + Penalty 0.000000 = -85.888325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.179838 sec): 2 clusters Score: Raw -457.606883 + Penalty 154.409180 = -303.197703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.180053 sec): 3 clusters Score: Raw -455.477447 + Penalty 305.414398 = -150.063049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.180524 sec): 2 clusters Score: Raw -471.058801 + Penalty 147.277839 = -323.780962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.180741 sec): 3 clusters Score: Raw -459.416687 + Penalty 289.687024 = -169.729664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 170 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.181215 sec): 2 clusters Score: Raw -587.257917 + Penalty 211.829847 = -375.428071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.181430 sec): 3 clusters Score: Raw -574.280124 + Penalty 480.090254 = -94.189869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.181939 sec): 2 clusters Score: Raw -1010.665891 + Penalty 283.213007 = -727.452885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.182172 sec): 3 clusters Score: Raw -1013.353892 + Penalty 605.214848 = -408.139044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.182691 sec): 2 clusters Score: Raw -2107.807193 + Penalty 350.241271 = -1757.565922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.182939 sec): 3 clusters Score: Raw -2112.944701 + Penalty 701.938265 = -1411.006436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.183422 sec): 2 clusters Score: Raw -792.827185 + Penalty 198.179293 = -594.647892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.183645 sec): 3 clusters Score: Raw -804.349795 + Penalty 384.478916 = -419.870880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.184132 sec): 2 clusters Score: Raw -992.898686 + Penalty 244.322225 = -748.576461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.184361 sec): 3 clusters Score: Raw -1001.724864 + Penalty 503.311462 = -498.413402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.184829 sec): 2 clusters Score: Raw -385.924939 + Penalty 168.705016 = -217.219922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.185028 sec): 2 clusters Score: Raw -385.924939 + Penalty 168.705016 = -217.219922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.185512 sec): 2 clusters Score: Raw -906.656172 + Penalty 29.712511 = -876.943661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.185726 sec): 3 clusters Score: Raw -916.644012 + Penalty 59.425023 = -857.218990 nChanged 1 SP:Iteration 1F (40.185935 sec): 3 clusters Score: Raw -918.600784 + Penalty 59.425023 = -859.175761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.186412 sec): 2 clusters Score: Raw -643.474578 + Penalty 192.496932 = -450.977646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.186633 sec): 3 clusters Score: Raw -639.832830 + Penalty 389.579117 = -250.253713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.187095 sec): 2 clusters Score: Raw -90.519158 + Penalty 0.000000 = -90.519158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.187285 sec): 2 clusters Score: Raw -90.519158 + Penalty 0.000000 = -90.519158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.187768 sec): 2 clusters Score: Raw -969.005294 + Penalty 272.270629 = -696.734665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.187992 sec): 3 clusters Score: Raw -967.527113 + Penalty 544.541259 = -422.985854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.188460 sec): 2 clusters Score: Raw -391.783118 + Penalty 187.723626 = -204.059492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.188671 sec): 3 clusters Score: Raw -380.001089 + Penalty 376.977819 = -3.023269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.189155 sec): 2 clusters Score: Raw -178.250642 + Penalty 55.795703 = -122.454938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.189346 sec): 2 clusters Score: Raw -178.250642 + Penalty 55.795703 = -122.454938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.189807 sec): 2 clusters Score: Raw -188.088148 + Penalty 86.273525 = -101.814623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.190013 sec): 3 clusters Score: Raw -177.977239 + Penalty 172.547050 = -5.430189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.190542 sec): 2 clusters Score: Raw -2648.863817 + Penalty 439.004130 = -2209.859686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.190804 sec): 3 clusters Score: Raw -2687.536036 + Penalty 878.576817 = -1808.959219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.191268 sec): 2 clusters Score: Raw -84.179105 + Penalty 0.000000 = -84.179105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.191458 sec): 2 clusters Score: Raw -84.179105 + Penalty 0.000000 = -84.179105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.191934 sec): 2 clusters Score: Raw -677.910093 + Penalty 250.480313 = -427.429780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.192153 sec): 3 clusters Score: Raw -674.139235 + Penalty 503.176143 = -170.963092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.192691 sec): 2 clusters Score: Raw -3177.749282 + Penalty 439.235467 = -2738.513815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.192957 sec): 3 clusters Score: Raw -3186.597287 + Penalty 874.122579 = -2312.474708 nChanged 1 SP:Iteration 1Q (40.193213 sec): 3 clusters Score: Raw -3189.827281 + Penalty 874.122579 = -2315.704702 nChanged 0 SP:Iteration 2F (40.193473 sec): 3 clusters Score: Raw -3189.827281 + Penalty 874.122579 = -2315.704702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.193944 sec): 2 clusters Score: Raw -471.288721 + Penalty 185.807531 = -285.481190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.194157 sec): 3 clusters Score: Raw -463.800833 + Penalty 376.995368 = -86.805465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.194629 sec): 2 clusters Score: Raw -579.917248 + Penalty 208.745999 = -371.171249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.194845 sec): 3 clusters Score: Raw -569.719977 + Penalty 405.249281 = -164.470697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.195333 sec): 2 clusters Score: Raw -874.842539 + Penalty 278.153881 = -596.688658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.195556 sec): 3 clusters Score: Raw -867.637522 + Penalty 563.129976 = -304.507547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.196043 sec): 2 clusters Score: Raw -372.649271 + Penalty 138.016384 = -234.632888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.196255 sec): 3 clusters Score: Raw -366.161549 + Penalty 263.775074 = -102.386475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.196719 sec): 2 clusters Score: Raw -190.218868 + Penalty 92.193385 = -98.025483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.196911 sec): 2 clusters Score: Raw -190.218868 + Penalty 92.193385 = -98.025483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 198 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.197387 sec): 2 clusters Score: Raw -683.867783 + Penalty 249.859008 = -434.008775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.197606 sec): 3 clusters Score: Raw -672.150809 + Penalty 499.051760 = -173.099048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.198074 sec): 2 clusters Score: Raw -390.608255 + Penalty 186.799289 = -203.808965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.198286 sec): 3 clusters Score: Raw -378.904090 + Penalty 373.598579 = -5.305511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.198736 sec): 2 clusters Score: Raw -162.223531 + Penalty 4.941876 = -157.281655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.198917 sec): 2 clusters Score: Raw -162.223531 + Penalty 4.941876 = -157.281655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 201 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.199394 sec): 2 clusters Score: Raw -779.285386 + Penalty 270.408613 = -508.876773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.199618 sec): 3 clusters Score: Raw -772.168540 + Penalty 543.094463 = -229.074077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 202 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.200138 sec): 2 clusters Score: Raw -2242.885837 + Penalty 444.767859 = -1798.117978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.200388 sec): 3 clusters Score: Raw -2270.174832 + Penalty 896.209939 = -1373.964894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.200863 sec): 2 clusters Score: Raw -456.187400 + Penalty 151.970793 = -304.216608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.201078 sec): 3 clusters Score: Raw -455.837666 + Penalty 298.168483 = -157.669183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 208 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.201564 sec): 2 clusters Score: Raw -1075.829923 + Penalty 292.969143 = -782.860780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.201793 sec): 3 clusters Score: Raw -1071.645251 + Penalty 589.739202 = -481.906049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.202263 sec): 2 clusters Score: Raw -480.596604 + Penalty 200.240093 = -280.356511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.202476 sec): 3 clusters Score: Raw -472.979988 + Penalty 378.863092 = -94.116896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.202957 sec): 2 clusters Score: Raw -290.643067 + Penalty 142.794928 = -147.848139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.203166 sec): 3 clusters Score: Raw -277.721811 + Penalty 285.988801 = 8.266990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.203642 sec): 2 clusters Score: Raw -558.819326 + Penalty 174.940585 = -383.878741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.203860 sec): 3 clusters Score: Raw -553.705053 + Penalty 354.659252 = -199.045801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.204325 sec): 2 clusters Score: Raw -184.898263 + Penalty 83.825423 = -101.072839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.204516 sec): 2 clusters Score: Raw -184.898263 + Penalty 83.825423 = -101.072839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 216 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.205007 sec): 2 clusters Score: Raw -1034.699336 + Penalty 33.079953 = -1001.619383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.205224 sec): 3 clusters Score: Raw -1042.794887 + Penalty 65.029167 = -977.765720 nChanged 1 SP:Iteration 1F (40.205437 sec): 3 clusters Score: Raw -1045.657838 + Penalty 64.117219 = -981.540618 nChanged 1 SP:Iteration 2F (40.205649 sec): 3 clusters Score: Raw -1048.012742 + Penalty 64.117219 = -983.895522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.206117 sec): 2 clusters Score: Raw -370.276106 + Penalty 140.300331 = -229.975775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.206314 sec): 2 clusters Score: Raw -370.276106 + Penalty 140.300331 = -229.975775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 219 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.206777 sec): 2 clusters Score: Raw -190.038171 + Penalty 90.480456 = -99.557716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.206969 sec): 2 clusters Score: Raw -190.038171 + Penalty 90.480456 = -99.557716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 223 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.207441 sec): 2 clusters Score: Raw -572.687636 + Penalty 209.008128 = -363.679508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.207658 sec): 3 clusters Score: Raw -564.727533 + Penalty 418.016255 = -146.711277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.208127 sec): 2 clusters Score: Raw -291.881063 + Penalty 146.046269 = -145.834794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.208337 sec): 3 clusters Score: Raw -279.347162 + Penalty 300.011191 = 20.664029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 225 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.208836 sec): 2 clusters Score: Raw -1371.947563 + Penalty 286.127316 = -1085.820247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.209070 sec): 3 clusters Score: Raw -1391.904398 + Penalty 575.094918 = -816.809480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.209539 sec): 2 clusters Score: Raw -382.366980 + Penalty 179.305014 = -203.061967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.209765 sec): 3 clusters Score: Raw -374.767942 + Penalty 353.382145 = -21.385797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 231 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.210240 sec): 2 clusters Score: Raw -590.720360 + Penalty 206.507824 = -384.212536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.210458 sec): 3 clusters Score: Raw -576.421644 + Penalty 413.015649 = -163.405995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.210924 sec): 2 clusters Score: Raw -187.685854 + Penalty 83.536782 = -104.149072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.211130 sec): 3 clusters Score: Raw -177.231592 + Penalty 167.073563 = -10.158028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.211578 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.211757 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.212221 sec): 2 clusters Score: Raw -290.132124 + Penalty 134.133299 = -155.998825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.212433 sec): 3 clusters Score: Raw -278.852026 + Penalty 266.854114 = -11.997913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 237 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.212904 sec): 2 clusters Score: Raw -382.128646 + Penalty 160.780989 = -221.347657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.213102 sec): 2 clusters Score: Raw -382.128646 + Penalty 160.780989 = -221.347657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 238 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.213566 sec): 2 clusters Score: Raw -286.203661 + Penalty 122.691032 = -163.512629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.213761 sec): 2 clusters Score: Raw -286.203661 + Penalty 122.691032 = -163.512629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.214208 sec): 2 clusters Score: Raw -80.295068 + Penalty 0.000000 = -80.295068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.214387 sec): 2 clusters Score: Raw -80.295068 + Penalty 0.000000 = -80.295068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.214842 sec): 2 clusters Score: Raw -88.326506 + Penalty 0.000000 = -88.326506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.215028 sec): 2 clusters Score: Raw -88.326506 + Penalty 0.000000 = -88.326506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 243 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.215485 sec): 2 clusters Score: Raw -87.762145 + Penalty 0.000000 = -87.762145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.215674 sec): 2 clusters Score: Raw -87.762145 + Penalty 0.000000 = -87.762145 nChanged 0 Deleting Class 146 (3 points): Lose 8.088148 but Gain 1416.145037 Iteration 20F (43.421853 sec): 209 clusters Score: Raw -2741824.623452 + Penalty 233551.403849 = -2508273.219603 nChanged 37 Deleting Class 137 (24 points): Lose 148.735254 but Gain 1556.493483 Iteration 21Q (43.649048 sec): 208 clusters Score: Raw -2741711.176498 + Penalty 232222.897079 = -2509488.279419 nChanged 44 Deleting Class 141 (4 points): Lose 28.181900 but Gain 1463.832594 Iteration 22Q (43.873555 sec): 207 clusters Score: Raw -2741815.763212 + Penalty 230817.371775 = -2510998.391437 nChanged 20 Deleting Class 165 (13 points): Lose 89.599102 but Gain 1495.060459 Iteration 23Q (44.092227 sec): 206 clusters Score: Raw -2741766.835335 + Penalty 229325.844678 = -2512440.990657 nChanged 22 Deleting Class 123 (10 points): Lose 81.455614 but Gain 1478.818409 Iteration 24Q (44.309405 sec): 205 clusters Score: Raw -2741721.112340 + Penalty 227939.424977 = -2513781.687362 nChanged 21 Deleting Class 97 (11 points): Lose 96.379917 but Gain 1492.732361 Iteration 25Q (44.540766 sec): 204 clusters Score: Raw -2741666.314956 + Penalty 226756.032158 = -2514910.282798 nChanged 22 Deleting Class 155 (36 points): Lose 264.779010 but Gain 1657.432430 Iteration 26Q (44.757018 sec): 203 clusters Score: Raw -2741462.612950 + Penalty 225112.511591 = -2516350.101359 nChanged 44 Deleting Class 183 (4 points): Lose 25.183079 but Gain 1407.500877 Iteration 27Q (44.976813 sec): 202 clusters Score: Raw -2741511.153510 + Penalty 223692.747948 = -2517818.405561 nChanged 16 Deleting Class 179 (1 points): Lose 4.407749 but Gain 1382.833192 Iteration 28Q (45.191555 sec): 201 clusters Score: Raw -2741519.144817 + Penalty 222325.515483 = -2519193.629335 nChanged 10 Deleting Class 199 (4 points): Lose 31.243589 but Gain 1400.570452 Iteration 29Q (45.404082 sec): 200 clusters Score: Raw -2741504.370897 + Penalty 220945.157076 = -2520559.213821 nChanged 8 Deleting Class 224 (3 points): Lose 16.344975 but Gain 1381.755523 Iteration 30F (48.372999 sec): 199 clusters Score: Raw -2741506.489864 + Penalty 219577.708520 = -2521928.781343 nChanged 9 Deleting Class 145 (9 points): Lose 45.820125 but Gain 1406.270943 Iteration 31Q (48.585076 sec): 198 clusters Score: Raw -2741475.888665 + Penalty 218190.647789 = -2523285.240876 nChanged 15 Deleting Class 195 (2 points): Lose 23.736929 but Gain 1382.482035 Iteration 32Q (48.796879 sec): 197 clusters Score: Raw -2741470.896964 + Penalty 216940.649939 = -2524530.247025 nChanged 7 Deleting Class 219 (2 points): Lose 1.704726 but Gain 1356.795872 Iteration 33Q (49.008978 sec): 196 clusters Score: Raw -2741487.920877 + Penalty 215610.702106 = -2525877.218771 nChanged 5 Deleting Class 212 (3 points): Lose 9.586840 but Gain 1350.994332 Iteration 34Q (49.217408 sec): 195 clusters Score: Raw -2741489.421536 + Penalty 214281.524007 = -2527207.897529 nChanged 7 Deleting Class 149 (24 points): Lose 99.784541 but Gain 1437.951053 Iteration 35Q (49.425572 sec): 194 clusters Score: Raw -2741398.511635 + Penalty 212922.973131 = -2528475.538504 nChanged 26 Deleting Class 89 (39 points): Lose 164.333242 but Gain 1497.476855 Iteration 36Q (49.635687 sec): 193 clusters Score: Raw -2741290.396632 + Penalty 211498.188215 = -2529792.208416 nChanged 42 Deleting Class 93 (20 points): Lose 111.374552 but Gain 1443.107393 Iteration 37Q (49.849416 sec): 192 clusters Score: Raw -2741267.559784 + Penalty 210120.630961 = -2531146.928822 nChanged 33 Deleting Class 202 (25 points): Lose 142.875844 but Gain 1473.176350 Iteration 38Q (50.059692 sec): 191 clusters Score: Raw -2741184.684473 + Penalty 208736.615237 = -2532448.069236 nChanged 40 Deleting Class 154 (12 points): Lose 76.126924 but Gain 1398.813291 Iteration 39Q (50.268317 sec): 190 clusters Score: Raw -2741186.083400 + Penalty 207358.731655 = -2533827.351745 nChanged 23 Deleting Class 142 (15 points): Lose 64.635164 but Gain 1381.607299 Iteration 40F (53.102326 sec): 189 clusters Score: Raw -2741161.355621 + Penalty 205996.529013 = -2535164.826609 nChanged 29 Deleting Class 129 (12 points): Lose 67.978377 but Gain 1383.157848 Iteration 41Q (53.312106 sec): 188 clusters Score: Raw -2741126.637905 + Penalty 204647.190334 = -2536479.447571 nChanged 26 Deleting Class 227 (5 points): Lose 37.285550 but Gain 1352.070962 Iteration 42Q (53.522572 sec): 187 clusters Score: Raw -2741116.122221 + Penalty 203372.622058 = -2537743.500163 nChanged 20 Deleting Class 128 (52 points): Lose 207.172017 but Gain 1521.356199 Iteration 43Q (53.728478 sec): 186 clusters Score: Raw -2740946.516591 + Penalty 201958.330716 = -2538988.185875 nChanged 67 Deleting Class 201 (8 points): Lose 40.523252 but Gain 1351.633669 Iteration 44Q (53.937970 sec): 185 clusters Score: Raw -2741047.360156 + Penalty 200616.628604 = -2540430.731552 nChanged 36 Deleting Class 36 (12 points): Lose 55.618306 but Gain 1365.162386 Iteration 45Q (54.143287 sec): 184 clusters Score: Raw -2741043.182715 + Penalty 199280.430625 = -2541762.752091 nChanged 27 Deleting Class 62 (19 points): Lose 125.902585 but Gain 1434.216520 Iteration 46Q (54.346610 sec): 183 clusters Score: Raw -2740953.350032 + Penalty 197915.451994 = -2543037.898039 nChanged 30 Deleting Class 153 (19 points): Lose 88.300013 but Gain 1394.780977 Iteration 47Q (54.549554 sec): 182 clusters Score: Raw -2740915.563559 + Penalty 196547.466551 = -2544368.097008 nChanged 24 Deleting Class 134 (8 points): Lose 28.450318 but Gain 1331.332367 Iteration 48Q (54.761950 sec): 181 clusters Score: Raw -2740928.492750 + Penalty 195218.248209 = -2545710.244541 nChanged 12 Deleting Class 114 (3 points): Lose 14.036651 but Gain 1315.747380 Iteration 49Q (54.962724 sec): 180 clusters Score: Raw -2740930.953562 + Penalty 193926.566134 = -2547004.387428 nChanged 11 Deleting Class 188 (7 points): Lose 38.156040 but Gain 1337.938069 Iteration 50F (57.663909 sec): 179 clusters Score: Raw -2740905.578401 + Penalty 192640.600081 = -2548264.978320 nChanged 9 Deleting Class 52 (7 points): Lose 30.338915 but Gain 1327.790483 Iteration 51Q (57.876142 sec): 178 clusters Score: Raw -2740885.453867 + Penalty 191384.231456 = -2549501.222411 nChanged 7 Deleting Class 117 (12 points): Lose 81.011325 but Gain 1377.055865 Iteration 52Q (58.083098 sec): 177 clusters Score: Raw -2740823.808768 + Penalty 190048.011242 = -2550775.797527 nChanged 13 Deleting Class 160 (9 points): Lose 64.897850 but Gain 1360.656467 Iteration 53Q (58.288084 sec): 176 clusters Score: Raw -2740782.748006 + Penalty 188711.849525 = -2552070.898481 nChanged 11 Deleting Class 58 (25 points): Lose 184.368168 but Gain 1476.597967 Iteration 54Q (58.499136 sec): 175 clusters Score: Raw -2740615.836923 + Penalty 187280.350134 = -2553335.486789 nChanged 27 Deleting Class 185 (2 points): Lose 3.544827 but Gain 1293.711021 Iteration 55Q (58.705951 sec): 174 clusters Score: Raw -2740701.357454 + Penalty 185995.130508 = -2554706.226947 nChanged 11 Deleting Class 186 (28 points): Lose 104.423925 but Gain 1392.463069 Iteration 56Q (58.911601 sec): 173 clusters Score: Raw -2740619.793994 + Penalty 184637.325560 = -2555982.468434 nChanged 38 Deleting Class 67 (12 points): Lose 61.602151 but Gain 1346.368293 Iteration 57Q (59.115881 sec): 172 clusters Score: Raw -2740622.567142 + Penalty 183318.723715 = -2557303.843427 nChanged 23 Deleting Class 164 (24 points): Lose 227.092236 but Gain 1511.656798 Iteration 58Q (59.320767 sec): 171 clusters Score: Raw -2740432.203430 + Penalty 181931.518792 = -2558500.684637 nChanged 33 Deleting Class 176 (5 points): Lose 28.743411 but Gain 1323.811494 Iteration 59Q (59.525614 sec): 170 clusters Score: Raw -2740541.257778 + Penalty 180645.070517 = -2559896.187261 nChanged 15 Deleting Class 130 (26 points): Lose 114.168212 but Gain 1395.438147 Iteration 60F (62.054696 sec): 169 clusters Score: Raw -2740461.522774 + Penalty 179220.279705 = -2561241.243069 nChanged 34 Deleting Class 20 (24 points): Lose 142.409189 but Gain 1421.032215 Iteration 61Q (62.248749 sec): 168 clusters Score: Raw -2740397.666521 + Penalty 177931.758122 = -2562465.908399 nChanged 31 Deleting Class 152 (13 points): Lose 57.028622 but Gain 1329.893394 Iteration 62Q (62.442343 sec): 167 clusters Score: Raw -2740395.899888 + Penalty 176638.387415 = -2563757.512473 nChanged 24 Deleting Class 100 (6 points): Lose 38.107814 but Gain 1302.249825 Iteration 63Q (62.633885 sec): 166 clusters Score: Raw -2740392.580971 + Penalty 175361.379030 = -2565031.201941 nChanged 15 Deleting Class 80 (14 points): Lose 71.303767 but Gain 1334.654702 Iteration 64Q (62.823891 sec): 165 clusters Score: Raw -2740351.914299 + Penalty 174170.542983 = -2566181.371317 nChanged 21 Deleting Class 88 (16 points): Lose 85.593846 but Gain 1345.989707 Iteration 65Q (63.016223 sec): 164 clusters Score: Raw -2740308.420560 + Penalty 172853.483375 = -2567454.937185 nChanged 28 Deleting Class 209 (5 points): Lose 32.797104 but Gain 1293.189018 Iteration 66Q (63.206395 sec): 163 clusters Score: Raw -2740350.158819 + Penalty 171639.225135 = -2568710.933684 nChanged 16 Deleting Class 236 (2 points): Lose 2.407055 but Gain 1254.710307 Iteration 67Q (63.394028 sec): 162 clusters Score: Raw -2740366.552115 + Penalty 170380.817081 = -2569985.735034 nChanged 14 Deleting Class 132 (34 points): Lose 182.261785 but Gain 1433.696021 Iteration 68Q (63.581486 sec): 161 clusters Score: Raw -2740210.734131 + Penalty 169099.673013 = -2571111.061118 nChanged 40 Deleting Class 214 (2 points): Lose 6.438900 but Gain 1257.000617 Iteration 69Q (63.770925 sec): 160 clusters Score: Raw -2740293.293673 + Penalty 167932.520825 = -2572360.772848 nChanged 19 Deleting Class 198 (9 points): Lose 79.555192 but Gain 1331.633763 Iteration 70F (66.137658 sec): 159 clusters Score: Raw -2740254.384772 + Penalty 166795.863106 = -2573458.521666 nChanged 23 Deleting Class 1 (5 points): Lose 31.167874 but Gain 1279.316485 Iteration 71Q (66.325943 sec): 158 clusters Score: Raw -2740274.226123 + Penalty 165557.034101 = -2574717.192022 nChanged 8 Deleting Class 127 (76 points): Lose 285.945654 but Gain 1531.090145 Iteration 72Q (66.509672 sec): 157 clusters Score: Raw -2740008.872714 + Penalty 164106.816672 = -2575902.056042 nChanged 76 Deleting Class 126 (63 points): Lose 190.847820 but Gain 1436.581711 Iteration 73Q (66.702165 sec): 156 clusters Score: Raw -2739960.514449 + Penalty 162770.736815 = -2577189.777633 nChanged 79 Deleting Class 161 (61 points): Lose 253.450259 but Gain 1496.649351 Iteration 74Q (66.891493 sec): 155 clusters Score: Raw -2739843.534511 + Penalty 161439.793765 = -2578403.740746 nChanged 74 Deleting Class 193 (8 points): Lose 53.221732 but Gain 1295.030318 Iteration 75Q (67.080410 sec): 154 clusters Score: Raw -2739951.041779 + Penalty 160195.515542 = -2579755.526237 nChanged 32 Deleting Class 111 (13 points): Lose 47.883637 but Gain 1288.251357 Iteration 76Q (67.263943 sec): 153 clusters Score: Raw -2739947.518453 + Penalty 158903.687013 = -2581043.831439 nChanged 26 Deleting Class 148 (5 points): Lose 45.141857 but Gain 1281.625964 Iteration 77Q (67.446883 sec): 152 clusters Score: Raw -2739948.859564 + Penalty 157732.560209 = -2582216.299355 nChanged 20 Deleting Class 151 (6 points): Lose 26.660104 but Gain 1261.437039 Iteration 78Q (67.633095 sec): 151 clusters Score: Raw -2739971.329231 + Penalty 156476.826268 = -2583494.502963 nChanged 15 Deleting Class 192 (7 points): Lose 35.335744 but Gain 1268.771133 Iteration 79Q (67.819037 sec): 150 clusters Score: Raw -2739958.423186 + Penalty 155236.880818 = -2584721.542367 nChanged 14 Deleting Class 162 (8 points): Lose 27.269215 but Gain 1260.170492 Iteration 80F (70.057457 sec): 149 clusters Score: Raw -2739951.116710 + Penalty 153995.355240 = -2585955.761469 nChanged 11 Deleting Class 133 (35 points): Lose 194.007474 but Gain 1425.177177 Iteration 81Q (70.242456 sec): 148 clusters Score: Raw -2739771.294156 + Penalty 152670.966038 = -2587100.328118 nChanged 37 Deleting Class 234 (2 points): Lose 23.717645 but Gain 1252.672304 Iteration 82Q (70.424799 sec): 147 clusters Score: Raw -2739825.172009 + Penalty 151419.512142 = -2588405.659867 nChanged 12 Deleting Class 140 (20 points): Lose 121.017106 but Gain 1346.535324 Iteration 83Q (70.617298 sec): 146 clusters Score: Raw -2739719.561134 + Penalty 150151.011115 = -2589568.550019 nChanged 24 Deleting Class 78 (18 points): Lose 124.500167 but Gain 1344.307356 Iteration 84Q (70.801580 sec): 145 clusters Score: Raw -2739641.736140 + Penalty 148903.108025 = -2590738.628115 nChanged 24 Deleting Class 191 (6 points): Lose 48.856259 but Gain 1267.763191 Iteration 85Q (70.986582 sec): 144 clusters Score: Raw -2739676.129762 + Penalty 147780.317520 = -2591895.812242 nChanged 14 Deleting Class 19 (18 points): Lose 83.853042 but Gain 1294.480490 Iteration 86Q (71.168283 sec): 143 clusters Score: Raw -2739678.540348 + Penalty 146487.587568 = -2593190.952779 nChanged 23 Deleting Class 208 (10 points): Lose 38.806764 but Gain 1247.841047 Iteration 87Q (71.351491 sec): 142 clusters Score: Raw -2739671.852048 + Penalty 145267.189942 = -2594404.662106 nChanged 20 Deleting Class 75 (20 points): Lose 82.276100 but Gain 1286.738923 Iteration 88Q (71.533824 sec): 141 clusters Score: Raw -2739606.530533 + Penalty 143995.749149 = -2595610.781384 nChanged 32 Deleting Class 190 (34 points): Lose 115.318581 but Gain 1317.593734 Iteration 89Q (71.709111 sec): 140 clusters Score: Raw -2739533.246610 + Penalty 142640.778830 = -2596892.467780 nChanged 48 Deleting Class 170 (6 points): Lose 27.757790 but Gain 1228.832362 Iteration 90F (73.787018 sec): 139 clusters Score: Raw -2739562.391866 + Penalty 141507.686222 = -2598054.705644 nChanged 25 Deleting Class 73 (6 points): Lose 38.296213 but Gain 1264.693687 Iteration 91Q (73.966924 sec): 138 clusters Score: Raw -2739561.148576 + Penalty 140357.062684 = -2599204.085892 nChanged 17 Deleting Class 237 (5 points): Lose 40.863507 but Gain 1291.999213 Iteration 92Q (74.145218 sec): 137 clusters Score: Raw -2739553.389393 + Penalty 139125.730022 = -2600427.659371 nChanged 11 Deleting Class 144 (7 points): Lose 28.580651 but Gain 1217.391040 Iteration 93Q (74.316444 sec): 136 clusters Score: Raw -2739543.091779 + Penalty 137976.228139 = -2601566.863640 nChanged 11 Deleting Class 13 (11 points): Lose 78.879955 but Gain 1266.235368 Iteration 94Q (74.489056 sec): 135 clusters Score: Raw -2739483.007927 + Penalty 136716.057752 = -2602766.950175 nChanged 12 Deleting Class 231 (9 points): Lose 55.140503 but Gain 1241.581630 Iteration 95Q (74.658782 sec): 134 clusters Score: Raw -2739452.718098 + Penalty 135506.461826 = -2603946.256272 nChanged 14 Deleting Class 182 (10 points): Lose 43.582251 but Gain 1229.052127 Iteration 96Q (74.832497 sec): 133 clusters Score: Raw -2739444.364327 + Penalty 134317.523122 = -2605126.841204 nChanged 14 Deleting Class 223 (7 points): Lose 61.608882 but Gain 1243.833089 Iteration 97Q (75.016737 sec): 132 clusters Score: Raw -2739410.220118 + Penalty 133092.319308 = -2606317.900811 nChanged 12 Deleting Class 4 (51 points): Lose 171.286037 but Gain 1343.159644 Iteration 98Q (75.191319 sec): 131 clusters Score: Raw -2739258.949643 + Penalty 131844.154573 = -2607414.795070 nChanged 55 Deleting Class 112 (6 points): Lose 15.564331 but Gain 1180.262721 Iteration 99Q (75.367096 sec): 130 clusters Score: Raw -2739362.946212 + Penalty 130720.281996 = -2608642.664216 nChanged 19 Deleting Class 92 (47 points): Lose 219.039745 but Gain 1382.542622 Iteration 100F (77.313980 sec): 129 clusters Score: Raw -2739173.185523 + Penalty 129351.289477 = -2609821.896046 nChanged 58 Deleting Class 159 (2 points): Lose 52.239819 but Gain 1211.238040 Iteration 101Q (77.485242 sec): 128 clusters Score: Raw -2739227.465569 + Penalty 128412.263758 = -2610815.201811 nChanged 23 Deleting Class 94 (16 points): Lose 54.028100 but Gain 1211.260744 Iteration 102Q (77.653867 sec): 127 clusters Score: Raw -2739243.163533 + Penalty 127230.771216 = -2612012.392316 nChanged 25 Deleting Class 238 (3 points): Lose 8.406903 but Gain 1160.789746 Iteration 103Q (77.823213 sec): 126 clusters Score: Raw -2739265.698458 + Penalty 126070.913615 = -2613194.784843 nChanged 13 Deleting Class 139 (164 points): Lose 490.469153 but Gain 1639.703493 Iteration 104Q (77.988591 sec): 125 clusters Score: Raw -2738786.936113 + Penalty 124561.383341 = -2614225.552772 nChanged 172 Deleting Class 125 (15 points): Lose 111.896471 but Gain 1272.376590 Iteration 105Q (78.163395 sec): 124 clusters Score: Raw -2738990.307999 + Penalty 123414.391586 = -2615575.916414 nChanged 48 Deleting Class 46 (23 points): Lose 157.245377 but Gain 1306.665846 Iteration 106Q (78.328347 sec): 123 clusters Score: Raw -2738909.157637 + Penalty 122121.645609 = -2616787.512028 nChanged 52 Deleting Class 81 (24 points): Lose 117.012415 but Gain 1262.592563 Iteration 107Q (78.494005 sec): 122 clusters Score: Raw -2738867.128253 + Penalty 120931.906591 = -2617935.221662 nChanged 45 Deleting Class 171 (9 points): Lose 58.640035 but Gain 1203.146190 Iteration 108Q (78.657457 sec): 121 clusters Score: Raw -2738874.915632 + Penalty 119735.902937 = -2619139.012695 nChanged 23 Deleting Class 167 (2 points): Lose 32.479075 but Gain 1174.778538 Iteration 109Q (78.818896 sec): 120 clusters Score: Raw -2738869.503819 + Penalty 118583.143755 = -2620286.360064 nChanged 13 Deleting Class 96 (21 points): Lose 139.760155 but Gain 1283.941873 Iteration 110F (80.602175 sec): 119 clusters Score: Raw -2738750.759707 + Penalty 117407.490755 = -2621343.268953 nChanged 26 Deleting Class 90 (16 points): Lose 79.855004 but Gain 1217.912703 Iteration 111Q (80.763572 sec): 118 clusters Score: Raw -2738743.307667 + Penalty 116270.478846 = -2622472.828822 nChanged 24 Deleting Class 37 (12 points): Lose 48.107273 but Gain 1185.846867 Iteration 112Q (80.929153 sec): 117 clusters Score: Raw -2738734.455960 + Penalty 115184.976829 = -2623549.479131 nChanged 19 Deleting Class 103 (16 points): Lose 46.360505 but Gain 1178.413755 Iteration 113Q (81.087441 sec): 116 clusters Score: Raw -2738720.237808 + Penalty 114025.383194 = -2624694.854614 nChanged 25 Deleting Class 156 (20 points): Lose 99.058276 but Gain 1228.730062 Iteration 114Q (81.245836 sec): 115 clusters Score: Raw -2738647.783548 + Penalty 112780.202530 = -2625867.581018 nChanged 31 Deleting Class 47 (22 points): Lose 92.173395 but Gain 1216.732115 Iteration 115Q (81.404176 sec): 114 clusters Score: Raw -2738586.857015 + Penalty 111600.643087 = -2626986.213928 nChanged 29 Deleting Class 106 (7 points): Lose 28.776518 but Gain 1149.909626 Iteration 116Q (81.562439 sec): 113 clusters Score: Raw -2738615.490522 + Penalty 110469.000138 = -2628146.490383 nChanged 25 Deleting Class 70 (14 points): Lose 73.787158 but Gain 1197.675030 Iteration 117Q (81.718841 sec): 112 clusters Score: Raw -2738564.889875 + Penalty 109305.767724 = -2629259.122151 nChanged 29 Deleting Class 51 (89 points): Lose 225.169383 but Gain 1340.012530 Iteration 118Q (81.874712 sec): 111 clusters Score: Raw -2738371.212875 + Penalty 108013.211347 = -2630358.001528 nChanged 104 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2738371.212875 + Penalty 108013.211347 = -2630358.001528Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 2 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.940475 sec): 2 clusters Score: Raw -3411.346634 + Penalty 62.377703 = -3348.968931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.940784 sec): 3 clusters Score: Raw -3436.625928 + Penalty 143.442613 = -3293.183315 nChanged 15 SP:Iteration 1F (81.941077 sec): 3 clusters Score: Raw -3478.363610 + Penalty 160.225955 = -3318.137655 nChanged 3 SP:Iteration 2F (81.941370 sec): 3 clusters Score: Raw -3486.369706 + Penalty 160.225955 = -3326.143751 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 3 (23144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.050674 sec): 2 clusters Score: Raw -1930686.104241 + Penalty 261.640770 = -1930424.463472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.094677 sec): 3 clusters Score: Raw -1914886.018888 + Penalty 548.072454 = -1914337.946434 nChanged 11095 SP:Iteration 1F (82.138384 sec): 3 clusters Score: Raw -1921446.464597 + Penalty 595.169967 = -1920851.294629 nChanged 4647 SP:Iteration 2F (82.182826 sec): 3 clusters Score: Raw -1926629.701345 + Penalty 560.449739 = -1926069.251606 nChanged 2200 SP:Iteration 3F (82.226072 sec): 3 clusters Score: Raw -1929166.846785 + Penalty 499.051890 = -1928667.794895 nChanged 723 SP:Iteration 4Q (82.264731 sec): 3 clusters Score: Raw -1929913.106756 + Penalty 479.781550 = -1929433.325206 nChanged 336 SP:Iteration 5Q (82.300570 sec): 3 clusters Score: Raw -1930136.564411 + Penalty 477.900897 = -1929658.663514 nChanged 229 SP:Iteration 6Q (82.336388 sec): 3 clusters Score: Raw -1930274.216987 + Penalty 476.242271 = -1929797.974716 nChanged 169 SP:Iteration 7Q (82.371550 sec): 3 clusters Score: Raw -1930367.370558 + Penalty 474.222063 = -1929893.148495 nChanged 138 SP:Iteration 8Q (82.406518 sec): 3 clusters Score: Raw -1930435.335919 + Penalty 470.733523 = -1929964.602396 nChanged 107 SP:Iteration 9Q (82.441032 sec): 3 clusters Score: Raw -1930493.437015 + Penalty 467.144446 = -1930026.292569 nChanged 97 SP:Iteration 10F (82.483739 sec): 3 clusters Score: Raw -1930554.746286 + Penalty 488.514148 = -1930066.232138 nChanged 77 SP:Iteration 11Q (82.517592 sec): 3 clusters Score: Raw -1930615.158180 + Penalty 524.385476 = -1930090.772704 nChanged 44 SP:Iteration 12Q (82.557320 sec): 3 clusters Score: Raw -1930647.679128 + Penalty 544.880901 = -1930102.798227 nChanged 25 SP:Iteration 13Q (82.593573 sec): 3 clusters Score: Raw -1930660.897096 + Penalty 557.011982 = -1930103.885114 nChanged 10 SP:Iteration 14Q (82.627667 sec): 3 clusters Score: Raw -1930664.272104 + Penalty 574.522321 = -1930089.749783 nChanged 8 SP:Iteration 15F (82.671194 sec): 3 clusters Score: Raw -1930668.079333 + Penalty 634.623294 = -1930033.456039 nChanged 12 SP:Iteration 16F (82.714347 sec): 3 clusters Score: Raw -1930674.882387 + Penalty 763.556244 = -1929911.326143 nChanged 11 SP:Iteration 17F (82.757885 sec): 3 clusters Score: Raw -1930684.412865 + Penalty 779.387576 = -1929905.025289 nChanged 3 SP:Iteration 18F (82.800730 sec): 3 clusters Score: Raw -1930685.728056 + Penalty 856.841145 = -1929828.886910 nChanged 1 SP:Iteration 19F (82.843581 sec): 3 clusters Score: Raw -1930686.129941 + Penalty 856.841145 = -1929829.288795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.856474 sec): 2 clusters Score: Raw -558.378563 + Penalty 204.087724 = -354.290839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.856715 sec): 3 clusters Score: Raw -560.755865 + Penalty 391.079767 = -169.676098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.857285 sec): 2 clusters Score: Raw -2927.629400 + Penalty 244.926116 = -2682.703284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.857552 sec): 3 clusters Score: Raw -2917.661887 + Penalty 511.997786 = -2405.664101 nChanged 3 SP:Iteration 1F (82.857815 sec): 3 clusters Score: Raw -2924.171200 + Penalty 526.889958 = -2397.281242 nChanged 2 SP:Iteration 2F (82.858078 sec): 3 clusters Score: Raw -2926.749483 + Penalty 537.914155 = -2388.835328 nChanged 2 SP:Iteration 3F (82.858342 sec): 3 clusters Score: Raw -2927.481335 + Penalty 537.914155 = -2389.567180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.858915 sec): 2 clusters Score: Raw -3899.075640 + Penalty 77.042095 = -3822.033545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.859206 sec): 3 clusters Score: Raw -3873.718883 + Penalty 336.285627 = -3537.433256 nChanged 12 SP:Iteration 1F (82.859490 sec): 3 clusters Score: Raw -3896.378733 + Penalty 77.042095 = -3819.336639 nChanged 1 SP:Iteration 2Q (82.859738 sec): 2 clusters Score: Raw -3899.075640 + Penalty 77.042095 = -3822.033545 nChanged 0 SP:Iteration 3F (82.859984 sec): 2 clusters Score: Raw -3899.075640 + Penalty 77.042095 = -3822.033545 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.864066 sec): 2 clusters Score: Raw -88678.536074 + Penalty 562.566454 = -88115.969620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.866119 sec): 3 clusters Score: Raw -88120.534219 + Penalty 1131.457675 = -86989.076544 nChanged 357 SP:Iteration 1F (82.868123 sec): 3 clusters Score: Raw -88314.765882 + Penalty 1148.404719 = -87166.361164 nChanged 143 SP:Iteration 2F (82.870123 sec): 3 clusters Score: Raw -88440.918278 + Penalty 1183.807095 = -87257.111184 nChanged 116 SP:Iteration 3F (82.872162 sec): 3 clusters Score: Raw -88565.775902 + Penalty 1217.839492 = -87347.936409 nChanged 62 SP:Iteration 4F (82.874225 sec): 3 clusters Score: Raw -88625.767327 + Penalty 1259.445705 = -87366.321621 nChanged 44 SP:Iteration 5Q (82.876284 sec): 3 clusters Score: Raw -88671.369075 + Penalty 1300.899551 = -87370.469524 nChanged 20 SP:Iteration 6Q (82.878303 sec): 3 clusters Score: Raw -88693.915948 + Penalty 1329.914473 = -87364.001475 nChanged 12 SP:Iteration 7F (82.880345 sec): 3 clusters Score: Raw -88708.039556 + Penalty 1344.751670 = -87363.287886 nChanged 7 SP:Iteration 8F (82.882398 sec): 3 clusters Score: Raw -88713.637793 + Penalty 1357.145199 = -87356.492593 nChanged 5 SP:Iteration 9F (82.884406 sec): 3 clusters Score: Raw -88719.410079 + Penalty 1362.391419 = -87357.018661 nChanged 4 SP:Iteration 10F (82.886449 sec): 3 clusters Score: Raw -88725.550729 + Penalty 1365.200330 = -87360.350399 nChanged 2 SP:Iteration 11Q (82.888343 sec): 3 clusters Score: Raw -88728.293329 + Penalty 1367.513144 = -87360.780185 nChanged 3 SP:Iteration 12Q (82.890223 sec): 3 clusters Score: Raw -88730.397537 + Penalty 1370.509095 = -87359.888442 nChanged 1 SP:Iteration 13F (82.892269 sec): 3 clusters Score: Raw -88732.159555 + Penalty 1370.509095 = -87361.650460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 11 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.893404 sec): 2 clusters Score: Raw -5130.273089 + Penalty 133.212466 = -4997.060623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.893719 sec): 3 clusters Score: Raw -5093.919476 + Penalty 266.976254 = -4826.943222 nChanged 10 SP:Iteration 1F (82.894027 sec): 3 clusters Score: Raw -5105.842013 + Penalty 267.917451 = -4837.924563 nChanged 4 SP:Iteration 2F (82.894333 sec): 3 clusters Score: Raw -5110.641500 + Penalty 277.647819 = -4832.993680 nChanged 7 SP:Iteration 3F (82.894661 sec): 3 clusters Score: Raw -5120.299930 + Penalty 286.387210 = -4833.912720 nChanged 4 SP:Iteration 4F (82.894968 sec): 3 clusters Score: Raw -5124.894471 + Penalty 293.192366 = -4831.702105 nChanged 2 SP:Iteration 5F (82.895275 sec): 3 clusters Score: Raw -5125.668348 + Penalty 298.070443 = -4827.597905 nChanged 2 SP:Iteration 6F (82.895582 sec): 3 clusters Score: Raw -5128.214798 + Penalty 298.070443 = -4830.144354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.898307 sec): 2 clusters Score: Raw -39043.726767 + Penalty 962.725857 = -38081.000910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.899412 sec): 3 clusters Score: Raw -38986.659482 + Penalty 1923.966199 = -37062.693282 nChanged 100 SP:Iteration 1F (82.900438 sec): 3 clusters Score: Raw -39151.200627 + Penalty 1923.889844 = -37227.310782 nChanged 30 SP:Iteration 2F (82.901445 sec): 3 clusters Score: Raw -39211.556367 + Penalty 1923.556458 = -37287.999909 nChanged 13 SP:Iteration 3Q (82.902432 sec): 3 clusters Score: Raw -39230.420570 + Penalty 1923.710611 = -37306.709959 nChanged 6 SP:Iteration 4Q (82.903427 sec): 3 clusters Score: Raw -39237.886549 + Penalty 1923.918979 = -37313.967570 nChanged 2 SP:Iteration 5Q (82.904397 sec): 3 clusters Score: Raw -39240.247960 + Penalty 1923.918979 = -37316.328981 nChanged 0 SP:Iteration 6F (82.905444 sec): 3 clusters Score: Raw -39240.247960 + Penalty 1923.918979 = -37316.328981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.906534 sec): 2 clusters Score: Raw -19544.072071 + Penalty 675.513148 = -18868.558923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.907119 sec): 3 clusters Score: Raw -19502.198653 + Penalty 1353.257305 = -18148.941348 nChanged 32 SP:Iteration 1F (82.907685 sec): 3 clusters Score: Raw -19561.676778 + Penalty 1358.457241 = -18203.219537 nChanged 16 SP:Iteration 2F (82.908251 sec): 3 clusters Score: Raw -19588.854765 + Penalty 1360.946359 = -18227.908406 nChanged 7 SP:Iteration 3Q (82.908808 sec): 3 clusters Score: Raw -19599.381318 + Penalty 1361.831964 = -18237.549353 nChanged 5 SP:Iteration 4Q (82.909362 sec): 3 clusters Score: Raw -19604.364309 + Penalty 1362.496179 = -18241.868130 nChanged 1 SP:Iteration 5Q (82.909916 sec): 3 clusters Score: Raw -19605.417493 + Penalty 1362.496179 = -18242.921314 nChanged 0 SP:Iteration 6F (82.910506 sec): 3 clusters Score: Raw -19605.417493 + Penalty 1362.496179 = -18242.921314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.910975 sec): 2 clusters Score: Raw -163.104889 + Penalty 3.465736 = -159.639153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.911163 sec): 3 clusters Score: Raw -159.568482 + Penalty 6.931472 = -152.637010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 16 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.912111 sec): 2 clusters Score: Raw -7436.484613 + Penalty 389.338559 = -7047.146053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.912471 sec): 3 clusters Score: Raw -7429.430155 + Penalty 778.487429 = -6650.942726 nChanged 6 SP:Iteration 1F (82.912824 sec): 3 clusters Score: Raw -7435.919792 + Penalty 779.018995 = -6656.900797 nChanged 2 SP:Iteration 2Q (82.913174 sec): 3 clusters Score: Raw -7440.144554 + Penalty 778.054663 = -6662.089891 nChanged 3 SP:Iteration 3Q (82.913522 sec): 3 clusters Score: Raw -7444.699426 + Penalty 778.054663 = -6666.644763 nChanged 0 SP:Iteration 4F (82.913874 sec): 3 clusters Score: Raw -7444.699426 + Penalty 778.054663 = -6666.644763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.914426 sec): 2 clusters Score: Raw -1898.543393 + Penalty 315.139907 = -1583.403487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.914674 sec): 3 clusters Score: Raw -1913.165810 + Penalty 629.470387 = -1283.695424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.915696 sec): 2 clusters Score: Raw -17785.589604 + Penalty 232.157559 = -17553.432045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.916302 sec): 3 clusters Score: Raw -17689.753279 + Penalty 510.010167 = -17179.743112 nChanged 66 SP:Iteration 1F (82.916891 sec): 3 clusters Score: Raw -17758.299628 + Penalty 544.288198 = -17214.011429 nChanged 20 SP:Iteration 2F (82.917453 sec): 3 clusters Score: Raw -17783.008848 + Penalty 569.806247 = -17213.202602 nChanged 9 SP:Iteration 3F (82.918018 sec): 3 clusters Score: Raw -17791.004772 + Penalty 585.533129 = -17205.471643 nChanged 5 SP:Iteration 4F (82.918579 sec): 3 clusters Score: Raw -17794.409960 + Penalty 597.473690 = -17196.936270 nChanged 2 SP:Iteration 5F (82.919143 sec): 3 clusters Score: Raw -17795.334730 + Penalty 614.954916 = -17180.379815 nChanged 2 SP:Iteration 6F (82.919715 sec): 3 clusters Score: Raw -17798.616882 + Penalty 624.870616 = -17173.746266 nChanged 1 SP:Iteration 7F (82.920304 sec): 3 clusters Score: Raw -17799.189489 + Penalty 634.221814 = -17164.967675 nChanged 1 SP:Iteration 8F (82.920867 sec): 3 clusters Score: Raw -17799.975546 + Penalty 652.299635 = -17147.675911 nChanged 2 SP:Iteration 9F (82.921429 sec): 3 clusters Score: Raw -17803.097960 + Penalty 661.493429 = -17141.604531 nChanged 1 SP:Iteration 10F (82.922013 sec): 3 clusters Score: Raw -17805.291426 + Penalty 670.211514 = -17135.079913 nChanged 1 SP:Iteration 11F (82.922579 sec): 3 clusters Score: Raw -17805.841322 + Penalty 670.211514 = -17135.629809 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.925008 sec): 2 clusters Score: Raw -64140.756628 + Penalty 740.361243 = -63400.395385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.926486 sec): 3 clusters Score: Raw -63821.162530 + Penalty 1479.929180 = -62341.233350 nChanged 197 SP:Iteration 1F (82.927932 sec): 3 clusters Score: Raw -63937.057408 + Penalty 1479.062238 = -62457.995170 nChanged 58 SP:Iteration 2F (82.929360 sec): 3 clusters Score: Raw -63985.948861 + Penalty 1478.967047 = -62506.981814 nChanged 45 SP:Iteration 3F (82.930811 sec): 3 clusters Score: Raw -64023.976997 + Penalty 1479.495428 = -62544.481569 nChanged 28 SP:Iteration 4Q (82.932251 sec): 3 clusters Score: Raw -64044.215562 + Penalty 1481.588692 = -62562.626869 nChanged 16 SP:Iteration 5Q (82.933676 sec): 3 clusters Score: Raw -64052.043499 + Penalty 1481.741024 = -62570.302475 nChanged 8 SP:Iteration 6Q (82.935097 sec): 3 clusters Score: Raw -64060.157238 + Penalty 1482.014208 = -62578.143030 nChanged 8 SP:Iteration 7Q (82.936544 sec): 3 clusters Score: Raw -64065.367223 + Penalty 1482.285032 = -62583.082191 nChanged 6 SP:Iteration 8Q (82.937964 sec): 3 clusters Score: Raw -64069.341514 + Penalty 1482.237399 = -62587.104114 nChanged 3 SP:Iteration 9Q (82.939381 sec): 3 clusters Score: Raw -64070.317113 + Penalty 1482.076254 = -62588.240859 nChanged 1 SP:Iteration 10F (82.940825 sec): 3 clusters Score: Raw -64070.817578 + Penalty 1481.604784 = -62589.212795 nChanged 2 SP:Iteration 11Q (82.942249 sec): 3 clusters Score: Raw -64071.782350 + Penalty 1481.636935 = -62590.145415 nChanged 2 SP:Iteration 12Q (82.943667 sec): 3 clusters Score: Raw -64074.699057 + Penalty 1481.366383 = -62593.332674 nChanged 4 SP:Iteration 13Q (82.945087 sec): 3 clusters Score: Raw -64076.398886 + Penalty 1481.227124 = -62595.171763 nChanged 1 SP:Iteration 14Q (82.946535 sec): 3 clusters Score: Raw -64076.628392 + Penalty 1481.227124 = -62595.401269 nChanged 0 SP:Iteration 15F (82.947960 sec): 3 clusters Score: Raw -64076.628392 + Penalty 1481.227124 = -62595.401269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.948525 sec): 2 clusters Score: Raw -1913.560204 + Penalty 323.055112 = -1590.505092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.948781 sec): 3 clusters Score: Raw -1946.116335 + Penalty 646.080440 = -1300.035895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.949268 sec): 2 clusters Score: Raw -473.095262 + Penalty 62.330751 = -410.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.949478 sec): 3 clusters Score: Raw -487.839855 + Penalty 124.661502 = -363.178353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.950434 sec): 2 clusters Score: Raw -9875.940402 + Penalty 208.861328 = -9667.079074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.950840 sec): 3 clusters Score: Raw -9828.214234 + Penalty 398.178235 = -9430.035999 nChanged 33 SP:Iteration 1F (82.951287 sec): 3 clusters Score: Raw -9867.325865 + Penalty 404.178803 = -9463.147062 nChanged 13 SP:Iteration 2F (82.951690 sec): 3 clusters Score: Raw -9889.445344 + Penalty 447.958519 = -9441.486824 nChanged 9 SP:Iteration 3F (82.952093 sec): 3 clusters Score: Raw -9904.258450 + Penalty 463.045940 = -9441.212510 nChanged 2 SP:Iteration 4F (82.952513 sec): 3 clusters Score: Raw -9904.690196 + Penalty 475.227551 = -9429.462645 nChanged 1 SP:Iteration 5F (82.952915 sec): 3 clusters Score: Raw -9905.214596 + Penalty 475.227551 = -9429.987045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 25 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.961558 sec): 2 clusters Score: Raw -18657.374388 + Penalty 764.720066 = -17892.654322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.962133 sec): 3 clusters Score: Raw -18668.891272 + Penalty 1529.655218 = -17139.236054 nChanged 22 SP:Iteration 1F (82.962708 sec): 3 clusters Score: Raw -18722.126841 + Penalty 1530.074218 = -17192.052623 nChanged 6 SP:Iteration 2Q (82.963260 sec): 3 clusters Score: Raw -18739.688045 + Penalty 1530.078229 = -17209.609816 nChanged 2 SP:Iteration 3Q (82.963811 sec): 3 clusters Score: Raw -18743.840742 + Penalty 1529.939868 = -17213.900874 nChanged 1 SP:Iteration 4Q (82.964359 sec): 3 clusters Score: Raw -18747.480776 + Penalty 1529.939868 = -17217.540908 nChanged 0 SP:Iteration 5F (82.964926 sec): 3 clusters Score: Raw -18747.480776 + Penalty 1529.939868 = -17217.540908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.967587 sec): 2 clusters Score: Raw -66548.920016 + Penalty 1036.078529 = -65512.841487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.969181 sec): 3 clusters Score: Raw -66342.936716 + Penalty 2072.819695 = -64270.117021 nChanged 188 SP:Iteration 1F (82.970717 sec): 3 clusters Score: Raw -66533.507492 + Penalty 2073.243370 = -64460.264121 nChanged 43 SP:Iteration 2F (82.972214 sec): 3 clusters Score: Raw -66580.105416 + Penalty 2073.424399 = -64506.681017 nChanged 14 SP:Iteration 3Q (82.973702 sec): 3 clusters Score: Raw -66601.748986 + Penalty 2073.533316 = -64528.215670 nChanged 16 SP:Iteration 4Q (82.975291 sec): 3 clusters Score: Raw -66614.151154 + Penalty 2073.623483 = -64540.527671 nChanged 5 SP:Iteration 5Q (82.976913 sec): 3 clusters Score: Raw -66618.912913 + Penalty 2073.673600 = -64545.239313 nChanged 4 SP:Iteration 6Q (82.978497 sec): 3 clusters Score: Raw -66622.525647 + Penalty 2073.710432 = -64548.815215 nChanged 4 SP:Iteration 7Q (82.980096 sec): 3 clusters Score: Raw -66624.534209 + Penalty 2073.746577 = -64550.787631 nChanged 1 SP:Iteration 8Q (82.981691 sec): 3 clusters Score: Raw -66625.709153 + Penalty 2073.746577 = -64551.962575 nChanged 0 SP:Iteration 9F (82.983321 sec): 3 clusters Score: Raw -66625.709153 + Penalty 2073.746577 = -64551.962575 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 27 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.985998 sec): 2 clusters Score: Raw -64189.012375 + Penalty 649.835803 = -63539.176572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.987707 sec): 3 clusters Score: Raw -63829.372322 + Penalty 1302.728624 = -62526.643698 nChanged 216 SP:Iteration 1F (82.989332 sec): 3 clusters Score: Raw -63972.638277 + Penalty 1308.315122 = -62664.323155 nChanged 80 SP:Iteration 2F (82.990913 sec): 3 clusters Score: Raw -64069.455591 + Penalty 1327.761641 = -62741.693949 nChanged 72 SP:Iteration 3F (82.992412 sec): 3 clusters Score: Raw -64150.682242 + Penalty 1359.516465 = -62791.165777 nChanged 49 SP:Iteration 4F (82.993892 sec): 3 clusters Score: Raw -64203.702844 + Penalty 1385.231026 = -62818.471818 nChanged 28 SP:Iteration 5Q (82.995370 sec): 3 clusters Score: Raw -64232.899425 + Penalty 1402.636701 = -62830.262723 nChanged 19 SP:Iteration 6Q (82.996889 sec): 3 clusters Score: Raw -64254.727155 + Penalty 1413.474363 = -62841.252792 nChanged 11 SP:Iteration 7Q (82.998363 sec): 3 clusters Score: Raw -64271.528142 + Penalty 1429.242957 = -62842.285185 nChanged 5 SP:Iteration 8Q (82.999827 sec): 3 clusters Score: Raw -64281.001827 + Penalty 1435.153260 = -62845.848567 nChanged 2 SP:Iteration 9Q (83.001285 sec): 3 clusters Score: Raw -64283.637340 + Penalty 1436.561176 = -62847.076165 nChanged 2 SP:Iteration 10F (83.002759 sec): 3 clusters Score: Raw -64285.359885 + Penalty 1438.308179 = -62847.051706 nChanged 1 SP:Iteration 11F (83.004240 sec): 3 clusters Score: Raw -64286.739601 + Penalty 1436.393233 = -62850.346368 nChanged 1 SP:Iteration 12Q (83.005672 sec): 3 clusters Score: Raw -64287.541537 + Penalty 1436.393233 = -62851.148304 nChanged 0 SP:Iteration 13F (83.007164 sec): 3 clusters Score: Raw -64287.541537 + Penalty 1436.393233 = -62851.148304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.007666 sec): 2 clusters Score: Raw -85.942480 + Penalty 0.000000 = -85.942480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.007864 sec): 2 clusters Score: Raw -85.942480 + Penalty 0.000000 = -85.942480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.008406 sec): 2 clusters Score: Raw -2437.607606 + Penalty 313.361168 = -2124.246437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.008663 sec): 3 clusters Score: Raw -2444.940702 + Penalty 648.448147 = -1796.492556 nChanged 2 SP:Iteration 1F (83.008917 sec): 3 clusters Score: Raw -2450.257749 + Penalty 648.448147 = -1801.809602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.009469 sec): 2 clusters Score: Raw -2995.193297 + Penalty 174.441858 = -2820.751439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.009741 sec): 3 clusters Score: Raw -3000.468806 + Penalty 369.549477 = -2630.919329 nChanged 1 SP:Iteration 1Q (83.010007 sec): 3 clusters Score: Raw -3002.082214 + Penalty 369.549477 = -2632.532736 nChanged 0 SP:Iteration 2F (83.010273 sec): 3 clusters Score: Raw -3002.082214 + Penalty 369.549477 = -2632.532736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.011550 sec): 2 clusters Score: Raw -25192.584750 + Penalty 458.602833 = -24733.981917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.012279 sec): 3 clusters Score: Raw -25065.100862 + Penalty 919.205445 = -24145.895417 nChanged 73 SP:Iteration 1F (83.012997 sec): 3 clusters Score: Raw -25145.801778 + Penalty 923.033025 = -24222.768753 nChanged 28 SP:Iteration 2F (83.013704 sec): 3 clusters Score: Raw -25176.014937 + Penalty 920.869120 = -24255.145817 nChanged 18 SP:Iteration 3F (83.014408 sec): 3 clusters Score: Raw -25195.879056 + Penalty 921.061170 = -24274.817886 nChanged 8 SP:Iteration 4Q (83.015110 sec): 3 clusters Score: Raw -25211.154455 + Penalty 924.597981 = -24286.556473 nChanged 4 SP:Iteration 5Q (83.015858 sec): 3 clusters Score: Raw -25217.012628 + Penalty 925.370526 = -24291.642102 nChanged 3 SP:Iteration 6Q (83.016576 sec): 3 clusters Score: Raw -25219.475645 + Penalty 925.461058 = -24294.014587 nChanged 1 SP:Iteration 7Q (83.017295 sec): 3 clusters Score: Raw -25222.935933 + Penalty 920.517767 = -24302.418166 nChanged 2 SP:Iteration 8Q (83.018012 sec): 3 clusters Score: Raw -25227.071307 + Penalty 923.824726 = -24303.246580 nChanged 1 SP:Iteration 9Q (83.018724 sec): 3 clusters Score: Raw -25228.019321 + Penalty 926.020633 = -24301.998688 nChanged 1 SP:Iteration 10F (83.019479 sec): 3 clusters Score: Raw -25229.158513 + Penalty 927.788579 = -24301.369934 nChanged 1 SP:Iteration 11F (83.020208 sec): 3 clusters Score: Raw -25229.433463 + Penalty 934.609200 = -24294.824262 nChanged 3 SP:Iteration 12F (83.020958 sec): 3 clusters Score: Raw -25231.421612 + Penalty 936.836653 = -24294.584959 nChanged 1 SP:Iteration 13F (83.021686 sec): 3 clusters Score: Raw -25232.392985 + Penalty 943.530024 = -24288.862961 nChanged 1 SP:Iteration 14F (83.022414 sec): 3 clusters Score: Raw -25235.027037 + Penalty 943.722808 = -24291.304229 nChanged 2 SP:Iteration 15Q (83.023126 sec): 3 clusters Score: Raw -25237.404847 + Penalty 950.524450 = -24286.880397 nChanged 1 SP:Iteration 16F (83.023853 sec): 3 clusters Score: Raw -25238.172060 + Penalty 950.524450 = -24287.647610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.024550 sec): 2 clusters Score: Raw -5481.369629 + Penalty 376.088270 = -5105.281359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.024885 sec): 3 clusters Score: Raw -5518.039850 + Penalty 755.797192 = -4762.242658 nChanged 5 SP:Iteration 1F (83.025218 sec): 3 clusters Score: Raw -5525.202937 + Penalty 762.215413 = -4762.987524 nChanged 2 SP:Iteration 2Q (83.025544 sec): 3 clusters Score: Raw -5529.626855 + Penalty 762.215413 = -4767.411442 nChanged 0 SP:Iteration 3F (83.025877 sec): 3 clusters Score: Raw -5529.626855 + Penalty 762.215413 = -4767.411442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.026353 sec): 2 clusters Score: Raw -341.787810 + Penalty 104.885613 = -236.902198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.026561 sec): 3 clusters Score: Raw -347.180235 + Penalty 187.035067 = -160.145168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.027058 sec): 2 clusters Score: Raw -1063.417873 + Penalty 342.001448 = -721.416426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.027289 sec): 3 clusters Score: Raw -1298.569617 + Penalty 684.073758 = -614.495858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 35 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.027968 sec): 2 clusters Score: Raw -7506.649244 + Penalty 559.674640 = -6946.974604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.028323 sec): 3 clusters Score: Raw -7523.813339 + Penalty 1120.733043 = -6403.080296 nChanged 4 SP:Iteration 1Q (83.028666 sec): 3 clusters Score: Raw -7530.769244 + Penalty 1120.733043 = -6410.036201 nChanged 0 SP:Iteration 2F (83.029016 sec): 3 clusters Score: Raw -7530.769244 + Penalty 1120.733043 = -6410.036201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.030091 sec): 2 clusters Score: Raw -11574.699501 + Penalty 550.876829 = -11023.822672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.030523 sec): 3 clusters Score: Raw -11551.540492 + Penalty 1102.873002 = -10448.667490 nChanged 15 SP:Iteration 1F (83.030990 sec): 3 clusters Score: Raw -11572.356368 + Penalty 1104.899402 = -10467.456965 nChanged 6 SP:Iteration 2Q (83.031426 sec): 3 clusters Score: Raw -11579.902272 + Penalty 1103.315877 = -10476.586395 nChanged 2 SP:Iteration 3Q (83.031858 sec): 3 clusters Score: Raw -11582.721041 + Penalty 1102.510497 = -10480.210544 nChanged 1 SP:Iteration 4Q (83.032305 sec): 3 clusters Score: Raw -11583.548842 + Penalty 1102.510497 = -10481.038345 nChanged 0 SP:Iteration 5F (83.032749 sec): 3 clusters Score: Raw -11583.548842 + Penalty 1102.510497 = -10481.038345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.033765 sec): 2 clusters Score: Raw -2316.347312 + Penalty 354.971888 = -1961.375424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.034036 sec): 3 clusters Score: Raw -2343.529983 + Penalty 706.040182 = -1637.489801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.034656 sec): 2 clusters Score: Raw -696.629803 + Penalty 302.313065 = -394.316738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.035028 sec): 3 clusters Score: Raw -734.066760 + Penalty 597.646194 = -136.420565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.037773 sec): 2 clusters Score: Raw -12288.282914 + Penalty 624.966900 = -11663.316014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.038697 sec): 3 clusters Score: Raw -12284.494279 + Penalty 1253.123919 = -11031.370361 nChanged 16 SP:Iteration 1F (83.039366 sec): 3 clusters Score: Raw -12315.951810 + Penalty 1252.097705 = -11063.854105 nChanged 5 SP:Iteration 2Q (83.040307 sec): 3 clusters Score: Raw -12326.200217 + Penalty 1251.504035 = -11074.696182 nChanged 3 SP:Iteration 3Q (83.041074 sec): 3 clusters Score: Raw -12333.713727 + Penalty 1251.592986 = -11082.120741 nChanged 1 SP:Iteration 4Q (83.041806 sec): 3 clusters Score: Raw -12337.077323 + Penalty 1251.592986 = -11085.484337 nChanged 0 SP:Iteration 5F (83.042473 sec): 3 clusters Score: Raw -12337.077323 + Penalty 1251.592986 = -11085.484337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.044535 sec): 2 clusters Score: Raw -15984.059973 + Penalty 794.940359 = -15189.119614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.045066 sec): 3 clusters Score: Raw -16041.031962 + Penalty 1589.720973 = -14451.310989 nChanged 12 SP:Iteration 1F (83.045589 sec): 3 clusters Score: Raw -16071.238340 + Penalty 1589.880718 = -14481.357623 nChanged 5 SP:Iteration 2Q (83.046093 sec): 3 clusters Score: Raw -16087.210419 + Penalty 1589.880718 = -14497.329701 nChanged 0 SP:Iteration 3F (83.046610 sec): 3 clusters Score: Raw -16087.210419 + Penalty 1589.880718 = -14497.329701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.047097 sec): 2 clusters Score: Raw -254.430140 + Penalty 72.181771 = -182.248369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.047307 sec): 3 clusters Score: Raw -253.688353 + Penalty 139.064029 = -114.624324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.047778 sec): 2 clusters Score: Raw -271.314853 + Penalty 97.045930 = -174.268923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.047989 sec): 3 clusters Score: Raw -265.685128 + Penalty 204.478898 = -61.206231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.048476 sec): 2 clusters Score: Raw -854.017746 + Penalty 241.009658 = -613.008088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.048699 sec): 3 clusters Score: Raw -848.308514 + Penalty 470.404446 = -377.904068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.049180 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.049360 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.049892 sec): 2 clusters Score: Raw -2647.925838 + Penalty 375.979236 = -2271.946602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.050155 sec): 3 clusters Score: Raw -2658.550338 + Penalty 750.787996 = -1907.762342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.050659 sec): 2 clusters Score: Raw -1519.216922 + Penalty 303.559314 = -1215.657608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.050896 sec): 3 clusters Score: Raw -1513.589676 + Penalty 605.605172 = -907.984504 nChanged 1 SP:Iteration 1F (83.051130 sec): 3 clusters Score: Raw -1515.286552 + Penalty 605.605172 = -909.681380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.051648 sec): 2 clusters Score: Raw -1648.497352 + Penalty 348.527827 = -1299.969525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.051896 sec): 3 clusters Score: Raw -1737.556810 + Penalty 696.948193 = -1040.608617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.052383 sec): 2 clusters Score: Raw -712.981941 + Penalty 122.403471 = -590.578469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.052597 sec): 3 clusters Score: Raw -709.147460 + Penalty 244.806942 = -464.340518 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.055411 sec): 2 clusters Score: Raw -83589.740530 + Penalty 985.040308 = -82604.700222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.057245 sec): 3 clusters Score: Raw -83266.823562 + Penalty 1971.388177 = -81295.435386 nChanged 254 SP:Iteration 1F (83.059039 sec): 3 clusters Score: Raw -83468.254504 + Penalty 1973.065920 = -81495.188584 nChanged 65 SP:Iteration 2F (83.060824 sec): 3 clusters Score: Raw -83526.654830 + Penalty 1975.261291 = -81551.393539 nChanged 39 SP:Iteration 3Q (83.062606 sec): 3 clusters Score: Raw -83560.202343 + Penalty 1977.840567 = -81582.361777 nChanged 31 SP:Iteration 4Q (83.064401 sec): 3 clusters Score: Raw -83587.158480 + Penalty 1979.067106 = -81608.091374 nChanged 27 SP:Iteration 5Q (83.066165 sec): 3 clusters Score: Raw -83607.981387 + Penalty 1982.605156 = -81625.376231 nChanged 21 SP:Iteration 6Q (83.067849 sec): 3 clusters Score: Raw -83626.919912 + Penalty 1984.880597 = -81642.039315 nChanged 16 SP:Iteration 7Q (83.069631 sec): 3 clusters Score: Raw -83644.341444 + Penalty 1986.315592 = -81658.025852 nChanged 15 SP:Iteration 8Q (83.071403 sec): 3 clusters Score: Raw -83660.430261 + Penalty 1990.206461 = -81670.223800 nChanged 16 SP:Iteration 9Q (83.073054 sec): 3 clusters Score: Raw -83678.268071 + Penalty 1993.068442 = -81685.199629 nChanged 16 SP:Iteration 10F (83.074858 sec): 3 clusters Score: Raw -83696.097161 + Penalty 1994.343680 = -81701.753481 nChanged 13 SP:Iteration 11Q (83.076679 sec): 3 clusters Score: Raw -83708.319580 + Penalty 1994.207403 = -81714.112178 nChanged 7 SP:Iteration 12Q (83.078582 sec): 3 clusters Score: Raw -83715.371996 + Penalty 1995.615830 = -81719.756166 nChanged 7 SP:Iteration 13Q (83.080414 sec): 3 clusters Score: Raw -83724.634901 + Penalty 1995.557845 = -81729.077057 nChanged 4 SP:Iteration 14Q (83.082127 sec): 3 clusters Score: Raw -83731.811856 + Penalty 1997.121823 = -81734.690033 nChanged 6 SP:Iteration 15Q (83.083944 sec): 3 clusters Score: Raw -83736.629390 + Penalty 1998.075138 = -81738.554252 nChanged 7 SP:Iteration 16Q (83.085777 sec): 3 clusters Score: Raw -83748.519241 + Penalty 1998.313297 = -81750.205944 nChanged 1 SP:Iteration 17Q (83.088419 sec): 3 clusters Score: Raw -83752.221433 + Penalty 1998.129053 = -81754.092380 nChanged 1 SP:Iteration 18Q (83.091341 sec): 3 clusters Score: Raw -83754.012235 + Penalty 1998.129053 = -81755.883182 nChanged 0 SP:Iteration 19F (83.094296 sec): 3 clusters Score: Raw -83754.012235 + Penalty 1998.129053 = -81755.883182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.095398 sec): 2 clusters Score: Raw -8673.074387 + Penalty 575.957927 = -8097.116460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.095999 sec): 3 clusters Score: Raw -8714.413069 + Penalty 1153.018159 = -7561.394910 nChanged 3 SP:Iteration 1Q (83.096565 sec): 3 clusters Score: Raw -8722.632749 + Penalty 1153.609415 = -7569.023334 nChanged 1 SP:Iteration 2Q (83.096976 sec): 3 clusters Score: Raw -8723.727165 + Penalty 1153.609415 = -7570.117750 nChanged 0 SP:Iteration 3F (83.097364 sec): 3 clusters Score: Raw -8723.727165 + Penalty 1153.609415 = -7570.117750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.097942 sec): 2 clusters Score: Raw -2415.547779 + Penalty 287.498885 = -2128.048894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.098204 sec): 3 clusters Score: Raw -2417.884743 + Penalty 571.868525 = -1846.016218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.099739 sec): 2 clusters Score: Raw -33651.814447 + Penalty 674.538570 = -32977.275878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.100609 sec): 3 clusters Score: Raw -33510.100354 + Penalty 1359.928241 = -32150.172113 nChanged 79 SP:Iteration 1F (83.101467 sec): 3 clusters Score: Raw -33584.809150 + Penalty 1366.381334 = -32218.427816 nChanged 26 SP:Iteration 2F (83.102311 sec): 3 clusters Score: Raw -33615.983487 + Penalty 1373.716955 = -32242.266532 nChanged 18 SP:Iteration 3F (83.103135 sec): 3 clusters Score: Raw -33639.667942 + Penalty 1381.091384 = -32258.576558 nChanged 9 SP:Iteration 4Q (83.103952 sec): 3 clusters Score: Raw -33649.835117 + Penalty 1391.935226 = -32257.899892 nChanged 10 SP:Iteration 5F (83.104773 sec): 3 clusters Score: Raw -33658.112395 + Penalty 1399.303579 = -32258.808815 nChanged 6 SP:Iteration 6Q (83.105577 sec): 3 clusters Score: Raw -33662.747573 + Penalty 1400.556816 = -32262.190757 nChanged 1 SP:Iteration 7Q (83.106390 sec): 3 clusters Score: Raw -33662.993773 + Penalty 1400.556816 = -32262.436957 nChanged 0 SP:Iteration 8F (83.107216 sec): 3 clusters Score: Raw -33662.993773 + Penalty 1400.556816 = -32262.436957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.107724 sec): 2 clusters Score: Raw -917.268962 + Penalty 254.925118 = -662.343844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.107956 sec): 3 clusters Score: Raw -930.512558 + Penalty 513.000555 = -417.512003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.108794 sec): 2 clusters Score: Raw -13898.881228 + Penalty 739.279245 = -13159.601983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.109257 sec): 3 clusters Score: Raw -13922.545986 + Penalty 1478.870981 = -12443.675005 nChanged 9 SP:Iteration 1F (83.109747 sec): 3 clusters Score: Raw -13943.368065 + Penalty 1478.870981 = -12464.497083 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 63 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.112805 sec): 2 clusters Score: Raw -51405.098861 + Penalty 681.058443 = -50724.040417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.114017 sec): 3 clusters Score: Raw -51139.216895 + Penalty 1362.757614 = -49776.459281 nChanged 171 SP:Iteration 1F (83.115271 sec): 3 clusters Score: Raw -51261.913404 + Penalty 1365.160715 = -49896.752689 nChanged 55 SP:Iteration 2F (83.116492 sec): 3 clusters Score: Raw -51308.946609 + Penalty 1369.004578 = -49939.942031 nChanged 31 SP:Iteration 3F (83.117699 sec): 3 clusters Score: Raw -51334.057198 + Penalty 1373.667916 = -49960.389282 nChanged 20 SP:Iteration 4Q (83.118842 sec): 3 clusters Score: Raw -51351.831745 + Penalty 1376.866000 = -49974.965745 nChanged 9 SP:Iteration 5Q (83.119996 sec): 3 clusters Score: Raw -51364.683228 + Penalty 1381.441427 = -49983.241801 nChanged 18 SP:Iteration 6Q (83.121192 sec): 3 clusters Score: Raw -51382.762108 + Penalty 1383.873109 = -49998.888999 nChanged 13 SP:Iteration 7Q (83.122371 sec): 3 clusters Score: Raw -51393.779994 + Penalty 1387.641987 = -50006.138007 nChanged 7 SP:Iteration 8Q (83.123533 sec): 3 clusters Score: Raw -51397.942130 + Penalty 1388.751869 = -50009.190261 nChanged 4 SP:Iteration 9Q (83.124631 sec): 3 clusters Score: Raw -51401.791951 + Penalty 1387.910675 = -50013.881276 nChanged 4 SP:Iteration 10F (83.125789 sec): 3 clusters Score: Raw -51404.530548 + Penalty 1387.910675 = -50016.619874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.126356 sec): 2 clusters Score: Raw -338.702153 + Penalty 85.346562 = -253.355591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.126567 sec): 3 clusters Score: Raw -342.561529 + Penalty 139.210813 = -203.350716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.127049 sec): 2 clusters Score: Raw -562.462978 + Penalty 133.904741 = -428.558237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.127265 sec): 3 clusters Score: Raw -591.500441 + Penalty 276.034294 = -315.466147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.127759 sec): 2 clusters Score: Raw -1229.775850 + Penalty 271.122365 = -958.653485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.127990 sec): 3 clusters Score: Raw -1229.290175 + Penalty 540.140511 = -689.149664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.128547 sec): 2 clusters Score: Raw -3317.792817 + Penalty 409.388152 = -2908.404665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.128821 sec): 3 clusters Score: Raw -3344.346103 + Penalty 824.332654 = -2520.013449 nChanged 1 SP:Iteration 1Q (83.129086 sec): 3 clusters Score: Raw -3349.011158 + Penalty 824.332654 = -2524.678503 nChanged 0 SP:Iteration 2F (83.129355 sec): 3 clusters Score: Raw -3349.011158 + Penalty 824.332654 = -2524.678503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.129853 sec): 2 clusters Score: Raw -1197.541474 + Penalty 259.694821 = -937.846653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.130084 sec): 3 clusters Score: Raw -1203.294965 + Penalty 518.193247 = -685.101718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.130579 sec): 2 clusters Score: Raw -271.839061 + Penalty 100.738023 = -171.101038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.130788 sec): 3 clusters Score: Raw -265.625314 + Penalty 207.192917 = -58.432396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.131286 sec): 2 clusters Score: Raw -1479.371592 + Penalty 308.586686 = -1170.784906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.131522 sec): 3 clusters Score: Raw -1486.642109 + Penalty 587.116278 = -899.525831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.132002 sec): 2 clusters Score: Raw -722.846807 + Penalty 88.866061 = -633.980745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.132224 sec): 3 clusters Score: Raw -737.499334 + Penalty 172.209771 = -565.289562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.132689 sec): 2 clusters Score: Raw -272.706798 + Penalty 91.103088 = -181.603710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.132882 sec): 2 clusters Score: Raw -272.706798 + Penalty 91.103088 = -181.603710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.134778 sec): 2 clusters Score: Raw -54233.094838 + Penalty 1021.413522 = -53211.681316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.135930 sec): 3 clusters Score: Raw -54134.706340 + Penalty 2042.852929 = -52091.853411 nChanged 117 SP:Iteration 1F (83.137068 sec): 3 clusters Score: Raw -54284.520487 + Penalty 2042.873415 = -52241.647072 nChanged 30 SP:Iteration 2F (83.138201 sec): 3 clusters Score: Raw -54326.384392 + Penalty 2042.882644 = -52283.501748 nChanged 18 SP:Iteration 3Q (83.139324 sec): 3 clusters Score: Raw -54356.990235 + Penalty 2042.908632 = -52314.081603 nChanged 12 SP:Iteration 4Q (83.140427 sec): 3 clusters Score: Raw -54381.723386 + Penalty 2042.910532 = -52338.812855 nChanged 8 SP:Iteration 5Q (83.141519 sec): 3 clusters Score: Raw -54396.602462 + Penalty 2042.928505 = -52353.673958 nChanged 6 SP:Iteration 6Q (83.142610 sec): 3 clusters Score: Raw -54407.592400 + Penalty 2042.923894 = -52364.668506 nChanged 7 SP:Iteration 7Q (83.143716 sec): 3 clusters Score: Raw -54413.849062 + Penalty 2042.848190 = -52371.000871 nChanged 4 SP:Iteration 8Q (83.144809 sec): 3 clusters Score: Raw -54418.189352 + Penalty 2042.842048 = -52375.347304 nChanged 2 SP:Iteration 9Q (83.145893 sec): 3 clusters Score: Raw -54419.162535 + Penalty 2042.842048 = -52376.320487 nChanged 0 SP:Iteration 10F (83.147027 sec): 3 clusters Score: Raw -54419.162535 + Penalty 2042.842048 = -52376.320487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.147546 sec): 2 clusters Score: Raw -273.136900 + Penalty 96.795853 = -176.341047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.147773 sec): 3 clusters Score: Raw -265.156433 + Penalty 210.527045 = -54.629388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.148258 sec): 2 clusters Score: Raw -630.399146 + Penalty 244.820737 = -385.578409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.148477 sec): 3 clusters Score: Raw -649.896906 + Penalty 488.217474 = -161.679433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.149426 sec): 2 clusters Score: Raw -15487.669947 + Penalty 645.124804 = -14842.545143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.149953 sec): 3 clusters Score: Raw -15498.241030 + Penalty 1293.768030 = -14204.473000 nChanged 23 SP:Iteration 1F (83.150470 sec): 3 clusters Score: Raw -15544.693184 + Penalty 1292.802643 = -14251.890541 nChanged 4 SP:Iteration 2Q (83.150973 sec): 3 clusters Score: Raw -15552.788821 + Penalty 1292.557698 = -14260.231123 nChanged 2 SP:Iteration 3Q (83.151473 sec): 3 clusters Score: Raw -15557.327130 + Penalty 1292.557698 = -14264.769432 nChanged 0 SP:Iteration 4F (83.151990 sec): 3 clusters Score: Raw -15557.327130 + Penalty 1292.557698 = -14264.769432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.152487 sec): 2 clusters Score: Raw -967.708756 + Penalty 256.704917 = -711.003839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.152714 sec): 3 clusters Score: Raw -992.270096 + Penalty 538.398432 = -453.871664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.153214 sec): 2 clusters Score: Raw -1402.624087 + Penalty 370.611411 = -1032.012676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.153449 sec): 3 clusters Score: Raw -1509.029368 + Penalty 741.222822 = -767.806545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.153925 sec): 2 clusters Score: Raw -645.103362 + Penalty 225.885703 = -419.217659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.154144 sec): 3 clusters Score: Raw -647.243398 + Penalty 485.306814 = -161.936584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.154627 sec): 2 clusters Score: Raw -919.394462 + Penalty 206.937956 = -712.456506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.154852 sec): 3 clusters Score: Raw -927.591595 + Penalty 380.291613 = -547.299981 nChanged 1 SP:Iteration 1F (83.155073 sec): 3 clusters Score: Raw -931.410376 + Penalty 380.291613 = -551.118762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.155551 sec): 2 clusters Score: Raw -667.839711 + Penalty 206.487026 = -461.352685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.155770 sec): 3 clusters Score: Raw -656.490071 + Penalty 413.697073 = -242.792997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.156363 sec): 2 clusters Score: Raw -4471.846569 + Penalty 378.089281 = -4093.757288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.156665 sec): 3 clusters Score: Raw -4480.988984 + Penalty 764.271713 = -3716.717271 nChanged 2 SP:Iteration 1Q (83.156954 sec): 3 clusters Score: Raw -4485.740013 + Penalty 764.271713 = -3721.468300 nChanged 0 SP:Iteration 2F (83.157246 sec): 3 clusters Score: Raw -4485.740013 + Penalty 764.271713 = -3721.468300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.157700 sec): 2 clusters Score: Raw -82.084787 + Penalty 0.000000 = -82.084787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.157880 sec): 2 clusters Score: Raw -82.084787 + Penalty 0.000000 = -82.084787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.158407 sec): 2 clusters Score: Raw -1675.832234 + Penalty 313.307064 = -1362.525170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.158649 sec): 3 clusters Score: Raw -1679.364875 + Penalty 622.982044 = -1056.382831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.159121 sec): 2 clusters Score: Raw -458.013564 + Penalty 197.436166 = -260.577399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.159334 sec): 3 clusters Score: Raw -461.486776 + Penalty 416.900750 = -44.586027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.159835 sec): 2 clusters Score: Raw -1644.080515 + Penalty 318.370034 = -1325.710482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.160074 sec): 3 clusters Score: Raw -1649.883859 + Penalty 638.516370 = -1011.367489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.160574 sec): 2 clusters Score: Raw -1280.494237 + Penalty 288.071100 = -992.423137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.160809 sec): 3 clusters Score: Raw -1296.066920 + Penalty 576.142201 = -719.924720 nChanged 1 SP:Iteration 1F (83.161039 sec): 3 clusters Score: Raw -1301.838140 + Penalty 576.142201 = -725.695940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.161544 sec): 2 clusters Score: Raw -1605.651498 + Penalty 303.121508 = -1302.529990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.161781 sec): 3 clusters Score: Raw -1610.602283 + Penalty 604.790755 = -1005.811527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.162248 sec): 2 clusters Score: Raw -373.312705 + Penalty 130.396231 = -242.916474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.162458 sec): 3 clusters Score: Raw -365.330503 + Penalty 260.792462 = -104.538041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.162943 sec): 2 clusters Score: Raw -1033.236151 + Penalty 251.339459 = -781.896692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.163170 sec): 3 clusters Score: Raw -1027.250947 + Penalty 537.785147 = -489.465800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.163795 sec): 2 clusters Score: Raw -5283.383920 + Penalty 197.738336 = -5085.645585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.164117 sec): 3 clusters Score: Raw -5270.962094 + Penalty 402.734025 = -4868.228069 nChanged 13 SP:Iteration 1F (83.164436 sec): 3 clusters Score: Raw -5291.582058 + Penalty 401.853157 = -4889.728900 nChanged 2 SP:Iteration 2Q (83.164750 sec): 3 clusters Score: Raw -5297.120268 + Penalty 401.853157 = -4895.267111 nChanged 0 SP:Iteration 3F (83.165068 sec): 3 clusters Score: Raw -5297.120268 + Penalty 401.853157 = -4895.267111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.165561 sec): 2 clusters Score: Raw -1123.208488 + Penalty 241.144898 = -882.063589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.165813 sec): 3 clusters Score: Raw -1121.587462 + Penalty 482.289796 = -639.297666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.166294 sec): 2 clusters Score: Raw -762.886341 + Penalty 226.523796 = -536.362545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.166516 sec): 3 clusters Score: Raw -752.905831 + Penalty 460.812635 = -292.093196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.167023 sec): 2 clusters Score: Raw -1638.140997 + Penalty 324.603323 = -1313.537674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.167263 sec): 3 clusters Score: Raw -1666.466464 + Penalty 628.246018 = -1038.220446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.167763 sec): 2 clusters Score: Raw -1565.720242 + Penalty 322.707015 = -1243.013228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.168001 sec): 3 clusters Score: Raw -1582.118066 + Penalty 637.032217 = -945.085850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.168965 sec): 2 clusters Score: Raw -18016.098342 + Penalty 751.042306 = -17265.056035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.169512 sec): 3 clusters Score: Raw -18012.161003 + Penalty 1504.015049 = -16508.145955 nChanged 28 SP:Iteration 1F (83.170053 sec): 3 clusters Score: Raw -18062.114932 + Penalty 1505.132406 = -16556.982526 nChanged 6 SP:Iteration 2Q (83.170600 sec): 3 clusters Score: Raw -18085.045386 + Penalty 1506.090165 = -16578.955220 nChanged 7 SP:Iteration 3Q (83.171126 sec): 3 clusters Score: Raw -18101.863356 + Penalty 1506.360526 = -16595.502830 nChanged 3 SP:Iteration 4Q (83.171647 sec): 3 clusters Score: Raw -18108.393122 + Penalty 1506.219360 = -16602.173762 nChanged 1 SP:Iteration 5Q (83.172164 sec): 3 clusters Score: Raw -18108.575593 + Penalty 1506.219360 = -16602.356234 nChanged 0 SP:Iteration 6F (83.172701 sec): 3 clusters Score: Raw -18108.575593 + Penalty 1506.219360 = -16602.356234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.173183 sec): 2 clusters Score: Raw -358.275892 + Penalty 109.559290 = -248.716602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.173397 sec): 3 clusters Score: Raw -354.490917 + Penalty 219.118581 = -135.372336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.174191 sec): 2 clusters Score: Raw -11203.738158 + Penalty 643.371305 = -10560.366853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.174620 sec): 3 clusters Score: Raw -11212.225940 + Penalty 1286.602424 = -9925.623516 nChanged 9 SP:Iteration 1F (83.175044 sec): 3 clusters Score: Raw -11227.362645 + Penalty 1286.555585 = -9940.807061 nChanged 2 SP:Iteration 2Q (83.175462 sec): 3 clusters Score: Raw -11231.579451 + Penalty 1286.919592 = -9944.659859 nChanged 1 SP:Iteration 3Q (83.175877 sec): 3 clusters Score: Raw -11232.623738 + Penalty 1286.919592 = -9945.704146 nChanged 0 SP:Iteration 4F (83.176297 sec): 3 clusters Score: Raw -11232.623738 + Penalty 1286.919592 = -9945.704146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.176800 sec): 2 clusters Score: Raw -1222.593574 + Penalty 275.526209 = -947.067365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.177053 sec): 3 clusters Score: Raw -1225.219649 + Penalty 543.587990 = -681.631659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.177835 sec): 2 clusters Score: Raw -11543.592951 + Penalty 624.740802 = -10918.852148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.178267 sec): 3 clusters Score: Raw -11567.575749 + Penalty 1250.147907 = -10317.427842 nChanged 7 SP:Iteration 1F (83.178692 sec): 3 clusters Score: Raw -11587.874505 + Penalty 1249.369181 = -10338.505324 nChanged 3 SP:Iteration 2Q (83.179106 sec): 3 clusters Score: Raw -11596.680998 + Penalty 1249.252736 = -10347.428263 nChanged 1 SP:Iteration 3Q (83.179518 sec): 3 clusters Score: Raw -11597.774218 + Penalty 1249.219328 = -10348.554890 nChanged 1 SP:Iteration 4Q (83.179932 sec): 3 clusters Score: Raw -11598.382713 + Penalty 1249.219328 = -10349.163385 nChanged 0 SP:Iteration 5F (83.180356 sec): 3 clusters Score: Raw -11598.382713 + Penalty 1249.219328 = -10349.163385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.180848 sec): 2 clusters Score: Raw -947.808792 + Penalty 241.129949 = -706.678842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.181073 sec): 3 clusters Score: Raw -942.781875 + Penalty 482.259899 = -460.521977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.181539 sec): 2 clusters Score: Raw -369.770811 + Penalty 148.723337 = -221.047474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.181751 sec): 3 clusters Score: Raw -361.095948 + Penalty 314.512982 = -46.582966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.182220 sec): 2 clusters Score: Raw -466.872408 + Penalty 168.181342 = -298.691066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.182436 sec): 3 clusters Score: Raw -459.496825 + Penalty 332.180647 = -127.316177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.182890 sec): 2 clusters Score: Raw -174.152332 + Penalty 36.656328 = -137.496004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.183083 sec): 3 clusters Score: Raw -170.857162 + Penalty 73.312655 = -97.544507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.183768 sec): 2 clusters Score: Raw -7869.203113 + Penalty 536.424380 = -7332.778733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.184132 sec): 3 clusters Score: Raw -7887.034819 + Penalty 1072.848760 = -6814.186059 nChanged 5 SP:Iteration 1F (83.184489 sec): 3 clusters Score: Raw -7898.368487 + Penalty 1071.795717 = -6826.572771 nChanged 1 SP:Iteration 2Q (83.184839 sec): 3 clusters Score: Raw -7900.609120 + Penalty 1071.795717 = -6828.813403 nChanged 0 SP:Iteration 3F (83.185195 sec): 3 clusters Score: Raw -7900.609120 + Penalty 1071.795717 = -6828.813403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.185670 sec): 2 clusters Score: Raw -457.606883 + Penalty 154.409180 = -303.197703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.185885 sec): 3 clusters Score: Raw -454.355850 + Penalty 320.701511 = -133.654339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.186370 sec): 2 clusters Score: Raw -279.835168 + Penalty 102.240246 = -177.594922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.186579 sec): 3 clusters Score: Raw -269.628904 + Penalty 205.443938 = -64.184966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.187103 sec): 2 clusters Score: Raw -2389.241223 + Penalty 372.924868 = -2016.316355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.187356 sec): 3 clusters Score: Raw -2394.391106 + Penalty 745.053669 = -1649.337436 nChanged 1 SP:Iteration 1Q (83.187601 sec): 3 clusters Score: Raw -2398.603970 + Penalty 745.053669 = -1653.550301 nChanged 0 SP:Iteration 2F (83.187849 sec): 3 clusters Score: Raw -2398.603970 + Penalty 745.053669 = -1653.550301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.188341 sec): 2 clusters Score: Raw -1067.910494 + Penalty 267.051914 = -800.858580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.188570 sec): 3 clusters Score: Raw -1076.008253 + Penalty 555.189977 = -520.818276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.189060 sec): 2 clusters Score: Raw -1084.450708 + Penalty 258.406055 = -826.044653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.189290 sec): 3 clusters Score: Raw -1104.893902 + Penalty 520.954266 = -583.939636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.189782 sec): 2 clusters Score: Raw -1122.575054 + Penalty 63.960789 = -1058.614266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.190014 sec): 3 clusters Score: Raw -1140.459418 + Penalty 128.749195 = -1011.710223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.190490 sec): 2 clusters Score: Raw -643.474578 + Penalty 192.496932 = -450.977646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.190703 sec): 3 clusters Score: Raw -640.203744 + Penalty 356.507204 = -283.696541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.191164 sec): 2 clusters Score: Raw -178.250642 + Penalty 55.795703 = -122.454938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.191357 sec): 2 clusters Score: Raw -178.250642 + Penalty 55.795703 = -122.454938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.191813 sec): 2 clusters Score: Raw -84.179105 + Penalty 0.000000 = -84.179105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.192001 sec): 2 clusters Score: Raw -84.179105 + Penalty 0.000000 = -84.179105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.192467 sec): 2 clusters Score: Raw -372.649271 + Penalty 138.016384 = -234.632888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.192664 sec): 2 clusters Score: Raw -372.649271 + Penalty 138.016384 = -234.632888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.193131 sec): 2 clusters Score: Raw -162.223531 + Penalty 4.941876 = -157.281655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.193311 sec): 2 clusters Score: Raw -162.223531 + Penalty 4.941876 = -157.281655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.193782 sec): 2 clusters Score: Raw -456.187400 + Penalty 151.970793 = -304.216608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.193996 sec): 3 clusters Score: Raw -455.459082 + Penalty 294.992120 = -160.466962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.194471 sec): 2 clusters Score: Raw -648.108526 + Penalty 194.684730 = -453.423796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.194689 sec): 3 clusters Score: Raw -643.491616 + Penalty 375.109552 = -268.382064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 216 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.195179 sec): 2 clusters Score: Raw -1034.699336 + Penalty 33.079953 = -1001.619383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.195396 sec): 3 clusters Score: Raw -1040.090596 + Penalty 65.578799 = -974.511797 nChanged 2 SP:Iteration 1F (83.195608 sec): 3 clusters Score: Raw -1041.424219 + Penalty 65.578799 = -975.845420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 217 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.196078 sec): 2 clusters Score: Raw -467.039677 + Penalty 170.901982 = -296.137694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.196294 sec): 3 clusters Score: Raw -459.995771 + Penalty 335.014791 = -124.980980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 225 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.196794 sec): 2 clusters Score: Raw -1476.848754 + Penalty 299.115593 = -1177.733161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.197032 sec): 3 clusters Score: Raw -1489.196394 + Penalty 588.881459 = -900.314935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.197481 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.197659 sec): 2 clusters Score: Raw -80.295067 + Penalty 0.000000 = -80.295067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.198105 sec): 2 clusters Score: Raw -80.295068 + Penalty 0.000000 = -80.295068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.198284 sec): 2 clusters Score: Raw -80.295068 + Penalty 0.000000 = -80.295068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.198737 sec): 2 clusters Score: Raw -88.326506 + Penalty 0.000000 = -88.326506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.198924 sec): 2 clusters Score: Raw -88.326506 + Penalty 0.000000 = -88.326506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 243 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.199384 sec): 2 clusters Score: Raw -185.491552 + Penalty 71.622816 = -113.868736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.199576 sec): 2 clusters Score: Raw -185.491552 + Penalty 71.622816 = -113.868736 nChanged 0 Deleting Class 173 (25 points): Lose 90.689934 but Gain 1204.210245 Iteration 119Q (83.378891 sec): 110 clusters Score: Raw -2738425.294446 + Penalty 106830.402101 = -2631594.892345 nChanged 53 Deleting Class 124 (17 points): Lose 70.018573 but Gain 1183.898100 Iteration 120F (85.012840 sec): 109 clusters Score: Raw -2738404.607547 + Penalty 105688.816582 = -2632715.790965 nChanged 37 Deleting Class 61 (140 points): Lose 444.350175 but Gain 1554.971355 Iteration 121Q (85.168768 sec): 108 clusters Score: Raw -2738004.861506 + Penalty 104160.181474 = -2633844.680033 nChanged 151 Deleting Class 110 (17 points): Lose 57.590970 but Gain 1167.987248 Iteration 122Q (85.328896 sec): 107 clusters Score: Raw -2738170.923885 + Penalty 102999.004700 = -2635171.919185 nChanged 43 Deleting Class 121 (7 points): Lose 23.124986 but Gain 1136.642730 Iteration 123Q (85.484059 sec): 106 clusters Score: Raw -2738192.754028 + Penalty 101867.692475 = -2636325.061553 nChanged 29 Deleting Class 45 (9 points): Lose 37.770997 but Gain 1140.105906 Iteration 124Q (85.636741 sec): 105 clusters Score: Raw -2738176.640188 + Penalty 100746.097279 = -2637430.542909 nChanged 26 Deleting Class 50 (16 points): Lose 36.149962 but Gain 1138.002738 Iteration 125Q (85.787257 sec): 104 clusters Score: Raw -2738160.944626 + Penalty 99627.892999 = -2638533.051627 nChanged 28 Deleting Class 60 (10 points): Lose 53.965557 but Gain 1150.753056 Iteration 126Q (85.939882 sec): 103 clusters Score: Raw -2738128.644284 + Penalty 98477.506611 = -2639651.137673 nChanged 22 Deleting Class 104 (7 points): Lose 14.337194 but Gain 1102.948369 Iteration 127Q (86.091233 sec): 102 clusters Score: Raw -2738140.412787 + Penalty 97377.086851 = -2640763.325937 nChanged 14 Deleting Class 157 (4 points): Lose 28.344708 but Gain 1115.087281 Iteration 128Q (86.240989 sec): 101 clusters Score: Raw -2738122.141911 + Penalty 96256.532437 = -2641865.609474 nChanged 15 Deleting Class 49 (27 points): Lose 87.658508 but Gain 1173.686810 Iteration 129Q (86.388023 sec): 100 clusters Score: Raw -2738043.438912 + Penalty 95103.688440 = -2642939.750473 nChanged 37 Deleting Class 72 (17 points): Lose 87.153937 but Gain 1181.591346 Iteration 130F (87.866878 sec): 99 clusters Score: Raw -2737996.617537 + Penalty 93932.777841 = -2644063.839696 nChanged 28 Deleting Class 5 (6 points): Lose 101.341094 but Gain 1183.920039 Iteration 131Q (88.014218 sec): 98 clusters Score: Raw -2737934.919134 + Penalty 92727.176290 = -2645207.742844 nChanged 21 Deleting Class 217 (5 points): Lose 23.175817 but Gain 1103.717858 Iteration 132Q (88.160344 sec): 97 clusters Score: Raw -2737933.296777 + Penalty 91626.193801 = -2646307.102976 nChanged 14 Deleting Class 98 (16 points): Lose 309.370736 but Gain 1389.371964 Iteration 133Q (88.311921 sec): 96 clusters Score: Raw -2737635.582276 + Penalty 90309.975882 = -2647325.606394 nChanged 25 Deleting Class 225 (16 points): Lose 47.419672 but Gain 1121.343830 Iteration 134Q (88.457733 sec): 95 clusters Score: Raw -2737666.536538 + Penalty 89204.938672 = -2648461.597866 nChanged 34 Deleting Class 113 (14 points): Lose 60.534905 but Gain 1134.582454 Iteration 135Q (88.603248 sec): 94 clusters Score: Raw -2737644.169973 + Penalty 88086.129540 = -2649558.040433 nChanged 32 Deleting Class 150 (10 points): Lose 22.536222 but Gain 1088.480524 Iteration 136Q (88.748121 sec): 93 clusters Score: Raw -2737658.649898 + Penalty 86978.123768 = -2650680.526130 nChanged 27 Deleting Class 35 (88 points): Lose 277.615135 but Gain 1340.005404 Iteration 137Q (88.891366 sec): 92 clusters Score: Raw -2737409.906876 + Penalty 85670.168675 = -2651739.738201 nChanged 108 Deleting Class 108 (18 points): Lose 66.605895 but Gain 1126.682835 Iteration 138Q (89.040129 sec): 91 clusters Score: Raw -2737504.225967 + Penalty 84606.574312 = -2652897.651655 nChanged 47 Deleting Class 115 (17 points): Lose 56.639280 but Gain 1112.045791 Iteration 139Q (89.188011 sec): 90 clusters Score: Raw -2737534.069230 + Penalty 83479.624044 = -2654054.445186 nChanged 39 Deleting Class 174 (12 points): Lose 64.775710 but Gain 1117.045371 Iteration 140F (90.533095 sec): 89 clusters Score: Raw -2737511.168709 + Penalty 82423.650498 = -2655087.518210 nChanged 31 Deleting Class 158 (5 points): Lose 34.165113 but Gain 1086.147439 Iteration 141Q (90.675853 sec): 88 clusters Score: Raw -2737512.414329 + Penalty 81347.247722 = -2656165.166608 nChanged 21 Deleting Class 118 (11 points): Lose 40.751483 but Gain 1089.470965 Iteration 142Q (90.814847 sec): 87 clusters Score: Raw -2737489.947694 + Penalty 80279.199128 = -2657210.748566 nChanged 21 Deleting Class 143 (14 points): Lose 52.300590 but Gain 1099.725137 Iteration 143Q (90.955293 sec): 86 clusters Score: Raw -2737460.748015 + Penalty 79174.059400 = -2658286.688615 nChanged 23 Deleting Class 122 (18 points): Lose 122.758504 but Gain 1167.305287 Iteration 144Q (91.093420 sec): 85 clusters Score: Raw -2737358.234316 + Penalty 77878.770794 = -2659479.463522 nChanged 23 Deleting Class 39 (30 points): Lose 147.690248 but Gain 1187.390618 Iteration 145Q (91.230587 sec): 84 clusters Score: Raw -2737258.366115 + Penalty 76687.352592 = -2660571.013523 nChanged 36 Deleting Class 66 (13 points): Lose 67.151933 but Gain 1098.681333 Iteration 146Q (91.367399 sec): 83 clusters Score: Raw -2737236.585562 + Penalty 75604.917892 = -2661631.667670 nChanged 26 Deleting Class 147 (118 points): Lose 327.361107 but Gain 1354.822800 Iteration 147Q (91.504702 sec): 82 clusters Score: Raw -2736936.491987 + Penalty 74290.407484 = -2662646.084503 nChanged 131 Deleting Class 194 (4 points): Lose 10.138103 but Gain 1034.809442 Iteration 148Q (91.643946 sec): 81 clusters Score: Raw -2737111.611652 + Penalty 73153.961658 = -2663957.649994 nChanged 45 Deleting Class 25 (195 points): Lose 489.733265 but Gain 1516.687623 Iteration 149Q (91.779103 sec): 80 clusters Score: Raw -2736651.127416 + Penalty 71729.012583 = -2664922.114833 nChanged 212 Deleting Class 41 (138 points): Lose 327.244117 but Gain 1353.390978 Iteration 150F (92.963221 sec): 79 clusters Score: Raw -2736633.197068 + Penalty 70544.575491 = -2666088.621577 nChanged 192 Deleting Class 213 (11 points): Lose 50.914018 but Gain 1206.031194 Iteration 151Q (93.108430 sec): 78 clusters Score: Raw -2736815.955719 + Penalty 69380.061770 = -2667435.893949 nChanged 63 Deleting Class 243 (2 points): Lose 64.337069 but Gain 1074.016932 Iteration 152Q (93.245543 sec): 77 clusters Score: Raw -2736792.823852 + Penalty 68555.475342 = -2668237.348510 nChanged 35 Deleting Class 22 (20 points): Lose 107.870563 but Gain 1123.386551 Iteration 153Q (93.381045 sec): 76 clusters Score: Raw -2736755.200702 + Penalty 67475.658389 = -2669279.542313 nChanged 47 Deleting Class 17 (21 points): Lose 67.051774 but Gain 1075.893836 Iteration 154Q (93.512190 sec): 75 clusters Score: Raw -2736732.771941 + Penalty 66426.051004 = -2670306.720937 nChanged 51 Deleting Class 175 (13 points): Lose 83.664204 but Gain 1088.068162 Iteration 155Q (93.642720 sec): 74 clusters Score: Raw -2736693.191138 + Penalty 65360.226141 = -2671332.964997 nChanged 33 Deleting Class 166 (94 points): Lose 269.115723 but Gain 1272.026435 Iteration 156Q (93.771551 sec): 73 clusters Score: Raw -2736461.260681 + Penalty 64144.471437 = -2672316.789244 nChanged 111 Deleting Class 69 (13 points): Lose 52.154596 but Gain 1052.372985 Iteration 157Q (93.901792 sec): 72 clusters Score: Raw -2736553.274163 + Penalty 63107.182522 = -2673446.091641 nChanged 45 Deleting Class 68 (54 points): Lose 236.056786 but Gain 1235.302290 Iteration 158Q (94.037159 sec): 71 clusters Score: Raw -2736352.382437 + Penalty 61875.670976 = -2674476.711461 nChanged 67 Deleting Class 56 (88 points): Lose 358.454913 but Gain 1363.141945 Iteration 159Q (94.171285 sec): 70 clusters Score: Raw -2736079.450932 + Penalty 60578.619549 = -2675500.831383 nChanged 116 Deleting Class 120 (10 points): Lose 36.211422 but Gain 1062.245327 Iteration 160F (95.195575 sec): 69 clusters Score: Raw -2736199.138038 + Penalty 59574.766088 = -2676624.371950 nChanged 51 Deleting Class 53 (17 points): Lose 234.877493 but Gain 1232.945130 Iteration 161Q (95.323682 sec): 68 clusters Score: Raw -2736001.125513 + Penalty 58336.256330 = -2677664.869183 nChanged 36 Deleting Class 29 (21 points): Lose 43.326800 but Gain 1037.416934 Iteration 162Q (95.451533 sec): 67 clusters Score: Raw -2735993.282530 + Penalty 57297.651357 = -2678695.631173 nChanged 39 Deleting Class 178 (7 points): Lose 40.386390 but Gain 1028.220423 Iteration 163Q (95.576946 sec): 66 clusters Score: Raw -2735986.219466 + Penalty 56262.615155 = -2679723.604311 nChanged 26 Deleting Class 168 (5 points): Lose 15.220119 but Gain 997.204171 Iteration 164Q (95.701215 sec): 65 clusters Score: Raw -2735996.447167 + Penalty 55267.051237 = -2680729.395930 nChanged 23 Deleting Class 28 (2 points): Lose 61.988082 but Gain 1038.029456 Iteration 165Q (95.824316 sec): 64 clusters Score: Raw -2735946.145005 + Penalty 54802.416043 = -2681143.728962 nChanged 17 Deleting Class 116 (4 points): Lose 8.166897 but Gain 977.675605 Iteration 166Q (95.949162 sec): 63 clusters Score: Raw -2736005.394299 + Penalty 53825.080777 = -2682180.313522 nChanged 17 Deleting Class 40 (8 points): Lose 542.067046 but Gain 1511.107625 Iteration 167Q (96.070805 sec): 62 clusters Score: Raw -2735476.183851 + Penalty 52364.860274 = -2683111.323577 nChanged 23 Deleting Class 169 (3 points): Lose 5.255928 but Gain 967.303213 Iteration 168Q (96.199795 sec): 61 clusters Score: Raw -2735494.718645 + Penalty 51399.544313 = -2684095.174332 nChanged 16 Deleting Class 82 (7 points): Lose 351.300245 but Gain 1307.707501 Iteration 169Q (96.318525 sec): 60 clusters Score: Raw -2735152.791295 + Penalty 50223.399212 = -2684929.392083 nChanged 11 Deleting Class 204 (5 points): Lose 29.615117 but Gain 981.456594 Iteration 170F (97.189548 sec): 59 clusters Score: Raw -2735170.076939 + Penalty 49243.732320 = -2685926.344619 nChanged 9 Deleting Class 38 (129 points): Lose 271.470456 but Gain 1217.355296 Iteration 171Q (97.307410 sec): 58 clusters Score: Raw -2734909.745516 + Penalty 48061.965275 = -2686847.780242 nChanged 134 Deleting Class 99 (7 points): Lose 263.536293 but Gain 1206.566206 Iteration 172Q (97.428811 sec): 57 clusters Score: Raw -2734816.841757 + Penalty 47127.531578 = -2687689.310179 nChanged 51 Deleting Class 71 (3 points): Lose 34.260633 but Gain 953.090561 Iteration 173Q (97.546120 sec): 56 clusters Score: Raw -2734873.150941 + Penalty 46192.182547 = -2688680.968394 nChanged 41 Deleting Class 109 (5 points): Lose 358.247773 but Gain 1275.080715 Iteration 174Q (97.662800 sec): 55 clusters Score: Raw -2734539.467907 + Penalty 44921.525361 = -2689617.942546 nChanged 34 Deleting Class 105 (49 points): Lose 131.776295 but Gain 1040.293670 Iteration 175Q (97.778156 sec): 54 clusters Score: Raw -2734426.331133 + Penalty 43924.621634 = -2690501.709500 nChanged 70 Deleting Class 44 (3 points): Lose 11.927651 but Gain 918.159370 Iteration 176Q (97.896040 sec): 53 clusters Score: Raw -2734488.436131 + Penalty 43015.967377 = -2691472.468754 nChanged 33 Deleting Class 138 (168 points): Lose 488.496428 but Gain 1387.824340 Iteration 177Q (98.011432 sec): 52 clusters Score: Raw -2734013.687811 + Penalty 41670.687472 = -2692343.000339 nChanged 194 Deleting Class 242 (1 points): Lose 15.385183 but Gain 898.619688 Iteration 178Q (98.127758 sec): 51 clusters Score: Raw -2734249.060161 + Penalty 40820.498652 = -2693428.561509 nChanged 46 Deleting Class 42 (184 points): Lose 725.399481 but Gain 1604.299274 Iteration 179Q (98.239189 sec): 50 clusters Score: Raw -2733545.570050 + Penalty 39257.360821 = -2694288.209228 nChanged 211 Deleting Class 101 (8 points): Lose 22.692369 but Gain 899.669624 Iteration 180F (98.964776 sec): 49 clusters Score: Raw -2733892.898485 + Penalty 38352.135601 = -2695540.762884 nChanged 58 Deleting Class 57 (23 points): Lose 65.556717 but Gain 918.873656 Iteration 181Q (99.082330 sec): 48 clusters Score: Raw -2733865.296900 + Penalty 37425.994981 = -2696439.301919 nChanged 57 Deleting Class 76 (3 points): Lose 20.503752 but Gain 861.933666 Iteration 182Q (99.193082 sec): 47 clusters Score: Raw -2733887.482095 + Penalty 36559.773880 = -2697327.708215 nChanged 29 Deleting Class 187 (1 points): Lose 79.238792 but Gain 914.325488 Iteration 183Q (99.302176 sec): 46 clusters Score: Raw -2733819.199945 + Penalty 35640.224130 = -2698178.975816 nChanged 15 Deleting Class 14 (204 points): Lose 513.637297 but Gain 1335.508727 Iteration 184Q (99.410232 sec): 45 clusters Score: Raw -2733309.293170 + Penalty 34308.201879 = -2699001.091290 nChanged 214 Deleting Class 79 (2 points): Lose 9.075136 but Gain 798.275976 Iteration 185Q (99.521475 sec): 44 clusters Score: Raw -2733593.667111 + Penalty 33512.592691 = -2700081.074419 nChanged 46 Deleting Class 136 (5 points): Lose 16.375879 but Gain 804.186517 Iteration 186Q (99.628452 sec): 43 clusters Score: Raw -2733594.606775 + Penalty 32710.858666 = -2700883.748109 nChanged 30 Deleting Class 184 (2 points): Lose 68.346273 but Gain 836.682124 Iteration 187Q (99.734636 sec): 42 clusters Score: Raw -2733539.508540 + Penalty 31886.068452 = -2701653.440089 nChanged 21 Deleting Class 91 (9 points): Lose 273.262911 but Gain 1034.370801 Iteration 188Q (99.845066 sec): 41 clusters Score: Raw -2733315.287427 + Penalty 30820.542096 = -2702494.745330 nChanged 21 Deleting Class 131 (249 points): Lose 748.122022 but Gain 1507.139256 Iteration 189Q (99.949032 sec): 40 clusters Score: Raw -2732581.385931 + Penalty 29337.296260 = -2703244.089671 nChanged 263 Deleting Class 16 (74 points): Lose 202.585397 but Gain 958.200032 Iteration 190F (100.532477 sec): 39 clusters Score: Raw -2732814.169445 + Penalty 28471.180555 = -2704342.988890 nChanged 126 Deleting Class 6 (33 points): Lose 81.196274 but Gain 789.850463 Iteration 191Q (100.641335 sec): 38 clusters Score: Raw -2732939.507284 + Penalty 27671.231913 = -2705268.275371 nChanged 75 Deleting Class 107 (2 points): Lose 61.649013 but Gain 719.995917 Iteration 192Q (100.747988 sec): 37 clusters Score: Raw -2732931.335997 + Penalty 26938.986257 = -2705992.349740 nChanged 37 Deleting Class 33 (4 points): Lose 163.039027 but Gain 786.403900 Iteration 193Q (100.850611 sec): 36 clusters Score: Raw -2732798.381456 + Penalty 26158.923201 = -2706639.458255 nChanged 28 Deleting Class 43 (3 points): Lose 85.591942 but Gain 682.917551 Iteration 194Q (100.952715 sec): 35 clusters Score: Raw -2732763.245226 + Penalty 25465.731566 = -2707297.513660 nChanged 19 Deleting Class 54 (8 points): Lose 17.984245 but Gain 611.832037 Iteration 195Q (101.054880 sec): 34 clusters Score: Raw -2732756.546061 + Penalty 24852.255150 = -2707904.290911 nChanged 23 Deleting Class 31 (235 points): Lose 363.342750 but Gain 924.689341 Iteration 196Q (101.157405 sec): 33 clusters Score: Raw -2732409.926564 + Penalty 23911.773674 = -2708498.152890 nChanged 245 Deleting Class 64 (4 points): Lose 132.162847 but Gain 639.905396 Iteration 197Q (101.259958 sec): 32 clusters Score: Raw -2732613.520008 + Penalty 23314.441664 = -2709299.078344 nChanged 81 Deleting Class 163 (2 points): Lose 76.729032 but Gain 549.678423 Iteration 198Q (101.359290 sec): 31 clusters Score: Raw -2732609.060341 + Penalty 22840.688667 = -2709768.371674 nChanged 52 Deleting Class 30 (41 points): Lose 164.130549 but Gain 630.916017 Iteration 199Q (101.456556 sec): 30 clusters Score: Raw -2732507.774676 + Penalty 22259.830577 = -2710247.944099 nChanged 75 Deleting Class 34 (14 points): Lose 800.505141 but Gain 1366.463862 Iteration 200F (101.892923 sec): 29 clusters Score: Raw -2731791.264076 + Penalty 21097.960235 = -2710693.303842 nChanged 41 Deleting Class 65 (7 points): Lose 307.969352 but Gain 715.250822 Iteration 201Q (101.989227 sec): 28 clusters Score: Raw -2731677.048262 + Penalty 20484.855454 = -2711192.192808 nChanged 29 Deleting Class 74 (11 points): Lose 97.134307 but Gain 452.902631 Iteration 202Q (102.085251 sec): 27 clusters Score: Raw -2731877.753547 + Penalty 20059.298915 = -2711818.454632 nChanged 27 Deleting Class 83 (284 points): Lose 980.103199 but Gain 1322.023382 Iteration 203Q (102.183410 sec): 26 clusters Score: Raw -2730992.331439 + Penalty 18900.075759 = -2712092.255680 nChanged 296 Deleting Class 11 (57 points): Lose 107.242048 but Gain 367.068533 Iteration 204Q (102.279351 sec): 25 clusters Score: Raw -2731443.658921 + Penalty 18575.522416 = -2712868.136504 nChanged 133 Deleting Class 24 (120 points): Lose 232.935766 but Gain 489.005183 Iteration 205Q (102.375630 sec): 24 clusters Score: Raw -2731303.430032 + Penalty 18098.771330 = -2713204.658702 nChanged 153 Deleting Class 200 (3 points): Lose 117.565630 but Gain 349.826840 Iteration 206Q (102.475916 sec): 23 clusters Score: Raw -2731338.278404 + Penalty 17788.988213 = -2713549.290190 nChanged 38 Deleting Class 23 (8 points): Lose 166.772720 but Gain 359.725349 Iteration 207Q (102.570187 sec): 22 clusters Score: Raw -2731243.350441 + Penalty 17402.616836 = -2713840.733605 nChanged 40 Deleting Class 9 (40 points): Lose 16.277657 but Gain 209.238605 Iteration 208Q (102.658590 sec): 21 clusters Score: Raw -2731312.562947 + Penalty 17205.152997 = -2714107.409950 nChanged 59 Deleting Class 59 (538 points): Lose 1151.352161 but Gain 1282.302960 Iteration 209Q (102.746154 sec): 20 clusters Score: Raw -2730212.474122 + Penalty 16019.153885 = -2714193.320236 nChanged 557 Deleting Class 216 (16 points): Lose 214.445741 but Gain 310.939555 Iteration 210F (103.039222 sec): 19 clusters Score: Raw -2730907.314452 + Penalty 15758.215261 = -2715149.099190 nChanged 172 Deleting Class 32 (236 points): Lose 1136.964505 but Gain 1179.458450 Iteration 211Q (103.124550 sec): 18 clusters Score: Raw -2730071.710756 + Penalty 14689.474521 = -2715382.236235 nChanged 332 Deleting Class 240 (1 points): Lose 12.184963 but Gain 51.970297 Iteration 212Q (103.210628 sec): 17 clusters Score: Raw -2730737.038109 + Penalty 14636.227749 = -2716100.810360 nChanged 132 Deleting Class 15 (2 points): Lose 18.176180 but Gain 51.970297 Iteration 213Q (103.292168 sec): 16 clusters Score: Raw -2730785.243325 + Penalty 14572.096859 = -2716213.146467 nChanged 79 Deleting Class 48 (1 points): Lose 37.727521 but Gain 51.970297 Iteration 214Q (103.373446 sec): 15 clusters Score: Raw -2730778.098571 + Penalty 14517.919796 = -2716260.178775 nChanged 48 Deleting Class 235 (1 points): Lose 42.967195 but Gain 51.970297 Iteration 215Q (103.453740 sec): 14 clusters Score: Raw -2730761.412062 + Penalty 14460.049470 = -2716301.362592 nChanged 41 Iteration 216Q (103.532810 sec): 14 clusters Score: Raw -2730792.589104 + Penalty 14457.713251 = -2716334.875853 nChanged 38 Iteration 217Q (103.611014 sec): 14 clusters Score: Raw -2730802.403681 + Penalty 14460.378990 = -2716342.024691 nChanged 24 Iteration 218Q (103.689305 sec): 14 clusters Score: Raw -2730809.965594 + Penalty 14463.212741 = -2716346.752853 nChanged 13 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2730809.965594 + Penalty 14463.212741 = -2716346.752853Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 2 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.756018 sec): 2 clusters Score: Raw -2534.981926 + Penalty 49.433328 = -2485.548598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.756307 sec): 3 clusters Score: Raw -2562.440032 + Penalty 146.994161 = -2415.445871 nChanged 13 SP:Iteration 1F (103.756557 sec): 3 clusters Score: Raw -2592.899782 + Penalty 176.628169 = -2416.271613 nChanged 2 SP:Iteration 2F (103.756803 sec): 3 clusters Score: Raw -2608.646810 + Penalty 176.628169 = -2432.018641 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 3 (23514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.866718 sec): 2 clusters Score: Raw -1959877.853982 + Penalty 263.830155 = -1959614.023827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.911506 sec): 3 clusters Score: Raw -1944088.282057 + Penalty 525.625602 = -1943562.656454 nChanged 11385 SP:Iteration 1F (103.956134 sec): 3 clusters Score: Raw -1957439.184173 + Penalty 635.858209 = -1956803.325964 nChanged 1892 SP:Iteration 2F (103.999950 sec): 3 clusters Score: Raw -1959591.623566 + Penalty 683.819467 = -1958907.804099 nChanged 224 SP:Iteration 3Q (104.037523 sec): 3 clusters Score: Raw -1959822.391109 + Penalty 735.396197 = -1959086.994912 nChanged 40 SP:Iteration 4Q (104.072675 sec): 3 clusters Score: Raw -1959861.636079 + Penalty 782.761296 = -1959078.874782 nChanged 19 SP:Iteration 5F (104.116132 sec): 3 clusters Score: Raw -1959884.655220 + Penalty 819.615557 = -1959065.039664 nChanged 7 SP:Iteration 6F (104.159984 sec): 3 clusters Score: Raw -1959898.853639 + Penalty 813.602290 = -1959085.251349 nChanged 5 SP:Iteration 7Q (104.194257 sec): 3 clusters Score: Raw -1959911.117466 + Penalty 812.398881 = -1959098.718585 nChanged 1 SP:Iteration 8Q (104.228111 sec): 3 clusters Score: Raw -1959911.627854 + Penalty 812.398881 = -1959099.228973 nChanged 0 SP:Iteration 9F (104.272425 sec): 3 clusters Score: Raw -1959911.627854 + Penalty 812.398881 = -1959099.228973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (1187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.290485 sec): 2 clusters Score: Raw -105977.701192 + Penalty 589.797662 = -105387.903530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.292793 sec): 3 clusters Score: Raw -105328.949345 + Penalty 1192.703913 = -104136.245432 nChanged 447 SP:Iteration 1F (104.295038 sec): 3 clusters Score: Raw -105642.088205 + Penalty 1214.936279 = -104427.151925 nChanged 142 SP:Iteration 2F (104.297286 sec): 3 clusters Score: Raw -105752.358287 + Penalty 1233.518827 = -104518.839460 nChanged 73 SP:Iteration 3F (104.299509 sec): 3 clusters Score: Raw -105818.144983 + Penalty 1252.280380 = -104565.864603 nChanged 66 SP:Iteration 4F (104.301812 sec): 3 clusters Score: Raw -105884.836202 + Penalty 1275.112634 = -104609.723568 nChanged 53 SP:Iteration 5Q (104.304113 sec): 3 clusters Score: Raw -105936.840384 + Penalty 1312.790346 = -104624.050038 nChanged 38 SP:Iteration 6Q (104.306377 sec): 3 clusters Score: Raw -105977.012511 + Penalty 1354.015373 = -104622.997138 nChanged 28 SP:Iteration 7F (104.308602 sec): 3 clusters Score: Raw -106007.238764 + Penalty 1374.152172 = -104633.086592 nChanged 17 SP:Iteration 8Q (104.310746 sec): 3 clusters Score: Raw -106024.536867 + Penalty 1391.371582 = -104633.165284 nChanged 6 SP:Iteration 9Q (104.312808 sec): 3 clusters Score: Raw -106032.503694 + Penalty 1399.638458 = -104632.865236 nChanged 2 SP:Iteration 10F (104.315082 sec): 3 clusters Score: Raw -106034.715069 + Penalty 1399.638458 = -104635.076610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 12 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.318536 sec): 2 clusters Score: Raw -66169.005242 + Penalty 1022.299154 = -65146.706088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.320124 sec): 3 clusters Score: Raw -65941.852928 + Penalty 2045.872699 = -63895.980229 nChanged 214 SP:Iteration 1F (104.321680 sec): 3 clusters Score: Raw -66133.356335 + Penalty 2046.777915 = -64086.578420 nChanged 44 SP:Iteration 2F (104.323208 sec): 3 clusters Score: Raw -66185.841581 + Penalty 2046.772974 = -64139.068606 nChanged 24 SP:Iteration 3Q (104.324728 sec): 3 clusters Score: Raw -66208.327737 + Penalty 2047.235186 = -64161.092551 nChanged 10 SP:Iteration 4Q (104.326268 sec): 3 clusters Score: Raw -66216.310837 + Penalty 2047.461947 = -64168.848890 nChanged 8 SP:Iteration 5Q (104.327827 sec): 3 clusters Score: Raw -66223.202494 + Penalty 2047.643690 = -64175.558804 nChanged 5 SP:Iteration 6Q (104.329358 sec): 3 clusters Score: Raw -66227.863074 + Penalty 2047.645792 = -64180.217282 nChanged 4 SP:Iteration 7Q (104.330864 sec): 3 clusters Score: Raw -66231.279998 + Penalty 2047.841993 = -64183.438005 nChanged 5 SP:Iteration 8Q (104.332356 sec): 3 clusters Score: Raw -66235.234177 + Penalty 2048.033775 = -64187.200401 nChanged 6 SP:Iteration 9Q (104.333858 sec): 3 clusters Score: Raw -66240.065670 + Penalty 2048.230667 = -64191.835002 nChanged 6 SP:Iteration 10F (104.335442 sec): 3 clusters Score: Raw -66245.120378 + Penalty 2048.423640 = -64196.696738 nChanged 4 SP:Iteration 11Q (104.336942 sec): 3 clusters Score: Raw -66247.073820 + Penalty 2048.493933 = -64198.579888 nChanged 3 SP:Iteration 12Q (104.338448 sec): 3 clusters Score: Raw -66249.210757 + Penalty 2048.567365 = -64200.643391 nChanged 2 SP:Iteration 13Q (104.339942 sec): 3 clusters Score: Raw -66252.092308 + Penalty 2048.828442 = -64203.263865 nChanged 3 SP:Iteration 14Q (104.341465 sec): 3 clusters Score: Raw -66254.651091 + Penalty 2049.151649 = -64205.499443 nChanged 4 SP:Iteration 15Q (104.342998 sec): 3 clusters Score: Raw -66257.690782 + Penalty 2049.151649 = -64208.539133 nChanged 0 SP:Iteration 16F (104.344596 sec): 3 clusters Score: Raw -66257.690782 + Penalty 2049.151649 = -64208.539133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.345671 sec): 2 clusters Score: Raw -18838.509579 + Penalty 256.195362 = -18582.314217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.346263 sec): 3 clusters Score: Raw -18728.137994 + Penalty 508.535918 = -18219.602075 nChanged 61 SP:Iteration 1F (104.346884 sec): 3 clusters Score: Raw -18776.171273 + Penalty 508.098617 = -18268.072656 nChanged 28 SP:Iteration 2F (104.347479 sec): 3 clusters Score: Raw -18810.981988 + Penalty 511.245324 = -18299.736665 nChanged 16 SP:Iteration 3F (104.348061 sec): 3 clusters Score: Raw -18832.583775 + Penalty 516.211839 = -18316.371937 nChanged 12 SP:Iteration 4F (104.348677 sec): 3 clusters Score: Raw -18845.207435 + Penalty 522.522445 = -18322.684991 nChanged 7 SP:Iteration 5Q (104.349262 sec): 3 clusters Score: Raw -18851.884887 + Penalty 527.799509 = -18324.085378 nChanged 5 SP:Iteration 6Q (104.349842 sec): 3 clusters Score: Raw -18854.338522 + Penalty 533.613734 = -18320.724787 nChanged 4 SP:Iteration 7F (104.350434 sec): 3 clusters Score: Raw -18855.828204 + Penalty 535.086894 = -18320.741310 nChanged 1 SP:Iteration 8Q (104.351012 sec): 3 clusters Score: Raw -18856.109859 + Penalty 535.086894 = -18321.022965 nChanged 0 SP:Iteration 9F (104.351606 sec): 3 clusters Score: Raw -18856.109859 + Penalty 535.086894 = -18321.022965 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 21 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.353859 sec): 2 clusters Score: Raw -60733.180767 + Penalty 751.908160 = -59981.272607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.355355 sec): 3 clusters Score: Raw -60448.792388 + Penalty 1503.778701 = -58945.013687 nChanged 192 SP:Iteration 1F (104.356712 sec): 3 clusters Score: Raw -60585.553540 + Penalty 1503.131212 = -59082.422327 nChanged 57 SP:Iteration 2F (104.358096 sec): 3 clusters Score: Raw -60630.945609 + Penalty 1502.229003 = -59128.716606 nChanged 30 SP:Iteration 3Q (104.359466 sec): 3 clusters Score: Raw -60651.591354 + Penalty 1502.181827 = -59149.409527 nChanged 20 SP:Iteration 4Q (104.360831 sec): 3 clusters Score: Raw -60664.776723 + Penalty 1502.618285 = -59162.158439 nChanged 18 SP:Iteration 5Q (104.362177 sec): 3 clusters Score: Raw -60678.818111 + Penalty 1504.803780 = -59174.014331 nChanged 17 SP:Iteration 6Q (104.363479 sec): 3 clusters Score: Raw -60689.735285 + Penalty 1506.827193 = -59182.908092 nChanged 13 SP:Iteration 7Q (104.364778 sec): 3 clusters Score: Raw -60703.574975 + Penalty 1510.323569 = -59193.251406 nChanged 13 SP:Iteration 8Q (104.366070 sec): 3 clusters Score: Raw -60712.559256 + Penalty 1512.363857 = -59200.195399 nChanged 10 SP:Iteration 9Q (104.367394 sec): 3 clusters Score: Raw -60720.019677 + Penalty 1513.336572 = -59206.683105 nChanged 12 SP:Iteration 10F (104.368698 sec): 3 clusters Score: Raw -60728.065335 + Penalty 1515.958828 = -59212.106507 nChanged 11 SP:Iteration 11Q (104.369996 sec): 3 clusters Score: Raw -60735.901067 + Penalty 1517.727385 = -59218.173683 nChanged 15 SP:Iteration 12Q (104.371324 sec): 3 clusters Score: Raw -60747.251943 + Penalty 1520.608729 = -59226.643214 nChanged 13 SP:Iteration 13Q (104.372628 sec): 3 clusters Score: Raw -60759.765108 + Penalty 1525.227019 = -59234.538089 nChanged 13 SP:Iteration 14Q (104.373922 sec): 3 clusters Score: Raw -60773.065636 + Penalty 1532.226169 = -59240.839467 nChanged 12 SP:Iteration 15Q (104.375198 sec): 3 clusters Score: Raw -60781.919409 + Penalty 1535.378641 = -59246.540768 nChanged 4 SP:Iteration 16Q (104.376463 sec): 3 clusters Score: Raw -60785.071556 + Penalty 1537.421689 = -59247.649867 nChanged 2 SP:Iteration 17Q (104.377750 sec): 3 clusters Score: Raw -60787.518179 + Penalty 1539.122816 = -59248.395363 nChanged 2 SP:Iteration 18Q (104.379028 sec): 3 clusters Score: Raw -60790.247260 + Penalty 1541.966891 = -59248.280369 nChanged 2 SP:Iteration 19F (104.380332 sec): 3 clusters Score: Raw -60791.753122 + Penalty 1541.189673 = -59250.563449 nChanged 5 SP:Iteration 20F (104.381636 sec): 3 clusters Score: Raw -60797.505810 + Penalty 1544.510860 = -59252.994951 nChanged 3 SP:Iteration 21Q (104.382929 sec): 3 clusters Score: Raw -60799.469725 + Penalty 1546.594066 = -59252.875659 nChanged 2 SP:Iteration 22F (104.384243 sec): 3 clusters Score: Raw -60801.636816 + Penalty 1550.778985 = -59250.857830 nChanged 4 SP:Iteration 23F (104.385546 sec): 3 clusters Score: Raw -60805.036035 + Penalty 1551.709938 = -59253.326097 nChanged 1 SP:Iteration 24Q (104.386797 sec): 3 clusters Score: Raw -60805.192096 + Penalty 1551.709938 = -59253.482158 nChanged 0 SP:Iteration 25F (104.388124 sec): 3 clusters Score: Raw -60805.192096 + Penalty 1551.709938 = -59253.482158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.391136 sec): 2 clusters Score: Raw -83707.610283 + Penalty 1052.122124 = -82655.488159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.392939 sec): 3 clusters Score: Raw -83382.893532 + Penalty 2104.221999 = -81278.671533 nChanged 247 SP:Iteration 1F (104.394670 sec): 3 clusters Score: Raw -83581.478482 + Penalty 2103.995235 = -81477.483247 nChanged 65 SP:Iteration 2F (104.396383 sec): 3 clusters Score: Raw -83650.301064 + Penalty 2104.131498 = -81546.169566 nChanged 36 SP:Iteration 3Q (104.398115 sec): 3 clusters Score: Raw -83682.037291 + Penalty 2104.335421 = -81577.701871 nChanged 16 SP:Iteration 4Q (104.399856 sec): 3 clusters Score: Raw -83692.126169 + Penalty 2104.714139 = -81587.412030 nChanged 13 SP:Iteration 5Q (104.401580 sec): 3 clusters Score: Raw -83705.279933 + Penalty 2105.275722 = -81600.004211 nChanged 16 SP:Iteration 6Q (104.403340 sec): 3 clusters Score: Raw -83717.406902 + Penalty 2105.933493 = -81611.473408 nChanged 15 SP:Iteration 7Q (104.405069 sec): 3 clusters Score: Raw -83727.036963 + Penalty 2106.637706 = -81620.399257 nChanged 17 SP:Iteration 8Q (104.406767 sec): 3 clusters Score: Raw -83744.681666 + Penalty 2107.577158 = -81637.104508 nChanged 18 SP:Iteration 9Q (104.408484 sec): 3 clusters Score: Raw -83759.252967 + Penalty 2108.332830 = -81650.920137 nChanged 14 SP:Iteration 10F (104.410201 sec): 3 clusters Score: Raw -83767.933253 + Penalty 2109.285015 = -81658.648238 nChanged 12 SP:Iteration 11Q (104.411893 sec): 3 clusters Score: Raw -83776.739146 + Penalty 2110.696551 = -81666.042596 nChanged 14 SP:Iteration 12Q (104.416058 sec): 3 clusters Score: Raw -83789.516639 + Penalty 2111.995394 = -81677.521245 nChanged 15 SP:Iteration 13Q (104.419499 sec): 3 clusters Score: Raw -83802.127624 + Penalty 2113.176304 = -81688.951320 nChanged 13 SP:Iteration 14Q (104.422367 sec): 3 clusters Score: Raw -83811.912009 + Penalty 2114.332030 = -81697.579979 nChanged 10 SP:Iteration 15Q (104.424877 sec): 3 clusters Score: Raw -83819.853987 + Penalty 2115.906049 = -81703.947937 nChanged 12 SP:Iteration 16Q (104.426681 sec): 3 clusters Score: Raw -83827.201041 + Penalty 2116.740072 = -81710.460969 nChanged 6 SP:Iteration 17Q (104.428446 sec): 3 clusters Score: Raw -83833.456197 + Penalty 2117.491130 = -81715.965067 nChanged 6 SP:Iteration 18Q (104.430156 sec): 3 clusters Score: Raw -83841.909365 + Penalty 2118.880537 = -81723.028828 nChanged 7 SP:Iteration 19Q (104.431867 sec): 3 clusters Score: Raw -83849.794047 + Penalty 2119.874788 = -81729.919259 nChanged 8 SP:Iteration 20F (104.433626 sec): 3 clusters Score: Raw -83856.115574 + Penalty 2119.899410 = -81736.216164 nChanged 3 SP:Iteration 21Q (104.435348 sec): 3 clusters Score: Raw -83859.276471 + Penalty 2119.899409 = -81739.377063 nChanged 1 SP:Iteration 22Q (104.437048 sec): 3 clusters Score: Raw -83861.288836 + Penalty 2119.839893 = -81741.448942 nChanged 1 SP:Iteration 23Q (104.438743 sec): 3 clusters Score: Raw -83861.786852 + Penalty 2119.839893 = -81741.946958 nChanged 0 SP:Iteration 24F (104.440494 sec): 3 clusters Score: Raw -83861.786852 + Penalty 2119.839893 = -81741.946958 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 27 (1804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.450089 sec): 2 clusters Score: Raw -158956.150203 + Penalty 805.580962 = -158150.569241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.453698 sec): 3 clusters Score: Raw -158004.154852 + Penalty 1635.413564 = -156368.741288 nChanged 674 SP:Iteration 1F (104.457158 sec): 3 clusters Score: Raw -158576.843975 + Penalty 1675.700614 = -156901.143361 nChanged 248 SP:Iteration 2F (104.460724 sec): 3 clusters Score: Raw -158873.257903 + Penalty 1690.982045 = -157182.275859 nChanged 115 SP:Iteration 3F (104.464212 sec): 3 clusters Score: Raw -158978.662033 + Penalty 1693.446919 = -157285.215114 nChanged 59 SP:Iteration 4Q (104.467690 sec): 3 clusters Score: Raw -159037.414560 + Penalty 1696.715407 = -157340.699153 nChanged 51 SP:Iteration 5Q (104.471264 sec): 3 clusters Score: Raw -159080.358185 + Penalty 1692.976617 = -157387.381568 nChanged 24 SP:Iteration 6Q (104.474547 sec): 3 clusters Score: Raw -159096.622024 + Penalty 1687.286432 = -157409.335592 nChanged 16 SP:Iteration 7Q (104.477788 sec): 3 clusters Score: Raw -159106.804468 + Penalty 1683.762918 = -157423.041549 nChanged 18 SP:Iteration 8Q (104.481092 sec): 3 clusters Score: Raw -159119.433671 + Penalty 1679.723857 = -157439.709814 nChanged 18 SP:Iteration 9Q (104.484339 sec): 3 clusters Score: Raw -159128.036492 + Penalty 1675.271414 = -157452.765078 nChanged 13 SP:Iteration 10F (104.487720 sec): 3 clusters Score: Raw -159135.138536 + Penalty 1673.086456 = -157462.052080 nChanged 15 SP:Iteration 11Q (104.491029 sec): 3 clusters Score: Raw -159142.574099 + Penalty 1672.549059 = -157470.025039 nChanged 9 SP:Iteration 12Q (104.494289 sec): 3 clusters Score: Raw -159146.548607 + Penalty 1666.947802 = -157479.600804 nChanged 11 SP:Iteration 13Q (104.497492 sec): 3 clusters Score: Raw -159152.670566 + Penalty 1662.264351 = -157490.406215 nChanged 12 SP:Iteration 14Q (104.500703 sec): 3 clusters Score: Raw -159159.932231 + Penalty 1654.986896 = -157504.945335 nChanged 14 SP:Iteration 15Q (104.503964 sec): 3 clusters Score: Raw -159167.355770 + Penalty 1652.544226 = -157514.811544 nChanged 13 SP:Iteration 16Q (104.507241 sec): 3 clusters Score: Raw -159176.518690 + Penalty 1646.155433 = -157530.363257 nChanged 9 SP:Iteration 17Q (104.510493 sec): 3 clusters Score: Raw -159182.051416 + Penalty 1645.178790 = -157536.872627 nChanged 2 SP:Iteration 18Q (104.513758 sec): 3 clusters Score: Raw -159183.438113 + Penalty 1646.738617 = -157536.699496 nChanged 1 SP:Iteration 19F (104.517144 sec): 3 clusters Score: Raw -159184.476371 + Penalty 1646.738617 = -157537.737754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.530875 sec): 2 clusters Score: Raw -104870.835221 + Penalty 1018.953686 = -103851.881535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.533127 sec): 3 clusters Score: Raw -104419.223812 + Penalty 2036.824949 = -102382.398863 nChanged 342 SP:Iteration 1F (104.535307 sec): 3 clusters Score: Raw -104660.561509 + Penalty 2036.508600 = -102624.052909 nChanged 90 SP:Iteration 2F (104.537467 sec): 3 clusters Score: Raw -104732.414152 + Penalty 2036.733189 = -102695.680963 nChanged 63 SP:Iteration 3F (104.539679 sec): 3 clusters Score: Raw -104790.249624 + Penalty 2037.203390 = -102753.046234 nChanged 64 SP:Iteration 4F (104.541872 sec): 3 clusters Score: Raw -104863.072255 + Penalty 2039.381740 = -102823.690515 nChanged 54 SP:Iteration 5F (104.544047 sec): 3 clusters Score: Raw -104923.787973 + Penalty 2041.119074 = -102882.668899 nChanged 28 SP:Iteration 6Q (104.546236 sec): 3 clusters Score: Raw -104950.018414 + Penalty 2041.952374 = -102908.066039 nChanged 29 SP:Iteration 7Q (104.548419 sec): 3 clusters Score: Raw -104976.219145 + Penalty 2044.311545 = -102931.907599 nChanged 23 SP:Iteration 8Q (104.550557 sec): 3 clusters Score: Raw -104995.114847 + Penalty 2043.934780 = -102951.180067 nChanged 17 SP:Iteration 9Q (104.552710 sec): 3 clusters Score: Raw -105011.649195 + Penalty 2044.310533 = -102967.338662 nChanged 16 SP:Iteration 10F (104.554883 sec): 3 clusters Score: Raw -105023.060699 + Penalty 2043.849280 = -102979.211418 nChanged 5 SP:Iteration 11Q (104.557029 sec): 3 clusters Score: Raw -105026.366354 + Penalty 2043.931568 = -102982.434786 nChanged 5 SP:Iteration 12Q (104.559188 sec): 3 clusters Score: Raw -105029.035769 + Penalty 2044.941168 = -102984.094601 nChanged 8 SP:Iteration 13Q (104.561326 sec): 3 clusters Score: Raw -105034.914759 + Penalty 2045.096013 = -102989.818746 nChanged 8 SP:Iteration 14Q (104.563537 sec): 3 clusters Score: Raw -105039.006342 + Penalty 2045.741766 = -102993.264576 nChanged 2 SP:Iteration 15Q (104.565687 sec): 3 clusters Score: Raw -105039.714209 + Penalty 2046.036513 = -102993.677696 nChanged 1 SP:Iteration 16Q (104.567850 sec): 3 clusters Score: Raw -105040.280422 + Penalty 2046.259245 = -102994.021177 nChanged 1 SP:Iteration 17Q (104.570004 sec): 3 clusters Score: Raw -105040.667828 + Penalty 2046.259245 = -102994.408584 nChanged 0 SP:Iteration 18F (104.572201 sec): 3 clusters Score: Raw -105040.667828 + Penalty 2046.259245 = -102994.408584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 63 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.577872 sec): 2 clusters Score: Raw -139173.294937 + Penalty 842.424859 = -138330.870078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.580931 sec): 3 clusters Score: Raw -138358.172187 + Penalty 1682.365449 = -136675.806738 nChanged 586 SP:Iteration 1F (104.583935 sec): 3 clusters Score: Raw -138727.165880 + Penalty 1680.639076 = -137046.526803 nChanged 187 SP:Iteration 2F (104.586886 sec): 3 clusters Score: Raw -138874.587757 + Penalty 1678.140427 = -137196.447330 nChanged 113 SP:Iteration 3F (104.589840 sec): 3 clusters Score: Raw -138950.793049 + Penalty 1676.275812 = -137274.517238 nChanged 70 SP:Iteration 4Q (104.592774 sec): 3 clusters Score: Raw -138991.587218 + Penalty 1673.876593 = -137317.710625 nChanged 42 SP:Iteration 5Q (104.595694 sec): 3 clusters Score: Raw -139014.061575 + Penalty 1670.431914 = -137343.629660 nChanged 35 SP:Iteration 6Q (104.598602 sec): 3 clusters Score: Raw -139032.790495 + Penalty 1667.418215 = -137365.372280 nChanged 26 SP:Iteration 7Q (104.601445 sec): 3 clusters Score: Raw -139045.767752 + Penalty 1665.511437 = -137380.256315 nChanged 21 SP:Iteration 8Q (104.604328 sec): 3 clusters Score: Raw -139057.190588 + Penalty 1665.292301 = -137391.898287 nChanged 21 SP:Iteration 9Q (104.607150 sec): 3 clusters Score: Raw -139067.896214 + Penalty 1666.300419 = -137401.595795 nChanged 22 SP:Iteration 10F (104.610048 sec): 3 clusters Score: Raw -139081.061572 + Penalty 1667.597288 = -137413.464284 nChanged 24 SP:Iteration 11Q (104.612930 sec): 3 clusters Score: Raw -139098.763539 + Penalty 1667.097632 = -137431.665906 nChanged 31 SP:Iteration 12Q (104.615780 sec): 3 clusters Score: Raw -139122.918880 + Penalty 1671.907228 = -137451.011652 nChanged 30 SP:Iteration 13Q (104.618625 sec): 3 clusters Score: Raw -139143.750257 + Penalty 1677.520913 = -137466.229344 nChanged 25 SP:Iteration 14Q (104.621392 sec): 3 clusters Score: Raw -139156.093207 + Penalty 1685.603073 = -137470.490134 nChanged 20 SP:Iteration 15Q (104.624193 sec): 3 clusters Score: Raw -139166.794869 + Penalty 1691.468722 = -137475.326147 nChanged 15 SP:Iteration 16Q (104.627004 sec): 3 clusters Score: Raw -139175.309710 + Penalty 1694.506046 = -137480.803664 nChanged 13 SP:Iteration 17Q (104.629746 sec): 3 clusters Score: Raw -139181.059897 + Penalty 1695.811342 = -137485.248555 nChanged 10 SP:Iteration 18Q (104.632485 sec): 3 clusters Score: Raw -139187.705202 + Penalty 1704.183604 = -137483.521598 nChanged 15 SP:Iteration 19F (104.635389 sec): 3 clusters Score: Raw -139198.308474 + Penalty 1710.619154 = -137487.689319 nChanged 11 SP:Iteration 20F (104.638321 sec): 3 clusters Score: Raw -139207.009753 + Penalty 1714.419981 = -137492.589771 nChanged 5 SP:Iteration 21Q (104.640996 sec): 3 clusters Score: Raw -139211.210899 + Penalty 1718.128214 = -137493.082684 nChanged 7 SP:Iteration 22Q (104.643688 sec): 3 clusters Score: Raw -139216.601313 + Penalty 1725.948071 = -137490.653242 nChanged 8 SP:Iteration 23F (104.646617 sec): 3 clusters Score: Raw -139224.360909 + Penalty 1731.787748 = -137492.573161 nChanged 9 SP:Iteration 24Q (104.649310 sec): 3 clusters Score: Raw -139231.974629 + Penalty 1735.286153 = -137496.688476 nChanged 7 SP:Iteration 25Q (104.651970 sec): 3 clusters Score: Raw -139240.094816 + Penalty 1737.236407 = -137502.858410 nChanged 3 SP:Iteration 26Q (104.654638 sec): 3 clusters Score: Raw -139242.947710 + Penalty 1740.023362 = -137502.924349 nChanged 3 SP:Iteration 27Q (104.657328 sec): 3 clusters Score: Raw -139244.551216 + Penalty 1742.986212 = -137501.565004 nChanged 3 SP:Iteration 28F (104.660446 sec): 3 clusters Score: Raw -139246.524035 + Penalty 1745.107545 = -137501.416490 nChanged 2 SP:Iteration 29F (104.663487 sec): 3 clusters Score: Raw -139248.045875 + Penalty 1746.196424 = -137501.849451 nChanged 1 SP:Iteration 30F (104.666576 sec): 3 clusters Score: Raw -139248.667702 + Penalty 1746.196424 = -137502.471278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 77 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.669384 sec): 2 clusters Score: Raw -59556.904564 + Penalty 1036.699629 = -58520.204935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.670699 sec): 3 clusters Score: Raw -59440.686041 + Penalty 2073.470078 = -57367.215963 nChanged 147 SP:Iteration 1F (104.671986 sec): 3 clusters Score: Raw -59633.692734 + Penalty 2073.498432 = -57560.194301 nChanged 43 SP:Iteration 2F (104.673346 sec): 3 clusters Score: Raw -59700.203406 + Penalty 2073.504774 = -57626.698632 nChanged 21 SP:Iteration 3Q (104.674599 sec): 3 clusters Score: Raw -59724.710630 + Penalty 2073.525042 = -57651.185589 nChanged 15 SP:Iteration 4Q (104.675845 sec): 3 clusters Score: Raw -59738.677835 + Penalty 2073.536717 = -57665.141117 nChanged 6 SP:Iteration 5Q (104.677082 sec): 3 clusters Score: Raw -59743.860832 + Penalty 2073.546929 = -57670.313903 nChanged 4 SP:Iteration 6Q (104.678367 sec): 3 clusters Score: Raw -59746.836088 + Penalty 2073.556496 = -57673.279592 nChanged 3 SP:Iteration 7Q (104.679682 sec): 3 clusters Score: Raw -59751.390402 + Penalty 2073.551414 = -57677.838988 nChanged 5 SP:Iteration 8Q (104.680977 sec): 3 clusters Score: Raw -59758.569538 + Penalty 2073.548711 = -57685.020827 nChanged 3 SP:Iteration 9Q (104.682242 sec): 3 clusters Score: Raw -59762.857969 + Penalty 2073.553999 = -57689.303970 nChanged 4 SP:Iteration 10F (104.683537 sec): 3 clusters Score: Raw -59765.999205 + Penalty 2073.561041 = -57692.438165 nChanged 3 SP:Iteration 11Q (104.684826 sec): 3 clusters Score: Raw -59769.599817 + Penalty 2073.565139 = -57696.034678 nChanged 2 SP:Iteration 12Q (104.686062 sec): 3 clusters Score: Raw -59771.942806 + Penalty 2073.565139 = -57698.377666 nChanged 0 SP:Iteration 13F (104.687341 sec): 3 clusters Score: Raw -59771.942806 + Penalty 2073.565139 = -57698.377666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.689756 sec): 2 clusters Score: Raw -23622.369652 + Penalty 510.200132 = -23112.169520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.690514 sec): 3 clusters Score: Raw -23511.464691 + Penalty 1020.532994 = -22490.931697 nChanged 69 SP:Iteration 1F (104.691243 sec): 3 clusters Score: Raw -23596.352675 + Penalty 1023.842481 = -22572.510194 nChanged 32 SP:Iteration 2F (104.691972 sec): 3 clusters Score: Raw -23644.313733 + Penalty 1031.110351 = -22613.203382 nChanged 24 SP:Iteration 3F (104.692726 sec): 3 clusters Score: Raw -23684.933469 + Penalty 1035.596396 = -22649.337073 nChanged 17 SP:Iteration 4F (104.693458 sec): 3 clusters Score: Raw -23703.787181 + Penalty 1034.289885 = -22669.497296 nChanged 3 SP:Iteration 5Q (104.694158 sec): 3 clusters Score: Raw -23706.180357 + Penalty 1033.959470 = -22672.220886 nChanged 2 SP:Iteration 6Q (104.694856 sec): 3 clusters Score: Raw -23707.292001 + Penalty 1033.959470 = -22673.332530 nChanged 0 SP:Iteration 7F (104.695582 sec): 3 clusters Score: Raw -23707.292001 + Penalty 1033.959470 = -22673.332530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.696857 sec): 2 clusters Score: Raw -4430.613786 + Penalty 248.403821 = -4182.209965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.697214 sec): 3 clusters Score: Raw -4529.796941 + Penalty 542.890809 = -3986.906131 nChanged 6 SP:Iteration 1F (104.697550 sec): 3 clusters Score: Raw -4545.689920 + Penalty 557.173646 = -3988.516274 nChanged 2 SP:Iteration 2Q (104.697869 sec): 3 clusters Score: Raw -4549.634900 + Penalty 557.173646 = -3992.461254 nChanged 0 SP:Iteration 3F (104.698213 sec): 3 clusters Score: Raw -4549.634900 + Penalty 557.173646 = -3992.461254 nChanged 0 Iteration 219Q (104.796544 sec): 14 clusters Score: Raw -2730814.507759 + Penalty 14469.095240 = -2716345.412519 nChanged 10 Iteration 220F (105.028770 sec): 14 clusters Score: Raw -2730869.645310 + Penalty 14522.533087 = -2716347.112223 nChanged 15 Iteration 221Q (105.110044 sec): 14 clusters Score: Raw -2731015.763429 + Penalty 14534.176904 = -2716481.586525 nChanged 12 Iteration 222Q (105.190961 sec): 14 clusters Score: Raw -2731019.834027 + Penalty 14534.697870 = -2716485.136157 nChanged 9 Iteration 223Q (105.272606 sec): 14 clusters Score: Raw -2731021.417375 + Penalty 14534.066274 = -2716487.351101 nChanged 4 Iteration 224Q (105.353232 sec): 14 clusters Score: Raw -2731021.949808 + Penalty 14533.648651 = -2716488.301157 nChanged 2 Iteration 225Q (105.434572 sec): 14 clusters Score: Raw -2731022.038516 + Penalty 14533.262113 = -2716488.776403 nChanged 1 Iteration 226Q (105.523764 sec): 14 clusters Score: Raw -2731022.206162 + Penalty 14532.757346 = -2716489.448816 nChanged 5 Iteration 227Q (105.605690 sec): 14 clusters Score: Raw -2731022.488680 + Penalty 14532.862817 = -2716489.625863 nChanged 2 Iteration 228Q (105.685187 sec): 14 clusters Score: Raw -2731022.958577 + Penalty 14533.902942 = -2716489.055634 nChanged 4 Iteration 229F (105.929692 sec): 14 clusters Score: Raw -2731054.672505 + Penalty 14555.812704 = -2716498.859801 nChanged 6 Iteration 230F (106.162631 sec): 14 clusters Score: Raw -2731174.089652 + Penalty 14568.272002 = -2716605.817650 nChanged 4 Iteration 231Q (106.243888 sec): 14 clusters Score: Raw -2731248.342194 + Penalty 14571.342425 = -2716676.999770 nChanged 1 Iteration 232Q (106.324890 sec): 14 clusters Score: Raw -2731277.530552 + Penalty 14571.342425 = -2716706.188128 nChanged 0 Iteration 233F (106.555952 sec): 14 clusters Score: Raw -2731306.977679 + Penalty 14580.595895 = -2716726.381785 nChanged 2 Iteration 234Q (106.636537 sec): 14 clusters Score: Raw -2731350.452956 + Penalty 14592.009671 = -2716758.443285 nChanged 1 Iteration 235Q (106.716914 sec): 14 clusters Score: Raw -2731376.572498 + Penalty 14592.009671 = -2716784.562827 nChanged 0 Iteration 236F (106.947394 sec): 14 clusters Score: Raw -2731376.572498 + Penalty 14592.009671 = -2716784.562827 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2731376.572498 + Penalty 14592.009671 = -2716784.562827Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 2 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.020884 sec): 2 clusters Score: Raw -2534.981926 + Penalty 49.433328 = -2485.548598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.021165 sec): 3 clusters Score: Raw -2575.237580 + Penalty 128.849037 = -2446.388543 nChanged 6 SP:Iteration 1F (107.021436 sec): 3 clusters Score: Raw -2598.888010 + Penalty 128.849037 = -2470.038973 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 3 (23501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.128377 sec): 2 clusters Score: Raw -1958838.708642 + Penalty 263.451077 = -1958575.257566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.173619 sec): 3 clusters Score: Raw -1942778.799612 + Penalty 661.822642 = -1942116.976971 nChanged 11318 SP:Iteration 1F (107.217562 sec): 3 clusters Score: Raw -1953018.245044 + Penalty 967.624927 = -1952050.620118 nChanged 4059 SP:Iteration 2F (107.261509 sec): 3 clusters Score: Raw -1957700.427486 + Penalty 1142.486374 = -1956557.941113 nChanged 823 SP:Iteration 3Q (107.301783 sec): 3 clusters Score: Raw -1958581.082330 + Penalty 1205.263723 = -1957375.818607 nChanged 205 SP:Iteration 4Q (107.338020 sec): 3 clusters Score: Raw -1958808.160443 + Penalty 1226.841004 = -1957581.319439 nChanged 47 SP:Iteration 5Q (107.372252 sec): 3 clusters Score: Raw -1958874.638341 + Penalty 1235.010295 = -1957639.628047 nChanged 9 SP:Iteration 6Q (107.406823 sec): 3 clusters Score: Raw -1958885.038800 + Penalty 1248.902049 = -1957636.136752 nChanged 3 SP:Iteration 7F (107.450834 sec): 3 clusters Score: Raw -1958888.466415 + Penalty 1259.279749 = -1957629.186666 nChanged 2 SP:Iteration 8F (107.495181 sec): 3 clusters Score: Raw -1958889.037102 + Penalty 1262.678571 = -1957626.358531 nChanged 1 SP:Iteration 9F (107.539357 sec): 3 clusters Score: Raw -1958889.418789 + Penalty 1262.678571 = -1957626.740218 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (1185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.557094 sec): 2 clusters Score: Raw -105795.853309 + Penalty 589.256077 = -105206.597232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.559441 sec): 3 clusters Score: Raw -105136.297748 + Penalty 1180.440651 = -103955.857097 nChanged 448 SP:Iteration 1F (107.561755 sec): 3 clusters Score: Raw -105419.873737 + Penalty 1193.747017 = -104226.126720 nChanged 144 SP:Iteration 2F (107.564071 sec): 3 clusters Score: Raw -105533.806952 + Penalty 1206.200657 = -104327.606295 nChanged 89 SP:Iteration 3F (107.566310 sec): 3 clusters Score: Raw -105605.642879 + Penalty 1223.794049 = -104381.848830 nChanged 77 SP:Iteration 4F (107.568544 sec): 3 clusters Score: Raw -105678.141024 + Penalty 1245.209390 = -104432.931634 nChanged 65 SP:Iteration 5F (107.570981 sec): 3 clusters Score: Raw -105735.291515 + Penalty 1268.250051 = -104467.041463 nChanged 53 SP:Iteration 6Q (107.573367 sec): 3 clusters Score: Raw -105777.339282 + Penalty 1288.157495 = -104489.181786 nChanged 33 SP:Iteration 7Q (107.575553 sec): 3 clusters Score: Raw -105805.850128 + Penalty 1304.222743 = -104501.627385 nChanged 22 SP:Iteration 8Q (107.577728 sec): 3 clusters Score: Raw -105822.813121 + Penalty 1323.053774 = -104499.759347 nChanged 27 SP:Iteration 9F (107.580027 sec): 3 clusters Score: Raw -105849.249535 + Penalty 1336.278367 = -104512.971168 nChanged 17 SP:Iteration 10F (107.582282 sec): 3 clusters Score: Raw -105863.024059 + Penalty 1351.228402 = -104511.795658 nChanged 13 SP:Iteration 11F (107.584579 sec): 3 clusters Score: Raw -105876.034626 + Penalty 1358.665249 = -104517.369377 nChanged 9 SP:Iteration 12Q (107.586593 sec): 3 clusters Score: Raw -105884.292932 + Penalty 1369.861590 = -104514.431342 nChanged 5 SP:Iteration 13F (107.588891 sec): 3 clusters Score: Raw -105892.017225 + Penalty 1374.612186 = -104517.405039 nChanged 2 SP:Iteration 14Q (107.590877 sec): 3 clusters Score: Raw -105893.237474 + Penalty 1374.612186 = -104518.625288 nChanged 0 SP:Iteration 15F (107.593155 sec): 3 clusters Score: Raw -105893.237474 + Penalty 1374.612186 = -104518.625288 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 12 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.596556 sec): 2 clusters Score: Raw -65840.069572 + Penalty 1023.387192 = -64816.682380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.598136 sec): 3 clusters Score: Raw -65597.264632 + Penalty 2046.925044 = -63550.339588 nChanged 220 SP:Iteration 1F (107.599683 sec): 3 clusters Score: Raw -65777.708734 + Penalty 2047.251651 = -63730.457082 nChanged 56 SP:Iteration 2F (107.601241 sec): 3 clusters Score: Raw -65834.148631 + Penalty 2047.724483 = -63786.424149 nChanged 38 SP:Iteration 3Q (107.602744 sec): 3 clusters Score: Raw -65889.935298 + Penalty 2047.841722 = -63842.093576 nChanged 31 SP:Iteration 4Q (107.604249 sec): 3 clusters Score: Raw -65931.123200 + Penalty 2048.116436 = -63883.006764 nChanged 23 SP:Iteration 5Q (107.605744 sec): 3 clusters Score: Raw -65958.611832 + Penalty 2048.268339 = -63910.343493 nChanged 15 SP:Iteration 6Q (107.607268 sec): 3 clusters Score: Raw -65972.924254 + Penalty 2048.307408 = -63924.616846 nChanged 7 SP:Iteration 7Q (107.608767 sec): 3 clusters Score: Raw -65980.348781 + Penalty 2048.087282 = -63932.261499 nChanged 10 SP:Iteration 8Q (107.610271 sec): 3 clusters Score: Raw -65990.591165 + Penalty 2047.997710 = -63942.593456 nChanged 6 SP:Iteration 9Q (107.611767 sec): 3 clusters Score: Raw -65997.896913 + Penalty 2047.960881 = -63949.936032 nChanged 1 SP:Iteration 10F (107.613318 sec): 3 clusters Score: Raw -65998.743215 + Penalty 2047.922427 = -63950.820788 nChanged 1 SP:Iteration 11Q (107.614832 sec): 3 clusters Score: Raw -65999.641054 + Penalty 2047.840619 = -63951.800435 nChanged 2 SP:Iteration 12Q (107.616336 sec): 3 clusters Score: Raw -66001.072748 + Penalty 2047.840619 = -63953.232129 nChanged 0 SP:Iteration 13F (107.617867 sec): 3 clusters Score: Raw -66001.072748 + Penalty 2047.840619 = -63953.232129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.618957 sec): 2 clusters Score: Raw -18838.509579 + Penalty 256.195362 = -18582.314217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.619557 sec): 3 clusters Score: Raw -18729.875305 + Penalty 512.343132 = -18217.532174 nChanged 67 SP:Iteration 1F (107.620146 sec): 3 clusters Score: Raw -18784.305285 + Penalty 512.387967 = -18271.917317 nChanged 22 SP:Iteration 2F (107.620734 sec): 3 clusters Score: Raw -18814.873778 + Penalty 512.700427 = -18302.173352 nChanged 14 SP:Iteration 3F (107.621320 sec): 3 clusters Score: Raw -18830.012627 + Penalty 515.118201 = -18314.894426 nChanged 9 SP:Iteration 4Q (107.621894 sec): 3 clusters Score: Raw -18840.989439 + Penalty 518.195136 = -18322.794303 nChanged 8 SP:Iteration 5Q (107.622467 sec): 3 clusters Score: Raw -18848.738986 + Penalty 521.237290 = -18327.501696 nChanged 8 SP:Iteration 6Q (107.623082 sec): 3 clusters Score: Raw -18853.814261 + Penalty 525.323476 = -18328.490785 nChanged 5 SP:Iteration 7Q (107.623656 sec): 3 clusters Score: Raw -18856.655876 + Penalty 527.848246 = -18328.807630 nChanged 2 SP:Iteration 8Q (107.624239 sec): 3 clusters Score: Raw -18857.556379 + Penalty 528.979571 = -18328.576808 nChanged 1 SP:Iteration 9F (107.624844 sec): 3 clusters Score: Raw -18857.897334 + Penalty 530.212379 = -18327.684955 nChanged 1 SP:Iteration 10F (107.625449 sec): 3 clusters Score: Raw -18857.947958 + Penalty 532.309350 = -18325.638607 nChanged 2 SP:Iteration 11F (107.626055 sec): 3 clusters Score: Raw -18858.729221 + Penalty 532.309350 = -18326.419871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 21 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.628450 sec): 2 clusters Score: Raw -61205.604836 + Penalty 751.917903 = -60453.686932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.629872 sec): 3 clusters Score: Raw -60919.157909 + Penalty 1511.629954 = -59407.527955 nChanged 205 SP:Iteration 1F (107.631294 sec): 3 clusters Score: Raw -61060.710697 + Penalty 1518.220877 = -59542.489820 nChanged 50 SP:Iteration 2F (107.632672 sec): 3 clusters Score: Raw -61101.403282 + Penalty 1526.359447 = -59575.043835 nChanged 29 SP:Iteration 3Q (107.634020 sec): 3 clusters Score: Raw -61131.291946 + Penalty 1535.918319 = -59595.373627 nChanged 28 SP:Iteration 4Q (107.635430 sec): 3 clusters Score: Raw -61156.103381 + Penalty 1545.547781 = -59610.555601 nChanged 22 SP:Iteration 5Q (107.636821 sec): 3 clusters Score: Raw -61177.704982 + Penalty 1553.325093 = -59624.379889 nChanged 20 SP:Iteration 6Q (107.638186 sec): 3 clusters Score: Raw -61198.048358 + Penalty 1562.247343 = -59635.801015 nChanged 21 SP:Iteration 7Q (107.639499 sec): 3 clusters Score: Raw -61218.108252 + Penalty 1565.800869 = -59652.307383 nChanged 12 SP:Iteration 8Q (107.640798 sec): 3 clusters Score: Raw -61228.760285 + Penalty 1569.245655 = -59659.514630 nChanged 10 SP:Iteration 9Q (107.642110 sec): 3 clusters Score: Raw -61238.577945 + Penalty 1569.488181 = -59669.089763 nChanged 5 SP:Iteration 10F (107.643443 sec): 3 clusters Score: Raw -61244.751831 + Penalty 1570.255773 = -59674.496058 nChanged 4 SP:Iteration 11Q (107.644731 sec): 3 clusters Score: Raw -61249.056922 + Penalty 1572.306739 = -59676.750183 nChanged 4 SP:Iteration 12Q (107.646017 sec): 3 clusters Score: Raw -61252.831553 + Penalty 1573.721713 = -59679.109840 nChanged 4 SP:Iteration 13Q (107.647311 sec): 3 clusters Score: Raw -61255.856627 + Penalty 1575.139027 = -59680.717600 nChanged 4 SP:Iteration 14Q (107.648596 sec): 3 clusters Score: Raw -61263.052364 + Penalty 1577.484970 = -59685.567395 nChanged 3 SP:Iteration 15Q (107.649855 sec): 3 clusters Score: Raw -61264.737033 + Penalty 1579.300521 = -59685.436512 nChanged 2 SP:Iteration 16F (107.651181 sec): 3 clusters Score: Raw -61266.915071 + Penalty 1579.549214 = -59687.365857 nChanged 1 SP:Iteration 17Q (107.652446 sec): 3 clusters Score: Raw -61268.019726 + Penalty 1579.297501 = -59688.722225 nChanged 1 SP:Iteration 18Q (107.653716 sec): 3 clusters Score: Raw -61270.081173 + Penalty 1579.297501 = -59690.783672 nChanged 0 SP:Iteration 19F (107.655050 sec): 3 clusters Score: Raw -61270.081173 + Penalty 1579.297501 = -59690.783672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.658107 sec): 2 clusters Score: Raw -83516.925992 + Penalty 1050.739145 = -82466.186847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.659961 sec): 3 clusters Score: Raw -83193.553189 + Penalty 2101.278723 = -81092.274466 nChanged 262 SP:Iteration 1F (107.661751 sec): 3 clusters Score: Raw -83385.826889 + Penalty 2101.302243 = -81284.524647 nChanged 59 SP:Iteration 2F (107.663539 sec): 3 clusters Score: Raw -83450.951214 + Penalty 2101.190748 = -81349.760466 nChanged 36 SP:Iteration 3Q (107.665319 sec): 3 clusters Score: Raw -83484.061035 + Penalty 2100.948783 = -81383.112253 nChanged 29 SP:Iteration 4Q (107.667051 sec): 3 clusters Score: Raw -83506.153010 + Penalty 2100.871419 = -81405.281591 nChanged 20 SP:Iteration 5Q (107.668766 sec): 3 clusters Score: Raw -83523.095444 + Penalty 2100.607532 = -81422.487912 nChanged 18 SP:Iteration 6Q (107.670516 sec): 3 clusters Score: Raw -83542.545759 + Penalty 2100.468834 = -81442.076925 nChanged 16 SP:Iteration 7Q (107.672234 sec): 3 clusters Score: Raw -83561.533418 + Penalty 2100.049825 = -81461.483593 nChanged 20 SP:Iteration 8Q (107.673960 sec): 3 clusters Score: Raw -83582.531771 + Penalty 2099.948353 = -81482.583417 nChanged 11 SP:Iteration 9Q (107.675698 sec): 3 clusters Score: Raw -83590.427512 + Penalty 2099.873308 = -81490.554204 nChanged 4 SP:Iteration 10F (107.677458 sec): 3 clusters Score: Raw -83592.531719 + Penalty 2099.894131 = -81492.637588 nChanged 3 SP:Iteration 11Q (107.679182 sec): 3 clusters Score: Raw -83593.898882 + Penalty 2099.876427 = -81494.022455 nChanged 4 SP:Iteration 12Q (107.680917 sec): 3 clusters Score: Raw -83595.821157 + Penalty 2099.803262 = -81496.017895 nChanged 4 SP:Iteration 13Q (107.682630 sec): 3 clusters Score: Raw -83597.741630 + Penalty 2099.678672 = -81498.062958 nChanged 2 SP:Iteration 14Q (107.684346 sec): 3 clusters Score: Raw -83600.108697 + Penalty 2099.676118 = -81500.432579 nChanged 3 SP:Iteration 15Q (107.686084 sec): 3 clusters Score: Raw -83601.367983 + Penalty 2099.612010 = -81501.755974 nChanged 1 SP:Iteration 16Q (107.687809 sec): 3 clusters Score: Raw -83602.108338 + Penalty 2099.546726 = -81502.561612 nChanged 1 SP:Iteration 17Q (107.689622 sec): 3 clusters Score: Raw -83602.816542 + Penalty 2099.431167 = -81503.385375 nChanged 2 SP:Iteration 18Q (107.691353 sec): 3 clusters Score: Raw -83603.961832 + Penalty 2099.431167 = -81504.530665 nChanged 0 SP:Iteration 19F (107.693113 sec): 3 clusters Score: Raw -83603.961832 + Penalty 2099.431167 = -81504.530665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 27 (1806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.701997 sec): 2 clusters Score: Raw -159069.730376 + Penalty 803.977963 = -158265.752413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.705426 sec): 3 clusters Score: Raw -158066.901472 + Penalty 1607.391244 = -156459.510227 nChanged 679 SP:Iteration 1F (107.708806 sec): 3 clusters Score: Raw -158576.046491 + Penalty 1610.185886 = -156965.860605 nChanged 291 SP:Iteration 2F (107.712233 sec): 3 clusters Score: Raw -158848.317475 + Penalty 1612.838868 = -157235.478607 nChanged 167 SP:Iteration 3F (107.715753 sec): 3 clusters Score: Raw -158984.788681 + Penalty 1613.629548 = -157371.159134 nChanged 104 SP:Iteration 4F (107.719226 sec): 3 clusters Score: Raw -159057.489819 + Penalty 1614.278025 = -157443.211794 nChanged 75 SP:Iteration 5Q (107.722662 sec): 3 clusters Score: Raw -159107.436141 + Penalty 1618.119068 = -157489.317074 nChanged 68 SP:Iteration 6Q (107.726169 sec): 3 clusters Score: Raw -159152.273049 + Penalty 1621.609563 = -157530.663486 nChanged 63 SP:Iteration 7Q (107.729617 sec): 3 clusters Score: Raw -159193.597650 + Penalty 1623.947740 = -157569.649909 nChanged 54 SP:Iteration 8Q (107.733068 sec): 3 clusters Score: Raw -159225.899301 + Penalty 1624.243229 = -157601.656072 nChanged 26 SP:Iteration 9Q (107.736520 sec): 3 clusters Score: Raw -159239.339461 + Penalty 1623.334980 = -157616.004482 nChanged 33 SP:Iteration 10F (107.740147 sec): 3 clusters Score: Raw -159260.110442 + Penalty 1621.970338 = -157638.140104 nChanged 28 SP:Iteration 11Q (107.743807 sec): 3 clusters Score: Raw -159277.359150 + Penalty 1623.352527 = -157654.006623 nChanged 31 SP:Iteration 12Q (107.747280 sec): 3 clusters Score: Raw -159292.772677 + Penalty 1624.462482 = -157668.310195 nChanged 18 SP:Iteration 13Q (107.750976 sec): 3 clusters Score: Raw -159302.199109 + Penalty 1625.322459 = -157676.876650 nChanged 10 SP:Iteration 14Q (107.754527 sec): 3 clusters Score: Raw -159307.103340 + Penalty 1625.577880 = -157681.525460 nChanged 9 SP:Iteration 15Q (107.757937 sec): 3 clusters Score: Raw -159311.157733 + Penalty 1626.102935 = -157685.054797 nChanged 3 SP:Iteration 16Q (107.761454 sec): 3 clusters Score: Raw -159313.093656 + Penalty 1626.429808 = -157686.663848 nChanged 3 SP:Iteration 17Q (107.764944 sec): 3 clusters Score: Raw -159314.531551 + Penalty 1625.907674 = -157688.623877 nChanged 2 SP:Iteration 18Q (107.768348 sec): 3 clusters Score: Raw -159315.127011 + Penalty 1624.725027 = -157690.401984 nChanged 1 SP:Iteration 19Q (107.771714 sec): 3 clusters Score: Raw -159315.494486 + Penalty 1624.725027 = -157690.769460 nChanged 0 SP:Iteration 20F (107.775198 sec): 3 clusters Score: Raw -159315.494486 + Penalty 1624.725027 = -157690.769460 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 55 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.787879 sec): 2 clusters Score: Raw -105249.679019 + Penalty 1019.431089 = -104230.247930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.790196 sec): 3 clusters Score: Raw -104829.224990 + Penalty 2040.629067 = -102788.595923 nChanged 306 SP:Iteration 1F (107.792356 sec): 3 clusters Score: Raw -105059.746249 + Penalty 2043.198140 = -103016.548109 nChanged 84 SP:Iteration 2F (107.794475 sec): 3 clusters Score: Raw -105148.201461 + Penalty 2047.138976 = -103101.062485 nChanged 64 SP:Iteration 3F (107.796574 sec): 3 clusters Score: Raw -105215.622270 + Penalty 2051.344866 = -103164.277404 nChanged 51 SP:Iteration 4Q (107.798683 sec): 3 clusters Score: Raw -105252.447457 + Penalty 2054.398889 = -103198.048569 nChanged 36 SP:Iteration 5Q (107.800762 sec): 3 clusters Score: Raw -105291.645022 + Penalty 2056.554969 = -103235.090053 nChanged 28 SP:Iteration 6Q (107.802800 sec): 3 clusters Score: Raw -105318.710251 + Penalty 2058.371076 = -103260.339175 nChanged 28 SP:Iteration 7Q (107.804953 sec): 3 clusters Score: Raw -105339.444461 + Penalty 2059.770070 = -103279.674390 nChanged 15 SP:Iteration 8Q (107.807021 sec): 3 clusters Score: Raw -105353.355352 + Penalty 2060.307227 = -103293.048125 nChanged 15 SP:Iteration 9Q (107.809069 sec): 3 clusters Score: Raw -105365.482333 + Penalty 2060.638387 = -103304.843945 nChanged 16 SP:Iteration 10F (107.811115 sec): 3 clusters Score: Raw -105379.598755 + Penalty 2060.877622 = -103318.721133 nChanged 11 SP:Iteration 11Q (107.813184 sec): 3 clusters Score: Raw -105393.027816 + Penalty 2061.346453 = -103331.681363 nChanged 14 SP:Iteration 12Q (107.815324 sec): 3 clusters Score: Raw -105405.191994 + Penalty 2061.611239 = -103343.580755 nChanged 10 SP:Iteration 13Q (107.817368 sec): 3 clusters Score: Raw -105415.020392 + Penalty 2062.191022 = -103352.829371 nChanged 8 SP:Iteration 14Q (107.819425 sec): 3 clusters Score: Raw -105419.931948 + Penalty 2061.907608 = -103358.024340 nChanged 4 SP:Iteration 15Q (107.821470 sec): 3 clusters Score: Raw -105424.434613 + Penalty 2062.106116 = -103362.328497 nChanged 6 SP:Iteration 16Q (107.823509 sec): 3 clusters Score: Raw -105427.150736 + Penalty 2062.389444 = -103364.761291 nChanged 2 SP:Iteration 17Q (107.825562 sec): 3 clusters Score: Raw -105428.019415 + Penalty 2062.476943 = -103365.542472 nChanged 1 SP:Iteration 18Q (107.827596 sec): 3 clusters Score: Raw -105428.194228 + Penalty 2062.476943 = -103365.717285 nChanged 0 SP:Iteration 19F (107.829705 sec): 3 clusters Score: Raw -105428.194228 + Penalty 2062.476943 = -103365.717285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 63 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.835145 sec): 2 clusters Score: Raw -139223.145021 + Penalty 842.438187 = -138380.706834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.838337 sec): 3 clusters Score: Raw -138374.222177 + Penalty 1685.166555 = -136689.055622 nChanged 543 SP:Iteration 1F (107.841369 sec): 3 clusters Score: Raw -138633.018539 + Penalty 1691.915449 = -136941.103090 nChanged 202 SP:Iteration 2F (107.844366 sec): 3 clusters Score: Raw -138774.991464 + Penalty 1709.312420 = -137065.679044 nChanged 147 SP:Iteration 3F (107.847184 sec): 3 clusters Score: Raw -138914.129183 + Penalty 1736.165108 = -137177.964076 nChanged 127 SP:Iteration 4F (107.850064 sec): 3 clusters Score: Raw -139029.715442 + Penalty 1759.660798 = -137270.054644 nChanged 86 SP:Iteration 5F (107.852938 sec): 3 clusters Score: Raw -139131.743601 + Penalty 1781.157378 = -137350.586223 nChanged 61 SP:Iteration 6Q (107.855776 sec): 3 clusters Score: Raw -139219.914773 + Penalty 1795.671832 = -137424.242942 nChanged 42 SP:Iteration 7Q (107.858484 sec): 3 clusters Score: Raw -139288.524664 + Penalty 1803.133155 = -137485.391509 nChanged 24 SP:Iteration 8Q (107.860985 sec): 3 clusters Score: Raw -139322.304969 + Penalty 1805.546776 = -137516.758194 nChanged 12 SP:Iteration 9Q (107.863430 sec): 3 clusters Score: Raw -139337.843005 + Penalty 1805.557622 = -137532.285384 nChanged 9 SP:Iteration 10F (107.866283 sec): 3 clusters Score: Raw -139347.816789 + Penalty 1803.850924 = -137543.965864 nChanged 6 SP:Iteration 11Q (107.868685 sec): 3 clusters Score: Raw -139357.607781 + Penalty 1803.884309 = -137553.723472 nChanged 5 SP:Iteration 12Q (107.871047 sec): 3 clusters Score: Raw -139361.320506 + Penalty 1805.681575 = -137555.638931 nChanged 3 SP:Iteration 13Q (107.873394 sec): 3 clusters Score: Raw -139364.593566 + Penalty 1805.681575 = -137558.911991 nChanged 0 SP:Iteration 14F (107.876401 sec): 3 clusters Score: Raw -139364.593566 + Penalty 1805.681575 = -137558.911991 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 77 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.879018 sec): 2 clusters Score: Raw -59748.677612 + Penalty 1037.285844 = -58711.391768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.880313 sec): 3 clusters Score: Raw -59586.733454 + Penalty 2074.577882 = -57512.155573 nChanged 163 SP:Iteration 1F (107.881575 sec): 3 clusters Score: Raw -59771.254147 + Penalty 2074.579989 = -57696.674159 nChanged 40 SP:Iteration 2F (107.882835 sec): 3 clusters Score: Raw -59823.844715 + Penalty 2074.592511 = -57749.252204 nChanged 14 SP:Iteration 3Q (107.884087 sec): 3 clusters Score: Raw -59840.051969 + Penalty 2074.596775 = -57765.455194 nChanged 12 SP:Iteration 4Q (107.885319 sec): 3 clusters Score: Raw -59856.605562 + Penalty 2074.599183 = -57782.006379 nChanged 6 SP:Iteration 5Q (107.886547 sec): 3 clusters Score: Raw -59861.768432 + Penalty 2074.599313 = -57787.169119 nChanged 6 SP:Iteration 6Q (107.887778 sec): 3 clusters Score: Raw -59866.733953 + Penalty 2074.596326 = -57792.137627 nChanged 3 SP:Iteration 7Q (107.889044 sec): 3 clusters Score: Raw -59870.240255 + Penalty 2074.599299 = -57795.640956 nChanged 6 SP:Iteration 8Q (107.890278 sec): 3 clusters Score: Raw -59880.286430 + Penalty 2074.594435 = -57805.691995 nChanged 5 SP:Iteration 9Q (107.891504 sec): 3 clusters Score: Raw -59884.270331 + Penalty 2074.592562 = -57809.677769 nChanged 3 SP:Iteration 10F (107.892766 sec): 3 clusters Score: Raw -59888.763163 + Penalty 2074.592562 = -57814.170601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.895110 sec): 2 clusters Score: Raw -24099.518940 + Penalty 520.612060 = -23578.906880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.895849 sec): 3 clusters Score: Raw -23997.083852 + Penalty 1051.829507 = -22945.254345 nChanged 68 SP:Iteration 1F (107.896576 sec): 3 clusters Score: Raw -24075.069299 + Penalty 1070.451824 = -23004.617476 nChanged 22 SP:Iteration 2F (107.897302 sec): 3 clusters Score: Raw -24117.567959 + Penalty 1087.587035 = -23029.980924 nChanged 20 SP:Iteration 3F (107.898063 sec): 3 clusters Score: Raw -24171.205869 + Penalty 1099.601322 = -23071.604547 nChanged 10 SP:Iteration 4Q (107.898767 sec): 3 clusters Score: Raw -24192.004492 + Penalty 1104.099200 = -23087.905293 nChanged 6 SP:Iteration 5Q (107.899450 sec): 3 clusters Score: Raw -24205.005187 + Penalty 1104.993413 = -23100.011774 nChanged 5 SP:Iteration 6Q (107.900127 sec): 3 clusters Score: Raw -24214.929331 + Penalty 1103.719361 = -23111.209971 nChanged 2 SP:Iteration 7Q (107.900800 sec): 3 clusters Score: Raw -24221.665202 + Penalty 1104.334223 = -23117.330979 nChanged 1 SP:Iteration 8Q (107.901469 sec): 3 clusters Score: Raw -24222.751193 + Penalty 1102.233941 = -23120.517252 nChanged 1 SP:Iteration 9Q (107.902137 sec): 3 clusters Score: Raw -24224.122421 + Penalty 1103.517281 = -23120.605140 nChanged 1 SP:Iteration 10F (107.902868 sec): 3 clusters Score: Raw -24225.519570 + Penalty 1103.517281 = -23122.002289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.904200 sec): 2 clusters Score: Raw -5081.451710 + Penalty 298.966579 = -4782.485131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.904573 sec): 3 clusters Score: Raw -5303.193054 + Penalty 637.178946 = -4666.014108 nChanged 17 SP:Iteration 1F (107.904937 sec): 3 clusters Score: Raw -5393.262151 + Penalty 636.825621 = -4756.436529 nChanged 1 SP:Iteration 2Q (107.905272 sec): 3 clusters Score: Raw -5408.220661 + Penalty 636.825621 = -4771.395040 nChanged 0 SP:Iteration 3F (107.905636 sec): 3 clusters Score: Raw -5408.220661 + Penalty 636.825621 = -4771.395040 nChanged 0 Time taken for this iteration:106.999805 seconds. 300->14 Clusters: Score -2716784.562827, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 237 (time per iteration =455.460304 ms) Total iterations: 1803 (time per iteration =59.869158 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5992882500.000000 (time per metric unit =18.012049ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 149822062500.000000 (time per metric unit=720.481952ps) That took 107.944092 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 18 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32878 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 32878 points ------ Starting initial clusters from distinct float masks Not enough masks (251) to generate starting clusters (300), so starting with (252) clusters instead. Assigned 252 initial classes from 251 unique masks. Deleting Class 251 (1 points): Lose 2.397660 but Gain 1690.090841 Iteration 0F (4.826986 sec): 251 clusters Score: Raw -2680573.862293 + Penalty 279168.975267 = -2401404.887026 nChanged 12427 Deleting Class 165 (3 points): Lose 7.906508 but Gain 1542.915316 Iteration 1F (8.446231 sec): 238 clusters Score: Raw -2714368.793863 + Penalty 266249.422449 = -2448119.371414 nChanged 4557 Deleting Class 175 (2 points): Lose 1.869785 but Gain 1523.995581 Iteration 2F (11.939860 sec): 229 clusters Score: Raw -2721328.162683 + Penalty 251091.326863 = -2470236.835821 nChanged 3481 Deleting Class 107 (10 points): Lose 41.228488 but Gain 1562.746446 Iteration 3F (15.232878 sec): 217 clusters Score: Raw -2725934.983032 + Penalty 242271.279741 = -2483663.703291 nChanged 3023 Deleting Class 184 (1 points): Lose 9.197381 but Gain 1516.418502 Iteration 4F (18.439353 sec): 210 clusters Score: Raw -2729209.206426 + Penalty 240316.891608 = -2488892.314818 nChanged 2564 Deleting Class 214 (3 points): Lose 4.517325 but Gain 1508.306160 Iteration 5F (21.602931 sec): 209 clusters Score: Raw -2731645.488042 + Penalty 235877.351553 = -2495768.136489 nChanged 1970 Deleting Class 245 (1 points): Lose 1.452252 but Gain 1509.864151 Iteration 6F (24.718481 sec): 206 clusters Score: Raw -2733382.423566 + Penalty 232266.488197 = -2501115.935370 nChanged 1384 Deleting Class 234 (8 points): Lose 49.099983 but Gain 1551.229414 Iteration 7Q (25.118363 sec): 202 clusters Score: Raw -2734473.852063 + Penalty 229977.954789 = -2504495.897273 nChanged 941 Deleting Class 129 (8 points): Lose 68.627379 but Gain 1565.674866 Iteration 8Q (25.460073 sec): 200 clusters Score: Raw -2735131.162286 + Penalty 228425.032386 = -2506706.129900 nChanged 664 Deleting Class 43 (15 points): Lose 83.093839 but Gain 1569.737818 Iteration 9Q (25.766600 sec): 199 clusters Score: Raw -2735573.402382 + Penalty 226658.809715 = -2508914.592666 nChanged 535 Deleting Class 198 (4 points): Lose 74.985064 but Gain 1559.889580 Iteration 10F (28.716135 sec): 198 clusters Score: Raw -2735921.014632 + Penalty 222939.405726 = -2512981.608906 nChanged 425 Deleting Class 143 (6 points): Lose 47.090887 but Gain 1528.533991 Iteration 11Q (28.988605 sec): 195 clusters Score: Raw -2736246.052534 + Penalty 221508.286400 = -2514737.766134 nChanged 334 Deleting Class 62 (8 points): Lose 51.703655 but Gain 1520.873359 Iteration 12Q (29.247739 sec): 194 clusters Score: Raw -2736474.523768 + Penalty 220112.505001 = -2516362.018767 nChanged 282 Deleting Class 250 (2 points): Lose 33.911256 but Gain 1496.552974 Iteration 13Q (29.500540 sec): 193 clusters Score: Raw -2736693.836307 + Penalty 219018.761100 = -2517675.075207 nChanged 262 Deleting Class 140 (5 points): Lose 24.524257 but Gain 1474.170480 Iteration 14Q (29.749158 sec): 192 clusters Score: Raw -2736883.341795 + Penalty 216992.528000 = -2519890.813794 nChanged 213 Deleting Class 139 (23 points): Lose 108.786756 but Gain 1558.297000 Iteration 15Q (29.991048 sec): 190 clusters Score: Raw -2736921.465572 + Penalty 214619.215760 = -2522302.249812 nChanged 163 Deleting Class 91 (27 points): Lose 198.733264 but Gain 1638.008400 Iteration 16Q (30.224480 sec): 188 clusters Score: Raw -2736859.392943 + Penalty 212653.726176 = -2524205.666767 nChanged 162 Deleting Class 138 (3 points): Lose 51.342050 but Gain 1481.395750 Iteration 17Q (30.457873 sec): 186 clusters Score: Raw -2736956.886189 + Penalty 211549.877864 = -2525407.008325 nChanged 133 Deleting Class 155 (17 points): Lose 231.405997 but Gain 1660.004980 Iteration 18Q (30.689563 sec): 185 clusters Score: Raw -2736872.983436 + Penalty 209937.140573 = -2526935.842863 nChanged 138 Deleting Class 221 (2 points): Lose 4.621609 but Gain 1432.260130 Iteration 19Q (30.920179 sec): 184 clusters Score: Raw -2736997.867507 + Penalty 208539.668299 = -2528458.199207 nChanged 114 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2736997.867507 + Penalty 208539.668299 = -2528458.199207Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.039412 sec): 2 clusters Score: Raw -167.553717 + Penalty 56.104959 = -111.448758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.039623 sec): 3 clusters Score: Raw -165.508472 + Penalty 112.209918 = -53.298554 nChanged 0 Memory request: 0.08 GB would take us to total of 0.39 GB. Trying to split cluster 2 (18104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.120955 sec): 2 clusters Score: Raw -1463977.380651 + Penalty 277.584795 = -1463699.795856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.155130 sec): 3 clusters Score: Raw -1451628.259972 + Penalty 477.563017 = -1451150.696954 nChanged 8711 SP:Iteration 1F (31.189090 sec): 3 clusters Score: Raw -1456750.037008 + Penalty 390.008932 = -1456360.028076 nChanged 3867 SP:Iteration 2F (31.222877 sec): 3 clusters Score: Raw -1461937.461975 + Penalty 354.660635 = -1461582.801339 nChanged 1255 SP:Iteration 3F (31.256254 sec): 3 clusters Score: Raw -1463572.372811 + Penalty 359.805471 = -1463212.567340 nChanged 275 SP:Iteration 4Q (31.283173 sec): 3 clusters Score: Raw -1463790.447317 + Penalty 361.860029 = -1463428.587287 nChanged 124 SP:Iteration 5Q (31.309632 sec): 3 clusters Score: Raw -1463871.088267 + Penalty 357.163698 = -1463513.924569 nChanged 59 SP:Iteration 6Q (31.336931 sec): 3 clusters Score: Raw -1463900.197167 + Penalty 354.007446 = -1463546.189721 nChanged 30 SP:Iteration 7Q (31.363433 sec): 3 clusters Score: Raw -1463911.241277 + Penalty 352.187408 = -1463559.053869 nChanged 24 SP:Iteration 8Q (31.389670 sec): 3 clusters Score: Raw -1463921.487645 + Penalty 348.990110 = -1463572.497534 nChanged 21 SP:Iteration 9Q (31.415895 sec): 3 clusters Score: Raw -1463927.546452 + Penalty 350.261796 = -1463577.284655 nChanged 15 SP:Iteration 10F (31.449851 sec): 3 clusters Score: Raw -1463931.632101 + Penalty 351.574781 = -1463580.057320 nChanged 9 SP:Iteration 11Q (31.475939 sec): 3 clusters Score: Raw -1463933.300890 + Penalty 353.976021 = -1463579.324869 nChanged 12 SP:Iteration 12F (31.509456 sec): 3 clusters Score: Raw -1463935.264078 + Penalty 347.530135 = -1463587.733944 nChanged 7 SP:Iteration 13Q (31.535860 sec): 3 clusters Score: Raw -1463933.991449 + Penalty 343.667655 = -1463590.323794 nChanged 14 SP:Iteration 14Q (31.561838 sec): 3 clusters Score: Raw -1463934.725608 + Penalty 336.605075 = -1463598.120533 nChanged 34 SP:Iteration 15Q (31.588427 sec): 3 clusters Score: Raw -1463967.356685 + Penalty 277.584795 = -1463689.771890 nChanged 9 SP:Iteration 16Q (31.615648 sec): 2 clusters Score: Raw -1463977.380651 + Penalty 277.584795 = -1463699.795856 nChanged 0 SP:Iteration 17F (31.641185 sec): 2 clusters Score: Raw -1463977.380651 + Penalty 277.584795 = -1463699.795856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 5 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.653289 sec): 2 clusters Score: Raw -81618.465941 + Penalty 1001.302201 = -80617.163740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.654977 sec): 3 clusters Score: Raw -81314.552028 + Penalty 2002.678664 = -79311.873364 nChanged 248 SP:Iteration 1F (31.656601 sec): 3 clusters Score: Raw -81491.582338 + Penalty 2002.606676 = -79488.975662 nChanged 55 SP:Iteration 2F (31.658242 sec): 3 clusters Score: Raw -81537.215412 + Penalty 2002.522450 = -79534.692962 nChanged 32 SP:Iteration 3Q (31.659858 sec): 3 clusters Score: Raw -81563.724126 + Penalty 2002.509121 = -79561.215005 nChanged 22 SP:Iteration 4Q (31.661464 sec): 3 clusters Score: Raw -81589.645158 + Penalty 2002.491416 = -79587.153741 nChanged 25 SP:Iteration 5Q (31.663095 sec): 3 clusters Score: Raw -81616.682882 + Penalty 2002.656353 = -79614.026529 nChanged 17 SP:Iteration 6Q (31.664702 sec): 3 clusters Score: Raw -81638.382795 + Penalty 2003.046968 = -79635.335827 nChanged 15 SP:Iteration 7Q (31.666271 sec): 3 clusters Score: Raw -81655.632744 + Penalty 2003.470747 = -79652.161997 nChanged 14 SP:Iteration 8Q (31.667873 sec): 3 clusters Score: Raw -81667.947540 + Penalty 2003.943128 = -79664.004411 nChanged 10 SP:Iteration 9Q (31.669459 sec): 3 clusters Score: Raw -81675.055448 + Penalty 2004.389854 = -79670.665595 nChanged 8 SP:Iteration 10F (31.671077 sec): 3 clusters Score: Raw -81680.988780 + Penalty 2004.911299 = -79676.077481 nChanged 8 SP:Iteration 11Q (31.672657 sec): 3 clusters Score: Raw -81690.005792 + Penalty 2005.194949 = -79684.810843 nChanged 6 SP:Iteration 12Q (31.674233 sec): 3 clusters Score: Raw -81692.786503 + Penalty 2005.430633 = -79687.355870 nChanged 3 SP:Iteration 13Q (31.675785 sec): 3 clusters Score: Raw -81693.474286 + Penalty 2005.603879 = -79687.870406 nChanged 2 SP:Iteration 14Q (31.677347 sec): 3 clusters Score: Raw -81695.027957 + Penalty 2006.015172 = -79689.012785 nChanged 3 SP:Iteration 15Q (31.678923 sec): 3 clusters Score: Raw -81697.814536 + Penalty 2006.179778 = -79691.634759 nChanged 2 SP:Iteration 16Q (31.680478 sec): 3 clusters Score: Raw -81698.760135 + Penalty 2006.258181 = -79692.501954 nChanged 2 SP:Iteration 17Q (31.682044 sec): 3 clusters Score: Raw -81699.291633 + Penalty 2006.480044 = -79692.811589 nChanged 1 SP:Iteration 18Q (31.683574 sec): 3 clusters Score: Raw -81699.903434 + Penalty 2006.370923 = -79693.532511 nChanged 2 SP:Iteration 19Q (31.685140 sec): 3 clusters Score: Raw -81700.601697 + Penalty 2006.370923 = -79694.230774 nChanged 0 SP:Iteration 20F (31.686765 sec): 3 clusters Score: Raw -81700.601697 + Penalty 2006.370923 = -79694.230774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.689077 sec): 2 clusters Score: Raw -29407.852235 + Penalty 430.196505 = -28977.655730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.689869 sec): 3 clusters Score: Raw -29246.672108 + Penalty 858.227938 = -28388.444170 nChanged 99 SP:Iteration 1F (31.690665 sec): 3 clusters Score: Raw -29329.807939 + Penalty 855.054105 = -28474.753834 nChanged 39 SP:Iteration 2F (31.691447 sec): 3 clusters Score: Raw -29373.762681 + Penalty 851.282952 = -28522.479729 nChanged 25 SP:Iteration 3F (31.692221 sec): 3 clusters Score: Raw -29402.471861 + Penalty 843.600053 = -28558.871808 nChanged 17 SP:Iteration 4F (31.692991 sec): 3 clusters Score: Raw -29422.156661 + Penalty 836.320434 = -28585.836227 nChanged 10 SP:Iteration 5Q (31.693792 sec): 3 clusters Score: Raw -29432.166020 + Penalty 834.328066 = -28597.837954 nChanged 4 SP:Iteration 6Q (31.694556 sec): 3 clusters Score: Raw -29434.967597 + Penalty 825.659870 = -28609.307727 nChanged 1 SP:Iteration 7Q (31.695333 sec): 3 clusters Score: Raw -29436.903521 + Penalty 816.523065 = -28620.380457 nChanged 2 SP:Iteration 8Q (31.696089 sec): 3 clusters Score: Raw -29443.317754 + Penalty 817.041935 = -28626.275819 nChanged 2 SP:Iteration 9Q (31.696827 sec): 3 clusters Score: Raw -29447.459246 + Penalty 814.602789 = -28632.856456 nChanged 1 SP:Iteration 10F (31.697601 sec): 3 clusters Score: Raw -29448.587834 + Penalty 813.120072 = -28635.467761 nChanged 1 SP:Iteration 11Q (31.698327 sec): 3 clusters Score: Raw -29449.445588 + Penalty 813.120072 = -28636.325516 nChanged 0 SP:Iteration 12F (31.699098 sec): 3 clusters Score: Raw -29449.445588 + Penalty 813.120072 = -28636.325516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 7 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.700507 sec): 2 clusters Score: Raw -28996.430827 + Penalty 935.189251 = -28061.241575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.701322 sec): 3 clusters Score: Raw -28998.832087 + Penalty 1870.361672 = -27128.470415 nChanged 63 SP:Iteration 1F (31.702123 sec): 3 clusters Score: Raw -29137.736167 + Penalty 1870.285083 = -27267.451083 nChanged 16 SP:Iteration 2Q (31.702888 sec): 3 clusters Score: Raw -29171.316669 + Penalty 1870.305630 = -27301.011039 nChanged 5 SP:Iteration 3Q (31.703630 sec): 3 clusters Score: Raw -29180.227554 + Penalty 1870.320820 = -27309.906734 nChanged 2 SP:Iteration 4Q (31.704382 sec): 3 clusters Score: Raw -29182.226324 + Penalty 1870.304077 = -27311.922247 nChanged 1 SP:Iteration 5Q (31.705117 sec): 3 clusters Score: Raw -29183.548689 + Penalty 1870.286397 = -27313.262293 nChanged 1 SP:Iteration 6Q (31.705845 sec): 3 clusters Score: Raw -29185.025772 + Penalty 1870.267773 = -27314.757999 nChanged 1 SP:Iteration 7Q (31.706573 sec): 3 clusters Score: Raw -29186.393354 + Penalty 1870.267773 = -27316.125581 nChanged 0 SP:Iteration 8F (31.707360 sec): 3 clusters Score: Raw -29186.393354 + Penalty 1870.267773 = -27316.125581 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.709354 sec): 2 clusters Score: Raw -48968.312643 + Penalty 134.248044 = -48834.064599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.710551 sec): 3 clusters Score: Raw -48637.227201 + Penalty 267.295551 = -48369.931650 nChanged 241 SP:Iteration 1F (31.711715 sec): 3 clusters Score: Raw -48852.905193 + Penalty 266.235894 = -48586.669300 nChanged 52 SP:Iteration 2F (31.712878 sec): 3 clusters Score: Raw -48893.219102 + Penalty 265.744660 = -48627.474443 nChanged 36 SP:Iteration 3F (31.714063 sec): 3 clusters Score: Raw -48917.402397 + Penalty 265.872250 = -48651.530148 nChanged 13 SP:Iteration 4Q (31.715226 sec): 3 clusters Score: Raw -48922.045654 + Penalty 265.861507 = -48656.184147 nChanged 4 SP:Iteration 5Q (31.716377 sec): 3 clusters Score: Raw -48922.891182 + Penalty 265.877293 = -48657.013889 nChanged 2 SP:Iteration 6Q (31.717528 sec): 3 clusters Score: Raw -48923.447536 + Penalty 265.941012 = -48657.506523 nChanged 2 SP:Iteration 7Q (31.718697 sec): 3 clusters Score: Raw -48923.942977 + Penalty 265.941012 = -48658.001965 nChanged 0 SP:Iteration 8F (31.719868 sec): 3 clusters Score: Raw -48923.942977 + Penalty 265.941012 = -48658.001965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.720770 sec): 2 clusters Score: Raw -15358.401994 + Penalty 591.842793 = -14766.559201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.721290 sec): 3 clusters Score: Raw -15307.464135 + Penalty 1182.111802 = -14125.352333 nChanged 18 SP:Iteration 1F (31.721770 sec): 3 clusters Score: Raw -15340.390105 + Penalty 1181.491636 = -14158.898468 nChanged 9 SP:Iteration 2F (31.722247 sec): 3 clusters Score: Raw -15358.586301 + Penalty 1180.003282 = -14178.583019 nChanged 2 SP:Iteration 3Q (31.722726 sec): 3 clusters Score: Raw -15360.214056 + Penalty 1179.344584 = -14180.869473 nChanged 1 SP:Iteration 4Q (31.723204 sec): 3 clusters Score: Raw -15361.827718 + Penalty 1179.860733 = -14181.966986 nChanged 1 SP:Iteration 5Q (31.723677 sec): 3 clusters Score: Raw -15362.550821 + Penalty 1179.860733 = -14182.690089 nChanged 0 SP:Iteration 6F (31.724172 sec): 3 clusters Score: Raw -15362.550821 + Penalty 1179.860733 = -14182.690089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.724726 sec): 2 clusters Score: Raw -2556.181786 + Penalty 44.594269 = -2511.587518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.724996 sec): 3 clusters Score: Raw -2588.064848 + Penalty 93.404179 = -2494.660669 nChanged 7 SP:Iteration 1F (31.725266 sec): 3 clusters Score: Raw -2593.301235 + Penalty 97.912931 = -2495.388304 nChanged 2 SP:Iteration 2F (31.725536 sec): 3 clusters Score: Raw -2594.965064 + Penalty 100.987158 = -2493.977906 nChanged 1 SP:Iteration 3F (31.725805 sec): 3 clusters Score: Raw -2595.578307 + Penalty 104.712038 = -2490.866269 nChanged 1 SP:Iteration 4F (31.726073 sec): 3 clusters Score: Raw -2596.891252 + Penalty 113.939763 = -2482.951489 nChanged 2 SP:Iteration 5F (31.726341 sec): 3 clusters Score: Raw -2600.748444 + Penalty 129.323114 = -2471.425330 nChanged 2 SP:Iteration 6F (31.726608 sec): 3 clusters Score: Raw -2604.536374 + Penalty 140.532842 = -2464.003532 nChanged 1 SP:Iteration 7F (31.726876 sec): 3 clusters Score: Raw -2608.023980 + Penalty 140.532842 = -2467.491138 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 11 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.729412 sec): 2 clusters Score: Raw -72467.446727 + Penalty 1070.926786 = -71396.519941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.731023 sec): 3 clusters Score: Raw -72269.659947 + Penalty 2141.827898 = -70127.832049 nChanged 165 SP:Iteration 1F (31.732540 sec): 3 clusters Score: Raw -72432.265086 + Penalty 2141.671209 = -70290.593877 nChanged 45 SP:Iteration 2F (31.734061 sec): 3 clusters Score: Raw -72480.705375 + Penalty 2141.605036 = -70339.100339 nChanged 13 SP:Iteration 3Q (31.735554 sec): 3 clusters Score: Raw -72493.415034 + Penalty 2141.471355 = -70351.943680 nChanged 12 SP:Iteration 4Q (31.737072 sec): 3 clusters Score: Raw -72505.657657 + Penalty 2141.395546 = -70364.262110 nChanged 10 SP:Iteration 5Q (31.738554 sec): 3 clusters Score: Raw -72517.047419 + Penalty 2141.286971 = -70375.760448 nChanged 12 SP:Iteration 6Q (31.740015 sec): 3 clusters Score: Raw -72526.773765 + Penalty 2141.162514 = -70385.611251 nChanged 10 SP:Iteration 7Q (31.741494 sec): 3 clusters Score: Raw -72534.107594 + Penalty 2141.114891 = -70392.992703 nChanged 5 SP:Iteration 8Q (31.742995 sec): 3 clusters Score: Raw -72537.920344 + Penalty 2141.049268 = -70396.871076 nChanged 6 SP:Iteration 9Q (31.744470 sec): 3 clusters Score: Raw -72549.245964 + Penalty 2140.963720 = -70408.282245 nChanged 7 SP:Iteration 10F (31.745968 sec): 3 clusters Score: Raw -72559.550598 + Penalty 2140.841293 = -70418.709304 nChanged 10 SP:Iteration 11Q (31.747416 sec): 3 clusters Score: Raw -72569.660480 + Penalty 2140.784379 = -70428.876101 nChanged 5 SP:Iteration 12Q (31.748898 sec): 3 clusters Score: Raw -72573.917784 + Penalty 2140.695599 = -70433.222185 nChanged 6 SP:Iteration 13Q (31.750379 sec): 3 clusters Score: Raw -72579.499483 + Penalty 2140.695773 = -70438.803710 nChanged 5 SP:Iteration 14Q (31.751865 sec): 3 clusters Score: Raw -72583.072611 + Penalty 2140.655702 = -70442.416909 nChanged 2 SP:Iteration 15Q (31.753318 sec): 3 clusters Score: Raw -72583.859443 + Penalty 2140.675831 = -70443.183613 nChanged 1 SP:Iteration 16Q (31.754810 sec): 3 clusters Score: Raw -72585.152942 + Penalty 2140.675831 = -70444.477111 nChanged 2 SP:Iteration 17Q (31.756271 sec): 3 clusters Score: Raw -72587.156478 + Penalty 2140.675831 = -70446.480647 nChanged 0 SP:Iteration 18F (31.757754 sec): 3 clusters Score: Raw -72587.156478 + Penalty 2140.675831 = -70446.480647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.758328 sec): 2 clusters Score: Raw -423.352662 + Penalty 184.702758 = -238.649904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.758560 sec): 3 clusters Score: Raw -436.345089 + Penalty 381.882823 = -54.462266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 15 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.759062 sec): 2 clusters Score: Raw -1147.889923 + Penalty 349.415001 = -798.474922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.759294 sec): 3 clusters Score: Raw -1204.544301 + Penalty 698.421799 = -506.122501 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.764284 sec): 2 clusters Score: Raw -87819.824258 + Penalty 111.330285 = -87708.493973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.766310 sec): 3 clusters Score: Raw -87133.659285 + Penalty 233.068792 = -86900.590493 nChanged 482 SP:Iteration 1F (31.768299 sec): 3 clusters Score: Raw -87432.712459 + Penalty 240.465817 = -87192.246643 nChanged 143 SP:Iteration 2F (31.770276 sec): 3 clusters Score: Raw -87555.809797 + Penalty 243.808725 = -87312.001072 nChanged 94 SP:Iteration 3F (31.772304 sec): 3 clusters Score: Raw -87641.531048 + Penalty 249.167635 = -87392.363413 nChanged 64 SP:Iteration 4F (31.774306 sec): 3 clusters Score: Raw -87698.058388 + Penalty 257.354137 = -87440.704251 nChanged 66 SP:Iteration 5F (31.776336 sec): 3 clusters Score: Raw -87767.685618 + Penalty 358.129613 = -87409.556004 nChanged 42 SP:Iteration 6F (31.778323 sec): 3 clusters Score: Raw -87818.817388 + Penalty 1122.069440 = -86696.747948 nChanged 7 SP:Iteration 7F (31.780346 sec): 3 clusters Score: Raw -87820.802203 + Penalty 1122.069440 = -86698.732763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.787587 sec): 2 clusters Score: Raw -10080.186215 + Penalty 443.317364 = -9636.868851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.788064 sec): 3 clusters Score: Raw -10026.494095 + Penalty 887.651334 = -9138.842761 nChanged 20 SP:Iteration 1F (31.788506 sec): 3 clusters Score: Raw -10042.067506 + Penalty 888.806019 = -9153.261487 nChanged 5 SP:Iteration 2Q (31.788922 sec): 3 clusters Score: Raw -10048.502470 + Penalty 890.357059 = -9158.145411 nChanged 2 SP:Iteration 3Q (31.789337 sec): 3 clusters Score: Raw -10050.971506 + Penalty 891.199897 = -9159.771609 nChanged 4 SP:Iteration 4Q (31.789751 sec): 3 clusters Score: Raw -10054.431632 + Penalty 892.697741 = -9161.733891 nChanged 3 SP:Iteration 5Q (31.790164 sec): 3 clusters Score: Raw -10056.833510 + Penalty 890.968722 = -9165.864788 nChanged 3 SP:Iteration 6Q (31.790575 sec): 3 clusters Score: Raw -10059.747037 + Penalty 890.665195 = -9169.081842 nChanged 1 SP:Iteration 7Q (31.790984 sec): 3 clusters Score: Raw -10060.565471 + Penalty 890.665195 = -9169.900276 nChanged 0 SP:Iteration 8F (31.791394 sec): 3 clusters Score: Raw -10060.565471 + Penalty 890.665195 = -9169.900276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.792885 sec): 2 clusters Score: Raw -7682.799354 + Penalty 579.121755 = -7103.677599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.793244 sec): 3 clusters Score: Raw -7669.456711 + Penalty 1159.074778 = -6510.381933 nChanged 4 SP:Iteration 1F (31.793597 sec): 3 clusters Score: Raw -7681.794775 + Penalty 1158.585957 = -6523.208818 nChanged 1 SP:Iteration 2Q (31.793965 sec): 3 clusters Score: Raw -7684.564189 + Penalty 1158.585957 = -6525.978233 nChanged 0 SP:Iteration 3F (31.794325 sec): 3 clusters Score: Raw -7684.564189 + Penalty 1158.585957 = -6525.978233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.794796 sec): 2 clusters Score: Raw -256.630753 + Penalty 61.128872 = -195.501881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.794988 sec): 2 clusters Score: Raw -256.630753 + Penalty 61.128872 = -195.501881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.795435 sec): 2 clusters Score: Raw -78.543890 + Penalty 0.000000 = -78.543890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.795615 sec): 2 clusters Score: Raw -78.543890 + Penalty 0.000000 = -78.543890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.796489 sec): 2 clusters Score: Raw -13563.020679 + Penalty 282.644806 = -13280.375873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.796986 sec): 3 clusters Score: Raw -13490.024713 + Penalty 561.502078 = -12928.522635 nChanged 41 SP:Iteration 1F (31.797478 sec): 3 clusters Score: Raw -13538.318448 + Penalty 563.062789 = -12975.255660 nChanged 17 SP:Iteration 2F (31.797964 sec): 3 clusters Score: Raw -13562.763829 + Penalty 564.113841 = -12998.649989 nChanged 7 SP:Iteration 3Q (31.798440 sec): 3 clusters Score: Raw -13569.123017 + Penalty 566.947647 = -13002.175370 nChanged 2 SP:Iteration 4Q (31.798913 sec): 3 clusters Score: Raw -13569.104041 + Penalty 567.078025 = -13002.026016 nChanged 1 SP:Iteration 5F (31.799397 sec): 3 clusters Score: Raw -13568.868204 + Penalty 567.078025 = -13001.790179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.801588 sec): 2 clusters Score: Raw -34844.478658 + Penalty 639.256262 = -34205.222396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.802483 sec): 3 clusters Score: Raw -34696.641115 + Penalty 1280.206884 = -33416.434231 nChanged 99 SP:Iteration 1F (31.803332 sec): 3 clusters Score: Raw -34785.699164 + Penalty 1279.373361 = -33506.325803 nChanged 23 SP:Iteration 2F (31.804182 sec): 3 clusters Score: Raw -34803.147196 + Penalty 1279.752485 = -33523.394711 nChanged 11 SP:Iteration 3Q (31.805024 sec): 3 clusters Score: Raw -34812.770805 + Penalty 1280.122714 = -33532.648092 nChanged 5 SP:Iteration 4Q (31.805863 sec): 3 clusters Score: Raw -34815.895972 + Penalty 1280.122714 = -33535.773259 nChanged 0 SP:Iteration 5F (31.806728 sec): 3 clusters Score: Raw -34815.895972 + Penalty 1280.122714 = -33535.773259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.807733 sec): 2 clusters Score: Raw -5029.864153 + Penalty 178.550067 = -4851.314086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.808064 sec): 3 clusters Score: Raw -5017.193491 + Penalty 370.607990 = -4646.585501 nChanged 13 SP:Iteration 1F (31.808386 sec): 3 clusters Score: Raw -5035.192758 + Penalty 382.704597 = -4652.488161 nChanged 3 SP:Iteration 2Q (31.808736 sec): 3 clusters Score: Raw -5048.099155 + Penalty 382.777047 = -4665.322107 nChanged 4 SP:Iteration 3F (31.809057 sec): 3 clusters Score: Raw -5058.892403 + Penalty 387.459737 = -4671.432666 nChanged 1 SP:Iteration 4Q (31.809368 sec): 3 clusters Score: Raw -5061.645079 + Penalty 387.595479 = -4674.049600 nChanged 1 SP:Iteration 5Q (31.809677 sec): 3 clusters Score: Raw -5068.056518 + Penalty 378.740694 = -4689.315824 nChanged 2 SP:Iteration 6Q (31.809991 sec): 3 clusters Score: Raw -5070.383340 + Penalty 374.228586 = -4696.154754 nChanged 1 SP:Iteration 7Q (31.810297 sec): 3 clusters Score: Raw -5072.593824 + Penalty 366.875521 = -4705.718303 nChanged 2 SP:Iteration 8Q (31.810602 sec): 3 clusters Score: Raw -5075.751865 + Penalty 368.863193 = -4706.888673 nChanged 1 SP:Iteration 9Q (31.810909 sec): 3 clusters Score: Raw -5079.481884 + Penalty 368.863193 = -4710.618691 nChanged 0 SP:Iteration 10F (31.811231 sec): 3 clusters Score: Raw -5079.481884 + Penalty 368.863193 = -4710.618691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.813337 sec): 2 clusters Score: Raw -52976.997823 + Penalty 697.426233 = -52279.571590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.814540 sec): 3 clusters Score: Raw -52691.803203 + Penalty 1393.979010 = -51297.824193 nChanged 179 SP:Iteration 1F (31.815724 sec): 3 clusters Score: Raw -52819.077233 + Penalty 1393.074977 = -51426.002257 nChanged 45 SP:Iteration 2F (31.816907 sec): 3 clusters Score: Raw -52863.314500 + Penalty 1392.407303 = -51470.907197 nChanged 33 SP:Iteration 3F (31.818082 sec): 3 clusters Score: Raw -52891.033694 + Penalty 1392.585017 = -51498.448677 nChanged 20 SP:Iteration 4Q (31.819265 sec): 3 clusters Score: Raw -52906.213891 + Penalty 1392.587596 = -51513.626295 nChanged 15 SP:Iteration 5Q (31.820482 sec): 3 clusters Score: Raw -52914.056778 + Penalty 1392.491745 = -51521.565033 nChanged 15 SP:Iteration 6Q (31.821660 sec): 3 clusters Score: Raw -52924.729705 + Penalty 1391.575692 = -51533.154013 nChanged 13 SP:Iteration 7Q (31.822832 sec): 3 clusters Score: Raw -52931.306873 + Penalty 1390.882925 = -51540.423948 nChanged 10 SP:Iteration 8Q (31.823999 sec): 3 clusters Score: Raw -52937.531574 + Penalty 1389.991843 = -51547.539731 nChanged 9 SP:Iteration 9Q (31.825188 sec): 3 clusters Score: Raw -52943.665905 + Penalty 1389.586394 = -51554.079511 nChanged 5 SP:Iteration 10F (31.826373 sec): 3 clusters Score: Raw -52945.312863 + Penalty 1388.999629 = -51556.313235 nChanged 3 SP:Iteration 11Q (31.827537 sec): 3 clusters Score: Raw -52947.062682 + Penalty 1388.545977 = -51558.516706 nChanged 2 SP:Iteration 12Q (31.828698 sec): 3 clusters Score: Raw -52948.559664 + Penalty 1388.052957 = -51560.506707 nChanged 4 SP:Iteration 13Q (31.829881 sec): 3 clusters Score: Raw -52949.698900 + Penalty 1388.492953 = -51561.205947 nChanged 3 SP:Iteration 14Q (31.831045 sec): 3 clusters Score: Raw -52952.043015 + Penalty 1388.613002 = -51563.430014 nChanged 4 SP:Iteration 15Q (31.832203 sec): 3 clusters Score: Raw -52954.548825 + Penalty 1387.876885 = -51566.671940 nChanged 5 SP:Iteration 16Q (31.833362 sec): 3 clusters Score: Raw -52957.693619 + Penalty 1387.388866 = -51570.304753 nChanged 7 SP:Iteration 17Q (31.834693 sec): 3 clusters Score: Raw -52961.702286 + Penalty 1387.536088 = -51574.166198 nChanged 4 SP:Iteration 18Q (31.835855 sec): 3 clusters Score: Raw -52962.982032 + Penalty 1387.536088 = -51575.445944 nChanged 0 SP:Iteration 19F (31.837047 sec): 3 clusters Score: Raw -52962.982032 + Penalty 1387.536088 = -51575.445944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.839630 sec): 2 clusters Score: Raw -38634.991555 + Penalty 845.819234 = -37789.172321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.840638 sec): 3 clusters Score: Raw -38527.700692 + Penalty 1691.287596 = -36836.413096 nChanged 87 SP:Iteration 1F (31.841586 sec): 3 clusters Score: Raw -38634.022359 + Penalty 1689.007197 = -36945.015162 nChanged 33 SP:Iteration 2F (31.842531 sec): 3 clusters Score: Raw -38674.860576 + Penalty 1688.136920 = -36986.723656 nChanged 15 SP:Iteration 3Q (31.843455 sec): 3 clusters Score: Raw -38691.485036 + Penalty 1687.369125 = -37004.115910 nChanged 6 SP:Iteration 4Q (31.844365 sec): 3 clusters Score: Raw -38697.678238 + Penalty 1687.063844 = -37010.614394 nChanged 2 SP:Iteration 5Q (31.845257 sec): 3 clusters Score: Raw -38700.991852 + Penalty 1686.565432 = -37014.426420 nChanged 4 SP:Iteration 6Q (31.846144 sec): 3 clusters Score: Raw -38704.038360 + Penalty 1686.345044 = -37017.693316 nChanged 2 SP:Iteration 7Q (31.847040 sec): 3 clusters Score: Raw -38704.311320 + Penalty 1686.345044 = -37017.966276 nChanged 0 SP:Iteration 8F (31.847949 sec): 3 clusters Score: Raw -38704.311320 + Penalty 1686.345044 = -37017.966276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.849054 sec): 2 clusters Score: Raw -942.812085 + Penalty 264.380696 = -678.431389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.849287 sec): 3 clusters Score: Raw -937.862057 + Penalty 528.761391 = -409.100665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.849837 sec): 2 clusters Score: Raw -2978.180598 + Penalty 423.160253 = -2555.020345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.850104 sec): 3 clusters Score: Raw -2986.691203 + Penalty 829.998439 = -2156.692764 nChanged 1 SP:Iteration 1Q (31.850359 sec): 3 clusters Score: Raw -2987.239989 + Penalty 829.998439 = -2157.241550 nChanged 0 SP:Iteration 2F (31.850623 sec): 3 clusters Score: Raw -2987.239989 + Penalty 829.998439 = -2157.241550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 29 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.851102 sec): 2 clusters Score: Raw -736.712588 + Penalty 239.904128 = -496.808459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.851325 sec): 3 clusters Score: Raw -730.166662 + Penalty 478.334882 = -251.831780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.852177 sec): 2 clusters Score: Raw -13665.312618 + Penalty 499.513678 = -13165.798941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.852653 sec): 3 clusters Score: Raw -13598.933960 + Penalty 996.923336 = -12602.010624 nChanged 25 SP:Iteration 1F (31.853124 sec): 3 clusters Score: Raw -13620.160442 + Penalty 993.823968 = -12626.336474 nChanged 9 SP:Iteration 2F (31.853596 sec): 3 clusters Score: Raw -13630.036827 + Penalty 994.669382 = -12635.367445 nChanged 7 SP:Iteration 3Q (31.854066 sec): 3 clusters Score: Raw -13636.527243 + Penalty 994.825210 = -12641.702034 nChanged 4 SP:Iteration 4Q (31.854535 sec): 3 clusters Score: Raw -13638.998635 + Penalty 994.738858 = -12644.259778 nChanged 2 SP:Iteration 5Q (31.855003 sec): 3 clusters Score: Raw -13640.138234 + Penalty 994.738858 = -12645.399377 nChanged 0 SP:Iteration 6F (31.855472 sec): 3 clusters Score: Raw -13640.138234 + Penalty 994.738858 = -12645.399377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.855986 sec): 2 clusters Score: Raw -1546.526153 + Penalty 237.133580 = -1309.392572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.856227 sec): 3 clusters Score: Raw -1554.063937 + Penalty 474.267161 = -1079.796776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.857334 sec): 2 clusters Score: Raw -21705.160213 + Penalty 567.845355 = -21137.314859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.857975 sec): 3 clusters Score: Raw -21601.531915 + Penalty 1134.593930 = -20466.937985 nChanged 49 SP:Iteration 1F (31.858598 sec): 3 clusters Score: Raw -21653.514953 + Penalty 1138.216105 = -20515.298848 nChanged 21 SP:Iteration 2F (31.859200 sec): 3 clusters Score: Raw -21673.313722 + Penalty 1139.803878 = -20533.509845 nChanged 8 SP:Iteration 3Q (31.859819 sec): 3 clusters Score: Raw -21678.690139 + Penalty 1140.716578 = -20537.973561 nChanged 2 SP:Iteration 4Q (31.860428 sec): 3 clusters Score: Raw -21679.884755 + Penalty 1140.998192 = -20538.886563 nChanged 3 SP:Iteration 5Q (31.861034 sec): 3 clusters Score: Raw -21681.684830 + Penalty 1141.837260 = -20539.847570 nChanged 2 SP:Iteration 6Q (31.861642 sec): 3 clusters Score: Raw -21681.777965 + Penalty 1144.323043 = -20537.454922 nChanged 3 SP:Iteration 7F (31.862269 sec): 3 clusters Score: Raw -21684.209489 + Penalty 1152.420193 = -20531.789296 nChanged 4 SP:Iteration 8F (31.862881 sec): 3 clusters Score: Raw -21686.714976 + Penalty 1159.558590 = -20527.156386 nChanged 3 SP:Iteration 9F (31.863508 sec): 3 clusters Score: Raw -21691.639530 + Penalty 1160.581496 = -20531.058034 nChanged 2 SP:Iteration 10F (31.864115 sec): 3 clusters Score: Raw -21692.725001 + Penalty 1160.581496 = -20532.143505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 34 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.866325 sec): 2 clusters Score: Raw -57309.462426 + Penalty 512.087070 = -56797.375356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.867696 sec): 3 clusters Score: Raw -56966.050323 + Penalty 1045.440011 = -55920.610312 nChanged 213 SP:Iteration 1F (31.869028 sec): 3 clusters Score: Raw -57145.081606 + Penalty 1065.212645 = -56079.868961 nChanged 79 SP:Iteration 2F (31.870351 sec): 3 clusters Score: Raw -57212.795774 + Penalty 1075.644385 = -56137.151389 nChanged 45 SP:Iteration 3F (31.871672 sec): 3 clusters Score: Raw -57249.021719 + Penalty 1076.218183 = -56172.803536 nChanged 32 SP:Iteration 4Q (31.873015 sec): 3 clusters Score: Raw -57284.629070 + Penalty 1074.415066 = -56210.214004 nChanged 25 SP:Iteration 5Q (31.874335 sec): 3 clusters Score: Raw -57313.201243 + Penalty 1074.178125 = -56239.023118 nChanged 15 SP:Iteration 6Q (31.875622 sec): 3 clusters Score: Raw -57330.380828 + Penalty 1067.331275 = -56263.049553 nChanged 6 SP:Iteration 7Q (31.876854 sec): 3 clusters Score: Raw -57338.627535 + Penalty 1057.280778 = -56281.346757 nChanged 5 SP:Iteration 8Q (31.878062 sec): 3 clusters Score: Raw -57344.271045 + Penalty 1057.296942 = -56286.974102 nChanged 2 SP:Iteration 9Q (31.879217 sec): 3 clusters Score: Raw -57345.513818 + Penalty 1052.591954 = -56292.921864 nChanged 4 SP:Iteration 10F (31.880543 sec): 3 clusters Score: Raw -57347.487128 + Penalty 1052.591954 = -56294.895174 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.885627 sec): 2 clusters Score: Raw -91782.643096 + Penalty 435.451895 = -91347.191201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.887788 sec): 3 clusters Score: Raw -91182.534532 + Penalty 866.281450 = -90316.253082 nChanged 415 SP:Iteration 1F (31.889831 sec): 3 clusters Score: Raw -91428.849220 + Penalty 869.075456 = -90559.773763 nChanged 104 SP:Iteration 2F (31.891833 sec): 3 clusters Score: Raw -91522.036997 + Penalty 867.761098 = -90654.275899 nChanged 83 SP:Iteration 3F (31.893849 sec): 3 clusters Score: Raw -91609.842496 + Penalty 870.204295 = -90739.638201 nChanged 44 SP:Iteration 4Q (31.895859 sec): 3 clusters Score: Raw -91658.759644 + Penalty 870.400968 = -90788.358676 nChanged 23 SP:Iteration 5Q (31.897819 sec): 3 clusters Score: Raw -91679.548683 + Penalty 863.445926 = -90816.102757 nChanged 16 SP:Iteration 6Q (31.899683 sec): 3 clusters Score: Raw -91693.836135 + Penalty 868.398759 = -90825.437376 nChanged 14 SP:Iteration 7Q (31.901525 sec): 3 clusters Score: Raw -91702.909122 + Penalty 873.357175 = -90829.551948 nChanged 8 SP:Iteration 8Q (31.903347 sec): 3 clusters Score: Raw -91705.200597 + Penalty 875.903359 = -90829.297238 nChanged 10 SP:Iteration 9F (31.905465 sec): 3 clusters Score: Raw -91707.709816 + Penalty 879.961861 = -90827.747955 nChanged 6 SP:Iteration 10F (31.907498 sec): 3 clusters Score: Raw -91709.506883 + Penalty 879.620171 = -90829.886712 nChanged 6 SP:Iteration 11Q (31.909313 sec): 3 clusters Score: Raw -91712.165588 + Penalty 885.218760 = -90826.946828 nChanged 8 SP:Iteration 12F (31.911343 sec): 3 clusters Score: Raw -91718.735558 + Penalty 889.155039 = -90829.580518 nChanged 10 SP:Iteration 13Q (31.913113 sec): 3 clusters Score: Raw -91726.030046 + Penalty 900.067022 = -90825.963024 nChanged 8 SP:Iteration 14F (31.915108 sec): 3 clusters Score: Raw -91733.207829 + Penalty 910.547208 = -90822.660620 nChanged 9 SP:Iteration 15F (31.917138 sec): 3 clusters Score: Raw -91739.104322 + Penalty 921.707882 = -90817.396440 nChanged 8 SP:Iteration 16F (31.919181 sec): 3 clusters Score: Raw -91742.051284 + Penalty 925.543359 = -90816.507925 nChanged 9 SP:Iteration 17F (31.921207 sec): 3 clusters Score: Raw -91747.765772 + Penalty 919.315324 = -90828.450448 nChanged 9 SP:Iteration 18Q (31.922967 sec): 3 clusters Score: Raw -91750.962503 + Penalty 931.676886 = -90819.285617 nChanged 11 SP:Iteration 19F (31.924999 sec): 3 clusters Score: Raw -91757.432230 + Penalty 951.928810 = -90805.503420 nChanged 10 SP:Iteration 20F (31.927019 sec): 3 clusters Score: Raw -91762.194401 + Penalty 980.457195 = -90781.737206 nChanged 9 SP:Iteration 21F (31.929054 sec): 3 clusters Score: Raw -91766.997305 + Penalty 1000.239280 = -90766.758025 nChanged 5 SP:Iteration 22F (31.931081 sec): 3 clusters Score: Raw -91769.748189 + Penalty 1027.236623 = -90742.511566 nChanged 7 SP:Iteration 23F (31.933115 sec): 3 clusters Score: Raw -91773.496054 + Penalty 1074.157519 = -90699.338535 nChanged 7 SP:Iteration 24F (31.935144 sec): 3 clusters Score: Raw -91779.974221 + Penalty 1159.716214 = -90620.258008 nChanged 11 SP:Iteration 25F (31.937197 sec): 3 clusters Score: Raw -91794.654746 + Penalty 1197.262747 = -90597.392000 nChanged 5 SP:Iteration 26F (31.939251 sec): 3 clusters Score: Raw -91799.705332 + Penalty 1197.262747 = -90602.442586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.940365 sec): 2 clusters Score: Raw -788.821484 + Penalty 185.765858 = -603.055626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.940592 sec): 3 clusters Score: Raw -783.466759 + Penalty 185.765858 = -597.700901 nChanged 1 SP:Iteration 1F (31.940793 sec): 2 clusters Score: Raw -788.821484 + Penalty 185.765858 = -603.055626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.941839 sec): 2 clusters Score: Raw -20512.587297 + Penalty 734.658246 = -19777.929051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.942451 sec): 3 clusters Score: Raw -20493.433106 + Penalty 1476.235739 = -19017.197368 nChanged 35 SP:Iteration 1F (31.943052 sec): 3 clusters Score: Raw -20563.065746 + Penalty 1478.852902 = -19084.212844 nChanged 6 SP:Iteration 2Q (31.943640 sec): 3 clusters Score: Raw -20576.525450 + Penalty 1481.533558 = -19094.991892 nChanged 6 SP:Iteration 3Q (31.944228 sec): 3 clusters Score: Raw -20592.025154 + Penalty 1483.758544 = -19108.266610 nChanged 4 SP:Iteration 4Q (31.944840 sec): 3 clusters Score: Raw -20597.417938 + Penalty 1482.995285 = -19114.422653 nChanged 3 SP:Iteration 5Q (31.945417 sec): 3 clusters Score: Raw -20604.715902 + Penalty 1485.231817 = -19119.484085 nChanged 3 SP:Iteration 6Q (31.945991 sec): 3 clusters Score: Raw -20611.880177 + Penalty 1485.231817 = -19126.648360 nChanged 0 SP:Iteration 7F (31.946574 sec): 3 clusters Score: Raw -20611.880177 + Penalty 1485.231817 = -19126.648360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 38 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.947091 sec): 2 clusters Score: Raw -1481.974155 + Penalty 287.358095 = -1194.616060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.947334 sec): 3 clusters Score: Raw -1471.030655 + Penalty 594.284415 = -876.746240 nChanged 1 SP:Iteration 1F (31.947574 sec): 3 clusters Score: Raw -1473.563186 + Penalty 287.358095 = -1186.205090 nChanged 2 SP:Iteration 2F (31.947783 sec): 2 clusters Score: Raw -1481.974155 + Penalty 287.358095 = -1194.616060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.948447 sec): 2 clusters Score: Raw -6339.422572 + Penalty 328.978801 = -6010.443771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.948789 sec): 3 clusters Score: Raw -6315.601371 + Penalty 655.678844 = -5659.922526 nChanged 4 SP:Iteration 1F (31.949125 sec): 3 clusters Score: Raw -6322.672321 + Penalty 652.231419 = -5670.440902 nChanged 2 SP:Iteration 2Q (31.949458 sec): 3 clusters Score: Raw -6324.621708 + Penalty 650.801589 = -5673.820119 nChanged 1 SP:Iteration 3Q (31.949793 sec): 3 clusters Score: Raw -6325.366269 + Penalty 650.801589 = -5674.564681 nChanged 0 SP:Iteration 4F (31.950130 sec): 3 clusters Score: Raw -6325.366269 + Penalty 650.801589 = -5674.564681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.950612 sec): 2 clusters Score: Raw -634.423165 + Penalty 178.415546 = -456.007620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.950832 sec): 3 clusters Score: Raw -626.352234 + Penalty 351.640679 = -274.711555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.951303 sec): 2 clusters Score: Raw -455.187460 + Penalty 147.048831 = -308.138629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.951516 sec): 3 clusters Score: Raw -446.314440 + Penalty 147.048831 = -299.265609 nChanged 1 SP:Iteration 1F (31.951712 sec): 2 clusters Score: Raw -455.187460 + Penalty 147.048831 = -308.138629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.952219 sec): 2 clusters Score: Raw -1869.879994 + Penalty 431.079934 = -1438.800061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.952462 sec): 3 clusters Score: Raw -1880.130851 + Penalty 862.887232 = -1017.243620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.952969 sec): 2 clusters Score: Raw -1704.257614 + Penalty 297.988209 = -1406.269405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.953211 sec): 3 clusters Score: Raw -1694.113949 + Penalty 600.994282 = -1093.119667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.953843 sec): 2 clusters Score: Raw -6548.364264 + Penalty 532.623546 = -6015.740718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.954204 sec): 3 clusters Score: Raw -6563.886850 + Penalty 1066.892703 = -5496.994147 nChanged 1 SP:Iteration 1Q (31.954529 sec): 3 clusters Score: Raw -6568.715786 + Penalty 1067.231686 = -5501.484100 nChanged 1 SP:Iteration 2Q (31.954849 sec): 3 clusters Score: Raw -6568.881413 + Penalty 1067.231686 = -5501.649726 nChanged 0 SP:Iteration 3F (31.955176 sec): 3 clusters Score: Raw -6568.881413 + Penalty 1067.231686 = -5501.649726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.955658 sec): 2 clusters Score: Raw -671.792942 + Penalty 248.563540 = -423.229401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.955879 sec): 3 clusters Score: Raw -658.616422 + Penalty 491.580161 = -167.036260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.957134 sec): 2 clusters Score: Raw -27216.298973 + Penalty 679.563681 = -26536.735292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.957865 sec): 3 clusters Score: Raw -27131.085931 + Penalty 1359.238351 = -25771.847580 nChanged 64 SP:Iteration 1F (31.958578 sec): 3 clusters Score: Raw -27192.372165 + Penalty 1359.144987 = -25833.227178 nChanged 13 SP:Iteration 2Q (31.959292 sec): 3 clusters Score: Raw -27207.642851 + Penalty 1358.938643 = -25848.704208 nChanged 9 SP:Iteration 3Q (31.960002 sec): 3 clusters Score: Raw -27220.436915 + Penalty 1358.801766 = -25861.635149 nChanged 6 SP:Iteration 4Q (31.960706 sec): 3 clusters Score: Raw -27227.420585 + Penalty 1358.304499 = -25869.116087 nChanged 5 SP:Iteration 5Q (31.961410 sec): 3 clusters Score: Raw -27233.004923 + Penalty 1357.444794 = -25875.560129 nChanged 4 SP:Iteration 6Q (31.962111 sec): 3 clusters Score: Raw -27235.804005 + Penalty 1356.873058 = -25878.930947 nChanged 6 SP:Iteration 7Q (31.962812 sec): 3 clusters Score: Raw -27239.198385 + Penalty 1356.868450 = -25882.329934 nChanged 2 SP:Iteration 8Q (31.963552 sec): 3 clusters Score: Raw -27242.062317 + Penalty 1357.695389 = -25884.366928 nChanged 4 SP:Iteration 9Q (31.964257 sec): 3 clusters Score: Raw -27247.661554 + Penalty 1357.856989 = -25889.804566 nChanged 4 SP:Iteration 10F (31.964966 sec): 3 clusters Score: Raw -27254.941960 + Penalty 1358.120025 = -25896.821935 nChanged 1 SP:Iteration 11Q (31.965664 sec): 3 clusters Score: Raw -27255.628611 + Penalty 1358.120025 = -25897.508585 nChanged 0 SP:Iteration 12F (31.966372 sec): 3 clusters Score: Raw -27255.628611 + Penalty 1358.120025 = -25897.508585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.967222 sec): 2 clusters Score: Raw -14307.038870 + Penalty 658.682740 = -13648.356130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.967711 sec): 3 clusters Score: Raw -14280.034873 + Penalty 1318.312233 = -12961.722640 nChanged 15 SP:Iteration 1F (31.968194 sec): 3 clusters Score: Raw -14309.629897 + Penalty 1317.845097 = -12991.784800 nChanged 3 SP:Iteration 2Q (31.968657 sec): 3 clusters Score: Raw -14314.638243 + Penalty 1318.328113 = -12996.310130 nChanged 2 SP:Iteration 3Q (31.969118 sec): 3 clusters Score: Raw -14316.246609 + Penalty 1319.355083 = -12996.891526 nChanged 2 SP:Iteration 4Q (31.969579 sec): 3 clusters Score: Raw -14317.216191 + Penalty 1319.603730 = -12997.612462 nChanged 1 SP:Iteration 5Q (31.970040 sec): 3 clusters Score: Raw -14318.163983 + Penalty 1320.010390 = -12998.153593 nChanged 1 SP:Iteration 6Q (31.970502 sec): 3 clusters Score: Raw -14319.193300 + Penalty 1321.126561 = -12998.066740 nChanged 2 SP:Iteration 7F (31.970971 sec): 3 clusters Score: Raw -14321.171579 + Penalty 1321.327163 = -12999.844415 nChanged 2 SP:Iteration 8Q (31.971427 sec): 3 clusters Score: Raw -14322.535792 + Penalty 1321.433429 = -13001.102364 nChanged 2 SP:Iteration 9Q (31.971928 sec): 3 clusters Score: Raw -14324.768594 + Penalty 1321.705524 = -13003.063069 nChanged 1 SP:Iteration 10F (31.972400 sec): 3 clusters Score: Raw -14325.089902 + Penalty 1321.705524 = -13003.384378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.973061 sec): 2 clusters Score: Raw -5983.444783 + Penalty 429.192503 = -5554.252280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.973399 sec): 3 clusters Score: Raw -5964.048471 + Penalty 861.700434 = -5102.348037 nChanged 5 SP:Iteration 1F (31.973733 sec): 3 clusters Score: Raw -5973.731034 + Penalty 869.124619 = -5104.606416 nChanged 3 SP:Iteration 2Q (31.974064 sec): 3 clusters Score: Raw -5978.137513 + Penalty 873.228189 = -5104.909324 nChanged 1 SP:Iteration 3Q (31.974398 sec): 3 clusters Score: Raw -5979.704275 + Penalty 873.228189 = -5106.476086 nChanged 0 SP:Iteration 4F (31.974732 sec): 3 clusters Score: Raw -5979.704275 + Penalty 873.228189 = -5106.476086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.975222 sec): 2 clusters Score: Raw -1066.266513 + Penalty 324.852161 = -741.414353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.975449 sec): 3 clusters Score: Raw -1055.994574 + Penalty 647.759273 = -408.235301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.975964 sec): 2 clusters Score: Raw -1770.646229 + Penalty 286.154140 = -1484.492088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.976212 sec): 3 clusters Score: Raw -1793.825375 + Penalty 566.841735 = -1226.983639 nChanged 1 SP:Iteration 1Q (31.976449 sec): 3 clusters Score: Raw -1800.276235 + Penalty 566.841735 = -1233.434500 nChanged 0 SP:Iteration 2F (31.976693 sec): 3 clusters Score: Raw -1800.276235 + Penalty 566.841735 = -1233.434500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.977304 sec): 2 clusters Score: Raw -5253.815161 + Penalty 390.441706 = -4863.373455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.977619 sec): 3 clusters Score: Raw -5235.014198 + Penalty 780.172093 = -4454.842105 nChanged 4 SP:Iteration 1F (31.977927 sec): 3 clusters Score: Raw -5241.512903 + Penalty 780.172093 = -4461.340810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.978425 sec): 2 clusters Score: Raw -1490.046428 + Penalty 357.424543 = -1132.621886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.978662 sec): 3 clusters Score: Raw -1465.542772 + Penalty 690.839778 = -774.702993 nChanged 2 SP:Iteration 1F (31.978893 sec): 3 clusters Score: Raw -1472.940638 + Penalty 666.284505 = -806.656133 nChanged 2 SP:Iteration 2F (31.979123 sec): 3 clusters Score: Raw -1483.208074 + Penalty 357.424543 = -1125.783531 nChanged 1 SP:Iteration 3F (31.979330 sec): 2 clusters Score: Raw -1490.046428 + Penalty 357.424543 = -1132.621886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.979986 sec): 2 clusters Score: Raw -7369.437224 + Penalty 657.230625 = -6712.206599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.980332 sec): 3 clusters Score: Raw -7408.178126 + Penalty 1314.634109 = -6093.544017 nChanged 2 SP:Iteration 1Q (31.980661 sec): 3 clusters Score: Raw -7413.573325 + Penalty 1314.634109 = -6098.939216 nChanged 0 SP:Iteration 2F (31.981024 sec): 3 clusters Score: Raw -7413.573325 + Penalty 1314.634109 = -6098.939216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.981497 sec): 2 clusters Score: Raw -278.999504 + Penalty 134.370921 = -144.628583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.981707 sec): 3 clusters Score: Raw -267.336150 + Penalty 271.845461 = 4.509311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.982198 sec): 2 clusters Score: Raw -1094.247130 + Penalty 260.543723 = -833.703408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.982428 sec): 3 clusters Score: Raw -1091.879747 + Penalty 526.227240 = -565.652508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.982941 sec): 2 clusters Score: Raw -1960.159349 + Penalty 346.399965 = -1613.759384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.983188 sec): 3 clusters Score: Raw -1954.284357 + Penalty 686.649065 = -1267.635292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.983645 sec): 2 clusters Score: Raw -155.852155 + Penalty 19.454556 = -136.397599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.983836 sec): 3 clusters Score: Raw -155.824973 + Penalty 38.909113 = -116.915861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.984664 sec): 2 clusters Score: Raw -13600.538717 + Penalty 603.517780 = -12997.020937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.985133 sec): 3 clusters Score: Raw -13546.528068 + Penalty 1210.757309 = -12335.770759 nChanged 18 SP:Iteration 1F (31.985597 sec): 3 clusters Score: Raw -13576.715660 + Penalty 1219.036922 = -12357.678738 nChanged 16 SP:Iteration 2F (31.986063 sec): 3 clusters Score: Raw -13604.979324 + Penalty 1227.391246 = -12377.588078 nChanged 8 SP:Iteration 3F (31.986522 sec): 3 clusters Score: Raw -13623.410704 + Penalty 1230.791386 = -12392.619318 nChanged 2 SP:Iteration 4Q (31.986972 sec): 3 clusters Score: Raw -13631.496052 + Penalty 1230.791386 = -12400.704666 nChanged 0 SP:Iteration 5F (31.987430 sec): 3 clusters Score: Raw -13631.496052 + Penalty 1230.791386 = -12400.704666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 64 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.988105 sec): 2 clusters Score: Raw -7368.765909 + Penalty 455.708469 = -6913.057440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.988456 sec): 3 clusters Score: Raw -7344.915401 + Penalty 908.959415 = -6435.955986 nChanged 12 SP:Iteration 1F (31.988801 sec): 3 clusters Score: Raw -7360.692496 + Penalty 908.436000 = -6452.256495 nChanged 4 SP:Iteration 2F (31.989147 sec): 3 clusters Score: Raw -7369.547269 + Penalty 910.019660 = -6459.527609 nChanged 2 SP:Iteration 3Q (31.989488 sec): 3 clusters Score: Raw -7370.386535 + Penalty 910.019660 = -6460.366875 nChanged 0 SP:Iteration 4F (31.989832 sec): 3 clusters Score: Raw -7370.386535 + Penalty 910.019660 = -6460.366875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.990334 sec): 2 clusters Score: Raw -1533.496601 + Penalty 349.305999 = -1184.190602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.990571 sec): 3 clusters Score: Raw -1523.409926 + Penalty 715.665308 = -807.744617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.991121 sec): 2 clusters Score: Raw -2282.116410 + Penalty 349.061682 = -1933.054728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.991374 sec): 3 clusters Score: Raw -2267.461797 + Penalty 701.295836 = -1566.165961 nChanged 1 SP:Iteration 1Q (31.991618 sec): 3 clusters Score: Raw -2268.721356 + Penalty 698.636056 = -1570.085300 nChanged 1 SP:Iteration 2Q (31.991864 sec): 3 clusters Score: Raw -2271.377398 + Penalty 698.636056 = -1572.741342 nChanged 0 SP:Iteration 3F (31.992113 sec): 3 clusters Score: Raw -2271.377398 + Penalty 698.636056 = -1572.741342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.992594 sec): 2 clusters Score: Raw -750.632759 + Penalty 289.936238 = -460.696521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.992815 sec): 3 clusters Score: Raw -753.195848 + Penalty 579.872476 = -173.323372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.993341 sec): 2 clusters Score: Raw -2602.842892 + Penalty 373.362573 = -2229.480319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.993597 sec): 3 clusters Score: Raw -2587.819349 + Penalty 734.639355 = -1853.179994 nChanged 4 SP:Iteration 1F (31.993850 sec): 3 clusters Score: Raw -2595.978947 + Penalty 734.639355 = -1861.339593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 70 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.995838 sec): 2 clusters Score: Raw -51040.272280 + Penalty 598.461328 = -50441.810952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.997034 sec): 3 clusters Score: Raw -50814.157127 + Penalty 1197.594946 = -49616.562182 nChanged 174 SP:Iteration 1F (31.998196 sec): 3 clusters Score: Raw -50937.290227 + Penalty 1197.499335 = -49739.790893 nChanged 40 SP:Iteration 2F (31.999356 sec): 3 clusters Score: Raw -50961.710952 + Penalty 1197.538204 = -49764.172748 nChanged 18 SP:Iteration 3Q (32.000509 sec): 3 clusters Score: Raw -50969.389924 + Penalty 1198.451576 = -49770.938348 nChanged 15 SP:Iteration 4Q (32.001679 sec): 3 clusters Score: Raw -50979.176109 + Penalty 1199.067116 = -49780.108993 nChanged 8 SP:Iteration 5Q (32.002834 sec): 3 clusters Score: Raw -50982.822755 + Penalty 1199.802417 = -49783.020339 nChanged 9 SP:Iteration 6Q (32.003990 sec): 3 clusters Score: Raw -50985.194839 + Penalty 1200.194979 = -49784.999860 nChanged 8 SP:Iteration 7Q (32.005144 sec): 3 clusters Score: Raw -50989.085975 + Penalty 1200.824172 = -49788.261803 nChanged 4 SP:Iteration 8Q (32.006311 sec): 3 clusters Score: Raw -50990.724507 + Penalty 1201.338522 = -49789.385984 nChanged 6 SP:Iteration 9Q (32.007465 sec): 3 clusters Score: Raw -50993.015967 + Penalty 1202.704509 = -49790.311458 nChanged 6 SP:Iteration 10F (32.008624 sec): 3 clusters Score: Raw -50994.895604 + Penalty 1203.415957 = -49791.479647 nChanged 4 SP:Iteration 11Q (32.009772 sec): 3 clusters Score: Raw -50999.410740 + Penalty 1203.747356 = -49795.663384 nChanged 10 SP:Iteration 12Q (32.010941 sec): 3 clusters Score: Raw -51007.790989 + Penalty 1204.978809 = -49802.812180 nChanged 7 SP:Iteration 13Q (32.012091 sec): 3 clusters Score: Raw -51010.353536 + Penalty 1207.411446 = -49802.942090 nChanged 9 SP:Iteration 14Q (32.013238 sec): 3 clusters Score: Raw -51014.554228 + Penalty 1209.264128 = -49805.290100 nChanged 10 SP:Iteration 15Q (32.014389 sec): 3 clusters Score: Raw -51018.960321 + Penalty 1213.983499 = -49804.976821 nChanged 15 SP:Iteration 16F (32.015566 sec): 3 clusters Score: Raw -51026.942827 + Penalty 1216.033588 = -49810.909240 nChanged 10 SP:Iteration 17Q (32.016749 sec): 3 clusters Score: Raw -51032.249539 + Penalty 1216.555960 = -49815.693579 nChanged 7 SP:Iteration 18Q (32.017896 sec): 3 clusters Score: Raw -51035.428517 + Penalty 1217.453599 = -49817.974918 nChanged 6 SP:Iteration 19Q (32.019060 sec): 3 clusters Score: Raw -51038.066767 + Penalty 1221.775489 = -49816.291278 nChanged 7 SP:Iteration 20F (32.020225 sec): 3 clusters Score: Raw -51042.104177 + Penalty 1223.084570 = -49819.019606 nChanged 7 SP:Iteration 21Q (32.021375 sec): 3 clusters Score: Raw -51046.736732 + Penalty 1222.582766 = -49824.153966 nChanged 4 SP:Iteration 22Q (32.022516 sec): 3 clusters Score: Raw -51048.959891 + Penalty 1221.472830 = -49827.487061 nChanged 3 SP:Iteration 23Q (32.023656 sec): 3 clusters Score: Raw -51049.312325 + Penalty 1221.132971 = -49828.179354 nChanged 2 SP:Iteration 24Q (32.024826 sec): 3 clusters Score: Raw -51049.608363 + Penalty 1221.132971 = -49828.475392 nChanged 0 SP:Iteration 25F (32.025986 sec): 3 clusters Score: Raw -51049.608363 + Penalty 1221.132971 = -49828.475392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.026493 sec): 2 clusters Score: Raw -658.824215 + Penalty 240.990437 = -417.833778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.026720 sec): 3 clusters Score: Raw -651.565355 + Penalty 478.729806 = -172.835549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.029206 sec): 2 clusters Score: Raw -39027.698887 + Penalty 501.925058 = -38525.773829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.030280 sec): 3 clusters Score: Raw -38798.408257 + Penalty 1004.287132 = -37794.121125 nChanged 138 SP:Iteration 1F (32.031312 sec): 3 clusters Score: Raw -38877.288549 + Penalty 1006.453310 = -37870.835239 nChanged 51 SP:Iteration 2F (32.032342 sec): 3 clusters Score: Raw -38912.372294 + Penalty 1008.081359 = -37904.290935 nChanged 37 SP:Iteration 3F (32.033369 sec): 3 clusters Score: Raw -38945.040966 + Penalty 1010.860964 = -37934.180002 nChanged 28 SP:Iteration 4F (32.034402 sec): 3 clusters Score: Raw -38973.930694 + Penalty 1022.921120 = -37951.009575 nChanged 24 SP:Iteration 5F (32.035440 sec): 3 clusters Score: Raw -39001.217043 + Penalty 1031.333082 = -37969.883961 nChanged 16 SP:Iteration 6Q (32.036450 sec): 3 clusters Score: Raw -39015.805543 + Penalty 1038.270468 = -37977.535074 nChanged 7 SP:Iteration 7Q (32.037425 sec): 3 clusters Score: Raw -39021.026970 + Penalty 1041.467127 = -37979.559843 nChanged 9 SP:Iteration 8Q (32.038348 sec): 3 clusters Score: Raw -39032.092671 + Penalty 1041.461612 = -37990.631059 nChanged 3 SP:Iteration 9Q (32.039263 sec): 3 clusters Score: Raw -39033.404769 + Penalty 1045.016887 = -37988.387882 nChanged 4 SP:Iteration 10F (32.040224 sec): 3 clusters Score: Raw -39035.894276 + Penalty 1046.153099 = -37989.741177 nChanged 1 SP:Iteration 11Q (32.041142 sec): 3 clusters Score: Raw -39036.327221 + Penalty 1047.739890 = -37988.587330 nChanged 1 SP:Iteration 12F (32.042103 sec): 3 clusters Score: Raw -39037.352440 + Penalty 1049.712663 = -37987.639777 nChanged 3 SP:Iteration 13F (32.043065 sec): 3 clusters Score: Raw -39039.089061 + Penalty 1049.712663 = -37989.376398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.044150 sec): 2 clusters Score: Raw -2575.859468 + Penalty 478.031793 = -2097.827675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.044411 sec): 3 clusters Score: Raw -2592.638122 + Penalty 953.000529 = -1639.637592 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 74 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.047940 sec): 2 clusters Score: Raw -93685.143796 + Penalty 1096.689871 = -92588.453925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.049861 sec): 3 clusters Score: Raw -93375.688157 + Penalty 2193.379937 = -91182.308220 nChanged 277 SP:Iteration 1F (32.051724 sec): 3 clusters Score: Raw -93634.878400 + Penalty 2193.389353 = -91441.489047 nChanged 77 SP:Iteration 2F (32.053603 sec): 3 clusters Score: Raw -93711.367979 + Penalty 2193.375164 = -91517.992814 nChanged 46 SP:Iteration 3Q (32.055442 sec): 3 clusters Score: Raw -93751.539629 + Penalty 2193.359413 = -91558.180216 nChanged 28 SP:Iteration 4Q (32.057273 sec): 3 clusters Score: Raw -93777.573602 + Penalty 2193.337917 = -91584.235685 nChanged 21 SP:Iteration 5Q (32.059093 sec): 3 clusters Score: Raw -93790.358633 + Penalty 2193.269013 = -91597.089620 nChanged 13 SP:Iteration 6Q (32.060915 sec): 3 clusters Score: Raw -93800.499624 + Penalty 2193.169831 = -91607.329793 nChanged 18 SP:Iteration 7Q (32.062721 sec): 3 clusters Score: Raw -93816.733353 + Penalty 2193.113980 = -91623.619373 nChanged 10 SP:Iteration 8Q (32.064533 sec): 3 clusters Score: Raw -93827.316451 + Penalty 2192.986721 = -91634.329730 nChanged 10 SP:Iteration 9Q (32.066350 sec): 3 clusters Score: Raw -93836.253667 + Penalty 2193.031663 = -91643.222004 nChanged 7 SP:Iteration 10F (32.068214 sec): 3 clusters Score: Raw -93841.557375 + Penalty 2192.967394 = -91648.589981 nChanged 7 SP:Iteration 11Q (32.070020 sec): 3 clusters Score: Raw -93845.360757 + Penalty 2192.877918 = -91652.482839 nChanged 6 SP:Iteration 12Q (32.071824 sec): 3 clusters Score: Raw -93849.270674 + Penalty 2192.840423 = -91656.430251 nChanged 9 SP:Iteration 13Q (32.073643 sec): 3 clusters Score: Raw -93857.849064 + Penalty 2192.780311 = -91665.068752 nChanged 10 SP:Iteration 14Q (32.075596 sec): 3 clusters Score: Raw -93868.959504 + Penalty 2192.610948 = -91676.348556 nChanged 20 SP:Iteration 15Q (32.077603 sec): 3 clusters Score: Raw -93890.674431 + Penalty 2192.486826 = -91698.187604 nChanged 16 SP:Iteration 16Q (32.079562 sec): 3 clusters Score: Raw -93909.468041 + Penalty 2192.363605 = -91717.104436 nChanged 15 SP:Iteration 17Q (32.081457 sec): 3 clusters Score: Raw -93937.923200 + Penalty 2192.209556 = -91745.713644 nChanged 13 SP:Iteration 18Q (32.083349 sec): 3 clusters Score: Raw -93954.084250 + Penalty 2192.209662 = -91761.874588 nChanged 11 SP:Iteration 19Q (32.085367 sec): 3 clusters Score: Raw -93963.823514 + Penalty 2192.115872 = -91771.707641 nChanged 11 SP:Iteration 20F (32.087491 sec): 3 clusters Score: Raw -93974.686586 + Penalty 2191.947794 = -91782.738792 nChanged 7 SP:Iteration 21Q (32.089438 sec): 3 clusters Score: Raw -93978.993633 + Penalty 2191.861376 = -91787.132257 nChanged 3 SP:Iteration 22Q (32.091219 sec): 3 clusters Score: Raw -93980.742416 + Penalty 2191.849078 = -91788.893338 nChanged 1 SP:Iteration 23Q (32.093024 sec): 3 clusters Score: Raw -93981.290886 + Penalty 2191.860142 = -91789.430744 nChanged 1 SP:Iteration 24Q (32.094815 sec): 3 clusters Score: Raw -93981.774805 + Penalty 2191.822504 = -91789.952301 nChanged 1 SP:Iteration 25Q (32.096595 sec): 3 clusters Score: Raw -93982.543636 + Penalty 2191.822504 = -91790.721132 nChanged 0 SP:Iteration 26F (32.098434 sec): 3 clusters Score: Raw -93982.543636 + Penalty 2191.822504 = -91790.721132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.099525 sec): 2 clusters Score: Raw -3362.557988 + Penalty 460.184038 = -2902.373950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.099806 sec): 3 clusters Score: Raw -3373.586750 + Penalty 913.598785 = -2459.987965 nChanged 2 SP:Iteration 1F (32.100077 sec): 3 clusters Score: Raw -3379.414177 + Penalty 913.598785 = -2465.815392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.101584 sec): 2 clusters Score: Raw -23245.479205 + Penalty 796.709320 = -22448.769885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.102275 sec): 3 clusters Score: Raw -23223.073687 + Penalty 1593.805212 = -21629.268475 nChanged 34 SP:Iteration 1F (32.102934 sec): 3 clusters Score: Raw -23286.707223 + Penalty 1593.821186 = -21692.886037 nChanged 14 SP:Iteration 2F (32.103589 sec): 3 clusters Score: Raw -23322.403565 + Penalty 1593.509962 = -21728.893604 nChanged 6 SP:Iteration 3Q (32.104227 sec): 3 clusters Score: Raw -23331.407590 + Penalty 1593.418640 = -21737.988950 nChanged 1 SP:Iteration 4Q (32.104861 sec): 3 clusters Score: Raw -23332.453958 + Penalty 1593.327254 = -21739.126704 nChanged 1 SP:Iteration 5Q (32.105487 sec): 3 clusters Score: Raw -23333.212237 + Penalty 1593.327254 = -21739.884983 nChanged 0 SP:Iteration 6F (32.106140 sec): 3 clusters Score: Raw -23333.212237 + Penalty 1593.327254 = -21739.884983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.107033 sec): 2 clusters Score: Raw -757.790536 + Penalty 258.513079 = -499.277457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.107260 sec): 3 clusters Score: Raw -746.872692 + Penalty 517.026157 = -229.846535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 78 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.108206 sec): 2 clusters Score: Raw -6746.703734 + Penalty 534.485024 = -6212.218710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.108543 sec): 3 clusters Score: Raw -6739.700460 + Penalty 1058.193384 = -5681.507076 nChanged 6 SP:Iteration 1F (32.108873 sec): 3 clusters Score: Raw -6751.152239 + Penalty 1056.797152 = -5694.355087 nChanged 2 SP:Iteration 2Q (32.109199 sec): 3 clusters Score: Raw -6752.327621 + Penalty 1053.774448 = -5698.553173 nChanged 2 SP:Iteration 3Q (32.109524 sec): 3 clusters Score: Raw -6755.308060 + Penalty 1046.491992 = -5708.816068 nChanged 4 SP:Iteration 4F (32.109853 sec): 3 clusters Score: Raw -6763.177940 + Penalty 1048.446973 = -5714.730968 nChanged 1 SP:Iteration 5Q (32.110180 sec): 3 clusters Score: Raw -6762.873394 + Penalty 1048.446973 = -5714.426421 nChanged 0 SP:Iteration 6F (32.110514 sec): 3 clusters Score: Raw -6762.873394 + Penalty 1048.446973 = -5714.426421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.111371 sec): 2 clusters Score: Raw -2516.658438 + Penalty 510.742294 = -2005.916143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.111626 sec): 3 clusters Score: Raw -2564.027785 + Penalty 1023.981530 = -1540.046255 nChanged 1 SP:Iteration 1Q (32.111868 sec): 3 clusters Score: Raw -2573.119394 + Penalty 1023.981530 = -1549.137864 nChanged 0 SP:Iteration 2F (32.112118 sec): 3 clusters Score: Raw -2573.119394 + Penalty 1023.981530 = -1549.137864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.112882 sec): 2 clusters Score: Raw -367.023556 + Penalty 153.618278 = -213.405277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.113076 sec): 2 clusters Score: Raw -367.023556 + Penalty 153.618278 = -213.405277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.114345 sec): 2 clusters Score: Raw -19529.803126 + Penalty 848.837196 = -18680.965930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.114936 sec): 3 clusters Score: Raw -19553.312336 + Penalty 1697.674951 = -17855.637385 nChanged 17 SP:Iteration 1F (32.115526 sec): 3 clusters Score: Raw -19605.070658 + Penalty 1697.689097 = -17907.381561 nChanged 6 SP:Iteration 2Q (32.116107 sec): 3 clusters Score: Raw -19621.941909 + Penalty 1697.696219 = -17924.245689 nChanged 1 SP:Iteration 3Q (32.116648 sec): 3 clusters Score: Raw -19622.389210 + Penalty 1697.696219 = -17924.692991 nChanged 0 SP:Iteration 4F (32.117208 sec): 3 clusters Score: Raw -19622.389210 + Penalty 1697.696219 = -17924.692991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.118122 sec): 2 clusters Score: Raw -833.774750 + Penalty 249.983091 = -583.791659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.118347 sec): 3 clusters Score: Raw -832.276909 + Penalty 496.408926 = -335.867983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.119160 sec): 2 clusters Score: Raw -2360.811173 + Penalty 400.202325 = -1960.608849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.119420 sec): 3 clusters Score: Raw -2362.921875 + Penalty 803.066450 = -1559.855426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.120673 sec): 2 clusters Score: Raw -17603.477000 + Penalty 673.029154 = -16930.447845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.121209 sec): 3 clusters Score: Raw -17573.762364 + Penalty 1345.800124 = -16227.962240 nChanged 25 SP:Iteration 1F (32.121735 sec): 3 clusters Score: Raw -17605.713443 + Penalty 1345.990506 = -16259.722937 nChanged 6 SP:Iteration 2Q (32.122256 sec): 3 clusters Score: Raw -17617.758560 + Penalty 1346.064361 = -16271.694200 nChanged 3 SP:Iteration 3Q (32.122775 sec): 3 clusters Score: Raw -17621.774851 + Penalty 1346.030404 = -16275.744447 nChanged 3 SP:Iteration 4Q (32.123300 sec): 3 clusters Score: Raw -17624.546213 + Penalty 1345.907643 = -16278.638570 nChanged 3 SP:Iteration 5Q (32.123826 sec): 3 clusters Score: Raw -17631.390119 + Penalty 1345.961857 = -16285.428262 nChanged 2 SP:Iteration 6Q (32.124340 sec): 3 clusters Score: Raw -17637.105083 + Penalty 1345.911191 = -16291.193892 nChanged 3 SP:Iteration 7Q (32.124846 sec): 3 clusters Score: Raw -17646.406012 + Penalty 1345.911191 = -16300.494821 nChanged 0 SP:Iteration 8F (32.125359 sec): 3 clusters Score: Raw -17646.406012 + Penalty 1345.911191 = -16300.494821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.126221 sec): 2 clusters Score: Raw -1055.338294 + Penalty 25.555598 = -1029.782696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.126434 sec): 3 clusters Score: Raw -1102.625028 + Penalty 51.111197 = -1051.513831 nChanged 0 Score: Raw -2751587.315450 + Penalty 208635.532683 = -2542951.782767 Splitting cluster 86 changes total score from -2528458.199207 to -2542951.782767 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.837881 sec): 2 clusters Score: Raw -533.344034 + Penalty 169.235111 = -364.108923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.838119 sec): 3 clusters Score: Raw -526.428177 + Penalty 296.249534 = -230.178644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.838931 sec): 2 clusters Score: Raw -787.282098 + Penalty 188.644466 = -598.637632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.839157 sec): 3 clusters Score: Raw -782.096906 + Penalty 401.233422 = -380.863484 nChanged 1 SP:Iteration 1F (34.839376 sec): 3 clusters Score: Raw -782.102928 + Penalty 401.233422 = -380.869506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.840232 sec): 2 clusters Score: Raw -1719.528795 + Penalty 384.446254 = -1335.082541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.840474 sec): 3 clusters Score: Raw -1721.575054 + Penalty 770.395494 = -951.179560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.841337 sec): 2 clusters Score: Raw -3930.750548 + Penalty 424.619613 = -3506.130935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.841632 sec): 3 clusters Score: Raw -3921.845688 + Penalty 848.794024 = -3073.051665 nChanged 4 SP:Iteration 1F (34.841918 sec): 3 clusters Score: Raw -3928.508998 + Penalty 838.404277 = -3090.104721 nChanged 3 SP:Iteration 2F (34.842201 sec): 3 clusters Score: Raw -3933.504484 + Penalty 838.404277 = -3095.100207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.843198 sec): 2 clusters Score: Raw -7376.354009 + Penalty 413.927462 = -6962.426547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.843559 sec): 3 clusters Score: Raw -7336.031539 + Penalty 823.830112 = -6512.201427 nChanged 12 SP:Iteration 1F (34.843913 sec): 3 clusters Score: Raw -7349.988860 + Penalty 821.518429 = -6528.470431 nChanged 3 SP:Iteration 2Q (34.844264 sec): 3 clusters Score: Raw -7354.140746 + Penalty 821.518429 = -6532.622317 nChanged 0 SP:Iteration 3F (34.844611 sec): 3 clusters Score: Raw -7354.140746 + Penalty 821.518429 = -6532.622317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.846399 sec): 2 clusters Score: Raw -31361.140361 + Penalty 733.838830 = -30627.301531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.847180 sec): 3 clusters Score: Raw -31233.509222 + Penalty 1466.706222 = -29766.802999 nChanged 78 SP:Iteration 1F (34.847960 sec): 3 clusters Score: Raw -31293.228701 + Penalty 1468.168758 = -29825.059942 nChanged 19 SP:Iteration 2F (34.848754 sec): 3 clusters Score: Raw -31317.670363 + Penalty 1469.508026 = -29848.162337 nChanged 13 SP:Iteration 3Q (34.849525 sec): 3 clusters Score: Raw -31325.907405 + Penalty 1470.622783 = -29855.284622 nChanged 4 SP:Iteration 4Q (34.850289 sec): 3 clusters Score: Raw -31330.429235 + Penalty 1471.346201 = -29859.083034 nChanged 5 SP:Iteration 5Q (34.851053 sec): 3 clusters Score: Raw -31335.669869 + Penalty 1472.401570 = -29863.268299 nChanged 5 SP:Iteration 6Q (34.851816 sec): 3 clusters Score: Raw -31338.504125 + Penalty 1472.694857 = -29865.809268 nChanged 2 SP:Iteration 7Q (34.852577 sec): 3 clusters Score: Raw -31340.430850 + Penalty 1472.741443 = -29867.689406 nChanged 1 SP:Iteration 8Q (34.853358 sec): 3 clusters Score: Raw -31340.754002 + Penalty 1472.678648 = -29868.075355 nChanged 1 SP:Iteration 9Q (34.854121 sec): 3 clusters Score: Raw -31341.074071 + Penalty 1472.920204 = -29868.153866 nChanged 2 SP:Iteration 10F (34.854897 sec): 3 clusters Score: Raw -31341.297553 + Penalty 1473.034937 = -29868.262616 nChanged 1 SP:Iteration 11Q (34.855660 sec): 3 clusters Score: Raw -31341.522374 + Penalty 1474.029359 = -29867.493015 nChanged 4 SP:Iteration 12F (34.856426 sec): 3 clusters Score: Raw -31342.700397 + Penalty 1474.161116 = -29868.539280 nChanged 1 SP:Iteration 13Q (34.857186 sec): 3 clusters Score: Raw -31343.274722 + Penalty 1475.314585 = -29867.960137 nChanged 3 SP:Iteration 14F (34.857972 sec): 3 clusters Score: Raw -31343.981810 + Penalty 1475.671541 = -29868.310268 nChanged 1 SP:Iteration 15Q (34.858745 sec): 3 clusters Score: Raw -31344.166308 + Penalty 1475.722381 = -29868.443927 nChanged 1 SP:Iteration 16Q (34.859541 sec): 3 clusters Score: Raw -31344.152659 + Penalty 1475.722381 = -29868.430278 nChanged 0 SP:Iteration 17F (34.860307 sec): 3 clusters Score: Raw -31344.152659 + Penalty 1475.722381 = -29868.430278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.861772 sec): 2 clusters Score: Raw -12164.080843 + Penalty 718.211343 = -11445.869500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.862199 sec): 3 clusters Score: Raw -12183.139916 + Penalty 1438.241203 = -10744.898713 nChanged 8 SP:Iteration 1F (34.862632 sec): 3 clusters Score: Raw -12201.266532 + Penalty 1438.118543 = -10763.147989 nChanged 2 SP:Iteration 2Q (34.863046 sec): 3 clusters Score: Raw -12214.740636 + Penalty 1437.591329 = -10777.149307 nChanged 1 SP:Iteration 3Q (34.863456 sec): 3 clusters Score: Raw -12217.599791 + Penalty 1437.591329 = -10780.008462 nChanged 0 SP:Iteration 4F (34.863892 sec): 3 clusters Score: Raw -12217.599791 + Penalty 1437.591329 = -10780.008462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.864887 sec): 2 clusters Score: Raw -446.633594 + Penalty 142.325752 = -304.307841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.865104 sec): 3 clusters Score: Raw -437.389592 + Penalty 292.160871 = -145.228722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.865853 sec): 2 clusters Score: Raw -82.123333 + Penalty 0.000000 = -82.123333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.866035 sec): 2 clusters Score: Raw -82.123333 + Penalty 0.000000 = -82.123333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.866904 sec): 2 clusters Score: Raw -4624.811052 + Penalty 497.398098 = -4127.412954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.867203 sec): 3 clusters Score: Raw -4605.525918 + Penalty 997.911830 = -3607.614088 nChanged 2 SP:Iteration 1Q (34.867504 sec): 3 clusters Score: Raw -4612.335181 + Penalty 997.911830 = -3614.423351 nChanged 0 SP:Iteration 2F (34.867800 sec): 3 clusters Score: Raw -4612.335181 + Penalty 997.911830 = -3614.423351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.868616 sec): 2 clusters Score: Raw -1028.642646 + Penalty 289.564518 = -739.078128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.868848 sec): 3 clusters Score: Raw -1025.752583 + Penalty 582.871641 = -442.880942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.869617 sec): 2 clusters Score: Raw -644.329403 + Penalty 213.819462 = -430.509941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.869837 sec): 3 clusters Score: Raw -635.444523 + Penalty 488.236927 = -147.207596 nChanged 1 SP:Iteration 1F (34.870052 sec): 3 clusters Score: Raw -635.466520 + Penalty 488.236927 = -147.229593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.870973 sec): 2 clusters Score: Raw -6160.939415 + Penalty 404.902168 = -5756.037247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.871310 sec): 3 clusters Score: Raw -6126.981041 + Penalty 805.917617 = -5321.063424 nChanged 8 SP:Iteration 1F (34.871654 sec): 3 clusters Score: Raw -6137.016652 + Penalty 798.264808 = -5338.751844 nChanged 6 SP:Iteration 2F (34.872014 sec): 3 clusters Score: Raw -6146.642531 + Penalty 802.460715 = -5344.181816 nChanged 5 SP:Iteration 3F (34.872340 sec): 3 clusters Score: Raw -6151.381010 + Penalty 814.863732 = -5336.517278 nChanged 3 SP:Iteration 4F (34.872668 sec): 3 clusters Score: Raw -6154.006533 + Penalty 763.090346 = -5390.916187 nChanged 4 SP:Iteration 5F (34.872996 sec): 3 clusters Score: Raw -6156.269523 + Penalty 716.414062 = -5439.855461 nChanged 2 SP:Iteration 6Q (34.873294 sec): 3 clusters Score: Raw -6158.671121 + Penalty 404.902168 = -5753.768953 nChanged 1 SP:Iteration 7Q (34.873573 sec): 2 clusters Score: Raw -6160.939415 + Penalty 404.902168 = -5756.037247 nChanged 0 SP:Iteration 8F (34.873852 sec): 2 clusters Score: Raw -6160.939415 + Penalty 404.902168 = -5756.037247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.874687 sec): 2 clusters Score: Raw -1205.891394 + Penalty 304.206558 = -901.684836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.874920 sec): 3 clusters Score: Raw -1204.798865 + Penalty 604.712584 = -600.086281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.876007 sec): 2 clusters Score: Raw -11625.554509 + Penalty 765.189798 = -10860.364711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.876444 sec): 3 clusters Score: Raw -11680.134088 + Penalty 1530.316217 = -10149.817871 nChanged 10 SP:Iteration 1F (34.876872 sec): 3 clusters Score: Raw -11724.672720 + Penalty 1530.313699 = -10194.359021 nChanged 2 SP:Iteration 2Q (34.877274 sec): 3 clusters Score: Raw -11731.139208 + Penalty 1530.313699 = -10200.825509 nChanged 0 SP:Iteration 3F (34.877700 sec): 3 clusters Score: Raw -11731.139208 + Penalty 1530.313699 = -10200.825509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.878539 sec): 2 clusters Score: Raw -1010.640592 + Penalty 251.464888 = -759.175704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.878769 sec): 3 clusters Score: Raw -1005.911483 + Penalty 502.900147 = -503.011336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.879510 sec): 2 clusters Score: Raw -156.909053 + Penalty 3.785588 = -153.123464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.879699 sec): 3 clusters Score: Raw -152.625698 + Penalty 7.571177 = -145.054521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.880460 sec): 2 clusters Score: Raw -539.110539 + Penalty 194.608252 = -344.502286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.880678 sec): 3 clusters Score: Raw -531.466335 + Penalty 397.036824 = -134.429512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.881732 sec): 2 clusters Score: Raw -10356.704989 + Penalty 449.637073 = -9907.067916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.882150 sec): 3 clusters Score: Raw -10306.741826 + Penalty 893.801439 = -9412.940387 nChanged 15 SP:Iteration 1F (34.882560 sec): 3 clusters Score: Raw -10322.185722 + Penalty 893.557184 = -9428.628537 nChanged 9 SP:Iteration 2F (34.882970 sec): 3 clusters Score: Raw -10333.915489 + Penalty 900.665220 = -9433.250269 nChanged 11 SP:Iteration 3F (34.883382 sec): 3 clusters Score: Raw -10347.361445 + Penalty 915.218766 = -9432.142678 nChanged 6 SP:Iteration 4F (34.883816 sec): 3 clusters Score: Raw -10351.756808 + Penalty 922.250248 = -9429.506560 nChanged 4 SP:Iteration 5F (34.884225 sec): 3 clusters Score: Raw -10355.372734 + Penalty 939.312012 = -9416.060722 nChanged 3 SP:Iteration 6F (34.884635 sec): 3 clusters Score: Raw -10360.119950 + Penalty 948.498739 = -9411.621211 nChanged 2 SP:Iteration 7F (34.885049 sec): 3 clusters Score: Raw -10362.379904 + Penalty 955.539447 = -9406.840456 nChanged 1 SP:Iteration 8F (34.885468 sec): 3 clusters Score: Raw -10363.164278 + Penalty 955.539447 = -9407.624831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.886310 sec): 2 clusters Score: Raw -743.898976 + Penalty 267.475987 = -476.422990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.886533 sec): 3 clusters Score: Raw -746.650768 + Penalty 521.786582 = -224.864186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.887386 sec): 2 clusters Score: Raw -3267.530471 + Penalty 489.277881 = -2778.252590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.887663 sec): 3 clusters Score: Raw -3297.781707 + Penalty 978.228346 = -2319.553361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.888574 sec): 2 clusters Score: Raw -5763.330185 + Penalty 621.254710 = -5142.075475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.888889 sec): 3 clusters Score: Raw -5778.207110 + Penalty 1243.153385 = -4535.053725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.890003 sec): 2 clusters Score: Raw -12670.566705 + Penalty 709.510090 = -11961.056616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.890440 sec): 3 clusters Score: Raw -12663.574499 + Penalty 1418.714776 = -11244.859722 nChanged 11 SP:Iteration 1F (34.890879 sec): 3 clusters Score: Raw -12691.190268 + Penalty 1418.465878 = -11272.724390 nChanged 2 SP:Iteration 2Q (34.891304 sec): 3 clusters Score: Raw -12694.757191 + Penalty 1418.474915 = -11276.282275 nChanged 1 SP:Iteration 3Q (34.891746 sec): 3 clusters Score: Raw -12697.672283 + Penalty 1418.424378 = -11279.247905 nChanged 1 SP:Iteration 4Q (34.892173 sec): 3 clusters Score: Raw -12698.862947 + Penalty 1418.424378 = -11280.438569 nChanged 0 SP:Iteration 5F (34.892605 sec): 3 clusters Score: Raw -12698.862947 + Penalty 1418.424378 = -11280.438569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.893439 sec): 2 clusters Score: Raw -524.209066 + Penalty 163.614079 = -360.594987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.893656 sec): 3 clusters Score: Raw -530.697240 + Penalty 320.426227 = -210.271014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.894420 sec): 2 clusters Score: Raw -622.688777 + Penalty 191.290990 = -431.397787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.894641 sec): 3 clusters Score: Raw -615.138737 + Penalty 394.513928 = -220.624809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.895386 sec): 2 clusters Score: Raw -178.506869 + Penalty 77.768406 = -100.738462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.895593 sec): 3 clusters Score: Raw -169.610970 + Penalty 155.536813 = -14.074157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.896408 sec): 2 clusters Score: Raw -1041.855216 + Penalty 325.316881 = -716.538335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.896640 sec): 3 clusters Score: Raw -1041.293949 + Penalty 646.092155 = -395.201795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.897421 sec): 2 clusters Score: Raw -628.951898 + Penalty 201.357026 = -427.594872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.897641 sec): 3 clusters Score: Raw -626.057587 + Penalty 405.358496 = -220.699091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.898412 sec): 2 clusters Score: Raw -913.468104 + Penalty 252.945078 = -660.523027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.898637 sec): 3 clusters Score: Raw -905.880677 + Penalty 510.492944 = -395.387733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 123 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.899503 sec): 2 clusters Score: Raw -4136.797099 + Penalty 390.105519 = -3746.691580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.899799 sec): 3 clusters Score: Raw -4114.021015 + Penalty 779.614524 = -3334.406490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.900565 sec): 2 clusters Score: Raw -463.740882 + Penalty 179.069209 = -284.671673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.900779 sec): 3 clusters Score: Raw -454.386186 + Penalty 333.907517 = -120.478669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.901662 sec): 2 clusters Score: Raw -4933.429395 + Penalty 553.503873 = -4379.925522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.901960 sec): 3 clusters Score: Raw -4935.730692 + Penalty 1107.356497 = -3828.374195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.902752 sec): 2 clusters Score: Raw -534.994355 + Penalty 180.590904 = -354.403452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.902971 sec): 3 clusters Score: Raw -529.114634 + Penalty 361.181808 = -167.932826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.903732 sec): 2 clusters Score: Raw -663.592996 + Penalty 249.090003 = -414.502993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.903951 sec): 3 clusters Score: Raw -653.746729 + Penalty 495.947168 = -157.799562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.904749 sec): 2 clusters Score: Raw -1511.804678 + Penalty 354.668446 = -1157.136232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.904987 sec): 3 clusters Score: Raw -1510.206306 + Penalty 704.039343 = -806.166963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.905771 sec): 2 clusters Score: Raw -1027.802884 + Penalty 270.169739 = -757.633145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.906021 sec): 3 clusters Score: Raw -1021.961507 + Penalty 545.647221 = -476.314286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.906807 sec): 2 clusters Score: Raw -864.481287 + Penalty 296.302409 = -568.178878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.907033 sec): 3 clusters Score: Raw -861.327652 + Penalty 592.939706 = -268.387946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.907835 sec): 2 clusters Score: Raw -1211.982940 + Penalty 267.127922 = -944.855018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.908067 sec): 3 clusters Score: Raw -1203.525962 + Penalty 547.879928 = -655.646034 nChanged 1 SP:Iteration 1F (34.908299 sec): 3 clusters Score: Raw -1205.940095 + Penalty 547.879928 = -658.060166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.909077 sec): 2 clusters Score: Raw -465.004514 + Penalty 195.086650 = -269.917864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.909295 sec): 3 clusters Score: Raw -456.031060 + Penalty 388.225183 = -67.805877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.910071 sec): 2 clusters Score: Raw -732.255303 + Penalty 234.772477 = -497.482826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.910293 sec): 3 clusters Score: Raw -726.176420 + Penalty 472.301903 = -253.874517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.911091 sec): 2 clusters Score: Raw -1908.184439 + Penalty 417.105631 = -1491.078808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.911340 sec): 3 clusters Score: Raw -1911.914811 + Penalty 840.175306 = -1071.739505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.912147 sec): 2 clusters Score: Raw -261.762209 + Penalty 89.112990 = -172.649219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.912354 sec): 3 clusters Score: Raw -257.578001 + Penalty 175.028611 = -82.549390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.913365 sec): 2 clusters Score: Raw -8888.264583 + Penalty 470.889674 = -8417.374909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.913753 sec): 3 clusters Score: Raw -8862.216652 + Penalty 939.808602 = -7922.408049 nChanged 18 SP:Iteration 1F (34.914134 sec): 3 clusters Score: Raw -8884.372610 + Penalty 937.386747 = -7946.985863 nChanged 5 SP:Iteration 2F (34.914514 sec): 3 clusters Score: Raw -8894.778143 + Penalty 935.320301 = -7959.457843 nChanged 4 SP:Iteration 3Q (34.914890 sec): 3 clusters Score: Raw -8898.257299 + Penalty 934.923241 = -7963.334057 nChanged 3 SP:Iteration 4Q (34.915266 sec): 3 clusters Score: Raw -8900.150045 + Penalty 929.029196 = -7971.120849 nChanged 3 SP:Iteration 5Q (34.915641 sec): 3 clusters Score: Raw -8902.894007 + Penalty 935.178504 = -7967.715502 nChanged 3 SP:Iteration 6F (34.916024 sec): 3 clusters Score: Raw -8903.813277 + Penalty 943.733335 = -7960.079942 nChanged 2 SP:Iteration 7F (34.916407 sec): 3 clusters Score: Raw -8904.492858 + Penalty 940.117255 = -7964.375602 nChanged 1 SP:Iteration 8Q (34.916782 sec): 3 clusters Score: Raw -8904.928325 + Penalty 940.117255 = -7964.811070 nChanged 0 SP:Iteration 9F (34.917193 sec): 3 clusters Score: Raw -8904.928325 + Penalty 940.117255 = -7964.811070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.918031 sec): 2 clusters Score: Raw -675.183334 + Penalty 44.146713 = -631.036621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.918253 sec): 3 clusters Score: Raw -702.585573 + Penalty 92.364629 = -610.220944 nChanged 1 SP:Iteration 1F (34.918468 sec): 3 clusters Score: Raw -709.060156 + Penalty 92.364629 = -616.695527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 144 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.919255 sec): 2 clusters Score: Raw -1217.465359 + Penalty 340.161534 = -877.303825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.919488 sec): 3 clusters Score: Raw -1223.891841 + Penalty 682.320705 = -541.571136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.920519 sec): 2 clusters Score: Raw -10243.719373 + Penalty 681.387605 = -9562.331768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.920922 sec): 3 clusters Score: Raw -10256.806928 + Penalty 1362.271336 = -8894.535592 nChanged 8 SP:Iteration 1F (34.921317 sec): 3 clusters Score: Raw -10277.200407 + Penalty 1364.678864 = -8912.521543 nChanged 6 SP:Iteration 2F (34.921720 sec): 3 clusters Score: Raw -10285.479520 + Penalty 1364.016591 = -8921.462929 nChanged 1 SP:Iteration 3Q (34.922098 sec): 3 clusters Score: Raw -10287.856661 + Penalty 1364.016591 = -8923.840070 nChanged 0 SP:Iteration 4F (34.922491 sec): 3 clusters Score: Raw -10287.856661 + Penalty 1364.016591 = -8923.840070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.923404 sec): 2 clusters Score: Raw -3827.418238 + Penalty 446.510708 = -3380.907530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.923686 sec): 3 clusters Score: Raw -3809.487830 + Penalty 890.415082 = -2919.072748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.924451 sec): 2 clusters Score: Raw -279.450978 + Penalty 139.103737 = -140.347241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.924646 sec): 2 clusters Score: Raw -279.450978 + Penalty 139.103737 = -140.347241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.925547 sec): 2 clusters Score: Raw -5337.683502 + Penalty 479.585803 = -4858.097699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.925863 sec): 3 clusters Score: Raw -5319.086066 + Penalty 963.609173 = -4355.476894 nChanged 5 SP:Iteration 1F (34.926184 sec): 3 clusters Score: Raw -5325.852936 + Penalty 965.584658 = -4360.268278 nChanged 1 SP:Iteration 2Q (34.926489 sec): 3 clusters Score: Raw -5327.008982 + Penalty 968.850122 = -4358.158860 nChanged 2 SP:Iteration 3F (34.926796 sec): 3 clusters Score: Raw -5328.440650 + Penalty 972.228797 = -4356.211853 nChanged 1 SP:Iteration 4F (34.927102 sec): 3 clusters Score: Raw -5329.904371 + Penalty 971.467616 = -4358.436755 nChanged 1 SP:Iteration 5Q (34.927406 sec): 3 clusters Score: Raw -5334.603131 + Penalty 971.467616 = -4363.135515 nChanged 0 SP:Iteration 6F (34.927713 sec): 3 clusters Score: Raw -5334.603131 + Penalty 971.467616 = -4363.135515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.928528 sec): 2 clusters Score: Raw -845.803609 + Penalty 255.959386 = -589.844223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.928777 sec): 3 clusters Score: Raw -835.923150 + Penalty 510.613989 = -325.309161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.929937 sec): 2 clusters Score: Raw -16425.617263 + Penalty 785.024825 = -15640.592438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.930437 sec): 3 clusters Score: Raw -16426.349346 + Penalty 1568.895510 = -14857.453835 nChanged 12 SP:Iteration 1F (34.930947 sec): 3 clusters Score: Raw -16449.632108 + Penalty 1566.941269 = -14882.690838 nChanged 6 SP:Iteration 2Q (34.931434 sec): 3 clusters Score: Raw -16463.919974 + Penalty 1565.587711 = -14898.332263 nChanged 5 SP:Iteration 3Q (34.931946 sec): 3 clusters Score: Raw -16476.395612 + Penalty 1566.023158 = -14910.372454 nChanged 3 SP:Iteration 4Q (34.932432 sec): 3 clusters Score: Raw -16481.143400 + Penalty 1565.433689 = -14915.709711 nChanged 3 SP:Iteration 5Q (34.932914 sec): 3 clusters Score: Raw -16485.183266 + Penalty 1565.512017 = -14919.671248 nChanged 2 SP:Iteration 6Q (34.933394 sec): 3 clusters Score: Raw -16490.549374 + Penalty 1565.512017 = -14925.037356 nChanged 0 SP:Iteration 7F (34.933888 sec): 3 clusters Score: Raw -16490.549374 + Penalty 1565.512017 = -14925.037356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.934734 sec): 2 clusters Score: Raw -884.935524 + Penalty 305.627558 = -579.307966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.934959 sec): 3 clusters Score: Raw -868.170118 + Penalty 608.860752 = -259.309365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.935848 sec): 2 clusters Score: Raw -4522.512901 + Penalty 508.929289 = -4013.583612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.936146 sec): 3 clusters Score: Raw -4525.221506 + Penalty 1018.024526 = -3507.196980 nChanged 1 SP:Iteration 1Q (34.936431 sec): 3 clusters Score: Raw -4527.620730 + Penalty 1018.024526 = -3509.596204 nChanged 0 SP:Iteration 2F (34.936719 sec): 3 clusters Score: Raw -4527.620730 + Penalty 1018.024526 = -3509.596204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 156 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.937531 sec): 2 clusters Score: Raw -1530.404937 + Penalty 339.407180 = -1190.997757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.937769 sec): 3 clusters Score: Raw -1527.620068 + Penalty 671.406495 = -856.213573 nChanged 1 SP:Iteration 1F (34.938002 sec): 3 clusters Score: Raw -1528.317832 + Penalty 671.406495 = -856.911338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.938780 sec): 2 clusters Score: Raw -562.472382 + Penalty 220.305266 = -342.167116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.938997 sec): 3 clusters Score: Raw -550.305349 + Penalty 437.323922 = -112.981427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.939780 sec): 2 clusters Score: Raw -1411.463007 + Penalty 307.601026 = -1103.861980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.940016 sec): 3 clusters Score: Raw -1399.209427 + Penalty 648.055658 = -751.153769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.940864 sec): 2 clusters Score: Raw -2480.233863 + Penalty 449.709991 = -2030.523873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.941119 sec): 3 clusters Score: Raw -2477.682819 + Penalty 899.258434 = -1578.424386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.941924 sec): 2 clusters Score: Raw -907.141351 + Penalty 21.090950 = -886.050401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.942139 sec): 3 clusters Score: Raw -931.686901 + Penalty 41.882962 = -889.803939 nChanged 1 SP:Iteration 1F (34.942347 sec): 3 clusters Score: Raw -937.405869 + Penalty 41.882962 = -895.522906 nChanged 0 Score: Raw -2751617.424566 + Penalty 208719.841775 = -2542897.582791 Splitting cluster 160 changes total score from -2528458.199207 to -2542897.582791 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.689196 sec): 2 clusters Score: Raw -437.819465 + Penalty 155.770692 = -282.048773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.689449 sec): 3 clusters Score: Raw -434.663270 + Penalty 308.455280 = -126.207990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.690249 sec): 2 clusters Score: Raw -277.882763 + Penalty 159.033323 = -118.849440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.690459 sec): 3 clusters Score: Raw -268.175520 + Penalty 323.808741 = 55.633222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.691219 sec): 2 clusters Score: Raw -534.512704 + Penalty 172.266293 = -362.246410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.691435 sec): 3 clusters Score: Raw -529.800291 + Penalty 172.266293 = -357.533998 nChanged 1 SP:Iteration 1F (37.691631 sec): 2 clusters Score: Raw -534.512704 + Penalty 172.266293 = -362.246410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.692379 sec): 2 clusters Score: Raw -175.716912 + Penalty 58.968323 = -116.748589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.692572 sec): 2 clusters Score: Raw -175.716912 + Penalty 58.968323 = -116.748589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.693321 sec): 2 clusters Score: Raw -182.490178 + Penalty 89.404770 = -93.085408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.693514 sec): 2 clusters Score: Raw -182.490178 + Penalty 89.404770 = -93.085408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 172 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.694369 sec): 2 clusters Score: Raw -2538.591590 + Penalty 461.534559 = -2077.057031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.694627 sec): 3 clusters Score: Raw -2543.600012 + Penalty 923.390030 = -1620.209982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.695486 sec): 2 clusters Score: Raw -3985.731654 + Penalty 541.139968 = -3444.591686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.695770 sec): 3 clusters Score: Raw -3997.315760 + Penalty 1085.981202 = -2911.334558 nChanged 1 SP:Iteration 1Q (37.696040 sec): 3 clusters Score: Raw -4003.049254 + Penalty 1085.981202 = -2917.068052 nChanged 0 SP:Iteration 2F (37.696354 sec): 3 clusters Score: Raw -4003.049254 + Penalty 1085.981202 = -2917.068052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.697115 sec): 2 clusters Score: Raw -81.497278 + Penalty 0.000000 = -81.497278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.697300 sec): 2 clusters Score: Raw -81.497278 + Penalty 0.000000 = -81.497278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 176 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.698084 sec): 2 clusters Score: Raw -743.271952 + Penalty 255.344447 = -487.927505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.698306 sec): 3 clusters Score: Raw -739.027432 + Penalty 510.688893 = -228.338539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.699157 sec): 2 clusters Score: Raw -3612.590471 + Penalty 540.747411 = -3071.843060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.699437 sec): 3 clusters Score: Raw -3636.266396 + Penalty 1079.970994 = -2556.295402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.700189 sec): 2 clusters Score: Raw -168.347444 + Penalty 43.835691 = -124.511753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.700381 sec): 2 clusters Score: Raw -168.347444 + Penalty 43.835691 = -124.511753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.701277 sec): 2 clusters Score: Raw -5768.059987 + Penalty 573.205294 = -5194.854693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.701594 sec): 3 clusters Score: Raw -5776.347575 + Penalty 1147.230104 = -4629.117471 nChanged 1 SP:Iteration 1Q (37.701898 sec): 3 clusters Score: Raw -5780.301676 + Penalty 1147.230104 = -4633.071572 nChanged 0 SP:Iteration 2F (37.702211 sec): 3 clusters Score: Raw -5780.301676 + Penalty 1147.230104 = -4633.071572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 180 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.703026 sec): 2 clusters Score: Raw -1052.023133 + Penalty 325.745824 = -726.277309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.703254 sec): 3 clusters Score: Raw -1049.687685 + Penalty 647.343467 = -402.344218 nChanged 1 SP:Iteration 1F (37.703477 sec): 3 clusters Score: Raw -1049.779725 + Penalty 647.343467 = -402.436258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.704234 sec): 2 clusters Score: Raw -369.466272 + Penalty 152.188463 = -217.277808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.704447 sec): 3 clusters Score: Raw -358.503889 + Penalty 316.203830 = -42.300059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.705209 sec): 2 clusters Score: Raw -643.745106 + Penalty 204.056275 = -439.688831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.705430 sec): 3 clusters Score: Raw -633.486141 + Penalty 415.021086 = -218.465055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.706186 sec): 2 clusters Score: Raw -469.968741 + Penalty 182.262389 = -287.706352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.706429 sec): 3 clusters Score: Raw -454.598888 + Penalty 359.084608 = -95.514280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.707225 sec): 2 clusters Score: Raw -749.818478 + Penalty 264.490515 = -485.327963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.707449 sec): 3 clusters Score: Raw -739.161766 + Penalty 522.856907 = -216.304858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.708214 sec): 2 clusters Score: Raw -584.412102 + Penalty 241.579509 = -342.832594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.708432 sec): 3 clusters Score: Raw -566.302436 + Penalty 483.159017 = -83.143419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.709189 sec): 2 clusters Score: Raw -485.936986 + Penalty 221.987187 = -263.949800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.709406 sec): 3 clusters Score: Raw -467.206338 + Penalty 445.518704 = -21.687634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 189 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.710162 sec): 2 clusters Score: Raw -580.208535 + Penalty 238.280594 = -341.927941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.710382 sec): 3 clusters Score: Raw -564.006743 + Penalty 476.561189 = -87.445554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.711137 sec): 2 clusters Score: Raw -182.434716 + Penalty 88.226107 = -94.208609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.711346 sec): 3 clusters Score: Raw -172.223821 + Penalty 176.452214 = 4.228393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 191 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.712156 sec): 2 clusters Score: Raw -2059.762407 + Penalty 386.120589 = -1673.641818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.712404 sec): 3 clusters Score: Raw -2053.210856 + Penalty 771.980042 = -1281.230815 nChanged 1 SP:Iteration 1Q (37.712645 sec): 3 clusters Score: Raw -2055.357377 + Penalty 771.980042 = -1283.377335 nChanged 0 SP:Iteration 2F (37.712888 sec): 3 clusters Score: Raw -2055.357377 + Penalty 771.980042 = -1283.377335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.713657 sec): 2 clusters Score: Raw -720.655792 + Penalty 205.048015 = -515.607777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.713878 sec): 3 clusters Score: Raw -718.794740 + Penalty 410.096030 = -308.698710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 193 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.714687 sec): 2 clusters Score: Raw -2164.330458 + Penalty 420.209607 = -1744.120850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.714939 sec): 3 clusters Score: Raw -2155.339494 + Penalty 838.330471 = -1317.009023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.715760 sec): 2 clusters Score: Raw -1738.067085 + Penalty 258.109941 = -1479.957145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.716007 sec): 3 clusters Score: Raw -1735.623867 + Penalty 510.285637 = -1225.338230 nChanged 1 SP:Iteration 1Q (37.716268 sec): 3 clusters Score: Raw -1738.036052 + Penalty 507.878612 = -1230.157440 nChanged 1 SP:Iteration 2Q (37.716510 sec): 3 clusters Score: Raw -1739.142878 + Penalty 509.409002 = -1229.733876 nChanged 1 SP:Iteration 3F (37.716750 sec): 3 clusters Score: Raw -1740.272000 + Penalty 509.409002 = -1230.862998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.717517 sec): 2 clusters Score: Raw -281.713518 + Penalty 145.150376 = -136.563142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.717728 sec): 3 clusters Score: Raw -268.117386 + Penalty 289.580572 = 21.463186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.718476 sec): 2 clusters Score: Raw -273.983796 + Penalty 125.494075 = -148.489721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.718687 sec): 3 clusters Score: Raw -264.129432 + Penalty 242.817775 = -21.311657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.719498 sec): 2 clusters Score: Raw -2541.288515 + Penalty 483.328926 = -2057.959589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.719757 sec): 3 clusters Score: Raw -2565.068767 + Penalty 969.953901 = -1595.114866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.720528 sec): 2 clusters Score: Raw -179.757687 + Penalty 80.863475 = -98.894212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.720737 sec): 3 clusters Score: Raw -169.875346 + Penalty 161.726950 = -8.148395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.721505 sec): 2 clusters Score: Raw -682.222013 + Penalty 252.281157 = -429.940856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.721727 sec): 3 clusters Score: Raw -663.144800 + Penalty 506.485936 = -156.658864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.722477 sec): 2 clusters Score: Raw -277.885248 + Penalty 133.106233 = -144.779015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.722687 sec): 3 clusters Score: Raw -266.564326 + Penalty 264.537361 = -2.026965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 205 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.723451 sec): 2 clusters Score: Raw -673.274032 + Penalty 263.943078 = -409.330954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.723670 sec): 3 clusters Score: Raw -663.691471 + Penalty 263.943078 = -399.748393 nChanged 1 SP:Iteration 1F (37.723869 sec): 2 clusters Score: Raw -673.274032 + Penalty 263.943078 = -409.330954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.724626 sec): 2 clusters Score: Raw -76.754170 + Penalty 0.000000 = -76.754170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.724806 sec): 2 clusters Score: Raw -76.754170 + Penalty 0.000000 = -76.754170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.725556 sec): 2 clusters Score: Raw -177.148053 + Penalty 71.194715 = -105.953338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.725768 sec): 2 clusters Score: Raw -177.148053 + Penalty 71.194715 = -105.953338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.726516 sec): 2 clusters Score: Raw -174.491480 + Penalty 74.957694 = -99.533786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.726717 sec): 3 clusters Score: Raw -169.499431 + Penalty 149.915388 = -19.584043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.727455 sec): 2 clusters Score: Raw -83.855330 + Penalty 0.000000 = -83.855330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.727643 sec): 2 clusters Score: Raw -83.855330 + Penalty 0.000000 = -83.855330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.728395 sec): 2 clusters Score: Raw -448.060971 + Penalty 158.258633 = -289.802338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.728612 sec): 3 clusters Score: Raw -443.366250 + Penalty 331.755920 = -111.610330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.729387 sec): 2 clusters Score: Raw -358.611773 + Penalty 144.989858 = -213.621915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.729601 sec): 3 clusters Score: Raw -351.918997 + Penalty 289.979716 = -61.939280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 215 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.730348 sec): 2 clusters Score: Raw -280.632525 + Penalty 125.319099 = -155.313426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.730544 sec): 2 clusters Score: Raw -280.632525 + Penalty 125.319099 = -155.313426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 216 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.731295 sec): 2 clusters Score: Raw -478.915908 + Penalty 221.401619 = -257.514289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.731512 sec): 3 clusters Score: Raw -465.486034 + Penalty 450.541707 = -14.944327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.732266 sec): 2 clusters Score: Raw -370.825717 + Penalty 157.312519 = -213.513197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.732481 sec): 3 clusters Score: Raw -358.189886 + Penalty 314.625039 = -43.564847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 218 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.733257 sec): 2 clusters Score: Raw -585.389987 + Penalty 246.426483 = -338.963504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.733475 sec): 3 clusters Score: Raw -567.226787 + Penalty 499.006249 = -68.220537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.734228 sec): 2 clusters Score: Raw -377.520620 + Penalty 179.477076 = -198.043544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.734424 sec): 2 clusters Score: Raw -377.520620 + Penalty 179.477076 = -198.043544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.735167 sec): 2 clusters Score: Raw -177.559197 + Penalty 73.287857 = -104.271340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.735395 sec): 3 clusters Score: Raw -168.626585 + Penalty 146.575713 = -22.050872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.736144 sec): 2 clusters Score: Raw -180.607393 + Penalty 75.301753 = -105.305640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.736337 sec): 2 clusters Score: Raw -180.607393 + Penalty 75.301753 = -105.305640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.737090 sec): 2 clusters Score: Raw -179.889349 + Penalty 87.139561 = -92.749788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.737283 sec): 2 clusters Score: Raw -179.889349 + Penalty 87.139561 = -92.749788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 235 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.738042 sec): 2 clusters Score: Raw -376.463109 + Penalty 170.977138 = -205.485971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.738256 sec): 3 clusters Score: Raw -362.360511 + Penalty 341.954275 = -20.406236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 239 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.739052 sec): 2 clusters Score: Raw -1667.833851 + Penalty 155.747318 = -1512.086533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.739302 sec): 3 clusters Score: Raw -1676.364675 + Penalty 311.463478 = -1364.901197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 242 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.740067 sec): 2 clusters Score: Raw -429.938574 + Penalty 140.243914 = -289.694660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.740279 sec): 3 clusters Score: Raw -427.333005 + Penalty 229.670165 = -197.662840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 244 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.741030 sec): 2 clusters Score: Raw -281.236155 + Penalty 143.566241 = -137.669914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.741243 sec): 3 clusters Score: Raw -268.323346 + Penalty 285.541442 = 17.218096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 247 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.741999 sec): 2 clusters Score: Raw -230.075060 + Penalty 8.788898 = -221.286161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.742181 sec): 2 clusters Score: Raw -230.075060 + Penalty 8.788898 = -221.286161 nChanged 0 Deleting Class 188 (5 points): Lose 19.833609 but Gain 1434.532402 Iteration 20F (40.508403 sec): 184 clusters Score: Raw -2737163.431091 + Penalty 207302.736118 = -2529860.694973 nChanged 73 Deleting Class 42 (19 points): Lose 110.612994 but Gain 1522.691529 Iteration 21Q (40.733562 sec): 183 clusters Score: Raw -2737106.244478 + Penalty 205818.018589 = -2531288.225889 nChanged 72 Deleting Class 152 (9 points): Lose 34.576870 but Gain 1446.687557 Iteration 22Q (40.956338 sec): 182 clusters Score: Raw -2737137.730631 + Penalty 204409.205279 = -2532728.525352 nChanged 66 Deleting Class 218 (6 points): Lose 20.400342 but Gain 1430.422565 Iteration 23Q (41.175155 sec): 181 clusters Score: Raw -2737160.958615 + Penalty 203014.761343 = -2534146.197272 nChanged 44 Deleting Class 199 (26 points): Lose 133.517473 but Gain 1542.891980 Iteration 24Q (41.395270 sec): 180 clusters Score: Raw -2737063.804532 + Penalty 201571.175875 = -2535492.628657 nChanged 64 Deleting Class 79 (26 points): Lose 223.523243 but Gain 1630.401467 Iteration 25Q (41.611998 sec): 179 clusters Score: Raw -2736924.626135 + Penalty 200005.538639 = -2536919.087496 nChanged 67 Deleting Class 216 (5 points): Lose 27.983191 but Gain 1430.748333 Iteration 26Q (41.827358 sec): 178 clusters Score: Raw -2736992.782080 + Penalty 198598.331589 = -2538394.450492 nChanged 56 Deleting Class 164 (3 points): Lose 105.533145 but Gain 1505.567963 Iteration 27Q (42.040751 sec): 177 clusters Score: Raw -2736935.699818 + Penalty 197120.864341 = -2539814.835477 nChanged 69 Deleting Class 114 (56 points): Lose 222.818958 but Gain 1605.175590 Iteration 28Q (42.262175 sec): 176 clusters Score: Raw -2736748.882245 + Penalty 195637.858024 = -2541111.024221 nChanged 108 Deleting Class 73 (30 points): Lose 159.857184 but Gain 1536.204801 Iteration 29Q (42.486543 sec): 175 clusters Score: Raw -2736719.410394 + Penalty 194157.905511 = -2542561.504883 nChanged 92 Deleting Class 186 (6 points): Lose 25.907646 but Gain 1402.287517 Iteration 30F (45.081297 sec): 174 clusters Score: Raw -2736779.919528 + Penalty 192797.239829 = -2543982.679699 nChanged 74 Deleting Class 132 (10 points): Lose 45.856284 but Gain 1419.272608 Iteration 31Q (45.296345 sec): 173 clusters Score: Raw -2736788.593337 + Penalty 191389.556963 = -2545399.036374 nChanged 64 Deleting Class 189 (6 points): Lose 17.103086 but Gain 1383.138433 Iteration 32Q (45.510759 sec): 172 clusters Score: Raw -2736815.845070 + Penalty 190047.623617 = -2546768.221453 nChanged 53 Deleting Class 172 (26 points): Lose 125.428114 but Gain 1486.110601 Iteration 33Q (45.721036 sec): 171 clusters Score: Raw -2736728.821065 + Penalty 188647.368761 = -2548081.452304 nChanged 79 Deleting Class 159 (22 points): Lose 90.311340 but Gain 1449.134354 Iteration 34Q (45.945444 sec): 170 clusters Score: Raw -2736722.793782 + Penalty 187227.048302 = -2549495.745480 nChanged 75 Deleting Class 205 (7 points): Lose 52.749655 but Gain 1410.730893 Iteration 35Q (46.164354 sec): 169 clusters Score: Raw -2736737.413296 + Penalty 185900.257347 = -2550837.155949 nChanged 57 Deleting Class 196 (3 points): Lose 17.004866 but Gain 1374.138144 Iteration 36Q (46.380424 sec): 168 clusters Score: Raw -2736761.214271 + Penalty 184504.126183 = -2552257.088088 nChanged 53 Deleting Class 51 (12 points): Lose 63.015314 but Gain 1415.440699 Iteration 37Q (46.594601 sec): 167 clusters Score: Raw -2736739.095383 + Penalty 183125.906135 = -2553613.189248 nChanged 62 Deleting Class 177 (37 points): Lose 206.245583 but Gain 1557.519582 Iteration 38Q (46.809071 sec): 166 clusters Score: Raw -2736592.780869 + Penalty 181712.783365 = -2554879.997503 nChanged 71 Deleting Class 119 (11 points): Lose 62.807660 but Gain 1411.019680 Iteration 39Q (47.023444 sec): 165 clusters Score: Raw -2736679.190981 + Penalty 180303.153286 = -2556376.037695 nChanged 37 Deleting Class 244 (3 points): Lose 12.260557 but Gain 1359.141142 Iteration 40F (49.462453 sec): 164 clusters Score: Raw -2736718.755467 + Penalty 178925.701142 = -2557793.054326 nChanged 30 Deleting Class 54 (15 points): Lose 32.780299 but Gain 1372.727526 Iteration 41Q (49.672730 sec): 163 clusters Score: Raw -2736710.877855 + Penalty 177554.395402 = -2559156.482453 nChanged 34 Deleting Class 173 (42 points): Lose 179.021467 but Gain 1514.757989 Iteration 42Q (49.886935 sec): 162 clusters Score: Raw -2736567.430079 + Penalty 176210.345178 = -2560357.084901 nChanged 61 Deleting Class 193 (21 points): Lose 90.833345 but Gain 1424.853052 Iteration 43Q (50.098133 sec): 161 clusters Score: Raw -2736612.417370 + Penalty 174782.978389 = -2561829.438981 nChanged 46 Deleting Class 68 (8 points): Lose 120.461906 but Gain 1450.148462 Iteration 44Q (50.306815 sec): 160 clusters Score: Raw -2736557.402752 + Penalty 173335.188804 = -2563222.213948 nChanged 29 Deleting Class 144 (15 points): Lose 74.873598 but Gain 1397.435509 Iteration 45Q (50.513273 sec): 159 clusters Score: Raw -2736516.489556 + Penalty 171992.160217 = -2564524.329339 nChanged 43 Deleting Class 219 (4 points): Lose 24.323618 but Gain 1346.511952 Iteration 46Q (50.720422 sec): 158 clusters Score: Raw -2736552.377759 + Penalty 170678.027038 = -2565874.350721 nChanged 21 Deleting Class 201 (7 points): Lose 26.916541 but Gain 1348.399907 Iteration 47Q (50.923771 sec): 157 clusters Score: Raw -2736541.486210 + Penalty 169350.172623 = -2567191.313587 nChanged 20 Deleting Class 180 (15 points): Lose 91.417529 but Gain 1411.465295 Iteration 48Q (51.126977 sec): 156 clusters Score: Raw -2736468.231297 + Penalty 168053.801332 = -2568414.429965 nChanged 24 Deleting Class 147 (3 points): Lose 2.017534 but Gain 1316.894636 Iteration 49Q (51.328378 sec): 155 clusters Score: Raw -2736516.587020 + Penalty 166834.136861 = -2569682.450159 nChanged 19 Deleting Class 136 (25 points): Lose 139.997533 but Gain 1453.229141 Iteration 50F (53.684826 sec): 154 clusters Score: Raw -2736400.060883 + Penalty 165512.926128 = -2570887.134755 nChanged 36 Deleting Class 190 (2 points): Lose 11.107839 but Gain 1323.818174 Iteration 51Q (53.888589 sec): 153 clusters Score: Raw -2736451.563302 + Penalty 164179.131128 = -2572272.432174 nChanged 22 Deleting Class 89 (14 points): Lose 90.417262 but Gain 1404.065617 Iteration 52Q (54.089516 sec): 152 clusters Score: Raw -2736382.180481 + Penalty 162899.054368 = -2573483.126112 nChanged 34 Deleting Class 126 (56 points): Lose 186.634662 but Gain 1490.502584 Iteration 53Q (54.293362 sec): 151 clusters Score: Raw -2736246.928724 + Penalty 161443.517586 = -2574803.411138 nChanged 78 Deleting Class 228 (2 points): Lose 9.003873 but Gain 1307.514729 Iteration 54Q (54.499333 sec): 150 clusters Score: Raw -2736336.027015 + Penalty 160196.749566 = -2576139.277449 nChanged 33 Deleting Class 171 (2 points): Lose 44.291066 but Gain 1341.503818 Iteration 55Q (54.703142 sec): 149 clusters Score: Raw -2736329.450950 + Penalty 159030.110437 = -2577299.340513 nChanged 27 Deleting Class 46 (3 points): Lose 45.391506 but Gain 1389.283911 Iteration 56Q (54.902637 sec): 148 clusters Score: Raw -2736346.035420 + Penalty 157725.151443 = -2578620.883978 nChanged 27 Deleting Class 128 (5 points): Lose 32.052472 but Gain 1327.655016 Iteration 57Q (55.102259 sec): 147 clusters Score: Raw -2736369.216124 + Penalty 156413.652006 = -2579955.564118 nChanged 31 Deleting Class 185 (8 points): Lose 37.559157 but Gain 1322.878839 Iteration 58Q (55.299084 sec): 146 clusters Score: Raw -2736347.847550 + Penalty 155115.032944 = -2581232.814607 nChanged 26 Deleting Class 235 (4 points): Lose 10.533103 but Gain 1282.741863 Iteration 59Q (55.495414 sec): 145 clusters Score: Raw -2736362.063470 + Penalty 153851.419194 = -2582510.644276 nChanged 19 Deleting Class 157 (13 points): Lose 84.460504 but Gain 1355.736142 Iteration 60F (57.642502 sec): 144 clusters Score: Raw -2736289.133778 + Penalty 152538.648195 = -2583750.485582 nChanged 27 Deleting Class 56 (3 points): Lose 4.671988 but Gain 1272.089075 Iteration 61Q (57.832527 sec): 143 clusters Score: Raw -2736315.651309 + Penalty 151270.405498 = -2585045.245812 nChanged 15 Deleting Class 191 (22 points): Lose 54.319548 but Gain 1321.097220 Iteration 62Q (58.019767 sec): 142 clusters Score: Raw -2736268.558022 + Penalty 149977.468350 = -2586291.089672 nChanged 32 Deleting Class 65 (17 points): Lose 47.894851 but Gain 1307.361202 Iteration 63Q (58.207143 sec): 141 clusters Score: Raw -2736255.730851 + Penalty 148699.926094 = -2587555.804757 nChanged 35 Deleting Class 55 (77 points): Lose 328.124295 but Gain 1584.888878 Iteration 64Q (58.394326 sec): 140 clusters Score: Raw -2735965.816880 + Penalty 147216.198755 = -2588749.618125 nChanged 97 Deleting Class 130 (21 points): Lose 114.715467 but Gain 1365.399506 Iteration 65Q (58.584989 sec): 139 clusters Score: Raw -2736005.552799 + Penalty 145917.584924 = -2590087.967875 nChanged 44 Deleting Class 153 (45 points): Lose 130.660095 but Gain 1381.080298 Iteration 66Q (58.770356 sec): 138 clusters Score: Raw -2735941.892859 + Penalty 144610.298370 = -2591331.594489 nChanged 67 Deleting Class 202 (3 points): Lose 11.512208 but Gain 1260.116281 Iteration 67Q (58.957091 sec): 137 clusters Score: Raw -2736018.306632 + Penalty 143358.969613 = -2592659.337019 nChanged 18 Deleting Class 71 (9 points): Lose 52.985599 but Gain 1299.823533 Iteration 68Q (59.139725 sec): 136 clusters Score: Raw -2735987.203177 + Penalty 142065.496417 = -2593921.706760 nChanged 19 Deleting Class 77 (8 points): Lose 59.536763 but Gain 1292.982023 Iteration 69Q (59.321116 sec): 135 clusters Score: Raw -2735957.587912 + Penalty 140920.285123 = -2595037.302788 nChanged 23 Deleting Class 134 (5 points): Lose 27.429097 but Gain 1260.694930 Iteration 70F (61.342204 sec): 134 clusters Score: Raw -2735974.675245 + Penalty 139653.073383 = -2596321.601862 nChanged 24 Deleting Class 150 (12 points): Lose 63.224397 but Gain 1293.168500 Iteration 71Q (61.523540 sec): 133 clusters Score: Raw -2735929.573327 + Penalty 138478.720923 = -2597450.852404 nChanged 31 Deleting Class 109 (10 points): Lose 74.699427 but Gain 1313.253038 Iteration 72Q (61.706424 sec): 132 clusters Score: Raw -2735902.250072 + Penalty 137243.920658 = -2598658.329414 nChanged 35 Deleting Class 179 (65 points): Lose 249.762664 but Gain 1477.034192 Iteration 73Q (61.887650 sec): 131 clusters Score: Raw -2735690.296202 + Penalty 136031.487489 = -2599658.808712 nChanged 88 Deleting Class 29 (10 points): Lose 38.953271 but Gain 1263.970999 Iteration 74Q (62.073542 sec): 130 clusters Score: Raw -2735795.866656 + Penalty 134916.288314 = -2600879.578342 nChanged 47 Deleting Class 118 (3 points): Lose 29.413374 but Gain 1272.685621 Iteration 75Q (62.256079 sec): 129 clusters Score: Raw -2735817.655264 + Penalty 132577.380111 = -2603240.275153 nChanged 26 Deleting Class 103 (15 points): Lose 50.697306 but Gain 1275.327645 Iteration 76Q (62.434319 sec): 127 clusters Score: Raw -2735785.455954 + Penalty 131313.913323 = -2604471.542631 nChanged 29 Deleting Class 156 (16 points): Lose 50.786261 but Gain 1273.187178 Iteration 77Q (62.611259 sec): 126 clusters Score: Raw -2735763.929297 + Penalty 130040.221070 = -2605723.708227 nChanged 26 Deleting Class 75 (40 points): Lose 141.247303 but Gain 1362.475131 Iteration 78Q (62.789063 sec): 125 clusters Score: Raw -2735653.699240 + Penalty 128830.029265 = -2606823.669975 nChanged 62 Deleting Class 217 (6 points): Lose 48.380306 but Gain 1266.872214 Iteration 79Q (62.966402 sec): 124 clusters Score: Raw -2735711.156021 + Penalty 127595.455969 = -2608115.700052 nChanged 28 Deleting Class 99 (13 points): Lose 57.658662 but Gain 1266.066559 Iteration 80F (64.814675 sec): 123 clusters Score: Raw -2735693.714233 + Penalty 126355.486499 = -2609338.227734 nChanged 30 Deleting Class 83 (32 points): Lose 136.294885 but Gain 1344.698336 Iteration 81Q (64.994635 sec): 122 clusters Score: Raw -2735592.667823 + Penalty 125117.331942 = -2610475.335880 nChanged 57 Deleting Class 200 (2 points): Lose 7.397137 but Gain 1213.343097 Iteration 82Q (65.175472 sec): 121 clusters Score: Raw -2735660.921955 + Penalty 123919.122841 = -2611741.799114 nChanged 22 Deleting Class 111 (7 points): Lose 119.510562 but Gain 1317.358083 Iteration 83Q (65.358803 sec): 120 clusters Score: Raw -2735565.303773 + Penalty 122637.317849 = -2612927.985924 nChanged 23 Deleting Class 27 (12 points): Lose 44.818985 but Gain 1240.998843 Iteration 84Q (65.537237 sec): 119 clusters Score: Raw -2735547.725224 + Penalty 121406.014141 = -2614141.711082 nChanged 25 Deleting Class 97 (51 points): Lose 223.449827 but Gain 1407.450753 Iteration 85Q (65.714375 sec): 118 clusters Score: Raw -2735346.398199 + Penalty 120028.650910 = -2615317.747289 nChanged 61 Deleting Class 146 (49 points): Lose 130.690159 but Gain 1309.653502 Iteration 86Q (65.893825 sec): 117 clusters Score: Raw -2735315.481972 + Penalty 118785.141277 = -2616530.340695 nChanged 68 Deleting Class 113 (45 points): Lose 282.497809 but Gain 1464.303294 Iteration 87Q (66.071545 sec): 116 clusters Score: Raw -2735131.352907 + Penalty 117649.148865 = -2617482.204042 nChanged 73 Deleting Class 183 (7 points): Lose 36.677520 but Gain 1238.151031 Iteration 88Q (66.258834 sec): 115 clusters Score: Raw -2735276.052265 + Penalty 116417.971600 = -2618858.080665 nChanged 37 Deleting Class 215 (3 points): Lose 11.194372 but Gain 1186.395509 Iteration 89Q (66.428460 sec): 114 clusters Score: Raw -2735302.942004 + Penalty 115266.454051 = -2620036.487952 nChanged 17 Deleting Class 197 (3 points): Lose 18.196538 but Gain 1188.052003 Iteration 90F (68.118966 sec): 113 clusters Score: Raw -2735304.476436 + Penalty 114120.763172 = -2621183.713264 nChanged 16 Deleting Class 158 (13 points): Lose 19.185441 but Gain 1174.525878 Iteration 91Q (68.298563 sec): 112 clusters Score: Raw -2735308.498004 + Penalty 112982.674359 = -2622325.823645 nChanged 22 Deleting Class 176 (8 points): Lose 123.151028 but Gain 1277.133756 Iteration 92Q (68.470757 sec): 111 clusters Score: Raw -2735216.569670 + Penalty 111738.022867 = -2623478.546804 nChanged 17 Deleting Class 19 (96 points): Lose 242.058409 but Gain 1391.561061 Iteration 93Q (68.647927 sec): 110 clusters Score: Raw -2735001.854122 + Penalty 110406.559871 = -2624595.294251 nChanged 107 Deleting Class 15 (12 points): Lose 254.573233 but Gain 1403.232602 Iteration 94Q (68.819144 sec): 109 clusters Score: Raw -2734918.396366 + Penalty 109451.343596 = -2625467.052770 nChanged 41 Deleting Class 125 (5 points): Lose 9.046276 but Gain 1157.186529 Iteration 95Q (68.984367 sec): 108 clusters Score: Raw -2735064.835530 + Penalty 108326.287906 = -2626738.547623 nChanged 25 Deleting Class 64 (41 points): Lose 92.875321 but Gain 1243.616093 Iteration 96Q (69.148563 sec): 107 clusters Score: Raw -2734998.551458 + Penalty 107123.852141 = -2627874.699317 nChanged 53 Deleting Class 82 (11 points): Lose 102.879228 but Gain 1244.507817 Iteration 97Q (69.323128 sec): 106 clusters Score: Raw -2734961.242797 + Penalty 105897.837351 = -2629063.405446 nChanged 28 Deleting Class 60 (26 points): Lose 68.034827 but Gain 1209.631206 Iteration 98Q (69.489311 sec): 105 clusters Score: Raw -2734925.289380 + Penalty 104802.390609 = -2630122.898771 nChanged 39 Deleting Class 135 (7 points): Lose 34.307790 but Gain 1173.809978 Iteration 99Q (69.651744 sec): 104 clusters Score: Raw -2734952.154486 + Penalty 103638.173202 = -2631313.981284 nChanged 14 Deleting Class 122 (29 points): Lose 127.765309 but Gain 1268.408995 Iteration 100F (71.190403 sec): 103 clusters Score: Raw -2734856.996881 + Penalty 102429.653499 = -2632427.343382 nChanged 40 Deleting Class 127 (8 points): Lose 23.315198 but Gain 1162.350236 Iteration 101Q (71.352532 sec): 102 clusters Score: Raw -2734926.786606 + Penalty 101339.957931 = -2633586.828675 nChanged 33 Deleting Class 131 (12 points): Lose 47.794663 but Gain 1183.112054 Iteration 102Q (71.526301 sec): 101 clusters Score: Raw -2734915.751330 + Penalty 100202.206810 = -2634713.544520 nChanged 36 Deleting Class 28 (32 points): Lose 152.623819 but Gain 1288.225090 Iteration 103Q (71.700636 sec): 100 clusters Score: Raw -2734799.452309 + Penalty 98949.607933 = -2635849.844376 nChanged 49 Deleting Class 100 (7 points): Lose 10.907099 but Gain 1142.828684 Iteration 104Q (71.866533 sec): 99 clusters Score: Raw -2734874.586409 + Penalty 97844.417151 = -2637030.169258 nChanged 23 Deleting Class 181 (4 points): Lose 11.174704 but Gain 1141.781385 Iteration 105Q (72.026149 sec): 98 clusters Score: Raw -2734897.066504 + Penalty 96738.119890 = -2638158.946613 nChanged 23 Deleting Class 78 (90 points): Lose 204.378457 but Gain 1335.723650 Iteration 106Q (72.183808 sec): 97 clusters Score: Raw -2734713.788094 + Penalty 95497.510878 = -2639216.277216 nChanged 107 Deleting Class 90 (59 points): Lose 167.701151 but Gain 1298.985238 Iteration 107Q (72.345768 sec): 96 clusters Score: Raw -2734698.422604 + Penalty 94263.299381 = -2640435.123223 nChanged 97 Deleting Class 45 (73 points): Lose 199.335073 but Gain 1328.676178 Iteration 108Q (72.505264 sec): 95 clusters Score: Raw -2734611.192175 + Penalty 92957.656229 = -2641653.535946 nChanged 106 Deleting Class 225 (2 points): Lose 2.150959 but Gain 1129.890373 Iteration 109Q (72.667179 sec): 94 clusters Score: Raw -2734746.270325 + Penalty 91854.875083 = -2642891.395243 nChanged 36 Deleting Class 69 (36 points): Lose 108.151989 but Gain 1229.445094 Iteration 110F (74.087497 sec): 93 clusters Score: Raw -2734659.589831 + Penalty 90695.255458 = -2643964.334373 nChanged 59 Deleting Class 80 (3 points): Lose 6.072035 but Gain 1122.812357 Iteration 111Q (74.245511 sec): 92 clusters Score: Raw -2734725.290419 + Penalty 89581.362705 = -2645143.927714 nChanged 23 Deleting Class 106 (9 points): Lose 21.902529 but Gain 1118.291469 Iteration 112Q (74.397403 sec): 91 clusters Score: Raw -2734719.001130 + Penalty 88528.522300 = -2646190.478831 nChanged 25 Deleting Class 220 (2 points): Lose 5.393028 but Gain 1099.672190 Iteration 113Q (74.549721 sec): 90 clusters Score: Raw -2734737.791697 + Penalty 87470.669976 = -2647267.121721 nChanged 10 Deleting Class 50 (48 points): Lose 117.876464 but Gain 1205.385199 Iteration 114Q (74.699777 sec): 89 clusters Score: Raw -2734627.817702 + Penalty 86292.334215 = -2648335.483487 nChanged 51 Deleting Class 120 (8 points): Lose 29.630054 but Gain 1117.120817 Iteration 115Q (74.850654 sec): 88 clusters Score: Raw -2734662.780132 + Penalty 85202.755502 = -2649460.024630 nChanged 26 Deleting Class 38 (22 points): Lose 71.487230 but Gain 1158.555415 Iteration 116Q (75.000484 sec): 87 clusters Score: Raw -2734622.719119 + Penalty 84095.323587 = -2650527.395532 nChanged 32 Deleting Class 66 (26 points): Lose 74.489698 but Gain 1154.420035 Iteration 117Q (75.150034 sec): 86 clusters Score: Raw -2734593.895231 + Penalty 82999.404632 = -2651594.490598 nChanged 37 Deleting Class 182 (7 points): Lose 13.576840 but Gain 1090.646107 Iteration 118Q (75.298786 sec): 85 clusters Score: Raw -2734630.681024 + Penalty 81914.555875 = -2652716.125149 nChanged 9 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2734630.681024 + Penalty 81914.555875 = -2652716.125149Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.363294 sec): 2 clusters Score: Raw -167.553717 + Penalty 56.104959 = -111.448758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.363515 sec): 2 clusters Score: Raw -167.553717 + Penalty 56.104959 = -111.448758 nChanged 0 Memory request: 0.08 GB would take us to total of 0.39 GB. Trying to split cluster 2 (18064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.444894 sec): 2 clusters Score: Raw -1460783.569638 + Penalty 284.996397 = -1460498.573242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.480249 sec): 3 clusters Score: Raw -1448439.353396 + Penalty 565.194960 = -1447874.158436 nChanged 8604 SP:Iteration 1F (75.514603 sec): 3 clusters Score: Raw -1450841.801811 + Penalty 553.395532 = -1450288.406278 nChanged 2592 SP:Iteration 2F (75.549867 sec): 3 clusters Score: Raw -1452297.515568 + Penalty 534.384972 = -1451763.130595 nChanged 3367 SP:Iteration 3F (75.585145 sec): 3 clusters Score: Raw -1457218.105530 + Penalty 436.042112 = -1456782.063418 nChanged 1961 SP:Iteration 4F (75.620587 sec): 3 clusters Score: Raw -1459940.039541 + Penalty 407.172517 = -1459532.867024 nChanged 525 SP:Iteration 5Q (75.650082 sec): 3 clusters Score: Raw -1460381.658111 + Penalty 391.954394 = -1459989.703717 nChanged 272 SP:Iteration 6Q (75.679339 sec): 3 clusters Score: Raw -1460564.090202 + Penalty 384.829742 = -1460179.260460 nChanged 147 SP:Iteration 7Q (75.707816 sec): 3 clusters Score: Raw -1460647.154740 + Penalty 376.358314 = -1460270.796427 nChanged 74 SP:Iteration 8Q (75.736188 sec): 3 clusters Score: Raw -1460681.682028 + Penalty 369.039474 = -1460312.642554 nChanged 52 SP:Iteration 9Q (75.764272 sec): 3 clusters Score: Raw -1460705.746722 + Penalty 362.500502 = -1460343.246221 nChanged 35 SP:Iteration 10F (75.799559 sec): 3 clusters Score: Raw -1460720.791361 + Penalty 361.468475 = -1460359.322886 nChanged 21 SP:Iteration 11Q (75.827503 sec): 3 clusters Score: Raw -1460728.273487 + Penalty 359.284605 = -1460368.988882 nChanged 14 SP:Iteration 12Q (75.855285 sec): 3 clusters Score: Raw -1460731.313228 + Penalty 357.304888 = -1460374.008339 nChanged 17 SP:Iteration 13Q (75.883927 sec): 3 clusters Score: Raw -1460735.698351 + Penalty 359.147251 = -1460376.551100 nChanged 11 SP:Iteration 14Q (75.911883 sec): 3 clusters Score: Raw -1460738.508615 + Penalty 360.577780 = -1460377.930835 nChanged 11 SP:Iteration 15Q (75.940213 sec): 3 clusters Score: Raw -1460740.765283 + Penalty 354.614851 = -1460386.150432 nChanged 12 SP:Iteration 16Q (75.966842 sec): 3 clusters Score: Raw -1460740.402656 + Penalty 350.720178 = -1460389.682478 nChanged 14 SP:Iteration 17Q (75.993138 sec): 3 clusters Score: Raw -1460740.304853 + Penalty 344.797000 = -1460395.507853 nChanged 31 SP:Iteration 18Q (76.020652 sec): 3 clusters Score: Raw -1460769.547193 + Penalty 284.996397 = -1460484.550796 nChanged 13 SP:Iteration 19Q (76.046544 sec): 2 clusters Score: Raw -1460783.569638 + Penalty 284.996397 = -1460498.573242 nChanged 0 SP:Iteration 20F (76.071463 sec): 2 clusters Score: Raw -1460783.569638 + Penalty 284.996397 = -1460498.573242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.081136 sec): 2 clusters Score: Raw -687.208292 + Penalty 40.927210 = -646.281082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.081359 sec): 3 clusters Score: Raw -724.314255 + Penalty 81.854419 = -642.459836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 4 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.081831 sec): 2 clusters Score: Raw -444.231554 + Penalty 13.271426 = -430.960128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.082028 sec): 3 clusters Score: Raw -449.972692 + Penalty 28.797952 = -421.174740 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 5 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.085420 sec): 2 clusters Score: Raw -82558.168048 + Penalty 1003.959371 = -81554.208677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.087193 sec): 3 clusters Score: Raw -82238.954470 + Penalty 2008.164813 = -80230.789657 nChanged 229 SP:Iteration 1F (76.088883 sec): 3 clusters Score: Raw -82410.666749 + Penalty 2008.727348 = -80401.939401 nChanged 63 SP:Iteration 2F (76.090542 sec): 3 clusters Score: Raw -82467.413677 + Penalty 2009.194973 = -80458.218704 nChanged 35 SP:Iteration 3Q (76.092192 sec): 3 clusters Score: Raw -82505.554834 + Penalty 2009.710427 = -80495.844407 nChanged 24 SP:Iteration 4Q (76.093846 sec): 3 clusters Score: Raw -82525.404104 + Penalty 2010.470003 = -80514.934101 nChanged 15 SP:Iteration 5Q (76.095499 sec): 3 clusters Score: Raw -82540.803960 + Penalty 2010.871418 = -80529.932541 nChanged 12 SP:Iteration 6Q (76.097160 sec): 3 clusters Score: Raw -82552.096231 + Penalty 2011.188984 = -80540.907248 nChanged 19 SP:Iteration 7Q (76.098815 sec): 3 clusters Score: Raw -82571.479197 + Penalty 2011.460460 = -80560.018737 nChanged 12 SP:Iteration 8Q (76.100453 sec): 3 clusters Score: Raw -82584.438260 + Penalty 2011.496245 = -80572.942015 nChanged 13 SP:Iteration 9Q (76.102095 sec): 3 clusters Score: Raw -82600.011277 + Penalty 2011.522525 = -80588.488752 nChanged 15 SP:Iteration 10F (76.103766 sec): 3 clusters Score: Raw -82618.877754 + Penalty 2012.134987 = -80606.742766 nChanged 12 SP:Iteration 11Q (76.105406 sec): 3 clusters Score: Raw -82634.415054 + Penalty 2012.657892 = -80621.757162 nChanged 17 SP:Iteration 12Q (76.107038 sec): 3 clusters Score: Raw -82651.796851 + Penalty 2014.295883 = -80637.500969 nChanged 15 SP:Iteration 13Q (76.108706 sec): 3 clusters Score: Raw -82669.414744 + Penalty 2016.838222 = -80652.576522 nChanged 16 SP:Iteration 14Q (76.110337 sec): 3 clusters Score: Raw -82687.921753 + Penalty 2019.256150 = -80668.665604 nChanged 17 SP:Iteration 15Q (76.111960 sec): 3 clusters Score: Raw -82706.786643 + Penalty 2020.334086 = -80686.452557 nChanged 12 SP:Iteration 16Q (76.113610 sec): 3 clusters Score: Raw -82720.523296 + Penalty 2021.239173 = -80699.284122 nChanged 9 SP:Iteration 17Q (76.115198 sec): 3 clusters Score: Raw -82734.057517 + Penalty 2022.613529 = -80711.443988 nChanged 11 SP:Iteration 18Q (76.116775 sec): 3 clusters Score: Raw -82746.490200 + Penalty 2024.830224 = -80721.659976 nChanged 14 SP:Iteration 19Q (76.118416 sec): 3 clusters Score: Raw -82766.070707 + Penalty 2025.573776 = -80740.496931 nChanged 9 SP:Iteration 20F (76.120073 sec): 3 clusters Score: Raw -82782.999108 + Penalty 2026.758710 = -80756.240397 nChanged 15 SP:Iteration 21Q (76.121640 sec): 3 clusters Score: Raw -82800.079447 + Penalty 2027.977108 = -80772.102339 nChanged 9 SP:Iteration 22Q (76.123232 sec): 3 clusters Score: Raw -82809.913824 + Penalty 2027.926336 = -80781.987488 nChanged 3 SP:Iteration 23Q (76.124824 sec): 3 clusters Score: Raw -82812.360170 + Penalty 2028.231932 = -80784.128238 nChanged 3 SP:Iteration 24Q (76.126387 sec): 3 clusters Score: Raw -82814.387431 + Penalty 2028.502266 = -80785.885166 nChanged 1 SP:Iteration 25Q (76.127968 sec): 3 clusters Score: Raw -82815.355466 + Penalty 2028.783874 = -80786.571593 nChanged 1 SP:Iteration 26Q (76.129613 sec): 3 clusters Score: Raw -82816.713094 + Penalty 2028.783874 = -80787.929220 nChanged 0 SP:Iteration 27F (76.131262 sec): 3 clusters Score: Raw -82816.713094 + Penalty 2028.783874 = -80787.929220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.133533 sec): 2 clusters Score: Raw -27295.727854 + Penalty 443.682297 = -26852.045556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.134288 sec): 3 clusters Score: Raw -27162.949847 + Penalty 925.400403 = -26237.549444 nChanged 91 SP:Iteration 1F (76.135034 sec): 3 clusters Score: Raw -27267.613395 + Penalty 942.080007 = -26325.533388 nChanged 20 SP:Iteration 2F (76.135760 sec): 3 clusters Score: Raw -27287.843638 + Penalty 950.973796 = -26336.869842 nChanged 11 SP:Iteration 3Q (76.136474 sec): 3 clusters Score: Raw -27301.975101 + Penalty 951.986910 = -26349.988191 nChanged 1 SP:Iteration 4Q (76.137171 sec): 3 clusters Score: Raw -27302.918518 + Penalty 951.986910 = -26350.931608 nChanged 0 SP:Iteration 5F (76.137894 sec): 3 clusters Score: Raw -27302.918518 + Penalty 951.986910 = -26350.931608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 7 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.139949 sec): 2 clusters Score: Raw -32987.486384 + Penalty 952.431977 = -32035.054406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.140827 sec): 3 clusters Score: Raw -32964.849085 + Penalty 1904.578978 = -31060.270107 nChanged 79 SP:Iteration 1F (76.141710 sec): 3 clusters Score: Raw -33096.600918 + Penalty 1904.446377 = -31192.154542 nChanged 13 SP:Iteration 2Q (76.142558 sec): 3 clusters Score: Raw -33120.711556 + Penalty 1904.371961 = -31216.339594 nChanged 10 SP:Iteration 3Q (76.143394 sec): 3 clusters Score: Raw -33133.639121 + Penalty 1904.413405 = -31229.225716 nChanged 5 SP:Iteration 4Q (76.144225 sec): 3 clusters Score: Raw -33140.067361 + Penalty 1904.492487 = -31235.574874 nChanged 2 SP:Iteration 5Q (76.145053 sec): 3 clusters Score: Raw -33144.940256 + Penalty 1904.530144 = -31240.410112 nChanged 1 SP:Iteration 6Q (76.145878 sec): 3 clusters Score: Raw -33145.815738 + Penalty 1904.566558 = -31241.249180 nChanged 1 SP:Iteration 7Q (76.146724 sec): 3 clusters Score: Raw -33146.655381 + Penalty 1904.566558 = -31242.088823 nChanged 0 SP:Iteration 8F (76.147590 sec): 3 clusters Score: Raw -33146.655381 + Penalty 1904.566558 = -31242.088823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.155365 sec): 2 clusters Score: Raw -56679.745099 + Penalty 124.736674 = -56555.008425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.156807 sec): 3 clusters Score: Raw -56278.789561 + Penalty 252.080394 = -56026.709167 nChanged 285 SP:Iteration 1F (76.158186 sec): 3 clusters Score: Raw -56516.371498 + Penalty 253.931243 = -56262.440255 nChanged 57 SP:Iteration 2F (76.159542 sec): 3 clusters Score: Raw -56570.694578 + Penalty 255.951261 = -56314.743317 nChanged 46 SP:Iteration 3F (76.160819 sec): 3 clusters Score: Raw -56608.274805 + Penalty 257.089753 = -56351.185052 nChanged 22 SP:Iteration 4Q (76.162067 sec): 3 clusters Score: Raw -56622.515856 + Penalty 258.370295 = -56364.145560 nChanged 13 SP:Iteration 5Q (76.163293 sec): 3 clusters Score: Raw -56630.582590 + Penalty 259.676231 = -56370.906359 nChanged 13 SP:Iteration 6Q (76.164505 sec): 3 clusters Score: Raw -56636.088760 + Penalty 260.848685 = -56375.240075 nChanged 8 SP:Iteration 7Q (76.165718 sec): 3 clusters Score: Raw -56639.241460 + Penalty 260.990583 = -56378.250877 nChanged 4 SP:Iteration 8Q (76.166925 sec): 3 clusters Score: Raw -56641.742535 + Penalty 261.280779 = -56380.461756 nChanged 3 SP:Iteration 9Q (76.168128 sec): 3 clusters Score: Raw -56642.955879 + Penalty 261.470304 = -56381.485575 nChanged 2 SP:Iteration 10F (76.169410 sec): 3 clusters Score: Raw -56643.295457 + Penalty 261.470304 = -56381.825153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.170482 sec): 2 clusters Score: Raw -19996.568978 + Penalty 640.817687 = -19355.751291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.171068 sec): 3 clusters Score: Raw -19936.190600 + Penalty 1282.507859 = -18653.682741 nChanged 35 SP:Iteration 1F (76.171670 sec): 3 clusters Score: Raw -19983.809480 + Penalty 1286.828309 = -18696.981172 nChanged 11 SP:Iteration 2F (76.172256 sec): 3 clusters Score: Raw -20002.269012 + Penalty 1292.032379 = -18710.236633 nChanged 10 SP:Iteration 3Q (76.172837 sec): 3 clusters Score: Raw -20013.751289 + Penalty 1293.773806 = -18719.977483 nChanged 3 SP:Iteration 4Q (76.173414 sec): 3 clusters Score: Raw -20014.831588 + Penalty 1295.295164 = -18719.536423 nChanged 4 SP:Iteration 5F (76.173996 sec): 3 clusters Score: Raw -20017.714041 + Penalty 1294.987942 = -18722.726099 nChanged 2 SP:Iteration 6Q (76.174570 sec): 3 clusters Score: Raw -20019.222071 + Penalty 1295.110802 = -18724.111269 nChanged 1 SP:Iteration 7Q (76.175130 sec): 3 clusters Score: Raw -20019.748487 + Penalty 1295.110802 = -18724.637685 nChanged 0 SP:Iteration 8F (76.175725 sec): 3 clusters Score: Raw -20019.748487 + Penalty 1295.110802 = -18724.637685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.176295 sec): 2 clusters Score: Raw -2856.845921 + Penalty 98.705157 = -2758.140764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.176581 sec): 3 clusters Score: Raw -2887.505058 + Penalty 193.087517 = -2694.417541 nChanged 11 SP:Iteration 1F (76.176861 sec): 3 clusters Score: Raw -2909.016741 + Penalty 194.318108 = -2714.698633 nChanged 1 SP:Iteration 2Q (76.177138 sec): 3 clusters Score: Raw -2911.672279 + Penalty 194.318108 = -2717.354171 nChanged 0 SP:Iteration 3F (76.177420 sec): 3 clusters Score: Raw -2911.672279 + Penalty 194.318108 = -2717.354171 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 11 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.179858 sec): 2 clusters Score: Raw -69887.284179 + Penalty 1064.735374 = -68822.548805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.181402 sec): 3 clusters Score: Raw -69699.729479 + Penalty 2129.343426 = -67570.386053 nChanged 183 SP:Iteration 1F (76.182886 sec): 3 clusters Score: Raw -69896.455729 + Penalty 2129.202904 = -67767.252825 nChanged 43 SP:Iteration 2F (76.184393 sec): 3 clusters Score: Raw -69950.564251 + Penalty 2129.158997 = -67821.405254 nChanged 22 SP:Iteration 3Q (76.185862 sec): 3 clusters Score: Raw -69975.968570 + Penalty 2129.191688 = -67846.776882 nChanged 12 SP:Iteration 4Q (76.187307 sec): 3 clusters Score: Raw -69989.587237 + Penalty 2129.228712 = -67860.358525 nChanged 9 SP:Iteration 5Q (76.188721 sec): 3 clusters Score: Raw -70001.621410 + Penalty 2129.268543 = -67872.352867 nChanged 9 SP:Iteration 6Q (76.190191 sec): 3 clusters Score: Raw -70010.566207 + Penalty 2129.283160 = -67881.283047 nChanged 7 SP:Iteration 7Q (76.191634 sec): 3 clusters Score: Raw -70020.693427 + Penalty 2129.323759 = -67891.369668 nChanged 4 SP:Iteration 8Q (76.193068 sec): 3 clusters Score: Raw -70023.880632 + Penalty 2129.294733 = -67894.585899 nChanged 6 SP:Iteration 9Q (76.194525 sec): 3 clusters Score: Raw -70027.075468 + Penalty 2129.262257 = -67897.813212 nChanged 3 SP:Iteration 10F (76.195996 sec): 3 clusters Score: Raw -70030.040304 + Penalty 2129.239974 = -67900.800330 nChanged 2 SP:Iteration 11Q (76.197417 sec): 3 clusters Score: Raw -70033.199019 + Penalty 2129.228640 = -67903.970378 nChanged 5 SP:Iteration 12Q (76.198857 sec): 3 clusters Score: Raw -70038.365086 + Penalty 2129.218354 = -67909.146732 nChanged 1 SP:Iteration 13Q (76.200306 sec): 3 clusters Score: Raw -70039.379193 + Penalty 2129.206810 = -67910.172384 nChanged 1 SP:Iteration 14Q (76.201733 sec): 3 clusters Score: Raw -70044.614509 + Penalty 2129.218354 = -67915.396155 nChanged 1 SP:Iteration 15Q (76.203177 sec): 3 clusters Score: Raw -70044.722604 + Penalty 2129.229770 = -67915.492834 nChanged 1 SP:Iteration 16Q (76.204620 sec): 3 clusters Score: Raw -70046.989938 + Penalty 2129.229770 = -67917.760168 nChanged 0 SP:Iteration 17F (76.206089 sec): 3 clusters Score: Raw -70046.989938 + Penalty 2129.229770 = -67917.760168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.206619 sec): 2 clusters Score: Raw -423.352662 + Penalty 184.702758 = -238.649904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.206851 sec): 3 clusters Score: Raw -448.468896 + Penalty 247.777546 = -200.691351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.212283 sec): 2 clusters Score: Raw -97293.355344 + Penalty 118.791164 = -97174.564180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.214554 sec): 3 clusters Score: Raw -96546.512145 + Penalty 227.061590 = -96319.450555 nChanged 529 SP:Iteration 1F (76.216853 sec): 3 clusters Score: Raw -97095.149890 + Penalty 207.634955 = -96887.514935 nChanged 102 SP:Iteration 2F (76.219187 sec): 3 clusters Score: Raw -97189.186071 + Penalty 205.471339 = -96983.714733 nChanged 41 SP:Iteration 3Q (76.221455 sec): 3 clusters Score: Raw -97207.058259 + Penalty 205.756509 = -97001.301749 nChanged 15 SP:Iteration 4Q (76.223625 sec): 3 clusters Score: Raw -97210.038999 + Penalty 206.182978 = -97003.856021 nChanged 5 SP:Iteration 5Q (76.225795 sec): 3 clusters Score: Raw -97210.887266 + Penalty 206.770883 = -97004.116383 nChanged 1 SP:Iteration 6Q (76.227926 sec): 3 clusters Score: Raw -97211.307234 + Penalty 207.754856 = -97003.552378 nChanged 2 SP:Iteration 7F (76.230275 sec): 3 clusters Score: Raw -97212.379430 + Penalty 210.911245 = -97001.468185 nChanged 4 SP:Iteration 8F (76.232525 sec): 3 clusters Score: Raw -97214.393804 + Penalty 213.130649 = -97001.263155 nChanged 6 SP:Iteration 9F (76.234772 sec): 3 clusters Score: Raw -97217.613925 + Penalty 214.151637 = -97003.462289 nChanged 4 SP:Iteration 10F (76.237140 sec): 3 clusters Score: Raw -97219.278513 + Penalty 214.202106 = -97005.076407 nChanged 1 SP:Iteration 11Q (76.239324 sec): 3 clusters Score: Raw -97219.636518 + Penalty 214.296100 = -97005.340418 nChanged 2 SP:Iteration 12Q (76.241477 sec): 3 clusters Score: Raw -97220.329810 + Penalty 214.296100 = -97006.033710 nChanged 0 SP:Iteration 13F (76.243727 sec): 3 clusters Score: Raw -97220.329810 + Penalty 214.296100 = -97006.033710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.246114 sec): 2 clusters Score: Raw -11423.666648 + Penalty 505.454927 = -10918.211721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.246559 sec): 3 clusters Score: Raw -11374.260763 + Penalty 1010.403134 = -10363.857629 nChanged 18 SP:Iteration 1F (76.246987 sec): 3 clusters Score: Raw -11393.362572 + Penalty 1010.741575 = -10382.620996 nChanged 6 SP:Iteration 2Q (76.247414 sec): 3 clusters Score: Raw -11398.859287 + Penalty 1011.543498 = -10387.315789 nChanged 4 SP:Iteration 3Q (76.247841 sec): 3 clusters Score: Raw -11401.622662 + Penalty 1014.579916 = -10387.042746 nChanged 7 SP:Iteration 4F (76.248271 sec): 3 clusters Score: Raw -11408.370957 + Penalty 1018.594076 = -10389.776881 nChanged 7 SP:Iteration 5F (76.248700 sec): 3 clusters Score: Raw -11415.827252 + Penalty 1020.486557 = -10395.340695 nChanged 2 SP:Iteration 6Q (76.249124 sec): 3 clusters Score: Raw -11421.478167 + Penalty 1020.486557 = -10400.991609 nChanged 0 SP:Iteration 7F (76.249559 sec): 3 clusters Score: Raw -11421.478167 + Penalty 1020.486557 = -10400.991609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.250154 sec): 2 clusters Score: Raw -256.630753 + Penalty 61.128872 = -195.501881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.250354 sec): 3 clusters Score: Raw -250.616362 + Penalty 61.128872 = -189.487489 nChanged 1 SP:Iteration 1F (76.250543 sec): 2 clusters Score: Raw -256.630753 + Penalty 61.128872 = -195.501881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.250994 sec): 2 clusters Score: Raw -78.543890 + Penalty 0.000000 = -78.543890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.251174 sec): 2 clusters Score: Raw -78.543890 + Penalty 0.000000 = -78.543890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.251987 sec): 2 clusters Score: Raw -11762.428167 + Penalty 281.301690 = -11481.126477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.252453 sec): 3 clusters Score: Raw -11700.580896 + Penalty 566.049764 = -11134.531132 nChanged 33 SP:Iteration 1F (76.252907 sec): 3 clusters Score: Raw -11730.113192 + Penalty 568.823194 = -11161.289998 nChanged 13 SP:Iteration 2F (76.253359 sec): 3 clusters Score: Raw -11743.741674 + Penalty 572.631908 = -11171.109766 nChanged 6 SP:Iteration 3Q (76.253813 sec): 3 clusters Score: Raw -11748.267180 + Penalty 575.649569 = -11172.617610 nChanged 6 SP:Iteration 4Q (76.254265 sec): 3 clusters Score: Raw -11752.037716 + Penalty 578.014806 = -11174.022911 nChanged 4 SP:Iteration 5Q (76.254718 sec): 3 clusters Score: Raw -11758.866179 + Penalty 588.543014 = -11170.323165 nChanged 5 SP:Iteration 6F (76.255163 sec): 3 clusters Score: Raw -11767.726537 + Penalty 593.807949 = -11173.918589 nChanged 2 SP:Iteration 7Q (76.255602 sec): 3 clusters Score: Raw -11770.390935 + Penalty 587.787782 = -11182.603153 nChanged 2 SP:Iteration 8Q (76.256036 sec): 3 clusters Score: Raw -11772.232455 + Penalty 587.787782 = -11184.444673 nChanged 0 SP:Iteration 9F (76.256481 sec): 3 clusters Score: Raw -11772.232455 + Penalty 587.787782 = -11184.444673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.258885 sec): 2 clusters Score: Raw -38492.408387 + Penalty 689.908216 = -37802.500171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.259845 sec): 3 clusters Score: Raw -38326.200878 + Penalty 1382.434529 = -36943.766349 nChanged 111 SP:Iteration 1F (76.260770 sec): 3 clusters Score: Raw -38438.636036 + Penalty 1384.215152 = -37054.420884 nChanged 27 SP:Iteration 2F (76.261695 sec): 3 clusters Score: Raw -38466.853675 + Penalty 1385.185453 = -37081.668222 nChanged 14 SP:Iteration 3Q (76.262640 sec): 3 clusters Score: Raw -38475.980185 + Penalty 1386.778732 = -37089.201453 nChanged 8 SP:Iteration 4Q (76.263561 sec): 3 clusters Score: Raw -38479.536428 + Penalty 1388.576034 = -37090.960395 nChanged 7 SP:Iteration 5Q (76.264479 sec): 3 clusters Score: Raw -38485.226153 + Penalty 1390.402558 = -37094.823595 nChanged 6 SP:Iteration 6Q (76.265395 sec): 3 clusters Score: Raw -38490.333729 + Penalty 1392.632374 = -37097.701354 nChanged 5 SP:Iteration 7Q (76.266313 sec): 3 clusters Score: Raw -38493.967430 + Penalty 1394.167942 = -37099.799488 nChanged 5 SP:Iteration 8Q (76.267248 sec): 3 clusters Score: Raw -38497.292721 + Penalty 1394.117985 = -37103.174736 nChanged 3 SP:Iteration 9Q (76.268165 sec): 3 clusters Score: Raw -38499.486923 + Penalty 1394.906776 = -37104.580147 nChanged 1 SP:Iteration 10F (76.269092 sec): 3 clusters Score: Raw -38500.116706 + Penalty 1394.906776 = -37105.209930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.269890 sec): 2 clusters Score: Raw -4301.083134 + Penalty 194.993134 = -4106.090000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.270202 sec): 3 clusters Score: Raw -4295.284653 + Penalty 390.392121 = -3904.892533 nChanged 14 SP:Iteration 1F (76.270505 sec): 3 clusters Score: Raw -4311.146425 + Penalty 389.107467 = -3922.038958 nChanged 1 SP:Iteration 2Q (76.270805 sec): 3 clusters Score: Raw -4313.241093 + Penalty 389.100680 = -3924.140413 nChanged 1 SP:Iteration 3Q (76.271110 sec): 3 clusters Score: Raw -4313.674480 + Penalty 389.100680 = -3924.573800 nChanged 0 SP:Iteration 4F (76.271428 sec): 3 clusters Score: Raw -4313.674480 + Penalty 389.100680 = -3924.573800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.273234 sec): 2 clusters Score: Raw -44156.377457 + Penalty 762.450132 = -43393.927325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.274313 sec): 3 clusters Score: Raw -43937.635593 + Penalty 1526.561108 = -42411.074485 nChanged 127 SP:Iteration 1F (76.275364 sec): 3 clusters Score: Raw -44047.568271 + Penalty 1529.703468 = -42517.864803 nChanged 36 SP:Iteration 2F (76.276383 sec): 3 clusters Score: Raw -44080.172461 + Penalty 1532.202548 = -42547.969913 nChanged 23 SP:Iteration 3Q (76.277392 sec): 3 clusters Score: Raw -44095.420613 + Penalty 1532.782619 = -42562.637994 nChanged 13 SP:Iteration 4Q (76.278401 sec): 3 clusters Score: Raw -44101.787531 + Penalty 1532.723606 = -42569.063925 nChanged 6 SP:Iteration 5Q (76.279440 sec): 3 clusters Score: Raw -44103.666107 + Penalty 1534.091619 = -42569.574488 nChanged 5 SP:Iteration 6Q (76.280491 sec): 3 clusters Score: Raw -44107.004535 + Penalty 1534.941023 = -42572.063512 nChanged 3 SP:Iteration 7Q (76.281546 sec): 3 clusters Score: Raw -44107.997737 + Penalty 1536.076742 = -42571.920994 nChanged 3 SP:Iteration 8F (76.282601 sec): 3 clusters Score: Raw -44109.193612 + Penalty 1537.399492 = -42571.794120 nChanged 5 SP:Iteration 9F (76.283605 sec): 3 clusters Score: Raw -44111.402953 + Penalty 1540.436023 = -42570.966929 nChanged 8 SP:Iteration 10F (76.284633 sec): 3 clusters Score: Raw -44116.852911 + Penalty 1542.419341 = -42574.433570 nChanged 5 SP:Iteration 11Q (76.285636 sec): 3 clusters Score: Raw -44119.255318 + Penalty 1543.107712 = -42576.147605 nChanged 3 SP:Iteration 12Q (76.286674 sec): 3 clusters Score: Raw -44121.123295 + Penalty 1543.222637 = -42577.900658 nChanged 3 SP:Iteration 13Q (76.287674 sec): 3 clusters Score: Raw -44122.272019 + Penalty 1545.317707 = -42576.954313 nChanged 3 SP:Iteration 14F (76.288678 sec): 3 clusters Score: Raw -44124.286798 + Penalty 1546.686914 = -42577.599883 nChanged 1 SP:Iteration 15Q (76.289696 sec): 3 clusters Score: Raw -44124.478126 + Penalty 1548.027092 = -42576.451034 nChanged 3 SP:Iteration 16F (76.290701 sec): 3 clusters Score: Raw -44125.884329 + Penalty 1549.569050 = -42576.315278 nChanged 5 SP:Iteration 17F (76.291704 sec): 3 clusters Score: Raw -44128.851997 + Penalty 1550.759884 = -42578.092113 nChanged 5 SP:Iteration 18Q (76.292704 sec): 3 clusters Score: Raw -44132.271953 + Penalty 1551.606471 = -42580.665482 nChanged 2 SP:Iteration 19Q (76.293701 sec): 3 clusters Score: Raw -44133.665041 + Penalty 1551.360171 = -42582.304870 nChanged 1 SP:Iteration 20F (76.294723 sec): 3 clusters Score: Raw -44134.174301 + Penalty 1551.308952 = -42582.865349 nChanged 2 SP:Iteration 21Q (76.295720 sec): 3 clusters Score: Raw -44137.558682 + Penalty 1554.879422 = -42582.679260 nChanged 3 SP:Iteration 22F (76.296722 sec): 3 clusters Score: Raw -44140.165352 + Penalty 1554.879422 = -42585.285929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.298508 sec): 2 clusters Score: Raw -44061.687152 + Penalty 875.521395 = -43186.165757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.299545 sec): 3 clusters Score: Raw -43946.768214 + Penalty 1750.000921 = -42196.767294 nChanged 102 SP:Iteration 1F (76.300566 sec): 3 clusters Score: Raw -44058.040291 + Penalty 1750.672127 = -42307.368164 nChanged 28 SP:Iteration 2F (76.301579 sec): 3 clusters Score: Raw -44089.875129 + Penalty 1750.912676 = -42338.962452 nChanged 14 SP:Iteration 3Q (76.302581 sec): 3 clusters Score: Raw -44103.528096 + Penalty 1751.243034 = -42352.285062 nChanged 7 SP:Iteration 4Q (76.303574 sec): 3 clusters Score: Raw -44111.821893 + Penalty 1750.729709 = -42361.092185 nChanged 4 SP:Iteration 5Q (76.304586 sec): 3 clusters Score: Raw -44119.978091 + Penalty 1750.601567 = -42369.376524 nChanged 3 SP:Iteration 6Q (76.305578 sec): 3 clusters Score: Raw -44124.269299 + Penalty 1750.430105 = -42373.839194 nChanged 5 SP:Iteration 7Q (76.306565 sec): 3 clusters Score: Raw -44133.162787 + Penalty 1750.160630 = -42383.002157 nChanged 4 SP:Iteration 8Q (76.307551 sec): 3 clusters Score: Raw -44135.960553 + Penalty 1750.292604 = -42385.667950 nChanged 1 SP:Iteration 9Q (76.308537 sec): 3 clusters Score: Raw -44136.558195 + Penalty 1750.292604 = -42386.265592 nChanged 0 SP:Iteration 10F (76.309565 sec): 3 clusters Score: Raw -44136.558195 + Penalty 1750.292604 = -42386.265592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.310501 sec): 2 clusters Score: Raw -16411.949893 + Penalty 555.116681 = -15856.833212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.311029 sec): 3 clusters Score: Raw -16343.510818 + Penalty 1108.251351 = -15235.259467 nChanged 39 SP:Iteration 1F (76.311547 sec): 3 clusters Score: Raw -16387.458825 + Penalty 1107.020428 = -15280.438397 nChanged 13 SP:Iteration 2F (76.312064 sec): 3 clusters Score: Raw -16397.320780 + Penalty 1106.392455 = -15290.928325 nChanged 1 SP:Iteration 3Q (76.312582 sec): 3 clusters Score: Raw -16397.503522 + Penalty 1106.392455 = -15291.111068 nChanged 0 SP:Iteration 4F (76.313098 sec): 3 clusters Score: Raw -16397.503522 + Penalty 1106.392455 = -15291.111068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.313877 sec): 2 clusters Score: Raw -9604.377020 + Penalty 521.089856 = -9083.287164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.314318 sec): 3 clusters Score: Raw -9582.157668 + Penalty 1039.787866 = -8542.369801 nChanged 12 SP:Iteration 1F (76.314716 sec): 3 clusters Score: Raw -9597.123416 + Penalty 1040.380534 = -8556.742881 nChanged 4 SP:Iteration 2Q (76.315112 sec): 3 clusters Score: Raw -9602.221003 + Penalty 1038.378597 = -8563.842406 nChanged 1 SP:Iteration 3Q (76.315528 sec): 3 clusters Score: Raw -9603.708983 + Penalty 1038.291562 = -8565.417420 nChanged 1 SP:Iteration 4Q (76.315929 sec): 3 clusters Score: Raw -9604.982807 + Penalty 1038.483522 = -8566.499284 nChanged 1 SP:Iteration 5Q (76.316329 sec): 3 clusters Score: Raw -9606.605372 + Penalty 1036.844458 = -8569.760914 nChanged 1 SP:Iteration 6Q (76.316730 sec): 3 clusters Score: Raw -9608.219949 + Penalty 1038.631111 = -8569.588838 nChanged 1 SP:Iteration 7F (76.317133 sec): 3 clusters Score: Raw -9608.890343 + Penalty 1046.382755 = -8562.507588 nChanged 2 SP:Iteration 8F (76.317536 sec): 3 clusters Score: Raw -9610.728306 + Penalty 1046.530208 = -8564.198098 nChanged 1 SP:Iteration 9Q (76.317936 sec): 3 clusters Score: Raw -9612.820747 + Penalty 1046.530208 = -8566.290539 nChanged 0 SP:Iteration 10F (76.318341 sec): 3 clusters Score: Raw -9612.820747 + Penalty 1046.530208 = -8566.290539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.320869 sec): 2 clusters Score: Raw -41285.451594 + Penalty 697.585409 = -40587.866185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.321920 sec): 3 clusters Score: Raw -41080.815941 + Penalty 1393.134165 = -39687.681777 nChanged 116 SP:Iteration 1F (76.322953 sec): 3 clusters Score: Raw -41191.638106 + Penalty 1391.680923 = -39799.957183 nChanged 42 SP:Iteration 2F (76.323943 sec): 3 clusters Score: Raw -41240.124115 + Penalty 1390.731381 = -39849.392734 nChanged 31 SP:Iteration 3F (76.324927 sec): 3 clusters Score: Raw -41271.053451 + Penalty 1391.458569 = -39879.594882 nChanged 9 SP:Iteration 4Q (76.325903 sec): 3 clusters Score: Raw -41277.707473 + Penalty 1394.554553 = -39883.152920 nChanged 8 SP:Iteration 5Q (76.326876 sec): 3 clusters Score: Raw -41283.597448 + Penalty 1396.246375 = -39887.351073 nChanged 4 SP:Iteration 6Q (76.327868 sec): 3 clusters Score: Raw -41287.486930 + Penalty 1398.022430 = -39889.464500 nChanged 4 SP:Iteration 7Q (76.328842 sec): 3 clusters Score: Raw -41291.971425 + Penalty 1398.919457 = -39893.051969 nChanged 4 SP:Iteration 8Q (76.329814 sec): 3 clusters Score: Raw -41298.251981 + Penalty 1401.751280 = -39896.500701 nChanged 8 SP:Iteration 9Q (76.330780 sec): 3 clusters Score: Raw -41303.245148 + Penalty 1404.286832 = -39898.958316 nChanged 5 SP:Iteration 10F (76.331759 sec): 3 clusters Score: Raw -41306.653547 + Penalty 1406.965615 = -39899.687933 nChanged 5 SP:Iteration 11Q (76.332742 sec): 3 clusters Score: Raw -41310.296596 + Penalty 1410.869094 = -39899.427502 nChanged 6 SP:Iteration 12F (76.333722 sec): 3 clusters Score: Raw -41315.864308 + Penalty 1413.086342 = -39902.777966 nChanged 4 SP:Iteration 13Q (76.334678 sec): 3 clusters Score: Raw -41318.154110 + Penalty 1414.135818 = -39904.018291 nChanged 2 SP:Iteration 14Q (76.335637 sec): 3 clusters Score: Raw -41321.140667 + Penalty 1416.118373 = -39905.022294 nChanged 3 SP:Iteration 15Q (76.336594 sec): 3 clusters Score: Raw -41323.339583 + Penalty 1416.701775 = -39906.637807 nChanged 3 SP:Iteration 16Q (76.337569 sec): 3 clusters Score: Raw -41324.906207 + Penalty 1417.665026 = -39907.241181 nChanged 2 SP:Iteration 17Q (76.338525 sec): 3 clusters Score: Raw -41326.497216 + Penalty 1418.366048 = -39908.131168 nChanged 1 SP:Iteration 18Q (76.339477 sec): 3 clusters Score: Raw -41327.243350 + Penalty 1418.366048 = -39908.877302 nChanged 0 SP:Iteration 19F (76.340455 sec): 3 clusters Score: Raw -41327.243350 + Penalty 1418.366048 = -39908.877302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 34 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.346052 sec): 2 clusters Score: Raw -101965.015327 + Penalty 620.195157 = -101344.820171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.348328 sec): 3 clusters Score: Raw -101307.562417 + Penalty 1240.417304 = -100067.145112 nChanged 451 SP:Iteration 1F (76.350538 sec): 3 clusters Score: Raw -101610.735818 + Penalty 1242.375065 = -100368.360753 nChanged 150 SP:Iteration 2F (76.352818 sec): 3 clusters Score: Raw -101709.809437 + Penalty 1246.557325 = -100463.252113 nChanged 85 SP:Iteration 3F (76.355055 sec): 3 clusters Score: Raw -101769.911592 + Penalty 1254.961596 = -100514.949995 nChanged 54 SP:Iteration 4Q (76.357283 sec): 3 clusters Score: Raw -101806.851286 + Penalty 1262.536944 = -100544.314342 nChanged 41 SP:Iteration 5Q (76.359464 sec): 3 clusters Score: Raw -101829.449644 + Penalty 1271.716173 = -100557.733471 nChanged 41 SP:Iteration 6Q (76.361709 sec): 3 clusters Score: Raw -101849.832243 + Penalty 1278.002402 = -100571.829841 nChanged 27 SP:Iteration 7Q (76.363929 sec): 3 clusters Score: Raw -101864.987900 + Penalty 1286.066801 = -100578.921099 nChanged 28 SP:Iteration 8Q (76.366151 sec): 3 clusters Score: Raw -101883.434324 + Penalty 1302.203224 = -100581.231100 nChanged 31 SP:Iteration 9Q (76.368335 sec): 3 clusters Score: Raw -101910.547321 + Penalty 1318.087310 = -100592.460011 nChanged 33 SP:Iteration 10F (76.370560 sec): 3 clusters Score: Raw -101941.044223 + Penalty 1329.373317 = -100611.670906 nChanged 24 SP:Iteration 11Q (76.372683 sec): 3 clusters Score: Raw -101955.956060 + Penalty 1337.058659 = -100618.897401 nChanged 15 SP:Iteration 12Q (76.374778 sec): 3 clusters Score: Raw -101962.121314 + Penalty 1343.629282 = -100618.492032 nChanged 16 SP:Iteration 13F (76.376989 sec): 3 clusters Score: Raw -101970.093882 + Penalty 1353.678408 = -100616.415474 nChanged 18 SP:Iteration 14F (76.379228 sec): 3 clusters Score: Raw -101979.816606 + Penalty 1355.269702 = -100624.546904 nChanged 12 SP:Iteration 15Q (76.381264 sec): 3 clusters Score: Raw -101985.457443 + Penalty 1355.064120 = -100630.393323 nChanged 12 SP:Iteration 16Q (76.383316 sec): 3 clusters Score: Raw -101990.424272 + Penalty 1355.818372 = -100634.605900 nChanged 6 SP:Iteration 17Q (76.385317 sec): 3 clusters Score: Raw -101993.407578 + Penalty 1356.734052 = -100636.673525 nChanged 6 SP:Iteration 18Q (76.387334 sec): 3 clusters Score: Raw -101995.781299 + Penalty 1358.009984 = -100637.771315 nChanged 5 SP:Iteration 19Q (76.389324 sec): 3 clusters Score: Raw -101997.846079 + Penalty 1358.351274 = -100639.494805 nChanged 3 SP:Iteration 20F (76.391504 sec): 3 clusters Score: Raw -101999.233025 + Penalty 1360.444489 = -100638.788537 nChanged 3 SP:Iteration 21F (76.393698 sec): 3 clusters Score: Raw -102001.229807 + Penalty 1362.499177 = -100638.730630 nChanged 4 SP:Iteration 22F (76.395934 sec): 3 clusters Score: Raw -102002.665114 + Penalty 1363.814093 = -100638.851021 nChanged 3 SP:Iteration 23Q (76.397927 sec): 3 clusters Score: Raw -102005.167446 + Penalty 1370.318262 = -100634.849184 nChanged 4 SP:Iteration 24F (76.400143 sec): 3 clusters Score: Raw -102009.803802 + Penalty 1368.914285 = -100640.889517 nChanged 3 SP:Iteration 25Q (76.402067 sec): 3 clusters Score: Raw -102012.061728 + Penalty 1370.354885 = -100641.706842 nChanged 1 SP:Iteration 26Q (76.403964 sec): 3 clusters Score: Raw -102012.754972 + Penalty 1368.292993 = -100644.461979 nChanged 1 SP:Iteration 27Q (76.405890 sec): 3 clusters Score: Raw -102013.382802 + Penalty 1367.845916 = -100645.536886 nChanged 1 SP:Iteration 28Q (76.407813 sec): 3 clusters Score: Raw -102013.860801 + Penalty 1367.845916 = -100646.014885 nChanged 0 SP:Iteration 29F (76.410007 sec): 3 clusters Score: Raw -102013.860801 + Penalty 1367.845916 = -100646.014885 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.416545 sec): 2 clusters Score: Raw -105833.279826 + Penalty 475.416375 = -105357.863451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.418978 sec): 3 clusters Score: Raw -105129.394057 + Penalty 952.905164 = -104176.488893 nChanged 471 SP:Iteration 1F (76.421346 sec): 3 clusters Score: Raw -105462.702719 + Penalty 955.473997 = -104507.228722 nChanged 137 SP:Iteration 2F (76.423703 sec): 3 clusters Score: Raw -105570.142752 + Penalty 956.730665 = -104613.412087 nChanged 75 SP:Iteration 3F (76.426056 sec): 3 clusters Score: Raw -105616.711316 + Penalty 956.825037 = -104659.886278 nChanged 51 SP:Iteration 4Q (76.428405 sec): 3 clusters Score: Raw -105650.698619 + Penalty 956.325140 = -104694.373479 nChanged 45 SP:Iteration 5Q (76.430761 sec): 3 clusters Score: Raw -105681.047138 + Penalty 956.686062 = -104724.361076 nChanged 34 SP:Iteration 6Q (76.433095 sec): 3 clusters Score: Raw -105708.051184 + Penalty 955.481629 = -104752.569555 nChanged 33 SP:Iteration 7Q (76.435369 sec): 3 clusters Score: Raw -105726.622332 + Penalty 954.145310 = -104772.477022 nChanged 21 SP:Iteration 8Q (76.437603 sec): 3 clusters Score: Raw -105735.205189 + Penalty 953.343485 = -104781.861705 nChanged 13 SP:Iteration 9Q (76.439846 sec): 3 clusters Score: Raw -105737.672714 + Penalty 953.086505 = -104784.586209 nChanged 9 SP:Iteration 10F (76.442181 sec): 3 clusters Score: Raw -105740.994982 + Penalty 953.154555 = -104787.840428 nChanged 8 SP:Iteration 11Q (76.444433 sec): 3 clusters Score: Raw -105743.796694 + Penalty 952.659827 = -104791.136867 nChanged 9 SP:Iteration 12Q (76.446646 sec): 3 clusters Score: Raw -105747.142486 + Penalty 952.462966 = -104794.679521 nChanged 7 SP:Iteration 13Q (76.448878 sec): 3 clusters Score: Raw -105749.866543 + Penalty 952.320253 = -104797.546290 nChanged 7 SP:Iteration 14Q (76.451081 sec): 3 clusters Score: Raw -105750.819931 + Penalty 952.208769 = -104798.611162 nChanged 3 SP:Iteration 15Q (76.453362 sec): 3 clusters Score: Raw -105751.277394 + Penalty 952.237207 = -104799.040187 nChanged 2 SP:Iteration 16Q (76.455628 sec): 3 clusters Score: Raw -105751.588272 + Penalty 951.683067 = -104799.905205 nChanged 5 SP:Iteration 17Q (76.457903 sec): 3 clusters Score: Raw -105752.550026 + Penalty 951.729394 = -104800.820633 nChanged 2 SP:Iteration 18Q (76.460147 sec): 3 clusters Score: Raw -105752.944939 + Penalty 951.668021 = -104801.276918 nChanged 1 SP:Iteration 19Q (76.462473 sec): 3 clusters Score: Raw -105753.019620 + Penalty 951.882999 = -104801.136620 nChanged 1 SP:Iteration 20F (76.464881 sec): 3 clusters Score: Raw -105753.310162 + Penalty 952.120115 = -104801.190047 nChanged 2 SP:Iteration 21Q (76.467112 sec): 3 clusters Score: Raw -105754.071695 + Penalty 952.541727 = -104801.529968 nChanged 4 SP:Iteration 22Q (76.469318 sec): 3 clusters Score: Raw -105755.161644 + Penalty 952.645979 = -104802.515665 nChanged 1 SP:Iteration 23Q (76.471545 sec): 3 clusters Score: Raw -105755.239031 + Penalty 952.645979 = -104802.593051 nChanged 0 SP:Iteration 24F (76.473880 sec): 3 clusters Score: Raw -105755.239031 + Penalty 952.645979 = -104802.593051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.475990 sec): 2 clusters Score: Raw -792.446712 + Penalty 197.696671 = -594.750040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.476223 sec): 3 clusters Score: Raw -796.819132 + Penalty 369.719706 = -427.099426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.477257 sec): 2 clusters Score: Raw -19885.166115 + Penalty 755.795662 = -19129.370453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.477865 sec): 3 clusters Score: Raw -19855.293103 + Penalty 1511.935852 = -18343.357252 nChanged 34 SP:Iteration 1F (76.478496 sec): 3 clusters Score: Raw -19928.511250 + Penalty 1512.313194 = -18416.198055 nChanged 5 SP:Iteration 2Q (76.479087 sec): 3 clusters Score: Raw -19939.152781 + Penalty 1512.108647 = -18427.044134 nChanged 2 SP:Iteration 3Q (76.479668 sec): 3 clusters Score: Raw -19942.227512 + Penalty 1512.108647 = -18430.118865 nChanged 0 SP:Iteration 4F (76.480265 sec): 3 clusters Score: Raw -19942.227512 + Penalty 1512.108647 = -18430.118865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 39 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.480914 sec): 2 clusters Score: Raw -5955.967851 + Penalty 386.211321 = -5569.756530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.481246 sec): 3 clusters Score: Raw -5949.419525 + Penalty 767.565855 = -5181.853671 nChanged 3 SP:Iteration 1Q (76.481578 sec): 3 clusters Score: Raw -5955.617835 + Penalty 767.828696 = -5187.789140 nChanged 2 SP:Iteration 2Q (76.481902 sec): 3 clusters Score: Raw -5959.265697 + Penalty 767.828696 = -5191.437001 nChanged 0 SP:Iteration 3F (76.482227 sec): 3 clusters Score: Raw -5959.265697 + Penalty 767.828696 = -5191.437001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.482723 sec): 2 clusters Score: Raw -919.669307 + Penalty 243.039961 = -676.629346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.482951 sec): 3 clusters Score: Raw -913.187184 + Penalty 491.140833 = -422.046351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 41 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.483426 sec): 2 clusters Score: Raw -455.187460 + Penalty 147.048831 = -308.138629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.483641 sec): 3 clusters Score: Raw -443.801846 + Penalty 304.376086 = -139.425760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.484156 sec): 2 clusters Score: Raw -1993.980044 + Penalty 317.057156 = -1676.922888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.484401 sec): 3 clusters Score: Raw -1979.941647 + Penalty 626.805534 = -1353.136113 nChanged 1 SP:Iteration 1Q (76.484641 sec): 3 clusters Score: Raw -1983.426955 + Penalty 626.805534 = -1356.621421 nChanged 0 SP:Iteration 2F (76.484882 sec): 3 clusters Score: Raw -1983.426955 + Penalty 626.805534 = -1356.621421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.486247 sec): 2 clusters Score: Raw -29748.410115 + Penalty 704.543188 = -29043.866928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.487045 sec): 3 clusters Score: Raw -29653.422180 + Penalty 1411.912251 = -28241.509929 nChanged 71 SP:Iteration 1F (76.487866 sec): 3 clusters Score: Raw -29734.632447 + Penalty 1414.319152 = -28320.313295 nChanged 19 SP:Iteration 2F (76.488671 sec): 3 clusters Score: Raw -29755.670294 + Penalty 1414.973558 = -28340.696737 nChanged 6 SP:Iteration 3Q (76.489461 sec): 3 clusters Score: Raw -29763.068166 + Penalty 1416.702672 = -28346.365494 nChanged 8 SP:Iteration 4Q (76.490253 sec): 3 clusters Score: Raw -29770.246602 + Penalty 1417.615322 = -28352.631279 nChanged 6 SP:Iteration 5Q (76.491031 sec): 3 clusters Score: Raw -29774.410799 + Penalty 1417.615322 = -28356.795476 nChanged 0 SP:Iteration 6F (76.491797 sec): 3 clusters Score: Raw -29774.410799 + Penalty 1417.615322 = -28356.795476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.492698 sec): 2 clusters Score: Raw -15878.841078 + Penalty 688.166413 = -15190.674665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.493232 sec): 3 clusters Score: Raw -15847.311878 + Penalty 1376.774885 = -14470.536993 nChanged 26 SP:Iteration 1F (76.493732 sec): 3 clusters Score: Raw -15894.778950 + Penalty 1379.000615 = -14515.778335 nChanged 7 SP:Iteration 2Q (76.494223 sec): 3 clusters Score: Raw -15905.916400 + Penalty 1381.729838 = -14524.186561 nChanged 5 SP:Iteration 3Q (76.494711 sec): 3 clusters Score: Raw -15911.688855 + Penalty 1383.503032 = -14528.185823 nChanged 3 SP:Iteration 4Q (76.495191 sec): 3 clusters Score: Raw -15912.804665 + Penalty 1384.395532 = -14528.409134 nChanged 3 SP:Iteration 5Q (76.495668 sec): 3 clusters Score: Raw -15914.432781 + Penalty 1384.462761 = -14529.970021 nChanged 2 SP:Iteration 6Q (76.496144 sec): 3 clusters Score: Raw -15918.432199 + Penalty 1385.117472 = -14533.314727 nChanged 1 SP:Iteration 7Q (76.496637 sec): 3 clusters Score: Raw -15919.228681 + Penalty 1384.493147 = -14534.735534 nChanged 1 SP:Iteration 8Q (76.497113 sec): 3 clusters Score: Raw -15920.666656 + Penalty 1384.493147 = -14536.173509 nChanged 0 SP:Iteration 9F (76.497608 sec): 3 clusters Score: Raw -15920.666656 + Penalty 1384.493147 = -14536.173509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.498142 sec): 2 clusters Score: Raw -1697.738811 + Penalty 313.328643 = -1384.410168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.498386 sec): 3 clusters Score: Raw -1724.967200 + Penalty 619.483043 = -1105.484156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.499017 sec): 2 clusters Score: Raw -5998.609607 + Penalty 426.353422 = -5572.256185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.499344 sec): 3 clusters Score: Raw -5982.792917 + Penalty 853.527771 = -5129.265146 nChanged 8 SP:Iteration 1F (76.499665 sec): 3 clusters Score: Raw -5997.681660 + Penalty 857.678122 = -5140.003538 nChanged 3 SP:Iteration 2Q (76.499985 sec): 3 clusters Score: Raw -6002.373051 + Penalty 866.272531 = -5136.100520 nChanged 3 SP:Iteration 3F (76.500305 sec): 3 clusters Score: Raw -6006.239495 + Penalty 871.452834 = -5134.786661 nChanged 1 SP:Iteration 4F (76.500626 sec): 3 clusters Score: Raw -6007.085243 + Penalty 876.002434 = -5131.082809 nChanged 1 SP:Iteration 5F (76.500947 sec): 3 clusters Score: Raw -6008.397707 + Penalty 876.002434 = -5132.395273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.501438 sec): 2 clusters Score: Raw -1001.994480 + Penalty 246.913014 = -755.081467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.501666 sec): 3 clusters Score: Raw -1008.138779 + Penalty 488.174560 = -519.964220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.502121 sec): 2 clusters Score: Raw -155.852155 + Penalty 19.454556 = -136.397599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.502306 sec): 2 clusters Score: Raw -155.852155 + Penalty 19.454556 = -136.397599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.503460 sec): 2 clusters Score: Raw -24544.855090 + Penalty 682.066433 = -23862.788657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.504120 sec): 3 clusters Score: Raw -24444.629325 + Penalty 1362.488245 = -23082.141079 nChanged 57 SP:Iteration 1F (76.504783 sec): 3 clusters Score: Raw -24503.529778 + Penalty 1361.487931 = -23142.041847 nChanged 18 SP:Iteration 2F (76.505495 sec): 3 clusters Score: Raw -24522.747371 + Penalty 1361.199239 = -23161.548132 nChanged 11 SP:Iteration 3Q (76.506198 sec): 3 clusters Score: Raw -24540.740823 + Penalty 1361.711392 = -23179.029430 nChanged 6 SP:Iteration 4Q (76.506887 sec): 3 clusters Score: Raw -24550.254980 + Penalty 1360.286665 = -23189.968315 nChanged 5 SP:Iteration 5Q (76.507572 sec): 3 clusters Score: Raw -24554.999444 + Penalty 1360.564052 = -23194.435393 nChanged 3 SP:Iteration 6Q (76.508252 sec): 3 clusters Score: Raw -24557.831226 + Penalty 1359.948969 = -23197.882256 nChanged 1 SP:Iteration 7Q (76.508929 sec): 3 clusters Score: Raw -24559.645012 + Penalty 1360.465349 = -23199.179664 nChanged 3 SP:Iteration 8Q (76.509606 sec): 3 clusters Score: Raw -24564.673803 + Penalty 1361.842023 = -23202.831780 nChanged 3 SP:Iteration 9Q (76.510283 sec): 3 clusters Score: Raw -24566.748152 + Penalty 1362.342513 = -23204.405639 nChanged 1 SP:Iteration 10F (76.510964 sec): 3 clusters Score: Raw -24567.906595 + Penalty 1362.855659 = -23205.050936 nChanged 1 SP:Iteration 11Q (76.511621 sec): 3 clusters Score: Raw -24568.390492 + Penalty 1362.818736 = -23205.571756 nChanged 2 SP:Iteration 12Q (76.512274 sec): 3 clusters Score: Raw -24570.148883 + Penalty 1363.322804 = -23206.826079 nChanged 1 SP:Iteration 13Q (76.512931 sec): 3 clusters Score: Raw -24570.682676 + Penalty 1363.868126 = -23206.814551 nChanged 1 SP:Iteration 14F (76.513592 sec): 3 clusters Score: Raw -24571.202407 + Penalty 1363.868126 = -23207.334281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.515548 sec): 2 clusters Score: Raw -49553.587405 + Penalty 604.873708 = -48948.713697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.516759 sec): 3 clusters Score: Raw -49304.635406 + Penalty 1206.432566 = -48098.202840 nChanged 173 SP:Iteration 1F (76.517910 sec): 3 clusters Score: Raw -49419.989187 + Penalty 1206.512781 = -48213.476406 nChanged 36 SP:Iteration 2F (76.519060 sec): 3 clusters Score: Raw -49445.118470 + Penalty 1204.159036 = -48240.959434 nChanged 26 SP:Iteration 3Q (76.520228 sec): 3 clusters Score: Raw -49467.047824 + Penalty 1202.097137 = -48264.950687 nChanged 23 SP:Iteration 4Q (76.521378 sec): 3 clusters Score: Raw -49485.334867 + Penalty 1199.750802 = -48285.584065 nChanged 19 SP:Iteration 5Q (76.522529 sec): 3 clusters Score: Raw -49503.430319 + Penalty 1199.136250 = -48304.294069 nChanged 23 SP:Iteration 6Q (76.523676 sec): 3 clusters Score: Raw -49522.906529 + Penalty 1197.160397 = -48325.746132 nChanged 16 SP:Iteration 7Q (76.524831 sec): 3 clusters Score: Raw -49536.642770 + Penalty 1201.188231 = -48335.454539 nChanged 16 SP:Iteration 8Q (76.525983 sec): 3 clusters Score: Raw -49556.202767 + Penalty 1197.268970 = -48358.933798 nChanged 14 SP:Iteration 9Q (76.527123 sec): 3 clusters Score: Raw -49570.587179 + Penalty 1194.689426 = -48375.897753 nChanged 6 SP:Iteration 10F (76.528243 sec): 3 clusters Score: Raw -49574.941558 + Penalty 1197.513757 = -48377.427802 nChanged 2 SP:Iteration 11Q (76.529352 sec): 3 clusters Score: Raw -49574.243705 + Penalty 1197.117051 = -48377.126654 nChanged 1 SP:Iteration 12F (76.530475 sec): 3 clusters Score: Raw -49574.770837 + Penalty 1199.930331 = -48374.840506 nChanged 1 SP:Iteration 13F (76.531594 sec): 3 clusters Score: Raw -49576.345280 + Penalty 1194.455017 = -48381.890262 nChanged 2 SP:Iteration 14Q (76.532658 sec): 3 clusters Score: Raw -49577.279767 + Penalty 1195.466347 = -48381.813421 nChanged 2 SP:Iteration 15F (76.533782 sec): 3 clusters Score: Raw -49577.111974 + Penalty 1190.455120 = -48386.656854 nChanged 1 SP:Iteration 16Q (76.534849 sec): 3 clusters Score: Raw -49578.310150 + Penalty 1191.749881 = -48386.560270 nChanged 1 SP:Iteration 17F (76.535969 sec): 3 clusters Score: Raw -49579.357830 + Penalty 1191.749881 = -48387.607949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.537630 sec): 2 clusters Score: Raw -38521.154749 + Penalty 494.725731 = -38026.429018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.538617 sec): 3 clusters Score: Raw -38289.214138 + Penalty 1005.805741 = -37283.408397 nChanged 147 SP:Iteration 1F (76.539579 sec): 3 clusters Score: Raw -38404.704639 + Penalty 1051.113345 = -37353.591293 nChanged 64 SP:Iteration 2F (76.540530 sec): 3 clusters Score: Raw -38486.815397 + Penalty 1086.577458 = -37400.237939 nChanged 23 SP:Iteration 3F (76.541476 sec): 3 clusters Score: Raw -38520.174351 + Penalty 1109.711275 = -37410.463075 nChanged 10 SP:Iteration 4Q (76.542399 sec): 3 clusters Score: Raw -38537.405508 + Penalty 1123.043419 = -37414.362088 nChanged 8 SP:Iteration 5Q (76.543327 sec): 3 clusters Score: Raw -38549.191841 + Penalty 1125.362815 = -37423.829025 nChanged 3 SP:Iteration 6Q (76.544212 sec): 3 clusters Score: Raw -38550.302644 + Penalty 1125.362815 = -37424.939828 nChanged 0 SP:Iteration 7F (76.545176 sec): 3 clusters Score: Raw -38550.302644 + Penalty 1125.362815 = -37424.939828 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 74 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.548049 sec): 2 clusters Score: Raw -82523.463670 + Penalty 1082.878307 = -81440.585363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.549888 sec): 3 clusters Score: Raw -82269.920679 + Penalty 2165.910870 = -80104.009809 nChanged 235 SP:Iteration 1F (76.551615 sec): 3 clusters Score: Raw -82487.051813 + Penalty 2166.052316 = -80320.999497 nChanged 58 SP:Iteration 2F (76.553310 sec): 3 clusters Score: Raw -82558.585166 + Penalty 2166.037041 = -80392.548125 nChanged 36 SP:Iteration 3Q (76.554939 sec): 3 clusters Score: Raw -82599.746397 + Penalty 2166.068475 = -80433.677922 nChanged 24 SP:Iteration 4Q (76.556661 sec): 3 clusters Score: Raw -82626.400552 + Penalty 2166.056769 = -80460.343783 nChanged 19 SP:Iteration 5Q (76.558320 sec): 3 clusters Score: Raw -82648.974633 + Penalty 2166.010692 = -80482.963941 nChanged 17 SP:Iteration 6Q (76.559930 sec): 3 clusters Score: Raw -82672.398992 + Penalty 2166.007735 = -80506.391257 nChanged 14 SP:Iteration 7Q (76.561658 sec): 3 clusters Score: Raw -82689.951696 + Penalty 2165.986423 = -80523.965273 nChanged 14 SP:Iteration 8Q (76.563275 sec): 3 clusters Score: Raw -82715.657061 + Penalty 2166.000287 = -80549.656774 nChanged 17 SP:Iteration 9Q (76.564906 sec): 3 clusters Score: Raw -82743.774315 + Penalty 2165.951600 = -80577.822715 nChanged 15 SP:Iteration 10F (76.566610 sec): 3 clusters Score: Raw -82764.883827 + Penalty 2165.935218 = -80598.948609 nChanged 13 SP:Iteration 11Q (76.568244 sec): 3 clusters Score: Raw -82779.081397 + Penalty 2165.829318 = -80613.252078 nChanged 15 SP:Iteration 12Q (76.569860 sec): 3 clusters Score: Raw -82793.307810 + Penalty 2165.786536 = -80627.521274 nChanged 10 SP:Iteration 13Q (76.571461 sec): 3 clusters Score: Raw -82801.651207 + Penalty 2165.784416 = -80635.866790 nChanged 8 SP:Iteration 14Q (76.573061 sec): 3 clusters Score: Raw -82810.575898 + Penalty 2165.773404 = -80644.802494 nChanged 3 SP:Iteration 15Q (76.574701 sec): 3 clusters Score: Raw -82814.425767 + Penalty 2165.784068 = -80648.641699 nChanged 3 SP:Iteration 16Q (76.576309 sec): 3 clusters Score: Raw -82816.475797 + Penalty 2165.794649 = -80650.681148 nChanged 1 SP:Iteration 17Q (76.577909 sec): 3 clusters Score: Raw -82817.165662 + Penalty 2165.819231 = -80651.346430 nChanged 2 SP:Iteration 18Q (76.579531 sec): 3 clusters Score: Raw -82818.629164 + Penalty 2165.819231 = -80652.809933 nChanged 2 SP:Iteration 19Q (76.581158 sec): 3 clusters Score: Raw -82820.538054 + Penalty 2165.832736 = -80654.705318 nChanged 1 SP:Iteration 20F (76.582856 sec): 3 clusters Score: Raw -82821.158430 + Penalty 2165.832736 = -80655.325694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.584316 sec): 2 clusters Score: Raw -27042.745903 + Penalty 813.149029 = -26229.596874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.585091 sec): 3 clusters Score: Raw -26988.286144 + Penalty 1626.674530 = -25361.611613 nChanged 64 SP:Iteration 1F (76.585913 sec): 3 clusters Score: Raw -27078.881778 + Penalty 1627.849887 = -25451.031891 nChanged 13 SP:Iteration 2Q (76.586673 sec): 3 clusters Score: Raw -27098.901409 + Penalty 1629.306931 = -25469.594478 nChanged 6 SP:Iteration 3Q (76.587408 sec): 3 clusters Score: Raw -27107.896814 + Penalty 1629.914453 = -25477.982361 nChanged 1 SP:Iteration 4Q (76.588134 sec): 3 clusters Score: Raw -27108.582861 + Penalty 1629.946579 = -25478.636282 nChanged 1 SP:Iteration 5Q (76.588862 sec): 3 clusters Score: Raw -27109.677713 + Penalty 1629.039509 = -25480.638204 nChanged 2 SP:Iteration 6Q (76.589590 sec): 3 clusters Score: Raw -27112.101039 + Penalty 1628.831744 = -25483.269294 nChanged 2 SP:Iteration 7Q (76.590319 sec): 3 clusters Score: Raw -27113.052034 + Penalty 1629.040277 = -25484.011757 nChanged 2 SP:Iteration 8Q (76.591042 sec): 3 clusters Score: Raw -27114.207925 + Penalty 1629.040277 = -25485.167648 nChanged 0 SP:Iteration 9F (76.591808 sec): 3 clusters Score: Raw -27114.207925 + Penalty 1629.040277 = -25485.167648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.592815 sec): 2 clusters Score: Raw -19673.699417 + Penalty 850.453829 = -18823.245587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.593400 sec): 3 clusters Score: Raw -19685.961406 + Penalty 1700.913635 = -17985.047772 nChanged 24 SP:Iteration 1F (76.593978 sec): 3 clusters Score: Raw -19754.614466 + Penalty 1700.910390 = -18053.704076 nChanged 8 SP:Iteration 2Q (76.594535 sec): 3 clusters Score: Raw -19783.978177 + Penalty 1700.913655 = -18083.064522 nChanged 3 SP:Iteration 3Q (76.595076 sec): 3 clusters Score: Raw -19787.703412 + Penalty 1700.913655 = -18086.789757 nChanged 0 SP:Iteration 4F (76.595640 sec): 3 clusters Score: Raw -19787.703412 + Penalty 1700.913655 = -18086.789757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.596558 sec): 2 clusters Score: Raw -17758.511482 + Penalty 676.975777 = -17081.535705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.597086 sec): 3 clusters Score: Raw -17711.013866 + Penalty 1337.329640 = -16373.684226 nChanged 28 SP:Iteration 1F (76.597605 sec): 3 clusters Score: Raw -17756.515070 + Penalty 1328.754080 = -16427.760990 nChanged 13 SP:Iteration 2F (76.598126 sec): 3 clusters Score: Raw -17772.678685 + Penalty 1323.804470 = -16448.874215 nChanged 11 SP:Iteration 3F (76.598646 sec): 3 clusters Score: Raw -17795.256706 + Penalty 1319.712234 = -16475.544473 nChanged 6 SP:Iteration 4Q (76.599151 sec): 3 clusters Score: Raw -17798.788696 + Penalty 1317.227856 = -16481.560840 nChanged 4 SP:Iteration 5Q (76.599678 sec): 3 clusters Score: Raw -17802.039786 + Penalty 1314.860766 = -16487.179020 nChanged 1 SP:Iteration 6Q (76.600179 sec): 3 clusters Score: Raw -17802.533415 + Penalty 1314.193182 = -16488.340233 nChanged 2 SP:Iteration 7Q (76.600669 sec): 3 clusters Score: Raw -17809.179738 + Penalty 1314.193182 = -16494.986556 nChanged 0 SP:Iteration 8F (76.601179 sec): 3 clusters Score: Raw -17809.179738 + Penalty 1314.193182 = -16494.986556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.601681 sec): 2 clusters Score: Raw -568.756604 + Penalty 55.066016 = -513.690588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.601927 sec): 3 clusters Score: Raw -593.649042 + Penalty 135.058612 = -458.590430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.602413 sec): 2 clusters Score: Raw -902.756086 + Penalty 244.974716 = -657.781370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.602641 sec): 3 clusters Score: Raw -903.083098 + Penalty 468.465062 = -434.618035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.603139 sec): 2 clusters Score: Raw -1344.467810 + Penalty 291.920122 = -1052.547689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.603374 sec): 3 clusters Score: Raw -1342.996107 + Penalty 616.199061 = -726.797046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.604051 sec): 2 clusters Score: Raw -7498.357257 + Penalty 462.616515 = -7035.740742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.604411 sec): 3 clusters Score: Raw -7472.311067 + Penalty 922.718354 = -6549.592713 nChanged 10 SP:Iteration 1F (76.604761 sec): 3 clusters Score: Raw -7483.060509 + Penalty 921.695740 = -6561.364769 nChanged 3 SP:Iteration 2Q (76.605109 sec): 3 clusters Score: Raw -7486.147774 + Penalty 923.370148 = -6562.777626 nChanged 2 SP:Iteration 3Q (76.605457 sec): 3 clusters Score: Raw -7487.218479 + Penalty 921.266930 = -6565.951550 nChanged 3 SP:Iteration 4Q (76.605803 sec): 3 clusters Score: Raw -7490.655035 + Penalty 921.762507 = -6568.892528 nChanged 3 SP:Iteration 5Q (76.606150 sec): 3 clusters Score: Raw -7492.990164 + Penalty 918.285766 = -6574.704397 nChanged 3 SP:Iteration 6Q (76.606497 sec): 3 clusters Score: Raw -7496.043955 + Penalty 918.870247 = -6577.173707 nChanged 1 SP:Iteration 7Q (76.606841 sec): 3 clusters Score: Raw -7496.421091 + Penalty 925.363749 = -6571.057342 nChanged 2 SP:Iteration 8F (76.607189 sec): 3 clusters Score: Raw -7498.883568 + Penalty 922.251031 = -6576.632537 nChanged 1 SP:Iteration 9Q (76.607534 sec): 3 clusters Score: Raw -7499.293116 + Penalty 922.251031 = -6577.042085 nChanged 0 SP:Iteration 10F (76.607882 sec): 3 clusters Score: Raw -7499.293116 + Penalty 922.251031 = -6577.042085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.609628 sec): 2 clusters Score: Raw -43202.599834 + Penalty 792.381153 = -42410.218681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.610650 sec): 3 clusters Score: Raw -43013.369756 + Penalty 1583.506210 = -41429.863547 nChanged 118 SP:Iteration 1F (76.611654 sec): 3 clusters Score: Raw -43104.613129 + Penalty 1584.686670 = -41519.926459 nChanged 32 SP:Iteration 2F (76.612660 sec): 3 clusters Score: Raw -43133.764666 + Penalty 1586.624800 = -41547.139866 nChanged 20 SP:Iteration 3Q (76.613678 sec): 3 clusters Score: Raw -43150.051329 + Penalty 1588.544984 = -41561.506345 nChanged 15 SP:Iteration 4Q (76.614677 sec): 3 clusters Score: Raw -43159.877500 + Penalty 1590.122374 = -41569.755126 nChanged 11 SP:Iteration 5Q (76.615672 sec): 3 clusters Score: Raw -43166.025791 + Penalty 1593.094126 = -41572.931664 nChanged 6 SP:Iteration 6Q (76.616664 sec): 3 clusters Score: Raw -43170.105142 + Penalty 1597.464830 = -41572.640312 nChanged 9 SP:Iteration 7F (76.617660 sec): 3 clusters Score: Raw -43176.918551 + Penalty 1602.135479 = -41574.783072 nChanged 9 SP:Iteration 8Q (76.618669 sec): 3 clusters Score: Raw -43185.290385 + Penalty 1605.871112 = -41579.419273 nChanged 8 SP:Iteration 9Q (76.619660 sec): 3 clusters Score: Raw -43192.600811 + Penalty 1613.284211 = -41579.316600 nChanged 10 SP:Iteration 10F (76.620653 sec): 3 clusters Score: Raw -43203.829148 + Penalty 1618.367069 = -41585.462079 nChanged 12 SP:Iteration 11Q (76.621665 sec): 3 clusters Score: Raw -43214.000194 + Penalty 1622.786747 = -41591.213448 nChanged 5 SP:Iteration 12Q (76.622647 sec): 3 clusters Score: Raw -43218.268367 + Penalty 1623.822279 = -41594.446088 nChanged 4 SP:Iteration 13Q (76.623643 sec): 3 clusters Score: Raw -43221.201724 + Penalty 1624.450693 = -41596.751032 nChanged 5 SP:Iteration 14Q (76.624619 sec): 3 clusters Score: Raw -43227.641209 + Penalty 1624.436493 = -41603.204716 nChanged 4 SP:Iteration 15Q (76.625590 sec): 3 clusters Score: Raw -43234.026081 + Penalty 1626.973281 = -41607.052800 nChanged 2 SP:Iteration 16Q (76.626559 sec): 3 clusters Score: Raw -43237.467496 + Penalty 1627.092081 = -41610.375414 nChanged 2 SP:Iteration 17Q (76.627522 sec): 3 clusters Score: Raw -43240.826528 + Penalty 1627.092081 = -41613.734447 nChanged 0 SP:Iteration 18F (76.628532 sec): 3 clusters Score: Raw -43240.826528 + Penalty 1627.092081 = -41613.734447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.629476 sec): 2 clusters Score: Raw -17589.535506 + Penalty 772.932298 = -16816.603208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.630008 sec): 3 clusters Score: Raw -17581.749928 + Penalty 1545.997358 = -16035.752571 nChanged 19 SP:Iteration 1F (76.630531 sec): 3 clusters Score: Raw -17622.978113 + Penalty 1546.223485 = -16076.754629 nChanged 7 SP:Iteration 2Q (76.631044 sec): 3 clusters Score: Raw -17637.530971 + Penalty 1546.171349 = -16091.359622 nChanged 2 SP:Iteration 3Q (76.631555 sec): 3 clusters Score: Raw -17644.874514 + Penalty 1546.274463 = -16098.600051 nChanged 1 SP:Iteration 4Q (76.632065 sec): 3 clusters Score: Raw -17647.738422 + Penalty 1546.442524 = -16101.295898 nChanged 1 SP:Iteration 5Q (76.632597 sec): 3 clusters Score: Raw -17648.678409 + Penalty 1546.417008 = -16102.261401 nChanged 1 SP:Iteration 6Q (76.633110 sec): 3 clusters Score: Raw -17650.145699 + Penalty 1546.417008 = -16103.728692 nChanged 0 SP:Iteration 7F (76.633632 sec): 3 clusters Score: Raw -17650.145699 + Penalty 1546.417008 = -16103.728692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.634131 sec): 2 clusters Score: Raw -446.633594 + Penalty 142.325752 = -304.307841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.634353 sec): 3 clusters Score: Raw -436.662597 + Penalty 292.196150 = -144.466446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.634806 sec): 2 clusters Score: Raw -82.123333 + Penalty 0.000000 = -82.123333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.634987 sec): 2 clusters Score: Raw -82.123333 + Penalty 0.000000 = -82.123333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.635624 sec): 2 clusters Score: Raw -6228.729581 + Penalty 418.170945 = -5810.558637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.635958 sec): 3 clusters Score: Raw -6208.736305 + Penalty 836.036878 = -5372.699427 nChanged 8 SP:Iteration 1F (76.636288 sec): 3 clusters Score: Raw -6219.292213 + Penalty 836.468811 = -5382.823402 nChanged 3 SP:Iteration 2Q (76.636617 sec): 3 clusters Score: Raw -6225.289692 + Penalty 836.827515 = -5388.462176 nChanged 1 SP:Iteration 3Q (76.636947 sec): 3 clusters Score: Raw -6226.726272 + Penalty 836.827515 = -5389.898756 nChanged 0 SP:Iteration 4F (76.637277 sec): 3 clusters Score: Raw -6226.726272 + Penalty 836.827515 = -5389.898756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.638167 sec): 2 clusters Score: Raw -14843.901199 + Penalty 806.376176 = -14037.525022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.638670 sec): 3 clusters Score: Raw -14873.690403 + Penalty 1612.876571 = -13260.813832 nChanged 11 SP:Iteration 1F (76.639166 sec): 3 clusters Score: Raw -14920.828675 + Penalty 1612.795975 = -13308.032700 nChanged 2 SP:Iteration 2Q (76.639640 sec): 3 clusters Score: Raw -14927.381372 + Penalty 1612.752353 = -13314.629019 nChanged 1 SP:Iteration 3Q (76.640115 sec): 3 clusters Score: Raw -14931.625818 + Penalty 1612.752353 = -13318.873465 nChanged 0 SP:Iteration 4F (76.640608 sec): 3 clusters Score: Raw -14931.625818 + Penalty 1612.752353 = -13318.873465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.641068 sec): 2 clusters Score: Raw -156.909053 + Penalty 3.785588 = -153.123464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.641257 sec): 3 clusters Score: Raw -152.625698 + Penalty 7.571177 = -145.054521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.642154 sec): 2 clusters Score: Raw -15232.825943 + Penalty 537.790426 = -14695.035517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.642684 sec): 3 clusters Score: Raw -15188.870992 + Penalty 1089.240759 = -14099.630233 nChanged 34 SP:Iteration 1F (76.643199 sec): 3 clusters Score: Raw -15238.695347 + Penalty 1098.552609 = -14140.142738 nChanged 12 SP:Iteration 2F (76.643716 sec): 3 clusters Score: Raw -15253.574688 + Penalty 1109.787119 = -14143.787569 nChanged 5 SP:Iteration 3Q (76.644226 sec): 3 clusters Score: Raw -15261.423931 + Penalty 1111.162563 = -14150.261368 nChanged 4 SP:Iteration 4Q (76.644736 sec): 3 clusters Score: Raw -15271.247281 + Penalty 1111.084452 = -14160.162829 nChanged 1 SP:Iteration 5Q (76.645239 sec): 3 clusters Score: Raw -15272.405012 + Penalty 1111.084452 = -14161.320560 nChanged 0 SP:Iteration 6F (76.645740 sec): 3 clusters Score: Raw -15272.405012 + Penalty 1111.084452 = -14161.320560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.646610 sec): 2 clusters Score: Raw -16304.605538 + Penalty 764.564085 = -15540.041452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.647100 sec): 3 clusters Score: Raw -16278.450424 + Penalty 1529.084672 = -14749.365752 nChanged 23 SP:Iteration 1F (76.647607 sec): 3 clusters Score: Raw -16326.979687 + Penalty 1528.841936 = -14798.137751 nChanged 4 SP:Iteration 2Q (76.648094 sec): 3 clusters Score: Raw -16334.392035 + Penalty 1528.489851 = -14805.902184 nChanged 2 SP:Iteration 3Q (76.648578 sec): 3 clusters Score: Raw -16338.065474 + Penalty 1528.489851 = -14809.575623 nChanged 0 SP:Iteration 4F (76.649068 sec): 3 clusters Score: Raw -16338.065474 + Penalty 1528.489851 = -14809.575623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.649547 sec): 2 clusters Score: Raw -524.209066 + Penalty 163.614079 = -360.594987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.649765 sec): 3 clusters Score: Raw -523.341300 + Penalty 341.543973 = -181.797328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.650240 sec): 2 clusters Score: Raw -622.688777 + Penalty 191.290990 = -431.397787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.650461 sec): 3 clusters Score: Raw -625.132702 + Penalty 355.860254 = -269.272447 nChanged 1 SP:Iteration 1F (76.650700 sec): 3 clusters Score: Raw -629.634225 + Penalty 355.860254 = -273.773971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 123 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.651289 sec): 2 clusters Score: Raw -4702.746495 + Penalty 408.820712 = -4293.925782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.651594 sec): 3 clusters Score: Raw -4683.473856 + Penalty 820.701600 = -3862.772256 nChanged 6 SP:Iteration 1F (76.651893 sec): 3 clusters Score: Raw -4695.084511 + Penalty 820.880790 = -3874.203721 nChanged 2 SP:Iteration 2Q (76.652188 sec): 3 clusters Score: Raw -4698.223405 + Penalty 820.880790 = -3877.342616 nChanged 0 SP:Iteration 3F (76.652489 sec): 3 clusters Score: Raw -4698.223405 + Penalty 820.880790 = -3877.342616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.652991 sec): 2 clusters Score: Raw -1495.524138 + Penalty 304.101788 = -1191.422350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.653230 sec): 3 clusters Score: Raw -1489.482115 + Penalty 607.110316 = -882.371799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.653697 sec): 2 clusters Score: Raw -261.762209 + Penalty 89.112990 = -172.649219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.653907 sec): 3 clusters Score: Raw -257.385603 + Penalty 181.704286 = -75.681316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.654684 sec): 2 clusters Score: Raw -10629.608877 + Penalty 518.145261 = -10111.463616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.655111 sec): 3 clusters Score: Raw -10612.861812 + Penalty 1029.788817 = -9583.072995 nChanged 12 SP:Iteration 1F (76.655526 sec): 3 clusters Score: Raw -10633.116721 + Penalty 1027.901401 = -9605.215320 nChanged 5 SP:Iteration 2Q (76.655939 sec): 3 clusters Score: Raw -10639.673458 + Penalty 1027.901401 = -9611.772058 nChanged 0 SP:Iteration 3F (76.656358 sec): 3 clusters Score: Raw -10639.673458 + Penalty 1027.901401 = -9611.772058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.656845 sec): 2 clusters Score: Raw -675.183334 + Penalty 44.146713 = -631.036621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.657063 sec): 3 clusters Score: Raw -706.062183 + Penalty 88.293425 = -617.768757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.657907 sec): 2 clusters Score: Raw -14285.989149 + Penalty 741.421901 = -13544.567248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.658388 sec): 3 clusters Score: Raw -14284.871111 + Penalty 1483.517073 = -12801.354038 nChanged 18 SP:Iteration 1F (76.658864 sec): 3 clusters Score: Raw -14329.591219 + Penalty 1483.723194 = -12845.868025 nChanged 4 SP:Iteration 2Q (76.659319 sec): 3 clusters Score: Raw -14335.919937 + Penalty 1483.705895 = -12852.214042 nChanged 2 SP:Iteration 3Q (76.659772 sec): 3 clusters Score: Raw -14341.223765 + Penalty 1483.680375 = -12857.543390 nChanged 1 SP:Iteration 4Q (76.660222 sec): 3 clusters Score: Raw -14342.307887 + Penalty 1483.680375 = -12858.627512 nChanged 0 SP:Iteration 5F (76.660686 sec): 3 clusters Score: Raw -14342.307887 + Penalty 1483.680375 = -12858.627512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.661428 sec): 2 clusters Score: Raw -8633.111758 + Penalty 572.578393 = -8060.533365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.661807 sec): 3 clusters Score: Raw -8611.368693 + Penalty 1146.346154 = -7465.022539 nChanged 8 SP:Iteration 1F (76.662178 sec): 3 clusters Score: Raw -8627.793698 + Penalty 1146.856825 = -7480.936874 nChanged 2 SP:Iteration 2Q (76.662551 sec): 3 clusters Score: Raw -8630.899142 + Penalty 1146.856825 = -7484.042317 nChanged 0 SP:Iteration 3F (76.662922 sec): 3 clusters Score: Raw -8630.899142 + Penalty 1146.856825 = -7484.042317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.663870 sec): 2 clusters Score: Raw -19200.620118 + Penalty 816.408042 = -18384.212076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.664431 sec): 3 clusters Score: Raw -19190.840407 + Penalty 1631.875739 = -17558.964668 nChanged 27 SP:Iteration 1F (76.664963 sec): 3 clusters Score: Raw -19258.411685 + Penalty 1631.442858 = -17626.968827 nChanged 8 SP:Iteration 2Q (76.665489 sec): 3 clusters Score: Raw -19280.037205 + Penalty 1631.647875 = -17648.389329 nChanged 1 SP:Iteration 3Q (76.666009 sec): 3 clusters Score: Raw -19284.552079 + Penalty 1631.647875 = -17652.904203 nChanged 0 SP:Iteration 4F (76.666545 sec): 3 clusters Score: Raw -19284.552079 + Penalty 1631.647875 = -17652.904203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.667041 sec): 2 clusters Score: Raw -501.360747 + Penalty 17.361486 = -483.999261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.667241 sec): 2 clusters Score: Raw -501.360747 + Penalty 17.361486 = -483.999261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.667718 sec): 2 clusters Score: Raw -530.013556 + Penalty 185.540937 = -344.472619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.667937 sec): 3 clusters Score: Raw -529.546647 + Penalty 371.081875 = -158.464772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.668415 sec): 2 clusters Score: Raw -626.672946 + Penalty 195.103719 = -431.569227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.668633 sec): 3 clusters Score: Raw -621.366728 + Penalty 391.514082 = -229.852647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.669095 sec): 2 clusters Score: Raw -175.716912 + Penalty 58.968323 = -116.748589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.669302 sec): 3 clusters Score: Raw -166.570800 + Penalty 117.936645 = -48.634154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.669753 sec): 2 clusters Score: Raw -81.497278 + Penalty 0.000000 = -81.497278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.669937 sec): 2 clusters Score: Raw -81.497278 + Penalty 0.000000 = -81.497278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.670396 sec): 2 clusters Score: Raw -168.347444 + Penalty 43.835691 = -124.511753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.670585 sec): 2 clusters Score: Raw -168.347444 + Penalty 43.835691 = -124.511753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.671084 sec): 2 clusters Score: Raw -720.655792 + Penalty 205.048015 = -515.607777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.671304 sec): 3 clusters Score: Raw -718.600334 + Penalty 410.096030 = -308.504304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 194 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.671907 sec): 2 clusters Score: Raw -4554.534084 + Penalty 344.026234 = -4210.507850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.672215 sec): 3 clusters Score: Raw -4559.600200 + Penalty 695.745787 = -3863.854413 nChanged 8 SP:Iteration 1F (76.672520 sec): 3 clusters Score: Raw -4579.460881 + Penalty 694.542410 = -3884.918470 nChanged 1 SP:Iteration 2Q (76.672813 sec): 3 clusters Score: Raw -4581.957254 + Penalty 691.504405 = -3890.452848 nChanged 1 SP:Iteration 3Q (76.673105 sec): 3 clusters Score: Raw -4583.518882 + Penalty 689.148588 = -3894.370294 nChanged 1 SP:Iteration 4Q (76.673396 sec): 3 clusters Score: Raw -4585.557962 + Penalty 689.148588 = -3896.409374 nChanged 0 SP:Iteration 5F (76.673696 sec): 3 clusters Score: Raw -4585.557962 + Penalty 689.148588 = -3896.409374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.674148 sec): 2 clusters Score: Raw -76.754170 + Penalty 0.000000 = -76.754170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.674328 sec): 2 clusters Score: Raw -76.754170 + Penalty 0.000000 = -76.754170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.674787 sec): 2 clusters Score: Raw -174.491480 + Penalty 74.957694 = -99.533786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.674986 sec): 3 clusters Score: Raw -169.499431 + Penalty 149.915388 = -19.584043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.675442 sec): 2 clusters Score: Raw -83.855330 + Penalty 0.000000 = -83.855330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.675629 sec): 2 clusters Score: Raw -83.855330 + Penalty 0.000000 = -83.855330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.676102 sec): 2 clusters Score: Raw -544.037300 + Penalty 187.190445 = -356.846855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.676319 sec): 3 clusters Score: Raw -542.059920 + Penalty 356.678184 = -185.381736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.676789 sec): 2 clusters Score: Raw -358.611773 + Penalty 144.989858 = -213.621915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.677001 sec): 3 clusters Score: Raw -352.174725 + Penalty 307.650904 = -44.523821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 239 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.677536 sec): 2 clusters Score: Raw -2409.441528 + Penalty 222.213839 = -2187.227689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.677799 sec): 3 clusters Score: Raw -2415.794536 + Penalty 444.427678 = -1971.366858 nChanged 1 SP:Iteration 1Q (76.678057 sec): 3 clusters Score: Raw -2417.389952 + Penalty 444.427678 = -1972.962273 nChanged 0 SP:Iteration 2F (76.678316 sec): 3 clusters Score: Raw -2417.389952 + Penalty 444.427678 = -1972.962273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 242 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.678823 sec): 2 clusters Score: Raw -1054.492275 + Penalty 269.266138 = -785.226136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.679054 sec): 3 clusters Score: Raw -1071.509370 + Penalty 526.032019 = -545.477351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 247 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.679507 sec): 2 clusters Score: Raw -230.075060 + Penalty 8.788898 = -221.286161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.679689 sec): 2 clusters Score: Raw -230.075060 + Penalty 8.788898 = -221.286161 nChanged 0 Deleting Class 105 (156 points): Lose 586.099276 but Gain 1660.792506 Iteration 119Q (76.842584 sec): 84 clusters Score: Raw -2734057.098440 + Penalty 80371.175514 = -2653685.922926 nChanged 159 Deleting Class 40 (11 points): Lose 47.081261 but Gain 1135.549476 Iteration 120F (78.082866 sec): 83 clusters Score: Raw -2734325.004427 + Penalty 79252.551241 = -2655072.453185 nChanged 33 Deleting Class 213 (4 points): Lose 20.302807 but Gain 1087.774444 Iteration 121Q (78.230193 sec): 82 clusters Score: Raw -2734335.663707 + Penalty 78182.552570 = -2656153.111137 nChanged 25 Deleting Class 148 (89 points): Lose 253.400599 but Gain 1318.106576 Iteration 122Q (78.376014 sec): 81 clusters Score: Raw -2734107.034958 + Penalty 76925.342412 = -2657181.692546 nChanged 104 Deleting Class 162 (6 points): Lose 26.205006 but Gain 1077.002524 Iteration 123Q (78.524612 sec): 80 clusters Score: Raw -2734230.233304 + Penalty 75825.496090 = -2658404.737213 nChanged 52 Deleting Class 133 (16 points): Lose 91.327223 but Gain 1140.749282 Iteration 124Q (78.670076 sec): 79 clusters Score: Raw -2734189.142091 + Penalty 74682.088511 = -2659507.053580 nChanged 51 Deleting Class 212 (6 points): Lose 41.924361 but Gain 1086.577356 Iteration 125Q (78.813744 sec): 78 clusters Score: Raw -2734190.782916 + Penalty 73620.556846 = -2660570.226069 nChanged 39 Deleting Class 88 (15 points): Lose 85.733291 but Gain 1121.150728 Iteration 126Q (78.958415 sec): 77 clusters Score: Raw -2734144.524246 + Penalty 72505.783781 = -2661638.740465 nChanged 40 Deleting Class 44 (21 points): Lose 52.818520 but Gain 1083.116230 Iteration 127Q (79.100545 sec): 76 clusters Score: Raw -2734133.544568 + Penalty 71429.622873 = -2662703.921694 nChanged 49 Deleting Class 145 (156 points): Lose 538.983635 but Gain 1561.718157 Iteration 128Q (79.241820 sec): 75 clusters Score: Raw -2733633.722725 + Penalty 70035.040319 = -2663598.682407 nChanged 171 Deleting Class 166 (8 points): Lose 30.448212 but Gain 1111.461892 Iteration 129Q (79.388852 sec): 74 clusters Score: Raw -2733880.415582 + Penalty 68945.240099 = -2664935.175483 nChanged 58 Deleting Class 123 (52 points): Lose 76.979241 but Gain 1093.672997 Iteration 130F (80.476185 sec): 73 clusters Score: Raw -2733855.232171 + Penalty 67866.324093 = -2665988.908078 nChanged 90 Deleting Class 59 (11 points): Lose 55.436835 but Gain 1070.953098 Iteration 131Q (80.619893 sec): 72 clusters Score: Raw -2733888.066810 + Penalty 66807.093249 = -2667080.973562 nChanged 51 Deleting Class 49 (162 points): Lose 414.899688 but Gain 1410.596406 Iteration 132Q (80.759622 sec): 71 clusters Score: Raw -2733511.936596 + Penalty 65512.012176 = -2667999.924420 nChanged 185 Deleting Class 87 (11 points): Lose 86.255596 but Gain 1073.653191 Iteration 133Q (80.910036 sec): 70 clusters Score: Raw -2733693.124057 + Penalty 64464.654518 = -2669228.469539 nChanged 60 Deleting Class 94 (189 points): Lose 563.202971 but Gain 1549.488160 Iteration 134Q (81.052050 sec): 69 clusters Score: Raw -2733184.274544 + Penalty 63060.034468 = -2670124.240076 nChanged 226 Deleting Class 209 (2 points): Lose 167.741619 but Gain 1124.727828 Iteration 135Q (81.197309 sec): 68 clusters Score: Raw -2733336.546778 + Penalty 61946.303407 = -2671390.243371 nChanged 57 Deleting Class 52 (21 points): Lose 153.784170 but Gain 1108.438939 Iteration 136Q (81.338587 sec): 67 clusters Score: Raw -2733214.856464 + Penalty 60979.985540 = -2672234.870924 nChanged 53 Deleting Class 242 (12 points): Lose 176.494937 but Gain 1127.011497 Iteration 137Q (81.474094 sec): 66 clusters Score: Raw -2733134.276235 + Penalty 59868.212882 = -2673266.063352 nChanged 42 Deleting Class 192 (8 points): Lose 77.944469 but Gain 1025.570538 Iteration 138Q (81.607836 sec): 65 clusters Score: Raw -2733129.083622 + Penalty 58881.188967 = -2674247.894656 nChanged 32 Deleting Class 41 (5 points): Lose 9.912876 but Gain 950.263463 Iteration 139Q (81.744789 sec): 64 clusters Score: Raw -2733170.806473 + Penalty 57944.162595 = -2675226.643878 nChanged 24 Deleting Class 92 (79 points): Lose 179.834318 but Gain 1118.429783 Iteration 140F (82.681681 sec): 63 clusters Score: Raw -2733043.280932 + Penalty 56885.672132 = -2676157.608800 nChanged 98 Deleting Class 12 (5 points): Lose 263.177347 but Gain 1193.591826 Iteration 141Q (82.815624 sec): 62 clusters Score: Raw -2732945.659864 + Penalty 55844.700520 = -2677100.959344 nChanged 37 Deleting Class 36 (10 points): Lose 52.575530 but Gain 980.249743 Iteration 142Q (82.957024 sec): 61 clusters Score: Raw -2732949.331017 + Penalty 54898.313186 = -2678051.017831 nChanged 30 Deleting Class 117 (7 points): Lose 116.518273 but Gain 1022.417830 Iteration 143Q (83.090095 sec): 60 clusters Score: Raw -2732866.699545 + Penalty 53867.027272 = -2678999.672273 nChanged 28 Deleting Class 95 (5 points): Lose 16.112457 but Gain 919.741841 Iteration 144Q (83.226764 sec): 59 clusters Score: Raw -2732869.190070 + Penalty 52954.713243 = -2679914.476827 nChanged 21 Deleting Class 53 (76 points): Lose 170.557346 but Gain 1071.766629 Iteration 145Q (83.357014 sec): 58 clusters Score: Raw -2732710.213236 + Penalty 51757.491045 = -2680952.722191 nChanged 92 Deleting Class 102 (69 points): Lose 127.902765 but Gain 1028.273669 Iteration 146Q (83.488039 sec): 57 clusters Score: Raw -2732689.453059 + Penalty 49960.967482 = -2682728.485578 nChanged 103 Deleting Class 141 (115 points): Lose 250.890267 but Gain 1136.229308 Iteration 147Q (83.617508 sec): 55 clusters Score: Raw -2732529.799425 + Penalty 48880.291163 = -2683649.508262 nChanged 137 Deleting Class 115 (194 points): Lose 725.990646 but Gain 1592.902388 Iteration 148Q (83.745672 sec): 54 clusters Score: Raw -2731959.011563 + Penalty 47332.269906 = -2684626.741656 nChanged 231 Deleting Class 116 (6 points): Lose 101.282511 but Gain 949.724513 Iteration 149Q (83.875514 sec): 53 clusters Score: Raw -2732179.370802 + Penalty 46381.107290 = -2685798.263512 nChanged 72 Deleting Class 39 (77 points): Lose 243.039097 but Gain 1089.462906 Iteration 150F (84.649238 sec): 52 clusters Score: Raw -2731980.387177 + Penalty 45384.847278 = -2686595.539899 nChanged 129 Deleting Class 151 (192 points): Lose 790.260863 but Gain 1626.581362 Iteration 151Q (84.775189 sec): 51 clusters Score: Raw -2731332.633240 + Penalty 43808.893229 = -2687523.740011 nChanged 246 Deleting Class 84 (175 points): Lose 547.825217 but Gain 1367.946099 Iteration 152Q (84.902262 sec): 50 clusters Score: Raw -2731213.658756 + Penalty 42494.640103 = -2688719.018653 nChanged 253 Deleting Class 1 (2 points): Lose 41.653883 but Gain 841.845649 Iteration 153Q (85.029255 sec): 49 clusters Score: Raw -2731547.205896 + Penalty 41909.029117 = -2689638.176779 nChanged 78 Deleting Class 20 (4 points): Lose 18.565577 but Gain 818.550997 Iteration 154Q (85.150670 sec): 48 clusters Score: Raw -2731615.480668 + Penalty 41097.785895 = -2690517.694774 nChanged 44 Deleting Class 31 (194 points): Lose 361.055391 but Gain 1156.682134 Iteration 155Q (85.270369 sec): 47 clusters Score: Raw -2731281.910737 + Penalty 39968.883984 = -2691313.026753 nChanged 222 Deleting Class 137 (3 points): Lose 86.772699 but Gain 843.632388 Iteration 156Q (85.393550 sec): 46 clusters Score: Raw -2731452.010024 + Penalty 39159.308329 = -2692292.701695 nChanged 52 Deleting Class 210 (1 points): Lose 80.051695 but Gain 810.704188 Iteration 157Q (85.512817 sec): 45 clusters Score: Raw -2731406.830105 + Penalty 38340.869775 = -2693065.960330 nChanged 28 Deleting Class 32 (170 points): Lose 523.373803 but Gain 1249.549142 Iteration 158Q (85.631463 sec): 44 clusters Score: Raw -2730905.320112 + Penalty 37176.605764 = -2693728.714348 nChanged 198 Deleting Class 9 (232 points): Lose 541.134019 but Gain 1257.627030 Iteration 159Q (85.750514 sec): 43 clusters Score: Raw -2730678.004771 + Penalty 35930.832252 = -2694747.172519 nChanged 303 Deleting Class 178 (2 points): Lose 21.516881 but Gain 657.747308 Iteration 160F (86.380190 sec): 42 clusters Score: Raw -2731029.536605 + Penalty 35300.625644 = -2695728.910961 nChanged 107 Deleting Class 239 (49 points): Lose 244.916301 but Gain 861.199301 Iteration 161Q (86.507155 sec): 41 clusters Score: Raw -2730842.226266 + Penalty 34500.948009 = -2696341.278258 nChanged 108 Deleting Class 110 (224 points): Lose 581.774233 but Gain 1171.358527 Iteration 162Q (86.625830 sec): 40 clusters Score: Raw -2730428.622756 + Penalty 33389.119688 = -2697039.503068 nChanged 265 Deleting Class 194 (78 points): Lose 409.496833 but Gain 956.191921 Iteration 163Q (86.744547 sec): 39 clusters Score: Raw -2730405.707910 + Penalty 32464.384753 = -2697941.323157 nChanged 151 Deleting Class 48 (285 points): Lose 765.115240 but Gain 1300.943635 Iteration 164Q (86.859952 sec): 38 clusters Score: Raw -2729813.948394 + Penalty 31250.657877 = -2698563.290517 nChanged 349 Deleting Class 174 (1 points): Lose 2.206036 but Gain 525.916335 Iteration 165Q (86.976514 sec): 37 clusters Score: Raw -2730309.675686 + Penalty 30761.190367 = -2699548.485319 nChanged 108 Deleting Class 37 (269 points): Lose 950.912042 but Gain 1454.151255 Iteration 166Q (87.088835 sec): 36 clusters Score: Raw -2729409.513394 + Penalty 29425.745370 = -2699983.768024 nChanged 344 Deleting Class 18 (352 points): Lose 680.937225 but Gain 1141.778771 Iteration 167Q (87.202142 sec): 35 clusters Score: Raw -2729286.634804 + Penalty 28292.894234 = -2700993.740571 nChanged 428 Deleting Class 96 (1 points): Lose 78.700157 but Gain 473.225435 Iteration 168Q (87.314769 sec): 34 clusters Score: Raw -2729713.336433 + Penalty 27808.773508 = -2701904.562925 nChanged 119 Deleting Class 22 (143 points): Lose 246.119341 but Gain 586.657020 Iteration 169Q (87.421273 sec): 33 clusters Score: Raw -2729519.076754 + Penalty 27201.614494 = -2702317.462259 nChanged 219 Deleting Class 81 (364 points): Lose 1343.975684 but Gain 1672.487514 Iteration 170F (87.902756 sec): 32 clusters Score: Raw -2728364.177369 + Penalty 25590.353249 = -2702773.824120 nChanged 436 Deleting Class 63 (463 points): Lose 1012.514383 but Gain 1338.109232 Iteration 171Q (88.014275 sec): 31 clusters Score: Raw -2728086.157956 + Penalty 24340.260822 = -2703745.897134 nChanged 583 Deleting Class 61 (2 points): Lose 80.576352 but Gain 291.912406 Iteration 172Q (88.124464 sec): 30 clusters Score: Raw -2728701.043103 + Penalty 24053.105455 = -2704647.937647 nChanged 171 Deleting Class 21 (1 points): Lose 11.881769 but Gain 145.607826 Iteration 173Q (88.240341 sec): 29 clusters Score: Raw -2728795.730972 + Penalty 23895.371331 = -2704900.359641 nChanged 129 Deleting Class 86 (9 points): Lose 275.278023 but Gain 392.538502 Iteration 174Q (88.340740 sec): 28 clusters Score: Raw -2728583.343018 + Penalty 23545.243922 = -2705038.099097 nChanged 112 Deleting Class 108 (4 points): Lose 35.825912 but Gain 132.505320 Iteration 175Q (88.439480 sec): 27 clusters Score: Raw -2728745.326614 + Penalty 23403.290364 = -2705342.036249 nChanged 94 Deleting Class 247 (3 points): Lose 54.191428 but Gain 83.204472 Iteration 176Q (88.538606 sec): 26 clusters Score: Raw -2728771.765394 + Penalty 23295.645783 = -2705476.119611 nChanged 74 Iteration 177Q (88.635635 sec): 26 clusters Score: Raw -2728828.561751 + Penalty 23284.505005 = -2705544.056746 nChanged 79 Iteration 178Q (88.731898 sec): 26 clusters Score: Raw -2728847.471035 + Penalty 23279.365524 = -2705568.105511 nChanged 58 Iteration 179Q (88.828159 sec): 26 clusters Score: Raw -2728862.660866 + Penalty 23274.545373 = -2705588.115493 nChanged 53 Iteration 180F (89.225880 sec): 26 clusters Score: Raw -2728897.267725 + Penalty 23295.278861 = -2705601.988865 nChanged 57 Iteration 181Q (89.324029 sec): 26 clusters Score: Raw -2728953.017781 + Penalty 23293.619548 = -2705659.398233 nChanged 46 Iteration 182Q (89.422493 sec): 26 clusters Score: Raw -2728965.202489 + Penalty 23291.888776 = -2705673.313713 nChanged 48 Iteration 183Q (89.519952 sec): 26 clusters Score: Raw -2728982.930818 + Penalty 23285.085772 = -2705697.845046 nChanged 55 Iteration 184Q (89.618696 sec): 26 clusters Score: Raw -2729000.104683 + Penalty 23279.637009 = -2705720.467674 nChanged 51 Iteration 185Q (89.716257 sec): 26 clusters Score: Raw -2729014.052039 + Penalty 23275.252054 = -2705738.799985 nChanged 48 Iteration 186Q (89.813780 sec): 26 clusters Score: Raw -2729025.337961 + Penalty 23269.072814 = -2705756.265147 nChanged 42 Iteration 187Q (89.910770 sec): 26 clusters Score: Raw -2729037.552595 + Penalty 23263.423269 = -2705774.129326 nChanged 43 Iteration 188Q (90.008381 sec): 26 clusters Score: Raw -2729047.429803 + Penalty 23256.359257 = -2705791.070546 nChanged 40 Iteration 189Q (90.108462 sec): 26 clusters Score: Raw -2729056.311328 + Penalty 23254.827817 = -2705801.483512 nChanged 45 Iteration 190F (90.506429 sec): 26 clusters Score: Raw -2729063.840891 + Penalty 23251.206132 = -2705812.634759 nChanged 30 Iteration 191Q (90.604771 sec): 26 clusters Score: Raw -2729068.419065 + Penalty 23248.675294 = -2705819.743771 nChanged 16 Iteration 192Q (90.702762 sec): 26 clusters Score: Raw -2729070.317527 + Penalty 23246.201254 = -2705824.116273 nChanged 12 Iteration 193Q (90.800839 sec): 26 clusters Score: Raw -2729073.293886 + Penalty 23243.666532 = -2705829.627354 nChanged 10 Iteration 194Q (90.899090 sec): 26 clusters Score: Raw -2729076.249138 + Penalty 23240.884512 = -2705835.364625 nChanged 15 Iteration 195Q (90.997263 sec): 26 clusters Score: Raw -2729080.666531 + Penalty 23242.164048 = -2705838.502484 nChanged 11 Iteration 196Q (91.095707 sec): 26 clusters Score: Raw -2729084.039976 + Penalty 23238.962411 = -2705845.077565 nChanged 10 Iteration 197Q (91.197662 sec): 26 clusters Score: Raw -2729086.553050 + Penalty 23236.848856 = -2705849.704194 nChanged 13 Iteration 198Q (91.298296 sec): 26 clusters Score: Raw -2729089.319932 + Penalty 23234.368267 = -2705854.951665 nChanged 9 Iteration 199Q (91.395481 sec): 26 clusters Score: Raw -2729090.200636 + Penalty 23231.250333 = -2705858.950304 nChanged 8 Iteration 200F (91.793475 sec): 26 clusters Score: Raw -2729090.784222 + Penalty 23230.447925 = -2705860.336296 nChanged 8 Iteration 201Q (91.892744 sec): 26 clusters Score: Raw -2729092.062145 + Penalty 23228.797803 = -2705863.264341 nChanged 4 Iteration 202Q (91.989800 sec): 26 clusters Score: Raw -2729092.422676 + Penalty 23225.520313 = -2705866.902363 nChanged 5 Iteration 203Q (92.092916 sec): 26 clusters Score: Raw -2729092.913339 + Penalty 23225.195583 = -2705867.717756 nChanged 5 Iteration 204Q (92.190573 sec): 26 clusters Score: Raw -2729093.719227 + Penalty 23224.359282 = -2705869.359945 nChanged 2 Iteration 205Q (92.288640 sec): 26 clusters Score: Raw -2729093.707976 + Penalty 23224.359282 = -2705869.348695 nChanged 0 Iteration 206F (92.687427 sec): 26 clusters Score: Raw -2729093.707976 + Penalty 23224.359282 = -2705869.348695 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2729093.707976 + Penalty 23224.359282 = -2705869.348695Memory request: 0.08 GB would take us to total of 0.39 GB. Trying to split cluster 2 (18186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.834061 sec): 2 clusters Score: Raw -1470195.413734 + Penalty 286.887845 = -1469908.525890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.868804 sec): 3 clusters Score: Raw -1457739.850541 + Penalty 610.889525 = -1457128.961016 nChanged 8774 SP:Iteration 1F (92.902519 sec): 3 clusters Score: Raw -1462813.440882 + Penalty 730.368390 = -1462083.072492 nChanged 3394 SP:Iteration 2F (92.936365 sec): 3 clusters Score: Raw -1465482.040403 + Penalty 853.322277 = -1464628.718126 nChanged 1838 SP:Iteration 3F (92.969900 sec): 3 clusters Score: Raw -1467008.561604 + Penalty 966.488739 = -1466042.072865 nChanged 1394 SP:Iteration 4F (93.003595 sec): 3 clusters Score: Raw -1468110.117521 + Penalty 1068.827866 = -1467041.289655 nChanged 1040 SP:Iteration 5F (93.037004 sec): 3 clusters Score: Raw -1468943.321296 + Penalty 1157.730196 = -1467785.591100 nChanged 728 SP:Iteration 6Q (93.068331 sec): 3 clusters Score: Raw -1469538.903236 + Penalty 1252.824360 = -1468286.078875 nChanged 452 SP:Iteration 7Q (93.098188 sec): 3 clusters Score: Raw -1469949.068397 + Penalty 1317.344103 = -1468631.724294 nChanged 199 SP:Iteration 8Q (93.126531 sec): 3 clusters Score: Raw -1470138.827584 + Penalty 1345.471313 = -1468793.356271 nChanged 71 SP:Iteration 9Q (93.153110 sec): 3 clusters Score: Raw -1470205.305448 + Penalty 1369.529727 = -1468835.775721 nChanged 29 SP:Iteration 10F (93.186624 sec): 3 clusters Score: Raw -1470234.729798 + Penalty 1378.607225 = -1468856.122573 nChanged 16 SP:Iteration 11Q (93.212988 sec): 3 clusters Score: Raw -1470248.656710 + Penalty 1385.336573 = -1468863.320137 nChanged 4 SP:Iteration 12Q (93.239081 sec): 3 clusters Score: Raw -1470253.946778 + Penalty 1402.285102 = -1468851.661677 nChanged 3 SP:Iteration 13F (93.272326 sec): 3 clusters Score: Raw -1470258.312459 + Penalty 1402.285102 = -1468856.027358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.282154 sec): 2 clusters Score: Raw -1387.444040 + Penalty 67.537903 = -1319.906137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.282416 sec): 3 clusters Score: Raw -1429.977428 + Penalty 127.265651 = -1302.711777 nChanged 1 SP:Iteration 1Q (93.282654 sec): 3 clusters Score: Raw -1433.925771 + Penalty 127.265651 = -1306.660120 nChanged 0 SP:Iteration 2F (93.282893 sec): 3 clusters Score: Raw -1433.925771 + Penalty 127.265651 = -1306.660120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 4 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.283369 sec): 2 clusters Score: Raw -656.999856 + Penalty 16.934362 = -640.065494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.283573 sec): 3 clusters Score: Raw -670.668364 + Penalty 37.096850 = -633.571514 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 5 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.287117 sec): 2 clusters Score: Raw -89793.072578 + Penalty 1007.264907 = -88785.807671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.288942 sec): 3 clusters Score: Raw -89424.668508 + Penalty 2018.329582 = -87406.338926 nChanged 274 SP:Iteration 1F (93.290708 sec): 3 clusters Score: Raw -89664.895168 + Penalty 2023.442372 = -87641.452796 nChanged 86 SP:Iteration 2F (93.292470 sec): 3 clusters Score: Raw -89751.214357 + Penalty 2029.572013 = -87721.642344 nChanged 52 SP:Iteration 3F (93.294252 sec): 3 clusters Score: Raw -89797.769828 + Penalty 2033.148941 = -87764.620888 nChanged 32 SP:Iteration 4Q (93.296008 sec): 3 clusters Score: Raw -89829.073169 + Penalty 2036.423102 = -87792.650066 nChanged 33 SP:Iteration 5Q (93.297738 sec): 3 clusters Score: Raw -89853.208518 + Penalty 2037.744339 = -87815.464179 nChanged 19 SP:Iteration 6Q (93.299460 sec): 3 clusters Score: Raw -89866.838157 + Penalty 2039.868108 = -87826.970049 nChanged 17 SP:Iteration 7Q (93.301196 sec): 3 clusters Score: Raw -89883.150745 + Penalty 2041.653247 = -87841.497498 nChanged 15 SP:Iteration 8Q (93.302922 sec): 3 clusters Score: Raw -89893.298275 + Penalty 2041.893377 = -87851.404898 nChanged 8 SP:Iteration 9Q (93.304678 sec): 3 clusters Score: Raw -89896.278155 + Penalty 2042.380849 = -87853.897306 nChanged 3 SP:Iteration 10F (93.306467 sec): 3 clusters Score: Raw -89897.583942 + Penalty 2042.380849 = -87855.203093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.308778 sec): 2 clusters Score: Raw -29397.231934 + Penalty 504.640626 = -28892.591308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.309574 sec): 3 clusters Score: Raw -29278.364602 + Penalty 1024.196213 = -28254.168389 nChanged 84 SP:Iteration 1F (93.310337 sec): 3 clusters Score: Raw -29360.376897 + Penalty 1035.136928 = -28325.239969 nChanged 26 SP:Iteration 2F (93.311095 sec): 3 clusters Score: Raw -29391.787401 + Penalty 1048.901413 = -28342.885988 nChanged 18 SP:Iteration 3F (93.311853 sec): 3 clusters Score: Raw -29411.609930 + Penalty 1060.960597 = -28350.649333 nChanged 12 SP:Iteration 4Q (93.312607 sec): 3 clusters Score: Raw -29425.264350 + Penalty 1067.479492 = -28357.784859 nChanged 7 SP:Iteration 5Q (93.313360 sec): 3 clusters Score: Raw -29432.036805 + Penalty 1071.956519 = -28360.080286 nChanged 3 SP:Iteration 6Q (93.314158 sec): 3 clusters Score: Raw -29434.935487 + Penalty 1074.463532 = -28360.471955 nChanged 4 SP:Iteration 7Q (93.314978 sec): 3 clusters Score: Raw -29438.261557 + Penalty 1079.066136 = -28359.195421 nChanged 3 SP:Iteration 8F (93.315764 sec): 3 clusters Score: Raw -29445.385366 + Penalty 1086.382982 = -28359.002384 nChanged 2 SP:Iteration 9F (93.316548 sec): 3 clusters Score: Raw -29452.280807 + Penalty 1097.456439 = -28354.824368 nChanged 4 SP:Iteration 10F (93.317332 sec): 3 clusters Score: Raw -29464.588137 + Penalty 1104.755070 = -28359.833067 nChanged 5 SP:Iteration 11Q (93.318058 sec): 3 clusters Score: Raw -29483.035695 + Penalty 1107.253098 = -28375.782597 nChanged 5 SP:Iteration 12Q (93.318778 sec): 3 clusters Score: Raw -29490.962256 + Penalty 1107.596177 = -28383.366079 nChanged 2 SP:Iteration 13Q (93.319475 sec): 3 clusters Score: Raw -29495.151340 + Penalty 1109.874512 = -28385.276827 nChanged 1 SP:Iteration 14Q (93.320167 sec): 3 clusters Score: Raw -29498.603512 + Penalty 1112.120035 = -28386.483477 nChanged 1 SP:Iteration 15Q (93.320856 sec): 3 clusters Score: Raw -29503.630074 + Penalty 1114.899009 = -28388.731065 nChanged 1 SP:Iteration 16Q (93.321538 sec): 3 clusters Score: Raw -29505.734643 + Penalty 1123.228628 = -28382.506015 nChanged 3 SP:Iteration 17F (93.322293 sec): 3 clusters Score: Raw -29510.874279 + Penalty 1123.729541 = -28387.144738 nChanged 2 SP:Iteration 18Q (93.322974 sec): 3 clusters Score: Raw -29516.383131 + Penalty 1125.747327 = -28390.635803 nChanged 3 SP:Iteration 19Q (93.323674 sec): 3 clusters Score: Raw -29519.822354 + Penalty 1125.747327 = -28394.075027 nChanged 0 SP:Iteration 20F (93.324432 sec): 3 clusters Score: Raw -29519.822354 + Penalty 1125.747327 = -28394.075027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.326425 sec): 2 clusters Score: Raw -49902.570709 + Penalty 1013.364275 = -48889.206434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.327618 sec): 3 clusters Score: Raw -49781.937025 + Penalty 2026.672393 = -47755.264632 nChanged 135 SP:Iteration 1F (93.328803 sec): 3 clusters Score: Raw -49965.318581 + Penalty 2026.644927 = -47938.673653 nChanged 46 SP:Iteration 2F (93.329982 sec): 3 clusters Score: Raw -50050.934761 + Penalty 2026.591775 = -48024.342986 nChanged 28 SP:Iteration 3Q (93.331118 sec): 3 clusters Score: Raw -50100.981942 + Penalty 2026.604211 = -48074.377730 nChanged 17 SP:Iteration 4Q (93.332243 sec): 3 clusters Score: Raw -50127.096184 + Penalty 2026.690030 = -48100.406154 nChanged 8 SP:Iteration 5Q (93.333369 sec): 3 clusters Score: Raw -50134.699636 + Penalty 2026.709662 = -48107.989974 nChanged 4 SP:Iteration 6Q (93.334493 sec): 3 clusters Score: Raw -50140.119699 + Penalty 2026.709662 = -48113.410037 nChanged 4 SP:Iteration 7Q (93.335644 sec): 3 clusters Score: Raw -50145.514144 + Penalty 2026.709662 = -48118.804482 nChanged 0 SP:Iteration 8F (93.336816 sec): 3 clusters Score: Raw -50145.514144 + Penalty 2026.709662 = -48118.804482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.338902 sec): 2 clusters Score: Raw -56592.872717 + Penalty 124.687489 = -56468.185228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.340268 sec): 3 clusters Score: Raw -56197.925183 + Penalty 248.599190 = -55949.325993 nChanged 293 SP:Iteration 1F (93.341596 sec): 3 clusters Score: Raw -56357.488373 + Penalty 248.147598 = -56109.340776 nChanged 65 SP:Iteration 2F (93.342939 sec): 3 clusters Score: Raw -56402.489519 + Penalty 248.396113 = -56154.093406 nChanged 54 SP:Iteration 3F (93.344269 sec): 3 clusters Score: Raw -56436.266118 + Penalty 250.137261 = -56186.128858 nChanged 48 SP:Iteration 4F (93.345592 sec): 3 clusters Score: Raw -56468.006449 + Penalty 252.118316 = -56215.888132 nChanged 35 SP:Iteration 5F (93.346887 sec): 3 clusters Score: Raw -56486.720060 + Penalty 253.504922 = -56233.215137 nChanged 31 SP:Iteration 6Q (93.348123 sec): 3 clusters Score: Raw -56503.467973 + Penalty 255.041598 = -56248.426374 nChanged 26 SP:Iteration 7Q (93.349386 sec): 3 clusters Score: Raw -56520.915282 + Penalty 256.648955 = -56264.266327 nChanged 24 SP:Iteration 8Q (93.350610 sec): 3 clusters Score: Raw -56535.908265 + Penalty 258.664120 = -56277.244145 nChanged 16 SP:Iteration 9Q (93.351822 sec): 3 clusters Score: Raw -56543.048351 + Penalty 259.422357 = -56283.625993 nChanged 8 SP:Iteration 10F (93.353141 sec): 3 clusters Score: Raw -56546.513929 + Penalty 260.316042 = -56286.197887 nChanged 7 SP:Iteration 11Q (93.354343 sec): 3 clusters Score: Raw -56550.164792 + Penalty 260.980382 = -56289.184410 nChanged 6 SP:Iteration 12Q (93.355556 sec): 3 clusters Score: Raw -56552.882965 + Penalty 261.163761 = -56291.719204 nChanged 4 SP:Iteration 13Q (93.356763 sec): 3 clusters Score: Raw -56555.137111 + Penalty 261.442321 = -56293.694790 nChanged 4 SP:Iteration 14Q (93.357988 sec): 3 clusters Score: Raw -56556.009063 + Penalty 261.546109 = -56294.462954 nChanged 1 SP:Iteration 15Q (93.359164 sec): 3 clusters Score: Raw -56556.420313 + Penalty 261.724499 = -56294.695814 nChanged 2 SP:Iteration 16Q (93.360364 sec): 3 clusters Score: Raw -56557.197152 + Penalty 261.724499 = -56295.472653 nChanged 0 SP:Iteration 17F (93.361650 sec): 3 clusters Score: Raw -56557.197152 + Penalty 261.724499 = -56295.472653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.362301 sec): 2 clusters Score: Raw -3460.582528 + Penalty 165.472197 = -3295.110331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.362617 sec): 3 clusters Score: Raw -3559.917900 + Penalty 380.782527 = -3179.135373 nChanged 10 SP:Iteration 1F (93.362922 sec): 3 clusters Score: Raw -3604.723952 + Penalty 457.443749 = -3147.280203 nChanged 5 SP:Iteration 2F (93.363224 sec): 3 clusters Score: Raw -3647.729895 + Penalty 481.506346 = -3166.223549 nChanged 1 SP:Iteration 3Q (93.363504 sec): 3 clusters Score: Raw -3666.859697 + Penalty 481.506346 = -3185.353352 nChanged 0 SP:Iteration 4F (93.363806 sec): 3 clusters Score: Raw -3666.859697 + Penalty 481.506346 = -3185.353352 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 11 (724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.366226 sec): 2 clusters Score: Raw -70533.555163 + Penalty 1066.570219 = -69466.984944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.367772 sec): 3 clusters Score: Raw -70323.543854 + Penalty 2133.218743 = -68190.325111 nChanged 206 SP:Iteration 1F (93.369226 sec): 3 clusters Score: Raw -70517.226193 + Penalty 2133.272424 = -68383.953769 nChanged 45 SP:Iteration 2F (93.370703 sec): 3 clusters Score: Raw -70568.239021 + Penalty 2133.197397 = -68435.041624 nChanged 28 SP:Iteration 3Q (93.372158 sec): 3 clusters Score: Raw -70603.519667 + Penalty 2133.253628 = -68470.266039 nChanged 20 SP:Iteration 4Q (93.373647 sec): 3 clusters Score: Raw -70625.123670 + Penalty 2133.253628 = -68491.870042 nChanged 20 SP:Iteration 5Q (93.375065 sec): 3 clusters Score: Raw -70658.019225 + Penalty 2133.194082 = -68524.825143 nChanged 15 SP:Iteration 6Q (93.376486 sec): 3 clusters Score: Raw -70680.565544 + Penalty 2133.180628 = -68547.384917 nChanged 18 SP:Iteration 7Q (93.377894 sec): 3 clusters Score: Raw -70705.346198 + Penalty 2133.189263 = -68572.156935 nChanged 13 SP:Iteration 8Q (93.379308 sec): 3 clusters Score: Raw -70717.633086 + Penalty 2133.189263 = -68584.443823 nChanged 4 SP:Iteration 9Q (93.380743 sec): 3 clusters Score: Raw -70720.715932 + Penalty 2133.184385 = -68587.531547 nChanged 2 SP:Iteration 10F (93.382199 sec): 3 clusters Score: Raw -70725.098159 + Penalty 2133.184385 = -68591.913773 nChanged 2 SP:Iteration 11Q (93.383656 sec): 3 clusters Score: Raw -70728.202075 + Penalty 2133.186880 = -68595.015195 nChanged 3 SP:Iteration 12Q (93.385093 sec): 3 clusters Score: Raw -70730.315147 + Penalty 2133.191533 = -68597.123614 nChanged 2 SP:Iteration 13Q (93.386496 sec): 3 clusters Score: Raw -70731.693919 + Penalty 2133.197677 = -68598.496242 nChanged 3 SP:Iteration 14Q (93.387902 sec): 3 clusters Score: Raw -70736.306024 + Penalty 2133.193692 = -68603.112332 nChanged 2 SP:Iteration 15Q (93.389311 sec): 3 clusters Score: Raw -70737.982916 + Penalty 2133.191533 = -68604.791383 nChanged 1 SP:Iteration 16Q (93.390723 sec): 3 clusters Score: Raw -70739.142473 + Penalty 2133.191533 = -68605.950940 nChanged 0 SP:Iteration 17F (93.392171 sec): 3 clusters Score: Raw -70739.142473 + Penalty 2133.191533 = -68605.950940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 16 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.397724 sec): 2 clusters Score: Raw -97390.726990 + Penalty 120.395183 = -97270.331807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.399939 sec): 3 clusters Score: Raw -96672.250647 + Penalty 240.375909 = -96431.874738 nChanged 507 SP:Iteration 1F (93.402099 sec): 3 clusters Score: Raw -97023.858225 + Penalty 240.336487 = -96783.521738 nChanged 112 SP:Iteration 2F (93.404269 sec): 3 clusters Score: Raw -97102.050187 + Penalty 240.705277 = -96861.344910 nChanged 73 SP:Iteration 3F (93.406434 sec): 3 clusters Score: Raw -97145.517974 + Penalty 240.847200 = -96904.670774 nChanged 44 SP:Iteration 4Q (93.408558 sec): 3 clusters Score: Raw -97172.156549 + Penalty 240.806719 = -96931.349830 nChanged 54 SP:Iteration 5Q (93.410698 sec): 3 clusters Score: Raw -97198.042989 + Penalty 240.790780 = -96957.252209 nChanged 39 SP:Iteration 6Q (93.412837 sec): 3 clusters Score: Raw -97217.555701 + Penalty 240.840961 = -96976.714741 nChanged 32 SP:Iteration 7Q (93.414985 sec): 3 clusters Score: Raw -97230.841366 + Penalty 240.806929 = -96990.034437 nChanged 30 SP:Iteration 8Q (93.417165 sec): 3 clusters Score: Raw -97243.746022 + Penalty 240.904068 = -97002.841953 nChanged 34 SP:Iteration 9Q (93.419333 sec): 3 clusters Score: Raw -97253.940820 + Penalty 241.059390 = -97012.881430 nChanged 24 SP:Iteration 10F (93.421558 sec): 3 clusters Score: Raw -97261.153080 + Penalty 240.993953 = -97020.159127 nChanged 19 SP:Iteration 11Q (93.423682 sec): 3 clusters Score: Raw -97264.744541 + Penalty 240.966925 = -97023.777616 nChanged 12 SP:Iteration 12Q (93.425816 sec): 3 clusters Score: Raw -97266.506206 + Penalty 240.972731 = -97025.533475 nChanged 11 SP:Iteration 13Q (93.427884 sec): 3 clusters Score: Raw -97268.050020 + Penalty 240.983758 = -97027.066262 nChanged 18 SP:Iteration 14Q (93.429994 sec): 3 clusters Score: Raw -97272.582604 + Penalty 240.922532 = -97031.660072 nChanged 25 SP:Iteration 15Q (93.432158 sec): 3 clusters Score: Raw -97278.925305 + Penalty 240.828361 = -97038.096943 nChanged 16 SP:Iteration 16Q (93.434285 sec): 3 clusters Score: Raw -97282.154188 + Penalty 240.602593 = -97041.551595 nChanged 15 SP:Iteration 17Q (93.436404 sec): 3 clusters Score: Raw -97285.120608 + Penalty 240.339258 = -97044.781350 nChanged 17 SP:Iteration 18Q (93.438540 sec): 3 clusters Score: Raw -97287.119972 + Penalty 240.109212 = -97047.010760 nChanged 10 SP:Iteration 19Q (93.440759 sec): 3 clusters Score: Raw -97287.900132 + Penalty 239.908730 = -97047.991402 nChanged 6 SP:Iteration 20F (93.442993 sec): 3 clusters Score: Raw -97287.947767 + Penalty 239.785557 = -97048.162210 nChanged 4 SP:Iteration 21Q (93.445089 sec): 3 clusters Score: Raw -97287.887385 + Penalty 239.705526 = -97048.181859 nChanged 3 SP:Iteration 22Q (93.447152 sec): 3 clusters Score: Raw -97287.987018 + Penalty 239.543147 = -97048.443871 nChanged 2 SP:Iteration 23Q (93.449253 sec): 3 clusters Score: Raw -97288.426519 + Penalty 239.494420 = -97048.932100 nChanged 2 SP:Iteration 24Q (93.451317 sec): 3 clusters Score: Raw -97288.586576 + Penalty 239.460270 = -97049.126306 nChanged 1 SP:Iteration 25Q (93.453369 sec): 3 clusters Score: Raw -97288.387753 + Penalty 239.368638 = -97049.019115 nChanged 1 SP:Iteration 26F (93.455575 sec): 3 clusters Score: Raw -97288.374335 + Penalty 239.212192 = -97049.162143 nChanged 3 SP:Iteration 27Q (93.457678 sec): 3 clusters Score: Raw -97288.147718 + Penalty 239.127948 = -97049.019770 nChanged 3 SP:Iteration 28F (93.459805 sec): 3 clusters Score: Raw -97287.989444 + Penalty 239.042375 = -97048.947069 nChanged 4 SP:Iteration 29F (93.461917 sec): 3 clusters Score: Raw -97288.211816 + Penalty 238.918907 = -97049.292909 nChanged 4 SP:Iteration 30F (93.464049 sec): 3 clusters Score: Raw -97288.352382 + Penalty 238.797497 = -97049.554885 nChanged 5 SP:Iteration 31Q (93.466116 sec): 3 clusters Score: Raw -97288.886185 + Penalty 238.632984 = -97050.253201 nChanged 6 SP:Iteration 32Q (93.468207 sec): 3 clusters Score: Raw -97289.426196 + Penalty 238.609609 = -97050.816586 nChanged 5 SP:Iteration 33Q (93.470267 sec): 3 clusters Score: Raw -97290.079926 + Penalty 238.450438 = -97051.629488 nChanged 6 SP:Iteration 34Q (93.472402 sec): 3 clusters Score: Raw -97291.232600 + Penalty 238.309562 = -97052.923038 nChanged 6 SP:Iteration 35Q (93.474516 sec): 3 clusters Score: Raw -97292.004164 + Penalty 238.015014 = -97053.989149 nChanged 5 SP:Iteration 36Q (93.476634 sec): 3 clusters Score: Raw -97292.122654 + Penalty 237.919582 = -97054.203072 nChanged 4 SP:Iteration 37Q (93.478757 sec): 3 clusters Score: Raw -97292.269344 + Penalty 237.862024 = -97054.407320 nChanged 7 SP:Iteration 38Q (93.480886 sec): 3 clusters Score: Raw -97292.915951 + Penalty 237.781952 = -97055.133999 nChanged 6 SP:Iteration 39Q (93.483036 sec): 3 clusters Score: Raw -97294.156415 + Penalty 237.725438 = -97056.430978 nChanged 6 SP:Iteration 40F (93.485311 sec): 3 clusters Score: Raw -97294.934023 + Penalty 237.670091 = -97057.263932 nChanged 5 SP:Iteration 41Q (93.487420 sec): 3 clusters Score: Raw -97295.461617 + Penalty 237.478418 = -97057.983199 nChanged 6 SP:Iteration 42Q (93.489514 sec): 3 clusters Score: Raw -97296.128464 + Penalty 236.918302 = -97059.210162 nChanged 10 SP:Iteration 43Q (93.491598 sec): 3 clusters Score: Raw -97296.632978 + Penalty 236.742099 = -97059.890879 nChanged 8 SP:Iteration 44Q (93.493691 sec): 3 clusters Score: Raw -97296.537276 + Penalty 236.742099 = -97059.795177 nChanged 0 SP:Iteration 45F (93.495867 sec): 3 clusters Score: Raw -97296.537276 + Penalty 236.742099 = -97059.795177 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 23 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.505600 sec): 2 clusters Score: Raw -93808.582686 + Penalty 837.399391 = -92971.183295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.507604 sec): 3 clusters Score: Raw -93300.054551 + Penalty 1675.364493 = -91624.690058 nChanged 354 SP:Iteration 1F (93.509588 sec): 3 clusters Score: Raw -93527.588404 + Penalty 1672.913093 = -91854.675312 nChanged 110 SP:Iteration 2F (93.511585 sec): 3 clusters Score: Raw -93611.128897 + Penalty 1672.157078 = -91938.971819 nChanged 71 SP:Iteration 3F (93.513571 sec): 3 clusters Score: Raw -93666.297399 + Penalty 1672.558459 = -91993.738940 nChanged 57 SP:Iteration 4F (93.515549 sec): 3 clusters Score: Raw -93705.569524 + Penalty 1674.545496 = -92031.024028 nChanged 46 SP:Iteration 5Q (93.517496 sec): 3 clusters Score: Raw -93741.711133 + Penalty 1677.999712 = -92063.711421 nChanged 44 SP:Iteration 6Q (93.519429 sec): 3 clusters Score: Raw -93776.635854 + Penalty 1681.250910 = -92095.384944 nChanged 33 SP:Iteration 7Q (93.521436 sec): 3 clusters Score: Raw -93794.987567 + Penalty 1685.613346 = -92109.374221 nChanged 23 SP:Iteration 8Q (93.523378 sec): 3 clusters Score: Raw -93807.150304 + Penalty 1689.031888 = -92118.118416 nChanged 19 SP:Iteration 9Q (93.525818 sec): 3 clusters Score: Raw -93815.690292 + Penalty 1690.647200 = -92125.043092 nChanged 10 SP:Iteration 10F (93.530722 sec): 3 clusters Score: Raw -93820.516220 + Penalty 1691.890381 = -92128.625839 nChanged 9 SP:Iteration 11Q (93.534363 sec): 3 clusters Score: Raw -93825.217643 + Penalty 1693.217174 = -92132.000469 nChanged 7 SP:Iteration 12Q (93.537532 sec): 3 clusters Score: Raw -93828.214168 + Penalty 1694.706534 = -92133.507634 nChanged 7 SP:Iteration 13Q (93.539752 sec): 3 clusters Score: Raw -93831.345047 + Penalty 1695.581034 = -92135.764013 nChanged 9 SP:Iteration 14Q (93.541891 sec): 3 clusters Score: Raw -93836.665856 + Penalty 1697.924479 = -92138.741378 nChanged 9 SP:Iteration 15Q (93.544007 sec): 3 clusters Score: Raw -93841.245860 + Penalty 1699.945032 = -92141.300827 nChanged 7 SP:Iteration 16Q (93.546125 sec): 3 clusters Score: Raw -93845.949323 + Penalty 1704.073744 = -92141.875579 nChanged 8 SP:Iteration 17Q (93.548246 sec): 3 clusters Score: Raw -93850.015841 + Penalty 1705.148954 = -92144.866887 nChanged 5 SP:Iteration 18Q (93.550392 sec): 3 clusters Score: Raw -93851.154609 + Penalty 1705.800209 = -92145.354399 nChanged 2 SP:Iteration 19Q (93.552466 sec): 3 clusters Score: Raw -93853.055909 + Penalty 1706.894518 = -92146.161390 nChanged 3 SP:Iteration 20F (93.554559 sec): 3 clusters Score: Raw -93854.888911 + Penalty 1707.688805 = -92147.200106 nChanged 2 SP:Iteration 21Q (93.556704 sec): 3 clusters Score: Raw -93859.027664 + Penalty 1709.050101 = -92149.977564 nChanged 3 SP:Iteration 22Q (93.558819 sec): 3 clusters Score: Raw -93861.316526 + Penalty 1710.016051 = -92151.300476 nChanged 3 SP:Iteration 23Q (93.560958 sec): 3 clusters Score: Raw -93864.105020 + Penalty 1710.120352 = -92153.984668 nChanged 9 SP:Iteration 24Q (93.563074 sec): 3 clusters Score: Raw -93877.053710 + Penalty 1711.124082 = -92165.929628 nChanged 6 SP:Iteration 25Q (93.565194 sec): 3 clusters Score: Raw -93880.948810 + Penalty 1711.452548 = -92169.496263 nChanged 6 SP:Iteration 26Q (93.567298 sec): 3 clusters Score: Raw -93885.719789 + Penalty 1711.205921 = -92174.513867 nChanged 1 SP:Iteration 27Q (93.569423 sec): 3 clusters Score: Raw -93886.463053 + Penalty 1711.205921 = -92175.257132 nChanged 0 SP:Iteration 28F (93.571598 sec): 3 clusters Score: Raw -93886.463053 + Penalty 1711.205921 = -92175.257132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.572627 sec): 2 clusters Score: Raw -14861.849546 + Penalty 421.950800 = -14439.898746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.573177 sec): 3 clusters Score: Raw -14810.634533 + Penalty 843.668442 = -13966.966091 nChanged 44 SP:Iteration 1F (93.573715 sec): 3 clusters Score: Raw -14879.607467 + Penalty 840.253693 = -14039.353774 nChanged 17 SP:Iteration 2F (93.574253 sec): 3 clusters Score: Raw -14921.438333 + Penalty 842.363065 = -14079.075268 nChanged 8 SP:Iteration 3Q (93.574804 sec): 3 clusters Score: Raw -14938.333870 + Penalty 842.928832 = -14095.405038 nChanged 2 SP:Iteration 4Q (93.575334 sec): 3 clusters Score: Raw -14941.215680 + Penalty 843.248865 = -14097.966814 nChanged 3 SP:Iteration 5Q (93.575847 sec): 3 clusters Score: Raw -14951.184921 + Penalty 843.248865 = -14107.936055 nChanged 0 SP:Iteration 6F (93.576395 sec): 3 clusters Score: Raw -14951.184921 + Penalty 843.248865 = -14107.936055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.578647 sec): 2 clusters Score: Raw -55255.619590 + Penalty 891.508659 = -54364.110931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.579935 sec): 3 clusters Score: Raw -55020.113572 + Penalty 1784.548658 = -53235.564915 nChanged 151 SP:Iteration 1F (93.581219 sec): 3 clusters Score: Raw -55179.799053 + Penalty 1787.663060 = -53392.135993 nChanged 59 SP:Iteration 2F (93.582476 sec): 3 clusters Score: Raw -55260.261654 + Penalty 1791.425480 = -53468.836174 nChanged 38 SP:Iteration 3F (93.583732 sec): 3 clusters Score: Raw -55302.390829 + Penalty 1794.386490 = -53508.004338 nChanged 20 SP:Iteration 4Q (93.584921 sec): 3 clusters Score: Raw -55325.901393 + Penalty 1795.367941 = -53530.533452 nChanged 14 SP:Iteration 5Q (93.586111 sec): 3 clusters Score: Raw -55339.347684 + Penalty 1796.166931 = -53543.180754 nChanged 7 SP:Iteration 6Q (93.587332 sec): 3 clusters Score: Raw -55354.094522 + Penalty 1796.275872 = -53557.818650 nChanged 3 SP:Iteration 7Q (93.588542 sec): 3 clusters Score: Raw -55356.614582 + Penalty 1795.859727 = -53560.754856 nChanged 2 SP:Iteration 8Q (93.589745 sec): 3 clusters Score: Raw -55357.182350 + Penalty 1795.859727 = -53561.322623 nChanged 0 SP:Iteration 9F (93.590946 sec): 3 clusters Score: Raw -55357.182350 + Penalty 1795.859727 = -53561.322623 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.593189 sec): 2 clusters Score: Raw -62099.674188 + Penalty 941.425829 = -61158.248358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.594530 sec): 3 clusters Score: Raw -61879.100576 + Penalty 1881.975063 = -59997.125513 nChanged 175 SP:Iteration 1F (93.595889 sec): 3 clusters Score: Raw -62021.146197 + Penalty 1881.397584 = -60139.748614 nChanged 38 SP:Iteration 2F (93.597229 sec): 3 clusters Score: Raw -62065.698297 + Penalty 1880.545325 = -60185.152972 nChanged 28 SP:Iteration 3Q (93.598535 sec): 3 clusters Score: Raw -62090.441145 + Penalty 1879.964043 = -60210.477102 nChanged 15 SP:Iteration 4Q (93.599845 sec): 3 clusters Score: Raw -62109.951036 + Penalty 1880.050373 = -60229.900664 nChanged 12 SP:Iteration 5Q (93.601190 sec): 3 clusters Score: Raw -62118.473170 + Penalty 1880.072686 = -60238.400484 nChanged 3 SP:Iteration 6Q (93.602496 sec): 3 clusters Score: Raw -62121.966298 + Penalty 1880.110903 = -60241.855395 nChanged 3 SP:Iteration 7Q (93.603799 sec): 3 clusters Score: Raw -62127.647729 + Penalty 1879.869028 = -60247.778701 nChanged 3 SP:Iteration 8Q (93.605153 sec): 3 clusters Score: Raw -62132.441970 + Penalty 1879.794746 = -60252.647225 nChanged 1 SP:Iteration 9Q (93.606462 sec): 3 clusters Score: Raw -62133.621832 + Penalty 1879.556487 = -60254.065345 nChanged 3 SP:Iteration 10F (93.607776 sec): 3 clusters Score: Raw -62136.074543 + Penalty 1879.230247 = -60256.844296 nChanged 2 SP:Iteration 11Q (93.609072 sec): 3 clusters Score: Raw -62137.534961 + Penalty 1879.103393 = -60258.431568 nChanged 4 SP:Iteration 12Q (93.610390 sec): 3 clusters Score: Raw -62139.303137 + Penalty 1879.320185 = -60259.982952 nChanged 4 SP:Iteration 13Q (93.611688 sec): 3 clusters Score: Raw -62143.288348 + Penalty 1879.409704 = -60263.878643 nChanged 4 SP:Iteration 14Q (93.612983 sec): 3 clusters Score: Raw -62144.623301 + Penalty 1879.530425 = -60265.092876 nChanged 1 SP:Iteration 15Q (93.614298 sec): 3 clusters Score: Raw -62145.048232 + Penalty 1879.746464 = -60265.301768 nChanged 2 SP:Iteration 16Q (93.615635 sec): 3 clusters Score: Raw -62145.631637 + Penalty 1879.838996 = -60265.792641 nChanged 2 SP:Iteration 17Q (93.616930 sec): 3 clusters Score: Raw -62146.708465 + Penalty 1879.908083 = -60266.800382 nChanged 1 SP:Iteration 18Q (93.618222 sec): 3 clusters Score: Raw -62147.176334 + Penalty 1880.086227 = -60267.090107 nChanged 2 SP:Iteration 19Q (93.619510 sec): 3 clusters Score: Raw -62147.815582 + Penalty 1880.154560 = -60267.661022 nChanged 1 SP:Iteration 20F (93.620857 sec): 3 clusters Score: Raw -62148.465712 + Penalty 1880.252580 = -60268.213132 nChanged 1 SP:Iteration 21Q (93.622159 sec): 3 clusters Score: Raw -62149.141253 + Penalty 1880.316128 = -60268.825125 nChanged 1 SP:Iteration 22Q (93.623456 sec): 3 clusters Score: Raw -62149.578417 + Penalty 1880.316128 = -60269.262289 nChanged 0 SP:Iteration 23F (93.624772 sec): 3 clusters Score: Raw -62149.578417 + Penalty 1880.316128 = -60269.262289 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 33 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.632223 sec): 2 clusters Score: Raw -126923.625111 + Penalty 849.588941 = -126074.036170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.634939 sec): 3 clusters Score: Raw -126135.858555 + Penalty 1699.876970 = -124435.981585 nChanged 514 SP:Iteration 1F (93.637599 sec): 3 clusters Score: Raw -126531.757060 + Penalty 1699.116017 = -124832.641044 nChanged 219 SP:Iteration 2F (93.640295 sec): 3 clusters Score: Raw -126745.160774 + Penalty 1698.692526 = -125046.468247 nChanged 114 SP:Iteration 3F (93.642892 sec): 3 clusters Score: Raw -126826.002290 + Penalty 1697.955340 = -125128.046950 nChanged 60 SP:Iteration 4Q (93.645507 sec): 3 clusters Score: Raw -126862.508585 + Penalty 1698.563484 = -125163.945101 nChanged 39 SP:Iteration 5Q (93.648144 sec): 3 clusters Score: Raw -126885.921195 + Penalty 1698.908550 = -125187.012645 nChanged 28 SP:Iteration 6Q (93.650784 sec): 3 clusters Score: Raw -126896.870192 + Penalty 1699.029819 = -125197.840373 nChanged 18 SP:Iteration 7Q (93.653340 sec): 3 clusters Score: Raw -126901.755262 + Penalty 1699.124173 = -125202.631089 nChanged 11 SP:Iteration 8Q (93.655958 sec): 3 clusters Score: Raw -126904.330365 + Penalty 1699.256862 = -125205.073504 nChanged 12 SP:Iteration 9Q (93.658586 sec): 3 clusters Score: Raw -126907.170562 + Penalty 1699.353164 = -125207.817398 nChanged 6 SP:Iteration 10F (93.661340 sec): 3 clusters Score: Raw -126908.615739 + Penalty 1699.414017 = -125209.201723 nChanged 4 SP:Iteration 11Q (93.663960 sec): 3 clusters Score: Raw -126909.352021 + Penalty 1699.474224 = -125209.877797 nChanged 2 SP:Iteration 12Q (93.666552 sec): 3 clusters Score: Raw -126909.770978 + Penalty 1699.507466 = -125210.263511 nChanged 4 SP:Iteration 13Q (93.669118 sec): 3 clusters Score: Raw -126910.616931 + Penalty 1699.557861 = -125211.059071 nChanged 3 SP:Iteration 14Q (93.671754 sec): 3 clusters Score: Raw -126911.165794 + Penalty 1699.644069 = -125211.521725 nChanged 4 SP:Iteration 15Q (93.674358 sec): 3 clusters Score: Raw -126912.262115 + Penalty 1699.728991 = -125212.533124 nChanged 4 SP:Iteration 16Q (93.676976 sec): 3 clusters Score: Raw -126913.050252 + Penalty 1699.882354 = -125213.167898 nChanged 8 SP:Iteration 17Q (93.679573 sec): 3 clusters Score: Raw -126915.907273 + Penalty 1700.022063 = -125215.885209 nChanged 14 SP:Iteration 18Q (93.682197 sec): 3 clusters Score: Raw -126920.430483 + Penalty 1700.086631 = -125220.343851 nChanged 11 SP:Iteration 19Q (93.684777 sec): 3 clusters Score: Raw -126923.039856 + Penalty 1700.052148 = -125222.987708 nChanged 7 SP:Iteration 20F (93.687556 sec): 3 clusters Score: Raw -126925.007723 + Penalty 1699.855665 = -125225.152058 nChanged 6 SP:Iteration 21Q (93.690294 sec): 3 clusters Score: Raw -126927.086613 + Penalty 1699.788877 = -125227.297736 nChanged 8 SP:Iteration 22Q (93.692880 sec): 3 clusters Score: Raw -126929.509381 + Penalty 1699.657343 = -125229.852038 nChanged 8 SP:Iteration 23Q (93.695452 sec): 3 clusters Score: Raw -126932.115226 + Penalty 1699.423884 = -125232.691342 nChanged 6 SP:Iteration 24Q (93.698062 sec): 3 clusters Score: Raw -126933.921219 + Penalty 1699.273562 = -125234.647658 nChanged 4 SP:Iteration 25Q (93.700658 sec): 3 clusters Score: Raw -126934.678428 + Penalty 1699.194953 = -125235.483475 nChanged 3 SP:Iteration 26Q (93.703225 sec): 3 clusters Score: Raw -126935.201559 + Penalty 1699.080384 = -125236.121174 nChanged 1 SP:Iteration 27Q (93.705796 sec): 3 clusters Score: Raw -126935.368990 + Penalty 1699.080384 = -125236.288606 nChanged 0 SP:Iteration 28F (93.708458 sec): 3 clusters Score: Raw -126935.368990 + Penalty 1699.080384 = -125236.288606 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 34 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.717658 sec): 2 clusters Score: Raw -136769.592949 + Penalty 692.213635 = -136077.379314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.720670 sec): 3 clusters Score: Raw -135868.172709 + Penalty 1390.988552 = -134477.184158 nChanged 601 SP:Iteration 1F (93.723588 sec): 3 clusters Score: Raw -136162.200649 + Penalty 1409.091576 = -134753.109073 nChanged 194 SP:Iteration 2F (93.726505 sec): 3 clusters Score: Raw -136298.862464 + Penalty 1431.890299 = -134866.972165 nChanged 142 SP:Iteration 3F (93.729375 sec): 3 clusters Score: Raw -136415.574634 + Penalty 1459.090731 = -134956.483904 nChanged 126 SP:Iteration 4F (93.732263 sec): 3 clusters Score: Raw -136523.005428 + Penalty 1479.707431 = -135043.297997 nChanged 79 SP:Iteration 5F (93.735195 sec): 3 clusters Score: Raw -136590.661541 + Penalty 1497.127089 = -135093.534452 nChanged 72 SP:Iteration 6Q (93.738070 sec): 3 clusters Score: Raw -136650.744067 + Penalty 1511.961746 = -135138.782321 nChanged 56 SP:Iteration 7Q (93.740887 sec): 3 clusters Score: Raw -136691.670506 + Penalty 1524.752412 = -135166.918094 nChanged 48 SP:Iteration 8Q (93.743590 sec): 3 clusters Score: Raw -136734.650822 + Penalty 1541.469170 = -135193.181653 nChanged 37 SP:Iteration 9Q (93.746265 sec): 3 clusters Score: Raw -136765.285204 + Penalty 1552.911642 = -135212.373561 nChanged 30 SP:Iteration 10F (93.749132 sec): 3 clusters Score: Raw -136792.931695 + Penalty 1562.085455 = -135230.846241 nChanged 22 SP:Iteration 11Q (93.751697 sec): 3 clusters Score: Raw -136810.744538 + Penalty 1570.075318 = -135240.669221 nChanged 17 SP:Iteration 12Q (93.754214 sec): 3 clusters Score: Raw -136831.257584 + Penalty 1576.149712 = -135255.107872 nChanged 16 SP:Iteration 13Q (93.756719 sec): 3 clusters Score: Raw -136841.949723 + Penalty 1585.942507 = -135256.007216 nChanged 9 SP:Iteration 14Q (93.759160 sec): 3 clusters Score: Raw -136848.580555 + Penalty 1593.365735 = -135255.214820 nChanged 10 SP:Iteration 15F (93.762132 sec): 3 clusters Score: Raw -136856.942929 + Penalty 1596.167156 = -135260.775773 nChanged 4 SP:Iteration 16Q (93.764597 sec): 3 clusters Score: Raw -136858.988143 + Penalty 1597.034926 = -135261.953217 nChanged 2 SP:Iteration 17Q (93.767078 sec): 3 clusters Score: Raw -136860.136771 + Penalty 1596.997053 = -135263.139718 nChanged 2 SP:Iteration 18Q (93.769538 sec): 3 clusters Score: Raw -136860.594813 + Penalty 1596.997053 = -135263.597760 nChanged 0 SP:Iteration 19F (93.772501 sec): 3 clusters Score: Raw -136860.594813 + Penalty 1596.997053 = -135263.597760 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.782174 sec): 2 clusters Score: Raw -137342.260937 + Penalty 534.717565 = -136807.543372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.785237 sec): 3 clusters Score: Raw -136457.906399 + Penalty 1077.420695 = -135380.485704 nChanged 622 SP:Iteration 1F (93.788270 sec): 3 clusters Score: Raw -136949.823373 + Penalty 1081.474839 = -135868.348535 nChanged 184 SP:Iteration 2F (93.791396 sec): 3 clusters Score: Raw -137078.848362 + Penalty 1088.274412 = -135990.573950 nChanged 115 SP:Iteration 3F (93.794484 sec): 3 clusters Score: Raw -137159.233864 + Penalty 1099.138897 = -136060.094967 nChanged 75 SP:Iteration 4Q (93.797375 sec): 3 clusters Score: Raw -137224.736116 + Penalty 1109.602316 = -136115.133801 nChanged 68 SP:Iteration 5Q (93.800241 sec): 3 clusters Score: Raw -137264.486775 + Penalty 1119.591721 = -136144.895054 nChanged 43 SP:Iteration 6Q (93.803057 sec): 3 clusters Score: Raw -137284.683673 + Penalty 1127.768003 = -136156.915670 nChanged 27 SP:Iteration 7Q (93.805870 sec): 3 clusters Score: Raw -137294.857184 + Penalty 1133.181076 = -136161.676108 nChanged 24 SP:Iteration 8Q (93.808617 sec): 3 clusters Score: Raw -137305.030165 + Penalty 1140.109467 = -136164.920698 nChanged 22 SP:Iteration 9Q (93.811370 sec): 3 clusters Score: Raw -137312.462560 + Penalty 1147.658623 = -136164.803938 nChanged 23 SP:Iteration 10F (93.814317 sec): 3 clusters Score: Raw -137322.290322 + Penalty 1159.075264 = -136163.215058 nChanged 32 SP:Iteration 11F (93.817279 sec): 3 clusters Score: Raw -137336.930091 + Penalty 1168.992656 = -136167.937436 nChanged 25 SP:Iteration 12Q (93.819984 sec): 3 clusters Score: Raw -137348.512371 + Penalty 1178.493008 = -136170.019363 nChanged 24 SP:Iteration 13Q (93.822664 sec): 3 clusters Score: Raw -137360.188221 + Penalty 1189.586806 = -136170.601415 nChanged 20 SP:Iteration 14Q (93.825314 sec): 3 clusters Score: Raw -137369.380790 + Penalty 1195.936364 = -136173.444426 nChanged 15 SP:Iteration 15Q (93.827923 sec): 3 clusters Score: Raw -137375.059277 + Penalty 1201.584716 = -136173.474561 nChanged 12 SP:Iteration 16Q (93.830609 sec): 3 clusters Score: Raw -137379.755038 + Penalty 1203.938549 = -136175.816490 nChanged 8 SP:Iteration 17Q (93.833126 sec): 3 clusters Score: Raw -137384.157800 + Penalty 1205.270762 = -136178.887039 nChanged 6 SP:Iteration 18Q (93.835673 sec): 3 clusters Score: Raw -137388.655040 + Penalty 1208.455364 = -136180.199676 nChanged 11 SP:Iteration 19Q (93.838249 sec): 3 clusters Score: Raw -137392.643567 + Penalty 1208.736044 = -136183.907522 nChanged 5 SP:Iteration 20F (93.841180 sec): 3 clusters Score: Raw -137395.183055 + Penalty 1209.766561 = -136185.416494 nChanged 4 SP:Iteration 21Q (93.843658 sec): 3 clusters Score: Raw -137397.701162 + Penalty 1210.125045 = -136187.576117 nChanged 3 SP:Iteration 22Q (93.846310 sec): 3 clusters Score: Raw -137398.881032 + Penalty 1210.527897 = -136188.353135 nChanged 2 SP:Iteration 23Q (93.848850 sec): 3 clusters Score: Raw -137398.920149 + Penalty 1209.824097 = -136189.096052 nChanged 1 SP:Iteration 24Q (93.851409 sec): 3 clusters Score: Raw -137399.224467 + Penalty 1211.929765 = -136187.294702 nChanged 3 SP:Iteration 25F (93.854377 sec): 3 clusters Score: Raw -137399.847521 + Penalty 1211.380199 = -136188.467322 nChanged 2 SP:Iteration 26Q (93.856851 sec): 3 clusters Score: Raw -137401.015332 + Penalty 1212.934581 = -136188.080751 nChanged 1 SP:Iteration 27F (93.859770 sec): 3 clusters Score: Raw -137401.276310 + Penalty 1212.934581 = -136188.341729 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 70 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.864142 sec): 2 clusters Score: Raw -57955.085582 + Penalty 665.442985 = -57289.642597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.865455 sec): 3 clusters Score: Raw -57678.085626 + Penalty 1332.569232 = -56345.516394 nChanged 199 SP:Iteration 1F (93.866734 sec): 3 clusters Score: Raw -57828.896587 + Penalty 1334.139267 = -56494.757320 nChanged 51 SP:Iteration 2F (93.868007 sec): 3 clusters Score: Raw -57868.098727 + Penalty 1338.931556 = -56529.167171 nChanged 41 SP:Iteration 3F (93.869296 sec): 3 clusters Score: Raw -57903.864701 + Penalty 1342.602581 = -56561.262120 nChanged 37 SP:Iteration 4F (93.870622 sec): 3 clusters Score: Raw -57933.431551 + Penalty 1349.147684 = -56584.283866 nChanged 32 SP:Iteration 5F (93.871908 sec): 3 clusters Score: Raw -57961.591069 + Penalty 1353.723625 = -56607.867443 nChanged 25 SP:Iteration 6Q (93.873176 sec): 3 clusters Score: Raw -57986.622717 + Penalty 1361.451659 = -56625.171058 nChanged 15 SP:Iteration 7Q (93.874427 sec): 3 clusters Score: Raw -58002.146160 + Penalty 1370.023019 = -56632.123141 nChanged 13 SP:Iteration 8Q (93.875695 sec): 3 clusters Score: Raw -58015.364727 + Penalty 1373.107674 = -56642.257054 nChanged 5 SP:Iteration 9Q (93.876915 sec): 3 clusters Score: Raw -58023.012599 + Penalty 1378.920652 = -56644.091948 nChanged 6 SP:Iteration 10F (93.878188 sec): 3 clusters Score: Raw -58031.726600 + Penalty 1382.133528 = -56649.593072 nChanged 2 SP:Iteration 11Q (93.879404 sec): 3 clusters Score: Raw -58032.897448 + Penalty 1386.795465 = -56646.101983 nChanged 2 SP:Iteration 12F (93.880697 sec): 3 clusters Score: Raw -58034.130797 + Penalty 1388.642190 = -56645.488607 nChanged 2 SP:Iteration 13F (93.881970 sec): 3 clusters Score: Raw -58035.270701 + Penalty 1390.243331 = -56645.027370 nChanged 2 SP:Iteration 14F (93.883239 sec): 3 clusters Score: Raw -58038.818098 + Penalty 1387.282232 = -56651.535866 nChanged 2 SP:Iteration 15Q (93.884439 sec): 3 clusters Score: Raw -58040.073651 + Penalty 1387.282232 = -56652.791418 nChanged 0 SP:Iteration 16F (93.885731 sec): 3 clusters Score: Raw -58040.073651 + Penalty 1387.282232 = -56652.791418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.887666 sec): 2 clusters Score: Raw -46318.145803 + Penalty 464.133791 = -45854.012012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.888813 sec): 3 clusters Score: Raw -46039.821299 + Penalty 924.811544 = -45115.009755 nChanged 190 SP:Iteration 1F (93.889978 sec): 3 clusters Score: Raw -46168.415396 + Penalty 923.949487 = -45244.465909 nChanged 69 SP:Iteration 2F (93.891182 sec): 3 clusters Score: Raw -46219.174072 + Penalty 925.313259 = -45293.860812 nChanged 32 SP:Iteration 3F (93.892355 sec): 3 clusters Score: Raw -46243.511282 + Penalty 926.189433 = -45317.321848 nChanged 25 SP:Iteration 4Q (93.893517 sec): 3 clusters Score: Raw -46261.642499 + Penalty 928.680696 = -45332.961803 nChanged 17 SP:Iteration 5Q (93.894623 sec): 3 clusters Score: Raw -46270.340444 + Penalty 927.840062 = -45342.500382 nChanged 15 SP:Iteration 6Q (93.895802 sec): 3 clusters Score: Raw -46279.530928 + Penalty 929.226990 = -45350.303938 nChanged 14 SP:Iteration 7Q (93.896972 sec): 3 clusters Score: Raw -46286.020264 + Penalty 930.220685 = -45355.799580 nChanged 10 SP:Iteration 8Q (93.898135 sec): 3 clusters Score: Raw -46290.761966 + Penalty 931.845126 = -45358.916840 nChanged 6 SP:Iteration 9Q (93.899297 sec): 3 clusters Score: Raw -46295.231351 + Penalty 931.602603 = -45363.628748 nChanged 4 SP:Iteration 10F (93.900454 sec): 3 clusters Score: Raw -46296.816754 + Penalty 930.810939 = -45366.005815 nChanged 1 SP:Iteration 11Q (93.901569 sec): 3 clusters Score: Raw -46297.255092 + Penalty 930.810939 = -45366.444153 nChanged 0 SP:Iteration 12F (93.902688 sec): 3 clusters Score: Raw -46297.255092 + Penalty 930.810939 = -45366.444153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 74 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.906665 sec): 2 clusters Score: Raw -105288.043976 + Penalty 1122.921397 = -104165.122578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.908877 sec): 3 clusters Score: Raw -104934.599582 + Penalty 2245.642160 = -102688.957422 nChanged 297 SP:Iteration 1F (93.910983 sec): 3 clusters Score: Raw -105187.171790 + Penalty 2245.456751 = -102941.715039 nChanged 76 SP:Iteration 2F (93.913029 sec): 3 clusters Score: Raw -105268.266728 + Penalty 2245.343623 = -103022.923105 nChanged 52 SP:Iteration 3Q (93.915130 sec): 3 clusters Score: Raw -105318.885473 + Penalty 2245.283578 = -103073.601895 nChanged 34 SP:Iteration 4Q (93.917178 sec): 3 clusters Score: Raw -105355.057381 + Penalty 2245.494949 = -103109.562431 nChanged 32 SP:Iteration 5Q (93.919209 sec): 3 clusters Score: Raw -105384.695649 + Penalty 2245.425731 = -103139.269918 nChanged 20 SP:Iteration 6Q (93.921263 sec): 3 clusters Score: Raw -105409.819729 + Penalty 2245.424657 = -103164.395072 nChanged 20 SP:Iteration 7Q (93.923306 sec): 3 clusters Score: Raw -105432.246798 + Penalty 2245.502702 = -103186.744097 nChanged 13 SP:Iteration 8Q (93.925325 sec): 3 clusters Score: Raw -105445.530952 + Penalty 2245.491163 = -103200.039789 nChanged 8 SP:Iteration 9Q (93.927337 sec): 3 clusters Score: Raw -105454.828475 + Penalty 2245.497597 = -103209.330879 nChanged 7 SP:Iteration 10F (93.929384 sec): 3 clusters Score: Raw -105459.252799 + Penalty 2245.419445 = -103213.833355 nChanged 7 SP:Iteration 11Q (93.931417 sec): 3 clusters Score: Raw -105462.737896 + Penalty 2245.470741 = -103217.267155 nChanged 2 SP:Iteration 12Q (93.933421 sec): 3 clusters Score: Raw -105464.399891 + Penalty 2245.528777 = -103218.871113 nChanged 10 SP:Iteration 13Q (93.935432 sec): 3 clusters Score: Raw -105471.875854 + Penalty 2245.502115 = -103226.373739 nChanged 5 SP:Iteration 14Q (93.937433 sec): 3 clusters Score: Raw -105476.649613 + Penalty 2245.408228 = -103231.241385 nChanged 6 SP:Iteration 15Q (93.939441 sec): 3 clusters Score: Raw -105481.354882 + Penalty 2245.424369 = -103235.930512 nChanged 1 SP:Iteration 16Q (93.941452 sec): 3 clusters Score: Raw -105482.685611 + Penalty 2245.424369 = -103237.261242 nChanged 0 SP:Iteration 17F (93.943504 sec): 3 clusters Score: Raw -105482.685611 + Penalty 2245.424369 = -103237.261242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.945720 sec): 2 clusters Score: Raw -31041.795944 + Penalty 834.877598 = -30206.918346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.946532 sec): 3 clusters Score: Raw -30977.380888 + Penalty 1671.540176 = -29305.840712 nChanged 68 SP:Iteration 1F (93.947316 sec): 3 clusters Score: Raw -31077.665126 + Penalty 1671.831128 = -29405.833998 nChanged 19 SP:Iteration 2F (93.948100 sec): 3 clusters Score: Raw -31109.475473 + Penalty 1672.599182 = -29436.876292 nChanged 9 SP:Iteration 3Q (93.948862 sec): 3 clusters Score: Raw -31124.396409 + Penalty 1672.649045 = -29451.747365 nChanged 2 SP:Iteration 4Q (93.949622 sec): 3 clusters Score: Raw -31127.518148 + Penalty 1672.670125 = -29454.848023 nChanged 4 SP:Iteration 5Q (93.950397 sec): 3 clusters Score: Raw -31130.063983 + Penalty 1672.437796 = -29457.626187 nChanged 1 SP:Iteration 6Q (93.951159 sec): 3 clusters Score: Raw -31130.928367 + Penalty 1672.437796 = -29458.490571 nChanged 0 SP:Iteration 7F (93.951940 sec): 3 clusters Score: Raw -31130.928367 + Penalty 1672.437796 = -29458.490571 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 93 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.955993 sec): 2 clusters Score: Raw -68383.984200 + Penalty 888.669951 = -67495.314249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.957601 sec): 3 clusters Score: Raw -68023.027428 + Penalty 1777.620366 = -66245.407062 nChanged 231 SP:Iteration 1F (93.959127 sec): 3 clusters Score: Raw -68220.014002 + Penalty 1781.796654 = -66438.217349 nChanged 84 SP:Iteration 2F (93.960623 sec): 3 clusters Score: Raw -68319.798320 + Penalty 1786.288314 = -66533.510006 nChanged 50 SP:Iteration 3F (93.962079 sec): 3 clusters Score: Raw -68378.077346 + Penalty 1791.627257 = -66586.450089 nChanged 34 SP:Iteration 4Q (93.963509 sec): 3 clusters Score: Raw -68425.283435 + Penalty 1797.080059 = -66628.203376 nChanged 40 SP:Iteration 5F (93.965012 sec): 3 clusters Score: Raw -68474.774755 + Penalty 1802.304800 = -66672.469955 nChanged 22 SP:Iteration 6Q (93.966432 sec): 3 clusters Score: Raw -68509.472895 + Penalty 1806.988988 = -66702.483906 nChanged 20 SP:Iteration 7Q (93.967831 sec): 3 clusters Score: Raw -68543.927615 + Penalty 1811.819570 = -66732.108044 nChanged 19 SP:Iteration 8Q (93.969211 sec): 3 clusters Score: Raw -68565.834259 + Penalty 1815.514261 = -66750.319998 nChanged 12 SP:Iteration 9Q (93.970599 sec): 3 clusters Score: Raw -68580.143741 + Penalty 1819.477498 = -66760.666243 nChanged 10 SP:Iteration 10F (93.972065 sec): 3 clusters Score: Raw -68594.131196 + Penalty 1825.197620 = -66768.933577 nChanged 16 SP:Iteration 11Q (93.973433 sec): 3 clusters Score: Raw -68614.689148 + Penalty 1829.746289 = -66784.942859 nChanged 10 SP:Iteration 12Q (93.974776 sec): 3 clusters Score: Raw -68632.559932 + Penalty 1833.142212 = -66799.417720 nChanged 7 SP:Iteration 13Q (93.976122 sec): 3 clusters Score: Raw -68640.899157 + Penalty 1833.692166 = -66807.206991 nChanged 2 SP:Iteration 14Q (93.977468 sec): 3 clusters Score: Raw -68642.752928 + Penalty 1834.184970 = -66808.567958 nChanged 1 SP:Iteration 15Q (93.978794 sec): 3 clusters Score: Raw -68644.502861 + Penalty 1834.648643 = -66809.854218 nChanged 3 SP:Iteration 16Q (93.980118 sec): 3 clusters Score: Raw -68651.825555 + Penalty 1837.924672 = -66813.900883 nChanged 7 SP:Iteration 17Q (93.981525 sec): 3 clusters Score: Raw -68666.159983 + Penalty 1841.247597 = -66824.912386 nChanged 8 SP:Iteration 18Q (93.982909 sec): 3 clusters Score: Raw -68679.859637 + Penalty 1843.435346 = -66836.424291 nChanged 4 SP:Iteration 19Q (93.984237 sec): 3 clusters Score: Raw -68687.065075 + Penalty 1845.055218 = -66842.009858 nChanged 3 SP:Iteration 20F (93.985712 sec): 3 clusters Score: Raw -68691.515584 + Penalty 1847.184868 = -66844.330717 nChanged 2 SP:Iteration 21Q (93.987023 sec): 3 clusters Score: Raw -68692.861967 + Penalty 1847.184868 = -66845.677099 nChanged 0 SP:Iteration 22F (93.988490 sec): 3 clusters Score: Raw -68692.861967 + Penalty 1847.184868 = -66845.677099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.990185 sec): 2 clusters Score: Raw -741.846493 + Penalty 28.972659 = -712.873834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.990401 sec): 3 clusters Score: Raw -770.714062 + Penalty 70.682705 = -700.031357 nChanged 2 SP:Iteration 1F (93.990605 sec): 3 clusters Score: Raw -780.276425 + Penalty 70.682705 = -709.593720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.991079 sec): 2 clusters Score: Raw -576.570572 + Penalty 21.169775 = -555.400798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.991281 sec): 3 clusters Score: Raw -592.509740 + Penalty 38.030523 = -554.479217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.991730 sec): 2 clusters Score: Raw -76.754170 + Penalty 0.000000 = -76.754170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.991909 sec): 2 clusters Score: Raw -76.754170 + Penalty 0.000000 = -76.754170 nChanged 0 Time taken for this iteration:93.062540 seconds. 300->26 Clusters: Score -2705869.348695, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 207 (time per iteration =454.263821 ms) Total iterations: 2056 (time per iteration =45.735706 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5376312500.000000 (time per metric unit =17.490168ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 134407812500.000000 (time per metric unit=699.606736ps) That took 94.032611 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 19 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.24 and 0.36 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26415 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 26415 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 232 (1 points): Lose 1.078779 but Gain 1654.524188 Iteration 0F (3.762916 sec): 240 clusters Score: Raw -2197673.572171 + Penalty 241777.169232 = -1955896.402938 nChanged 6450 Deleting Class 210 (1 points): Lose 5.707814 but Gain 1636.097931 Iteration 1F (6.475246 sec): 222 clusters Score: Raw -2213162.733583 + Penalty 227796.651599 = -1985366.081984 nChanged 2659 Deleting Class 43 (3 points): Lose 15.014330 but Gain 1521.341325 Iteration 2F (9.037379 sec): 211 clusters Score: Raw -2217487.289454 + Penalty 216220.799425 = -2001266.490029 nChanged 2139 Deleting Class 186 (7 points): Lose 90.562288 but Gain 1589.360404 Iteration 3F (11.455014 sec): 201 clusters Score: Raw -2220600.503311 + Penalty 210632.780867 = -2009967.722443 nChanged 1892 Deleting Class 103 (5 points): Lose 31.323403 but Gain 1522.555338 Iteration 4F (13.805720 sec): 196 clusters Score: Raw -2222864.672769 + Penalty 206843.363062 = -2016021.309707 nChanged 1490 Deleting Class 195 (1 points): Lose 7.285250 but Gain 1481.394733 Iteration 5F (16.131447 sec): 193 clusters Score: Raw -2224164.811233 + Penalty 203235.016572 = -2020929.794661 nChanged 1199 Deleting Class 200 (7 points): Lose 48.948000 but Gain 1505.545703 Iteration 6Q (16.420054 sec): 190 clusters Score: Raw -2225031.079057 + Penalty 199426.082296 = -2025604.996761 nChanged 950 Deleting Class 188 (22 points): Lose 164.230782 but Gain 1619.679500 Iteration 7Q (16.672518 sec): 186 clusters Score: Raw -2225483.599602 + Penalty 198141.997033 = -2027341.602569 nChanged 756 Deleting Class 213 (5 points): Lose 33.586073 but Gain 1485.957609 Iteration 8Q (16.898960 sec): 185 clusters Score: Raw -2225941.426957 + Penalty 196776.370761 = -2029165.056196 nChanged 528 Deleting Class 64 (3 points): Lose 27.726618 but Gain 1478.286445 Iteration 9Q (17.099361 sec): 184 clusters Score: Raw -2226224.992135 + Penalty 195330.799264 = -2030894.192870 nChanged 385 Deleting Class 203 (23 points): Lose 174.764343 but Gain 1611.816528 Iteration 10F (19.311199 sec): 183 clusters Score: Raw -2226281.743186 + Penalty 193881.970044 = -2032399.773143 nChanged 295 Deleting Class 163 (6 points): Lose 53.627865 but Gain 1486.484468 Iteration 11Q (19.481023 sec): 182 clusters Score: Raw -2226465.817101 + Penalty 192461.026094 = -2034004.791007 nChanged 206 Deleting Class 181 (7 points): Lose 57.164075 but Gain 1487.280204 Iteration 12Q (19.641653 sec): 181 clusters Score: Raw -2226559.559618 + Penalty 189807.758821 = -2036751.800797 nChanged 150 Deleting Class 183 (11 points): Lose 79.182566 but Gain 1509.257520 Iteration 13Q (19.797197 sec): 179 clusters Score: Raw -2226582.470859 + Penalty 188212.656808 = -2038369.814051 nChanged 87 Deleting Class 81 (4 points): Lose 15.860046 but Gain 1432.914448 Iteration 14Q (19.944472 sec): 178 clusters Score: Raw -2226620.772910 + Penalty 186755.770988 = -2039865.001921 nChanged 63 Deleting Class 198 (5 points): Lose 55.932612 but Gain 1457.593289 Iteration 15Q (20.088586 sec): 177 clusters Score: Raw -2226587.181678 + Penalty 185392.404727 = -2041194.776951 nChanged 63 Deleting Class 114 (8 points): Lose 92.889165 but Gain 1503.728276 Iteration 16Q (20.234751 sec): 176 clusters Score: Raw -2226560.722017 + Penalty 183990.230661 = -2042570.491357 nChanged 53 Deleting Class 192 (14 points): Lose 99.689971 but Gain 1486.665018 Iteration 17Q (20.377906 sec): 175 clusters Score: Raw -2226503.461640 + Penalty 182657.218612 = -2043846.243027 nChanged 53 Deleting Class 32 (38 points): Lose 173.678106 but Gain 1557.594176 Iteration 18Q (20.522343 sec): 174 clusters Score: Raw -2226403.723909 + Penalty 181299.116183 = -2045104.607726 nChanged 67 Deleting Class 45 (8 points): Lose 39.445905 but Gain 1413.074354 Iteration 19Q (20.665011 sec): 173 clusters Score: Raw -2226497.826746 + Penalty 179953.380280 = -2046544.446466 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 -2226497.826746 + Penalty 179953.380280 = -2046544.446466Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (9230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.808090 sec): 2 clusters Score: Raw -780877.351238 + Penalty 87.181827 = -780790.169411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.826601 sec): 3 clusters Score: Raw -774719.459901 + Penalty 172.382393 = -774547.077507 nChanged 4497 SP:Iteration 1F (20.844606 sec): 3 clusters Score: Raw -777360.334678 + Penalty 172.507260 = -777187.827418 nChanged 579 SP:Iteration 2F (20.863066 sec): 3 clusters Score: Raw -777646.722895 + Penalty 173.714783 = -777473.008112 nChanged 623 SP:Iteration 3F (20.881964 sec): 3 clusters Score: Raw -778101.206819 + Penalty 175.226598 = -777925.980220 nChanged 658 SP:Iteration 4F (20.900693 sec): 3 clusters Score: Raw -778758.279384 + Penalty 174.141436 = -778584.137948 nChanged 597 SP:Iteration 5F (20.919344 sec): 3 clusters Score: Raw -779436.977059 + Penalty 168.699876 = -779268.277183 nChanged 490 SP:Iteration 6F (20.938393 sec): 3 clusters Score: Raw -780077.600170 + Penalty 165.499904 = -779912.100266 nChanged 286 SP:Iteration 7Q (20.956374 sec): 3 clusters Score: Raw -780425.924973 + Penalty 160.297795 = -780265.627178 nChanged 174 SP:Iteration 8Q (20.972989 sec): 3 clusters Score: Raw -780547.967547 + Penalty 156.937776 = -780391.029771 nChanged 117 SP:Iteration 9Q (20.989387 sec): 3 clusters Score: Raw -780621.341142 + Penalty 154.197926 = -780467.143216 nChanged 101 SP:Iteration 10F (21.008081 sec): 3 clusters Score: Raw -780676.658154 + Penalty 154.216627 = -780522.441527 nChanged 85 SP:Iteration 11Q (21.024059 sec): 3 clusters Score: Raw -780722.492673 + Penalty 154.340703 = -780568.151970 nChanged 77 SP:Iteration 12Q (21.039876 sec): 3 clusters Score: Raw -780764.400896 + Penalty 153.194128 = -780611.206768 nChanged 67 SP:Iteration 13Q (21.055472 sec): 3 clusters Score: Raw -780797.189280 + Penalty 151.315645 = -780645.873634 nChanged 41 SP:Iteration 14Q (21.071059 sec): 3 clusters Score: Raw -780813.447221 + Penalty 151.523210 = -780661.924011 nChanged 32 SP:Iteration 15Q (21.086552 sec): 3 clusters Score: Raw -780825.821688 + Penalty 153.197376 = -780672.624311 nChanged 30 SP:Iteration 16Q (21.101970 sec): 3 clusters Score: Raw -780839.008687 + Penalty 155.215487 = -780683.793200 nChanged 29 SP:Iteration 17Q (21.117396 sec): 3 clusters Score: Raw -780850.827618 + Penalty 152.047931 = -780698.779688 nChanged 13 SP:Iteration 18Q (21.133162 sec): 3 clusters Score: Raw -780855.636888 + Penalty 150.631199 = -780705.005689 nChanged 13 SP:Iteration 19Q (21.148526 sec): 3 clusters Score: Raw -780859.810756 + Penalty 148.638471 = -780711.172286 nChanged 10 SP:Iteration 20F (21.167401 sec): 3 clusters Score: Raw -780861.624890 + Penalty 149.495319 = -780712.129572 nChanged 12 SP:Iteration 21Q (21.182744 sec): 3 clusters Score: Raw -780863.537349 + Penalty 150.367140 = -780713.170209 nChanged 11 SP:Iteration 22Q (21.198087 sec): 3 clusters Score: Raw -780865.980332 + Penalty 153.100654 = -780712.879678 nChanged 12 SP:Iteration 23F (21.216936 sec): 3 clusters Score: Raw -780869.500194 + Penalty 155.594924 = -780713.905271 nChanged 9 SP:Iteration 24Q (21.232566 sec): 3 clusters Score: Raw -780871.553835 + Penalty 157.886940 = -780713.666895 nChanged 5 SP:Iteration 25F (21.251771 sec): 3 clusters Score: Raw -780872.394000 + Penalty 161.433176 = -780710.960823 nChanged 5 SP:Iteration 26F (21.270890 sec): 3 clusters Score: Raw -780873.039295 + Penalty 163.017748 = -780710.021546 nChanged 3 SP:Iteration 27F (21.290567 sec): 3 clusters Score: Raw -780873.013347 + Penalty 162.472225 = -780710.541122 nChanged 4 SP:Iteration 28Q (21.305714 sec): 3 clusters Score: Raw -780873.581680 + Penalty 165.784570 = -780707.797110 nChanged 4 SP:Iteration 29F (21.324888 sec): 3 clusters Score: Raw -780874.697138 + Penalty 170.084246 = -780704.612892 nChanged 6 SP:Iteration 30F (21.344324 sec): 3 clusters Score: Raw -780876.000727 + Penalty 140.533855 = -780735.466872 nChanged 4 SP:Iteration 31Q (21.357422 sec): 3 clusters Score: Raw -780877.949724 + Penalty 141.799748 = -780736.149976 nChanged 6 SP:Iteration 32Q (21.370823 sec): 3 clusters Score: Raw -780881.356250 + Penalty 169.177230 = -780712.179020 nChanged 3 SP:Iteration 33F (21.387199 sec): 3 clusters Score: Raw -780884.431073 + Penalty 169.416051 = -780715.015022 nChanged 2 SP:Iteration 34Q (21.400269 sec): 3 clusters Score: Raw -780884.762558 + Penalty 169.416051 = -780715.346507 nChanged 0 SP:Iteration 35F (21.416466 sec): 3 clusters Score: Raw -780884.762558 + Penalty 169.416051 = -780715.346507 nChanged 0 Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 2 (13272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.481281 sec): 2 clusters Score: Raw -1134585.412592 + Penalty 308.110868 = -1134277.301724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.507605 sec): 3 clusters Score: Raw -1125596.445522 + Penalty 768.546469 = -1124827.899053 nChanged 6296 SP:Iteration 1F (21.532819 sec): 3 clusters Score: Raw -1131490.846034 + Penalty 902.666436 = -1130588.179597 nChanged 1878 SP:Iteration 2F (21.557830 sec): 3 clusters Score: Raw -1133117.077023 + Penalty 948.074001 = -1132169.003022 nChanged 706 SP:Iteration 3F (21.582667 sec): 3 clusters Score: Raw -1133747.945039 + Penalty 965.713672 = -1132782.231367 nChanged 419 SP:Iteration 4Q (21.604295 sec): 3 clusters Score: Raw -1134108.112505 + Penalty 975.496949 = -1133132.615556 nChanged 245 SP:Iteration 5Q (21.624879 sec): 3 clusters Score: Raw -1134298.454863 + Penalty 981.142521 = -1133317.312342 nChanged 157 SP:Iteration 6Q (21.644924 sec): 3 clusters Score: Raw -1134411.225819 + Penalty 987.668406 = -1133423.557413 nChanged 102 SP:Iteration 7Q (21.664469 sec): 3 clusters Score: Raw -1134492.162739 + Penalty 994.466772 = -1133497.695966 nChanged 60 SP:Iteration 8Q (21.683836 sec): 3 clusters Score: Raw -1134544.283229 + Penalty 1005.152198 = -1133539.131031 nChanged 24 SP:Iteration 9Q (21.702996 sec): 3 clusters Score: Raw -1134568.522087 + Penalty 995.207384 = -1133573.314703 nChanged 15 SP:Iteration 10F (21.727375 sec): 3 clusters Score: Raw -1134581.795881 + Penalty 978.747690 = -1133603.048191 nChanged 6 SP:Iteration 11Q (21.746217 sec): 3 clusters Score: Raw -1134587.147067 + Penalty 959.700488 = -1133627.446578 nChanged 1 SP:Iteration 12Q (21.765331 sec): 3 clusters Score: Raw -1134589.672915 + Penalty 959.700488 = -1133629.972427 nChanged 0 SP:Iteration 13F (21.789786 sec): 3 clusters Score: Raw -1134589.672915 + Penalty 959.700488 = -1133629.972427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.797874 sec): 2 clusters Score: Raw -9185.090173 + Penalty 52.191437 = -9132.898736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.798289 sec): 3 clusters Score: Raw -9090.079802 + Penalty 95.480898 = -8994.598903 nChanged 42 SP:Iteration 1F (21.798703 sec): 3 clusters Score: Raw -9164.498092 + Penalty 52.191437 = -9112.306655 nChanged 14 SP:Iteration 2F (21.799037 sec): 2 clusters Score: Raw -9185.090173 + Penalty 52.191437 = -9132.898736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.800410 sec): 2 clusters Score: Raw -18604.747975 + Penalty 836.227765 = -17768.520209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.801001 sec): 3 clusters Score: Raw -18663.092810 + Penalty 1672.565732 = -16990.527077 nChanged 23 SP:Iteration 1F (21.801587 sec): 3 clusters Score: Raw -18756.059159 + Penalty 1672.469277 = -17083.589883 nChanged 5 SP:Iteration 2Q (21.802137 sec): 3 clusters Score: Raw -18768.551810 + Penalty 1672.541104 = -17096.010706 nChanged 4 SP:Iteration 3Q (21.802694 sec): 3 clusters Score: Raw -18778.146224 + Penalty 1672.870334 = -17105.275890 nChanged 4 SP:Iteration 4Q (21.803229 sec): 3 clusters Score: Raw -18787.124460 + Penalty 1673.258132 = -17113.866329 nChanged 2 SP:Iteration 5Q (21.803763 sec): 3 clusters Score: Raw -18793.915777 + Penalty 1673.258132 = -17120.657645 nChanged 0 SP:Iteration 6F (21.804325 sec): 3 clusters Score: Raw -18793.915777 + Penalty 1673.258132 = -17120.657645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.807810 sec): 2 clusters Score: Raw -1792.404247 + Penalty 25.172721 = -1767.231526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.808052 sec): 3 clusters Score: Raw -1795.497087 + Penalty 50.345442 = -1745.151645 nChanged 5 SP:Iteration 1F (21.808281 sec): 3 clusters Score: Raw -1804.581680 + Penalty 50.767416 = -1753.814264 nChanged 3 SP:Iteration 2F (21.808501 sec): 3 clusters Score: Raw -1808.185960 + Penalty 51.518996 = -1756.666965 nChanged 1 SP:Iteration 3Q (21.808710 sec): 3 clusters Score: Raw -1809.742761 + Penalty 51.518996 = -1758.223765 nChanged 0 SP:Iteration 4F (21.808920 sec): 3 clusters Score: Raw -1809.742761 + Penalty 51.518996 = -1758.223765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.809849 sec): 2 clusters Score: Raw -16226.494969 + Penalty 483.709136 = -15742.785833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.810389 sec): 3 clusters Score: Raw -16151.494184 + Penalty 974.023692 = -15177.470492 nChanged 29 SP:Iteration 1F (21.810919 sec): 3 clusters Score: Raw -16171.957910 + Penalty 984.282539 = -15187.675371 nChanged 13 SP:Iteration 2F (21.811447 sec): 3 clusters Score: Raw -16185.871360 + Penalty 990.662450 = -15195.208910 nChanged 6 SP:Iteration 3Q (21.811977 sec): 3 clusters Score: Raw -16191.731080 + Penalty 996.052897 = -15195.678182 nChanged 3 SP:Iteration 4Q (21.812510 sec): 3 clusters Score: Raw -16194.725374 + Penalty 1000.307225 = -15194.418149 nChanged 3 SP:Iteration 5F (21.813025 sec): 3 clusters Score: Raw -16198.288957 + Penalty 1009.119489 = -15189.169468 nChanged 5 SP:Iteration 6F (21.813537 sec): 3 clusters Score: Raw -16207.132899 + Penalty 1019.010612 = -15188.122287 nChanged 5 SP:Iteration 7F (21.814047 sec): 3 clusters Score: Raw -16213.410619 + Penalty 1029.934555 = -15183.476064 nChanged 5 SP:Iteration 8F (21.814586 sec): 3 clusters Score: Raw -16221.150656 + Penalty 1038.644952 = -15182.505704 nChanged 4 SP:Iteration 9F (21.815093 sec): 3 clusters Score: Raw -16226.626270 + Penalty 1049.078900 = -15177.547369 nChanged 4 SP:Iteration 10F (21.815601 sec): 3 clusters Score: Raw -16232.421015 + Penalty 1069.426833 = -15162.994181 nChanged 6 SP:Iteration 11F (21.816108 sec): 3 clusters Score: Raw -16242.238156 + Penalty 1072.657980 = -15169.580176 nChanged 1 SP:Iteration 12Q (21.816591 sec): 3 clusters Score: Raw -16243.330980 + Penalty 1072.657980 = -15170.673000 nChanged 0 SP:Iteration 13F (21.817115 sec): 3 clusters Score: Raw -16243.330980 + Penalty 1072.657980 = -15170.673000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.817671 sec): 2 clusters Score: Raw -2962.623929 + Penalty 499.828124 = -2462.795805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.817936 sec): 3 clusters Score: Raw -2981.166213 + Penalty 995.066115 = -1986.100098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.818420 sec): 2 clusters Score: Raw -995.744924 + Penalty 185.487596 = -810.257329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.818650 sec): 3 clusters Score: Raw -1000.632494 + Penalty 370.013528 = -630.618966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.819160 sec): 2 clusters Score: Raw -2005.841640 + Penalty 314.969386 = -1690.872254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.819409 sec): 3 clusters Score: Raw -2001.289564 + Penalty 641.441387 = -1359.848177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.820288 sec): 2 clusters Score: Raw -15137.502555 + Penalty 278.691686 = -14858.810869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.820818 sec): 3 clusters Score: Raw -15046.500502 + Penalty 560.230173 = -14486.270328 nChanged 44 SP:Iteration 1F (21.821345 sec): 3 clusters Score: Raw -15086.344098 + Penalty 583.357297 = -14502.986801 nChanged 20 SP:Iteration 2F (21.821877 sec): 3 clusters Score: Raw -15109.703913 + Penalty 619.901544 = -14489.802369 nChanged 12 SP:Iteration 3F (21.822410 sec): 3 clusters Score: Raw -15122.389462 + Penalty 638.092449 = -14484.297013 nChanged 3 SP:Iteration 4F (21.822922 sec): 3 clusters Score: Raw -15123.994261 + Penalty 641.680048 = -14482.314213 nChanged 1 SP:Iteration 5F (21.823440 sec): 3 clusters Score: Raw -15123.915892 + Penalty 640.247926 = -14483.667966 nChanged 1 SP:Iteration 6Q (21.823948 sec): 3 clusters Score: Raw -15124.106243 + Penalty 644.069821 = -14480.036423 nChanged 2 SP:Iteration 7F (21.824486 sec): 3 clusters Score: Raw -15126.161257 + Penalty 651.549701 = -14474.611556 nChanged 3 SP:Iteration 8F (21.824972 sec): 3 clusters Score: Raw -15130.547987 + Penalty 660.394345 = -14470.153641 nChanged 2 SP:Iteration 9F (21.825461 sec): 3 clusters Score: Raw -15130.417806 + Penalty 663.873143 = -14466.544663 nChanged 2 SP:Iteration 10F (21.825969 sec): 3 clusters Score: Raw -15130.244107 + Penalty 665.486246 = -14464.757861 nChanged 2 SP:Iteration 11F (21.826476 sec): 3 clusters Score: Raw -15130.661445 + Penalty 675.047894 = -14455.613551 nChanged 4 SP:Iteration 12F (21.827014 sec): 3 clusters Score: Raw -15133.000767 + Penalty 709.079877 = -14423.920889 nChanged 4 SP:Iteration 13F (21.827555 sec): 3 clusters Score: Raw -15134.982058 + Penalty 782.769276 = -14352.212782 nChanged 1 SP:Iteration 14F (21.828091 sec): 3 clusters Score: Raw -15135.191603 + Penalty 278.691686 = -14856.499917 nChanged 1 SP:Iteration 15Q (21.828500 sec): 2 clusters Score: Raw -15137.502555 + Penalty 278.691686 = -14858.810869 nChanged 0 SP:Iteration 16F (21.828930 sec): 2 clusters Score: Raw -15137.502555 + Penalty 278.691686 = -14858.810869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.829416 sec): 2 clusters Score: Raw -754.760807 + Penalty 78.636746 = -676.124061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.829633 sec): 3 clusters Score: Raw -761.109532 + Penalty 148.011535 = -613.097997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.830320 sec): 2 clusters Score: Raw -7722.236294 + Penalty 322.500635 = -7399.735659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.830685 sec): 3 clusters Score: Raw -7701.297760 + Penalty 647.517747 = -7053.780013 nChanged 6 SP:Iteration 1F (21.831043 sec): 3 clusters Score: Raw -7709.251706 + Penalty 651.146230 = -7058.105477 nChanged 4 SP:Iteration 2Q (21.831400 sec): 3 clusters Score: Raw -7712.274920 + Penalty 654.150760 = -7058.124160 nChanged 2 SP:Iteration 3Q (21.831756 sec): 3 clusters Score: Raw -7713.911926 + Penalty 656.883054 = -7057.028871 nChanged 1 SP:Iteration 4F (21.832114 sec): 3 clusters Score: Raw -7714.809254 + Penalty 659.756057 = -7055.053198 nChanged 1 SP:Iteration 5F (21.832471 sec): 3 clusters Score: Raw -7715.593058 + Penalty 662.251093 = -7053.341965 nChanged 1 SP:Iteration 6F (21.832828 sec): 3 clusters Score: Raw -7717.696532 + Penalty 662.251093 = -7055.445438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.833518 sec): 2 clusters Score: Raw -8512.966592 + Penalty 375.713519 = -8137.253073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.833891 sec): 3 clusters Score: Raw -8474.496513 + Penalty 759.201979 = -7715.294534 nChanged 15 SP:Iteration 1F (21.834260 sec): 3 clusters Score: Raw -8491.226944 + Penalty 764.260016 = -7726.966928 nChanged 5 SP:Iteration 2F (21.834627 sec): 3 clusters Score: Raw -8496.369063 + Penalty 765.335664 = -7731.033399 nChanged 3 SP:Iteration 3Q (21.834992 sec): 3 clusters Score: Raw -8498.575482 + Penalty 765.246819 = -7733.328663 nChanged 4 SP:Iteration 4Q (21.835359 sec): 3 clusters Score: Raw -8501.464969 + Penalty 766.494681 = -7734.970288 nChanged 4 SP:Iteration 5Q (21.835724 sec): 3 clusters Score: Raw -8506.279223 + Penalty 763.506265 = -7742.772958 nChanged 2 SP:Iteration 6Q (21.836089 sec): 3 clusters Score: Raw -8509.533068 + Penalty 759.703919 = -7749.829149 nChanged 1 SP:Iteration 7Q (21.836450 sec): 3 clusters Score: Raw -8513.593509 + Penalty 759.896110 = -7753.697398 nChanged 1 SP:Iteration 8Q (21.836810 sec): 3 clusters Score: Raw -8517.138423 + Penalty 762.000565 = -7755.137858 nChanged 1 SP:Iteration 9Q (21.837171 sec): 3 clusters Score: Raw -8519.699729 + Penalty 762.000565 = -7757.699164 nChanged 0 SP:Iteration 10F (21.837538 sec): 3 clusters Score: Raw -8519.699729 + Penalty 762.000565 = -7757.699164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.838156 sec): 2 clusters Score: Raw -5755.302631 + Penalty 356.192519 = -5399.110112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.838480 sec): 3 clusters Score: Raw -5748.932213 + Penalty 713.222930 = -5035.709284 nChanged 2 SP:Iteration 1Q (21.838796 sec): 3 clusters Score: Raw -5753.166302 + Penalty 713.222930 = -5039.943372 nChanged 0 SP:Iteration 2F (21.839113 sec): 3 clusters Score: Raw -5753.166302 + Penalty 713.222930 = -5039.943372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.839651 sec): 2 clusters Score: Raw -1735.908858 + Penalty 172.409198 = -1563.499660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.839900 sec): 3 clusters Score: Raw -1740.250955 + Penalty 344.818395 = -1395.432560 nChanged 1 SP:Iteration 1Q (21.840143 sec): 3 clusters Score: Raw -1743.744766 + Penalty 344.818395 = -1398.926371 nChanged 0 SP:Iteration 2F (21.840387 sec): 3 clusters Score: Raw -1743.744766 + Penalty 344.818395 = -1398.926371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.841872 sec): 2 clusters Score: Raw -35076.245331 + Penalty 403.049964 = -34673.195366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.842804 sec): 3 clusters Score: Raw -34881.313416 + Penalty 806.267685 = -34075.045731 nChanged 125 SP:Iteration 1F (21.843744 sec): 3 clusters Score: Raw -35005.252517 + Penalty 795.244617 = -34210.007901 nChanged 44 SP:Iteration 2F (21.844671 sec): 3 clusters Score: Raw -35053.391899 + Penalty 787.787147 = -34265.604751 nChanged 25 SP:Iteration 3F (21.845598 sec): 3 clusters Score: Raw -35101.591773 + Penalty 779.288331 = -34322.303442 nChanged 17 SP:Iteration 4Q (21.846520 sec): 3 clusters Score: Raw -35133.713191 + Penalty 771.055027 = -34362.658164 nChanged 12 SP:Iteration 5Q (21.847411 sec): 3 clusters Score: Raw -35153.442814 + Penalty 759.846599 = -34393.596214 nChanged 5 SP:Iteration 6Q (21.848288 sec): 3 clusters Score: Raw -35158.741980 + Penalty 757.844116 = -34400.897864 nChanged 1 SP:Iteration 7Q (21.849185 sec): 3 clusters Score: Raw -35159.889781 + Penalty 757.844116 = -34402.045665 nChanged 0 SP:Iteration 8F (21.850161 sec): 3 clusters Score: Raw -35159.889781 + Penalty 757.844116 = -34402.045665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.850768 sec): 2 clusters Score: Raw -5352.382336 + Penalty 529.663228 = -4822.719108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.851085 sec): 3 clusters Score: Raw -5388.224126 + Penalty 1056.991353 = -4331.232773 nChanged 2 SP:Iteration 1Q (21.851386 sec): 3 clusters Score: Raw -5389.534575 + Penalty 1056.991353 = -4332.543223 nChanged 0 SP:Iteration 2F (21.851695 sec): 3 clusters Score: Raw -5389.534575 + Penalty 1056.991353 = -4332.543223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.852162 sec): 2 clusters Score: Raw -368.141487 + Penalty 131.366509 = -236.774978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.852376 sec): 3 clusters Score: Raw -363.011105 + Penalty 272.755918 = -90.255187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.852863 sec): 2 clusters Score: Raw -1112.708503 + Penalty 254.517774 = -858.190729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.853093 sec): 3 clusters Score: Raw -1114.941093 + Penalty 482.574140 = -632.366953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.853567 sec): 2 clusters Score: Raw -821.478284 + Penalty 285.898783 = -535.579501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.853789 sec): 3 clusters Score: Raw -803.009886 + Penalty 575.905803 = -227.104083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.854316 sec): 2 clusters Score: Raw -2806.045825 + Penalty 381.231171 = -2424.814655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.854608 sec): 3 clusters Score: Raw -2815.633786 + Penalty 761.770016 = -2053.863770 nChanged 1 SP:Iteration 1Q (21.854865 sec): 3 clusters Score: Raw -2819.498142 + Penalty 761.770016 = -2057.728126 nChanged 0 SP:Iteration 2F (21.855123 sec): 3 clusters Score: Raw -2819.498142 + Penalty 761.770016 = -2057.728126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.855689 sec): 2 clusters Score: Raw -3952.140621 + Penalty 212.147667 = -3739.992954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.855977 sec): 3 clusters Score: Raw -3937.265281 + Penalty 434.194029 = -3503.071252 nChanged 1 SP:Iteration 1Q (21.856257 sec): 3 clusters Score: Raw -3937.931026 + Penalty 434.194029 = -3503.736997 nChanged 0 SP:Iteration 2F (21.856537 sec): 3 clusters Score: Raw -3937.931026 + Penalty 434.194029 = -3503.736997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.857225 sec): 2 clusters Score: Raw -8865.069662 + Penalty 707.338684 = -8157.730978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.857595 sec): 3 clusters Score: Raw -8951.239337 + Penalty 1415.109035 = -7536.130303 nChanged 7 SP:Iteration 1F (21.857956 sec): 3 clusters Score: Raw -8972.151832 + Penalty 1415.109035 = -7557.042798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.858436 sec): 2 clusters Score: Raw -844.573455 + Penalty 180.973964 = -663.599491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.858662 sec): 3 clusters Score: Raw -836.613460 + Penalty 355.611496 = -481.001965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.859154 sec): 2 clusters Score: Raw -1249.359717 + Penalty 264.998096 = -984.361621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.859385 sec): 3 clusters Score: Raw -1239.641939 + Penalty 523.510348 = -716.131591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.860076 sec): 2 clusters Score: Raw -7762.483511 + Penalty 616.912277 = -7145.571234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.860444 sec): 3 clusters Score: Raw -7833.281998 + Penalty 1234.671857 = -6598.610141 nChanged 2 SP:Iteration 1Q (21.860793 sec): 3 clusters Score: Raw -7842.555143 + Penalty 1234.671857 = -6607.883286 nChanged 0 SP:Iteration 2F (21.861156 sec): 3 clusters Score: Raw -7842.555143 + Penalty 1234.671857 = -6607.883286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.861640 sec): 2 clusters Score: Raw -1114.209550 + Penalty 297.000307 = -817.209243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.861868 sec): 3 clusters Score: Raw -1107.005448 + Penalty 594.687352 = -512.318096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.862344 sec): 2 clusters Score: Raw -760.646284 + Penalty 221.154337 = -539.491947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.862569 sec): 3 clusters Score: Raw -754.439261 + Penalty 451.997881 = -302.441380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.863164 sec): 2 clusters Score: Raw -5104.441922 + Penalty 405.022960 = -4699.418962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.863495 sec): 3 clusters Score: Raw -5113.219840 + Penalty 804.768847 = -4308.450994 nChanged 2 SP:Iteration 1Q (21.863795 sec): 3 clusters Score: Raw -5117.342653 + Penalty 805.700427 = -4311.642227 nChanged 1 SP:Iteration 2Q (21.864093 sec): 3 clusters Score: Raw -5118.796308 + Penalty 805.700427 = -4313.095881 nChanged 0 SP:Iteration 3F (21.864396 sec): 3 clusters Score: Raw -5118.796308 + Penalty 805.700427 = -4313.095881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.864918 sec): 2 clusters Score: Raw -2140.586386 + Penalty 42.027524 = -2098.558862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.865172 sec): 3 clusters Score: Raw -2138.244382 + Penalty 97.473220 = -2040.771161 nChanged 6 SP:Iteration 1F (21.865423 sec): 3 clusters Score: Raw -2156.077918 + Penalty 92.948291 = -2063.129627 nChanged 1 SP:Iteration 2Q (21.865667 sec): 3 clusters Score: Raw -2158.635684 + Penalty 92.948291 = -2065.687393 nChanged 0 SP:Iteration 3F (21.865917 sec): 3 clusters Score: Raw -2158.635684 + Penalty 92.948291 = -2065.687393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.866421 sec): 2 clusters Score: Raw -1716.826656 + Penalty 313.737228 = -1403.089428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.866665 sec): 3 clusters Score: Raw -1720.964216 + Penalty 627.474457 = -1093.489759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.868034 sec): 2 clusters Score: Raw -32096.706611 + Penalty 584.102914 = -31512.603697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.868891 sec): 3 clusters Score: Raw -31954.994386 + Penalty 1168.655757 = -30786.338629 nChanged 86 SP:Iteration 1F (21.869718 sec): 3 clusters Score: Raw -32015.425642 + Penalty 1169.070795 = -30846.354847 nChanged 23 SP:Iteration 2F (21.870545 sec): 3 clusters Score: Raw -32034.012068 + Penalty 1169.400487 = -30864.611582 nChanged 12 SP:Iteration 3Q (21.871377 sec): 3 clusters Score: Raw -32043.725743 + Penalty 1168.466725 = -30875.259018 nChanged 13 SP:Iteration 4Q (21.872216 sec): 3 clusters Score: Raw -32050.001544 + Penalty 1168.330818 = -30881.670726 nChanged 3 SP:Iteration 5Q (21.873113 sec): 3 clusters Score: Raw -32052.914739 + Penalty 1168.400855 = -30884.513884 nChanged 3 SP:Iteration 6Q (21.873970 sec): 3 clusters Score: Raw -32055.012507 + Penalty 1168.783400 = -30886.229107 nChanged 1 SP:Iteration 7Q (21.874822 sec): 3 clusters Score: Raw -32055.164265 + Penalty 1168.783400 = -30886.380864 nChanged 0 SP:Iteration 8F (21.875767 sec): 3 clusters Score: Raw -32055.164265 + Penalty 1168.783400 = -30886.380864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.876341 sec): 2 clusters Score: Raw -185.511984 + Penalty 47.480952 = -138.031032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.876562 sec): 2 clusters Score: Raw -185.511984 + Penalty 47.480952 = -138.031032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.877072 sec): 2 clusters Score: Raw -1044.563979 + Penalty 234.821520 = -809.742459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.877307 sec): 3 clusters Score: Raw -1046.170216 + Penalty 470.690992 = -575.479224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.877913 sec): 2 clusters Score: Raw -1735.880166 + Penalty 338.013984 = -1397.866182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.878228 sec): 3 clusters Score: Raw -2058.132415 + Penalty 634.484435 = -1423.647981 nChanged 0 Score: Raw -2240144.208265 + Penalty 180795.728115 = -2059348.480150 Splitting cluster 37 changes total score from -2046544.446466 to -2059348.480150 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.950490 sec): 2 clusters Score: Raw -915.965840 + Penalty 286.295026 = -629.670814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.950722 sec): 3 clusters Score: Raw -903.875623 + Penalty 572.312389 = -331.563234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.951171 sec): 2 clusters Score: Raw -83.305780 + Penalty 0.000000 = -83.305780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.951352 sec): 2 clusters Score: Raw -83.305780 + Penalty 0.000000 = -83.305780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.951815 sec): 2 clusters Score: Raw -398.390953 + Penalty 176.721711 = -221.669242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.952011 sec): 2 clusters Score: Raw -398.390953 + Penalty 176.721711 = -221.669242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.952467 sec): 2 clusters Score: Raw -173.006192 + Penalty 47.619560 = -125.386632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.952659 sec): 2 clusters Score: Raw -173.006192 + Penalty 47.619560 = -125.386632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.953113 sec): 2 clusters Score: Raw -88.484565 + Penalty 0.000000 = -88.484565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.953302 sec): 2 clusters Score: Raw -88.484565 + Penalty 0.000000 = -88.484565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.953779 sec): 2 clusters Score: Raw -784.268209 + Penalty 318.819126 = -465.449083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.954000 sec): 3 clusters Score: Raw -826.240919 + Penalty 613.156375 = -213.084544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.955013 sec): 2 clusters Score: Raw -17322.583974 + Penalty 659.321839 = -16663.262135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.955551 sec): 3 clusters Score: Raw -17315.504853 + Penalty 1318.982136 = -15996.522717 nChanged 29 SP:Iteration 1F (23.956081 sec): 3 clusters Score: Raw -17362.644154 + Penalty 1319.330826 = -16043.313328 nChanged 3 SP:Iteration 2Q (23.956596 sec): 3 clusters Score: Raw -17365.961317 + Penalty 1319.330826 = -16046.630492 nChanged 0 SP:Iteration 3F (23.957121 sec): 3 clusters Score: Raw -17365.961317 + Penalty 1319.330826 = -16046.630492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.957615 sec): 2 clusters Score: Raw -1221.908150 + Penalty 217.544070 = -1004.364080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.957851 sec): 3 clusters Score: Raw -1218.754773 + Penalty 416.448239 = -802.306534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.958480 sec): 2 clusters Score: Raw -4921.506938 + Penalty 345.907749 = -4575.599189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.958785 sec): 3 clusters Score: Raw -4919.831946 + Penalty 691.301155 = -4228.530791 nChanged 3 SP:Iteration 1F (23.959087 sec): 3 clusters Score: Raw -4925.615436 + Penalty 691.301155 = -4234.314281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.959549 sec): 2 clusters Score: Raw -275.001191 + Penalty 92.912947 = -182.088244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.959743 sec): 2 clusters Score: Raw -275.001191 + Penalty 92.912947 = -182.088244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.960241 sec): 2 clusters Score: Raw -1756.650237 + Penalty 347.420118 = -1409.230119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.960482 sec): 3 clusters Score: Raw -1764.206352 + Penalty 695.780872 = -1068.425480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.960949 sec): 2 clusters Score: Raw -495.281994 + Penalty 132.724512 = -362.557482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.961155 sec): 3 clusters Score: Raw -526.471530 + Penalty 260.006589 = -266.464941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.961683 sec): 2 clusters Score: Raw -2797.160544 + Penalty 453.469228 = -2343.691316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.961948 sec): 3 clusters Score: Raw -2852.848325 + Penalty 906.600879 = -1946.247446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.962756 sec): 2 clusters Score: Raw -11821.178258 + Penalty 498.364328 = -11322.813930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.963204 sec): 3 clusters Score: Raw -11788.328526 + Penalty 991.949787 = -10796.378739 nChanged 14 SP:Iteration 1F (23.963644 sec): 3 clusters Score: Raw -11806.169182 + Penalty 991.063316 = -10815.105866 nChanged 5 SP:Iteration 2Q (23.964081 sec): 3 clusters Score: Raw -11813.094136 + Penalty 989.236267 = -10823.857869 nChanged 6 SP:Iteration 3Q (23.964517 sec): 3 clusters Score: Raw -11823.902877 + Penalty 987.047736 = -10836.855141 nChanged 4 SP:Iteration 4Q (23.964953 sec): 3 clusters Score: Raw -11832.727954 + Penalty 988.442862 = -10844.285092 nChanged 1 SP:Iteration 5Q (23.965387 sec): 3 clusters Score: Raw -11834.127148 + Penalty 988.442862 = -10845.684286 nChanged 0 SP:Iteration 6F (23.965824 sec): 3 clusters Score: Raw -11834.127148 + Penalty 988.442862 = -10845.684286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.966462 sec): 2 clusters Score: Raw -6718.229809 + Penalty 422.733704 = -6295.496106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.966799 sec): 3 clusters Score: Raw -6696.016434 + Penalty 849.499121 = -5846.517313 nChanged 10 SP:Iteration 1F (23.967130 sec): 3 clusters Score: Raw -6714.459761 + Penalty 849.499121 = -5864.960641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.967584 sec): 2 clusters Score: Raw -325.630291 + Penalty 38.173254 = -287.457038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.967800 sec): 3 clusters Score: Raw -331.827363 + Penalty 76.313068 = -255.514295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.968287 sec): 2 clusters Score: Raw -1074.443380 + Penalty 246.780954 = -827.662426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.968518 sec): 3 clusters Score: Raw -1069.438392 + Penalty 493.517562 = -575.920829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.968994 sec): 2 clusters Score: Raw -858.811150 + Penalty 214.391766 = -644.419384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.969218 sec): 3 clusters Score: Raw -853.615191 + Penalty 428.387359 = -425.227832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.969679 sec): 2 clusters Score: Raw -380.835403 + Penalty 156.795267 = -224.040136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.969892 sec): 3 clusters Score: Raw -374.023079 + Penalty 323.021262 = -51.001818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.970368 sec): 2 clusters Score: Raw -916.344620 + Penalty 281.912495 = -634.432125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.970593 sec): 3 clusters Score: Raw -903.089790 + Penalty 548.329903 = -354.759887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.971046 sec): 2 clusters Score: Raw -170.933415 + Penalty 16.516231 = -154.417184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.971239 sec): 3 clusters Score: Raw -167.372572 + Penalty 33.032463 = -134.340109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.971704 sec): 2 clusters Score: Raw -457.151792 + Penalty 140.986619 = -316.165173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.971915 sec): 3 clusters Score: Raw -452.462930 + Penalty 140.986619 = -311.476311 nChanged 1 SP:Iteration 1F (23.972111 sec): 2 clusters Score: Raw -457.151792 + Penalty 140.986619 = -316.165173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.972575 sec): 2 clusters Score: Raw -478.487708 + Penalty 169.495106 = -308.992602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.972791 sec): 3 clusters Score: Raw -467.968298 + Penalty 341.567572 = -126.400725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.973236 sec): 2 clusters Score: Raw -83.286155 + Penalty 0.000000 = -83.286155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.973417 sec): 2 clusters Score: Raw -83.286155 + Penalty 0.000000 = -83.286155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.973878 sec): 2 clusters Score: Raw -393.004237 + Penalty 161.569133 = -231.435103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.974089 sec): 3 clusters Score: Raw -381.625156 + Penalty 161.569133 = -220.056022 nChanged 1 SP:Iteration 1F (23.974282 sec): 2 clusters Score: Raw -393.004237 + Penalty 161.569133 = -231.435103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.974811 sec): 2 clusters Score: Raw -2569.330769 + Penalty 483.443058 = -2085.887711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.975064 sec): 3 clusters Score: Raw -2572.093828 + Penalty 965.633511 = -1606.460317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.975544 sec): 2 clusters Score: Raw -959.091880 + Penalty 241.338544 = -717.753336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.975769 sec): 3 clusters Score: Raw -956.027001 + Penalty 485.097929 = -470.929071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.976316 sec): 2 clusters Score: Raw -3545.621657 + Penalty 347.845529 = -3197.776128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.976589 sec): 3 clusters Score: Raw -3537.991230 + Penalty 696.390011 = -2841.601219 nChanged 2 SP:Iteration 1F (23.976860 sec): 3 clusters Score: Raw -3544.343157 + Penalty 698.660271 = -2845.682886 nChanged 1 SP:Iteration 2Q (23.977129 sec): 3 clusters Score: Raw -3546.965020 + Penalty 699.733610 = -2847.231410 nChanged 1 SP:Iteration 3Q (23.977400 sec): 3 clusters Score: Raw -3550.376015 + Penalty 702.060937 = -2848.315078 nChanged 1 SP:Iteration 4Q (23.977670 sec): 3 clusters Score: Raw -3552.247511 + Penalty 702.060937 = -2850.186574 nChanged 0 SP:Iteration 5F (23.977944 sec): 3 clusters Score: Raw -3552.247511 + Penalty 702.060937 = -2850.186574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.978433 sec): 2 clusters Score: Raw -1303.960829 + Penalty 324.107002 = -979.853826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.978663 sec): 3 clusters Score: Raw -1297.831785 + Penalty 648.445297 = -649.386487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.979131 sec): 2 clusters Score: Raw -543.241086 + Penalty 140.529763 = -402.711323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.979345 sec): 3 clusters Score: Raw -548.713803 + Penalty 277.316168 = -271.397635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.979795 sec): 2 clusters Score: Raw -239.721056 + Penalty 16.441045 = -223.280010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.979980 sec): 2 clusters Score: Raw -239.721056 + Penalty 16.441045 = -223.280010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.980444 sec): 2 clusters Score: Raw -399.178626 + Penalty 180.514525 = -218.664101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.980655 sec): 3 clusters Score: Raw -385.310779 + Penalty 372.870677 = -12.440102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.981124 sec): 2 clusters Score: Raw -660.355602 + Penalty 187.113732 = -473.241870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.981344 sec): 3 clusters Score: Raw -654.503868 + Penalty 376.727744 = -277.776124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.981857 sec): 2 clusters Score: Raw -1542.251181 + Penalty 274.638322 = -1267.612859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.982098 sec): 3 clusters Score: Raw -1554.049888 + Penalty 541.100545 = -1012.949343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.982582 sec): 2 clusters Score: Raw -1153.090838 + Penalty 240.818194 = -912.272645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.982813 sec): 3 clusters Score: Raw -1145.664914 + Penalty 476.179812 = -669.485103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.983277 sec): 2 clusters Score: Raw -508.049811 + Penalty 207.352430 = -300.697381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.983493 sec): 3 clusters Score: Raw -491.214907 + Penalty 417.034502 = -74.180405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.983959 sec): 2 clusters Score: Raw -583.269565 + Penalty 225.064321 = -358.205243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.984177 sec): 3 clusters Score: Raw -573.102334 + Penalty 225.064321 = -348.038013 nChanged 1 SP:Iteration 1F (23.984372 sec): 2 clusters Score: Raw -583.269565 + Penalty 225.064321 = -358.205243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.984920 sec): 2 clusters Score: Raw -3672.854292 + Penalty 390.170639 = -3282.683653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.985200 sec): 3 clusters Score: Raw -3668.559797 + Penalty 783.129128 = -2885.430669 nChanged 1 SP:Iteration 1Q (23.985473 sec): 3 clusters Score: Raw -3671.734039 + Penalty 783.129128 = -2888.604910 nChanged 0 SP:Iteration 2F (23.985750 sec): 3 clusters Score: Raw -3671.734039 + Penalty 783.129128 = -2888.604910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.986292 sec): 2 clusters Score: Raw -3290.614935 + Penalty 475.568977 = -2815.045958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.986564 sec): 3 clusters Score: Raw -3334.586570 + Penalty 951.325887 = -2383.260683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.987037 sec): 2 clusters Score: Raw -785.398710 + Penalty 238.933364 = -546.465345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.987258 sec): 3 clusters Score: Raw -776.292217 + Penalty 467.314720 = -308.977497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.987733 sec): 2 clusters Score: Raw -878.743382 + Penalty 266.257821 = -612.485561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.987960 sec): 3 clusters Score: Raw -876.560588 + Penalty 506.924762 = -369.635827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.988552 sec): 2 clusters Score: Raw -3796.261642 + Penalty 96.534893 = -3699.726749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.988875 sec): 3 clusters Score: Raw -3854.406375 + Penalty 192.511182 = -3661.895193 nChanged 19 SP:Iteration 1F (23.989183 sec): 3 clusters Score: Raw -3891.521642 + Penalty 192.636958 = -3698.884684 nChanged 4 SP:Iteration 2F (23.989514 sec): 3 clusters Score: Raw -3898.131795 + Penalty 192.636958 = -3705.494837 nChanged 0 Score: Raw -2240246.045629 + Penalty 181033.750785 = -2059212.294844 Splitting cluster 89 changes total score from -2046544.446466 to -2059212.294844 So it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.064435 sec): 2 clusters Score: Raw -3965.755977 + Penalty 406.573796 = -3559.182181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.064724 sec): 3 clusters Score: Raw -3986.978918 + Penalty 817.031808 = -3169.947110 nChanged 4 SP:Iteration 1F (26.065005 sec): 3 clusters Score: Raw -3996.983229 + Penalty 817.031808 = -3179.951421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.065470 sec): 2 clusters Score: Raw -83.305781 + Penalty 0.000000 = -83.305781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.065651 sec): 2 clusters Score: Raw -83.305781 + Penalty 0.000000 = -83.305781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.066117 sec): 2 clusters Score: Raw -444.229011 + Penalty 129.005071 = -315.223941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.066332 sec): 3 clusters Score: Raw -444.047484 + Penalty 271.142350 = -172.905134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.066794 sec): 2 clusters Score: Raw -293.657122 + Penalty 134.132087 = -159.525035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.067003 sec): 3 clusters Score: Raw -281.986470 + Penalty 134.132087 = -147.854383 nChanged 1 SP:Iteration 1F (26.067193 sec): 2 clusters Score: Raw -293.657122 + Penalty 134.132087 = -159.525035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.067693 sec): 2 clusters Score: Raw -1813.890170 + Penalty 382.762525 = -1431.127645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.067931 sec): 3 clusters Score: Raw -1819.461446 + Penalty 764.424679 = -1055.036767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.068390 sec): 2 clusters Score: Raw -184.826981 + Penalty 65.579697 = -119.247283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.068596 sec): 3 clusters Score: Raw -176.982125 + Penalty 131.159395 = -45.822730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.069153 sec): 2 clusters Score: Raw -3880.959574 + Penalty 411.687934 = -3469.271640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.069432 sec): 3 clusters Score: Raw -3891.474511 + Penalty 827.687959 = -3063.786552 nChanged 1 SP:Iteration 1Q (26.069702 sec): 3 clusters Score: Raw -3893.939392 + Penalty 827.687959 = -3066.251433 nChanged 0 SP:Iteration 2F (26.069976 sec): 3 clusters Score: Raw -3893.939392 + Penalty 827.687959 = -3066.251433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070452 sec): 2 clusters Score: Raw -855.309363 + Penalty 190.518502 = -664.790861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070676 sec): 3 clusters Score: Raw -848.099973 + Penalty 366.568532 = -481.531441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.071176 sec): 2 clusters Score: Raw -563.774558 + Penalty 153.564286 = -410.210272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.071392 sec): 3 clusters Score: Raw -556.940571 + Penalty 302.720156 = -254.220414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.071863 sec): 2 clusters Score: Raw -811.300927 + Penalty 281.467908 = -529.833019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.072084 sec): 3 clusters Score: Raw -801.577007 + Penalty 562.935816 = -238.641191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072577 sec): 2 clusters Score: Raw -1638.797031 + Penalty 394.129648 = -1244.667382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.072813 sec): 3 clusters Score: Raw -1642.310128 + Penalty 772.569663 = -869.740465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.073274 sec): 2 clusters Score: Raw -398.017774 + Penalty 186.930075 = -211.087699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.073470 sec): 2 clusters Score: Raw -398.017774 + Penalty 186.930075 = -211.087699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.074023 sec): 2 clusters Score: Raw -4137.595233 + Penalty 573.490606 = -3564.104627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.074304 sec): 3 clusters Score: Raw -4224.504215 + Penalty 1150.311555 = -3074.192660 nChanged 1 SP:Iteration 1Q (26.074566 sec): 3 clusters Score: Raw -4230.418082 + Penalty 1150.311555 = -3080.106528 nChanged 0 SP:Iteration 2F (26.074842 sec): 3 clusters Score: Raw -4230.418082 + Penalty 1150.311555 = -3080.106528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.075323 sec): 2 clusters Score: Raw -1099.952484 + Penalty 267.026893 = -832.925591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.075550 sec): 3 clusters Score: Raw -1081.896345 + Penalty 546.572736 = -535.323609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.076021 sec): 2 clusters Score: Raw -652.086997 + Penalty 294.079346 = -358.007651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.076240 sec): 3 clusters Score: Raw -678.463693 + Penalty 590.903697 = -87.559997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.076696 sec): 2 clusters Score: Raw -183.738080 + Penalty 51.798003 = -131.940077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.076888 sec): 2 clusters Score: Raw -183.738080 + Penalty 51.798003 = -131.940077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.077369 sec): 2 clusters Score: Raw -1144.864336 + Penalty 248.964441 = -895.899895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.077597 sec): 3 clusters Score: Raw -1135.360929 + Penalty 485.013760 = -650.347169 nChanged 1 SP:Iteration 1F (26.077820 sec): 3 clusters Score: Raw -1137.336117 + Penalty 460.852135 = -676.483981 nChanged 1 SP:Iteration 2F (26.078060 sec): 3 clusters Score: Raw -1138.965197 + Penalty 460.852135 = -678.113062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.078529 sec): 2 clusters Score: Raw -469.624920 + Penalty 151.216666 = -318.408254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.078744 sec): 3 clusters Score: Raw -463.402736 + Penalty 305.105803 = -158.296933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.079219 sec): 2 clusters Score: Raw -915.304093 + Penalty 288.070380 = -627.233713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.079442 sec): 3 clusters Score: Raw -898.366354 + Penalty 576.814190 = -321.552164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.079950 sec): 2 clusters Score: Raw -2230.181670 + Penalty 428.528409 = -1801.653261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.080199 sec): 3 clusters Score: Raw -2245.092366 + Penalty 858.116989 = -1386.975377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.080666 sec): 2 clusters Score: Raw -481.933352 + Penalty 182.772620 = -299.160732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.080878 sec): 3 clusters Score: Raw -470.912493 + Penalty 424.616020 = -46.296473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 117 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.081379 sec): 2 clusters Score: Raw -1846.005938 + Penalty 357.680689 = -1488.325249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.081619 sec): 3 clusters Score: Raw -1862.459822 + Penalty 718.197540 = -1144.262282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.082120 sec): 2 clusters Score: Raw -1791.656473 + Penalty 329.989563 = -1461.666909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.082361 sec): 3 clusters Score: Raw -1799.347649 + Penalty 659.854682 = -1139.492967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.082829 sec): 2 clusters Score: Raw -593.901647 + Penalty 206.506862 = -387.394785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.083045 sec): 3 clusters Score: Raw -583.489881 + Penalty 405.821375 = -177.668506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.083519 sec): 2 clusters Score: Raw -857.759711 + Penalty 236.213335 = -621.546377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.083742 sec): 3 clusters Score: Raw -859.255168 + Penalty 447.277797 = -411.977371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.084216 sec): 2 clusters Score: Raw -885.742759 + Penalty 274.569236 = -611.173522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.084439 sec): 3 clusters Score: Raw -885.615300 + Penalty 536.785959 = -348.829341 nChanged 1 SP:Iteration 1F (26.084659 sec): 3 clusters Score: Raw -890.809012 + Penalty 536.785959 = -354.023053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.085150 sec): 2 clusters Score: Raw -929.103917 + Penalty 314.620383 = -614.483533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.085374 sec): 3 clusters Score: Raw -917.944504 + Penalty 632.914112 = -285.030392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.085840 sec): 2 clusters Score: Raw -584.292701 + Penalty 183.371120 = -400.921581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.086057 sec): 3 clusters Score: Raw -573.344692 + Penalty 390.978724 = -182.365968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.086530 sec): 2 clusters Score: Raw -907.377926 + Penalty 274.114176 = -633.263750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.086753 sec): 3 clusters Score: Raw -899.310881 + Penalty 546.570677 = -352.740204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.087228 sec): 2 clusters Score: Raw -901.502551 + Penalty 276.604293 = -624.898258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.087450 sec): 3 clusters Score: Raw -891.258034 + Penalty 552.560483 = -338.697551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.087937 sec): 2 clusters Score: Raw -1339.966019 + Penalty 287.685249 = -1052.280771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.088168 sec): 3 clusters Score: Raw -1343.215655 + Penalty 575.370498 = -767.845158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.088639 sec): 2 clusters Score: Raw -716.522197 + Penalty 262.036929 = -454.485268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.088860 sec): 3 clusters Score: Raw -700.931851 + Penalty 499.839496 = -201.092354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.089368 sec): 2 clusters Score: Raw -2176.239002 + Penalty 364.491721 = -1811.747281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.089615 sec): 3 clusters Score: Raw -2190.607535 + Penalty 718.123465 = -1472.484070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.090078 sec): 2 clusters Score: Raw -395.415302 + Penalty 176.489485 = -218.925818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.090291 sec): 3 clusters Score: Raw -382.119590 + Penalty 366.063039 = -16.056551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.090771 sec): 2 clusters Score: Raw -813.484483 + Penalty 278.151055 = -535.333428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.091000 sec): 3 clusters Score: Raw -1028.879231 + Penalty 556.302110 = -472.577121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.091520 sec): 2 clusters Score: Raw -2495.884880 + Penalty 352.980309 = -2142.904570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.091776 sec): 3 clusters Score: Raw -2507.456971 + Penalty 709.610970 = -1797.846001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.092269 sec): 2 clusters Score: Raw -869.694428 + Penalty 231.611952 = -638.082476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.092492 sec): 3 clusters Score: Raw -869.589326 + Penalty 439.038898 = -430.550429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.092969 sec): 2 clusters Score: Raw -1009.340795 + Penalty 307.978969 = -701.361826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.093192 sec): 3 clusters Score: Raw -1001.691313 + Penalty 307.978969 = -693.712344 nChanged 1 SP:Iteration 1F (26.093394 sec): 2 clusters Score: Raw -1009.340795 + Penalty 307.978969 = -701.361826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.093882 sec): 2 clusters Score: Raw -1357.900944 + Penalty 256.177038 = -1101.723906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.094114 sec): 3 clusters Score: Raw -1357.137233 + Penalty 507.128827 = -850.008407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.094631 sec): 2 clusters Score: Raw -2706.562045 + Penalty 422.189210 = -2284.372835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.094889 sec): 3 clusters Score: Raw -2713.126174 + Penalty 843.448170 = -1869.678004 nChanged 1 SP:Iteration 1Q (26.095137 sec): 3 clusters Score: Raw -2716.773901 + Penalty 843.448170 = -1873.325731 nChanged 0 SP:Iteration 2F (26.095390 sec): 3 clusters Score: Raw -2716.773901 + Penalty 843.448170 = -1873.325731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.096098 sec): 2 clusters Score: Raw -376.605335 + Penalty 133.388962 = -243.216373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.096537 sec): 3 clusters Score: Raw -367.484255 + Penalty 282.478771 = -85.005484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.097486 sec): 2 clusters Score: Raw -470.073502 + Penalty 146.025982 = -324.047520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.097922 sec): 3 clusters Score: Raw -463.603375 + Penalty 299.605593 = -163.997782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.098839 sec): 2 clusters Score: Raw -173.720631 + Penalty 31.501141 = -142.219490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.099221 sec): 2 clusters Score: Raw -173.720631 + Penalty 31.501141 = -142.219490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.099998 sec): 2 clusters Score: Raw -186.355436 + Penalty 66.625403 = -119.730033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.100323 sec): 3 clusters Score: Raw -177.363710 + Penalty 133.250805 = -44.112905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.101063 sec): 2 clusters Score: Raw -507.131582 + Penalty 203.997551 = -303.134031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.101402 sec): 3 clusters Score: Raw -492.592113 + Penalty 203.997551 = -288.594562 nChanged 1 SP:Iteration 1F (26.101720 sec): 2 clusters Score: Raw -507.131582 + Penalty 203.997551 = -303.134031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.102516 sec): 2 clusters Score: Raw -863.633693 + Penalty 198.010804 = -665.622889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.102871 sec): 3 clusters Score: Raw -853.495676 + Penalty 425.407384 = -428.088292 nChanged 1 SP:Iteration 1F (26.103220 sec): 3 clusters Score: Raw -854.941398 + Penalty 425.407384 = -429.534014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.103889 sec): 2 clusters Score: Raw -290.936073 + Penalty 143.683218 = -147.252855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.104176 sec): 3 clusters Score: Raw -281.386168 + Penalty 292.576684 = 11.190516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.104823 sec): 2 clusters Score: Raw -785.050190 + Penalty 213.113990 = -571.936200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.105125 sec): 3 clusters Score: Raw -774.635599 + Penalty 426.227981 = -348.407618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.105799 sec): 2 clusters Score: Raw -1232.693443 + Penalty 276.067448 = -956.625995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.106075 sec): 3 clusters Score: Raw -1235.525898 + Penalty 551.007456 = -684.518441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.106523 sec): 2 clusters Score: Raw -85.697474 + Penalty 0.000000 = -85.697474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.106706 sec): 2 clusters Score: Raw -85.697474 + Penalty 0.000000 = -85.697474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.107204 sec): 2 clusters Score: Raw -1636.232258 + Penalty 279.531885 = -1356.700372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.107443 sec): 3 clusters Score: Raw -1630.587776 + Penalty 557.939550 = -1072.648227 nChanged 1 SP:Iteration 1F (26.107682 sec): 3 clusters Score: Raw -1634.849007 + Penalty 557.939550 = -1076.909457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.108144 sec): 2 clusters Score: Raw -263.885864 + Penalty 74.601016 = -189.284848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.108351 sec): 3 clusters Score: Raw -265.353471 + Penalty 153.222320 = -112.131150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.108818 sec): 2 clusters Score: Raw -473.566280 + Penalty 151.915963 = -321.650317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.109033 sec): 3 clusters Score: Raw -465.149955 + Penalty 314.294948 = -150.855007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.109497 sec): 2 clusters Score: Raw -374.175312 + Penalty 151.315209 = -222.860104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.109707 sec): 3 clusters Score: Raw -376.169495 + Penalty 302.630417 = -73.539078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.110198 sec): 2 clusters Score: Raw -661.953343 + Penalty 206.466083 = -455.487259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.110420 sec): 3 clusters Score: Raw -658.158776 + Penalty 442.969245 = -215.189531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.110883 sec): 2 clusters Score: Raw -389.694400 + Penalty 160.676248 = -229.018152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.111097 sec): 3 clusters Score: Raw -378.053906 + Penalty 321.352496 = -56.701410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.111565 sec): 2 clusters Score: Raw -282.954349 + Penalty 109.594175 = -173.360174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.111776 sec): 3 clusters Score: Raw -275.493237 + Penalty 210.402187 = -65.091050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.112239 sec): 2 clusters Score: Raw -390.338928 + Penalty 156.474842 = -233.864085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.112452 sec): 3 clusters Score: Raw -378.831947 + Penalty 156.474842 = -222.357105 nChanged 1 SP:Iteration 1F (26.112645 sec): 2 clusters Score: Raw -390.338928 + Penalty 156.474842 = -233.864085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.113107 sec): 2 clusters Score: Raw -393.180129 + Penalty 177.838520 = -215.341608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.113326 sec): 3 clusters Score: Raw -380.979521 + Penalty 355.677041 = -25.302480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.113807 sec): 2 clusters Score: Raw -975.940023 + Penalty 265.001689 = -710.938334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.114032 sec): 3 clusters Score: Raw -968.660300 + Penalty 530.327318 = -438.332982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.114509 sec): 2 clusters Score: Raw -779.821935 + Penalty 240.121580 = -539.700355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.114733 sec): 3 clusters Score: Raw -773.277028 + Penalty 470.369108 = -302.907921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.115196 sec): 2 clusters Score: Raw -391.633920 + Penalty 175.410958 = -216.222962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.115410 sec): 3 clusters Score: Raw -380.572810 + Penalty 339.853429 = -40.719381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.115886 sec): 2 clusters Score: Raw -785.587530 + Penalty 260.727560 = -524.859970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.116109 sec): 3 clusters Score: Raw -774.683567 + Penalty 495.132018 = -279.551549 nChanged 1 SP:Iteration 1F (26.116326 sec): 3 clusters Score: Raw -776.069426 + Penalty 495.132018 = -280.937408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.116782 sec): 2 clusters Score: Raw -187.960496 + Penalty 70.578121 = -117.382374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.117006 sec): 3 clusters Score: Raw -177.946062 + Penalty 141.156243 = -36.789819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 176 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.117563 sec): 2 clusters Score: Raw -3119.684287 + Penalty 469.478940 = -2650.205347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.117827 sec): 3 clusters Score: Raw -3128.926420 + Penalty 941.574431 = -2187.351989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.118306 sec): 2 clusters Score: Raw -583.589426 + Penalty 211.979369 = -371.610057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.118523 sec): 3 clusters Score: Raw -573.742942 + Penalty 462.930305 = -110.812637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 179 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.119038 sec): 2 clusters Score: Raw -2435.541190 + Penalty 418.660479 = -2016.880711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.119291 sec): 3 clusters Score: Raw -2449.902273 + Penalty 840.087318 = -1609.814955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.119763 sec): 2 clusters Score: Raw -677.572224 + Penalty 242.429569 = -435.142655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.119984 sec): 3 clusters Score: Raw -671.849768 + Penalty 478.456438 = -193.393329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 184 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.120475 sec): 2 clusters Score: Raw -1259.128966 + Penalty 298.105259 = -961.023708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.120709 sec): 3 clusters Score: Raw -1261.581019 + Penalty 596.370665 = -665.210354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.121173 sec): 2 clusters Score: Raw -390.330925 + Penalty 154.152964 = -236.177961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.121386 sec): 3 clusters Score: Raw -376.896323 + Penalty 308.305928 = -68.590395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.121849 sec): 2 clusters Score: Raw -377.077459 + Penalty 126.486515 = -250.590944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.122062 sec): 3 clusters Score: Raw -367.912655 + Penalty 251.587054 = -116.325601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 191 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.122545 sec): 2 clusters Score: Raw -1129.928895 + Penalty 323.883365 = -806.045530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.122775 sec): 3 clusters Score: Raw -1118.162705 + Penalty 652.949840 = -465.212865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.123237 sec): 2 clusters Score: Raw -399.963087 + Penalty 174.416310 = -225.546778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.123450 sec): 3 clusters Score: Raw -384.953044 + Penalty 348.832619 = -36.120425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.123930 sec): 2 clusters Score: Raw -400.121691 + Penalty 186.553490 = -213.568201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.124143 sec): 3 clusters Score: Raw -386.813944 + Penalty 379.899765 = -6.914179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.124601 sec): 2 clusters Score: Raw -192.832808 + Penalty 90.052220 = -102.780588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.124795 sec): 2 clusters Score: Raw -192.832808 + Penalty 90.052220 = -102.780588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.125252 sec): 2 clusters Score: Raw -191.859646 + Penalty 90.451868 = -101.407778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.125461 sec): 3 clusters Score: Raw -181.676431 + Penalty 180.903735 = -0.772696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.125925 sec): 2 clusters Score: Raw -390.304563 + Penalty 153.892058 = -236.412504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.126139 sec): 3 clusters Score: Raw -377.618961 + Penalty 307.784117 = -69.834844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.126583 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.126763 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.127226 sec): 2 clusters Score: Raw -388.561348 + Penalty 175.240967 = -213.320381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.127421 sec): 2 clusters Score: Raw -388.561348 + Penalty 175.240967 = -213.320381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.127874 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.128054 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.128507 sec): 2 clusters Score: Raw -89.060583 + Penalty 0.000000 = -89.060583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.128698 sec): 2 clusters Score: Raw -89.060583 + Penalty 0.000000 = -89.060583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.129147 sec): 2 clusters Score: Raw -89.652720 + Penalty 0.000000 = -89.652720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.129333 sec): 2 clusters Score: Raw -89.652720 + Penalty 0.000000 = -89.652720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.129794 sec): 2 clusters Score: Raw -293.115025 + Penalty 143.986384 = -149.128641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.130001 sec): 3 clusters Score: Raw -286.621125 + Penalty 268.163660 = -18.457465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.130485 sec): 2 clusters Score: Raw -513.664744 + Penalty 215.524781 = -298.139963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.130702 sec): 3 clusters Score: Raw -493.477709 + Penalty 430.887548 = -62.590161 nChanged 1 SP:Iteration 1F (26.130912 sec): 3 clusters Score: Raw -498.255296 + Penalty 430.887548 = -67.367747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.131396 sec): 2 clusters Score: Raw -1100.424281 + Penalty 303.460479 = -796.963802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.131625 sec): 3 clusters Score: Raw -1088.773982 + Penalty 604.501862 = -484.272120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 218 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.132098 sec): 2 clusters Score: Raw -685.517293 + Penalty 220.773566 = -464.743727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.132319 sec): 3 clusters Score: Raw -674.878138 + Penalty 470.063196 = -204.814942 nChanged 1 SP:Iteration 1F (26.132534 sec): 3 clusters Score: Raw -675.783866 + Penalty 470.063196 = -205.720670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.132988 sec): 2 clusters Score: Raw -91.808091 + Penalty 0.000000 = -91.808091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.133178 sec): 2 clusters Score: Raw -91.808091 + Penalty 0.000000 = -91.808091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.133637 sec): 2 clusters Score: Raw -275.247179 + Penalty 112.332877 = -162.914301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.133832 sec): 2 clusters Score: Raw -275.247179 + Penalty 112.332877 = -162.914301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 221 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.134294 sec): 2 clusters Score: Raw -383.954661 + Penalty 140.490338 = -243.464323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.134508 sec): 3 clusters Score: Raw -375.759785 + Penalty 272.092328 = -103.667457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 222 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.134985 sec): 2 clusters Score: Raw -606.058054 + Penalty 235.862384 = -370.195670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.135204 sec): 3 clusters Score: Raw -591.862308 + Penalty 471.724768 = -120.137541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.135668 sec): 2 clusters Score: Raw -274.301917 + Penalty 91.658922 = -182.642996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.135878 sec): 3 clusters Score: Raw -270.716067 + Penalty 192.846544 = -77.869523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 225 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.136338 sec): 2 clusters Score: Raw -286.413944 + Penalty 113.844789 = -172.569155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.136548 sec): 3 clusters Score: Raw -276.452400 + Penalty 113.844789 = -162.607611 nChanged 1 SP:Iteration 1F (26.136740 sec): 2 clusters Score: Raw -286.413944 + Penalty 113.844789 = -172.569155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.137219 sec): 2 clusters Score: Raw -283.536514 + Penalty 126.204440 = -157.332075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.137430 sec): 3 clusters Score: Raw -276.543837 + Penalty 267.614008 = -8.929828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 231 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.137894 sec): 2 clusters Score: Raw -391.357923 + Penalty 166.692199 = -224.665724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.138107 sec): 3 clusters Score: Raw -379.236722 + Penalty 166.692199 = -212.544523 nChanged 1 SP:Iteration 1F (26.138299 sec): 2 clusters Score: Raw -391.357923 + Penalty 166.692199 = -224.665724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.138751 sec): 2 clusters Score: Raw -89.801692 + Penalty 0.000000 = -89.801692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.138941 sec): 2 clusters Score: Raw -89.801692 + Penalty 0.000000 = -89.801692 nChanged 0 Deleting Class 122 (9 points): Lose 90.767633 but Gain 1457.914861 Iteration 20F (28.268537 sec): 174 clusters Score: Raw -2226868.277761 + Penalty 179686.869437 = -2047181.408324 nChanged 47 Deleting Class 21 (8 points): Lose 42.805567 but Gain 1399.862392 Iteration 21Q (28.410469 sec): 173 clusters Score: Raw -2226900.810507 + Penalty 178284.576183 = -2048616.234324 nChanged 40 Deleting Class 196 (4 points): Lose 17.469171 but Gain 1370.148619 Iteration 22Q (28.549564 sec): 172 clusters Score: Raw -2226928.958937 + Penalty 176025.890877 = -2050903.068060 nChanged 31 Deleting Class 7 (29 points): Lose 163.230800 but Gain 1511.329543 Iteration 23Q (28.686132 sec): 170 clusters Score: Raw -2226800.390523 + Penalty 174885.139205 = -2051915.251318 nChanged 54 Deleting Class 104 (4 points): Lose 26.160315 but Gain 1372.914456 Iteration 24Q (28.824630 sec): 169 clusters Score: Raw -2226863.506542 + Penalty 173488.471040 = -2053375.035502 nChanged 31 Deleting Class 216 (5 points): Lose 24.613063 but Gain 1363.461061 Iteration 25Q (28.966281 sec): 168 clusters Score: Raw -2226869.175728 + Penalty 172143.033229 = -2054726.142498 nChanged 28 Deleting Class 99 (8 points): Lose 49.048811 but Gain 1378.167248 Iteration 26Q (29.100675 sec): 167 clusters Score: Raw -2226838.409017 + Penalty 170790.096723 = -2056048.312294 nChanged 17 Deleting Class 205 (2 points): Lose 2.821168 but Gain 1328.653795 Iteration 27Q (29.234486 sec): 166 clusters Score: Raw -2226858.737559 + Penalty 169472.835299 = -2057385.902260 nChanged 17 Deleting Class 69 (25 points): Lose 227.621712 but Gain 1550.216174 Iteration 28Q (29.371075 sec): 165 clusters Score: Raw -2226646.466589 + Penalty 168261.047879 = -2058385.418710 nChanged 35 Deleting Class 115 (28 points): Lose 115.591121 but Gain 1449.786395 Iteration 29Q (29.505781 sec): 164 clusters Score: Raw -2226640.398749 + Penalty 166872.371429 = -2059768.027320 nChanged 40 Deleting Class 191 (11 points): Lose 54.934791 but Gain 1375.239020 Iteration 30F (31.481802 sec): 163 clusters Score: Raw -2226670.876520 + Penalty 165560.947069 = -2061109.929451 nChanged 30 Deleting Class 199 (2 points): Lose 9.962160 but Gain 1322.783347 Iteration 31Q (31.614860 sec): 162 clusters Score: Raw -2226703.509443 + Penalty 164296.224854 = -2062407.284589 nChanged 18 Deleting Class 76 (4 points): Lose 14.546002 but Gain 1325.795230 Iteration 32Q (31.749865 sec): 161 clusters Score: Raw -2226705.736536 + Penalty 162969.279576 = -2063736.456960 nChanged 18 Deleting Class 113 (9 points): Lose 24.663844 but Gain 1334.885183 Iteration 33Q (31.881393 sec): 160 clusters Score: Raw -2226689.202171 + Penalty 161655.590854 = -2065033.611317 nChanged 38 Deleting Class 222 (6 points): Lose 32.587684 but Gain 1340.289855 Iteration 34Q (32.015739 sec): 159 clusters Score: Raw -2226693.475769 + Penalty 160225.752164 = -2066467.723605 nChanged 38 Deleting Class 101 (16 points): Lose 144.812408 but Gain 1447.349477 Iteration 35Q (32.146879 sec): 157 clusters Score: Raw -2226589.115566 + Penalty 158860.883558 = -2067728.232008 nChanged 25 Deleting Class 168 (5 points): Lose 25.561325 but Gain 1340.484784 Iteration 36Q (32.276251 sec): 156 clusters Score: Raw -2226628.688629 + Penalty 157591.708843 = -2069036.979786 nChanged 12 Deleting Class 131 (9 points): Lose 82.954380 but Gain 1386.035313 Iteration 37Q (32.407422 sec): 155 clusters Score: Raw -2226567.224469 + Penalty 156253.681544 = -2070313.542925 nChanged 16 Deleting Class 82 (5 points): Lose 15.516020 but Gain 1311.760827 Iteration 38Q (32.536271 sec): 154 clusters Score: Raw -2226601.939361 + Penalty 154962.098104 = -2071639.841257 nChanged 12 Deleting Class 137 (10 points): Lose 67.905299 but Gain 1361.836993 Iteration 39Q (32.664341 sec): 153 clusters Score: Raw -2226549.171181 + Penalty 153680.970815 = -2072868.200366 nChanged 16 Deleting Class 105 (41 points): Lose 282.725008 but Gain 1572.368039 Iteration 40F (34.499739 sec): 152 clusters Score: Raw -2226306.299765 + Penalty 152406.639632 = -2073899.660133 nChanged 44 Deleting Class 40 (5 points): Lose 31.569105 but Gain 1313.942294 Iteration 41Q (34.628569 sec): 151 clusters Score: Raw -2226432.616339 + Penalty 151094.692846 = -2075337.923494 nChanged 12 Deleting Class 214 (3 points): Lose 56.735049 but Gain 1334.432864 Iteration 42Q (34.755379 sec): 150 clusters Score: Raw -2226408.715665 + Penalty 149774.634995 = -2076634.080671 nChanged 4 Deleting Class 62 (9 points): Lose 30.370290 but Gain 1306.350248 Iteration 43Q (34.881278 sec): 149 clusters Score: Raw -2226400.623137 + Penalty 148504.203065 = -2077896.420071 nChanged 11 Deleting Class 116 (5 points): Lose 33.144905 but Gain 1312.601772 Iteration 44Q (35.006895 sec): 148 clusters Score: Raw -2226386.332088 + Penalty 147396.364322 = -2078989.967766 nChanged 6 Deleting Class 146 (5 points): Lose 15.516725 but Gain 1290.537066 Iteration 45Q (35.130451 sec): 147 clusters Score: Raw -2226398.478078 + Penalty 146114.311547 = -2080284.166530 nChanged 5 Deleting Class 38 (9 points): Lose 57.076689 but Gain 1326.658395 Iteration 46Q (35.257146 sec): 146 clusters Score: Raw -2226350.522110 + Penalty 144838.498850 = -2081512.023260 nChanged 12 Deleting Class 194 (4 points): Lose 13.949748 but Gain 1281.006673 Iteration 47Q (35.382178 sec): 145 clusters Score: Raw -2226369.016630 + Penalty 143599.155326 = -2082769.861304 nChanged 6 Deleting Class 172 (4 points): Lose 22.596635 but Gain 1288.311902 Iteration 48Q (35.507118 sec): 144 clusters Score: Raw -2226358.362676 + Penalty 142412.255122 = -2083946.107554 nChanged 5 Deleting Class 124 (10 points): Lose 39.070210 but Gain 1303.847605 Iteration 49Q (35.629705 sec): 143 clusters Score: Raw -2226344.931213 + Penalty 141134.760795 = -2085210.170418 nChanged 11 Deleting Class 208 (4 points): Lose 37.869360 but Gain 1287.063398 Iteration 50F (37.344229 sec): 142 clusters Score: Raw -2226325.745965 + Penalty 139860.206617 = -2086465.539348 nChanged 7 Deleting Class 93 (3 points): Lose 4.375770 but Gain 1243.105492 Iteration 51Q (37.468997 sec): 141 clusters Score: Raw -2226334.547439 + Penalty 138625.749169 = -2087708.798270 nChanged 4 Deleting Class 126 (9 points): Lose 43.827261 but Gain 1281.752646 Iteration 52Q (37.591037 sec): 140 clusters Score: Raw -2226296.339299 + Penalty 137384.811079 = -2088911.528219 nChanged 10 Deleting Class 72 (14 points): Lose 53.267029 but Gain 1290.648172 Iteration 53Q (37.711429 sec): 139 clusters Score: Raw -2226263.345684 + Penalty 136140.468472 = -2090122.877212 nChanged 16 Deleting Class 94 (19 points): Lose 112.205777 but Gain 1348.570141 Iteration 54Q (37.834437 sec): 138 clusters Score: Raw -2226182.537309 + Penalty 134899.621235 = -2091282.916074 nChanged 23 Deleting Class 28 (12 points): Lose 55.588012 but Gain 1288.015180 Iteration 55Q (37.960292 sec): 137 clusters Score: Raw -2226191.321729 + Penalty 133669.970814 = -2092521.350915 nChanged 17 Deleting Class 217 (11 points): Lose 61.251696 but Gain 1288.521538 Iteration 56Q (38.081988 sec): 136 clusters Score: Raw -2226161.226476 + Penalty 132423.852215 = -2093737.374262 nChanged 13 Deleting Class 54 (27 points): Lose 169.939736 but Gain 1394.398265 Iteration 57Q (38.202583 sec): 135 clusters Score: Raw -2226028.116348 + Penalty 131316.615448 = -2094711.500900 nChanged 30 Deleting Class 86 (40 points): Lose 180.744306 but Gain 1401.391636 Iteration 58Q (38.323380 sec): 134 clusters Score: Raw -2225945.442774 + Penalty 130076.172456 = -2095869.270318 nChanged 49 Deleting Class 182 (7 points): Lose 48.619702 but Gain 1268.476898 Iteration 59Q (38.445313 sec): 133 clusters Score: Raw -2226011.527917 + Penalty 128762.947463 = -2097248.580453 nChanged 18 Deleting Class 173 (8 points): Lose 57.945647 but Gain 1276.615108 Iteration 60F (40.025227 sec): 132 clusters Score: Raw -2225979.249189 + Penalty 127495.405794 = -2098483.843395 nChanged 17 Deleting Class 231 (4 points): Lose 6.157612 but Gain 1224.276673 Iteration 61Q (40.144413 sec): 131 clusters Score: Raw -2225994.870785 + Penalty 126277.991341 = -2099716.879444 nChanged 10 Deleting Class 148 (3 points): Lose 118.639620 but Gain 1331.623187 Iteration 62Q (40.261981 sec): 130 clusters Score: Raw -2225886.673064 + Penalty 124982.150585 = -2100904.522479 nChanged 4 Deleting Class 179 (24 points): Lose 134.977097 but Gain 1341.283160 Iteration 63Q (40.378140 sec): 129 clusters Score: Raw -2225770.013982 + Penalty 123722.588867 = -2102047.425114 nChanged 26 Deleting Class 141 (31 points): Lose 131.588093 but Gain 1340.566532 Iteration 64Q (40.496677 sec): 128 clusters Score: Raw -2225692.692529 + Penalty 122469.011444 = -2103223.681084 nChanged 41 Deleting Class 121 (9 points): Lose 82.043544 but Gain 1308.852769 Iteration 65Q (40.615331 sec): 127 clusters Score: Raw -2225684.442028 + Penalty 121201.107238 = -2104483.334790 nChanged 16 Deleting Class 219 (1 points): Lose 89.580644 but Gain 1294.338467 Iteration 66Q (40.730983 sec): 126 clusters Score: Raw -2225641.162254 + Penalty 119915.409693 = -2105725.752562 nChanged 4 Deleting Class 184 (20 points): Lose 107.218424 but Gain 1309.888735 Iteration 67Q (40.846637 sec): 125 clusters Score: Raw -2225539.675087 + Penalty 118747.238673 = -2106792.436413 nChanged 21 Deleting Class 177 (9 points): Lose 42.234770 but Gain 1259.205619 Iteration 68Q (40.963100 sec): 124 clusters Score: Raw -2225558.848094 + Penalty 117488.290025 = -2108070.558069 nChanged 15 Deleting Class 52 (21 points): Lose 73.000032 but Gain 1266.414497 Iteration 69Q (41.079284 sec): 123 clusters Score: Raw -2225508.943853 + Penalty 116289.387825 = -2109219.556028 nChanged 26 Deleting Class 18 (59 points): Lose 204.475841 but Gain 1397.978637 Iteration 70F (42.559405 sec): 122 clusters Score: Raw -2225364.404809 + Penalty 115099.098338 = -2110265.306471 nChanged 70 Deleting Class 68 (5 points): Lose 23.817305 but Gain 1219.384134 Iteration 71Q (42.679871 sec): 121 clusters Score: Raw -2225485.352938 + Penalty 113802.311799 = -2111683.041138 nChanged 20 Deleting Class 176 (36 points): Lose 234.447993 but Gain 1425.870721 Iteration 72Q (42.795944 sec): 120 clusters Score: Raw -2225281.675924 + Penalty 111919.930828 = -2113361.745095 nChanged 50 Deleting Class 88 (9 points): Lose 47.713796 but Gain 1233.808282 Iteration 73Q (42.913030 sec): 118 clusters Score: Raw -2225369.157952 + Penalty 110709.347388 = -2114659.810563 nChanged 22 Deleting Class 161 (3 points): Lose 3.816609 but Gain 1185.796191 Iteration 74Q (43.028560 sec): 117 clusters Score: Raw -2225411.342833 + Penalty 109530.981277 = -2115880.361557 nChanged 10 Deleting Class 83 (6 points): Lose 105.786817 but Gain 1278.929781 Iteration 75Q (43.151158 sec): 116 clusters Score: Raw -2225319.298664 + Penalty 108249.220832 = -2117070.077832 nChanged 8 Deleting Class 218 (11 points): Lose 70.766354 but Gain 1243.348283 Iteration 76Q (43.264746 sec): 115 clusters Score: Raw -2225261.361021 + Penalty 107093.415593 = -2118167.945428 nChanged 13 Deleting Class 133 (4 points): Lose 125.149375 but Gain 1296.233179 Iteration 77Q (43.378275 sec): 114 clusters Score: Raw -2225173.800103 + Penalty 105806.893566 = -2119366.906538 nChanged 8 Deleting Class 24 (104 points): Lose 457.029788 but Gain 1623.607695 Iteration 78Q (43.490945 sec): 113 clusters Score: Raw -2224736.378452 + Penalty 104285.264708 = -2120451.113744 nChanged 107 Deleting Class 117 (57 points): Lose 236.694962 but Gain 1401.317183 Iteration 79Q (43.610693 sec): 112 clusters Score: Raw -2224729.192466 + Penalty 102814.822908 = -2121914.369558 nChanged 75 Deleting Class 132 (37 points): Lose 177.697443 but Gain 1343.840401 Iteration 80F (44.928484 sec): 111 clusters Score: Raw -2224701.492308 + Penalty 101676.743957 = -2123024.748351 nChanged 63 Deleting Class 119 (8 points): Lose 43.413479 but Gain 1215.494503 Iteration 81Q (45.042964 sec): 110 clusters Score: Raw -2224817.402689 + Penalty 100502.940886 = -2124314.461803 nChanged 29 Deleting Class 211 (1 points): Lose 4.565605 but Gain 1164.469514 Iteration 82Q (45.154832 sec): 109 clusters Score: Raw -2224856.752146 + Penalty 99339.256470 = -2125517.495676 nChanged 14 Deleting Class 46 (2 points): Lose 21.705621 but Gain 1173.233561 Iteration 83Q (45.265853 sec): 108 clusters Score: Raw -2224854.928699 + Penalty 98233.503682 = -2126621.425017 nChanged 10 Deleting Class 87 (9 points): Lose 33.572253 but Gain 1178.299352 Iteration 84Q (45.375398 sec): 107 clusters Score: Raw -2224856.876755 + Penalty 97090.799600 = -2127766.077155 nChanged 15 Deleting Class 61 (4 points): Lose 12.096864 but Gain 1151.588312 Iteration 85Q (45.489027 sec): 106 clusters Score: Raw -2224868.622839 + Penalty 95944.496726 = -2128924.126113 nChanged 10 Deleting Class 189 (5 points): Lose 36.787969 but Gain 1176.173412 Iteration 86Q (45.595831 sec): 105 clusters Score: Raw -2224842.939328 + Penalty 94817.147231 = -2130025.792097 nChanged 13 Deleting Class 118 (25 points): Lose 119.774962 but Gain 1251.282224 Iteration 87Q (45.702160 sec): 104 clusters Score: Raw -2224755.789661 + Penalty 93714.894216 = -2131040.895445 nChanged 28 Deleting Class 166 (4 points): Lose 18.524305 but Gain 1149.234941 Iteration 88Q (45.814306 sec): 103 clusters Score: Raw -2224804.924789 + Penalty 92587.239569 = -2132217.685219 nChanged 9 Deleting Class 206 (4 points): Lose 4.370523 but Gain 1130.265594 Iteration 89Q (45.934485 sec): 102 clusters Score: Raw -2224807.885998 + Penalty 91460.033447 = -2133347.852551 nChanged 6 Deleting Class 22 (38 points): Lose 147.327480 but Gain 1272.218683 Iteration 90F (47.132580 sec): 101 clusters Score: Raw -2224666.158482 + Penalty 90284.450164 = -2134381.708319 nChanged 38 Deleting Class 59 (16 points): Lose 81.202558 but Gain 1199.987089 Iteration 91Q (47.237664 sec): 100 clusters Score: Raw -2224660.640873 + Penalty 89109.018448 = -2135551.622425 nChanged 22 Deleting Class 171 (9 points): Lose 53.888391 but Gain 1168.489708 Iteration 92Q (47.342663 sec): 99 clusters Score: Raw -2224644.164007 + Penalty 87954.788673 = -2136689.375335 nChanged 13 Deleting Class 66 (9 points): Lose 37.923536 but Gain 1174.405375 Iteration 93Q (47.446856 sec): 98 clusters Score: Raw -2224628.591193 + Penalty 86858.237837 = -2137770.353356 nChanged 12 Deleting Class 95 (3 points): Lose 19.348279 but Gain 1129.244415 Iteration 94Q (47.550816 sec): 97 clusters Score: Raw -2224630.364752 + Penalty 85723.840814 = -2138906.523938 nChanged 5 Deleting Class 151 (16 points): Lose 58.184900 but Gain 1156.541535 Iteration 95Q (47.653314 sec): 96 clusters Score: Raw -2224579.124943 + Penalty 84598.914086 = -2139980.210857 nChanged 18 Deleting Class 130 (18 points): Lose 60.377555 but Gain 1158.715243 Iteration 96Q (47.756551 sec): 95 clusters Score: Raw -2224553.843451 + Penalty 83560.952338 = -2140992.891113 nChanged 21 Deleting Class 108 (7 points): Lose 442.417174 but Gain 1538.726722 Iteration 97Q (47.859385 sec): 94 clusters Score: Raw -2224153.577800 + Penalty 82101.094909 = -2142052.482891 nChanged 12 Deleting Class 9 (16 points): Lose 39.184528 but Gain 1133.593824 Iteration 98Q (47.960755 sec): 93 clusters Score: Raw -2224213.482409 + Penalty 81030.790401 = -2143182.692008 nChanged 19 Deleting Class 169 (12 points): Lose 67.778177 but Gain 1150.643377 Iteration 99Q (48.061552 sec): 92 clusters Score: Raw -2224205.624728 + Penalty 79912.230248 = -2144293.394480 nChanged 15 Deleting Class 106 (13 points): Lose 46.254286 but Gain 1126.821179 Iteration 100F (49.144311 sec): 91 clusters Score: Raw -2224218.291545 + Penalty 78814.277145 = -2145404.014399 nChanged 18 Deleting Class 120 (10 points): Lose 41.792521 but Gain 1117.885437 Iteration 101Q (49.249296 sec): 90 clusters Score: Raw -2224213.370680 + Penalty 77720.870874 = -2146492.499806 nChanged 17 Deleting Class 20 (21 points): Lose 89.644858 but Gain 1156.055899 Iteration 102Q (49.351165 sec): 89 clusters Score: Raw -2224151.658875 + Penalty 76583.892427 = -2147567.766448 nChanged 29 Deleting Class 84 (34 points): Lose 72.856388 but Gain 1136.562958 Iteration 103Q (49.453238 sec): 88 clusters Score: Raw -2224113.708750 + Penalty 75495.709321 = -2148617.999430 nChanged 42 Deleting Class 123 (7 points): Lose 24.947295 but Gain 1087.984517 Iteration 104Q (49.555120 sec): 87 clusters Score: Raw -2224135.350033 + Penalty 74425.674452 = -2149709.675581 nChanged 15 Deleting Class 96 (45 points): Lose 126.939968 but Gain 1184.226410 Iteration 105Q (49.655987 sec): 86 clusters Score: Raw -2224021.891115 + Penalty 73277.335939 = -2150744.555175 nChanged 52 Deleting Class 225 (3 points): Lose 5.253722 but Gain 1055.087454 Iteration 106Q (49.759459 sec): 85 clusters Score: Raw -2224093.884941 + Penalty 72244.422146 = -2151849.462795 nChanged 13 Deleting Class 70 (13 points): Lose 54.652498 but Gain 1104.249705 Iteration 107Q (49.859204 sec): 84 clusters Score: Raw -2224051.580026 + Penalty 71168.282723 = -2152883.297303 nChanged 18 Deleting Class 136 (10 points): Lose 48.365273 but Gain 1094.735301 Iteration 108Q (49.958857 sec): 83 clusters Score: Raw -2224027.213447 + Penalty 70109.696782 = -2153917.516665 nChanged 22 Deleting Class 238 (1 points): Lose 6.568888 but Gain 1046.581368 Iteration 109Q (50.058511 sec): 82 clusters Score: Raw -2224045.402501 + Penalty 69073.410390 = -2154971.992110 nChanged 8 Deleting Class 29 (11 points): Lose 42.341254 but Gain 1078.724315 Iteration 110F (51.017304 sec): 81 clusters Score: Raw -2224007.625228 + Penalty 68015.320942 = -2155992.304287 nChanged 15 Deleting Class 26 (15 points): Lose 43.236174 but Gain 1078.977973 Iteration 111Q (51.116376 sec): 80 clusters Score: Raw -2223981.846759 + Penalty 66941.944821 = -2157039.901939 nChanged 18 Deleting Class 111 (14 points): Lose 36.475060 but Gain 1064.272871 Iteration 112Q (51.215319 sec): 79 clusters Score: Raw -2223965.445933 + Penalty 65878.510987 = -2158086.934946 nChanged 16 Deleting Class 221 (4 points): Lose 6.971790 but Gain 1031.836192 Iteration 113Q (51.309946 sec): 78 clusters Score: Raw -2223977.058966 + Penalty 64849.712363 = -2159127.346604 nChanged 11 Deleting Class 227 (3 points): Lose 146.823662 but Gain 1169.633868 Iteration 114Q (51.403021 sec): 77 clusters Score: Raw -2223839.795221 + Penalty 63682.053514 = -2160157.741707 nChanged 14 Deleting Class 135 (32 points): Lose 183.262974 but Gain 1203.706905 Iteration 115Q (51.495813 sec): 76 clusters Score: Raw -2223718.338241 + Penalty 62535.154280 = -2161183.183961 nChanged 41 Deleting Class 78 (20 points): Lose 74.002443 but Gain 1085.226856 Iteration 116Q (51.589432 sec): 75 clusters Score: Raw -2223716.254394 + Penalty 61518.941741 = -2162197.312653 nChanged 30 Deleting Class 153 (21 points): Lose 73.760430 but Gain 1084.736965 Iteration 117Q (51.682035 sec): 74 clusters Score: Raw -2223681.076323 + Penalty 60435.867694 = -2163245.208629 nChanged 28 Deleting Class 98 (9 points): Lose 39.402326 but Gain 1048.595041 Iteration 118Q (51.773478 sec): 73 clusters Score: Raw -2223673.136301 + Penalty 59393.779720 = -2164279.356581 nChanged 15 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 -2223673.136301 + Penalty 59393.779720 = -2164279.356581Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (9251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.862113 sec): 2 clusters Score: Raw -782642.982661 + Penalty 87.742059 = -782555.240602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.879655 sec): 3 clusters Score: Raw -776534.377892 + Penalty 172.248798 = -776362.129094 nChanged 4488 SP:Iteration 1F (51.896545 sec): 3 clusters Score: Raw -780501.658294 + Penalty 170.906688 = -780330.751606 nChanged 594 SP:Iteration 2F (51.913573 sec): 3 clusters Score: Raw -781067.206105 + Penalty 170.444082 = -780896.762023 nChanged 452 SP:Iteration 3Q (51.930400 sec): 3 clusters Score: Raw -781371.210483 + Penalty 170.126880 = -781201.083603 nChanged 243 SP:Iteration 4Q (51.946683 sec): 3 clusters Score: Raw -781441.754946 + Penalty 170.138525 = -781271.616421 nChanged 94 SP:Iteration 5Q (51.963070 sec): 3 clusters Score: Raw -781463.375042 + Penalty 170.116439 = -781293.258603 nChanged 67 SP:Iteration 6Q (51.979304 sec): 3 clusters Score: Raw -781475.869882 + Penalty 170.147291 = -781305.722590 nChanged 66 SP:Iteration 7Q (51.995239 sec): 3 clusters Score: Raw -781488.669729 + Penalty 170.290878 = -781318.378851 nChanged 72 SP:Iteration 8Q (52.011299 sec): 3 clusters Score: Raw -781504.872474 + Penalty 170.466781 = -781334.405693 nChanged 78 SP:Iteration 9Q (52.027304 sec): 3 clusters Score: Raw -781524.178477 + Penalty 170.320676 = -781353.857801 nChanged 87 SP:Iteration 10F (52.044450 sec): 3 clusters Score: Raw -781544.361180 + Penalty 170.308158 = -781374.053021 nChanged 86 SP:Iteration 11Q (52.060499 sec): 3 clusters Score: Raw -781560.411650 + Penalty 170.445077 = -781389.966573 nChanged 79 SP:Iteration 12Q (52.076340 sec): 3 clusters Score: Raw -781572.910785 + Penalty 170.172394 = -781402.738391 nChanged 64 SP:Iteration 13Q (52.092164 sec): 3 clusters Score: Raw -781580.887710 + Penalty 170.247608 = -781410.640101 nChanged 53 SP:Iteration 14Q (52.107782 sec): 3 clusters Score: Raw -781587.797972 + Penalty 170.024590 = -781417.773382 nChanged 60 SP:Iteration 15Q (52.123321 sec): 3 clusters Score: Raw -781597.987621 + Penalty 170.112574 = -781427.875047 nChanged 68 SP:Iteration 16Q (52.138765 sec): 3 clusters Score: Raw -781609.721837 + Penalty 170.138957 = -781439.582879 nChanged 60 SP:Iteration 17Q (52.154289 sec): 3 clusters Score: Raw -781619.207969 + Penalty 170.043918 = -781449.164051 nChanged 64 SP:Iteration 18Q (52.169928 sec): 3 clusters Score: Raw -781630.220785 + Penalty 170.060394 = -781460.160392 nChanged 73 SP:Iteration 19Q (52.185247 sec): 3 clusters Score: Raw -781645.330370 + Penalty 170.440811 = -781474.889558 nChanged 73 SP:Iteration 20F (52.202055 sec): 3 clusters Score: Raw -781664.774954 + Penalty 170.565162 = -781494.209793 nChanged 97 SP:Iteration 21Q (52.217294 sec): 3 clusters Score: Raw -781694.106980 + Penalty 170.907801 = -781523.199179 nChanged 83 SP:Iteration 22Q (52.232466 sec): 3 clusters Score: Raw -781718.795879 + Penalty 171.493969 = -781547.301910 nChanged 97 SP:Iteration 23Q (52.247423 sec): 3 clusters Score: Raw -781746.141628 + Penalty 172.032561 = -781574.109067 nChanged 92 SP:Iteration 24Q (52.262435 sec): 3 clusters Score: Raw -781775.489663 + Penalty 172.520069 = -781602.969593 nChanged 112 SP:Iteration 25Q (52.277406 sec): 3 clusters Score: Raw -781815.344565 + Penalty 172.726628 = -781642.617937 nChanged 112 SP:Iteration 26Q (52.292393 sec): 3 clusters Score: Raw -781852.198070 + Penalty 173.352230 = -781678.845840 nChanged 96 SP:Iteration 27Q (52.307023 sec): 3 clusters Score: Raw -781883.765610 + Penalty 174.181974 = -781709.583636 nChanged 104 SP:Iteration 28Q (52.321580 sec): 3 clusters Score: Raw -781924.141580 + Penalty 175.599737 = -781748.541843 nChanged 100 SP:Iteration 29Q (52.336343 sec): 3 clusters Score: Raw -781967.436366 + Penalty 177.261351 = -781790.175015 nChanged 94 SP:Iteration 30F (52.353178 sec): 3 clusters Score: Raw -782002.208637 + Penalty 178.087534 = -781824.121103 nChanged 96 SP:Iteration 31Q (52.367683 sec): 3 clusters Score: Raw -782039.083847 + Penalty 179.923115 = -781859.160732 nChanged 101 SP:Iteration 32Q (52.381788 sec): 3 clusters Score: Raw -782085.227535 + Penalty 182.643541 = -781902.583994 nChanged 107 SP:Iteration 33Q (52.395897 sec): 3 clusters Score: Raw -782141.158632 + Penalty 185.796894 = -781955.361738 nChanged 112 SP:Iteration 34Q (52.409919 sec): 3 clusters Score: Raw -782211.785079 + Penalty 191.735632 = -782020.049447 nChanged 118 SP:Iteration 35Q (52.423740 sec): 3 clusters Score: Raw -782294.373357 + Penalty 196.695538 = -782097.677819 nChanged 115 SP:Iteration 36Q (52.437552 sec): 3 clusters Score: Raw -782375.221735 + Penalty 202.781433 = -782172.440302 nChanged 106 SP:Iteration 37Q (52.451280 sec): 3 clusters Score: Raw -782451.019350 + Penalty 207.643113 = -782243.376237 nChanged 89 SP:Iteration 38Q (52.464916 sec): 3 clusters Score: Raw -782505.195398 + Penalty 214.169598 = -782291.025800 nChanged 69 SP:Iteration 39Q (52.478658 sec): 3 clusters Score: Raw -782531.978103 + Penalty 215.950734 = -782316.027370 nChanged 48 SP:Iteration 40F (52.495381 sec): 3 clusters Score: Raw -782545.416070 + Penalty 218.847826 = -782326.568244 nChanged 33 SP:Iteration 41Q (52.508635 sec): 3 clusters Score: Raw -782552.795077 + Penalty 221.854036 = -782330.941042 nChanged 19 SP:Iteration 42Q (52.522102 sec): 3 clusters Score: Raw -782556.105887 + Penalty 223.903987 = -782332.201900 nChanged 17 SP:Iteration 43Q (52.535305 sec): 3 clusters Score: Raw -782559.324052 + Penalty 223.203722 = -782336.120330 nChanged 19 SP:Iteration 44Q (52.548573 sec): 3 clusters Score: Raw -782562.076585 + Penalty 223.712371 = -782338.364214 nChanged 12 SP:Iteration 45Q (52.561749 sec): 3 clusters Score: Raw -782564.688640 + Penalty 222.957397 = -782341.731243 nChanged 12 SP:Iteration 46Q (52.575291 sec): 3 clusters Score: Raw -782566.785860 + Penalty 220.009663 = -782346.776198 nChanged 14 SP:Iteration 47Q (52.588627 sec): 3 clusters Score: Raw -782569.852801 + Penalty 222.853444 = -782346.999357 nChanged 15 SP:Iteration 48Q (52.601852 sec): 3 clusters Score: Raw -782573.246228 + Penalty 224.282563 = -782348.963665 nChanged 18 SP:Iteration 49Q (52.615017 sec): 3 clusters Score: Raw -782577.562092 + Penalty 225.116220 = -782352.445872 nChanged 6 SP:Iteration 50F (52.631600 sec): 3 clusters Score: Raw -782578.159923 + Penalty 226.140341 = -782352.019582 nChanged 5 SP:Iteration 51F (52.648261 sec): 3 clusters Score: Raw -782578.824080 + Penalty 226.883342 = -782351.940738 nChanged 8 SP:Iteration 52F (52.665034 sec): 3 clusters Score: Raw -782579.646912 + Penalty 225.342393 = -782354.304519 nChanged 8 SP:Iteration 53Q (52.678297 sec): 3 clusters Score: Raw -782580.971978 + Penalty 226.774503 = -782354.197475 nChanged 7 SP:Iteration 54F (52.694944 sec): 3 clusters Score: Raw -782581.903923 + Penalty 227.598672 = -782354.305251 nChanged 7 SP:Iteration 55Q (52.708163 sec): 3 clusters Score: Raw -782582.898633 + Penalty 228.615621 = -782354.283011 nChanged 7 SP:Iteration 56F (52.724808 sec): 3 clusters Score: Raw -782584.449011 + Penalty 228.554667 = -782355.894344 nChanged 7 SP:Iteration 57Q (52.738120 sec): 3 clusters Score: Raw -782586.122033 + Penalty 226.755577 = -782359.366457 nChanged 7 SP:Iteration 58Q (52.751345 sec): 3 clusters Score: Raw -782587.792656 + Penalty 225.976533 = -782361.816123 nChanged 11 SP:Iteration 59Q (52.764504 sec): 3 clusters Score: Raw -782590.612444 + Penalty 228.430526 = -782362.181917 nChanged 9 SP:Iteration 60F (52.781297 sec): 3 clusters Score: Raw -782592.556172 + Penalty 229.965105 = -782362.591067 nChanged 10 SP:Iteration 61Q (52.794609 sec): 3 clusters Score: Raw -782594.473070 + Penalty 231.376808 = -782363.096262 nChanged 5 SP:Iteration 62Q (52.807680 sec): 3 clusters Score: Raw -782595.076209 + Penalty 231.956060 = -782363.120149 nChanged 4 SP:Iteration 63Q (52.820676 sec): 3 clusters Score: Raw -782595.505148 + Penalty 232.616134 = -782362.889013 nChanged 3 SP:Iteration 64F (52.837485 sec): 3 clusters Score: Raw -782595.861350 + Penalty 233.045108 = -782362.816242 nChanged 2 SP:Iteration 65F (52.854013 sec): 3 clusters Score: Raw -782595.945492 + Penalty 233.045108 = -782362.900384 nChanged 0 Memory request: 0.07 GB would take us to total of 0.31 GB. Trying to split cluster 2 (13858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.920510 sec): 2 clusters Score: Raw -1184679.108163 + Penalty 329.656242 = -1184349.451921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.947448 sec): 3 clusters Score: Raw -1175301.013405 + Penalty 712.686267 = -1174588.327138 nChanged 6600 SP:Iteration 1F (52.974345 sec): 3 clusters Score: Raw -1181899.542711 + Penalty 768.770895 = -1181130.771816 nChanged 1644 SP:Iteration 2F (53.001274 sec): 3 clusters Score: Raw -1183467.236307 + Penalty 788.597433 = -1182678.638873 nChanged 476 SP:Iteration 3Q (53.025338 sec): 3 clusters Score: Raw -1183782.835748 + Penalty 796.855287 = -1182985.980460 nChanged 297 SP:Iteration 4Q (53.048434 sec): 3 clusters Score: Raw -1183967.389092 + Penalty 799.713452 = -1183167.675641 nChanged 221 SP:Iteration 5Q (53.071326 sec): 3 clusters Score: Raw -1184087.879239 + Penalty 802.043863 = -1183285.835376 nChanged 175 SP:Iteration 6Q (53.094065 sec): 3 clusters Score: Raw -1184176.771797 + Penalty 803.579422 = -1183373.192375 nChanged 163 SP:Iteration 7Q (53.116493 sec): 3 clusters Score: Raw -1184270.264897 + Penalty 804.898480 = -1183465.366417 nChanged 145 SP:Iteration 8Q (53.138569 sec): 3 clusters Score: Raw -1184353.084906 + Penalty 811.026189 = -1183542.058717 nChanged 123 SP:Iteration 9Q (53.160565 sec): 3 clusters Score: Raw -1184422.745757 + Penalty 813.997348 = -1183608.748410 nChanged 96 SP:Iteration 10F (53.187567 sec): 3 clusters Score: Raw -1184474.918123 + Penalty 831.083232 = -1183643.834891 nChanged 70 SP:Iteration 11Q (53.209410 sec): 3 clusters Score: Raw -1184516.438370 + Penalty 841.384015 = -1183675.054356 nChanged 67 SP:Iteration 12Q (53.230880 sec): 3 clusters Score: Raw -1184549.765255 + Penalty 864.960496 = -1183684.804760 nChanged 56 SP:Iteration 13Q (53.252211 sec): 3 clusters Score: Raw -1184581.485434 + Penalty 905.041620 = -1183676.443813 nChanged 51 SP:Iteration 14F (53.278852 sec): 3 clusters Score: Raw -1184616.546095 + Penalty 954.792771 = -1183661.753325 nChanged 51 SP:Iteration 15F (53.306100 sec): 3 clusters Score: Raw -1184655.670949 + Penalty 1000.665983 = -1183655.004966 nChanged 39 SP:Iteration 16F (53.332927 sec): 3 clusters Score: Raw -1184684.746038 + Penalty 1045.442388 = -1183639.303650 nChanged 26 SP:Iteration 17F (53.359684 sec): 3 clusters Score: Raw -1184701.860724 + Penalty 1074.440394 = -1183627.420330 nChanged 16 SP:Iteration 18F (53.386749 sec): 3 clusters Score: Raw -1184714.397053 + Penalty 1110.749670 = -1183603.647383 nChanged 17 SP:Iteration 19F (53.414272 sec): 3 clusters Score: Raw -1184726.960055 + Penalty 1132.338580 = -1183594.621475 nChanged 10 SP:Iteration 20F (53.441271 sec): 3 clusters Score: Raw -1184733.594999 + Penalty 1169.902967 = -1183563.692031 nChanged 7 SP:Iteration 21F (53.468497 sec): 3 clusters Score: Raw -1184740.960227 + Penalty 1187.086080 = -1183553.874147 nChanged 4 SP:Iteration 22F (53.501069 sec): 3 clusters Score: Raw -1184744.068273 + Penalty 1188.316369 = -1183555.751904 nChanged 1 SP:Iteration 23Q (53.520892 sec): 3 clusters Score: Raw -1184744.910791 + Penalty 1191.992123 = -1183552.918668 nChanged 1 SP:Iteration 24F (53.549694 sec): 3 clusters Score: Raw -1184745.321929 + Penalty 1191.992123 = -1183553.329807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.559505 sec): 2 clusters Score: Raw -27215.004197 + Penalty 888.800578 = -26326.203619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.560224 sec): 3 clusters Score: Raw -27187.586949 + Penalty 1777.678919 = -25409.908029 nChanged 47 SP:Iteration 1F (53.560924 sec): 3 clusters Score: Raw -27289.027067 + Penalty 1777.677374 = -25511.349693 nChanged 9 SP:Iteration 2Q (53.561637 sec): 3 clusters Score: Raw -27307.460898 + Penalty 1777.538538 = -25529.922359 nChanged 6 SP:Iteration 3Q (53.562312 sec): 3 clusters Score: Raw -27325.742844 + Penalty 1777.483680 = -25548.259164 nChanged 3 SP:Iteration 4Q (53.562981 sec): 3 clusters Score: Raw -27328.521764 + Penalty 1777.417074 = -25551.104690 nChanged 2 SP:Iteration 5Q (53.563678 sec): 3 clusters Score: Raw -27333.368258 + Penalty 1777.427420 = -25555.940838 nChanged 5 SP:Iteration 6Q (53.564349 sec): 3 clusters Score: Raw -27338.280584 + Penalty 1777.388462 = -25560.892123 nChanged 3 SP:Iteration 7Q (53.565014 sec): 3 clusters Score: Raw -27343.315718 + Penalty 1777.338249 = -25565.977469 nChanged 1 SP:Iteration 8Q (53.565677 sec): 3 clusters Score: Raw -27345.152370 + Penalty 1777.338249 = -25567.814121 nChanged 0 SP:Iteration 9F (53.566375 sec): 3 clusters Score: Raw -27345.152370 + Penalty 1777.338249 = -25567.814121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.566893 sec): 2 clusters Score: Raw -1854.011773 + Penalty 26.360117 = -1827.651656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.567120 sec): 3 clusters Score: Raw -1859.148110 + Penalty 56.657381 = -1802.490729 nChanged 8 SP:Iteration 1F (53.567343 sec): 3 clusters Score: Raw -1867.028397 + Penalty 58.759398 = -1808.268999 nChanged 1 SP:Iteration 2Q (53.567565 sec): 3 clusters Score: Raw -1868.386775 + Penalty 58.759398 = -1809.627377 nChanged 0 SP:Iteration 3F (53.567780 sec): 3 clusters Score: Raw -1868.386775 + Penalty 58.759398 = -1809.627377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.569101 sec): 2 clusters Score: Raw -27669.478351 + Penalty 639.887865 = -27029.590487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.569848 sec): 3 clusters Score: Raw -27543.947623 + Penalty 1283.796225 = -26260.151397 nChanged 54 SP:Iteration 1F (53.570568 sec): 3 clusters Score: Raw -27597.145778 + Penalty 1293.932912 = -26303.212866 nChanged 26 SP:Iteration 2F (53.571287 sec): 3 clusters Score: Raw -27632.932780 + Penalty 1306.534195 = -26326.398585 nChanged 17 SP:Iteration 3F (53.572027 sec): 3 clusters Score: Raw -27650.826018 + Penalty 1317.376453 = -26333.449565 nChanged 12 SP:Iteration 4Q (53.572743 sec): 3 clusters Score: Raw -27669.338288 + Penalty 1325.125778 = -26344.212509 nChanged 12 SP:Iteration 5Q (53.573476 sec): 3 clusters Score: Raw -27686.862711 + Penalty 1331.127967 = -26355.734744 nChanged 13 SP:Iteration 6Q (53.574186 sec): 3 clusters Score: Raw -27700.162330 + Penalty 1335.093187 = -26365.069143 nChanged 4 SP:Iteration 7Q (53.574886 sec): 3 clusters Score: Raw -27703.746298 + Penalty 1335.545135 = -26368.201163 nChanged 1 SP:Iteration 8Q (53.575591 sec): 3 clusters Score: Raw -27707.205447 + Penalty 1335.745793 = -26371.459653 nChanged 2 SP:Iteration 9Q (53.576288 sec): 3 clusters Score: Raw -27710.030246 + Penalty 1335.745793 = -26374.284452 nChanged 0 SP:Iteration 10F (53.577003 sec): 3 clusters Score: Raw -27710.030246 + Penalty 1335.745793 = -26374.284452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.577500 sec): 2 clusters Score: Raw -726.466722 + Penalty 164.350911 = -562.115811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.577733 sec): 3 clusters Score: Raw -726.004682 + Penalty 344.034785 = -381.969896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.579102 sec): 2 clusters Score: Raw -17470.622957 + Penalty 297.133060 = -17173.489897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.579688 sec): 3 clusters Score: Raw -17372.535417 + Penalty 591.053501 = -16781.481917 nChanged 46 SP:Iteration 1F (53.580240 sec): 3 clusters Score: Raw -17408.634362 + Penalty 590.152633 = -16818.481729 nChanged 20 SP:Iteration 2F (53.580772 sec): 3 clusters Score: Raw -17431.785157 + Penalty 586.884302 = -16844.900856 nChanged 11 SP:Iteration 3F (53.581302 sec): 3 clusters Score: Raw -17442.579983 + Penalty 586.899966 = -16855.680017 nChanged 6 SP:Iteration 4Q (53.581849 sec): 3 clusters Score: Raw -17447.705060 + Penalty 588.288603 = -16859.416456 nChanged 2 SP:Iteration 5Q (53.582378 sec): 3 clusters Score: Raw -17448.575386 + Penalty 591.291415 = -16857.283971 nChanged 3 SP:Iteration 6F (53.582915 sec): 3 clusters Score: Raw -17450.709199 + Penalty 593.835163 = -16856.874036 nChanged 3 SP:Iteration 7F (53.583464 sec): 3 clusters Score: Raw -17452.953147 + Penalty 596.596807 = -16856.356340 nChanged 4 SP:Iteration 8F (53.584014 sec): 3 clusters Score: Raw -17455.896723 + Penalty 598.591495 = -16857.305228 nChanged 2 SP:Iteration 9Q (53.584560 sec): 3 clusters Score: Raw -17456.616329 + Penalty 598.591495 = -16858.024834 nChanged 0 SP:Iteration 10F (53.585104 sec): 3 clusters Score: Raw -17456.616329 + Penalty 598.591495 = -16858.024834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.588806 sec): 2 clusters Score: Raw -887.737651 + Penalty 164.793303 = -722.944348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.589075 sec): 3 clusters Score: Raw -1020.732024 + Penalty 329.586605 = -691.145419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.589617 sec): 2 clusters Score: Raw -754.760807 + Penalty 78.636746 = -676.124061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.589837 sec): 3 clusters Score: Raw -766.266803 + Penalty 156.353568 = -609.913235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.590540 sec): 2 clusters Score: Raw -8164.993362 + Penalty 360.219052 = -7804.774309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.590920 sec): 3 clusters Score: Raw -8139.554938 + Penalty 722.031022 = -7417.523916 nChanged 12 SP:Iteration 1F (53.591292 sec): 3 clusters Score: Raw -8156.691905 + Penalty 732.689924 = -7424.001981 nChanged 5 SP:Iteration 2F (53.591662 sec): 3 clusters Score: Raw -8165.343341 + Penalty 741.326915 = -7424.016426 nChanged 4 SP:Iteration 3Q (53.592028 sec): 3 clusters Score: Raw -8171.716053 + Penalty 741.326915 = -7430.389138 nChanged 0 SP:Iteration 4F (53.592397 sec): 3 clusters Score: Raw -8171.716053 + Penalty 741.326915 = -7430.389138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.593138 sec): 2 clusters Score: Raw -9875.442839 + Penalty 420.344868 = -9455.097971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.593541 sec): 3 clusters Score: Raw -9830.472176 + Penalty 850.453661 = -8980.018514 nChanged 19 SP:Iteration 1F (53.593940 sec): 3 clusters Score: Raw -9852.465034 + Penalty 854.264825 = -8998.200208 nChanged 5 SP:Iteration 2Q (53.594341 sec): 3 clusters Score: Raw -9860.461235 + Penalty 858.133185 = -9002.328050 nChanged 3 SP:Iteration 3Q (53.594736 sec): 3 clusters Score: Raw -9868.655525 + Penalty 858.133185 = -9010.522340 nChanged 0 SP:Iteration 4F (53.595131 sec): 3 clusters Score: Raw -9868.655525 + Penalty 858.133185 = -9010.522340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.595826 sec): 2 clusters Score: Raw -8230.930560 + Penalty 481.784164 = -7749.146396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.596227 sec): 3 clusters Score: Raw -8222.673763 + Penalty 965.841193 = -7256.832570 nChanged 4 SP:Iteration 1Q (53.596591 sec): 3 clusters Score: Raw -8230.290152 + Penalty 968.449457 = -7261.840696 nChanged 2 SP:Iteration 2Q (53.596962 sec): 3 clusters Score: Raw -8233.452623 + Penalty 970.341268 = -7263.111355 nChanged 1 SP:Iteration 3Q (53.597324 sec): 3 clusters Score: Raw -8234.299757 + Penalty 970.341268 = -7263.958488 nChanged 0 SP:Iteration 4F (53.597688 sec): 3 clusters Score: Raw -8234.299757 + Penalty 970.341268 = -7263.958488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.598218 sec): 2 clusters Score: Raw -2443.329849 + Penalty 240.117372 = -2203.212477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.598488 sec): 3 clusters Score: Raw -2456.587450 + Penalty 512.790286 = -1943.797164 nChanged 2 SP:Iteration 1F (53.598750 sec): 3 clusters Score: Raw -2472.657048 + Penalty 512.790286 = -1959.866762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.600237 sec): 2 clusters Score: Raw -32945.152981 + Penalty 423.296024 = -32521.856957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.601080 sec): 3 clusters Score: Raw -32786.259171 + Penalty 852.469722 = -31933.789449 nChanged 106 SP:Iteration 1F (53.601899 sec): 3 clusters Score: Raw -32870.412641 + Penalty 859.048045 = -32011.364596 nChanged 29 SP:Iteration 2F (53.602718 sec): 3 clusters Score: Raw -32893.127320 + Penalty 866.022708 = -32027.104613 nChanged 18 SP:Iteration 3F (53.603543 sec): 3 clusters Score: Raw -32907.079005 + Penalty 870.139621 = -32036.939384 nChanged 12 SP:Iteration 4Q (53.604363 sec): 3 clusters Score: Raw -32916.194725 + Penalty 875.549171 = -32040.645554 nChanged 10 SP:Iteration 5Q (53.605177 sec): 3 clusters Score: Raw -32922.701357 + Penalty 882.155328 = -32040.546029 nChanged 10 SP:Iteration 6F (53.605994 sec): 3 clusters Score: Raw -32929.230119 + Penalty 891.195878 = -32038.034241 nChanged 11 SP:Iteration 7F (53.606814 sec): 3 clusters Score: Raw -32938.333061 + Penalty 893.378740 = -32044.954321 nChanged 6 SP:Iteration 8Q (53.607625 sec): 3 clusters Score: Raw -32943.938100 + Penalty 894.061094 = -32049.877006 nChanged 4 SP:Iteration 9Q (53.608456 sec): 3 clusters Score: Raw -32945.143518 + Penalty 897.364167 = -32047.779351 nChanged 3 SP:Iteration 10F (53.609276 sec): 3 clusters Score: Raw -32946.853815 + Penalty 897.364167 = -32049.489647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.609763 sec): 2 clusters Score: Raw -368.141487 + Penalty 131.366509 = -236.774978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.609985 sec): 3 clusters Score: Raw -366.759626 + Penalty 262.733018 = -104.026608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.610569 sec): 2 clusters Score: Raw -4074.513244 + Penalty 255.091826 = -3819.421417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.610863 sec): 3 clusters Score: Raw -4066.162990 + Penalty 521.599374 = -3544.563616 nChanged 3 SP:Iteration 1F (53.611151 sec): 3 clusters Score: Raw -4068.546606 + Penalty 516.701709 = -3551.844898 nChanged 1 SP:Iteration 2Q (53.611438 sec): 3 clusters Score: Raw -4069.898607 + Penalty 513.919737 = -3555.978870 nChanged 1 SP:Iteration 3Q (53.611723 sec): 3 clusters Score: Raw -4070.157518 + Penalty 503.464327 = -3566.693191 nChanged 1 SP:Iteration 4Q (53.612012 sec): 3 clusters Score: Raw -4070.478035 + Penalty 498.496535 = -3571.981501 nChanged 2 SP:Iteration 5Q (53.612326 sec): 3 clusters Score: Raw -4072.782651 + Penalty 491.523469 = -3581.259182 nChanged 1 SP:Iteration 6Q (53.612613 sec): 3 clusters Score: Raw -4073.496429 + Penalty 493.071318 = -3580.425111 nChanged 1 SP:Iteration 7F (53.612903 sec): 3 clusters Score: Raw -4074.094776 + Penalty 493.071318 = -3581.023458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.613387 sec): 2 clusters Score: Raw -858.739267 + Penalty 225.205718 = -633.533549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.613620 sec): 3 clusters Score: Raw -854.389956 + Penalty 417.209312 = -437.180644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.614293 sec): 2 clusters Score: Raw -7518.438563 + Penalty 620.042283 = -6898.396280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.614650 sec): 3 clusters Score: Raw -7601.707755 + Penalty 1240.488814 = -6361.218941 nChanged 1 SP:Iteration 1Q (53.614982 sec): 3 clusters Score: Raw -7605.231649 + Penalty 1240.488814 = -6364.742835 nChanged 0 SP:Iteration 2F (53.615330 sec): 3 clusters Score: Raw -7605.231649 + Penalty 1240.488814 = -6364.742835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.615997 sec): 2 clusters Score: Raw -7450.106533 + Penalty 506.154695 = -6943.951837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.616354 sec): 3 clusters Score: Raw -7459.998554 + Penalty 1012.270013 = -6447.728541 nChanged 5 SP:Iteration 1F (53.616706 sec): 3 clusters Score: Raw -7465.306848 + Penalty 1012.270013 = -6453.036835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.617234 sec): 2 clusters Score: Raw -2140.586386 + Penalty 42.027524 = -2098.558862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.617503 sec): 3 clusters Score: Raw -2142.679936 + Penalty 85.271373 = -2057.408563 nChanged 6 SP:Iteration 1F (53.617752 sec): 3 clusters Score: Raw -2152.814192 + Penalty 85.271373 = -2067.542819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.618299 sec): 2 clusters Score: Raw -2373.475935 + Penalty 101.412750 = -2272.063184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.618576 sec): 3 clusters Score: Raw -2444.181844 + Penalty 232.735227 = -2211.446617 nChanged 6 SP:Iteration 1F (53.618851 sec): 3 clusters Score: Raw -2465.387846 + Penalty 232.735227 = -2232.652619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.619514 sec): 2 clusters Score: Raw -7249.464937 + Penalty 562.205956 = -6687.258982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.619868 sec): 3 clusters Score: Raw -7257.702371 + Penalty 1127.414460 = -6130.287911 nChanged 7 SP:Iteration 1F (53.620215 sec): 3 clusters Score: Raw -7279.737262 + Penalty 1129.313122 = -6150.424140 nChanged 1 SP:Iteration 2Q (53.620554 sec): 3 clusters Score: Raw -7284.666685 + Penalty 1129.313122 = -6155.353563 nChanged 0 SP:Iteration 3F (53.620901 sec): 3 clusters Score: Raw -7284.666685 + Penalty 1129.313122 = -6155.353563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.622554 sec): 2 clusters Score: Raw -37804.226091 + Penalty 641.767985 = -37162.458106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.623505 sec): 3 clusters Score: Raw -37633.176021 + Penalty 1283.121111 = -36350.054909 nChanged 100 SP:Iteration 1F (53.624404 sec): 3 clusters Score: Raw -37719.497426 + Penalty 1283.259334 = -36436.238092 nChanged 27 SP:Iteration 2F (53.625299 sec): 3 clusters Score: Raw -37748.405073 + Penalty 1283.329837 = -36465.075237 nChanged 14 SP:Iteration 3Q (53.626187 sec): 3 clusters Score: Raw -37757.147186 + Penalty 1283.388024 = -36473.759163 nChanged 12 SP:Iteration 4Q (53.627092 sec): 3 clusters Score: Raw -37768.472888 + Penalty 1283.598783 = -36484.874106 nChanged 6 SP:Iteration 5Q (53.627983 sec): 3 clusters Score: Raw -37776.973826 + Penalty 1283.607937 = -36493.365889 nChanged 6 SP:Iteration 6Q (53.628872 sec): 3 clusters Score: Raw -37784.178520 + Penalty 1284.261243 = -36499.917277 nChanged 8 SP:Iteration 7Q (53.629755 sec): 3 clusters Score: Raw -37789.173479 + Penalty 1284.145961 = -36505.027518 nChanged 4 SP:Iteration 8Q (53.630646 sec): 3 clusters Score: Raw -37793.271478 + Penalty 1283.863520 = -36509.407958 nChanged 6 SP:Iteration 9Q (53.631526 sec): 3 clusters Score: Raw -37797.180986 + Penalty 1283.977056 = -36513.203931 nChanged 1 SP:Iteration 10F (53.632435 sec): 3 clusters Score: Raw -37797.400807 + Penalty 1283.977056 = -36513.423751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.632924 sec): 2 clusters Score: Raw -185.511984 + Penalty 47.480952 = -138.031032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.633136 sec): 3 clusters Score: Raw -175.509353 + Penalty 94.961904 = -80.547449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.633631 sec): 2 clusters Score: Raw -948.570652 + Penalty 223.276403 = -725.294249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.633862 sec): 3 clusters Score: Raw -942.796980 + Penalty 429.125210 = -513.671770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.634394 sec): 2 clusters Score: Raw -1483.549614 + Penalty 390.417739 = -1093.131875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.634658 sec): 3 clusters Score: Raw -1863.479299 + Penalty 791.133725 = -1072.345573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.635106 sec): 2 clusters Score: Raw -83.305780 + Penalty 0.000000 = -83.305780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.635290 sec): 2 clusters Score: Raw -83.305780 + Penalty 0.000000 = -83.305780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.635755 sec): 2 clusters Score: Raw -267.020890 + Penalty 102.931686 = -164.089204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.635968 sec): 3 clusters Score: Raw -262.816140 + Penalty 222.182461 = -40.633680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.636451 sec): 2 clusters Score: Raw -784.268209 + Penalty 318.819126 = -465.449083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.636682 sec): 3 clusters Score: Raw -916.171742 + Penalty 637.638252 = -278.533490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.637845 sec): 2 clusters Score: Raw -25047.697597 + Penalty 783.047313 = -24264.650284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.638540 sec): 3 clusters Score: Raw -25015.387810 + Penalty 1565.076148 = -23450.311662 nChanged 47 SP:Iteration 1F (53.639190 sec): 3 clusters Score: Raw -25086.926411 + Penalty 1563.149599 = -23523.776812 nChanged 13 SP:Iteration 2F (53.639833 sec): 3 clusters Score: Raw -25109.415849 + Penalty 1561.735744 = -23547.680105 nChanged 6 SP:Iteration 3Q (53.640459 sec): 3 clusters Score: Raw -25117.521422 + Penalty 1560.243849 = -23557.277573 nChanged 6 SP:Iteration 4Q (53.641084 sec): 3 clusters Score: Raw -25125.648980 + Penalty 1559.776963 = -23565.872017 nChanged 1 SP:Iteration 5Q (53.641705 sec): 3 clusters Score: Raw -25126.200217 + Penalty 1559.377244 = -23566.822973 nChanged 1 SP:Iteration 6Q (53.642349 sec): 3 clusters Score: Raw -25126.854470 + Penalty 1559.377244 = -23567.477226 nChanged 0 SP:Iteration 7F (53.643002 sec): 3 clusters Score: Raw -25126.854470 + Penalty 1559.377244 = -23567.477226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.643517 sec): 2 clusters Score: Raw -1413.138345 + Penalty 250.746457 = -1162.391888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.643760 sec): 3 clusters Score: Raw -1412.748672 + Penalty 487.227518 = -925.521154 nChanged 1 SP:Iteration 1F (53.644001 sec): 3 clusters Score: Raw -1414.971859 + Penalty 487.227518 = -927.744341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.644645 sec): 2 clusters Score: Raw -6075.561799 + Penalty 409.406592 = -5666.155207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.644989 sec): 3 clusters Score: Raw -6088.992233 + Penalty 825.595611 = -5263.396622 nChanged 1 SP:Iteration 1Q (53.645319 sec): 3 clusters Score: Raw -6091.486971 + Penalty 825.595611 = -5265.891361 nChanged 0 SP:Iteration 2F (53.645652 sec): 3 clusters Score: Raw -6091.486971 + Penalty 825.595611 = -5265.891361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.646121 sec): 2 clusters Score: Raw -275.001191 + Penalty 92.912947 = -182.088244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.646322 sec): 2 clusters Score: Raw -275.001191 + Penalty 92.912947 = -182.088244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.646790 sec): 2 clusters Score: Raw -495.281994 + Penalty 132.724512 = -362.557482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.647009 sec): 3 clusters Score: Raw -511.353462 + Penalty 256.741129 = -254.612333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.648505 sec): 2 clusters Score: Raw -20388.737030 + Penalty 621.561006 = -19767.176024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.649100 sec): 3 clusters Score: Raw -20344.811145 + Penalty 1250.102725 = -19094.708419 nChanged 39 SP:Iteration 1F (53.649702 sec): 3 clusters Score: Raw -20395.690891 + Penalty 1262.443065 = -19133.247826 nChanged 16 SP:Iteration 2F (53.650284 sec): 3 clusters Score: Raw -20431.586685 + Penalty 1272.672740 = -19158.913945 nChanged 10 SP:Iteration 3Q (53.650860 sec): 3 clusters Score: Raw -20452.007557 + Penalty 1273.225509 = -19178.782049 nChanged 3 SP:Iteration 4Q (53.651417 sec): 3 clusters Score: Raw -20456.576336 + Penalty 1271.674617 = -19184.901719 nChanged 1 SP:Iteration 5Q (53.651973 sec): 3 clusters Score: Raw -20457.218900 + Penalty 1271.674617 = -19185.544283 nChanged 0 SP:Iteration 6F (53.652603 sec): 3 clusters Score: Raw -20457.218900 + Penalty 1271.674617 = -19185.544283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.653650 sec): 2 clusters Score: Raw -14133.185367 + Penalty 592.061833 = -13541.123534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.654121 sec): 3 clusters Score: Raw -14092.413799 + Penalty 1183.568976 = -12908.844823 nChanged 17 SP:Iteration 1F (53.654583 sec): 3 clusters Score: Raw -14109.581217 + Penalty 1184.386239 = -12925.194978 nChanged 2 SP:Iteration 2Q (53.655042 sec): 3 clusters Score: Raw -14111.491052 + Penalty 1183.939769 = -12927.551282 nChanged 3 SP:Iteration 3Q (53.655502 sec): 3 clusters Score: Raw -14115.190120 + Penalty 1183.939769 = -12931.250351 nChanged 0 SP:Iteration 4F (53.655962 sec): 3 clusters Score: Raw -14115.190120 + Penalty 1183.939769 = -12931.250351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.656441 sec): 2 clusters Score: Raw -325.630291 + Penalty 38.173254 = -287.457038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.656643 sec): 3 clusters Score: Raw -333.006775 + Penalty 76.446824 = -256.559951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.657125 sec): 2 clusters Score: Raw -767.159177 + Penalty 203.069321 = -564.089856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.657348 sec): 3 clusters Score: Raw -759.379518 + Penalty 402.800897 = -356.578621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.657807 sec): 2 clusters Score: Raw -170.933415 + Penalty 16.516231 = -154.417184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.658002 sec): 3 clusters Score: Raw -167.372572 + Penalty 33.032463 = -134.340109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.658478 sec): 2 clusters Score: Raw -550.158294 + Penalty 169.835956 = -380.322338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.658698 sec): 3 clusters Score: Raw -548.550537 + Penalty 339.671912 = -208.878625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.659146 sec): 2 clusters Score: Raw -83.286155 + Penalty 0.000000 = -83.286155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.659328 sec): 2 clusters Score: Raw -83.286155 + Penalty 0.000000 = -83.286155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.659899 sec): 2 clusters Score: Raw -3783.700215 + Penalty 390.929086 = -3392.771129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.660181 sec): 3 clusters Score: Raw -3777.928609 + Penalty 773.419826 = -3004.508783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.660653 sec): 2 clusters Score: Raw -543.241086 + Penalty 140.529763 = -402.711323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.660871 sec): 3 clusters Score: Raw -549.932467 + Penalty 277.383520 = -272.548948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.661324 sec): 2 clusters Score: Raw -239.721056 + Penalty 16.441045 = -223.280010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.661539 sec): 3 clusters Score: Raw -246.802884 + Penalty 32.351854 = -214.451030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.662022 sec): 2 clusters Score: Raw -660.355602 + Penalty 187.113732 = -473.241870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.662245 sec): 3 clusters Score: Raw -653.267569 + Penalty 419.907265 = -233.360304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.662739 sec): 2 clusters Score: Raw -1246.764113 + Penalty 251.206397 = -995.557716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.662973 sec): 3 clusters Score: Raw -1244.229082 + Penalty 501.737445 = -742.491637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.663492 sec): 2 clusters Score: Raw -1752.231102 + Penalty 84.386974 = -1667.844128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.663745 sec): 3 clusters Score: Raw -1817.920984 + Penalty 182.687778 = -1635.233206 nChanged 1 SP:Iteration 1Q (53.663977 sec): 3 clusters Score: Raw -1831.675950 + Penalty 182.687778 = -1648.988172 nChanged 0 SP:Iteration 2F (53.664215 sec): 3 clusters Score: Raw -1831.675950 + Penalty 182.687778 = -1648.988172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.664786 sec): 2 clusters Score: Raw -4266.835011 + Penalty 422.066226 = -3844.768786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.665077 sec): 3 clusters Score: Raw -4283.958101 + Penalty 848.039960 = -3435.918141 nChanged 1 SP:Iteration 1Q (53.665362 sec): 3 clusters Score: Raw -4287.355176 + Penalty 848.039960 = -3439.315215 nChanged 0 SP:Iteration 2F (53.665650 sec): 3 clusters Score: Raw -4287.355176 + Penalty 848.039960 = -3439.315215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.666097 sec): 2 clusters Score: Raw -83.305781 + Penalty 0.000000 = -83.305781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.666281 sec): 2 clusters Score: Raw -83.305781 + Penalty 0.000000 = -83.305781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.666758 sec): 2 clusters Score: Raw -531.624259 + Penalty 153.117870 = -378.506389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.666978 sec): 3 clusters Score: Raw -534.255931 + Penalty 324.388071 = -209.867860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.667475 sec): 2 clusters Score: Raw -1437.646212 + Penalty 258.007136 = -1179.639076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.667718 sec): 3 clusters Score: Raw -1436.917582 + Penalty 517.378333 = -919.539249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.668192 sec): 2 clusters Score: Raw -565.787055 + Penalty 179.078770 = -386.708284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.668413 sec): 3 clusters Score: Raw -564.340311 + Penalty 364.045429 = -200.294882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.668916 sec): 2 clusters Score: Raw -813.484483 + Penalty 278.151055 = -535.333428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.669147 sec): 3 clusters Score: Raw -1015.051093 + Penalty 556.291833 = -458.759260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.669644 sec): 2 clusters Score: Raw -1557.308805 + Penalty 279.004248 = -1278.304557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.669883 sec): 3 clusters Score: Raw -1553.431309 + Penalty 563.564220 = -989.867089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.670348 sec): 2 clusters Score: Raw -376.605335 + Penalty 133.388962 = -243.216373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.670562 sec): 3 clusters Score: Raw -368.714706 + Penalty 266.777924 = -101.936782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.671034 sec): 2 clusters Score: Raw -566.804507 + Penalty 168.196147 = -398.608361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.671252 sec): 3 clusters Score: Raw -559.676471 + Penalty 339.099461 = -220.577010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.671716 sec): 2 clusters Score: Raw -173.720631 + Penalty 31.501141 = -142.219490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.671916 sec): 3 clusters Score: Raw -171.146095 + Penalty 63.002282 = -108.143813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.672377 sec): 2 clusters Score: Raw -186.355436 + Penalty 66.625403 = -119.730033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.672582 sec): 3 clusters Score: Raw -177.363710 + Penalty 133.250805 = -44.112905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.673071 sec): 2 clusters Score: Raw -959.846700 + Penalty 212.109188 = -747.737512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.673297 sec): 3 clusters Score: Raw -949.343694 + Penalty 212.109188 = -737.234506 nChanged 2 SP:Iteration 1F (53.673502 sec): 2 clusters Score: Raw -959.846700 + Penalty 212.109188 = -747.737512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.673987 sec): 2 clusters Score: Raw -1179.169880 + Penalty 253.573943 = -925.595936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.674218 sec): 3 clusters Score: Raw -1165.621174 + Penalty 507.147887 = -658.473287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.674666 sec): 2 clusters Score: Raw -85.697474 + Penalty 0.000000 = -85.697474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.674850 sec): 2 clusters Score: Raw -85.697474 + Penalty 0.000000 = -85.697474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.675314 sec): 2 clusters Score: Raw -263.885864 + Penalty 74.601016 = -189.284848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.675521 sec): 3 clusters Score: Raw -265.353471 + Penalty 153.222320 = -112.131150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.676012 sec): 2 clusters Score: Raw -473.566280 + Penalty 151.915963 = -321.650317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.676231 sec): 3 clusters Score: Raw -465.928807 + Penalty 305.532272 = -160.396535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.676690 sec): 2 clusters Score: Raw -181.797881 + Penalty 53.547714 = -128.250166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.676882 sec): 2 clusters Score: Raw -181.797881 + Penalty 53.547714 = -128.250166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.677350 sec): 2 clusters Score: Raw -468.319721 + Penalty 154.203317 = -314.116404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.677566 sec): 3 clusters Score: Raw -462.476267 + Penalty 319.759148 = -142.717119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.678025 sec): 2 clusters Score: Raw -184.796735 + Penalty 64.116899 = -120.679836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.678219 sec): 2 clusters Score: Raw -184.796735 + Penalty 64.116899 = -120.679836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.678689 sec): 2 clusters Score: Raw -377.077459 + Penalty 126.486515 = -250.590944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.678904 sec): 3 clusters Score: Raw -368.245375 + Penalty 252.973030 = -115.272346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.679350 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.679532 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.679975 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.680157 sec): 2 clusters Score: Raw -81.516059 + Penalty 0.000000 = -81.516059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.680621 sec): 2 clusters Score: Raw -89.652720 + Penalty 0.000000 = -89.652720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.680811 sec): 2 clusters Score: Raw -89.652720 + Penalty 0.000000 = -89.652720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.681277 sec): 2 clusters Score: Raw -275.247179 + Penalty 112.332877 = -162.914301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.681474 sec): 2 clusters Score: Raw -275.247179 + Penalty 112.332877 = -162.914301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.681935 sec): 2 clusters Score: Raw -274.301917 + Penalty 91.658922 = -182.642996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.682159 sec): 3 clusters Score: Raw -270.716067 + Penalty 192.846544 = -77.869523 nChanged 0 Deleting Class 33 (74 points): Lose 332.848194 but Gain 1329.953223 Iteration 119Q (53.794292 sec): 72 clusters Score: Raw -2223356.284169 + Penalty 58257.400024 = -2165098.884145 nChanged 79 Deleting Class 25 (9 points): Lose 47.620156 but Gain 1043.577533 Iteration 120F (54.627971 sec): 71 clusters Score: Raw -2223443.260673 + Penalty 57233.113496 = -2166210.147177 nChanged 30 Deleting Class 90 (41 points): Lose 145.814087 but Gain 1136.666506 Iteration 121Q (54.724820 sec): 70 clusters Score: Raw -2223361.590714 + Penalty 56232.715218 = -2167128.875497 nChanged 54 Deleting Class 71 (40 points): Lose 93.477541 but Gain 1082.952188 Iteration 122Q (54.818402 sec): 69 clusters Score: Raw -2223348.874163 + Penalty 55179.848730 = -2168169.025433 nChanged 64 Deleting Class 149 (12 points): Lose 50.397479 but Gain 1038.997019 Iteration 123Q (54.916499 sec): 68 clusters Score: Raw -2223361.064698 + Penalty 54213.717738 = -2169147.346960 nChanged 30 Deleting Class 140 (17 points): Lose 62.239677 but Gain 1049.587131 Iteration 124Q (55.007508 sec): 67 clusters Score: Raw -2223335.287850 + Penalty 53208.928156 = -2170126.359694 nChanged 31 Deleting Class 27 (81 points): Lose 460.854167 but Gain 1439.169142 Iteration 125Q (55.101443 sec): 66 clusters Score: Raw -2222911.302540 + Penalty 51823.948706 = -2171087.353835 nChanged 95 Deleting Class 145 (2 points): Lose 2.091678 but Gain 978.665190 Iteration 126Q (55.201582 sec): 65 clusters Score: Raw -2223161.710124 + Penalty 50829.885997 = -2172331.824128 nChanged 41 Deleting Class 36 (10 points): Lose 13.213695 but Gain 987.294900 Iteration 127Q (55.291365 sec): 64 clusters Score: Raw -2223189.678000 + Penalty 49860.839011 = -2173328.838989 nChanged 32 Deleting Class 142 (4 points): Lose 7.681368 but Gain 979.679886 Iteration 128Q (55.383546 sec): 63 clusters Score: Raw -2223214.347430 + Penalty 48888.238029 = -2174326.109402 nChanged 24 Deleting Class 77 (7 points): Lose 7.394962 but Gain 979.044954 Iteration 129Q (55.471214 sec): 62 clusters Score: Raw -2223227.070238 + Penalty 47919.745215 = -2175307.325023 nChanged 19 Deleting Class 80 (13 points): Lose 28.073570 but Gain 997.175627 Iteration 130F (56.205483 sec): 61 clusters Score: Raw -2223216.111815 + Penalty 46930.492692 = -2176285.619123 nChanged 21 Deleting Class 112 (6 points): Lose 48.771726 but Gain 1017.616524 Iteration 131Q (56.294776 sec): 60 clusters Score: Raw -2223187.538435 + Penalty 45916.887995 = -2177270.650441 nChanged 12 Deleting Class 60 (8 points): Lose 32.956573 but Gain 994.299809 Iteration 132Q (56.380264 sec): 59 clusters Score: Raw -2223168.768428 + Penalty 44926.587550 = -2178242.180878 nChanged 13 Deleting Class 51 (4 points): Lose 17.616163 but Gain 967.072478 Iteration 133Q (56.464703 sec): 58 clusters Score: Raw -2223164.718684 + Penalty 43961.709134 = -2179203.009550 nChanged 7 Deleting Class 156 (5 points): Lose 11.950708 but Gain 961.056538 Iteration 134Q (56.548743 sec): 57 clusters Score: Raw -2223159.418134 + Penalty 43016.027953 = -2180143.390181 nChanged 8 Deleting Class 162 (2 points): Lose 4.042267 but Gain 941.817600 Iteration 135Q (56.636310 sec): 56 clusters Score: Raw -2223164.675523 + Penalty 42062.890620 = -2181101.784903 nChanged 5 Deleting Class 143 (6 points): Lose 28.079042 but Gain 955.775929 Iteration 136Q (56.723242 sec): 55 clusters Score: Raw -2223143.514772 + Penalty 41122.619866 = -2182020.894906 nChanged 11 Deleting Class 190 (4 points): Lose 2.430320 but Gain 928.984622 Iteration 137Q (56.805801 sec): 54 clusters Score: Raw -2223153.791875 + Penalty 40194.002801 = -2182959.789074 nChanged 7 Deleting Class 30 (77 points): Lose 271.797461 but Gain 1195.569056 Iteration 138Q (56.887150 sec): 53 clusters Score: Raw -2222889.431125 + Penalty 39140.199865 = -2183749.231260 nChanged 79 Deleting Class 49 (17 points): Lose 42.630204 but Gain 983.183706 Iteration 139Q (56.972267 sec): 52 clusters Score: Raw -2222995.167070 + Penalty 38204.482703 = -2184790.684368 nChanged 40 Deleting Class 97 (19 points): Lose 80.410593 but Gain 1031.149218 Iteration 140F (57.565598 sec): 51 clusters Score: Raw -2222952.718016 + Penalty 37321.790380 = -2185630.927637 nChanged 32 Deleting Class 65 (7 points): Lose 66.311399 but Gain 988.921678 Iteration 141Q (57.647291 sec): 50 clusters Score: Raw -2222926.994795 + Penalty 36353.129246 = -2186573.865549 nChanged 14 Deleting Class 19 (4 points): Lose 43.264644 but Gain 964.825910 Iteration 142Q (57.727088 sec): 49 clusters Score: Raw -2222914.550906 + Penalty 35403.185326 = -2187511.365580 nChanged 9 Deleting Class 160 (3 points): Lose 25.566531 but Gain 927.971637 Iteration 143Q (57.806329 sec): 48 clusters Score: Raw -2222900.718790 + Penalty 34484.091551 = -2188416.627239 nChanged 6 Deleting Class 220 (3 points): Lose 138.875387 but Gain 1041.075401 Iteration 144Q (57.885280 sec): 47 clusters Score: Raw -2222767.677990 + Penalty 33517.747351 = -2189249.930640 nChanged 5 Deleting Class 147 (10 points): Lose 41.304460 but Gain 937.915143 Iteration 145Q (57.963303 sec): 46 clusters Score: Raw -2222769.051718 + Penalty 32588.067938 = -2190180.983779 nChanged 16 Deleting Class 8 (7 points): Lose 33.701875 but Gain 896.594240 Iteration 146Q (58.041853 sec): 45 clusters Score: Raw -2222750.167249 + Penalty 31701.363805 = -2191048.803444 nChanged 9 Deleting Class 44 (3 points): Lose 95.964697 but Gain 953.947313 Iteration 147Q (58.119449 sec): 44 clusters Score: Raw -2222670.879600 + Penalty 30729.421716 = -2191941.457884 nChanged 6 Deleting Class 15 (95 points): Lose 273.866700 but Gain 1131.379839 Iteration 148Q (58.197299 sec): 43 clusters Score: Raw -2222406.393492 + Penalty 29636.854269 = -2192769.539223 nChanged 95 Deleting Class 212 (1 points): Lose 53.042272 but Gain 898.636941 Iteration 149Q (58.275393 sec): 42 clusters Score: Raw -2222513.283208 + Penalty 28758.038911 = -2193755.244297 nChanged 27 Deleting Class 56 (174 points): Lose 416.856389 but Gain 1252.102689 Iteration 150F (58.755997 sec): 41 clusters Score: Raw -2222128.444268 + Penalty 27566.937677 = -2194561.506592 nChanged 185 Deleting Class 50 (78 points): Lose 244.477340 but Gain 1069.732020 Iteration 151Q (58.837652 sec): 40 clusters Score: Raw -2222129.855008 + Penalty 26603.497326 = -2195526.357683 nChanged 132 Deleting Class 35 (3 points): Lose 17.297179 but Gain 814.653959 Iteration 152Q (58.913443 sec): 39 clusters Score: Raw -2222280.041737 + Penalty 25799.377619 = -2196480.664118 nChanged 66 Deleting Class 92 (5 points): Lose 48.888881 but Gain 843.886730 Iteration 153Q (58.987846 sec): 38 clusters Score: Raw -2222281.458503 + Penalty 24929.449961 = -2197352.008542 nChanged 53 Deleting Class 14 (111 points): Lose 192.281961 but Gain 950.533190 Iteration 154Q (59.061779 sec): 37 clusters Score: Raw -2222129.288040 + Penalty 23952.294827 = -2198176.993213 nChanged 154 Deleting Class 159 (2 points): Lose 66.403710 but Gain 786.566113 Iteration 155Q (59.136421 sec): 36 clusters Score: Raw -2222213.263776 + Penalty 23214.578138 = -2198998.685638 nChanged 49 Deleting Class 16 (40 points): Lose 228.896044 but Gain 934.880681 Iteration 156Q (59.209399 sec): 35 clusters Score: Raw -2222020.664326 + Penalty 22610.818892 = -2199409.845434 nChanged 67 Deleting Class 74 (6 points): Lose 100.248220 but Gain 798.561485 Iteration 157Q (59.281661 sec): 34 clusters Score: Raw -2222050.394708 + Penalty 21970.951795 = -2200079.442913 nChanged 37 Deleting Class 224 (3 points): Lose 156.641218 but Gain 849.473913 Iteration 158Q (59.352903 sec): 33 clusters Score: Raw -2221934.541809 + Penalty 21150.041605 = -2200784.500204 nChanged 26 Deleting Class 47 (10 points): Lose 756.081309 but Gain 1409.770549 Iteration 159Q (59.426630 sec): 32 clusters Score: Raw -2221208.163072 + Penalty 19842.935241 = -2201365.227830 nChanged 30 Deleting Class 13 (102 points): Lose 316.654577 but Gain 954.484396 Iteration 160F (59.789075 sec): 31 clusters Score: Raw -2220965.316539 + Penalty 18949.441859 = -2202015.874679 nChanged 121 Deleting Class 12 (18 points): Lose 131.669591 but Gain 766.681149 Iteration 161Q (59.860332 sec): 30 clusters Score: Raw -2221021.111480 + Penalty 18225.430520 = -2202795.680961 nChanged 51 Deleting Class 23 (82 points): Lose 250.465404 but Gain 865.605354 Iteration 162Q (59.929502 sec): 29 clusters Score: Raw -2220821.968395 + Penalty 17388.867115 = -2203433.101280 nChanged 107 Deleting Class 48 (273 points): Lose 912.571340 but Gain 1520.570760 Iteration 163Q (59.998569 sec): 28 clusters Score: Raw -2220029.172489 + Penalty 16008.244526 = -2204020.927963 nChanged 301 Deleting Class 154 (3 points): Lose 84.377487 but Gain 691.385146 Iteration 164Q (60.070515 sec): 27 clusters Score: Raw -2220483.239182 + Penalty 15370.132580 = -2205113.106602 nChanged 76 Deleting Class 144 (2 points): Lose 50.955846 but Gain 462.722456 Iteration 165Q (60.137670 sec): 26 clusters Score: Raw -2220478.634258 + Penalty 14920.184944 = -2205558.449314 nChanged 46 Deleting Class 55 (319 points): Lose 807.902285 but Gain 1210.361559 Iteration 166Q (60.204103 sec): 25 clusters Score: Raw -2219701.464643 + Penalty 13824.630415 = -2205876.834228 nChanged 353 Deleting Class 134 (12 points): Lose 749.729211 but Gain 1139.699580 Iteration 167Q (60.272058 sec): 24 clusters Score: Raw -2219404.447571 + Penalty 12679.193198 = -2206725.254372 nChanged 103 Deleting Class 53 (6 points): Lose 441.326020 but Gain 754.208083 Iteration 168Q (60.338280 sec): 23 clusters Score: Raw -2219106.247866 + Penalty 11910.367840 = -2207195.880026 nChanged 71 Deleting Class 152 (1 points): Lose 68.127279 but Gain 378.001290 Iteration 169Q (60.403234 sec): 22 clusters Score: Raw -2219180.436172 + Penalty 11575.609036 = -2207604.827136 nChanged 61 Deleting Class 31 (55 points): Lose 287.230096 but Gain 566.866252 Iteration 170F (60.649617 sec): 21 clusters Score: Raw -2219062.721464 + Penalty 11064.158405 = -2207998.563058 nChanged 119 Deleting Class 11 (15 points): Lose 385.879107 but Gain 602.902529 Iteration 171Q (60.713990 sec): 20 clusters Score: Raw -2218935.387365 + Penalty 10419.373655 = -2208516.013711 nChanged 86 Deleting Class 63 (2 points): Lose 34.189560 but Gain 242.608075 Iteration 172Q (60.777598 sec): 19 clusters Score: Raw -2219111.908884 + Penalty 10208.134022 = -2208903.774862 nChanged 66 Deleting Class 10 (295 points): Lose 594.299766 but Gain 738.274595 Iteration 173Q (60.840866 sec): 18 clusters Score: Raw -2218561.255216 + Penalty 9503.296684 = -2209057.958531 nChanged 337 Deleting Class 67 (1 points): Lose 73.122867 but Gain 210.829306 Iteration 174Q (60.906244 sec): 17 clusters Score: Raw -2218837.306712 + Penalty 9280.598851 = -2209556.707861 nChanged 27 Deleting Class 91 (1 points): Lose 20.442670 but Gain 142.543622 Iteration 175Q (60.968090 sec): 16 clusters Score: Raw -2218860.478225 + Penalty 9133.903205 = -2209726.575020 nChanged 16 Deleting Class 75 (3 points): Lose 79.728049 but Gain 152.371843 Iteration 176Q (61.027928 sec): 15 clusters Score: Raw -2218787.544387 + Penalty 8967.041916 = -2209820.502471 nChanged 10 Deleting Class 39 (1 points): Lose 80.575751 but Gain 142.543622 Iteration 177Q (61.087375 sec): 14 clusters Score: Raw -2218724.499435 + Penalty 8798.716198 = -2209925.783237 nChanged 7 Deleting Class 57 (4 points): Lose 226.400111 but Gain 280.364793 Iteration 178Q (61.146870 sec): 13 clusters Score: Raw -2218502.247289 + Penalty 8451.612993 = -2210050.634296 nChanged 11 Deleting Class 209 (1 points): Lose 21.752207 but Gain 50.908437 Iteration 179Q (61.206543 sec): 12 clusters Score: Raw -2218515.462902 + Penalty 8408.379658 = -2210107.083244 nChanged 10 Deleting Class 207 (1 points): Lose 24.625116 but Gain 50.908437 Iteration 180F (61.360729 sec): 11 clusters Score: Raw -2218591.153428 + Penalty 8421.047797 = -2210170.105631 nChanged 14 Iteration 181Q (61.419901 sec): 11 clusters Score: Raw -2218755.656178 + Penalty 8425.750319 = -2210329.905859 nChanged 6 Iteration 182Q (61.479633 sec): 11 clusters Score: Raw -2218775.187183 + Penalty 8438.400127 = -2210336.787056 nChanged 3 Iteration 183Q (61.536567 sec): 11 clusters Score: Raw -2218781.819040 + Penalty 8439.305590 = -2210342.513450 nChanged 2 Iteration 184Q (61.594822 sec): 11 clusters Score: Raw -2218782.195513 + Penalty 8439.312826 = -2210342.882687 nChanged 2 Iteration 185Q (61.651047 sec): 11 clusters Score: Raw -2218782.747046 + Penalty 8438.940541 = -2210343.806504 nChanged 6 Iteration 186Q (61.709066 sec): 11 clusters Score: Raw -2218784.488194 + Penalty 8439.804777 = -2210344.683417 nChanged 5 Iteration 187Q (61.765350 sec): 11 clusters Score: Raw -2218786.144036 + Penalty 8441.136504 = -2210345.007533 nChanged 5 Iteration 188Q (61.825368 sec): 11 clusters Score: Raw -2218787.977960 + Penalty 8440.073081 = -2210347.904879 nChanged 5 Iteration 189Q (61.887248 sec): 11 clusters Score: Raw -2218789.437546 + Penalty 8439.802236 = -2210349.635310 nChanged 2 Iteration 190F (62.039735 sec): 11 clusters Score: Raw -2218820.467117 + Penalty 8472.928559 = -2210347.538558 nChanged 7 Iteration 191F (62.191500 sec): 11 clusters Score: Raw -2218917.625076 + Penalty 8482.977135 = -2210434.647941 nChanged 5 Iteration 192Q (62.248585 sec): 11 clusters Score: Raw -2218968.143778 + Penalty 8481.090685 = -2210487.053093 nChanged 2 Iteration 193Q (62.308833 sec): 11 clusters Score: Raw -2218968.259068 + Penalty 8481.090685 = -2210487.168383 nChanged 0 Iteration 194F (62.456262 sec): 11 clusters Score: Raw -2218968.259068 + Penalty 8481.090685 = -2210487.168383 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 -2218968.259068 + Penalty 8481.090685 = -2210487.168383Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (9261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.544882 sec): 2 clusters Score: Raw -783476.985155 + Penalty 87.459096 = -783389.526060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.562049 sec): 3 clusters Score: Raw -777280.128582 + Penalty 161.546574 = -777118.582008 nChanged 4469 SP:Iteration 1F (62.578841 sec): 3 clusters Score: Raw -781242.239150 + Penalty 153.202414 = -781089.036736 nChanged 766 SP:Iteration 2F (62.595657 sec): 3 clusters Score: Raw -782333.486018 + Penalty 151.619047 = -782181.866971 nChanged 271 SP:Iteration 3Q (62.612130 sec): 3 clusters Score: Raw -782500.378457 + Penalty 150.752561 = -782349.625896 nChanged 235 SP:Iteration 4Q (62.627990 sec): 3 clusters Score: Raw -782623.699558 + Penalty 149.200635 = -782474.498923 nChanged 183 SP:Iteration 5Q (62.643564 sec): 3 clusters Score: Raw -782725.719949 + Penalty 148.095375 = -782577.624575 nChanged 159 SP:Iteration 6Q (62.658633 sec): 3 clusters Score: Raw -782807.847665 + Penalty 147.268652 = -782660.579012 nChanged 150 SP:Iteration 7Q (62.673563 sec): 3 clusters Score: Raw -782887.073951 + Penalty 146.564697 = -782740.509254 nChanged 131 SP:Iteration 8Q (62.688126 sec): 3 clusters Score: Raw -782954.599051 + Penalty 145.761259 = -782808.837792 nChanged 121 SP:Iteration 9Q (62.702982 sec): 3 clusters Score: Raw -783013.568758 + Penalty 145.493092 = -782868.075666 nChanged 120 SP:Iteration 10F (62.719828 sec): 3 clusters Score: Raw -783067.351375 + Penalty 144.946324 = -782922.405051 nChanged 106 SP:Iteration 11Q (62.734183 sec): 3 clusters Score: Raw -783111.421209 + Penalty 142.693197 = -782968.728012 nChanged 101 SP:Iteration 12Q (62.748411 sec): 3 clusters Score: Raw -783153.136286 + Penalty 141.530835 = -783011.605451 nChanged 85 SP:Iteration 13Q (62.762230 sec): 3 clusters Score: Raw -783191.489134 + Penalty 141.352322 = -783050.136812 nChanged 75 SP:Iteration 14Q (62.775894 sec): 3 clusters Score: Raw -783225.540068 + Penalty 140.940657 = -783084.599411 nChanged 77 SP:Iteration 15Q (62.789729 sec): 3 clusters Score: Raw -783262.511932 + Penalty 140.309979 = -783122.201953 nChanged 64 SP:Iteration 16Q (62.803344 sec): 3 clusters Score: Raw -783293.583694 + Penalty 137.939407 = -783155.644287 nChanged 62 SP:Iteration 17Q (62.817116 sec): 3 clusters Score: Raw -783324.373346 + Penalty 137.326047 = -783187.047299 nChanged 55 SP:Iteration 18Q (62.830792 sec): 3 clusters Score: Raw -783358.572963 + Penalty 136.233664 = -783222.339299 nChanged 50 SP:Iteration 19Q (62.844256 sec): 3 clusters Score: Raw -783385.669319 + Penalty 136.410851 = -783249.258467 nChanged 36 SP:Iteration 20F (62.860791 sec): 3 clusters Score: Raw -783406.016488 + Penalty 136.502421 = -783269.514067 nChanged 31 SP:Iteration 21Q (62.874163 sec): 3 clusters Score: Raw -783421.100277 + Penalty 136.417103 = -783284.683174 nChanged 24 SP:Iteration 22Q (62.887353 sec): 3 clusters Score: Raw -783431.339443 + Penalty 140.793912 = -783290.545531 nChanged 23 SP:Iteration 23Q (62.900760 sec): 3 clusters Score: Raw -783438.257641 + Penalty 141.582740 = -783296.674901 nChanged 16 SP:Iteration 24Q (62.914358 sec): 3 clusters Score: Raw -783441.788358 + Penalty 142.768946 = -783299.019412 nChanged 15 SP:Iteration 25Q (62.927441 sec): 3 clusters Score: Raw -783448.237655 + Penalty 144.437364 = -783303.800291 nChanged 15 SP:Iteration 26Q (62.940516 sec): 3 clusters Score: Raw -783454.542960 + Penalty 147.076543 = -783307.466417 nChanged 16 SP:Iteration 27Q (62.953609 sec): 3 clusters Score: Raw -783460.958210 + Penalty 150.510489 = -783310.447720 nChanged 15 SP:Iteration 28Q (62.966633 sec): 3 clusters Score: Raw -783466.685136 + Penalty 151.907381 = -783314.777755 nChanged 8 SP:Iteration 29Q (62.979574 sec): 3 clusters Score: Raw -783468.663165 + Penalty 156.139074 = -783312.524091 nChanged 8 SP:Iteration 30F (62.996386 sec): 3 clusters Score: Raw -783470.845918 + Penalty 162.561131 = -783308.284787 nChanged 8 SP:Iteration 31F (63.013529 sec): 3 clusters Score: Raw -783473.626507 + Penalty 168.436056 = -783305.190451 nChanged 8 SP:Iteration 32F (63.030761 sec): 3 clusters Score: Raw -783475.794226 + Penalty 140.830916 = -783334.963310 nChanged 5 SP:Iteration 33Q (63.044621 sec): 3 clusters Score: Raw -783477.751110 + Penalty 143.873742 = -783333.877368 nChanged 4 SP:Iteration 34F (63.060617 sec): 3 clusters Score: Raw -783479.374725 + Penalty 140.484591 = -783338.890135 nChanged 5 SP:Iteration 35Q (63.073569 sec): 3 clusters Score: Raw -783482.646965 + Penalty 169.723792 = -783312.923174 nChanged 2 SP:Iteration 36F (63.089816 sec): 3 clusters Score: Raw -783485.017378 + Penalty 169.723792 = -783315.293586 nChanged 0 Memory request: 0.07 GB would take us to total of 0.31 GB. Trying to split cluster 2 (14592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.160947 sec): 2 clusters Score: Raw -1246707.074290 + Penalty 348.830166 = -1246358.244125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.188418 sec): 3 clusters Score: Raw -1236798.382866 + Penalty 714.557670 = -1236083.825196 nChanged 6934 SP:Iteration 1F (63.215901 sec): 3 clusters Score: Raw -1240125.033317 + Penalty 782.976076 = -1239342.057240 nChanged 2554 SP:Iteration 2F (63.243268 sec): 3 clusters Score: Raw -1242009.111948 + Penalty 892.387065 = -1241116.724883 nChanged 1814 SP:Iteration 3F (63.270268 sec): 3 clusters Score: Raw -1243608.476547 + Penalty 1016.047676 = -1242592.428870 nChanged 1409 SP:Iteration 4F (63.297098 sec): 3 clusters Score: Raw -1244829.426050 + Penalty 1115.246875 = -1243714.179176 nChanged 929 SP:Iteration 5F (63.324350 sec): 3 clusters Score: Raw -1245570.080174 + Penalty 1197.325243 = -1244372.754931 nChanged 619 SP:Iteration 6Q (63.349513 sec): 3 clusters Score: Raw -1246018.550934 + Penalty 1254.433977 = -1244764.116957 nChanged 406 SP:Iteration 7Q (63.373490 sec): 3 clusters Score: Raw -1246335.532327 + Penalty 1307.301096 = -1245028.231231 nChanged 288 SP:Iteration 8Q (63.396515 sec): 3 clusters Score: Raw -1246596.516364 + Penalty 1340.910461 = -1245255.605903 nChanged 158 SP:Iteration 9Q (63.419138 sec): 3 clusters Score: Raw -1246738.048761 + Penalty 1378.778979 = -1245359.269782 nChanged 62 SP:Iteration 10F (63.446296 sec): 3 clusters Score: Raw -1246783.961100 + Penalty 1400.372816 = -1245383.588284 nChanged 34 SP:Iteration 11Q (63.467902 sec): 3 clusters Score: Raw -1246808.303358 + Penalty 1418.811053 = -1245389.492305 nChanged 14 SP:Iteration 12Q (63.489552 sec): 3 clusters Score: Raw -1246818.944382 + Penalty 1426.055802 = -1245392.888581 nChanged 7 SP:Iteration 13Q (63.510807 sec): 3 clusters Score: Raw -1246823.039676 + Penalty 1439.981508 = -1245383.058168 nChanged 9 SP:Iteration 14F (63.538321 sec): 3 clusters Score: Raw -1246829.127338 + Penalty 1444.125404 = -1245385.001934 nChanged 3 SP:Iteration 15Q (63.559655 sec): 3 clusters Score: Raw -1246830.433837 + Penalty 1444.125404 = -1245386.308434 nChanged 0 SP:Iteration 16F (63.586327 sec): 3 clusters Score: Raw -1246830.433837 + Penalty 1444.125404 = -1245386.308434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.596043 sec): 2 clusters Score: Raw -35757.100243 + Penalty 919.436985 = -34837.663257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.596942 sec): 3 clusters Score: Raw -35712.127049 + Penalty 1838.705720 = -33873.421329 nChanged 95 SP:Iteration 1F (63.597816 sec): 3 clusters Score: Raw -35846.516912 + Penalty 1838.561765 = -34007.955147 nChanged 20 SP:Iteration 2F (63.598678 sec): 3 clusters Score: Raw -35878.782489 + Penalty 1838.505844 = -34040.276645 nChanged 6 SP:Iteration 3Q (63.599511 sec): 3 clusters Score: Raw -35896.754186 + Penalty 1838.602912 = -34058.151274 nChanged 7 SP:Iteration 4Q (63.600338 sec): 3 clusters Score: Raw -35910.116591 + Penalty 1838.546588 = -34071.570003 nChanged 1 SP:Iteration 5Q (63.601162 sec): 3 clusters Score: Raw -35910.960700 + Penalty 1838.625938 = -34072.334762 nChanged 1 SP:Iteration 6Q (63.602005 sec): 3 clusters Score: Raw -35913.433298 + Penalty 1838.711115 = -34074.722183 nChanged 2 SP:Iteration 7Q (63.602837 sec): 3 clusters Score: Raw -35914.702822 + Penalty 1838.711115 = -34075.991707 nChanged 0 SP:Iteration 8F (63.603697 sec): 3 clusters Score: Raw -35914.702822 + Penalty 1838.711115 = -34075.991707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.604251 sec): 2 clusters Score: Raw -2178.757763 + Penalty 30.864545 = -2147.893218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.604486 sec): 3 clusters Score: Raw -2189.725999 + Penalty 61.729090 = -2127.996909 nChanged 6 SP:Iteration 1F (63.604709 sec): 3 clusters Score: Raw -2195.589963 + Penalty 61.729090 = -2133.860873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.608739 sec): 2 clusters Score: Raw -69617.894369 + Penalty 809.760390 = -68808.133980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.610299 sec): 3 clusters Score: Raw -69280.013125 + Penalty 1617.844608 = -67662.168517 nChanged 220 SP:Iteration 1F (63.611842 sec): 3 clusters Score: Raw -69459.138975 + Penalty 1618.582595 = -67840.556380 nChanged 96 SP:Iteration 2F (63.613366 sec): 3 clusters Score: Raw -69551.931289 + Penalty 1618.557744 = -67933.373545 nChanged 44 SP:Iteration 3F (63.614861 sec): 3 clusters Score: Raw -69603.538393 + Penalty 1619.569763 = -67983.968630 nChanged 25 SP:Iteration 4Q (63.616344 sec): 3 clusters Score: Raw -69633.180510 + Penalty 1619.897296 = -68013.283215 nChanged 16 SP:Iteration 5Q (63.617837 sec): 3 clusters Score: Raw -69646.411847 + Penalty 1621.509766 = -68024.902082 nChanged 12 SP:Iteration 6Q (63.619314 sec): 3 clusters Score: Raw -69651.617277 + Penalty 1621.686353 = -68029.930924 nChanged 3 SP:Iteration 7Q (63.620784 sec): 3 clusters Score: Raw -69653.291292 + Penalty 1621.686353 = -68031.604939 nChanged 0 SP:Iteration 8F (63.622291 sec): 3 clusters Score: Raw -69653.291292 + Penalty 1621.686353 = -68031.604939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.628485 sec): 2 clusters Score: Raw -47993.201309 + Penalty 523.021289 = -47470.180020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.629648 sec): 3 clusters Score: Raw -47742.683598 + Penalty 1046.216963 = -46696.466635 nChanged 166 SP:Iteration 1F (63.630750 sec): 3 clusters Score: Raw -47854.873982 + Penalty 1047.344473 = -46807.529508 nChanged 49 SP:Iteration 2F (63.631877 sec): 3 clusters Score: Raw -47887.696111 + Penalty 1048.270619 = -46839.425492 nChanged 27 SP:Iteration 3F (63.632988 sec): 3 clusters Score: Raw -47911.169380 + Penalty 1048.244120 = -46862.925259 nChanged 25 SP:Iteration 4Q (63.634085 sec): 3 clusters Score: Raw -47935.399485 + Penalty 1047.463144 = -46887.936341 nChanged 21 SP:Iteration 5Q (63.635176 sec): 3 clusters Score: Raw -47955.202000 + Penalty 1044.428565 = -46910.773435 nChanged 15 SP:Iteration 6Q (63.636285 sec): 3 clusters Score: Raw -47972.673412 + Penalty 1043.512932 = -46929.160480 nChanged 14 SP:Iteration 7Q (63.637371 sec): 3 clusters Score: Raw -47980.708076 + Penalty 1042.544570 = -46938.163506 nChanged 6 SP:Iteration 8Q (63.638450 sec): 3 clusters Score: Raw -47984.307873 + Penalty 1040.866781 = -46943.441092 nChanged 5 SP:Iteration 9Q (63.639536 sec): 3 clusters Score: Raw -47986.865997 + Penalty 1041.101884 = -46945.764113 nChanged 6 SP:Iteration 10F (63.640773 sec): 3 clusters Score: Raw -47990.830943 + Penalty 1041.533086 = -46949.297857 nChanged 8 SP:Iteration 11Q (63.642018 sec): 3 clusters Score: Raw -47995.602962 + Penalty 1039.796191 = -46955.806771 nChanged 4 SP:Iteration 12Q (63.643317 sec): 3 clusters Score: Raw -47998.807823 + Penalty 1037.972687 = -46960.835136 nChanged 7 SP:Iteration 13Q (63.644560 sec): 3 clusters Score: Raw -48009.469370 + Penalty 1036.326254 = -46973.143116 nChanged 2 SP:Iteration 14Q (63.645812 sec): 3 clusters Score: Raw -48011.744963 + Penalty 1035.476443 = -46976.268520 nChanged 3 SP:Iteration 15Q (63.647060 sec): 3 clusters Score: Raw -48012.859530 + Penalty 1034.584398 = -46978.275132 nChanged 2 SP:Iteration 16Q (63.648303 sec): 3 clusters Score: Raw -48013.343677 + Penalty 1034.992839 = -46978.350838 nChanged 1 SP:Iteration 17Q (63.649541 sec): 3 clusters Score: Raw -48014.089456 + Penalty 1035.217862 = -46978.871594 nChanged 1 SP:Iteration 18Q (63.650776 sec): 3 clusters Score: Raw -48014.348909 + Penalty 1035.257504 = -46979.091405 nChanged 1 SP:Iteration 19Q (63.652014 sec): 3 clusters Score: Raw -48014.337415 + Penalty 1035.257504 = -46979.079912 nChanged 0 SP:Iteration 20F (63.653371 sec): 3 clusters Score: Raw -48014.337415 + Penalty 1035.257504 = -46979.079912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.654051 sec): 2 clusters Score: Raw -3500.494247 + Penalty 120.967761 = -3379.526486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.654378 sec): 3 clusters Score: Raw -3580.317356 + Penalty 256.514192 = -3323.803164 nChanged 6 SP:Iteration 1F (63.654698 sec): 3 clusters Score: Raw -3592.820620 + Penalty 273.775083 = -3319.045537 nChanged 4 SP:Iteration 2F (63.655014 sec): 3 clusters Score: Raw -3599.934292 + Penalty 280.040875 = -3319.893417 nChanged 1 SP:Iteration 3Q (63.655337 sec): 3 clusters Score: Raw -3601.306547 + Penalty 280.040875 = -3321.265672 nChanged 0 SP:Iteration 4F (63.655665 sec): 3 clusters Score: Raw -3601.306547 + Penalty 280.040875 = -3321.265672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 34 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.658314 sec): 2 clusters Score: Raw -65139.908110 + Penalty 800.432518 = -64339.475592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.660259 sec): 3 clusters Score: Raw -64847.908738 + Penalty 1600.726785 = -63247.181953 nChanged 196 SP:Iteration 1F (63.661925 sec): 3 clusters Score: Raw -64975.063316 + Penalty 1596.294402 = -63378.768914 nChanged 74 SP:Iteration 2F (63.663647 sec): 3 clusters Score: Raw -65048.203223 + Penalty 1589.005915 = -63459.197308 nChanged 48 SP:Iteration 3F (63.665277 sec): 3 clusters Score: Raw -65103.882709 + Penalty 1579.318804 = -63524.563905 nChanged 42 SP:Iteration 4F (63.666842 sec): 3 clusters Score: Raw -65133.159207 + Penalty 1572.674029 = -63560.485178 nChanged 22 SP:Iteration 5Q (63.668468 sec): 3 clusters Score: Raw -65147.580101 + Penalty 1571.125591 = -63576.454510 nChanged 15 SP:Iteration 6Q (63.670116 sec): 3 clusters Score: Raw -65159.541003 + Penalty 1568.832563 = -63590.708440 nChanged 10 SP:Iteration 7Q (63.671806 sec): 3 clusters Score: Raw -65164.828406 + Penalty 1569.820128 = -63595.008278 nChanged 9 SP:Iteration 8Q (63.673410 sec): 3 clusters Score: Raw -65168.798251 + Penalty 1569.834205 = -63598.964046 nChanged 5 SP:Iteration 9Q (63.675067 sec): 3 clusters Score: Raw -65173.665709 + Penalty 1567.800571 = -63605.865138 nChanged 9 SP:Iteration 10F (63.676795 sec): 3 clusters Score: Raw -65181.049264 + Penalty 1567.449043 = -63613.600221 nChanged 7 SP:Iteration 11Q (63.678441 sec): 3 clusters Score: Raw -65185.712287 + Penalty 1567.910599 = -63617.801689 nChanged 5 SP:Iteration 12Q (63.680091 sec): 3 clusters Score: Raw -65188.857672 + Penalty 1567.344202 = -63621.513469 nChanged 4 SP:Iteration 13Q (63.681794 sec): 3 clusters Score: Raw -65190.923473 + Penalty 1567.344202 = -63623.579271 nChanged 0 SP:Iteration 14F (63.683417 sec): 3 clusters Score: Raw -65190.923473 + Penalty 1567.344202 = -63623.579271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.684348 sec): 2 clusters Score: Raw -3513.353998 + Penalty 411.269040 = -3102.084958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.684750 sec): 3 clusters Score: Raw -3718.221306 + Penalty 822.745869 = -2895.475438 nChanged 8 SP:Iteration 1F (63.685130 sec): 3 clusters Score: Raw -3769.499622 + Penalty 826.667668 = -2942.831953 nChanged 2 SP:Iteration 2Q (63.685474 sec): 3 clusters Score: Raw -3772.355484 + Penalty 826.667668 = -2945.687816 nChanged 0 SP:Iteration 3F (63.685842 sec): 3 clusters Score: Raw -3772.355484 + Penalty 826.667668 = -2945.687816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.686441 sec): 2 clusters Score: Raw -2402.742048 + Penalty 126.574684 = -2276.167364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.686741 sec): 3 clusters Score: Raw -2429.774113 + Penalty 248.898623 = -2180.875490 nChanged 4 SP:Iteration 1F (63.687036 sec): 3 clusters Score: Raw -2436.460203 + Penalty 248.898623 = -2187.561581 nChanged 0 Time taken for this iteration:62.963410 seconds. 300->11 Clusters: Score -2210487.168383, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 195 (time per iteration =326.807062 ms) Total iterations: 1192 (time per iteration =53.462565 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4607770000.000000 (time per metric unit =13.830416ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 115194250000.000000 (time per metric unit=553.216649ps) That took 63.727377 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 20 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.28 and 0.43 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 30963 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 30963 points ------ Starting initial clusters from distinct float masks Not enough masks (243) to generate starting clusters (300), so starting with (244) clusters instead. Assigned 244 initial classes from 243 unique masks. Deleting Class 159 (1 points): Lose 5.628900 but Gain 1637.167803 Iteration 0F (4.453356 sec): 243 clusters Score: Raw -2673975.329623 + Penalty 265889.841001 = -2408085.488622 nChanged 9017 Deleting Class 235 (2 points): Lose 11.824228 but Gain 1574.511142 Iteration 1F (7.833007 sec): 236 clusters Score: Raw -2692956.356375 + Penalty 261192.003903 = -2431764.352472 nChanged 3079 Deleting Class 206 (4 points): Lose 39.911158 but Gain 1599.123808 Iteration 2F (11.210905 sec): 233 clusters Score: Raw -2696851.804086 + Penalty 253477.940093 = -2443373.863993 nChanged 2514 Deleting Class 236 (2 points): Lose 32.348564 but Gain 1566.926291 Iteration 3F (14.466747 sec): 229 clusters Score: Raw -2699795.654864 + Penalty 251249.310692 = -2448546.344171 nChanged 2290 Deleting Class 167 (11 points): Lose 91.801902 but Gain 1592.560502 Iteration 4F (17.714746 sec): 228 clusters Score: Raw -2702172.104521 + Penalty 248727.841303 = -2453444.263218 nChanged 1977 Deleting Class 149 (13 points): Lose 131.738977 but Gain 1630.818372 Iteration 5F (20.921062 sec): 226 clusters Score: Raw -2703804.466498 + Penalty 246025.106497 = -2457779.360001 nChanged 1583 Deleting Class 197 (4 points): Lose 32.629670 but Gain 1530.024327 Iteration 6F (24.077447 sec): 224 clusters Score: Raw -2704933.344327 + Penalty 244578.481608 = -2460354.862718 nChanged 1220 Deleting Class 225 (3 points): Lose 31.439311 but Gain 1509.571116 Iteration 7Q (24.454105 sec): 223 clusters Score: Raw -2705592.585595 + Penalty 242325.477053 = -2463267.108542 nChanged 952 Deleting Class 184 (4 points): Lose 60.710064 but Gain 1533.752417 Iteration 8Q (24.790965 sec): 221 clusters Score: Raw -2706025.386983 + Penalty 240461.807548 = -2465563.579435 nChanged 750 Deleting Class 187 (6 points): Lose 61.288863 but Gain 1531.765889 Iteration 9Q (25.096596 sec): 220 clusters Score: Raw -2706369.054524 + Penalty 237380.020446 = -2468989.034078 nChanged 598 Deleting Class 233 (4 points): Lose 48.026405 but Gain 1512.543199 Iteration 10F (28.167174 sec): 217 clusters Score: Raw -2706642.332189 + Penalty 235903.899911 = -2470738.432279 nChanged 459 Deleting Class 105 (4 points): Lose 36.957190 but Gain 1492.800281 Iteration 11Q (28.420479 sec): 216 clusters Score: Raw -2706801.269969 + Penalty 234370.405560 = -2472430.864409 nChanged 348 Deleting Class 241 (1 points): Lose 1.214232 but Gain 1452.641009 Iteration 12Q (28.657769 sec): 215 clusters Score: Raw -2706936.188311 + Penalty 232911.348708 = -2474024.839603 nChanged 283 Deleting Class 82 (31 points): Lose 185.394125 but Gain 1636.700690 Iteration 13Q (28.890763 sec): 214 clusters Score: Raw -2706855.523348 + Penalty 231279.145915 = -2475576.377433 nChanged 259 Deleting Class 232 (3 points): Lose 17.404687 but Gain 1461.820386 Iteration 14Q (29.122372 sec): 213 clusters Score: Raw -2707000.846304 + Penalty 229833.702050 = -2477167.144254 nChanged 189 Deleting Class 192 (9 points): Lose 72.219296 but Gain 1507.916248 Iteration 15Q (29.336988 sec): 212 clusters Score: Raw -2707006.530239 + Penalty 228369.354917 = -2478637.175322 nChanged 158 Deleting Class 229 (2 points): Lose 8.856574 but Gain 1437.584669 Iteration 16Q (29.554041 sec): 211 clusters Score: Raw -2707068.389294 + Penalty 226924.366057 = -2480144.023238 nChanged 154 Deleting Class 31 (2 points): Lose 15.990526 but Gain 1444.663952 Iteration 17Q (29.763206 sec): 210 clusters Score: Raw -2707115.088317 + Penalty 225531.187569 = -2481583.900748 nChanged 131 Deleting Class 134 (5 points): Lose 65.241489 but Gain 1491.707385 Iteration 18Q (29.967310 sec): 209 clusters Score: Raw -2707097.647535 + Penalty 224158.740657 = -2482938.906878 nChanged 117 Deleting Class 218 (3 points): Lose 14.673948 but Gain 1440.866947 Iteration 19Q (30.170687 sec): 208 clusters Score: Raw -2707141.319018 + Penalty 222861.385347 = -2484279.933671 nChanged 100 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2707141.319018 + Penalty 222861.385347 = -2484279.933671Memory request: 0.10 GB would take us to total of 0.39 GB. Trying to split cluster 1 (21805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.386140 sec): 2 clusters Score: Raw -1926101.715189 + Penalty 259.955263 = -1925841.759926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.427733 sec): 3 clusters Score: Raw -1911306.674519 + Penalty 557.377668 = -1910749.296851 nChanged 10526 SP:Iteration 1F (30.468605 sec): 3 clusters Score: Raw -1920236.946563 + Penalty 566.669636 = -1919670.276927 nChanged 3076 SP:Iteration 2F (30.509128 sec): 3 clusters Score: Raw -1923767.840812 + Penalty 538.390452 = -1923229.450360 nChanged 774 SP:Iteration 3Q (30.550855 sec): 3 clusters Score: Raw -1924883.372106 + Penalty 518.133801 = -1924365.238304 nChanged 328 SP:Iteration 4Q (30.585507 sec): 3 clusters Score: Raw -1925170.365349 + Penalty 501.893510 = -1924668.471839 nChanged 233 SP:Iteration 5Q (30.619906 sec): 3 clusters Score: Raw -1925323.910830 + Penalty 490.946542 = -1924832.964288 nChanged 204 SP:Iteration 6Q (30.654616 sec): 3 clusters Score: Raw -1925446.145100 + Penalty 481.944178 = -1924964.200922 nChanged 191 SP:Iteration 7Q (30.688814 sec): 3 clusters Score: Raw -1925566.806148 + Penalty 471.300325 = -1925095.505823 nChanged 164 SP:Iteration 8Q (30.722626 sec): 3 clusters Score: Raw -1925669.026997 + Penalty 456.893527 = -1925212.133469 nChanged 153 SP:Iteration 9Q (30.756100 sec): 3 clusters Score: Raw -1925769.317530 + Penalty 444.426178 = -1925324.891351 nChanged 153 SP:Iteration 10F (30.797115 sec): 3 clusters Score: Raw -1925874.837703 + Penalty 434.863310 = -1925439.974393 nChanged 140 SP:Iteration 11Q (30.830270 sec): 3 clusters Score: Raw -1925962.608549 + Penalty 423.421073 = -1925539.187476 nChanged 118 SP:Iteration 12Q (30.863637 sec): 3 clusters Score: Raw -1926025.147729 + Penalty 414.128893 = -1925611.018835 nChanged 100 SP:Iteration 13Q (30.896596 sec): 3 clusters Score: Raw -1926070.192901 + Penalty 409.221119 = -1925660.971782 nChanged 79 SP:Iteration 14Q (30.929372 sec): 3 clusters Score: Raw -1926097.366460 + Penalty 403.802313 = -1925693.564146 nChanged 63 SP:Iteration 15Q (30.962312 sec): 3 clusters Score: Raw -1926114.938805 + Penalty 397.426290 = -1925717.512515 nChanged 67 SP:Iteration 16Q (30.994978 sec): 3 clusters Score: Raw -1926136.577942 + Penalty 392.092312 = -1925744.485631 nChanged 65 SP:Iteration 17Q (31.027563 sec): 3 clusters Score: Raw -1926157.872323 + Penalty 387.383946 = -1925770.488378 nChanged 60 SP:Iteration 18Q (31.060209 sec): 3 clusters Score: Raw -1926178.403297 + Penalty 382.682637 = -1925795.720660 nChanged 58 SP:Iteration 19Q (31.093152 sec): 3 clusters Score: Raw -1926198.171674 + Penalty 379.535258 = -1925818.636416 nChanged 43 SP:Iteration 20F (31.133235 sec): 3 clusters Score: Raw -1926210.201748 + Penalty 376.438463 = -1925833.763285 nChanged 31 SP:Iteration 21Q (31.165840 sec): 3 clusters Score: Raw -1926216.547171 + Penalty 373.870103 = -1925842.677068 nChanged 20 SP:Iteration 22Q (31.198282 sec): 3 clusters Score: Raw -1926219.915242 + Penalty 373.171916 = -1925846.743326 nChanged 19 SP:Iteration 23Q (31.230567 sec): 3 clusters Score: Raw -1926222.583465 + Penalty 373.456370 = -1925849.127096 nChanged 9 SP:Iteration 24Q (31.266566 sec): 3 clusters Score: Raw -1926223.652248 + Penalty 373.445294 = -1925850.206954 nChanged 10 SP:Iteration 25Q (31.311431 sec): 3 clusters Score: Raw -1926224.846128 + Penalty 372.918917 = -1925851.927212 nChanged 8 SP:Iteration 26Q (31.343767 sec): 3 clusters Score: Raw -1926225.700654 + Penalty 372.407209 = -1925853.293445 nChanged 9 SP:Iteration 27Q (31.376290 sec): 3 clusters Score: Raw -1926226.974507 + Penalty 371.684888 = -1925855.289619 nChanged 13 SP:Iteration 28Q (31.408941 sec): 3 clusters Score: Raw -1926228.388695 + Penalty 371.820319 = -1925856.568375 nChanged 6 SP:Iteration 29Q (31.441078 sec): 3 clusters Score: Raw -1926228.906803 + Penalty 371.119661 = -1925857.787142 nChanged 2 SP:Iteration 30F (31.481483 sec): 3 clusters Score: Raw -1926229.046031 + Penalty 371.089031 = -1925857.957000 nChanged 2 SP:Iteration 31Q (31.513662 sec): 3 clusters Score: Raw -1926229.248443 + Penalty 371.105576 = -1925858.142867 nChanged 3 SP:Iteration 32Q (31.545867 sec): 3 clusters Score: Raw -1926229.421004 + Penalty 371.104178 = -1925858.316826 nChanged 1 SP:Iteration 33Q (31.578085 sec): 3 clusters Score: Raw -1926229.530673 + Penalty 371.171927 = -1925858.358746 nChanged 1 SP:Iteration 34Q (31.610467 sec): 3 clusters Score: Raw -1926229.608000 + Penalty 371.171927 = -1925858.436073 nChanged 0 SP:Iteration 35F (31.650641 sec): 3 clusters Score: Raw -1926229.608000 + Penalty 371.171927 = -1925858.436073 nChanged 0 Score: Raw -2725286.902620 + Penalty 222976.505809 = -2502310.396812 Splitting cluster 1 changes total score from -2484279.933671 to -2502310.396812 So it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 2 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.572103 sec): 2 clusters Score: Raw -6155.011691 + Penalty 285.762637 = -5869.249054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.572442 sec): 3 clusters Score: Raw -6129.232181 + Penalty 558.056048 = -5571.176133 nChanged 8 SP:Iteration 1F (34.572769 sec): 3 clusters Score: Raw -6139.849677 + Penalty 554.193509 = -5585.656168 nChanged 4 SP:Iteration 2F (34.573094 sec): 3 clusters Score: Raw -6145.934622 + Penalty 556.701781 = -5589.232841 nChanged 2 SP:Iteration 3Q (34.573418 sec): 3 clusters Score: Raw -6147.360909 + Penalty 560.670782 = -5586.690127 nChanged 2 SP:Iteration 4F (34.573751 sec): 3 clusters Score: Raw -6147.975044 + Penalty 573.855703 = -5574.119341 nChanged 3 SP:Iteration 5F (34.574070 sec): 3 clusters Score: Raw -6151.291749 + Penalty 596.585023 = -5554.706726 nChanged 2 SP:Iteration 6F (34.574388 sec): 3 clusters Score: Raw -6153.540330 + Penalty 607.582165 = -5545.958166 nChanged 1 SP:Iteration 7F (34.574707 sec): 3 clusters Score: Raw -6156.029374 + Penalty 607.582165 = -5548.447210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.575679 sec): 2 clusters Score: Raw -10618.203555 + Penalty 87.512414 = -10530.691141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.576105 sec): 3 clusters Score: Raw -10541.346130 + Penalty 209.584816 = -10331.761313 nChanged 37 SP:Iteration 1F (34.576560 sec): 3 clusters Score: Raw -10604.264404 + Penalty 396.193487 = -10208.070917 nChanged 16 SP:Iteration 2F (34.576959 sec): 3 clusters Score: Raw -10621.904102 + Penalty 461.451870 = -10160.452232 nChanged 1 SP:Iteration 3F (34.577355 sec): 3 clusters Score: Raw -10621.347320 + Penalty 461.451870 = -10159.895450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.578233 sec): 2 clusters Score: Raw -736.749010 + Penalty 178.071378 = -558.677632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.578456 sec): 3 clusters Score: Raw -756.507717 + Penalty 356.142755 = -400.364961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.581113 sec): 2 clusters Score: Raw -52052.540625 + Penalty 218.772979 = -51833.767646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.582388 sec): 3 clusters Score: Raw -51762.788012 + Penalty 441.917944 = -51320.870068 nChanged 218 SP:Iteration 1F (34.583617 sec): 3 clusters Score: Raw -51892.139561 + Penalty 445.180105 = -51446.959457 nChanged 57 SP:Iteration 2F (34.584867 sec): 3 clusters Score: Raw -51933.399964 + Penalty 448.947492 = -51484.452471 nChanged 43 SP:Iteration 3F (34.586119 sec): 3 clusters Score: Raw -51961.041071 + Penalty 451.659732 = -51509.381339 nChanged 28 SP:Iteration 4Q (34.587390 sec): 3 clusters Score: Raw -51984.136167 + Penalty 453.158118 = -51530.978048 nChanged 23 SP:Iteration 5Q (34.588657 sec): 3 clusters Score: Raw -52004.716821 + Penalty 453.612192 = -51551.104629 nChanged 16 SP:Iteration 6Q (34.589904 sec): 3 clusters Score: Raw -52019.167139 + Penalty 455.729010 = -51563.438128 nChanged 12 SP:Iteration 7Q (34.591139 sec): 3 clusters Score: Raw -52028.753154 + Penalty 458.184445 = -51570.568709 nChanged 9 SP:Iteration 8Q (34.592362 sec): 3 clusters Score: Raw -52035.049983 + Penalty 458.808303 = -51576.241680 nChanged 5 SP:Iteration 9Q (34.593565 sec): 3 clusters Score: Raw -52038.562397 + Penalty 460.668555 = -51577.893841 nChanged 6 SP:Iteration 10F (34.594830 sec): 3 clusters Score: Raw -52041.427388 + Penalty 460.543707 = -51580.883681 nChanged 3 SP:Iteration 11Q (34.596024 sec): 3 clusters Score: Raw -52043.325871 + Penalty 459.336010 = -51583.989861 nChanged 3 SP:Iteration 12Q (34.597209 sec): 3 clusters Score: Raw -52043.989959 + Penalty 459.336010 = -51584.653949 nChanged 0 SP:Iteration 13F (34.598451 sec): 3 clusters Score: Raw -52043.989959 + Penalty 459.336010 = -51584.653949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.600735 sec): 2 clusters Score: Raw -36459.135002 + Penalty 411.629504 = -36047.505498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.601660 sec): 3 clusters Score: Raw -36263.861911 + Penalty 821.029585 = -35442.832326 nChanged 124 SP:Iteration 1F (34.602575 sec): 3 clusters Score: Raw -36352.755929 + Penalty 816.256959 = -35536.498970 nChanged 50 SP:Iteration 2F (34.603492 sec): 3 clusters Score: Raw -36407.733788 + Penalty 815.167229 = -35592.566558 nChanged 23 SP:Iteration 3F (34.604485 sec): 3 clusters Score: Raw -36425.363249 + Penalty 814.417393 = -35610.945856 nChanged 13 SP:Iteration 4Q (34.605435 sec): 3 clusters Score: Raw -36434.351066 + Penalty 812.992167 = -35621.358899 nChanged 10 SP:Iteration 5Q (34.606376 sec): 3 clusters Score: Raw -36438.485365 + Penalty 813.304305 = -35625.181060 nChanged 3 SP:Iteration 6Q (34.607309 sec): 3 clusters Score: Raw -36440.049171 + Penalty 813.415589 = -35626.633582 nChanged 5 SP:Iteration 7Q (34.608233 sec): 3 clusters Score: Raw -36444.675406 + Penalty 813.326623 = -35631.348783 nChanged 5 SP:Iteration 8Q (34.609154 sec): 3 clusters Score: Raw -36447.580890 + Penalty 813.657860 = -35633.923031 nChanged 3 SP:Iteration 9Q (34.610086 sec): 3 clusters Score: Raw -36448.305490 + Penalty 814.085301 = -35634.220189 nChanged 2 SP:Iteration 10F (34.611000 sec): 3 clusters Score: Raw -36448.971557 + Penalty 814.278611 = -35634.692946 nChanged 1 SP:Iteration 11Q (34.611876 sec): 3 clusters Score: Raw -36449.258978 + Penalty 814.218434 = -35635.040544 nChanged 1 SP:Iteration 12Q (34.612752 sec): 3 clusters Score: Raw -36449.342906 + Penalty 814.678320 = -35634.664586 nChanged 1 SP:Iteration 13F (34.613680 sec): 3 clusters Score: Raw -36449.463465 + Penalty 814.678320 = -35634.785145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 7 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.614318 sec): 2 clusters Score: Raw -3169.517083 + Penalty 268.371410 = -2901.145673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.614602 sec): 3 clusters Score: Raw -3184.895381 + Penalty 560.020825 = -2624.874556 nChanged 2 SP:Iteration 1F (34.614872 sec): 3 clusters Score: Raw -3190.358757 + Penalty 567.447252 = -2622.911505 nChanged 1 SP:Iteration 2F (34.615140 sec): 3 clusters Score: Raw -3192.158730 + Penalty 567.447252 = -2624.711477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.615675 sec): 2 clusters Score: Raw -2677.989507 + Penalty 317.864285 = -2360.125222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.615934 sec): 3 clusters Score: Raw -2696.990776 + Penalty 633.739293 = -2063.251483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.616677 sec): 2 clusters Score: Raw -10327.758380 + Penalty 45.036111 = -10282.722270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.617092 sec): 3 clusters Score: Raw -10226.398543 + Penalty 95.311450 = -10131.087093 nChanged 45 SP:Iteration 1F (34.617498 sec): 3 clusters Score: Raw -10281.773973 + Penalty 45.036111 = -10236.737863 nChanged 28 SP:Iteration 2F (34.617835 sec): 2 clusters Score: Raw -10327.758380 + Penalty 45.036111 = -10282.722270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.618776 sec): 2 clusters Score: Raw -15675.235731 + Penalty 113.110885 = -15562.124845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.619328 sec): 3 clusters Score: Raw -15606.146426 + Penalty 237.076440 = -15369.069986 nChanged 65 SP:Iteration 1F (34.619857 sec): 3 clusters Score: Raw -15665.423192 + Penalty 254.481550 = -15410.941641 nChanged 17 SP:Iteration 2F (34.620391 sec): 3 clusters Score: Raw -15679.628818 + Penalty 263.969572 = -15415.659246 nChanged 8 SP:Iteration 3Q (34.620934 sec): 3 clusters Score: Raw -15686.459221 + Penalty 264.345024 = -15422.114197 nChanged 2 SP:Iteration 4Q (34.621466 sec): 3 clusters Score: Raw -15687.453102 + Penalty 268.225308 = -15419.227794 nChanged 4 SP:Iteration 5F (34.622000 sec): 3 clusters Score: Raw -15689.818680 + Penalty 254.799110 = -15435.019570 nChanged 3 SP:Iteration 6Q (34.622531 sec): 3 clusters Score: Raw -15694.134963 + Penalty 254.536322 = -15439.598641 nChanged 3 SP:Iteration 7Q (34.623063 sec): 3 clusters Score: Raw -15698.361397 + Penalty 261.655824 = -15436.705573 nChanged 3 SP:Iteration 8F (34.623605 sec): 3 clusters Score: Raw -15703.903274 + Penalty 267.253887 = -15436.649387 nChanged 1 SP:Iteration 9F (34.624172 sec): 3 clusters Score: Raw -15704.864379 + Penalty 267.253887 = -15437.610492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.625184 sec): 2 clusters Score: Raw -18213.149532 + Penalty 319.615911 = -17893.533621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.625807 sec): 3 clusters Score: Raw -18143.673849 + Penalty 636.442960 = -17507.230889 nChanged 51 SP:Iteration 1F (34.626389 sec): 3 clusters Score: Raw -18176.246293 + Penalty 635.744814 = -17540.501479 nChanged 11 SP:Iteration 2F (34.626970 sec): 3 clusters Score: Raw -18195.497245 + Penalty 635.843717 = -17559.653528 nChanged 10 SP:Iteration 3F (34.627534 sec): 3 clusters Score: Raw -18201.611855 + Penalty 635.843717 = -17565.768138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.628079 sec): 2 clusters Score: Raw -1851.647896 + Penalty 317.727920 = -1533.919976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.628337 sec): 3 clusters Score: Raw -1881.392804 + Penalty 639.464581 = -1241.928223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.628836 sec): 2 clusters Score: Raw -1169.733930 + Penalty 250.615218 = -919.118712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.629065 sec): 3 clusters Score: Raw -1176.401825 + Penalty 501.230436 = -675.171389 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (2589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.641422 sec): 2 clusters Score: Raw -230026.911294 + Penalty 124.519049 = -229902.392246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.646541 sec): 3 clusters Score: Raw -228354.440693 + Penalty 250.931350 = -228103.509343 nChanged 1222 SP:Iteration 1F (34.651659 sec): 3 clusters Score: Raw -229325.640420 + Penalty 245.869453 = -229079.770967 nChanged 322 SP:Iteration 2F (34.656792 sec): 3 clusters Score: Raw -229596.646693 + Penalty 244.573312 = -229352.073380 nChanged 175 SP:Iteration 3F (34.662076 sec): 3 clusters Score: Raw -229746.366881 + Penalty 244.048572 = -229502.318310 nChanged 101 SP:Iteration 4Q (34.667396 sec): 3 clusters Score: Raw -229831.122160 + Penalty 234.501169 = -229596.620991 nChanged 71 SP:Iteration 5Q (34.672480 sec): 3 clusters Score: Raw -229888.286533 + Penalty 232.989266 = -229655.297267 nChanged 65 SP:Iteration 6Q (34.677629 sec): 3 clusters Score: Raw -229940.708738 + Penalty 226.436288 = -229714.272450 nChanged 66 SP:Iteration 7Q (34.682736 sec): 3 clusters Score: Raw -229992.410097 + Penalty 228.268291 = -229764.141806 nChanged 39 SP:Iteration 8Q (34.687583 sec): 3 clusters Score: Raw -230011.488066 + Penalty 226.859761 = -229784.628305 nChanged 23 SP:Iteration 9Q (34.692242 sec): 3 clusters Score: Raw -230020.341753 + Penalty 224.370562 = -229795.971191 nChanged 12 SP:Iteration 10F (34.697343 sec): 3 clusters Score: Raw -230025.640695 + Penalty 228.307331 = -229797.333364 nChanged 16 SP:Iteration 11Q (34.701929 sec): 3 clusters Score: Raw -230035.995621 + Penalty 231.474563 = -229804.521057 nChanged 12 SP:Iteration 12Q (34.706361 sec): 3 clusters Score: Raw -230041.160237 + Penalty 236.952452 = -229804.207785 nChanged 6 SP:Iteration 13F (34.711459 sec): 3 clusters Score: Raw -230043.386716 + Penalty 239.005971 = -229804.380744 nChanged 2 SP:Iteration 14Q (34.715679 sec): 3 clusters Score: Raw -230043.862220 + Penalty 238.860189 = -229805.002031 nChanged 2 SP:Iteration 15Q (34.719980 sec): 3 clusters Score: Raw -230044.381904 + Penalty 238.860189 = -229805.521715 nChanged 0 SP:Iteration 16F (34.725031 sec): 3 clusters Score: Raw -230044.381904 + Penalty 238.860189 = -229805.521715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.734380 sec): 2 clusters Score: Raw -6590.606620 + Penalty 591.031620 = -5999.575000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.734768 sec): 3 clusters Score: Raw -6680.123870 + Penalty 1179.302053 = -5500.821817 nChanged 4 SP:Iteration 1F (34.735102 sec): 3 clusters Score: Raw -6696.292379 + Penalty 1180.093465 = -5516.198914 nChanged 1 SP:Iteration 2Q (34.735416 sec): 3 clusters Score: Raw -6698.788179 + Penalty 1180.093465 = -5518.694713 nChanged 0 SP:Iteration 3F (34.735762 sec): 3 clusters Score: Raw -6698.788179 + Penalty 1180.093465 = -5518.694713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.736281 sec): 2 clusters Score: Raw -1696.940446 + Penalty 346.211923 = -1350.728523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.736520 sec): 3 clusters Score: Raw -1731.084657 + Penalty 691.364645 = -1039.720012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.737021 sec): 2 clusters Score: Raw -1125.866281 + Penalty 403.043124 = -722.823157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.737265 sec): 3 clusters Score: Raw -1542.929484 + Penalty 806.086248 = -736.843235 nChanged 0 Score: Raw -2725703.850769 + Penalty 224418.426506 = -2501285.424263 Splitting cluster 17 changes total score from -2484279.933671 to -2501285.424263 So it's getting split into cluster 82. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.654264 sec): 2 clusters Score: Raw -14472.786180 + Penalty 411.330575 = -14061.455605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.654748 sec): 3 clusters Score: Raw -14416.302576 + Penalty 821.636980 = -13594.665596 nChanged 27 SP:Iteration 1F (37.655220 sec): 3 clusters Score: Raw -14445.215853 + Penalty 822.465038 = -13622.750816 nChanged 12 SP:Iteration 2F (37.655690 sec): 3 clusters Score: Raw -14461.740176 + Penalty 823.230491 = -13638.509685 nChanged 2 SP:Iteration 3Q (37.656172 sec): 3 clusters Score: Raw -14463.582909 + Penalty 824.301865 = -13639.281044 nChanged 2 SP:Iteration 4Q (37.656649 sec): 3 clusters Score: Raw -14464.685003 + Penalty 824.301865 = -13640.383138 nChanged 0 SP:Iteration 5F (37.657117 sec): 3 clusters Score: Raw -14464.685003 + Penalty 824.301865 = -13640.383138 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 19 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.659393 sec): 2 clusters Score: Raw -53239.277065 + Penalty 185.181826 = -53054.095239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.660669 sec): 3 clusters Score: Raw -52879.918497 + Penalty 388.529835 = -52491.388662 nChanged 255 SP:Iteration 1F (37.661879 sec): 3 clusters Score: Raw -53144.013435 + Penalty 394.350750 = -52749.662685 nChanged 45 SP:Iteration 2F (37.663075 sec): 3 clusters Score: Raw -53194.485915 + Penalty 393.611183 = -52800.874732 nChanged 14 SP:Iteration 3Q (37.664222 sec): 3 clusters Score: Raw -53207.640537 + Penalty 397.275199 = -52810.365338 nChanged 14 SP:Iteration 4Q (37.665346 sec): 3 clusters Score: Raw -53214.221835 + Penalty 402.095756 = -52812.126079 nChanged 11 SP:Iteration 5Q (37.666482 sec): 3 clusters Score: Raw -53218.489646 + Penalty 404.434571 = -52814.055075 nChanged 10 SP:Iteration 6Q (37.667594 sec): 3 clusters Score: Raw -53222.362874 + Penalty 405.025661 = -52817.337213 nChanged 4 SP:Iteration 7Q (37.668692 sec): 3 clusters Score: Raw -53222.587867 + Penalty 405.484175 = -52817.103691 nChanged 4 SP:Iteration 8F (37.669883 sec): 3 clusters Score: Raw -53223.233355 + Penalty 411.648588 = -52811.584768 nChanged 7 SP:Iteration 9F (37.671098 sec): 3 clusters Score: Raw -53224.971733 + Penalty 416.775550 = -52808.196183 nChanged 7 SP:Iteration 10F (37.672294 sec): 3 clusters Score: Raw -53226.535463 + Penalty 420.085956 = -52806.449506 nChanged 3 SP:Iteration 11F (37.673577 sec): 3 clusters Score: Raw -53226.677294 + Penalty 424.182413 = -52802.494881 nChanged 3 SP:Iteration 12F (37.674781 sec): 3 clusters Score: Raw -53227.502172 + Penalty 431.030721 = -52796.471451 nChanged 5 SP:Iteration 13F (37.675980 sec): 3 clusters Score: Raw -53230.689597 + Penalty 449.427098 = -52781.262499 nChanged 12 SP:Iteration 14F (37.677178 sec): 3 clusters Score: Raw -53237.941646 + Penalty 468.909199 = -52769.032447 nChanged 9 SP:Iteration 15F (37.678370 sec): 3 clusters Score: Raw -53240.561686 + Penalty 488.999545 = -52751.562142 nChanged 6 SP:Iteration 16F (37.679563 sec): 3 clusters Score: Raw -53243.174501 + Penalty 526.514362 = -52716.660139 nChanged 9 SP:Iteration 17F (37.680778 sec): 3 clusters Score: Raw -53248.789425 + Penalty 541.249736 = -52707.539689 nChanged 4 SP:Iteration 18F (37.681965 sec): 3 clusters Score: Raw -53251.907627 + Penalty 565.495181 = -52686.412446 nChanged 5 SP:Iteration 19F (37.683148 sec): 3 clusters Score: Raw -53253.596570 + Penalty 592.220334 = -52661.376236 nChanged 3 SP:Iteration 20F (37.684330 sec): 3 clusters Score: Raw -53255.797240 + Penalty 603.761162 = -52652.036078 nChanged 2 SP:Iteration 21F (37.685531 sec): 3 clusters Score: Raw -53256.954028 + Penalty 597.163519 = -52659.790509 nChanged 1 SP:Iteration 22Q (37.686531 sec): 3 clusters Score: Raw -53258.237603 + Penalty 597.163519 = -52661.074084 nChanged 0 SP:Iteration 23F (37.687713 sec): 3 clusters Score: Raw -53258.237603 + Penalty 597.163519 = -52661.074084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.688976 sec): 2 clusters Score: Raw -27921.330502 + Penalty 885.333113 = -27035.997389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.689699 sec): 3 clusters Score: Raw -27924.742745 + Penalty 1769.496719 = -26155.246026 nChanged 43 SP:Iteration 1F (37.690436 sec): 3 clusters Score: Raw -28013.143641 + Penalty 1769.645906 = -26243.497735 nChanged 11 SP:Iteration 2Q (37.691128 sec): 3 clusters Score: Raw -28034.605126 + Penalty 1769.784655 = -26264.820471 nChanged 6 SP:Iteration 3Q (37.691815 sec): 3 clusters Score: Raw -28042.348199 + Penalty 1769.919384 = -26272.428815 nChanged 2 SP:Iteration 4Q (37.692498 sec): 3 clusters Score: Raw -28046.767955 + Penalty 1770.208520 = -26276.559435 nChanged 1 SP:Iteration 5Q (37.693184 sec): 3 clusters Score: Raw -28049.555963 + Penalty 1770.208520 = -26279.347443 nChanged 0 SP:Iteration 6F (37.693869 sec): 3 clusters Score: Raw -28049.555963 + Penalty 1770.208520 = -26279.347443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.694431 sec): 2 clusters Score: Raw -2084.914162 + Penalty 325.250271 = -1759.663892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.694683 sec): 3 clusters Score: Raw -2126.011492 + Penalty 643.447810 = -1482.563682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.695187 sec): 2 clusters Score: Raw -978.062233 + Penalty 297.201276 = -680.860957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.695421 sec): 3 clusters Score: Raw -1159.906527 + Penalty 588.565151 = -571.341376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.695897 sec): 2 clusters Score: Raw -1732.403522 + Penalty 15.846114 = -1716.557408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.696100 sec): 3 clusters Score: Raw -1728.361777 + Penalty 31.594506 = -1696.767271 nChanged 5 SP:Iteration 1F (37.696298 sec): 3 clusters Score: Raw -1736.005681 + Penalty 31.594506 = -1704.411175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.696831 sec): 2 clusters Score: Raw -1679.478942 + Penalty 328.129800 = -1351.349142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.697070 sec): 3 clusters Score: Raw -1695.661701 + Penalty 658.423831 = -1037.237870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.697653 sec): 2 clusters Score: Raw -3375.395966 + Penalty 129.854568 = -3245.541398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.697962 sec): 3 clusters Score: Raw -3396.858999 + Penalty 272.203342 = -3124.655657 nChanged 10 SP:Iteration 1F (37.698266 sec): 3 clusters Score: Raw -3415.643587 + Penalty 265.063173 = -3150.580414 nChanged 2 SP:Iteration 2Q (37.698560 sec): 3 clusters Score: Raw -3419.469513 + Penalty 262.048039 = -3157.421474 nChanged 1 SP:Iteration 3Q (37.698854 sec): 3 clusters Score: Raw -3421.228948 + Penalty 262.048039 = -3159.180909 nChanged 0 SP:Iteration 4F (37.699157 sec): 3 clusters Score: Raw -3421.228948 + Penalty 262.048039 = -3159.180909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.699746 sec): 2 clusters Score: Raw -4901.620692 + Penalty 604.491685 = -4297.129006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.700042 sec): 3 clusters Score: Raw -4987.142572 + Penalty 1208.889058 = -3778.253515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.700919 sec): 2 clusters Score: Raw -15296.621731 + Penalty 405.224502 = -14891.397229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.701419 sec): 3 clusters Score: Raw -15236.227706 + Penalty 818.410718 = -14417.816988 nChanged 29 SP:Iteration 1F (37.701912 sec): 3 clusters Score: Raw -15272.366062 + Penalty 818.263837 = -14454.102225 nChanged 11 SP:Iteration 2F (37.702402 sec): 3 clusters Score: Raw -15286.763457 + Penalty 818.228664 = -14468.534793 nChanged 2 SP:Iteration 3Q (37.702889 sec): 3 clusters Score: Raw -15288.356145 + Penalty 820.322420 = -14468.033725 nChanged 3 SP:Iteration 4F (37.703380 sec): 3 clusters Score: Raw -15290.981720 + Penalty 821.712227 = -14469.269493 nChanged 2 SP:Iteration 5Q (37.703868 sec): 3 clusters Score: Raw -15293.530945 + Penalty 822.036300 = -14471.494645 nChanged 1 SP:Iteration 6Q (37.704353 sec): 3 clusters Score: Raw -15294.016547 + Penalty 822.036300 = -14471.980247 nChanged 0 SP:Iteration 7F (37.704843 sec): 3 clusters Score: Raw -15294.016547 + Penalty 822.036300 = -14471.980247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.705324 sec): 2 clusters Score: Raw -553.490447 + Penalty 129.387407 = -424.103040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.705541 sec): 3 clusters Score: Raw -561.722954 + Penalty 258.774814 = -302.948140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.706423 sec): 2 clusters Score: Raw -15954.087722 + Penalty 517.669138 = -15436.418584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.706932 sec): 3 clusters Score: Raw -15930.860743 + Penalty 1038.276325 = -14892.584418 nChanged 37 SP:Iteration 1F (37.707421 sec): 3 clusters Score: Raw -15981.955690 + Penalty 1038.240379 = -14943.715311 nChanged 6 SP:Iteration 2Q (37.707922 sec): 3 clusters Score: Raw -15991.139781 + Penalty 1038.462574 = -14952.677207 nChanged 2 SP:Iteration 3Q (37.708429 sec): 3 clusters Score: Raw -15992.527442 + Penalty 1038.462574 = -14954.064869 nChanged 0 SP:Iteration 4F (37.708918 sec): 3 clusters Score: Raw -15992.527442 + Penalty 1038.462574 = -14954.064869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.709544 sec): 2 clusters Score: Raw -5294.474241 + Penalty 330.521244 = -4963.952997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.709856 sec): 3 clusters Score: Raw -5292.648701 + Penalty 662.802547 = -4629.846153 nChanged 3 SP:Iteration 1F (37.710166 sec): 3 clusters Score: Raw -5295.459042 + Penalty 664.922071 = -4630.536971 nChanged 2 SP:Iteration 2Q (37.710476 sec): 3 clusters Score: Raw -5300.112844 + Penalty 666.344075 = -4633.768770 nChanged 1 SP:Iteration 3Q (37.710783 sec): 3 clusters Score: Raw -5301.221300 + Penalty 666.344075 = -4634.877226 nChanged 0 SP:Iteration 4F (37.711092 sec): 3 clusters Score: Raw -5301.221300 + Penalty 666.344075 = -4634.877226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.712051 sec): 2 clusters Score: Raw -18573.744736 + Penalty 540.961739 = -18032.782997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.712610 sec): 3 clusters Score: Raw -18505.381179 + Penalty 1082.333972 = -17423.047207 nChanged 37 SP:Iteration 1F (37.713163 sec): 3 clusters Score: Raw -18537.295603 + Penalty 1083.209562 = -17454.086041 nChanged 15 SP:Iteration 2F (37.713692 sec): 3 clusters Score: Raw -18551.687811 + Penalty 1083.812364 = -17467.875447 nChanged 5 SP:Iteration 3Q (37.714223 sec): 3 clusters Score: Raw -18555.656853 + Penalty 1084.619410 = -17471.037443 nChanged 5 SP:Iteration 4Q (37.714756 sec): 3 clusters Score: Raw -18563.069305 + Penalty 1085.306777 = -17477.762528 nChanged 5 SP:Iteration 5Q (37.715287 sec): 3 clusters Score: Raw -18568.698510 + Penalty 1086.227863 = -17482.470647 nChanged 3 SP:Iteration 6Q (37.715820 sec): 3 clusters Score: Raw -18571.579669 + Penalty 1086.227863 = -17485.351806 nChanged 0 SP:Iteration 7F (37.716354 sec): 3 clusters Score: Raw -18571.579669 + Penalty 1086.227863 = -17485.351806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.717313 sec): 2 clusters Score: Raw -17485.497807 + Penalty 443.520111 = -17041.977696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.717866 sec): 3 clusters Score: Raw -17416.288566 + Penalty 890.130217 = -16526.158349 nChanged 33 SP:Iteration 1F (37.718400 sec): 3 clusters Score: Raw -17450.078106 + Penalty 898.271870 = -16551.806235 nChanged 10 SP:Iteration 2F (37.718935 sec): 3 clusters Score: Raw -17469.464138 + Penalty 902.811607 = -16566.652531 nChanged 12 SP:Iteration 3F (37.719469 sec): 3 clusters Score: Raw -17498.968323 + Penalty 910.984446 = -16587.983877 nChanged 8 SP:Iteration 4Q (37.719983 sec): 3 clusters Score: Raw -17514.304504 + Penalty 910.530007 = -16603.774496 nChanged 3 SP:Iteration 5Q (37.720495 sec): 3 clusters Score: Raw -17518.590901 + Penalty 915.028772 = -16603.562129 nChanged 3 SP:Iteration 6F (37.721028 sec): 3 clusters Score: Raw -17521.678709 + Penalty 917.706241 = -16603.972468 nChanged 4 SP:Iteration 7Q (37.721517 sec): 3 clusters Score: Raw -17527.586389 + Penalty 921.042504 = -16606.543885 nChanged 2 SP:Iteration 8Q (37.722031 sec): 3 clusters Score: Raw -17529.597170 + Penalty 922.247150 = -16607.350020 nChanged 1 SP:Iteration 9Q (37.722524 sec): 3 clusters Score: Raw -17531.195162 + Penalty 922.247150 = -16608.948013 nChanged 0 SP:Iteration 10F (37.723044 sec): 3 clusters Score: Raw -17531.195162 + Penalty 922.247150 = -16608.948013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.723740 sec): 2 clusters Score: Raw -6387.255926 + Penalty 398.781610 = -5988.474316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.724076 sec): 3 clusters Score: Raw -6378.860531 + Penalty 796.661721 = -5582.198810 nChanged 8 SP:Iteration 1F (37.724404 sec): 3 clusters Score: Raw -6391.556190 + Penalty 796.661721 = -5594.894469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.724935 sec): 2 clusters Score: Raw -2680.115063 + Penalty 347.550040 = -2332.565023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.725194 sec): 3 clusters Score: Raw -2693.261895 + Penalty 694.468748 = -1998.793148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.725645 sec): 2 clusters Score: Raw -178.906973 + Penalty 19.061547 = -159.845426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.725835 sec): 3 clusters Score: Raw -177.637434 + Penalty 38.123095 = -139.514339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.726290 sec): 2 clusters Score: Raw -254.625038 + Penalty 15.380572 = -239.244466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.726478 sec): 3 clusters Score: Raw -259.993800 + Penalty 30.761144 = -229.232656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.727053 sec): 2 clusters Score: Raw -4275.400021 + Penalty 542.174168 = -3733.225853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.727341 sec): 3 clusters Score: Raw -4378.643687 + Penalty 1083.202444 = -3295.441243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.729904 sec): 2 clusters Score: Raw -43446.002199 + Penalty 212.925376 = -43233.076822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.730970 sec): 3 clusters Score: Raw -43173.502090 + Penalty 430.689008 = -42742.813083 nChanged 190 SP:Iteration 1F (37.732021 sec): 3 clusters Score: Raw -43297.197736 + Penalty 436.537156 = -42860.660579 nChanged 51 SP:Iteration 2F (37.733062 sec): 3 clusters Score: Raw -43316.207884 + Penalty 440.874682 = -42875.333202 nChanged 18 SP:Iteration 3Q (37.734095 sec): 3 clusters Score: Raw -43324.842287 + Penalty 448.155569 = -42876.686719 nChanged 20 SP:Iteration 4Q (37.735133 sec): 3 clusters Score: Raw -43336.978939 + Penalty 457.628924 = -42879.350015 nChanged 20 SP:Iteration 5Q (37.736166 sec): 3 clusters Score: Raw -43347.640464 + Penalty 466.640066 = -42881.000398 nChanged 18 SP:Iteration 6Q (37.737211 sec): 3 clusters Score: Raw -43360.653288 + Penalty 474.555828 = -42886.097460 nChanged 24 SP:Iteration 7Q (37.738255 sec): 3 clusters Score: Raw -43378.718688 + Penalty 483.891259 = -42894.827430 nChanged 17 SP:Iteration 8Q (37.739290 sec): 3 clusters Score: Raw -43393.044107 + Penalty 493.330238 = -42899.713869 nChanged 13 SP:Iteration 9Q (37.740327 sec): 3 clusters Score: Raw -43406.138657 + Penalty 507.519433 = -42898.619224 nChanged 10 SP:Iteration 10F (37.741373 sec): 3 clusters Score: Raw -43427.568689 + Penalty 514.322297 = -42913.246392 nChanged 10 SP:Iteration 11Q (37.742369 sec): 3 clusters Score: Raw -43446.153760 + Penalty 519.655723 = -42926.498037 nChanged 5 SP:Iteration 12Q (37.743309 sec): 3 clusters Score: Raw -43452.435371 + Penalty 518.969241 = -42933.466130 nChanged 2 SP:Iteration 13Q (37.744231 sec): 3 clusters Score: Raw -43453.663747 + Penalty 518.969241 = -42934.694506 nChanged 0 SP:Iteration 14F (37.745297 sec): 3 clusters Score: Raw -43453.663747 + Penalty 518.969241 = -42934.694506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.745859 sec): 2 clusters Score: Raw -1277.908098 + Penalty 261.896195 = -1016.011903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.746111 sec): 3 clusters Score: Raw -1287.529722 + Penalty 533.044251 = -754.485471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.746921 sec): 2 clusters Score: Raw -11940.498665 + Penalty 525.895797 = -11414.602868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.747350 sec): 3 clusters Score: Raw -11918.695030 + Penalty 1051.773040 = -10866.921990 nChanged 8 SP:Iteration 1F (37.747776 sec): 3 clusters Score: Raw -11931.895757 + Penalty 1051.834279 = -10880.061478 nChanged 2 SP:Iteration 2Q (37.748197 sec): 3 clusters Score: Raw -11935.516834 + Penalty 1052.020759 = -10883.496075 nChanged 1 SP:Iteration 3Q (37.748621 sec): 3 clusters Score: Raw -11936.195059 + Penalty 1052.258605 = -10883.936454 nChanged 1 SP:Iteration 4Q (37.749041 sec): 3 clusters Score: Raw -11936.468192 + Penalty 1052.258605 = -10884.209587 nChanged 0 SP:Iteration 5F (37.749465 sec): 3 clusters Score: Raw -11936.468192 + Penalty 1052.258605 = -10884.209587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.749982 sec): 2 clusters Score: Raw -2245.389937 + Penalty 282.641881 = -1962.748056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.750233 sec): 3 clusters Score: Raw -2252.414542 + Penalty 567.275532 = -1685.139010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.750715 sec): 2 clusters Score: Raw -694.922280 + Penalty 201.801215 = -493.121065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.750932 sec): 3 clusters Score: Raw -688.789850 + Penalty 382.196643 = -306.593207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.751477 sec): 2 clusters Score: Raw -1740.600990 + Penalty 432.809215 = -1307.791774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.751751 sec): 3 clusters Score: Raw -2192.301056 + Penalty 867.666198 = -1324.634859 nChanged 0 Score: Raw -2726155.492707 + Penalty 225673.243258 = -2500482.249450 Splitting cluster 44 changes total score from -2484279.933671 to -2500482.249450 So it's getting split into cluster 99. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.702247 sec): 2 clusters Score: Raw -842.733294 + Penalty 234.884574 = -607.848720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.702497 sec): 3 clusters Score: Raw -860.871661 + Penalty 477.810665 = -383.060997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.703195 sec): 2 clusters Score: Raw -6765.403484 + Penalty 355.251253 = -6410.152230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.703543 sec): 3 clusters Score: Raw -6752.456969 + Penalty 711.005595 = -6041.451374 nChanged 9 SP:Iteration 1F (40.703885 sec): 3 clusters Score: Raw -6773.996791 + Penalty 710.700246 = -6063.296545 nChanged 3 SP:Iteration 2Q (40.704223 sec): 3 clusters Score: Raw -6783.607889 + Penalty 710.700246 = -6072.907643 nChanged 0 SP:Iteration 3F (40.704598 sec): 3 clusters Score: Raw -6783.607889 + Penalty 710.700246 = -6072.907643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.705129 sec): 2 clusters Score: Raw -1977.929930 + Penalty 321.281268 = -1656.648662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.705374 sec): 3 clusters Score: Raw -1984.554037 + Penalty 652.026949 = -1332.527088 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 (40.705845 sec): 2 clusters Score: Raw -523.394084 + Penalty 222.988484 = -300.405600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.706063 sec): 3 clusters Score: Raw -507.284020 + Penalty 447.639085 = -59.644935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.706535 sec): 2 clusters Score: Raw -382.039255 + Penalty 111.612595 = -270.426660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.706746 sec): 3 clusters Score: Raw -378.500012 + Penalty 223.225191 = -155.274822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.707326 sec): 2 clusters Score: Raw -4333.809271 + Penalty 363.550985 = -3970.258286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.707622 sec): 3 clusters Score: Raw -4336.459644 + Penalty 730.098843 = -3606.360801 nChanged 1 SP:Iteration 1Q (40.707912 sec): 3 clusters Score: Raw -4338.585120 + Penalty 737.439346 = -3601.145775 nChanged 3 SP:Iteration 2F (40.708203 sec): 3 clusters Score: Raw -4344.454184 + Penalty 743.689143 = -3600.765041 nChanged 2 SP:Iteration 3F (40.708492 sec): 3 clusters Score: Raw -4349.790071 + Penalty 743.689143 = -3606.100928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.708988 sec): 2 clusters Score: Raw -1466.119119 + Penalty 319.910312 = -1146.208807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.709225 sec): 3 clusters Score: Raw -1499.737751 + Penalty 642.259114 = -857.478637 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 (40.709699 sec): 2 clusters Score: Raw -645.660547 + Penalty 140.297427 = -505.363120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.709914 sec): 3 clusters Score: Raw -647.518453 + Penalty 230.697762 = -416.820691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.710387 sec): 2 clusters Score: Raw -586.779306 + Penalty 166.909106 = -419.870200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.710609 sec): 3 clusters Score: Raw -580.689871 + Penalty 333.818212 = -246.871659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.711152 sec): 2 clusters Score: Raw -2367.626378 + Penalty 258.187880 = -2109.438499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.711412 sec): 3 clusters Score: Raw -2412.654801 + Penalty 517.760918 = -1894.893883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.711911 sec): 2 clusters Score: Raw -1709.139538 + Penalty 340.074004 = -1369.065534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.712169 sec): 3 clusters Score: Raw -1719.874080 + Penalty 682.708958 = -1037.165122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.712650 sec): 2 clusters Score: Raw -866.186812 + Penalty 222.255337 = -643.931475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.712874 sec): 3 clusters Score: Raw -868.932471 + Penalty 441.246227 = -427.686244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.713441 sec): 2 clusters Score: Raw -3991.828287 + Penalty 488.130639 = -3503.697648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.713724 sec): 3 clusters Score: Raw -4071.406210 + Penalty 966.149992 = -3105.256218 nChanged 1 SP:Iteration 1Q (40.713997 sec): 3 clusters Score: Raw -4078.326080 + Penalty 966.149992 = -3112.176088 nChanged 0 SP:Iteration 2F (40.714275 sec): 3 clusters Score: Raw -4078.326080 + Penalty 966.149992 = -3112.176088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.715036 sec): 2 clusters Score: Raw -10527.971727 + Penalty 558.958752 = -9969.012975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.715457 sec): 3 clusters Score: Raw -10575.911651 + Penalty 1112.833960 = -9463.077691 nChanged 14 SP:Iteration 1F (40.715867 sec): 3 clusters Score: Raw -10605.538879 + Penalty 1107.814472 = -9497.724407 nChanged 5 SP:Iteration 2Q (40.716266 sec): 3 clusters Score: Raw -10615.731281 + Penalty 1105.864131 = -9509.867150 nChanged 3 SP:Iteration 3Q (40.716662 sec): 3 clusters Score: Raw -10619.463754 + Penalty 1104.347708 = -9515.116046 nChanged 2 SP:Iteration 4Q (40.717056 sec): 3 clusters Score: Raw -10622.873662 + Penalty 1104.347708 = -9518.525954 nChanged 0 SP:Iteration 5F (40.717465 sec): 3 clusters Score: Raw -10622.873662 + Penalty 1104.347708 = -9518.525954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.717964 sec): 2 clusters Score: Raw -1404.288622 + Penalty 303.044454 = -1101.244168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.718198 sec): 3 clusters Score: Raw -1417.314919 + Penalty 590.682394 = -826.632525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.718695 sec): 2 clusters Score: Raw -1633.983951 + Penalty 318.279433 = -1315.704518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.718932 sec): 3 clusters Score: Raw -1639.545584 + Penalty 631.320989 = -1008.224595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.719395 sec): 2 clusters Score: Raw -188.810696 + Penalty 50.483049 = -138.327647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.719589 sec): 2 clusters Score: Raw -188.810696 + Penalty 50.483049 = -138.327647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.720129 sec): 2 clusters Score: Raw -2916.908363 + Penalty 496.749215 = -2420.159147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.720389 sec): 3 clusters Score: Raw -2965.025208 + Penalty 993.501568 = -1971.523640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.720841 sec): 2 clusters Score: Raw -331.189620 + Penalty 19.408121 = -311.781499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.721055 sec): 3 clusters Score: Raw -341.214088 + Penalty 38.816242 = -302.397846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.721536 sec): 2 clusters Score: Raw -927.058254 + Penalty 218.537348 = -708.520906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.721754 sec): 3 clusters Score: Raw -934.669135 + Penalty 335.091730 = -599.577404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.722228 sec): 2 clusters Score: Raw -615.434385 + Penalty 119.258031 = -496.176354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.722448 sec): 3 clusters Score: Raw -627.155551 + Penalty 244.094063 = -383.061488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.722913 sec): 2 clusters Score: Raw -309.465424 + Penalty 137.314037 = -172.151387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.723107 sec): 2 clusters Score: Raw -309.465424 + Penalty 137.314037 = -172.151387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.723663 sec): 2 clusters Score: Raw -3714.574542 + Penalty 477.354478 = -3237.220064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.723942 sec): 3 clusters Score: Raw -3759.751608 + Penalty 953.596544 = -2806.155064 nChanged 1 SP:Iteration 1Q (40.724210 sec): 3 clusters Score: Raw -3764.232620 + Penalty 953.596544 = -2810.636076 nChanged 0 SP:Iteration 2F (40.724484 sec): 3 clusters Score: Raw -3764.232620 + Penalty 953.596544 = -2810.636076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.724978 sec): 2 clusters Score: Raw -1180.110428 + Penalty 251.087428 = -929.023000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.725209 sec): 3 clusters Score: Raw -1191.107491 + Penalty 502.174855 = -688.932635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.725690 sec): 2 clusters Score: Raw -995.596287 + Penalty 263.116571 = -732.479716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.725917 sec): 3 clusters Score: Raw -1000.417403 + Penalty 527.316114 = -473.101288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.726538 sec): 2 clusters Score: Raw -6217.629753 + Penalty 574.462046 = -5643.167706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.726868 sec): 3 clusters Score: Raw -6302.861426 + Penalty 1149.083957 = -5153.777470 nChanged 2 SP:Iteration 1Q (40.727174 sec): 3 clusters Score: Raw -6317.114087 + Penalty 1149.083957 = -5168.030130 nChanged 0 SP:Iteration 2F (40.727491 sec): 3 clusters Score: Raw -6317.114087 + Penalty 1149.083957 = -5168.030130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.728055 sec): 2 clusters Score: Raw -4231.240601 + Penalty 583.345987 = -3647.894613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.728341 sec): 3 clusters Score: Raw -4349.771717 + Penalty 1166.528938 = -3183.242780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.728861 sec): 2 clusters Score: Raw -1401.376750 + Penalty 210.695977 = -1190.680773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.729097 sec): 3 clusters Score: Raw -1423.312579 + Penalty 437.265916 = -986.046663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.729562 sec): 2 clusters Score: Raw -301.734156 + Penalty 135.018682 = -166.715474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.729772 sec): 3 clusters Score: Raw -292.319210 + Penalty 255.408824 = -36.910386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.730262 sec): 2 clusters Score: Raw -1254.409356 + Penalty 252.163273 = -1002.246084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.730494 sec): 3 clusters Score: Raw -1256.761005 + Penalty 478.885323 = -777.875682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.730993 sec): 2 clusters Score: Raw -1693.605495 + Penalty 269.736530 = -1423.868965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.731232 sec): 3 clusters Score: Raw -1704.257487 + Penalty 542.150697 = -1162.106789 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 (40.731707 sec): 2 clusters Score: Raw -836.599553 + Penalty 269.990657 = -566.608896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.731930 sec): 3 clusters Score: Raw -825.736750 + Penalty 534.145506 = -291.591244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.732456 sec): 2 clusters Score: Raw -2616.523241 + Penalty 336.491941 = -2280.031300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.732715 sec): 3 clusters Score: Raw -2651.422609 + Penalty 672.999751 = -1978.422858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.733206 sec): 2 clusters Score: Raw -1239.835007 + Penalty 222.815972 = -1017.019035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.733436 sec): 3 clusters Score: Raw -1258.416664 + Penalty 441.753571 = -816.663092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.733931 sec): 2 clusters Score: Raw -1433.937460 + Penalty 283.016625 = -1150.920835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.734166 sec): 3 clusters Score: Raw -1454.402799 + Penalty 562.575490 = -891.827309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.734646 sec): 2 clusters Score: Raw -876.254417 + Penalty 209.750314 = -666.504103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.734871 sec): 3 clusters Score: Raw -875.081263 + Penalty 378.371271 = -496.709993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.735353 sec): 2 clusters Score: Raw -1008.045708 + Penalty 283.627015 = -724.418693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.735579 sec): 3 clusters Score: Raw -1017.196131 + Penalty 567.254031 = -449.942100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.736072 sec): 2 clusters Score: Raw -678.139352 + Penalty 224.127960 = -454.011391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.736293 sec): 3 clusters Score: Raw -693.744260 + Penalty 439.266942 = -254.477318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.736764 sec): 2 clusters Score: Raw -559.945980 + Penalty 125.600040 = -434.345940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.736975 sec): 3 clusters Score: Raw -562.282521 + Penalty 209.924235 = -352.358286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.737470 sec): 2 clusters Score: Raw -1380.834622 + Penalty 263.280631 = -1117.553992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.737704 sec): 3 clusters Score: Raw -1378.689353 + Penalty 536.898404 = -841.790949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.738179 sec): 2 clusters Score: Raw -679.134379 + Penalty 188.086393 = -491.047987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.738398 sec): 3 clusters Score: Raw -673.637165 + Penalty 387.607197 = -286.029967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.738894 sec): 2 clusters Score: Raw -1499.478398 + Penalty 267.786589 = -1231.691809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.739132 sec): 3 clusters Score: Raw -1533.849726 + Penalty 544.215398 = -989.634328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.739618 sec): 2 clusters Score: Raw -1192.031462 + Penalty 228.371815 = -963.659647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.739848 sec): 3 clusters Score: Raw -1188.685176 + Penalty 455.695462 = -732.989714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.740324 sec): 2 clusters Score: Raw -784.452269 + Penalty 210.804867 = -573.647402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.740547 sec): 3 clusters Score: Raw -785.025431 + Penalty 413.073303 = -371.952128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.741016 sec): 2 clusters Score: Raw -467.462319 + Penalty 73.639363 = -393.822955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.741230 sec): 3 clusters Score: Raw -463.018418 + Penalty 142.301225 = -320.717193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.741702 sec): 2 clusters Score: Raw -523.727918 + Penalty 210.114408 = -313.613509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.741915 sec): 3 clusters Score: Raw -514.809430 + Penalty 210.114408 = -304.695021 nChanged 1 SP:Iteration 1F (40.742110 sec): 2 clusters Score: Raw -523.727918 + Penalty 210.114408 = -313.613509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.742584 sec): 2 clusters Score: Raw -718.933777 + Penalty 238.144734 = -480.789042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.742823 sec): 3 clusters Score: Raw -709.263120 + Penalty 479.929779 = -229.333341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.743289 sec): 2 clusters Score: Raw -398.093747 + Penalty 163.863798 = -234.229949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.743502 sec): 3 clusters Score: Raw -389.023855 + Penalty 335.125365 = -53.898490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.744004 sec): 2 clusters Score: Raw -1776.562919 + Penalty 306.009175 = -1470.553743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.744244 sec): 3 clusters Score: Raw -1788.331975 + Penalty 605.576357 = -1182.755618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.744731 sec): 2 clusters Score: Raw -1173.298123 + Penalty 280.215945 = -893.082178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.744962 sec): 3 clusters Score: Raw -1188.394398 + Penalty 495.950064 = -692.444334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.745443 sec): 2 clusters Score: Raw -874.992344 + Penalty 237.765455 = -637.226890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.745670 sec): 3 clusters Score: Raw -882.957271 + Penalty 478.392110 = -404.565161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.746198 sec): 2 clusters Score: Raw -2878.740967 + Penalty 479.380923 = -2399.360044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.746457 sec): 3 clusters Score: Raw -2933.717446 + Penalty 958.709227 = -1975.008219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.747088 sec): 2 clusters Score: Raw -6670.309730 + Penalty 503.679512 = -6166.630218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.747421 sec): 3 clusters Score: Raw -6695.826093 + Penalty 1007.788864 = -5688.037228 nChanged 3 SP:Iteration 1Q (40.747743 sec): 3 clusters Score: Raw -6705.209855 + Penalty 1007.641893 = -5697.567961 nChanged 2 SP:Iteration 2Q (40.748061 sec): 3 clusters Score: Raw -6712.159751 + Penalty 1007.359023 = -5704.800728 nChanged 1 SP:Iteration 3Q (40.748378 sec): 3 clusters Score: Raw -6716.139330 + Penalty 1007.359023 = -5708.780307 nChanged 0 SP:Iteration 4F (40.748705 sec): 3 clusters Score: Raw -6716.139330 + Penalty 1007.359023 = -5708.780307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.749181 sec): 2 clusters Score: Raw -574.421117 + Penalty 156.758313 = -417.662804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.749398 sec): 3 clusters Score: Raw -573.903304 + Penalty 328.857595 = -245.045709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.749876 sec): 2 clusters Score: Raw -783.335482 + Penalty 202.093089 = -581.242393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.750099 sec): 3 clusters Score: Raw -783.537128 + Penalty 405.024993 = -378.512135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.750576 sec): 2 clusters Score: Raw -856.639441 + Penalty 277.327148 = -579.312293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.750818 sec): 3 clusters Score: Raw -842.344920 + Penalty 554.205210 = -288.139710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.751291 sec): 2 clusters Score: Raw -624.863578 + Penalty 254.115169 = -370.748408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.751510 sec): 3 clusters Score: Raw -616.954966 + Penalty 508.230338 = -108.724628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.752029 sec): 2 clusters Score: Raw -2458.028623 + Penalty 331.770513 = -2126.258109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.752284 sec): 3 clusters Score: Raw -2467.954938 + Penalty 668.346068 = -1799.608870 nChanged 1 SP:Iteration 1Q (40.752532 sec): 3 clusters Score: Raw -2472.075875 + Penalty 668.346068 = -1803.729807 nChanged 0 SP:Iteration 2F (40.752783 sec): 3 clusters Score: Raw -2472.075875 + Penalty 668.346068 = -1803.729807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.753288 sec): 2 clusters Score: Raw -1884.836088 + Penalty 341.650739 = -1543.185349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.753529 sec): 3 clusters Score: Raw -1905.262847 + Penalty 681.430171 = -1223.832677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.754091 sec): 2 clusters Score: Raw -4213.249974 + Penalty 432.874424 = -3780.375550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.754381 sec): 3 clusters Score: Raw -4235.302480 + Penalty 866.020203 = -3369.282277 nChanged 1 SP:Iteration 1Q (40.754667 sec): 3 clusters Score: Raw -4241.662594 + Penalty 865.748848 = -3375.913746 nChanged 1 SP:Iteration 2Q (40.754950 sec): 3 clusters Score: Raw -4246.352278 + Penalty 865.748848 = -3380.603430 nChanged 0 SP:Iteration 3F (40.755236 sec): 3 clusters Score: Raw -4246.352278 + Penalty 865.748848 = -3380.603430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.755721 sec): 2 clusters Score: Raw -962.920444 + Penalty 313.556358 = -649.364086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.755944 sec): 3 clusters Score: Raw -947.847261 + Penalty 625.786790 = -322.060472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.756436 sec): 2 clusters Score: Raw -936.099779 + Penalty 307.844276 = -628.255503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.756669 sec): 3 clusters Score: Raw -1226.706683 + Penalty 615.688552 = -611.018131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.757175 sec): 2 clusters Score: Raw -1899.704123 + Penalty 362.467299 = -1537.236824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.757416 sec): 3 clusters Score: Raw -1931.094664 + Penalty 729.218173 = -1201.876491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.757909 sec): 2 clusters Score: Raw -1535.288732 + Penalty 361.028239 = -1174.260493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.758146 sec): 3 clusters Score: Raw -1549.057389 + Penalty 721.917825 = -827.139563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.758644 sec): 2 clusters Score: Raw -930.956183 + Penalty 265.942121 = -665.014063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.758873 sec): 3 clusters Score: Raw -925.836077 + Penalty 531.793291 = -394.042787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.759429 sec): 2 clusters Score: Raw -3430.550250 + Penalty 367.938298 = -3062.611953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.759705 sec): 3 clusters Score: Raw -3447.097825 + Penalty 736.188932 = -2710.908893 nChanged 2 SP:Iteration 1F (40.759979 sec): 3 clusters Score: Raw -3450.712311 + Penalty 736.038680 = -2714.673632 nChanged 1 SP:Iteration 2Q (40.760249 sec): 3 clusters Score: Raw -3453.818382 + Penalty 736.038680 = -2717.779702 nChanged 0 SP:Iteration 3F (40.760521 sec): 3 clusters Score: Raw -3453.818382 + Penalty 736.038680 = -2717.779702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.760998 sec): 2 clusters Score: Raw -684.802959 + Penalty 191.034443 = -493.768516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.761217 sec): 3 clusters Score: Raw -682.987427 + Penalty 368.740818 = -314.246610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.761725 sec): 2 clusters Score: Raw -2034.028350 + Penalty 377.884564 = -1656.143786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.761972 sec): 3 clusters Score: Raw -2063.018959 + Penalty 755.769129 = -1307.249831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.762439 sec): 2 clusters Score: Raw -370.708352 + Penalty 93.393450 = -277.314902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.762652 sec): 3 clusters Score: Raw -369.473614 + Penalty 186.786900 = -182.686715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.763174 sec): 2 clusters Score: Raw -2571.771361 + Penalty 418.387247 = -2153.384115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.763436 sec): 3 clusters Score: Raw -2613.466387 + Penalty 830.324506 = -1783.141881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.763909 sec): 2 clusters Score: Raw -483.611581 + Penalty 154.021345 = -329.590236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.764125 sec): 3 clusters Score: Raw -477.831540 + Penalty 314.511507 = -163.320033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.764632 sec): 2 clusters Score: Raw -1955.040891 + Penalty 295.055430 = -1659.985461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.764880 sec): 3 clusters Score: Raw -1960.636701 + Penalty 589.052978 = -1371.583723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.765398 sec): 2 clusters Score: Raw -2536.231433 + Penalty 414.408842 = -2121.822591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.765677 sec): 3 clusters Score: Raw -2563.698783 + Penalty 828.768378 = -1734.930405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 125 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.766165 sec): 2 clusters Score: Raw -1220.865585 + Penalty 349.812654 = -871.052931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.766394 sec): 3 clusters Score: Raw -1244.721722 + Penalty 707.997642 = -536.724080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.766860 sec): 2 clusters Score: Raw -380.579526 + Penalty 125.030388 = -255.549138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.767072 sec): 3 clusters Score: Raw -379.112897 + Penalty 250.060776 = -129.052121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.767544 sec): 2 clusters Score: Raw -564.639570 + Penalty 271.981847 = -292.657723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.767763 sec): 3 clusters Score: Raw -594.602716 + Penalty 538.961603 = -55.641113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.768250 sec): 2 clusters Score: Raw -1090.022449 + Penalty 261.853378 = -828.169071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.768478 sec): 3 clusters Score: Raw -1092.390678 + Penalty 534.731789 = -557.658889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.768971 sec): 2 clusters Score: Raw -1388.254765 + Penalty 288.882719 = -1099.372046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.769204 sec): 3 clusters Score: Raw -1401.642325 + Penalty 575.009998 = -826.632327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.769680 sec): 2 clusters Score: Raw -790.317148 + Penalty 209.969907 = -580.347241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.769901 sec): 3 clusters Score: Raw -789.334085 + Penalty 419.939815 = -369.394270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.770383 sec): 2 clusters Score: Raw -974.332221 + Penalty 229.241728 = -745.090494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.770606 sec): 3 clusters Score: Raw -973.224222 + Penalty 487.118882 = -486.105339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.771079 sec): 2 clusters Score: Raw -690.779781 + Penalty 208.281867 = -482.497914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.771299 sec): 3 clusters Score: Raw -689.341208 + Penalty 419.135167 = -270.206042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.771785 sec): 2 clusters Score: Raw -1242.352056 + Penalty 320.890861 = -921.461195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.772016 sec): 3 clusters Score: Raw -1244.324829 + Penalty 641.781723 = -602.543106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.772511 sec): 2 clusters Score: Raw -1479.508345 + Penalty 415.576505 = -1063.931840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.772764 sec): 3 clusters Score: Raw -1566.825120 + Penalty 831.034790 = -735.790331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.773227 sec): 2 clusters Score: Raw -306.665315 + Penalty 144.460657 = -162.204658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.773437 sec): 3 clusters Score: Raw -294.710048 + Penalty 288.640285 = -6.069763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.773920 sec): 2 clusters Score: Raw -982.217381 + Penalty 190.100501 = -792.116880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.774147 sec): 3 clusters Score: Raw -975.199260 + Penalty 380.201002 = -594.998257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.774671 sec): 2 clusters Score: Raw -1901.225808 + Penalty 430.966128 = -1470.259680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.774927 sec): 3 clusters Score: Raw -1926.971880 + Penalty 864.139510 = -1062.832371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.775417 sec): 2 clusters Score: Raw -521.015634 + Penalty 211.149618 = -309.866016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.775633 sec): 3 clusters Score: Raw -508.251916 + Penalty 451.197216 = -57.054700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.776188 sec): 2 clusters Score: Raw -3496.292748 + Penalty 402.308450 = -3093.984298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.776467 sec): 3 clusters Score: Raw -3517.000760 + Penalty 807.251799 = -2709.748962 nChanged 1 SP:Iteration 1Q (40.776732 sec): 3 clusters Score: Raw -3520.791210 + Penalty 807.251799 = -2713.539411 nChanged 0 SP:Iteration 2F (40.777002 sec): 3 clusters Score: Raw -3520.791210 + Penalty 807.251799 = -2713.539411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.777494 sec): 2 clusters Score: Raw -1119.166270 + Penalty 309.908451 = -809.257819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.777722 sec): 3 clusters Score: Raw -1125.705750 + Penalty 620.743201 = -504.962549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.778246 sec): 2 clusters Score: Raw -2688.943899 + Penalty 444.754336 = -2244.189563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.778504 sec): 3 clusters Score: Raw -2728.283600 + Penalty 888.568088 = -1839.715512 nChanged 1 SP:Iteration 1Q (40.778748 sec): 3 clusters Score: Raw -2733.038247 + Penalty 888.568088 = -1844.470159 nChanged 0 SP:Iteration 2F (40.779000 sec): 3 clusters Score: Raw -2733.038247 + Penalty 888.568088 = -1844.470159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.779498 sec): 2 clusters Score: Raw -1425.302967 + Penalty 314.854933 = -1110.448034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.779731 sec): 3 clusters Score: Raw -1433.462824 + Penalty 633.822268 = -799.640556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.780206 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.780387 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.780873 sec): 2 clusters Score: Raw -892.938767 + Penalty 221.277264 = -671.661502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.781097 sec): 3 clusters Score: Raw -884.121857 + Penalty 443.469180 = -440.652678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 148 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.781586 sec): 2 clusters Score: Raw -1082.839847 + Penalty 247.200816 = -835.639031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.781815 sec): 3 clusters Score: Raw -1085.291286 + Penalty 494.506730 = -590.784556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.782299 sec): 2 clusters Score: Raw -736.401549 + Penalty 183.212052 = -553.189496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.782522 sec): 3 clusters Score: Raw -851.203043 + Penalty 371.629828 = -479.573215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.783005 sec): 2 clusters Score: Raw -1000.969304 + Penalty 244.743240 = -756.226064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.783230 sec): 3 clusters Score: Raw -998.160379 + Penalty 490.514773 = -507.645605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.783704 sec): 2 clusters Score: Raw -611.186932 + Penalty 214.726788 = -396.460144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.783920 sec): 3 clusters Score: Raw -605.926892 + Penalty 411.847595 = -194.079297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 153 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.784391 sec): 2 clusters Score: Raw -523.768632 + Penalty 223.265280 = -300.503352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.784606 sec): 3 clusters Score: Raw -510.065945 + Penalty 450.814043 = -59.251902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.785099 sec): 2 clusters Score: Raw -1129.561590 + Penalty 299.849351 = -829.712239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.785328 sec): 3 clusters Score: Raw -1124.702329 + Penalty 597.705067 = -526.997262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.785782 sec): 2 clusters Score: Raw -91.119264 + Penalty 0.000000 = -91.119264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.785965 sec): 2 clusters Score: Raw -91.119264 + Penalty 0.000000 = -91.119264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.786434 sec): 2 clusters Score: Raw -474.734690 + Penalty 165.499991 = -309.234700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.786648 sec): 3 clusters Score: Raw -484.247417 + Penalty 317.845916 = -166.401501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.787149 sec): 2 clusters Score: Raw -785.787117 + Penalty 214.490213 = -571.296904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.787372 sec): 3 clusters Score: Raw -781.874149 + Penalty 424.249632 = -357.624516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.787820 sec): 2 clusters Score: Raw -171.314465 + Penalty 3.465736 = -167.848729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.788001 sec): 2 clusters Score: Raw -171.314465 + Penalty 3.465736 = -167.848729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.788487 sec): 2 clusters Score: Raw -1166.630581 + Penalty 358.767873 = -807.862708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.788715 sec): 3 clusters Score: Raw -1165.033834 + Penalty 708.119652 = -456.914182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.789195 sec): 2 clusters Score: Raw -797.433457 + Penalty 227.743339 = -569.690118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.789420 sec): 3 clusters Score: Raw -790.516239 + Penalty 459.757893 = -330.758346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.789897 sec): 2 clusters Score: Raw -621.331553 + Penalty 228.570055 = -392.761498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.790117 sec): 3 clusters Score: Raw -609.871558 + Penalty 457.140109 = -152.731449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.790582 sec): 2 clusters Score: Raw -307.588852 + Penalty 145.906086 = -161.682766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.790778 sec): 2 clusters Score: Raw -307.588852 + Penalty 145.906086 = -161.682766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.791249 sec): 2 clusters Score: Raw -510.130962 + Penalty 198.629159 = -311.501803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.791466 sec): 3 clusters Score: Raw -499.854279 + Penalty 398.437686 = -101.416593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 165 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.791943 sec): 2 clusters Score: Raw -822.447674 + Penalty 250.121130 = -572.326544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.792165 sec): 3 clusters Score: Raw -810.855064 + Penalty 514.888607 = -295.966457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 166 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.792642 sec): 2 clusters Score: Raw -615.592149 + Penalty 199.445534 = -416.146614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.792843 sec): 2 clusters Score: Raw -615.592149 + Penalty 199.445534 = -416.146614 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 (40.793317 sec): 2 clusters Score: Raw -578.725003 + Penalty 167.300791 = -411.424212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.793539 sec): 3 clusters Score: Raw -578.309157 + Penalty 334.601582 = -243.707575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.794053 sec): 2 clusters Score: Raw -872.364589 + Penalty 223.323328 = -649.041261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.794276 sec): 3 clusters Score: Raw -875.726287 + Penalty 452.071756 = -423.654531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.794747 sec): 2 clusters Score: Raw -509.670237 + Penalty 182.423045 = -327.247192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.794963 sec): 3 clusters Score: Raw -500.591304 + Penalty 182.423045 = -318.168259 nChanged 1 SP:Iteration 1F (40.795158 sec): 2 clusters Score: Raw -509.670237 + Penalty 182.423045 = -327.247192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 172 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.795632 sec): 2 clusters Score: Raw -745.052879 + Penalty 279.315458 = -465.737421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.795851 sec): 3 clusters Score: Raw -727.526248 + Penalty 560.994378 = -166.531869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.796333 sec): 2 clusters Score: Raw -915.950415 + Penalty 261.689802 = -654.260612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.796556 sec): 3 clusters Score: Raw -908.453391 + Penalty 530.857054 = -377.596337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 174 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.797033 sec): 2 clusters Score: Raw -716.980476 + Penalty 239.134219 = -477.846257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.797253 sec): 3 clusters Score: Raw -707.888032 + Penalty 480.162481 = -227.725551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.797712 sec): 2 clusters Score: Raw -91.395765 + Penalty 0.000000 = -91.395765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.797907 sec): 2 clusters Score: Raw -91.395765 + Penalty 0.000000 = -91.395765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 176 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.798414 sec): 2 clusters Score: Raw -1832.279687 + Penalty 428.707761 = -1403.571926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.798652 sec): 3 clusters Score: Raw -1834.735332 + Penalty 858.077627 = -976.657705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.799117 sec): 2 clusters Score: Raw -302.745822 + Penalty 132.763937 = -169.981885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.799311 sec): 2 clusters Score: Raw -302.745822 + Penalty 132.763937 = -169.981885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 178 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.799775 sec): 2 clusters Score: Raw -395.279277 + Penalty 133.461194 = -261.818083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.799989 sec): 3 clusters Score: Raw -385.189617 + Penalty 266.922388 = -118.267229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 179 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.800476 sec): 2 clusters Score: Raw -1239.423670 + Penalty 326.259303 = -913.164367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.800729 sec): 3 clusters Score: Raw -1245.290700 + Penalty 654.358042 = -590.932657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.801190 sec): 2 clusters Score: Raw -197.878125 + Penalty 76.364784 = -121.513341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.801398 sec): 3 clusters Score: Raw -188.207602 + Penalty 152.729569 = -35.478033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.801858 sec): 2 clusters Score: Raw -198.784037 + Penalty 75.524869 = -123.259168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.802065 sec): 3 clusters Score: Raw -187.664944 + Penalty 151.049738 = -36.615206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 182 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.802544 sec): 2 clusters Score: Raw -601.572645 + Penalty 203.907483 = -397.665162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.802763 sec): 3 clusters Score: Raw -596.440422 + Penalty 408.727837 = -187.712585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.803235 sec): 2 clusters Score: Raw -523.324874 + Penalty 215.387544 = -307.937330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.803450 sec): 3 clusters Score: Raw -509.752405 + Penalty 429.319727 = -80.432678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 186 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.803931 sec): 2 clusters Score: Raw -882.851445 + Penalty 227.858745 = -654.992700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.804156 sec): 3 clusters Score: Raw -880.284606 + Penalty 444.632679 = -435.651927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.804616 sec): 2 clusters Score: Raw -89.652289 + Penalty 0.000000 = -89.652289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.804807 sec): 2 clusters Score: Raw -89.652289 + Penalty 0.000000 = -89.652289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.805291 sec): 2 clusters Score: Raw -832.172220 + Penalty 286.732293 = -545.439927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.805518 sec): 3 clusters Score: Raw -822.563666 + Penalty 581.293561 = -241.270105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.806003 sec): 2 clusters Score: Raw -789.473938 + Penalty 200.216680 = -589.257258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.806226 sec): 3 clusters Score: Raw -785.068108 + Penalty 428.387092 = -356.681016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.806717 sec): 2 clusters Score: Raw -1039.516493 + Penalty 296.343324 = -743.173170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.806946 sec): 3 clusters Score: Raw -1033.721727 + Penalty 587.197163 = -446.524564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.807434 sec): 2 clusters Score: Raw -827.530502 + Penalty 267.509730 = -560.020772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.807691 sec): 3 clusters Score: Raw -818.257574 + Penalty 539.061464 = -279.196110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.808168 sec): 2 clusters Score: Raw -300.244680 + Penalty 123.723852 = -176.520829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.808382 sec): 3 clusters Score: Raw -290.797330 + Penalty 243.767455 = -47.029875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.808860 sec): 2 clusters Score: Raw -516.033592 + Penalty 213.404030 = -302.629562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.809060 sec): 2 clusters Score: Raw -516.033592 + Penalty 213.404030 = -302.629562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.809546 sec): 2 clusters Score: Raw -857.178280 + Penalty 295.418827 = -561.759453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.809769 sec): 3 clusters Score: Raw -843.573121 + Penalty 586.770960 = -256.802160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 198 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.810268 sec): 2 clusters Score: Raw -1206.657691 + Penalty 298.298167 = -908.359524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.810500 sec): 3 clusters Score: Raw -1218.458625 + Penalty 597.025026 = -621.433598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 199 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.810984 sec): 2 clusters Score: Raw -696.920920 + Penalty 205.590078 = -491.330842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.811207 sec): 3 clusters Score: Raw -688.415919 + Penalty 409.631315 = -278.784604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.811685 sec): 2 clusters Score: Raw -515.270327 + Penalty 193.296666 = -321.973661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.811901 sec): 3 clusters Score: Raw -507.412559 + Penalty 193.296666 = -314.115893 nChanged 1 SP:Iteration 1F (40.812099 sec): 2 clusters Score: Raw -515.270327 + Penalty 193.296666 = -321.973661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.812573 sec): 2 clusters Score: Raw -279.346238 + Penalty 79.395294 = -199.950944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.812791 sec): 3 clusters Score: Raw -278.562300 + Penalty 164.860313 = -113.701987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 203 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.813280 sec): 2 clusters Score: Raw -806.730437 + Penalty 250.050318 = -556.680119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.813503 sec): 3 clusters Score: Raw -805.188622 + Penalty 514.960257 = -290.228365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.813974 sec): 2 clusters Score: Raw -484.142570 + Penalty 138.497275 = -345.645294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.814189 sec): 3 clusters Score: Raw -482.806159 + Penalty 277.980194 = -204.825965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.814680 sec): 2 clusters Score: Raw -406.022683 + Penalty 169.359445 = -236.663238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.814897 sec): 3 clusters Score: Raw -394.566154 + Penalty 338.718889 = -55.847265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.815377 sec): 2 clusters Score: Raw -907.941779 + Penalty 248.929227 = -659.012553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.815603 sec): 3 clusters Score: Raw -901.830016 + Penalty 490.163298 = -411.666719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.816065 sec): 2 clusters Score: Raw -298.213586 + Penalty 109.277478 = -188.936108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.816260 sec): 2 clusters Score: Raw -298.213586 + Penalty 109.277478 = -188.936108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.816728 sec): 2 clusters Score: Raw -512.667227 + Penalty 180.923350 = -331.743877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.816944 sec): 3 clusters Score: Raw -497.154903 + Penalty 361.949912 = -135.204991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.817406 sec): 2 clusters Score: Raw -307.595330 + Penalty 149.329467 = -158.265863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.817601 sec): 2 clusters Score: Raw -307.595330 + Penalty 149.329467 = -158.265863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.818087 sec): 2 clusters Score: Raw -1061.727726 + Penalty 315.780907 = -745.946819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.818314 sec): 3 clusters Score: Raw -1052.430327 + Penalty 636.953729 = -415.476597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.818789 sec): 2 clusters Score: Raw -631.919508 + Penalty 239.535180 = -392.384328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.819007 sec): 3 clusters Score: Raw -616.847401 + Penalty 479.070360 = -137.777041 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 (40.819479 sec): 2 clusters Score: Raw -612.605540 + Penalty 212.308718 = -400.296822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.819696 sec): 3 clusters Score: Raw -601.837702 + Penalty 434.120185 = -167.717517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.820167 sec): 2 clusters Score: Raw -597.992882 + Penalty 178.042055 = -419.950826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.820383 sec): 3 clusters Score: Raw -588.998672 + Penalty 367.760529 = -221.238142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 217 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.820869 sec): 2 clusters Score: Raw -1239.680963 + Penalty 331.002026 = -908.678937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.821099 sec): 3 clusters Score: Raw -1244.658556 + Penalty 662.004052 = -582.654505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 219 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.821586 sec): 2 clusters Score: Raw -504.637868 + Penalty 190.206331 = -314.431537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.821801 sec): 3 clusters Score: Raw -493.994899 + Penalty 372.803411 = -121.191487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.822276 sec): 2 clusters Score: Raw -605.588394 + Penalty 199.715571 = -405.872823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.822493 sec): 3 clusters Score: Raw -598.027469 + Penalty 399.586598 = -198.440871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 223 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.822959 sec): 2 clusters Score: Raw -303.873067 + Penalty 145.346977 = -158.526091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.823169 sec): 3 clusters Score: Raw -294.112929 + Penalty 284.765467 = -9.347461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 224 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.823634 sec): 2 clusters Score: Raw -411.274680 + Penalty 175.703464 = -235.571216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.823846 sec): 3 clusters Score: Raw -400.539121 + Penalty 345.173984 = -55.365137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.824307 sec): 2 clusters Score: Raw -200.335512 + Penalty 83.653481 = -116.682031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.824500 sec): 2 clusters Score: Raw -200.335512 + Penalty 83.653481 = -116.682031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.824966 sec): 2 clusters Score: Raw -302.165627 + Penalty 124.081183 = -178.084444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.825161 sec): 2 clusters Score: Raw -302.165627 + Penalty 124.081183 = -178.084444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 228 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.825638 sec): 2 clusters Score: Raw -717.043556 + Penalty 93.061501 = -623.982055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.825855 sec): 3 clusters Score: Raw -719.740351 + Penalty 206.074654 = -513.665697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.826315 sec): 2 clusters Score: Raw -201.432443 + Penalty 93.558326 = -107.874118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.826510 sec): 2 clusters Score: Raw -201.432443 + Penalty 93.558326 = -107.874118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.826967 sec): 2 clusters Score: Raw -94.779925 + Penalty 0.000000 = -94.779925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.827157 sec): 2 clusters Score: Raw -94.779925 + Penalty 0.000000 = -94.779925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.827611 sec): 2 clusters Score: Raw -95.814850 + Penalty 0.000000 = -95.814850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.827800 sec): 2 clusters Score: Raw -95.814850 + Penalty 0.000000 = -95.814850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.828271 sec): 2 clusters Score: Raw -94.031182 + Penalty 0.000000 = -94.031182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.828460 sec): 2 clusters Score: Raw -94.031182 + Penalty 0.000000 = -94.031182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.828909 sec): 2 clusters Score: Raw -88.489669 + Penalty 0.000000 = -88.489669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.829094 sec): 2 clusters Score: Raw -88.489669 + Penalty 0.000000 = -88.489669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.829549 sec): 2 clusters Score: Raw -94.365457 + Penalty 0.000000 = -94.365457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.829739 sec): 2 clusters Score: Raw -94.365457 + Penalty 0.000000 = -94.365457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 243 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.830188 sec): 2 clusters Score: Raw -93.061272 + Penalty 0.000000 = -93.061272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.830373 sec): 2 clusters Score: Raw -93.061272 + Penalty 0.000000 = -93.061272 nChanged 0 Deleting Class 109 (9 points): Lose 56.054600 but Gain 1475.654638 Iteration 20F (43.853030 sec): 210 clusters Score: Raw -2708165.109426 + Penalty 224229.535531 = -2483935.573894 nChanged 137 Deleting Class 160 (11 points): Lose 128.969904 but Gain 1547.130325 Iteration 21F (46.813196 sec): 209 clusters Score: Raw -2708096.200720 + Penalty 222795.699875 = -2485300.500845 nChanged 103 Deleting Class 172 (7 points): Lose 66.361681 but Gain 1484.279715 Iteration 22Q (47.017329 sec): 208 clusters Score: Raw -2708116.620322 + Penalty 221343.110041 = -2486773.510281 nChanged 91 Deleting Class 196 (8 points): Lose 58.458249 but Gain 1469.044725 Iteration 23Q (47.223762 sec): 207 clusters Score: Raw -2708120.312983 + Penalty 219924.273401 = -2488196.039583 nChanged 111 Deleting Class 176 (18 points): Lose 158.026169 but Gain 1565.505527 Iteration 24Q (47.428072 sec): 206 clusters Score: Raw -2708048.665228 + Penalty 218496.245483 = -2489552.419746 nChanged 139 Deleting Class 153 (5 points): Lose 32.940837 but Gain 1434.466891 Iteration 25Q (47.634125 sec): 205 clusters Score: Raw -2708150.421702 + Penalty 216934.769126 = -2491215.652577 nChanged 87 Deleting Class 140 (18 points): Lose 144.643642 but Gain 1541.817595 Iteration 26Q (47.836945 sec): 203 clusters Score: Raw -2708039.396834 + Penalty 215464.958146 = -2492574.438688 nChanged 101 Deleting Class 48 (6 points): Lose 67.241632 but Gain 1457.162633 Iteration 27Q (48.037904 sec): 202 clusters Score: Raw -2708062.546770 + Penalty 214083.366303 = -2493979.180467 nChanged 82 Deleting Class 62 (29 points): Lose 153.263372 but Gain 1542.211821 Iteration 28Q (48.234307 sec): 201 clusters Score: Raw -2707968.535750 + Penalty 212742.518028 = -2495226.017721 nChanged 94 Deleting Class 71 (46 points): Lose 245.366083 but Gain 1622.464569 Iteration 29Q (48.430740 sec): 200 clusters Score: Raw -2707837.392907 + Penalty 211285.635102 = -2496551.757806 nChanged 100 Deleting Class 230 (2 points): Lose 23.862859 but Gain 1395.727208 Iteration 30F (51.233597 sec): 199 clusters Score: Raw -2707955.887409 + Penalty 209941.227174 = -2498014.660234 nChanged 63 Deleting Class 211 (3 points): Lose 35.753011 but Gain 1405.544582 Iteration 31Q (51.427772 sec): 198 clusters Score: Raw -2707971.188619 + Penalty 208585.398457 = -2499385.790162 nChanged 69 Deleting Class 212 (11 points): Lose 71.745981 but Gain 1433.469096 Iteration 32Q (51.621296 sec): 197 clusters Score: Raw -2707925.692756 + Penalty 207269.609464 = -2500656.083292 nChanged 68 Deleting Class 163 (3 points): Lose 14.832493 but Gain 1373.322450 Iteration 33Q (51.813538 sec): 196 clusters Score: Raw -2707962.227184 + Penalty 205945.299418 = -2502016.927766 nChanged 59 Deleting Class 223 (3 points): Lose 13.799093 but Gain 1368.059902 Iteration 34Q (52.003250 sec): 195 clusters Score: Raw -2707981.172457 + Penalty 204739.263320 = -2503241.909137 nChanged 74 Deleting Class 26 (47 points): Lose 281.090506 but Gain 1633.650358 Iteration 35Q (52.194267 sec): 194 clusters Score: Raw -2707745.699749 + Penalty 203478.564601 = -2504267.135148 nChanged 108 Deleting Class 189 (8 points): Lose 75.144787 but Gain 1425.848740 Iteration 36Q (52.392682 sec): 193 clusters Score: Raw -2707803.461074 + Penalty 202113.451681 = -2505690.009393 nChanged 59 Deleting Class 213 (6 points): Lose 35.661584 but Gain 1382.398209 Iteration 37Q (52.586580 sec): 192 clusters Score: Raw -2707827.847428 + Penalty 200771.530900 = -2507056.316529 nChanged 42 Deleting Class 185 (5 points): Lose 39.301849 but Gain 1383.852879 Iteration 38Q (52.773121 sec): 191 clusters Score: Raw -2707810.597331 + Penalty 199424.216434 = -2508386.380897 nChanged 41 Deleting Class 238 (1 points): Lose 0.227580 but Gain 1343.531432 Iteration 39Q (52.962844 sec): 190 clusters Score: Raw -2707835.297749 + Penalty 198105.307260 = -2509729.990489 nChanged 30 Deleting Class 125 (12 points): Lose 115.696313 but Gain 1455.690344 Iteration 40F (55.625387 sec): 189 clusters Score: Raw -2707745.465499 + Penalty 196807.727139 = -2510937.738360 nChanged 46 Deleting Class 138 (3 points): Lose 23.654497 but Gain 1359.717537 Iteration 41Q (55.814197 sec): 188 clusters Score: Raw -2707855.515702 + Penalty 195741.343026 = -2512114.172676 nChanged 26 Deleting Class 195 (5 points): Lose 37.122062 but Gain 1371.108910 Iteration 42Q (55.994413 sec): 187 clusters Score: Raw -2707858.102401 + Penalty 194397.262048 = -2513460.840354 nChanged 22 Deleting Class 76 (10 points): Lose 54.658270 but Gain 1388.173542 Iteration 43Q (56.175881 sec): 186 clusters Score: Raw -2707819.947267 + Penalty 193042.546733 = -2514777.400534 nChanged 22 Deleting Class 91 (5 points): Lose 20.479535 but Gain 1349.973276 Iteration 44Q (56.356459 sec): 185 clusters Score: Raw -2707825.403493 + Penalty 191728.000252 = -2516097.403241 nChanged 13 Deleting Class 103 (8 points): Lose 55.431628 but Gain 1379.079280 Iteration 45Q (56.533697 sec): 184 clusters Score: Raw -2707788.820020 + Penalty 190366.912921 = -2517421.907098 nChanged 15 Deleting Class 141 (6 points): Lose 58.169143 but Gain 1380.400033 Iteration 46Q (56.712569 sec): 183 clusters Score: Raw -2707753.553127 + Penalty 189040.144088 = -2518713.409040 nChanged 9 Deleting Class 104 (6 points): Lose 145.368215 but Gain 1466.541801 Iteration 47Q (56.888931 sec): 182 clusters Score: Raw -2707631.619289 + Penalty 187593.260707 = -2520038.358581 nChanged 10 Deleting Class 97 (28 points): Lose 177.009439 but Gain 1486.673763 Iteration 48Q (57.064141 sec): 181 clusters Score: Raw -2707485.150184 + Penalty 186135.917517 = -2521349.232667 nChanged 28 Deleting Class 38 (39 points): Lose 184.757986 but Gain 1483.495332 Iteration 49Q (57.241121 sec): 180 clusters Score: Raw -2707389.591766 + Penalty 184806.527918 = -2522583.063848 nChanged 43 Deleting Class 113 (15 points): Lose 83.374337 but Gain 1378.567469 Iteration 50F (59.770194 sec): 179 clusters Score: Raw -2707415.346088 + Penalty 183451.199214 = -2523964.146874 nChanged 31 Deleting Class 144 (29 points): Lose 127.277909 but Gain 1422.892118 Iteration 51Q (59.949287 sec): 178 clusters Score: Raw -2707356.477635 + Penalty 182034.383638 = -2525322.093998 nChanged 39 Deleting Class 191 (13 points): Lose 85.302766 but Gain 1379.071107 Iteration 52Q (60.125237 sec): 177 clusters Score: Raw -2707340.431297 + Penalty 180845.838351 = -2526494.592945 nChanged 27 Deleting Class 193 (10 points): Lose 58.050911 but Gain 1351.434914 Iteration 53Q (60.300050 sec): 176 clusters Score: Raw -2707349.586195 + Penalty 179514.608998 = -2527834.977197 nChanged 17 Deleting Class 224 (5 points): Lose 39.449560 but Gain 1328.888526 Iteration 54Q (60.474915 sec): 175 clusters Score: Raw -2707338.721574 + Penalty 178187.680319 = -2529151.041255 nChanged 12 Deleting Class 136 (13 points): Lose 68.840920 but Gain 1353.236115 Iteration 55Q (60.655082 sec): 174 clusters Score: Raw -2707292.640033 + Penalty 176904.157364 = -2530388.482668 nChanged 19 Deleting Class 217 (13 points): Lose 101.602187 but Gain 1385.284519 Iteration 56Q (60.829723 sec): 173 clusters Score: Raw -2707230.497983 + Penalty 175485.248258 = -2531745.249725 nChanged 17 Deleting Class 66 (3 points): Lose 17.413609 but Gain 1292.450879 Iteration 57Q (61.003265 sec): 172 clusters Score: Raw -2707248.630726 + Penalty 174223.155981 = -2533025.474746 nChanged 6 Deleting Class 162 (6 points): Lose 47.879648 but Gain 1319.116607 Iteration 58Q (61.174465 sec): 171 clusters Score: Raw -2707219.291903 + Penalty 172959.676010 = -2534259.615893 nChanged 7 Deleting Class 174 (8 points): Lose 34.829722 but Gain 1297.704910 Iteration 59Q (61.344763 sec): 170 clusters Score: Raw -2707204.863142 + Penalty 171705.910933 = -2535498.952208 nChanged 10 Deleting Class 179 (12 points): Lose 94.496867 but Gain 1357.676780 Iteration 60F (63.741177 sec): 169 clusters Score: Raw -2707132.522333 + Penalty 170367.452635 = -2536765.069698 nChanged 14 Deleting Class 73 (3 points): Lose 9.679420 but Gain 1270.846142 Iteration 61Q (63.910384 sec): 168 clusters Score: Raw -2707147.919291 + Penalty 169100.441609 = -2538047.477682 nChanged 7 Deleting Class 81 (13 points): Lose 55.432394 but Gain 1310.827614 Iteration 62Q (64.080885 sec): 167 clusters Score: Raw -2707106.417446 + Penalty 167805.171299 = -2539301.246146 nChanged 15 Deleting Class 164 (5 points): Lose 23.155480 but Gain 1276.181196 Iteration 63Q (64.249791 sec): 166 clusters Score: Raw -2707113.932480 + Penalty 166538.900966 = -2540575.031514 nChanged 7 Deleting Class 242 (1 points): Lose 4.533213 but Gain 1251.414555 Iteration 64Q (64.425068 sec): 165 clusters Score: Raw -2707124.095604 + Penalty 165300.528301 = -2541823.567303 nChanged 4 Deleting Class 67 (43 points): Lose 148.273959 but Gain 1394.562722 Iteration 65Q (64.596851 sec): 164 clusters Score: Raw -2706979.073232 + Penalty 164053.504469 = -2542925.568763 nChanged 44 Deleting Class 137 (14 points): Lose 340.812094 but Gain 1582.731769 Iteration 66Q (64.772885 sec): 163 clusters Score: Raw -2706721.004534 + Penalty 162550.712740 = -2544170.291794 nChanged 26 Deleting Class 226 (2 points): Lose 8.161374 but Gain 1247.964177 Iteration 67Q (64.946717 sec): 162 clusters Score: Raw -2706753.291666 + Penalty 161321.756172 = -2545431.535494 nChanged 8 Deleting Class 143 (12 points): Lose 107.565750 but Gain 1346.993602 Iteration 68Q (65.116390 sec): 161 clusters Score: Raw -2706656.555170 + Penalty 160078.321453 = -2546578.233717 nChanged 19 Deleting Class 92 (7 points): Lose 26.793225 but Gain 1265.498878 Iteration 69Q (65.290270 sec): 160 clusters Score: Raw -2706678.824135 + Penalty 158849.597359 = -2547829.226775 nChanged 17 Deleting Class 205 (4 points): Lose 26.800504 but Gain 1263.273914 Iteration 70F (67.545580 sec): 159 clusters Score: Raw -2706682.843597 + Penalty 157591.816563 = -2549091.027034 nChanged 7 Deleting Class 121 (29 points): Lose 108.603610 but Gain 1342.830401 Iteration 71Q (67.715952 sec): 158 clusters Score: Raw -2706591.976325 + Penalty 156425.111582 = -2550166.864743 nChanged 30 Deleting Class 207 (17 points): Lose 81.261539 but Gain 1313.824651 Iteration 72Q (67.891584 sec): 157 clusters Score: Raw -2706591.291735 + Penalty 155151.499588 = -2551439.792147 nChanged 24 Deleting Class 203 (9 points): Lose 61.706387 but Gain 1275.445753 Iteration 73Q (68.060659 sec): 156 clusters Score: Raw -2706569.406052 + Penalty 153961.490695 = -2552607.915357 nChanged 15 Deleting Class 70 (63 points): Lose 224.293387 but Gain 1435.086441 Iteration 74Q (68.227194 sec): 155 clusters Score: Raw -2706378.456629 + Penalty 152950.123711 = -2553428.332917 nChanged 65 Deleting Class 173 (10 points): Lose 40.270754 but Gain 1249.833574 Iteration 75Q (68.402306 sec): 154 clusters Score: Raw -2706538.633689 + Penalty 151718.506408 = -2554820.127281 nChanged 19 Deleting Class 201 (5 points): Lose 33.963259 but Gain 1241.920226 Iteration 76Q (68.564035 sec): 153 clusters Score: Raw -2706538.095565 + Penalty 150579.288635 = -2555958.806929 nChanged 14 Deleting Class 154 (12 points): Lose 95.540446 but Gain 1299.642850 Iteration 77Q (68.724651 sec): 152 clusters Score: Raw -2706474.400025 + Penalty 149323.354171 = -2557151.045854 nChanged 14 Deleting Class 210 (6 points): Lose 39.420897 but Gain 1241.335949 Iteration 78Q (68.884415 sec): 151 clusters Score: Raw -2706463.838334 + Penalty 148175.732351 = -2558288.105983 nChanged 14 Deleting Class 152 (7 points): Lose 40.563048 but Gain 1241.822031 Iteration 79Q (69.044541 sec): 150 clusters Score: Raw -2706439.013056 + Penalty 146970.934514 = -2559468.078542 nChanged 12 Deleting Class 165 (9 points): Lose 53.265579 but Gain 1262.871345 Iteration 80F (71.139225 sec): 149 clusters Score: Raw -2706409.026322 + Penalty 145776.890832 = -2560632.135490 nChanged 13 Deleting Class 93 (4 points): Lose 31.119037 but Gain 1222.281176 Iteration 81Q (71.298787 sec): 148 clusters Score: Raw -2706405.218822 + Penalty 144562.664483 = -2561842.554339 nChanged 12 Deleting Class 115 (9 points): Lose 62.271615 but Gain 1251.573167 Iteration 82Q (71.466108 sec): 147 clusters Score: Raw -2706361.194024 + Penalty 143288.674488 = -2563072.519536 nChanged 18 Deleting Class 112 (19 points): Lose 85.922492 but Gain 1274.751992 Iteration 83Q (71.624498 sec): 146 clusters Score: Raw -2706303.023366 + Penalty 142033.970511 = -2564269.052855 nChanged 26 Deleting Class 231 (2 points): Lose 21.783827 but Gain 1209.254784 Iteration 84Q (71.781567 sec): 145 clusters Score: Raw -2706313.121966 + Penalty 140835.880205 = -2565477.241761 nChanged 11 Deleting Class 219 (8 points): Lose 50.501994 but Gain 1235.526150 Iteration 85Q (71.937465 sec): 144 clusters Score: Raw -2706277.613028 + Penalty 139656.111385 = -2566621.501643 nChanged 12 Deleting Class 55 (18 points): Lose 93.621855 but Gain 1276.790373 Iteration 86Q (72.091930 sec): 143 clusters Score: Raw -2706223.821342 + Penalty 138563.406371 = -2567660.414971 nChanged 26 Deleting Class 80 (19 points): Lose 71.506512 but Gain 1281.886737 Iteration 87Q (72.247295 sec): 142 clusters Score: Raw -2706222.781187 + Penalty 137473.820269 = -2568748.960918 nChanged 27 Deleting Class 51 (16 points): Lose 56.907615 but Gain 1239.719504 Iteration 88Q (72.413461 sec): 141 clusters Score: Raw -2706242.325901 + Penalty 136346.133832 = -2569896.192069 nChanged 29 Deleting Class 214 (3 points): Lose 6.173468 but Gain 1188.685327 Iteration 89Q (72.568108 sec): 140 clusters Score: Raw -2706285.720281 + Penalty 135165.007676 = -2571120.712605 nChanged 10 Deleting Class 24 (21 points): Lose 95.790762 but Gain 1275.708794 Iteration 90F (74.551402 sec): 139 clusters Score: Raw -2706205.698752 + Penalty 133993.198445 = -2572212.500307 nChanged 29 Deleting Class 60 (29 points): Lose 143.783164 but Gain 1321.616975 Iteration 91Q (74.709133 sec): 138 clusters Score: Raw -2706115.062989 + Penalty 132747.856504 = -2573367.206485 nChanged 36 Deleting Class 124 (25 points): Lose 160.967950 but Gain 1331.276772 Iteration 92Q (74.862711 sec): 137 clusters Score: Raw -2706019.577368 + Penalty 131414.638351 = -2574604.939017 nChanged 39 Deleting Class 57 (45 points): Lose 206.955406 but Gain 1377.846777 Iteration 93Q (75.023686 sec): 136 clusters Score: Raw -2705901.142502 + Penalty 130360.157107 = -2575540.985395 nChanged 65 Deleting Class 118 (23 points): Lose 141.640032 but Gain 1312.247637 Iteration 94Q (75.184380 sec): 135 clusters Score: Raw -2705911.065041 + Penalty 129385.099440 = -2576525.965601 nChanged 40 Deleting Class 175 (3 points): Lose 44.764710 but Gain 1239.582479 Iteration 95Q (75.342806 sec): 134 clusters Score: Raw -2705990.465129 + Penalty 128183.707891 = -2577806.757238 nChanged 18 Deleting Class 198 (12 points): Lose 72.945536 but Gain 1241.320910 Iteration 96Q (75.497351 sec): 133 clusters Score: Raw -2705947.862739 + Penalty 126935.154736 = -2579012.708003 nChanged 21 Deleting Class 16 (17 points): Lose 100.604363 but Gain 1263.590367 Iteration 97Q (75.653286 sec): 132 clusters Score: Raw -2705888.634780 + Penalty 125749.974011 = -2580138.660769 nChanged 25 Deleting Class 177 (4 points): Lose 25.361769 but Gain 1187.723862 Iteration 98Q (75.808433 sec): 131 clusters Score: Raw -2705913.203865 + Penalty 124591.096258 = -2581322.107607 nChanged 8 Deleting Class 59 (20 points): Lose 70.776870 but Gain 1232.335849 Iteration 99Q (75.965126 sec): 130 clusters Score: Raw -2705853.800943 + Penalty 123354.380994 = -2582499.419949 nChanged 24 Deleting Class 227 (3 points): Lose 7.682526 but Gain 1167.898331 Iteration 100F (77.813592 sec): 129 clusters Score: Raw -2705883.374450 + Penalty 122241.454933 = -2583641.919516 nChanged 13 Deleting Class 194 (3 points): Lose 8.507089 but Gain 1164.534992 Iteration 101Q (77.965081 sec): 128 clusters Score: Raw -2705895.744406 + Penalty 121103.788135 = -2584791.956271 nChanged 9 Deleting Class 170 (5 points): Lose 20.790885 but Gain 1172.057820 Iteration 102Q (78.115320 sec): 127 clusters Score: Raw -2705890.253545 + Penalty 119940.366597 = -2585949.886948 nChanged 9 Deleting Class 182 (6 points): Lose 33.402022 but Gain 1176.784715 Iteration 103Q (78.268617 sec): 126 clusters Score: Raw -2705868.148237 + Penalty 118767.442061 = -2587100.706176 nChanged 8 Deleting Class 161 (11 points): Lose 54.397622 but Gain 1180.403488 Iteration 104Q (78.419387 sec): 125 clusters Score: Raw -2705823.429809 + Penalty 117606.506262 = -2588216.923547 nChanged 15 Deleting Class 181 (2 points): Lose 5.064932 but Gain 1126.699454 Iteration 105Q (78.568053 sec): 124 clusters Score: Raw -2705837.993189 + Penalty 116492.872430 = -2589345.120759 nChanged 6 Deleting Class 166 (6 points): Lose 29.314778 but Gain 1151.034055 Iteration 106Q (78.716317 sec): 123 clusters Score: Raw -2705823.839204 + Penalty 115344.026129 = -2590479.813075 nChanged 13 Deleting Class 69 (15 points): Lose 70.578453 but Gain 1191.944849 Iteration 107Q (78.866916 sec): 122 clusters Score: Raw -2705766.513464 + Penalty 114186.659280 = -2591579.854184 nChanged 22 Deleting Class 35 (35 points): Lose 114.115272 but Gain 1234.152357 Iteration 108Q (79.020973 sec): 121 clusters Score: Raw -2705687.268900 + Penalty 113012.932680 = -2592674.336219 nChanged 48 Deleting Class 151 (11 points): Lose 28.690293 but Gain 1147.253937 Iteration 109Q (79.168948 sec): 120 clusters Score: Raw -2705728.639490 + Penalty 111892.172333 = -2593836.467158 nChanged 26 Deleting Class 180 (2 points): Lose 20.727196 but Gain 1139.229527 Iteration 110F (80.838435 sec): 119 clusters Score: Raw -2705738.333948 + Penalty 110759.802555 = -2594978.531393 nChanged 8 Deleting Class 145 (14 points): Lose 121.205924 but Gain 1237.275884 Iteration 111Q (80.985112 sec): 118 clusters Score: Raw -2705625.759467 + Penalty 109557.217620 = -2596068.541847 nChanged 19 Deleting Class 95 (11 points): Lose 91.484752 but Gain 1190.483698 Iteration 112Q (81.133241 sec): 117 clusters Score: Raw -2705572.795748 + Penalty 108420.119247 = -2597152.676501 nChanged 21 Deleting Class 15 (64 points): Lose 351.230106 but Gain 1449.589526 Iteration 113Q (81.281751 sec): 116 clusters Score: Raw -2705286.297124 + Penalty 107138.590707 = -2598147.706416 nChanged 69 Deleting Class 107 (28 points): Lose 116.078462 but Gain 1215.546761 Iteration 114Q (81.432550 sec): 115 clusters Score: Raw -2705375.310638 + Penalty 105916.284209 = -2599459.026429 nChanged 47 Deleting Class 13 (16 points): Lose 59.331705 but Gain 1157.813201 Iteration 115Q (81.576975 sec): 114 clusters Score: Raw -2705394.871866 + Penalty 104740.432901 = -2600654.438965 nChanged 31 Deleting Class 128 (11 points): Lose 33.165223 but Gain 1129.201728 Iteration 116Q (81.723281 sec): 113 clusters Score: Raw -2705419.302497 + Penalty 103720.983682 = -2601698.318814 nChanged 25 Deleting Class 220 (6 points): Lose 34.132375 but Gain 1129.429858 Iteration 117Q (81.866420 sec): 112 clusters Score: Raw -2705441.116499 + Penalty 102625.304065 = -2602815.812435 nChanged 14 Deleting Class 148 (17 points): Lose 81.019317 but Gain 1175.852717 Iteration 118Q (82.007004 sec): 111 clusters Score: Raw -2705384.345565 + Penalty 101479.816194 = -2603904.529371 nChanged 20 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2705384.345565 + Penalty 101479.816194 = -2603904.529371Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.071294 sec): 2 clusters Score: Raw -98664.792208 + Penalty 87.758083 = -98577.034125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.073417 sec): 3 clusters Score: Raw -97971.473432 + Penalty 178.728838 = -97792.744594 nChanged 486 SP:Iteration 1F (82.075513 sec): 3 clusters Score: Raw -98343.754315 + Penalty 178.929131 = -98164.825184 nChanged 123 SP:Iteration 2F (82.077611 sec): 3 clusters Score: Raw -98490.451845 + Penalty 176.644026 = -98313.807818 nChanged 72 SP:Iteration 3F (82.079689 sec): 3 clusters Score: Raw -98538.473710 + Penalty 176.769670 = -98361.704039 nChanged 28 SP:Iteration 4Q (82.081689 sec): 3 clusters Score: Raw -98545.911396 + Penalty 176.171449 = -98369.739947 nChanged 11 SP:Iteration 5Q (82.083692 sec): 3 clusters Score: Raw -98549.308703 + Penalty 175.859110 = -98373.449594 nChanged 8 SP:Iteration 6Q (82.085667 sec): 3 clusters Score: Raw -98550.279463 + Penalty 176.035328 = -98374.244136 nChanged 6 SP:Iteration 7Q (82.087633 sec): 3 clusters Score: Raw -98551.675781 + Penalty 175.954404 = -98375.721377 nChanged 11 SP:Iteration 8Q (82.089593 sec): 3 clusters Score: Raw -98555.644387 + Penalty 176.351582 = -98379.292805 nChanged 18 SP:Iteration 9Q (82.091563 sec): 3 clusters Score: Raw -98562.178440 + Penalty 176.648234 = -98385.530206 nChanged 17 SP:Iteration 10F (82.093662 sec): 3 clusters Score: Raw -98567.176504 + Penalty 177.079174 = -98390.097330 nChanged 12 SP:Iteration 11Q (82.095618 sec): 3 clusters Score: Raw -98569.625772 + Penalty 177.768115 = -98391.857658 nChanged 10 SP:Iteration 12Q (82.097549 sec): 3 clusters Score: Raw -98571.835377 + Penalty 177.687883 = -98394.147495 nChanged 7 SP:Iteration 13Q (82.099479 sec): 3 clusters Score: Raw -98573.920783 + Penalty 177.349956 = -98396.570826 nChanged 12 SP:Iteration 14Q (82.101401 sec): 3 clusters Score: Raw -98577.661008 + Penalty 177.052398 = -98400.608610 nChanged 10 SP:Iteration 15Q (82.103302 sec): 3 clusters Score: Raw -98580.636028 + Penalty 177.394819 = -98403.241208 nChanged 9 SP:Iteration 16Q (82.105219 sec): 3 clusters Score: Raw -98583.532681 + Penalty 177.491276 = -98406.041405 nChanged 5 SP:Iteration 17Q (82.107108 sec): 3 clusters Score: Raw -98584.577105 + Penalty 177.745436 = -98406.831669 nChanged 4 SP:Iteration 18Q (82.109023 sec): 3 clusters Score: Raw -98584.982425 + Penalty 177.764459 = -98407.217966 nChanged 3 SP:Iteration 19Q (82.110911 sec): 3 clusters Score: Raw -98585.259616 + Penalty 177.805805 = -98407.453811 nChanged 5 SP:Iteration 20F (82.112988 sec): 3 clusters Score: Raw -98585.862102 + Penalty 177.659329 = -98408.202773 nChanged 4 SP:Iteration 21Q (82.114892 sec): 3 clusters Score: Raw -98586.371952 + Penalty 178.038469 = -98408.333483 nChanged 3 SP:Iteration 22Q (82.116778 sec): 3 clusters Score: Raw -98587.804269 + Penalty 178.563699 = -98409.240570 nChanged 5 SP:Iteration 23Q (82.118627 sec): 3 clusters Score: Raw -98589.539575 + Penalty 178.966235 = -98410.573340 nChanged 6 SP:Iteration 24Q (82.120489 sec): 3 clusters Score: Raw -98590.957092 + Penalty 178.365669 = -98412.591423 nChanged 6 SP:Iteration 25Q (82.122318 sec): 3 clusters Score: Raw -98592.983604 + Penalty 177.904252 = -98415.079352 nChanged 4 SP:Iteration 26Q (82.124208 sec): 3 clusters Score: Raw -98595.040394 + Penalty 178.932201 = -98416.108194 nChanged 6 SP:Iteration 27Q (82.126067 sec): 3 clusters Score: Raw -98596.712959 + Penalty 178.917515 = -98417.795444 nChanged 1 SP:Iteration 28Q (82.127949 sec): 3 clusters Score: Raw -98597.062865 + Penalty 178.917515 = -98418.145350 nChanged 0 SP:Iteration 29F (82.130010 sec): 3 clusters Score: Raw -98597.062865 + Penalty 178.917515 = -98418.145350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 2 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.130847 sec): 2 clusters Score: Raw -10230.217686 + Penalty 412.244764 = -9817.972922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.131254 sec): 3 clusters Score: Raw -10207.650153 + Penalty 859.863641 = -9347.786512 nChanged 13 SP:Iteration 1F (82.131656 sec): 3 clusters Score: Raw -10234.081278 + Penalty 876.071320 = -9358.009959 nChanged 4 SP:Iteration 2Q (82.132055 sec): 3 clusters Score: Raw -10239.056447 + Penalty 899.647446 = -9339.409001 nChanged 4 SP:Iteration 3F (82.132454 sec): 3 clusters Score: Raw -10246.138622 + Penalty 928.768912 = -9317.369710 nChanged 5 SP:Iteration 4F (82.132886 sec): 3 clusters Score: Raw -10259.756855 + Penalty 949.868316 = -9309.888539 nChanged 3 SP:Iteration 5F (82.133293 sec): 3 clusters Score: Raw -10265.725751 + Penalty 960.976302 = -9304.749448 nChanged 1 SP:Iteration 6F (82.133698 sec): 3 clusters Score: Raw -10270.676922 + Penalty 960.976302 = -9309.700619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.134179 sec): 2 clusters Score: Raw -467.248001 + Penalty 120.102087 = -347.145914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.134396 sec): 3 clusters Score: Raw -467.011535 + Penalty 245.631419 = -221.380116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.134873 sec): 2 clusters Score: Raw -736.749010 + Penalty 178.071378 = -558.677632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.135096 sec): 3 clusters Score: Raw -755.160450 + Penalty 382.237870 = -372.922580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.137505 sec): 2 clusters Score: Raw -42129.806709 + Penalty 210.485509 = -41919.321200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.138560 sec): 3 clusters Score: Raw -41924.322578 + Penalty 430.663761 = -41493.658817 nChanged 168 SP:Iteration 1F (82.139549 sec): 3 clusters Score: Raw -42040.837040 + Penalty 438.066728 = -41602.770312 nChanged 33 SP:Iteration 2F (82.140529 sec): 3 clusters Score: Raw -42069.825885 + Penalty 442.639215 = -41627.186670 nChanged 21 SP:Iteration 3Q (82.141509 sec): 3 clusters Score: Raw -42089.180633 + Penalty 445.318420 = -41643.862213 nChanged 18 SP:Iteration 4Q (82.142485 sec): 3 clusters Score: Raw -42097.427746 + Penalty 443.348992 = -41654.078754 nChanged 12 SP:Iteration 5Q (82.143460 sec): 3 clusters Score: Raw -42104.923031 + Penalty 437.440644 = -41667.482387 nChanged 9 SP:Iteration 6Q (82.144450 sec): 3 clusters Score: Raw -42110.586741 + Penalty 435.234668 = -41675.352072 nChanged 6 SP:Iteration 7Q (82.145447 sec): 3 clusters Score: Raw -42115.462830 + Penalty 430.367090 = -41685.095741 nChanged 8 SP:Iteration 8Q (82.146434 sec): 3 clusters Score: Raw -42126.687099 + Penalty 425.276050 = -41701.411049 nChanged 8 SP:Iteration 9Q (82.147403 sec): 3 clusters Score: Raw -42132.884154 + Penalty 424.110752 = -41708.773402 nChanged 5 SP:Iteration 10F (82.148412 sec): 3 clusters Score: Raw -42137.283025 + Penalty 424.407586 = -41712.875438 nChanged 4 SP:Iteration 11Q (82.149327 sec): 3 clusters Score: Raw -42139.053157 + Penalty 424.407586 = -41714.645570 nChanged 0 SP:Iteration 12F (82.150310 sec): 3 clusters Score: Raw -42139.053157 + Penalty 424.407586 = -41714.645570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.153087 sec): 2 clusters Score: Raw -44218.559020 + Penalty 458.527847 = -43760.031173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.154186 sec): 3 clusters Score: Raw -43972.901456 + Penalty 894.089841 = -43078.811615 nChanged 148 SP:Iteration 1F (82.155254 sec): 3 clusters Score: Raw -44074.892199 + Penalty 864.516117 = -43210.376082 nChanged 51 SP:Iteration 2F (82.156292 sec): 3 clusters Score: Raw -44131.977897 + Penalty 844.621550 = -43287.356346 nChanged 27 SP:Iteration 3F (82.157310 sec): 3 clusters Score: Raw -44170.982811 + Penalty 834.474594 = -43336.508218 nChanged 18 SP:Iteration 4Q (82.158319 sec): 3 clusters Score: Raw -44185.306378 + Penalty 833.411587 = -43351.894791 nChanged 13 SP:Iteration 5Q (82.159294 sec): 3 clusters Score: Raw -44192.782562 + Penalty 833.467753 = -43359.314809 nChanged 7 SP:Iteration 6Q (82.160248 sec): 3 clusters Score: Raw -44197.515919 + Penalty 831.056990 = -43366.458929 nChanged 4 SP:Iteration 7Q (82.161214 sec): 3 clusters Score: Raw -44198.970663 + Penalty 831.547569 = -43367.423094 nChanged 3 SP:Iteration 8Q (82.162172 sec): 3 clusters Score: Raw -44199.919715 + Penalty 829.312139 = -43370.607576 nChanged 1 SP:Iteration 9Q (82.163143 sec): 3 clusters Score: Raw -44200.934534 + Penalty 829.272138 = -43371.662396 nChanged 3 SP:Iteration 10F (82.164194 sec): 3 clusters Score: Raw -44202.558157 + Penalty 829.538837 = -43373.019320 nChanged 5 SP:Iteration 11Q (82.165196 sec): 3 clusters Score: Raw -44205.098093 + Penalty 828.685891 = -43376.412202 nChanged 2 SP:Iteration 12Q (82.166189 sec): 3 clusters Score: Raw -44205.849014 + Penalty 828.332573 = -43377.516441 nChanged 1 SP:Iteration 13Q (82.167171 sec): 3 clusters Score: Raw -44206.274259 + Penalty 828.282033 = -43377.992226 nChanged 1 SP:Iteration 14Q (82.168138 sec): 3 clusters Score: Raw -44206.493701 + Penalty 828.282033 = -43378.211668 nChanged 0 SP:Iteration 15F (82.169164 sec): 3 clusters Score: Raw -44206.493701 + Penalty 828.282033 = -43378.211668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 7 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.169722 sec): 2 clusters Score: Raw -2810.102980 + Penalty 277.979373 = -2532.123607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.169990 sec): 3 clusters Score: Raw -2834.600385 + Penalty 567.124727 = -2267.475657 nChanged 1 SP:Iteration 1Q (82.170247 sec): 3 clusters Score: Raw -2837.509826 + Penalty 567.124727 = -2270.385098 nChanged 0 SP:Iteration 2F (82.170505 sec): 3 clusters Score: Raw -2837.509826 + Penalty 567.124727 = -2270.385098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.171018 sec): 2 clusters Score: Raw -2000.083360 + Penalty 279.489653 = -1720.593707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.171265 sec): 3 clusters Score: Raw -2023.690606 + Penalty 557.660826 = -1466.029781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.171849 sec): 2 clusters Score: Raw -3992.745982 + Penalty 164.721937 = -3828.024045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.172145 sec): 3 clusters Score: Raw -4011.725925 + Penalty 362.069817 = -3649.656109 nChanged 10 SP:Iteration 1F (82.172440 sec): 3 clusters Score: Raw -4039.151110 + Penalty 394.997950 = -3644.153160 nChanged 2 SP:Iteration 2F (82.172733 sec): 3 clusters Score: Raw -4046.810760 + Penalty 394.997950 = -3651.812810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.173850 sec): 2 clusters Score: Raw -22430.022538 + Penalty 324.883039 = -22105.139499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.174530 sec): 3 clusters Score: Raw -22335.856859 + Penalty 645.697562 = -21690.159297 nChanged 65 SP:Iteration 1F (82.175150 sec): 3 clusters Score: Raw -22394.083320 + Penalty 645.881969 = -21748.201351 nChanged 24 SP:Iteration 2F (82.175779 sec): 3 clusters Score: Raw -22416.946048 + Penalty 645.320286 = -21771.625761 nChanged 15 SP:Iteration 3F (82.176420 sec): 3 clusters Score: Raw -22431.811088 + Penalty 643.852030 = -21787.959058 nChanged 7 SP:Iteration 4Q (82.177037 sec): 3 clusters Score: Raw -22437.915544 + Penalty 641.364328 = -21796.551216 nChanged 6 SP:Iteration 5Q (82.177688 sec): 3 clusters Score: Raw -22446.803519 + Penalty 640.200886 = -21806.602633 nChanged 3 SP:Iteration 6Q (82.178302 sec): 3 clusters Score: Raw -22449.983441 + Penalty 640.008402 = -21809.975039 nChanged 1 SP:Iteration 7Q (82.178912 sec): 3 clusters Score: Raw -22450.149047 + Penalty 641.100738 = -21809.048309 nChanged 1 SP:Iteration 8F (82.179538 sec): 3 clusters Score: Raw -22451.305314 + Penalty 641.100738 = -21810.204576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.180060 sec): 2 clusters Score: Raw -1750.392007 + Penalty 309.450217 = -1440.941790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.180306 sec): 3 clusters Score: Raw -1780.894865 + Penalty 622.949067 = -1157.945798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (2138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.190570 sec): 2 clusters Score: Raw -190062.115308 + Penalty 131.800830 = -189930.314478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.194630 sec): 3 clusters Score: Raw -188718.369090 + Penalty 274.377232 = -188443.991858 nChanged 968 SP:Iteration 1F (82.198609 sec): 3 clusters Score: Raw -189511.161510 + Penalty 276.164259 = -189234.997251 nChanged 192 SP:Iteration 2F (82.202527 sec): 3 clusters Score: Raw -189618.566000 + Penalty 274.682753 = -189343.883246 nChanged 110 SP:Iteration 3F (82.206478 sec): 3 clusters Score: Raw -189704.323329 + Penalty 274.155519 = -189430.167810 nChanged 116 SP:Iteration 4F (82.210362 sec): 3 clusters Score: Raw -189820.414837 + Penalty 258.628590 = -189561.786248 nChanged 113 SP:Iteration 5F (82.214247 sec): 3 clusters Score: Raw -189945.829691 + Penalty 245.413220 = -189700.416470 nChanged 73 SP:Iteration 6Q (82.218112 sec): 3 clusters Score: Raw -190019.446110 + Penalty 231.267323 = -189788.178787 nChanged 37 SP:Iteration 7Q (82.222082 sec): 3 clusters Score: Raw -190055.521606 + Penalty 217.139221 = -189838.382386 nChanged 11 SP:Iteration 8Q (82.225810 sec): 3 clusters Score: Raw -190061.596878 + Penalty 218.763376 = -189842.833501 nChanged 5 SP:Iteration 9Q (82.229201 sec): 3 clusters Score: Raw -190064.604511 + Penalty 219.753320 = -189844.851191 nChanged 5 SP:Iteration 10F (82.232904 sec): 3 clusters Score: Raw -190068.565143 + Penalty 227.667688 = -189840.897455 nChanged 3 SP:Iteration 11F (82.236636 sec): 3 clusters Score: Raw -190071.229295 + Penalty 228.496816 = -189842.732479 nChanged 2 SP:Iteration 12Q (82.239790 sec): 3 clusters Score: Raw -190072.202809 + Penalty 237.307277 = -189834.895533 nChanged 3 SP:Iteration 13F (82.243520 sec): 3 clusters Score: Raw -190074.151787 + Penalty 237.307277 = -189836.844510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.245258 sec): 2 clusters Score: Raw -789.770695 + Penalty 306.535241 = -483.235454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.245489 sec): 3 clusters Score: Raw -859.271787 + Penalty 608.028595 = -251.243193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.246560 sec): 2 clusters Score: Raw -19950.597172 + Penalty 510.094205 = -19440.502967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.247156 sec): 3 clusters Score: Raw -19887.041360 + Penalty 1024.799418 = -18862.241942 nChanged 36 SP:Iteration 1F (82.247736 sec): 3 clusters Score: Raw -19931.848382 + Penalty 1031.168485 = -18900.679897 nChanged 15 SP:Iteration 2F (82.248305 sec): 3 clusters Score: Raw -19945.040356 + Penalty 1034.221451 = -18910.818905 nChanged 6 SP:Iteration 3Q (82.248887 sec): 3 clusters Score: Raw -19952.175203 + Penalty 1039.120964 = -18913.054239 nChanged 9 SP:Iteration 4Q (82.249463 sec): 3 clusters Score: Raw -19963.265212 + Penalty 1045.275327 = -18917.989885 nChanged 3 SP:Iteration 5Q (82.250033 sec): 3 clusters Score: Raw -19965.011373 + Penalty 1052.530160 = -18912.481213 nChanged 3 SP:Iteration 6F (82.250634 sec): 3 clusters Score: Raw -19967.477205 + Penalty 1054.708393 = -18912.768812 nChanged 1 SP:Iteration 7Q (82.251203 sec): 3 clusters Score: Raw -19968.718705 + Penalty 1054.858907 = -18913.859798 nChanged 1 SP:Iteration 8Q (82.251773 sec): 3 clusters Score: Raw -19970.521819 + Penalty 1056.873144 = -18913.648674 nChanged 2 SP:Iteration 9F (82.252366 sec): 3 clusters Score: Raw -19973.004862 + Penalty 1059.054975 = -18913.949887 nChanged 1 SP:Iteration 10F (82.252952 sec): 3 clusters Score: Raw -19973.768517 + Penalty 1059.054975 = -18914.713542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.255617 sec): 2 clusters Score: Raw -46398.847563 + Penalty 180.558854 = -46218.288708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.256693 sec): 3 clusters Score: Raw -46104.578681 + Penalty 365.822777 = -45738.755904 nChanged 215 SP:Iteration 1F (82.257751 sec): 3 clusters Score: Raw -46292.638851 + Penalty 374.397154 = -45918.241697 nChanged 48 SP:Iteration 2F (82.258829 sec): 3 clusters Score: Raw -46345.951318 + Penalty 382.062948 = -45963.888370 nChanged 35 SP:Iteration 3F (82.259893 sec): 3 clusters Score: Raw -46375.302045 + Penalty 391.564841 = -45983.737203 nChanged 18 SP:Iteration 4Q (82.260940 sec): 3 clusters Score: Raw -46386.537387 + Penalty 397.880089 = -45988.657298 nChanged 13 SP:Iteration 5Q (82.261952 sec): 3 clusters Score: Raw -46390.209437 + Penalty 403.319914 = -45986.889524 nChanged 8 SP:Iteration 6F (82.263006 sec): 3 clusters Score: Raw -46392.093410 + Penalty 405.998192 = -45986.095218 nChanged 4 SP:Iteration 7F (82.264104 sec): 3 clusters Score: Raw -46392.871396 + Penalty 407.836403 = -45985.034993 nChanged 3 SP:Iteration 8F (82.265224 sec): 3 clusters Score: Raw -46393.473573 + Penalty 408.209584 = -45985.263989 nChanged 1 SP:Iteration 9Q (82.266281 sec): 3 clusters Score: Raw -46393.503104 + Penalty 408.209584 = -45985.293520 nChanged 0 SP:Iteration 10F (82.267386 sec): 3 clusters Score: Raw -46393.503104 + Penalty 408.209584 = -45985.293520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.270725 sec): 2 clusters Score: Raw -51609.037743 + Penalty 974.432312 = -50634.605430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.271856 sec): 3 clusters Score: Raw -51463.084817 + Penalty 1949.320031 = -49513.764785 nChanged 136 SP:Iteration 1F (82.272965 sec): 3 clusters Score: Raw -51617.445215 + Penalty 1950.025621 = -49667.419593 nChanged 30 SP:Iteration 2F (82.274098 sec): 3 clusters Score: Raw -51645.717155 + Penalty 1950.283180 = -49695.433975 nChanged 13 SP:Iteration 3Q (82.275197 sec): 3 clusters Score: Raw -51662.882429 + Penalty 1950.586012 = -49712.296417 nChanged 15 SP:Iteration 4Q (82.276288 sec): 3 clusters Score: Raw -51683.312731 + Penalty 1950.891442 = -49732.421289 nChanged 9 SP:Iteration 5Q (82.277403 sec): 3 clusters Score: Raw -51694.322293 + Penalty 1951.445348 = -49742.876945 nChanged 8 SP:Iteration 6Q (82.278523 sec): 3 clusters Score: Raw -51704.332734 + Penalty 1951.801008 = -49752.531726 nChanged 6 SP:Iteration 7Q (82.279631 sec): 3 clusters Score: Raw -51708.376741 + Penalty 1952.102396 = -49756.274344 nChanged 2 SP:Iteration 8Q (82.280711 sec): 3 clusters Score: Raw -51711.912203 + Penalty 1952.248829 = -49759.663374 nChanged 2 SP:Iteration 9Q (82.281788 sec): 3 clusters Score: Raw -51713.709043 + Penalty 1952.248829 = -49761.460214 nChanged 0 SP:Iteration 10F (82.282901 sec): 3 clusters Score: Raw -51713.709043 + Penalty 1952.248829 = -49761.460214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.284730 sec): 2 clusters Score: Raw -2833.608573 + Penalty 396.100248 = -2437.508324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.284998 sec): 3 clusters Score: Raw -2891.081884 + Penalty 795.215169 = -2095.866715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.285503 sec): 2 clusters Score: Raw -978.062233 + Penalty 297.201276 = -680.860957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.285740 sec): 3 clusters Score: Raw -1271.898788 + Penalty 590.674843 = -681.223945 nChanged 0 Score: Raw -2723205.437906 + Penalty 102600.429679 = -2620605.008227 Splitting cluster 22 changes total score from -2603904.529371 to -2620605.008227 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.845678 sec): 2 clusters Score: Raw -1732.403522 + Penalty 15.846114 = -1716.557408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.845892 sec): 3 clusters Score: Raw -1726.111166 + Penalty 31.679706 = -1694.431460 nChanged 7 SP:Iteration 1F (83.846094 sec): 3 clusters Score: Raw -1734.702918 + Penalty 31.679905 = -1703.023013 nChanged 1 SP:Iteration 2Q (83.846292 sec): 3 clusters Score: Raw -1736.227362 + Penalty 31.679905 = -1704.547457 nChanged 0 SP:Iteration 3F (83.846490 sec): 3 clusters Score: Raw -1736.227362 + Penalty 31.679905 = -1704.547457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.847070 sec): 2 clusters Score: Raw -3283.033742 + Penalty 130.882085 = -3152.151656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.847372 sec): 3 clusters Score: Raw -3330.984756 + Penalty 273.499227 = -3057.485529 nChanged 6 SP:Iteration 1F (83.847670 sec): 3 clusters Score: Raw -3337.866197 + Penalty 273.499227 = -3064.366971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.848571 sec): 2 clusters Score: Raw -15952.121041 + Penalty 449.445668 = -15502.675373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.849089 sec): 3 clusters Score: Raw -15897.307279 + Penalty 900.685985 = -14996.621294 nChanged 37 SP:Iteration 1F (83.849599 sec): 3 clusters Score: Raw -15933.628067 + Penalty 905.973241 = -15027.654826 nChanged 4 SP:Iteration 2Q (83.850101 sec): 3 clusters Score: Raw -15940.770307 + Penalty 904.981472 = -15035.788835 nChanged 3 SP:Iteration 3Q (83.850601 sec): 3 clusters Score: Raw -15945.328347 + Penalty 905.404565 = -15039.923783 nChanged 1 SP:Iteration 4Q (83.851099 sec): 3 clusters Score: Raw -15945.812494 + Penalty 905.668272 = -15040.144222 nChanged 1 SP:Iteration 5Q (83.851598 sec): 3 clusters Score: Raw -15946.648768 + Penalty 905.668272 = -15040.980496 nChanged 0 SP:Iteration 6F (83.852140 sec): 3 clusters Score: Raw -15946.648768 + Penalty 905.668272 = -15040.980496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.852633 sec): 2 clusters Score: Raw -646.477469 + Penalty 139.942937 = -506.534532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.852860 sec): 3 clusters Score: Raw -653.775031 + Penalty 289.215470 = -364.559561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.853777 sec): 2 clusters Score: Raw -16784.692175 + Penalty 548.574587 = -16236.117588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.854317 sec): 3 clusters Score: Raw -16745.932738 + Penalty 1100.921253 = -15645.011485 nChanged 25 SP:Iteration 1F (83.854840 sec): 3 clusters Score: Raw -16780.097512 + Penalty 1106.164048 = -15673.933464 nChanged 9 SP:Iteration 2F (83.855359 sec): 3 clusters Score: Raw -16793.799554 + Penalty 1107.287322 = -15686.512232 nChanged 2 SP:Iteration 3Q (83.855873 sec): 3 clusters Score: Raw -16798.593199 + Penalty 1112.236818 = -15686.356381 nChanged 4 SP:Iteration 4F (83.856391 sec): 3 clusters Score: Raw -16807.579852 + Penalty 1116.423982 = -15691.155870 nChanged 3 SP:Iteration 5Q (83.856901 sec): 3 clusters Score: Raw -16813.074685 + Penalty 1120.624262 = -15692.450423 nChanged 3 SP:Iteration 6Q (83.857409 sec): 3 clusters Score: Raw -16819.089614 + Penalty 1121.953594 = -15697.136021 nChanged 2 SP:Iteration 7Q (83.857910 sec): 3 clusters Score: Raw -16822.217172 + Penalty 1121.636599 = -15700.580574 nChanged 1 SP:Iteration 8Q (83.858401 sec): 3 clusters Score: Raw -16822.638930 + Penalty 1121.636599 = -15701.002331 nChanged 0 SP:Iteration 9F (83.858926 sec): 3 clusters Score: Raw -16822.638930 + Penalty 1121.636599 = -15701.002331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.859553 sec): 2 clusters Score: Raw -5348.552463 + Penalty 405.707647 = -4942.844816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.859866 sec): 3 clusters Score: Raw -5347.742747 + Penalty 815.670864 = -4532.071884 nChanged 3 SP:Iteration 1F (83.860206 sec): 3 clusters Score: Raw -5352.583927 + Penalty 830.023272 = -4522.560655 nChanged 3 SP:Iteration 2F (83.860539 sec): 3 clusters Score: Raw -5363.480821 + Penalty 840.398786 = -4523.082035 nChanged 2 SP:Iteration 3Q (83.860859 sec): 3 clusters Score: Raw -5368.341423 + Penalty 840.398786 = -4527.942637 nChanged 0 SP:Iteration 4F (83.861179 sec): 3 clusters Score: Raw -5368.341423 + Penalty 840.398786 = -4527.942637 nChanged 0 Memory request: 0.10 GB would take us to total of 0.38 GB. Trying to split cluster 31 (21795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.961987 sec): 2 clusters Score: Raw -1925827.044954 + Penalty 270.323434 = -1925556.721521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.003313 sec): 3 clusters Score: Raw -1911161.956585 + Penalty 641.923832 = -1910520.032753 nChanged 10510 SP:Iteration 1F (84.049669 sec): 3 clusters Score: Raw -1921858.278976 + Penalty 650.342697 = -1921207.936279 nChanged 2206 SP:Iteration 2F (84.090247 sec): 3 clusters Score: Raw -1924067.017304 + Penalty 641.439435 = -1923425.577869 nChanged 845 SP:Iteration 3Q (84.129078 sec): 3 clusters Score: Raw -1924931.330552 + Penalty 633.353815 = -1924297.976737 nChanged 396 SP:Iteration 4Q (84.164066 sec): 3 clusters Score: Raw -1925272.485218 + Penalty 632.015484 = -1924640.469733 nChanged 236 SP:Iteration 5Q (84.197961 sec): 3 clusters Score: Raw -1925430.980877 + Penalty 630.169125 = -1924800.811752 nChanged 193 SP:Iteration 6Q (84.231771 sec): 3 clusters Score: Raw -1925555.642848 + Penalty 629.072903 = -1924926.569945 nChanged 156 SP:Iteration 7Q (84.264617 sec): 3 clusters Score: Raw -1925651.684992 + Penalty 630.887637 = -1925020.797354 nChanged 125 SP:Iteration 8Q (84.297429 sec): 3 clusters Score: Raw -1925725.833255 + Penalty 640.044450 = -1925085.788805 nChanged 82 SP:Iteration 9Q (84.330694 sec): 3 clusters Score: Raw -1925772.979023 + Penalty 649.323091 = -1925123.655932 nChanged 73 SP:Iteration 10F (84.371013 sec): 3 clusters Score: Raw -1925820.018390 + Penalty 661.635224 = -1925158.383165 nChanged 55 SP:Iteration 11Q (84.405466 sec): 3 clusters Score: Raw -1925849.116413 + Penalty 670.048545 = -1925179.067868 nChanged 33 SP:Iteration 12Q (84.437560 sec): 3 clusters Score: Raw -1925864.634957 + Penalty 672.746017 = -1925191.888940 nChanged 20 SP:Iteration 13Q (84.469081 sec): 3 clusters Score: Raw -1925873.376034 + Penalty 672.183551 = -1925201.192483 nChanged 16 SP:Iteration 14Q (84.500703 sec): 3 clusters Score: Raw -1925880.152615 + Penalty 677.902683 = -1925202.249931 nChanged 11 SP:Iteration 15Q (84.532310 sec): 3 clusters Score: Raw -1925883.686254 + Penalty 697.387397 = -1925186.298857 nChanged 7 SP:Iteration 16F (84.572591 sec): 3 clusters Score: Raw -1925886.548293 + Penalty 710.888119 = -1925175.660174 nChanged 7 SP:Iteration 17F (84.612707 sec): 3 clusters Score: Raw -1925888.997159 + Penalty 727.991029 = -1925161.006130 nChanged 12 SP:Iteration 18F (84.652866 sec): 3 clusters Score: Raw -1925897.168051 + Penalty 731.496588 = -1925165.671464 nChanged 10 SP:Iteration 19Q (84.684281 sec): 3 clusters Score: Raw -1925906.212868 + Penalty 732.499458 = -1925173.713410 nChanged 7 SP:Iteration 20F (84.725113 sec): 3 clusters Score: Raw -1925911.128452 + Penalty 750.043560 = -1925161.084893 nChanged 6 SP:Iteration 21F (84.765058 sec): 3 clusters Score: Raw -1925913.248296 + Penalty 726.063945 = -1925187.184351 nChanged 2 SP:Iteration 22Q (84.796106 sec): 3 clusters Score: Raw -1925923.274680 + Penalty 711.484853 = -1925211.789827 nChanged 3 SP:Iteration 23Q (84.827649 sec): 3 clusters Score: Raw -1925925.318156 + Penalty 700.132475 = -1925225.185681 nChanged 3 SP:Iteration 24Q (84.858797 sec): 3 clusters Score: Raw -1925927.694120 + Penalty 671.747100 = -1925255.947020 nChanged 4 SP:Iteration 25Q (84.889988 sec): 3 clusters Score: Raw -1925932.085441 + Penalty 653.538417 = -1925278.547024 nChanged 3 SP:Iteration 26Q (84.921219 sec): 3 clusters Score: Raw -1925932.742178 + Penalty 653.538417 = -1925279.203761 nChanged 0 SP:Iteration 27F (84.961345 sec): 3 clusters Score: Raw -1925932.742178 + Penalty 653.538417 = -1925279.203761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.974770 sec): 2 clusters Score: Raw -28848.209988 + Penalty 649.285254 = -28198.924734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.975507 sec): 3 clusters Score: Raw -28733.125430 + Penalty 1299.374385 = -27433.751044 nChanged 68 SP:Iteration 1F (84.976271 sec): 3 clusters Score: Raw -28794.768620 + Penalty 1299.287431 = -27495.481189 nChanged 22 SP:Iteration 2F (84.976998 sec): 3 clusters Score: Raw -28821.696165 + Penalty 1297.608999 = -27524.087166 nChanged 8 SP:Iteration 3Q (84.977717 sec): 3 clusters Score: Raw -28830.802475 + Penalty 1296.883832 = -27533.918643 nChanged 9 SP:Iteration 4Q (84.978433 sec): 3 clusters Score: Raw -28841.446316 + Penalty 1296.460069 = -27544.986247 nChanged 4 SP:Iteration 5Q (84.979148 sec): 3 clusters Score: Raw -28846.982739 + Penalty 1296.899432 = -27550.083308 nChanged 1 SP:Iteration 6Q (84.979860 sec): 3 clusters Score: Raw -28847.275006 + Penalty 1296.899432 = -27550.375574 nChanged 0 SP:Iteration 7F (84.980602 sec): 3 clusters Score: Raw -28847.275006 + Penalty 1296.899432 = -27550.375574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.982042 sec): 2 clusters Score: Raw -20383.109296 + Penalty 491.450310 = -19891.658986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.982661 sec): 3 clusters Score: Raw -20313.865360 + Penalty 992.839193 = -19321.026167 nChanged 42 SP:Iteration 1F (84.983239 sec): 3 clusters Score: Raw -20360.394192 + Penalty 1002.316841 = -19358.077351 nChanged 15 SP:Iteration 2F (84.983814 sec): 3 clusters Score: Raw -20382.916946 + Penalty 1008.316312 = -19374.600635 nChanged 10 SP:Iteration 3Q (84.984386 sec): 3 clusters Score: Raw -20400.216558 + Penalty 1010.323863 = -19389.892695 nChanged 2 SP:Iteration 4Q (84.984988 sec): 3 clusters Score: Raw -20403.389437 + Penalty 1010.323863 = -19393.065573 nChanged 0 SP:Iteration 5F (84.985626 sec): 3 clusters Score: Raw -20403.389437 + Penalty 1010.323863 = -19393.065573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.986347 sec): 2 clusters Score: Raw -8199.478098 + Penalty 462.164984 = -7737.313113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.986719 sec): 3 clusters Score: Raw -8187.669651 + Penalty 921.891770 = -7265.777882 nChanged 8 SP:Iteration 1F (84.987086 sec): 3 clusters Score: Raw -8199.219910 + Penalty 921.891770 = -7277.328140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.987558 sec): 2 clusters Score: Raw -178.906973 + Penalty 19.061547 = -159.845426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.987751 sec): 3 clusters Score: Raw -177.637434 + Penalty 38.123095 = -139.514339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.988212 sec): 2 clusters Score: Raw -254.625038 + Penalty 15.380572 = -239.244466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.988404 sec): 3 clusters Score: Raw -260.509751 + Penalty 30.761144 = -229.748607 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 39 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.991040 sec): 2 clusters Score: Raw -56202.735350 + Penalty 201.555616 = -56001.179734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.992455 sec): 3 clusters Score: Raw -55822.982282 + Penalty 414.123214 = -55408.859068 nChanged 255 SP:Iteration 1F (84.993827 sec): 3 clusters Score: Raw -55987.586414 + Penalty 438.668086 = -55548.918329 nChanged 101 SP:Iteration 2F (84.995234 sec): 3 clusters Score: Raw -56094.196002 + Penalty 455.611612 = -55638.584390 nChanged 47 SP:Iteration 3F (84.996640 sec): 3 clusters Score: Raw -56146.992210 + Penalty 460.557080 = -55686.435129 nChanged 22 SP:Iteration 4Q (84.997964 sec): 3 clusters Score: Raw -56165.917821 + Penalty 467.197127 = -55698.720694 nChanged 12 SP:Iteration 5Q (84.999280 sec): 3 clusters Score: Raw -56173.405496 + Penalty 474.763168 = -55698.642328 nChanged 10 SP:Iteration 6F (85.000671 sec): 3 clusters Score: Raw -56179.704646 + Penalty 480.660213 = -55699.044433 nChanged 8 SP:Iteration 7Q (85.001926 sec): 3 clusters Score: Raw -56183.959607 + Penalty 480.620255 = -55703.339352 nChanged 6 SP:Iteration 8Q (85.003119 sec): 3 clusters Score: Raw -56186.548581 + Penalty 484.075891 = -55702.472690 nChanged 7 SP:Iteration 9F (85.004433 sec): 3 clusters Score: Raw -56189.573124 + Penalty 486.510365 = -55703.062759 nChanged 6 SP:Iteration 10F (85.005728 sec): 3 clusters Score: Raw -56192.111004 + Penalty 489.872150 = -55702.238854 nChanged 4 SP:Iteration 11F (85.007018 sec): 3 clusters Score: Raw -56192.881683 + Penalty 490.746292 = -55702.135392 nChanged 1 SP:Iteration 12F (85.008310 sec): 3 clusters Score: Raw -56193.045130 + Penalty 490.746292 = -55702.298839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.008909 sec): 2 clusters Score: Raw -1570.105340 + Penalty 294.948199 = -1275.157141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.009155 sec): 3 clusters Score: Raw -1581.543457 + Penalty 585.131718 = -996.411739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.010001 sec): 2 clusters Score: Raw -13937.691575 + Penalty 593.274751 = -13344.416824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.010472 sec): 3 clusters Score: Raw -13903.701391 + Penalty 1187.322863 = -12716.378528 nChanged 19 SP:Iteration 1F (85.010935 sec): 3 clusters Score: Raw -13932.980647 + Penalty 1187.931527 = -12745.049120 nChanged 4 SP:Iteration 2Q (85.011395 sec): 3 clusters Score: Raw -13941.948415 + Penalty 1186.923539 = -12755.024877 nChanged 3 SP:Iteration 3Q (85.011853 sec): 3 clusters Score: Raw -13945.395975 + Penalty 1186.923539 = -12758.472436 nChanged 0 SP:Iteration 4F (85.012314 sec): 3 clusters Score: Raw -13945.395975 + Penalty 1186.923539 = -12758.472436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.012863 sec): 2 clusters Score: Raw -3337.333238 + Penalty 362.878000 = -2974.455238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.013135 sec): 3 clusters Score: Raw -3346.725904 + Penalty 727.596788 = -2619.129116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.013623 sec): 2 clusters Score: Raw -902.907158 + Penalty 237.128673 = -665.778485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.013847 sec): 3 clusters Score: Raw -899.897685 + Penalty 473.597037 = -426.300647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.014351 sec): 2 clusters Score: Raw -1059.409170 + Penalty 357.569638 = -701.839533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.014592 sec): 3 clusters Score: Raw -1344.248872 + Penalty 708.831965 = -635.416907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.015072 sec): 2 clusters Score: Raw -842.733294 + Penalty 234.884574 = -607.848720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.015297 sec): 3 clusters Score: Raw -864.552004 + Penalty 473.220861 = -391.331143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.015929 sec): 2 clusters Score: Raw -6221.283706 + Penalty 399.841534 = -5821.442172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.016260 sec): 3 clusters Score: Raw -6232.014234 + Penalty 804.558180 = -5427.456054 nChanged 3 SP:Iteration 1Q (85.016578 sec): 3 clusters Score: Raw -6238.103068 + Penalty 804.558180 = -5433.544888 nChanged 0 SP:Iteration 2F (85.016909 sec): 3 clusters Score: Raw -6238.103068 + Penalty 804.558180 = -5433.544888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.017556 sec): 2 clusters Score: Raw -5915.087987 + Penalty 516.600859 = -5398.487128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.017880 sec): 3 clusters Score: Raw -5933.094136 + Penalty 1032.196499 = -4900.897637 nChanged 3 SP:Iteration 1F (85.018191 sec): 3 clusters Score: Raw -5939.376868 + Penalty 1032.196499 = -4907.180369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.018687 sec): 2 clusters Score: Raw -285.358222 + Penalty 93.236859 = -192.121363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.018895 sec): 3 clusters Score: Raw -279.266768 + Penalty 189.944050 = -89.322718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.019635 sec): 2 clusters Score: Raw -9876.989806 + Penalty 529.174557 = -9347.815249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.020039 sec): 3 clusters Score: Raw -9867.364342 + Penalty 1067.846561 = -8799.517781 nChanged 11 SP:Iteration 1F (85.020437 sec): 3 clusters Score: Raw -9889.573067 + Penalty 1079.243520 = -8810.329548 nChanged 5 SP:Iteration 2Q (85.020832 sec): 3 clusters Score: Raw -9901.370772 + Penalty 1079.243520 = -8822.127252 nChanged 0 SP:Iteration 3F (85.021229 sec): 3 clusters Score: Raw -9901.370772 + Penalty 1079.243520 = -8822.127252 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 (85.021706 sec): 2 clusters Score: Raw -645.660547 + Penalty 140.297427 = -505.363120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.021930 sec): 3 clusters Score: Raw -655.140681 + Penalty 282.875098 = -372.265583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.022409 sec): 2 clusters Score: Raw -487.158547 + Penalty 143.586016 = -343.572531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.022627 sec): 3 clusters Score: Raw -478.020061 + Penalty 289.151014 = -188.869046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.023171 sec): 2 clusters Score: Raw -3007.475778 + Penalty 327.427236 = -2680.048542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.023440 sec): 3 clusters Score: Raw -3032.674527 + Penalty 649.216144 = -2383.458383 nChanged 2 SP:Iteration 1F (85.023705 sec): 3 clusters Score: Raw -3044.252735 + Penalty 649.216144 = -2395.036591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.024188 sec): 2 clusters Score: Raw -871.163545 + Penalty 237.259432 = -633.904113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.024416 sec): 3 clusters Score: Raw -870.601911 + Penalty 475.069920 = -395.531991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.025268 sec): 2 clusters Score: Raw -14232.715224 + Penalty 627.597995 = -13605.117228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.025750 sec): 3 clusters Score: Raw -14256.882836 + Penalty 1261.294021 = -12995.588816 nChanged 17 SP:Iteration 1F (85.026226 sec): 3 clusters Score: Raw -14286.969432 + Penalty 1263.695640 = -13023.273792 nChanged 8 SP:Iteration 2F (85.026700 sec): 3 clusters Score: Raw -14301.855428 + Penalty 1266.527867 = -13035.327561 nChanged 4 SP:Iteration 3Q (85.027161 sec): 3 clusters Score: Raw -14314.931482 + Penalty 1266.527867 = -13048.403615 nChanged 0 SP:Iteration 4F (85.027635 sec): 3 clusters Score: Raw -14314.931482 + Penalty 1266.527867 = -13048.403615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.028102 sec): 2 clusters Score: Raw -188.810696 + Penalty 50.483049 = -138.327647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.028322 sec): 2 clusters Score: Raw -188.810696 + Penalty 50.483049 = -138.327647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.028776 sec): 2 clusters Score: Raw -331.189620 + Penalty 19.408121 = -311.781499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.028967 sec): 3 clusters Score: Raw -346.342952 + Penalty 38.816242 = -307.526710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.029451 sec): 2 clusters Score: Raw -936.516245 + Penalty 233.626205 = -702.890040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.029678 sec): 3 clusters Score: Raw -959.030068 + Penalty 446.210706 = -512.819363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.030155 sec): 2 clusters Score: Raw -705.994998 + Penalty 139.127847 = -566.867151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.030377 sec): 3 clusters Score: Raw -723.112182 + Penalty 278.255694 = -444.856488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.030865 sec): 2 clusters Score: Raw -1180.110428 + Penalty 251.087428 = -929.023000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.031098 sec): 3 clusters Score: Raw -1175.419611 + Penalty 529.445623 = -645.973988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.031593 sec): 2 clusters Score: Raw -1320.316476 + Penalty 208.903088 = -1111.413388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.031827 sec): 3 clusters Score: Raw -1333.148213 + Penalty 417.101863 = -916.046351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.032337 sec): 2 clusters Score: Raw -1933.050159 + Penalty 324.949711 = -1608.100448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.032583 sec): 3 clusters Score: Raw -1947.419232 + Penalty 648.127315 = -1299.291917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.033089 sec): 2 clusters Score: Raw -1900.018493 + Penalty 298.024988 = -1601.993505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.033331 sec): 3 clusters Score: Raw -1909.623249 + Penalty 601.185568 = -1308.437682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.033860 sec): 2 clusters Score: Raw -2696.155152 + Penalty 351.992754 = -2344.162398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.034119 sec): 3 clusters Score: Raw -2714.607491 + Penalty 700.791218 = -2013.816273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.034614 sec): 2 clusters Score: Raw -1239.835007 + Penalty 222.815972 = -1017.019035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.034846 sec): 3 clusters Score: Raw -1243.480987 + Penalty 441.477900 = -802.003087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.035376 sec): 2 clusters Score: Raw -1935.014976 + Penalty 332.703247 = -1602.311729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.035622 sec): 3 clusters Score: Raw -1957.366675 + Penalty 663.137705 = -1294.228970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.036102 sec): 2 clusters Score: Raw -764.798078 + Penalty 306.241476 = -458.556602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.036328 sec): 3 clusters Score: Raw -856.969187 + Penalty 624.223049 = -232.746138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.036802 sec): 2 clusters Score: Raw -678.139352 + Penalty 224.127960 = -454.011391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.037023 sec): 3 clusters Score: Raw -684.152233 + Penalty 448.952442 = -235.199791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.037496 sec): 2 clusters Score: Raw -559.945980 + Penalty 125.600040 = -434.345940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.037710 sec): 3 clusters Score: Raw -565.499811 + Penalty 203.325686 = -362.174126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.038200 sec): 2 clusters Score: Raw -1285.686171 + Penalty 254.267259 = -1031.418912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.038432 sec): 3 clusters Score: Raw -1289.097496 + Penalty 505.460008 = -783.637488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.038911 sec): 2 clusters Score: Raw -877.216969 + Penalty 230.886282 = -646.330687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.039136 sec): 3 clusters Score: Raw -876.722796 + Penalty 464.134422 = -412.588374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.039638 sec): 2 clusters Score: Raw -1596.626907 + Penalty 278.890263 = -1317.736644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.039878 sec): 3 clusters Score: Raw -1631.924442 + Penalty 571.241615 = -1060.682827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.040384 sec): 2 clusters Score: Raw -1913.240361 + Penalty 320.825998 = -1592.414362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.040629 sec): 3 clusters Score: Raw -1916.990551 + Penalty 639.752109 = -1277.238442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.041109 sec): 2 clusters Score: Raw -886.335197 + Penalty 234.052855 = -652.282342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.041332 sec): 3 clusters Score: Raw -881.400850 + Penalty 435.172347 = -446.228503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.041807 sec): 2 clusters Score: Raw -656.965013 + Penalty 109.524585 = -547.440428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.042027 sec): 3 clusters Score: Raw -656.420673 + Penalty 219.343826 = -437.076846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.042543 sec): 2 clusters Score: Raw -1685.764933 + Penalty 310.744787 = -1375.020147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.042783 sec): 3 clusters Score: Raw -1697.784360 + Penalty 620.693742 = -1077.090617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.043263 sec): 2 clusters Score: Raw -874.992344 + Penalty 237.765455 = -637.226890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.043488 sec): 3 clusters Score: Raw -882.155803 + Penalty 472.591854 = -409.563949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.044337 sec): 2 clusters Score: Raw -14409.249835 + Penalty 639.222993 = -13770.026841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.044815 sec): 3 clusters Score: Raw -14399.087631 + Penalty 1278.309229 = -13120.778402 nChanged 13 SP:Iteration 1F (85.045285 sec): 3 clusters Score: Raw -14421.086065 + Penalty 1278.479198 = -13142.606867 nChanged 8 SP:Iteration 2F (85.045753 sec): 3 clusters Score: Raw -14435.833248 + Penalty 1278.638136 = -13157.195112 nChanged 3 SP:Iteration 3Q (85.046213 sec): 3 clusters Score: Raw -14441.928682 + Penalty 1278.638136 = -13163.290546 nChanged 0 SP:Iteration 4F (85.046681 sec): 3 clusters Score: Raw -14441.928682 + Penalty 1278.638136 = -13163.290546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.047189 sec): 2 clusters Score: Raw -1109.668639 + Penalty 346.233318 = -763.435321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.047432 sec): 3 clusters Score: Raw -1440.791805 + Penalty 692.466637 = -748.325168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.047906 sec): 2 clusters Score: Raw -574.421117 + Penalty 156.758313 = -417.662804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.048125 sec): 3 clusters Score: Raw -576.176963 + Penalty 294.841220 = -281.335743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.048605 sec): 2 clusters Score: Raw -783.335482 + Penalty 202.093089 = -581.242393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.048828 sec): 3 clusters Score: Raw -784.662623 + Penalty 408.626628 = -376.035995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.049345 sec): 2 clusters Score: Raw -2259.697106 + Penalty 322.901442 = -1936.795664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.049596 sec): 3 clusters Score: Raw -2265.986589 + Penalty 623.619982 = -1642.366607 nChanged 2 SP:Iteration 1F (85.049841 sec): 3 clusters Score: Raw -2270.905964 + Penalty 611.234454 = -1659.671510 nChanged 1 SP:Iteration 2Q (85.050084 sec): 3 clusters Score: Raw -2274.106825 + Penalty 601.094840 = -1673.011985 nChanged 1 SP:Iteration 3Q (85.050327 sec): 3 clusters Score: Raw -2277.386681 + Penalty 601.094840 = -1676.291841 nChanged 0 SP:Iteration 4F (85.050574 sec): 3 clusters Score: Raw -2277.386681 + Penalty 601.094840 = -1676.291841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.051168 sec): 2 clusters Score: Raw -5404.360085 + Penalty 492.801670 = -4911.558415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.051500 sec): 3 clusters Score: Raw -5455.799310 + Penalty 986.214434 = -4469.584875 nChanged 1 SP:Iteration 1Q (85.051802 sec): 3 clusters Score: Raw -5458.757590 + Penalty 986.214434 = -4472.543155 nChanged 0 SP:Iteration 2F (85.052107 sec): 3 clusters Score: Raw -5458.757590 + Penalty 986.214434 = -4472.543155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.052605 sec): 2 clusters Score: Raw -936.099779 + Penalty 307.844276 = -628.255503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.052841 sec): 3 clusters Score: Raw -1220.744215 + Penalty 610.366096 = -610.378120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.053405 sec): 2 clusters Score: Raw -3945.044400 + Penalty 408.303151 = -3536.741249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.053690 sec): 3 clusters Score: Raw -3968.824317 + Penalty 816.218825 = -3152.605492 nChanged 1 SP:Iteration 1Q (85.053965 sec): 3 clusters Score: Raw -3971.177216 + Penalty 817.065213 = -3154.112002 nChanged 1 SP:Iteration 2Q (85.054245 sec): 3 clusters Score: Raw -3974.652101 + Penalty 817.065213 = -3157.586888 nChanged 0 SP:Iteration 3F (85.054526 sec): 3 clusters Score: Raw -3974.652101 + Penalty 817.065213 = -3157.586888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.055009 sec): 2 clusters Score: Raw -884.014238 + Penalty 235.264403 = -648.749835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.055234 sec): 3 clusters Score: Raw -884.202291 + Penalty 471.599018 = -412.603273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.055704 sec): 2 clusters Score: Raw -468.249883 + Penalty 124.281238 = -343.968645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.055915 sec): 3 clusters Score: Raw -462.138788 + Penalty 124.281238 = -337.857549 nChanged 1 SP:Iteration 1F (85.056110 sec): 2 clusters Score: Raw -468.249883 + Penalty 124.281238 = -343.968645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.056570 sec): 2 clusters Score: Raw -188.930093 + Penalty 64.118551 = -124.811542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.056764 sec): 2 clusters Score: Raw -188.930093 + Penalty 64.118551 = -124.811542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.057308 sec): 2 clusters Score: Raw -3238.691464 + Penalty 393.788529 = -2844.902935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.057577 sec): 3 clusters Score: Raw -3262.213642 + Penalty 787.618874 = -2474.594769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.058046 sec): 2 clusters Score: Raw -380.579526 + Penalty 125.030388 = -255.549138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.058254 sec): 3 clusters Score: Raw -382.629277 + Penalty 230.274359 = -152.354919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.058726 sec): 2 clusters Score: Raw -564.639570 + Penalty 271.981847 = -292.657723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.058947 sec): 3 clusters Score: Raw -597.808029 + Penalty 543.963694 = -53.844335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.059454 sec): 2 clusters Score: Raw -1089.797476 + Penalty 265.332873 = -824.464603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.059685 sec): 3 clusters Score: Raw -1103.107660 + Penalty 531.546300 = -571.561360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.060170 sec): 2 clusters Score: Raw -1099.063384 + Penalty 256.059581 = -843.003803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.060400 sec): 3 clusters Score: Raw -1102.235382 + Penalty 507.866817 = -594.368564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.060884 sec): 2 clusters Score: Raw -974.332221 + Penalty 229.241728 = -745.090494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.061113 sec): 3 clusters Score: Raw -975.223137 + Penalty 458.483455 = -516.739681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.061594 sec): 2 clusters Score: Raw -787.058617 + Penalty 217.165845 = -569.892772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.061816 sec): 3 clusters Score: Raw -787.711082 + Penalty 434.331690 = -353.379392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.062299 sec): 2 clusters Score: Raw -982.217381 + Penalty 190.100501 = -792.116880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.062527 sec): 3 clusters Score: Raw -975.804140 + Penalty 401.905646 = -573.898494 nChanged 1 SP:Iteration 1F (85.062748 sec): 3 clusters Score: Raw -977.079440 + Penalty 401.905646 = -575.173794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.063328 sec): 2 clusters Score: Raw -4772.430300 + Penalty 463.091639 = -4309.338661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.063626 sec): 3 clusters Score: Raw -4805.906700 + Penalty 931.861317 = -3874.045383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.064074 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.064255 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.064741 sec): 2 clusters Score: Raw -892.938767 + Penalty 221.277264 = -671.661502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.064964 sec): 3 clusters Score: Raw -885.925497 + Penalty 438.578442 = -447.347054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.065447 sec): 2 clusters Score: Raw -736.401549 + Penalty 183.212052 = -553.189496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.065669 sec): 3 clusters Score: Raw -825.961190 + Penalty 348.838997 = -477.122193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.066122 sec): 2 clusters Score: Raw -91.119264 + Penalty 0.000000 = -91.119264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.066325 sec): 2 clusters Score: Raw -91.119264 + Penalty 0.000000 = -91.119264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.066796 sec): 2 clusters Score: Raw -474.734690 + Penalty 165.499991 = -309.234700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.067014 sec): 3 clusters Score: Raw -484.737000 + Penalty 321.641385 = -163.095614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.067491 sec): 2 clusters Score: Raw -785.787117 + Penalty 214.490213 = -571.296904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.067715 sec): 3 clusters Score: Raw -783.300283 + Penalty 429.818892 = -353.481391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.068163 sec): 2 clusters Score: Raw -171.314465 + Penalty 3.465736 = -167.848729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.068352 sec): 3 clusters Score: Raw -170.478552 + Penalty 6.931472 = -163.547080 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 (85.068825 sec): 2 clusters Score: Raw -572.646658 + Penalty 162.692466 = -409.954192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.069046 sec): 3 clusters Score: Raw -572.267046 + Penalty 325.384932 = -246.882113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.069528 sec): 2 clusters Score: Raw -970.765727 + Penalty 242.637708 = -728.128018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.069754 sec): 3 clusters Score: Raw -975.952367 + Penalty 480.283043 = -495.669324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 178 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.070220 sec): 2 clusters Score: Raw -395.279277 + Penalty 133.461194 = -261.818083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.070436 sec): 3 clusters Score: Raw -386.736323 + Penalty 266.922388 = -119.813935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 186 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.070919 sec): 2 clusters Score: Raw -882.851445 + Penalty 227.858745 = -654.992700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.071144 sec): 3 clusters Score: Raw -887.259202 + Penalty 452.183391 = -435.075811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.071596 sec): 2 clusters Score: Raw -89.652289 + Penalty 0.000000 = -89.652289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.071781 sec): 2 clusters Score: Raw -89.652289 + Penalty 0.000000 = -89.652289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.072257 sec): 2 clusters Score: Raw -789.473938 + Penalty 200.216680 = -589.257258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.072480 sec): 3 clusters Score: Raw -789.563057 + Penalty 400.433360 = -389.129697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 199 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.072968 sec): 2 clusters Score: Raw -696.920920 + Penalty 205.590078 = -491.330842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.073190 sec): 3 clusters Score: Raw -690.689770 + Penalty 409.411758 = -281.278012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.073655 sec): 2 clusters Score: Raw -279.346238 + Penalty 79.395294 = -199.950944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.073851 sec): 2 clusters Score: Raw -279.346238 + Penalty 79.395294 = -199.950944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.074326 sec): 2 clusters Score: Raw -682.773918 + Penalty 179.846373 = -502.927545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.074549 sec): 3 clusters Score: Raw -678.942864 + Penalty 359.370325 = -319.572539 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 (85.075010 sec): 2 clusters Score: Raw -195.001788 + Penalty 63.071839 = -131.929949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.075203 sec): 2 clusters Score: Raw -195.001788 + Penalty 63.071839 = -131.929949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.075682 sec): 2 clusters Score: Raw -804.438340 + Penalty 218.126762 = -586.311578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.075907 sec): 3 clusters Score: Raw -795.586535 + Penalty 436.253525 = -359.333011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 228 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.076385 sec): 2 clusters Score: Raw -717.043556 + Penalty 93.061501 = -623.982055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.076602 sec): 3 clusters Score: Raw -718.556789 + Penalty 170.324967 = -548.231822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.077060 sec): 2 clusters Score: Raw -94.031182 + Penalty 0.000000 = -94.031182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.077250 sec): 2 clusters Score: Raw -94.031182 + Penalty 0.000000 = -94.031182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.077702 sec): 2 clusters Score: Raw -88.489669 + Penalty 0.000000 = -88.489669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.077890 sec): 2 clusters Score: Raw -88.489669 + Penalty 0.000000 = -88.489669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 243 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.078341 sec): 2 clusters Score: Raw -93.061272 + Penalty 0.000000 = -93.061272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.078528 sec): 2 clusters Score: Raw -93.061272 + Penalty 0.000000 = -93.061272 nChanged 0 Deleting Class 94 (17 points): Lose 42.961333 but Gain 1134.143837 Iteration 119Q (85.237914 sec): 111 clusters Score: Raw -2705661.523062 + Penalty 101465.642439 = -2604195.880623 nChanged 19 Deleting Class 96 (9 points): Lose 31.013390 but Gain 1118.968527 Iteration 120F (86.784680 sec): 110 clusters Score: Raw -2705652.986681 + Penalty 100358.201773 = -2605294.784908 nChanged 12 Deleting Class 43 (9 points): Lose 30.089288 but Gain 1115.971713 Iteration 121Q (86.921104 sec): 109 clusters Score: Raw -2705642.574409 + Penalty 99267.244205 = -2606375.330204 nChanged 15 Deleting Class 56 (9 points): Lose 31.387331 but Gain 1116.587089 Iteration 122Q (87.057487 sec): 108 clusters Score: Raw -2705635.684045 + Penalty 98178.505604 = -2607457.178440 nChanged 17 Deleting Class 130 (11 points): Lose 62.131016 but Gain 1144.206506 Iteration 123Q (87.192773 sec): 107 clusters Score: Raw -2705595.289808 + Penalty 96093.697488 = -2609501.592320 nChanged 19 Deleting Class 83 (7 points): Lose 118.021585 but Gain 1191.013872 Iteration 124Q (87.333968 sec): 105 clusters Score: Raw -2705505.886589 + Penalty 94955.812895 = -2610550.073694 nChanged 11 Deleting Class 123 (32 points): Lose 93.474077 but Gain 1172.701691 Iteration 125Q (87.467954 sec): 104 clusters Score: Raw -2705444.516992 + Penalty 93806.316791 = -2611638.200201 nChanged 36 Deleting Class 74 (20 points): Lose 77.960457 but Gain 1155.449569 Iteration 126Q (87.602425 sec): 103 clusters Score: Raw -2705430.490313 + Penalty 92653.931327 = -2612776.558986 nChanged 30 Deleting Class 199 (7 points): Lose 24.712041 but Gain 1092.503740 Iteration 127Q (87.734141 sec): 102 clusters Score: Raw -2705447.073921 + Penalty 91560.016288 = -2613887.057634 nChanged 18 Deleting Class 131 (12 points): Lose 42.458129 but Gain 1105.721701 Iteration 128Q (87.864961 sec): 101 clusters Score: Raw -2705425.070144 + Penalty 90460.251040 = -2614964.819104 nChanged 21 Deleting Class 86 (9 points): Lose 32.578777 but Gain 1086.593859 Iteration 129Q (87.994510 sec): 100 clusters Score: Raw -2705418.004691 + Penalty 89380.252787 = -2616037.751904 nChanged 16 Deleting Class 117 (9 points): Lose 53.882834 but Gain 1107.198113 Iteration 130F (89.403894 sec): 99 clusters Score: Raw -2705381.573279 + Penalty 88285.568538 = -2617096.004741 nChanged 16 Deleting Class 88 (19 points): Lose 75.246363 but Gain 1126.705878 Iteration 131Q (89.532739 sec): 98 clusters Score: Raw -2705327.835329 + Penalty 87252.283667 = -2618075.551662 nChanged 24 Deleting Class 89 (9 points): Lose 51.605260 but Gain 1101.496344 Iteration 132Q (89.666977 sec): 97 clusters Score: Raw -2705319.452009 + Penalty 86158.811179 = -2619160.640829 nChanged 22 Deleting Class 157 (8 points): Lose 16.718738 but Gain 1066.606752 Iteration 133Q (89.798428 sec): 96 clusters Score: Raw -2705344.674443 + Penalty 85106.927219 = -2620237.747224 nChanged 22 Deleting Class 169 (10 points): Lose 40.487080 but Gain 1089.647861 Iteration 134Q (89.925500 sec): 95 clusters Score: Raw -2705325.443179 + Penalty 84016.294293 = -2621309.148885 nChanged 21 Deleting Class 186 (9 points): Lose 24.712297 but Gain 1072.345707 Iteration 135Q (90.059962 sec): 94 clusters Score: Raw -2705318.784662 + Penalty 82956.405971 = -2622362.378691 nChanged 19 Deleting Class 135 (8 points): Lose 33.458009 but Gain 1079.912008 Iteration 136Q (90.189726 sec): 93 clusters Score: Raw -2705299.369807 + Penalty 81875.988859 = -2623423.380947 nChanged 12 Deleting Class 239 (1 points): Lose 1.725214 but Gain 1047.944627 Iteration 137Q (90.318605 sec): 92 clusters Score: Raw -2705311.944610 + Penalty 80792.373936 = -2624519.570674 nChanged 10 Deleting Class 216 (8 points): Lose 44.192259 but Gain 1084.690413 Iteration 138Q (90.446735 sec): 91 clusters Score: Raw -2705272.469693 + Penalty 79710.869388 = -2625561.600305 nChanged 14 Deleting Class 142 (49 points): Lose 202.787998 but Gain 1239.951922 Iteration 139Q (90.575432 sec): 90 clusters Score: Raw -2705093.150914 + Penalty 78518.704893 = -2626574.446020 nChanged 55 Deleting Class 12 (18 points): Lose 70.506537 but Gain 1107.084194 Iteration 140F (91.831896 sec): 89 clusters Score: Raw -2705118.094363 + Penalty 77449.914183 = -2627668.180180 nChanged 28 Deleting Class 21 (30 points): Lose 170.014841 but Gain 1204.250520 Iteration 141Q (91.955288 sec): 88 clusters Score: Raw -2704994.322485 + Penalty 76399.234190 = -2628595.088296 nChanged 44 Deleting Class 40 (16 points): Lose 67.260790 but Gain 1100.028306 Iteration 142Q (92.080059 sec): 87 clusters Score: Raw -2705029.287624 + Penalty 75260.083312 = -2629769.204312 nChanged 34 Deleting Class 108 (55 points): Lose 249.663590 but Gain 1277.541868 Iteration 143Q (92.204834 sec): 86 clusters Score: Raw -2704824.457745 + Penalty 74128.120328 = -2630696.337417 nChanged 67 Deleting Class 68 (13 points): Lose 44.001846 but Gain 1059.450052 Iteration 144Q (92.328438 sec): 85 clusters Score: Raw -2704915.724859 + Penalty 73077.300487 = -2631838.424372 nChanged 34 Deleting Class 79 (21 points): Lose 124.591669 but Gain 1137.276823 Iteration 145Q (92.451774 sec): 84 clusters Score: Raw -2704831.375732 + Penalty 72023.007896 = -2632808.367836 nChanged 37 Deleting Class 127 (6 points): Lose 557.324286 but Gain 1569.653434 Iteration 146Q (92.574768 sec): 83 clusters Score: Raw -2704359.396598 + Penalty 70592.530313 = -2633766.866285 nChanged 29 Deleting Class 77 (26 points): Lose 84.478245 but Gain 1096.221238 Iteration 147Q (92.700550 sec): 82 clusters Score: Raw -2704329.594404 + Penalty 69522.147508 = -2634807.446896 nChanged 42 Deleting Class 75 (25 points): Lose 99.228222 but Gain 1113.613385 Iteration 148Q (92.820780 sec): 81 clusters Score: Raw -2704287.522564 + Penalty 68441.301953 = -2635846.220611 nChanged 32 Deleting Class 132 (10 points): Lose 21.539748 but Gain 1029.488616 Iteration 149Q (92.939020 sec): 80 clusters Score: Raw -2704310.105419 + Penalty 67402.726280 = -2636907.379139 nChanged 16 Deleting Class 147 (8 points): Lose 17.906283 but Gain 1025.648811 Iteration 150F (94.048941 sec): 79 clusters Score: Raw -2704316.870909 + Penalty 66385.488551 = -2637931.382359 nChanged 12 Deleting Class 178 (4 points): Lose 5.001028 but Gain 995.504239 Iteration 151Q (94.165652 sec): 78 clusters Score: Raw -2704330.644951 + Penalty 65377.922203 = -2638952.722749 nChanged 6 Deleting Class 190 (8 points): Lose 12.625888 but Gain 995.628004 Iteration 152Q (94.282234 sec): 77 clusters Score: Raw -2704327.874290 + Penalty 64384.553995 = -2639943.320296 nChanged 10 Deleting Class 116 (48 points): Lose 160.519689 but Gain 1138.145173 Iteration 153Q (94.399603 sec): 76 clusters Score: Raw -2704178.906709 + Penalty 63262.704863 = -2640916.201847 nChanged 49 Deleting Class 47 (103 points): Lose 363.319932 but Gain 1343.611681 Iteration 154Q (94.516095 sec): 75 clusters Score: Raw -2703890.861023 + Penalty 61964.342317 = -2641926.518707 nChanged 113 Deleting Class 30 (55 points): Lose 182.019752 but Gain 1172.272989 Iteration 155Q (94.634571 sec): 74 clusters Score: Raw -2703879.002677 + Penalty 60759.109979 = -2643119.892698 nChanged 86 Deleting Class 204 (8 points): Lose 39.651021 but Gain 1013.930664 Iteration 156Q (94.751616 sec): 73 clusters Score: Raw -2703942.304002 + Penalty 59703.087119 = -2644239.216883 nChanged 36 Deleting Class 45 (8 points): Lose 128.373231 but Gain 1100.247682 Iteration 157Q (94.865603 sec): 72 clusters Score: Raw -2703847.428847 + Penalty 58659.408577 = -2645188.020270 nChanged 24 Deleting Class 101 (8 points): Lose 46.296390 but Gain 1004.958921 Iteration 158Q (94.978320 sec): 71 clusters Score: Raw -2703838.554426 + Penalty 57659.298516 = -2646179.255910 nChanged 32 Deleting Class 64 (10 points): Lose 98.172042 but Gain 1049.178613 Iteration 159Q (95.091030 sec): 70 clusters Score: Raw -2703769.274484 + Penalty 56664.540496 = -2647104.733987 nChanged 26 Deleting Class 42 (42 points): Lose 151.395184 but Gain 1093.236452 Iteration 160F (96.081457 sec): 69 clusters Score: Raw -2703655.361119 + Penalty 55597.272249 = -2648058.088870 nChanged 52 Deleting Class 209 (2 points): Lose 2.586655 but Gain 940.921937 Iteration 161Q (96.199863 sec): 68 clusters Score: Raw -2703756.617492 + Penalty 54665.604735 = -2649091.012757 nChanged 25 Deleting Class 41 (141 points): Lose 314.882476 but Gain 1241.886106 Iteration 162Q (96.315411 sec): 67 clusters Score: Raw -2703473.819789 + Penalty 53493.687652 = -2649980.132136 nChanged 162 Deleting Class 53 (5 points): Lose 13.364570 but Gain 922.532094 Iteration 163Q (96.433740 sec): 66 clusters Score: Raw -2703682.387722 + Penalty 52597.748052 = -2651084.639670 nChanged 45 Deleting Class 85 (17 points): Lose 74.874678 but Gain 982.762349 Iteration 164Q (96.547058 sec): 65 clusters Score: Raw -2703635.080242 + Penalty 51636.739248 = -2651998.340994 nChanged 38 Deleting Class 8 (19 points): Lose 122.242585 but Gain 1023.944620 Iteration 165Q (96.659786 sec): 64 clusters Score: Raw -2703550.417010 + Penalty 50646.978296 = -2652903.438714 nChanged 32 Deleting Class 87 (17 points): Lose 129.439131 but Gain 1017.882477 Iteration 166Q (96.770843 sec): 63 clusters Score: Raw -2703495.842083 + Penalty 49635.070147 = -2653860.771936 nChanged 32 Deleting Class 168 (7 points): Lose 80.256040 but Gain 951.873229 Iteration 167Q (96.881699 sec): 62 clusters Score: Raw -2703495.303216 + Penalty 48719.210080 = -2654776.093135 nChanged 27 Deleting Class 49 (3 points): Lose 12.164002 but Gain 877.580060 Iteration 168Q (96.991286 sec): 61 clusters Score: Raw -2703557.342227 + Penalty 47809.681417 = -2655747.660810 nChanged 17 Deleting Class 54 (45 points): Lose 268.705489 but Gain 1132.052979 Iteration 169Q (97.100390 sec): 60 clusters Score: Raw -2703312.096955 + Penalty 46742.794821 = -2656569.302134 nChanged 55 Deleting Class 100 (6 points): Lose 46.742169 but Gain 904.678851 Iteration 170F (97.933234 sec): 59 clusters Score: Raw -2703415.580032 + Penalty 45807.816381 = -2657607.763651 nChanged 25 Deleting Class 139 (11 points): Lose 19.582758 but Gain 874.730240 Iteration 171Q (98.043808 sec): 58 clusters Score: Raw -2703435.177125 + Penalty 44940.157867 = -2658495.019258 nChanged 22 Deleting Class 46 (65 points): Lose 144.702956 but Gain 999.535505 Iteration 172Q (98.155513 sec): 57 clusters Score: Raw -2703311.003324 + Penalty 44031.794221 = -2659279.209104 nChanged 74 Deleting Class 106 (11 points): Lose 56.135830 but Gain 909.085840 Iteration 173Q (98.265237 sec): 56 clusters Score: Raw -2703353.993317 + Penalty 43116.591721 = -2660237.401595 nChanged 23 Deleting Class 78 (12 points): Lose 49.510890 but Gain 876.738681 Iteration 174Q (98.377180 sec): 55 clusters Score: Raw -2703332.491415 + Penalty 42237.204402 = -2661095.287013 nChanged 16 Deleting Class 126 (3 points): Lose 92.587838 but Gain 891.942100 Iteration 175Q (98.483217 sec): 54 clusters Score: Raw -2703261.772702 + Penalty 41329.196154 = -2661932.576548 nChanged 5 Deleting Class 28 (13 points): Lose 95.634263 but Gain 887.731057 Iteration 176Q (98.587671 sec): 53 clusters Score: Raw -2703172.308004 + Penalty 40453.343086 = -2662718.964919 nChanged 17 Deleting Class 72 (28 points): Lose 172.721159 but Gain 936.336234 Iteration 177Q (98.692042 sec): 52 clusters Score: Raw -2703034.888730 + Penalty 39517.991883 = -2663516.896847 nChanged 33 Deleting Class 34 (134 points): Lose 350.763671 but Gain 1114.138803 Iteration 178Q (98.798316 sec): 51 clusters Score: Raw -2702747.852541 + Penalty 38427.958913 = -2664319.893627 nChanged 154 Deleting Class 7 (39 points): Lose 217.889954 but Gain 969.814786 Iteration 179Q (98.905591 sec): 50 clusters Score: Raw -2702748.101339 + Penalty 37517.647445 = -2665230.453894 nChanged 88 Deleting Class 58 (177 points): Lose 524.831340 but Gain 1302.000049 Iteration 180F (99.586532 sec): 49 clusters Score: Raw -2702346.692843 + Penalty 36303.161015 = -2666043.531828 nChanged 215 Deleting Class 4 (6 points): Lose 56.051725 but Gain 804.048309 Iteration 181Q (99.699608 sec): 48 clusters Score: Raw -2702670.892114 + Penalty 35526.963059 = -2667143.929055 nChanged 72 Deleting Class 61 (2 points): Lose 9.481013 but Gain 753.119125 Iteration 182Q (99.802254 sec): 47 clusters Score: Raw -2702709.159812 + Penalty 34770.063405 = -2667939.096407 nChanged 47 Deleting Class 119 (4 points): Lose 35.396739 but Gain 753.235670 Iteration 183Q (99.903019 sec): 46 clusters Score: Raw -2702695.160316 + Penalty 34022.753486 = -2668672.406829 nChanged 23 Deleting Class 3 (5 points): Lose 68.422910 but Gain 771.649166 Iteration 184Q (100.002735 sec): 45 clusters Score: Raw -2702647.996638 + Penalty 33253.667602 = -2669394.329037 nChanged 12 Deleting Class 156 (5 points): Lose 371.268602 but Gain 1063.328148 Iteration 185Q (100.101131 sec): 44 clusters Score: Raw -2702296.811790 + Penalty 32182.979944 = -2670113.831845 nChanged 11 Deleting Class 2 (144 points): Lose 344.610283 but Gain 1034.803516 Iteration 186Q (100.199929 sec): 43 clusters Score: Raw -2702005.318320 + Penalty 31171.657499 = -2670833.660821 nChanged 147 Deleting Class 82 (9 points): Lose 751.418612 but Gain 1441.229440 Iteration 187Q (100.299686 sec): 42 clusters Score: Raw -2701444.629955 + Penalty 29780.518705 = -2671664.111250 nChanged 33 Deleting Class 17 (9 points): Lose 775.447382 but Gain 1442.611955 Iteration 188Q (100.405666 sec): 41 clusters Score: Raw -2700690.432243 + Penalty 28369.011962 = -2672321.420280 nChanged 28 Deleting Class 243 (1 points): Lose 89.999695 but Gain 737.746004 Iteration 189Q (100.502268 sec): 40 clusters Score: Raw -2700619.153178 + Penalty 27617.818665 = -2673001.334514 nChanged 15 Deleting Class 52 (7 points): Lose 98.370590 but Gain 745.539207 Iteration 190F (101.053730 sec): 39 clusters Score: Raw -2700529.594747 + Penalty 26808.225427 = -2673721.369320 nChanged 17 Deleting Class 65 (9 points): Lose 77.842805 but Gain 716.494326 Iteration 191Q (101.147267 sec): 38 clusters Score: Raw -2700503.115288 + Penalty 26086.926610 = -2674416.188678 nChanged 18 Deleting Class 84 (5 points): Lose 35.734911 but Gain 660.200775 Iteration 192Q (101.240294 sec): 37 clusters Score: Raw -2700497.381012 + Penalty 25466.824377 = -2675030.556634 nChanged 17 Deleting Class 9 (6 points): Lose 528.738190 but Gain 1092.145360 Iteration 193Q (101.341161 sec): 36 clusters Score: Raw -2700000.747299 + Penalty 24345.622640 = -2675655.124659 nChanged 17 Deleting Class 90 (8 points): Lose 36.952195 but Gain 589.848976 Iteration 194Q (101.434431 sec): 35 clusters Score: Raw -2699977.977992 + Penalty 23740.091644 = -2676237.886349 nChanged 18 Deleting Class 202 (3 points): Lose 211.089500 but Gain 747.298093 Iteration 195Q (101.527503 sec): 34 clusters Score: Raw -2699779.661352 + Penalty 22991.145303 = -2676788.516050 nChanged 7 Deleting Class 27 (211 points): Lose 465.956843 but Gain 936.274366 Iteration 196Q (101.617972 sec): 33 clusters Score: Raw -2699355.243488 + Penalty 22068.712168 = -2677286.531320 nChanged 215 Deleting Class 29 (246 points): Lose 708.334432 but Gain 1179.173767 Iteration 197Q (101.709489 sec): 32 clusters Score: Raw -2698913.806114 + Penalty 20937.177981 = -2677976.628133 nChanged 284 Deleting Class 22 (9 points): Lose 717.406599 but Gain 1163.315672 Iteration 198Q (101.801286 sec): 31 clusters Score: Raw -2698670.017345 + Penalty 19756.747447 = -2678913.269898 nChanged 76 Deleting Class 228 (11 points): Lose 81.250679 but Gain 514.607924 Iteration 199Q (101.890969 sec): 30 clusters Score: Raw -2698623.916599 + Penalty 19244.675500 = -2679379.241099 nChanged 48 Deleting Class 98 (337 points): Lose 891.770302 but Gain 1304.786290 Iteration 200F (102.297198 sec): 29 clusters Score: Raw -2697769.605644 + Penalty 18024.993509 = -2679744.612135 nChanged 371 Deleting Class 155 (1 points): Lose 87.998368 but Gain 470.494944 Iteration 201Q (102.389714 sec): 28 clusters Score: Raw -2698311.975598 + Penalty 17551.452045 = -2680760.523553 nChanged 133 Deleting Class 111 (14 points): Lose 859.310799 but Gain 1206.218049 Iteration 202Q (102.479989 sec): 27 clusters Score: Raw -2697538.967028 + Penalty 16406.042090 = -2681132.924938 nChanged 116 Deleting Class 188 (1 points): Lose 84.282027 but Gain 413.215784 Iteration 203Q (102.567332 sec): 26 clusters Score: Raw -2697601.302415 + Penalty 15985.773143 = -2681615.529273 nChanged 88 Deleting Class 240 (2 points): Lose 29.381983 but Gain 335.450435 Iteration 204Q (102.655263 sec): 25 clusters Score: Raw -2697623.180903 + Penalty 15651.093861 = -2681972.087043 nChanged 83 Deleting Class 33 (350 points): Lose 731.696451 but Gain 1000.790781 Iteration 205Q (102.740028 sec): 24 clusters Score: Raw -2696933.004251 + Penalty 14679.020783 = -2682253.983468 nChanged 394 Deleting Class 99 (18 points): Lose 1023.182498 but Gain 1238.678836 Iteration 206Q (102.826648 sec): 23 clusters Score: Raw -2696437.716228 + Penalty 13432.660959 = -2683005.055269 nChanged 125 Deleting Class 36 (2 points): Lose 162.165514 but Gain 284.365076 Iteration 207Q (102.915094 sec): 22 clusters Score: Raw -2696450.290681 + Penalty 13094.611729 = -2683355.678951 nChanged 78 Deleting Class 150 (10 points): Lose 711.596903 but Gain 822.776568 Iteration 208Q (102.995644 sec): 21 clusters Score: Raw -2695831.785930 + Penalty 12217.544141 = -2683614.241789 nChanged 77 Deleting Class 44 (20 points): Lose 1115.109305 but Gain 1133.328576 Iteration 209Q (103.077766 sec): 20 clusters Score: Raw -2694755.174919 + Penalty 11068.681926 = -2683686.492993 nChanged 80 Iteration 210F (103.356884 sec): 20 clusters Score: Raw -2694847.088199 + Penalty 11114.294637 = -2683732.793561 nChanged 54 Iteration 211Q (103.436939 sec): 20 clusters Score: Raw -2694942.525785 + Penalty 11108.732683 = -2683833.793103 nChanged 42 Iteration 212Q (103.517616 sec): 20 clusters Score: Raw -2694955.782812 + Penalty 11101.697998 = -2683854.084814 nChanged 39 Iteration 213Q (103.598119 sec): 20 clusters Score: Raw -2694967.154470 + Penalty 11094.672011 = -2683872.482459 nChanged 33 Iteration 214Q (103.678900 sec): 20 clusters Score: Raw -2694975.684087 + Penalty 11083.693573 = -2683891.990514 nChanged 27 Iteration 215Q (103.759091 sec): 20 clusters Score: Raw -2694985.785748 + Penalty 11065.998886 = -2683919.786862 nChanged 39 Iteration 216Q (103.839141 sec): 20 clusters Score: Raw -2694998.118625 + Penalty 11056.248795 = -2683941.869829 nChanged 27 Iteration 217Q (103.919210 sec): 20 clusters Score: Raw -2695004.969515 + Penalty 11051.665748 = -2683953.303767 nChanged 23 Iteration 218Q (103.999653 sec): 20 clusters Score: Raw -2695010.092140 + Penalty 11039.021590 = -2683971.070550 nChanged 29 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2695010.092140 + Penalty 11039.021590 = -2683971.070550Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.063386 sec): 2 clusters Score: Raw -98754.206184 + Penalty 87.784804 = -98666.421380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.065460 sec): 3 clusters Score: Raw -98069.974521 + Penalty 174.130029 = -97895.844492 nChanged 509 SP:Iteration 1F (104.067531 sec): 3 clusters Score: Raw -98523.916060 + Penalty 177.546450 = -98346.369610 nChanged 90 SP:Iteration 2F (104.069592 sec): 3 clusters Score: Raw -98597.543950 + Penalty 178.204305 = -98419.339645 nChanged 38 SP:Iteration 3Q (104.071627 sec): 3 clusters Score: Raw -98612.525049 + Penalty 178.687768 = -98433.837281 nChanged 29 SP:Iteration 4Q (104.073663 sec): 3 clusters Score: Raw -98625.070053 + Penalty 178.968398 = -98446.101656 nChanged 18 SP:Iteration 5Q (104.075703 sec): 3 clusters Score: Raw -98629.596175 + Penalty 179.127833 = -98450.468342 nChanged 11 SP:Iteration 6Q (104.077714 sec): 3 clusters Score: Raw -98631.249453 + Penalty 178.779477 = -98452.469976 nChanged 4 SP:Iteration 7Q (104.079680 sec): 3 clusters Score: Raw -98632.327138 + Penalty 179.098018 = -98453.229120 nChanged 7 SP:Iteration 8Q (104.081652 sec): 3 clusters Score: Raw -98633.839876 + Penalty 179.634462 = -98454.205414 nChanged 12 SP:Iteration 9Q (104.083581 sec): 3 clusters Score: Raw -98637.256977 + Penalty 180.292046 = -98456.964931 nChanged 13 SP:Iteration 10F (104.085676 sec): 3 clusters Score: Raw -98641.309884 + Penalty 180.077838 = -98461.232046 nChanged 13 SP:Iteration 11Q (104.087632 sec): 3 clusters Score: Raw -98646.255989 + Penalty 180.153031 = -98466.102958 nChanged 10 SP:Iteration 12Q (104.089562 sec): 3 clusters Score: Raw -98649.814738 + Penalty 179.795609 = -98470.019129 nChanged 11 SP:Iteration 13Q (104.091488 sec): 3 clusters Score: Raw -98653.385368 + Penalty 179.677893 = -98473.707475 nChanged 10 SP:Iteration 14Q (104.093431 sec): 3 clusters Score: Raw -98657.455501 + Penalty 179.613009 = -98477.842492 nChanged 11 SP:Iteration 15Q (104.095374 sec): 3 clusters Score: Raw -98660.432958 + Penalty 179.964650 = -98480.468308 nChanged 9 SP:Iteration 16Q (104.097304 sec): 3 clusters Score: Raw -98662.423525 + Penalty 180.841845 = -98481.581680 nChanged 10 SP:Iteration 17Q (104.099235 sec): 3 clusters Score: Raw -98664.829195 + Penalty 180.249674 = -98484.579521 nChanged 9 SP:Iteration 18Q (104.101117 sec): 3 clusters Score: Raw -98667.984992 + Penalty 180.143338 = -98487.841654 nChanged 8 SP:Iteration 19Q (104.102996 sec): 3 clusters Score: Raw -98671.309031 + Penalty 179.959922 = -98491.349110 nChanged 6 SP:Iteration 20F (104.105085 sec): 3 clusters Score: Raw -98673.140925 + Penalty 180.306744 = -98492.834180 nChanged 5 SP:Iteration 21Q (104.106985 sec): 3 clusters Score: Raw -98674.397416 + Penalty 179.891057 = -98494.506358 nChanged 6 SP:Iteration 22Q (104.108854 sec): 3 clusters Score: Raw -98676.295050 + Penalty 180.505644 = -98495.789406 nChanged 8 SP:Iteration 23Q (104.110724 sec): 3 clusters Score: Raw -98678.302135 + Penalty 180.997739 = -98497.304396 nChanged 9 SP:Iteration 24Q (104.112577 sec): 3 clusters Score: Raw -98681.019799 + Penalty 180.521336 = -98500.498462 nChanged 8 SP:Iteration 25Q (104.114431 sec): 3 clusters Score: Raw -98684.458193 + Penalty 180.408502 = -98504.049691 nChanged 5 SP:Iteration 26Q (104.116273 sec): 3 clusters Score: Raw -98685.622687 + Penalty 181.057290 = -98504.565397 nChanged 4 SP:Iteration 27Q (104.118109 sec): 3 clusters Score: Raw -98686.771026 + Penalty 181.605524 = -98505.165502 nChanged 4 SP:Iteration 28Q (104.119968 sec): 3 clusters Score: Raw -98688.194230 + Penalty 182.461971 = -98505.732259 nChanged 9 SP:Iteration 29Q (104.121812 sec): 3 clusters Score: Raw -98692.446700 + Penalty 182.201168 = -98510.245532 nChanged 6 SP:Iteration 30F (104.123868 sec): 3 clusters Score: Raw -98695.503293 + Penalty 182.555661 = -98512.947632 nChanged 4 SP:Iteration 31Q (104.125678 sec): 3 clusters Score: Raw -98697.299784 + Penalty 179.946572 = -98517.353212 nChanged 4 SP:Iteration 32Q (104.127490 sec): 3 clusters Score: Raw -98698.180196 + Penalty 179.670216 = -98518.509980 nChanged 1 SP:Iteration 33Q (104.129339 sec): 3 clusters Score: Raw -98698.992832 + Penalty 179.705933 = -98519.286898 nChanged 1 SP:Iteration 34Q (104.131162 sec): 3 clusters Score: Raw -98699.272652 + Penalty 179.705933 = -98519.566719 nChanged 0 SP:Iteration 35F (104.133258 sec): 3 clusters Score: Raw -98699.272652 + Penalty 179.705933 = -98519.566719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.135728 sec): 2 clusters Score: Raw -42124.274854 + Penalty 210.494262 = -41913.780592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.136737 sec): 3 clusters Score: Raw -41893.324179 + Penalty 421.174740 = -41472.149439 nChanged 152 SP:Iteration 1F (104.137724 sec): 3 clusters Score: Raw -41983.004003 + Penalty 421.917609 = -41561.086394 nChanged 38 SP:Iteration 2F (104.138732 sec): 3 clusters Score: Raw -42009.336118 + Penalty 422.804375 = -41586.531743 nChanged 30 SP:Iteration 3F (104.139722 sec): 3 clusters Score: Raw -42030.064726 + Penalty 424.514301 = -41605.550425 nChanged 22 SP:Iteration 4Q (104.140706 sec): 3 clusters Score: Raw -42045.041197 + Penalty 426.042366 = -41618.998830 nChanged 15 SP:Iteration 5Q (104.141689 sec): 3 clusters Score: Raw -42053.553803 + Penalty 427.390467 = -41626.163337 nChanged 12 SP:Iteration 6Q (104.142673 sec): 3 clusters Score: Raw -42063.045397 + Penalty 428.724345 = -41634.321052 nChanged 10 SP:Iteration 7Q (104.143670 sec): 3 clusters Score: Raw -42071.382093 + Penalty 430.577740 = -41640.804353 nChanged 13 SP:Iteration 8Q (104.144650 sec): 3 clusters Score: Raw -42086.956598 + Penalty 430.832250 = -41656.124347 nChanged 7 SP:Iteration 9Q (104.145612 sec): 3 clusters Score: Raw -42095.058972 + Penalty 429.977542 = -41665.081429 nChanged 10 SP:Iteration 10F (104.146595 sec): 3 clusters Score: Raw -42102.294545 + Penalty 431.564417 = -41670.730127 nChanged 12 SP:Iteration 11Q (104.147537 sec): 3 clusters Score: Raw -42110.065855 + Penalty 429.979833 = -41680.086022 nChanged 4 SP:Iteration 12Q (104.148526 sec): 3 clusters Score: Raw -42112.151282 + Penalty 433.526685 = -41678.624597 nChanged 5 SP:Iteration 13F (104.149515 sec): 3 clusters Score: Raw -42114.439884 + Penalty 433.526685 = -41680.913199 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.152648 sec): 2 clusters Score: Raw -53875.182259 + Penalty 467.175349 = -53408.006910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.153880 sec): 3 clusters Score: Raw -53574.821836 + Penalty 957.460853 = -52617.360982 nChanged 195 SP:Iteration 1F (104.155081 sec): 3 clusters Score: Raw -53730.242288 + Penalty 978.115167 = -52752.127121 nChanged 58 SP:Iteration 2F (104.156281 sec): 3 clusters Score: Raw -53779.805048 + Penalty 985.666436 = -52794.138612 nChanged 38 SP:Iteration 3F (104.157490 sec): 3 clusters Score: Raw -53819.118367 + Penalty 984.438273 = -52834.680094 nChanged 25 SP:Iteration 4Q (104.158664 sec): 3 clusters Score: Raw -53842.221775 + Penalty 986.953689 = -52855.268086 nChanged 20 SP:Iteration 5Q (104.159820 sec): 3 clusters Score: Raw -53857.317816 + Penalty 988.043807 = -52869.274009 nChanged 6 SP:Iteration 6Q (104.160959 sec): 3 clusters Score: Raw -53861.823505 + Penalty 988.199891 = -52873.623614 nChanged 4 SP:Iteration 7Q (104.162093 sec): 3 clusters Score: Raw -53862.921011 + Penalty 988.974508 = -52873.946503 nChanged 2 SP:Iteration 8Q (104.163234 sec): 3 clusters Score: Raw -53863.264270 + Penalty 989.060318 = -52874.203952 nChanged 1 SP:Iteration 9Q (104.164371 sec): 3 clusters Score: Raw -53863.393078 + Penalty 988.746186 = -52874.646892 nChanged 1 SP:Iteration 10F (104.165569 sec): 3 clusters Score: Raw -53864.704414 + Penalty 988.746186 = -52875.958227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.166977 sec): 2 clusters Score: Raw -14424.042292 + Penalty 408.099940 = -14015.942351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.167522 sec): 3 clusters Score: Raw -14399.289360 + Penalty 835.925312 = -13563.364048 nChanged 39 SP:Iteration 1F (104.168043 sec): 3 clusters Score: Raw -14471.354166 + Penalty 856.386172 = -13614.967993 nChanged 13 SP:Iteration 2F (104.168560 sec): 3 clusters Score: Raw -14494.942431 + Penalty 867.240913 = -13627.701519 nChanged 6 SP:Iteration 3Q (104.169054 sec): 3 clusters Score: Raw -14509.570149 + Penalty 867.240913 = -13642.329237 nChanged 0 SP:Iteration 4F (104.169572 sec): 3 clusters Score: Raw -14509.570149 + Penalty 867.240913 = -13642.329237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.171206 sec): 2 clusters Score: Raw -26928.298473 + Penalty 364.451192 = -26563.847281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.171964 sec): 3 clusters Score: Raw -26807.403579 + Penalty 730.781990 = -26076.621590 nChanged 88 SP:Iteration 1F (104.172713 sec): 3 clusters Score: Raw -26882.551890 + Penalty 734.925727 = -26147.626163 nChanged 32 SP:Iteration 2F (104.173451 sec): 3 clusters Score: Raw -26915.292052 + Penalty 738.776617 = -26176.515435 nChanged 12 SP:Iteration 3Q (104.174179 sec): 3 clusters Score: Raw -26923.087837 + Penalty 744.455663 = -26178.632174 nChanged 7 SP:Iteration 4Q (104.174905 sec): 3 clusters Score: Raw -26929.959075 + Penalty 752.664643 = -26177.294432 nChanged 8 SP:Iteration 5F (104.175626 sec): 3 clusters Score: Raw -26937.918612 + Penalty 769.987521 = -26167.931091 nChanged 14 SP:Iteration 6F (104.176358 sec): 3 clusters Score: Raw -26951.476831 + Penalty 796.501009 = -26154.975822 nChanged 16 SP:Iteration 7F (104.177091 sec): 3 clusters Score: Raw -26970.010807 + Penalty 819.416532 = -26150.594274 nChanged 11 SP:Iteration 8F (104.177881 sec): 3 clusters Score: Raw -26979.901226 + Penalty 832.815667 = -26147.085559 nChanged 4 SP:Iteration 9F (104.178623 sec): 3 clusters Score: Raw -26991.484832 + Penalty 858.917804 = -26132.567029 nChanged 8 SP:Iteration 10F (104.179361 sec): 3 clusters Score: Raw -27011.288150 + Penalty 870.772664 = -26140.515486 nChanged 3 SP:Iteration 11Q (104.180054 sec): 3 clusters Score: Raw -27014.989592 + Penalty 873.269029 = -26141.720563 nChanged 1 SP:Iteration 12Q (104.180737 sec): 3 clusters Score: Raw -27016.109112 + Penalty 873.269029 = -26142.840082 nChanged 0 SP:Iteration 13F (104.181473 sec): 3 clusters Score: Raw -27016.109112 + Penalty 873.269029 = -26142.840082 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.188804 sec): 2 clusters Score: Raw -189966.877809 + Penalty 131.687640 = -189835.190169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.192766 sec): 3 clusters Score: Raw -188596.160912 + Penalty 270.065199 = -188326.095713 nChanged 967 SP:Iteration 1F (104.196654 sec): 3 clusters Score: Raw -189362.947240 + Penalty 270.676488 = -189092.270751 nChanged 241 SP:Iteration 2F (104.200591 sec): 3 clusters Score: Raw -189529.704063 + Penalty 268.479741 = -189261.224322 nChanged 142 SP:Iteration 3F (104.204451 sec): 3 clusters Score: Raw -189656.093394 + Penalty 264.213529 = -189391.879865 nChanged 105 SP:Iteration 4Q (104.208307 sec): 3 clusters Score: Raw -189748.064542 + Penalty 259.528523 = -189488.536019 nChanged 86 SP:Iteration 5Q (104.212047 sec): 3 clusters Score: Raw -189820.825262 + Penalty 254.851412 = -189565.973850 nChanged 66 SP:Iteration 6Q (104.215607 sec): 3 clusters Score: Raw -189871.961734 + Penalty 256.377338 = -189615.584396 nChanged 46 SP:Iteration 7Q (104.219098 sec): 3 clusters Score: Raw -189897.595446 + Penalty 260.820856 = -189636.774590 nChanged 27 SP:Iteration 8Q (104.222521 sec): 3 clusters Score: Raw -189911.085065 + Penalty 260.403269 = -189650.681796 nChanged 29 SP:Iteration 9Q (104.225811 sec): 3 clusters Score: Raw -189930.196932 + Penalty 264.997143 = -189665.199788 nChanged 25 SP:Iteration 10F (104.229657 sec): 3 clusters Score: Raw -189944.237747 + Penalty 265.022804 = -189679.214942 nChanged 19 SP:Iteration 11Q (104.232980 sec): 3 clusters Score: Raw -189955.272118 + Penalty 272.897880 = -189682.374239 nChanged 13 SP:Iteration 12Q (104.236231 sec): 3 clusters Score: Raw -189962.674826 + Penalty 281.071495 = -189681.603331 nChanged 9 SP:Iteration 13F (104.240134 sec): 3 clusters Score: Raw -189967.966966 + Penalty 305.027578 = -189662.939388 nChanged 10 SP:Iteration 14F (104.244114 sec): 3 clusters Score: Raw -189973.852030 + Penalty 313.043325 = -189660.808705 nChanged 3 SP:Iteration 15F (104.247983 sec): 3 clusters Score: Raw -189975.033474 + Penalty 318.381650 = -189656.651824 nChanged 2 SP:Iteration 16F (104.251837 sec): 3 clusters Score: Raw -189975.388117 + Penalty 319.054871 = -189656.333246 nChanged 1 SP:Iteration 17F (104.255668 sec): 3 clusters Score: Raw -189975.872395 + Penalty 319.054871 = -189656.817525 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 18 (725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.260048 sec): 2 clusters Score: Raw -68465.155324 + Penalty 741.496699 = -67723.658626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.261540 sec): 3 clusters Score: Raw -68129.417694 + Penalty 1486.382737 = -66643.034957 nChanged 211 SP:Iteration 1F (104.262994 sec): 3 clusters Score: Raw -68289.410047 + Penalty 1491.088068 = -66798.321979 nChanged 72 SP:Iteration 2F (104.264456 sec): 3 clusters Score: Raw -68362.205017 + Penalty 1494.609824 = -66867.595193 nChanged 49 SP:Iteration 3F (104.265908 sec): 3 clusters Score: Raw -68411.688131 + Penalty 1492.059650 = -66919.628480 nChanged 41 SP:Iteration 4F (104.267358 sec): 3 clusters Score: Raw -68449.139222 + Penalty 1488.001124 = -66961.138097 nChanged 25 SP:Iteration 5Q (104.268832 sec): 3 clusters Score: Raw -68476.191526 + Penalty 1486.861268 = -66989.330258 nChanged 10 SP:Iteration 6Q (104.270303 sec): 3 clusters Score: Raw -68484.268261 + Penalty 1485.361746 = -66998.906515 nChanged 6 SP:Iteration 7Q (104.271739 sec): 3 clusters Score: Raw -68491.686943 + Penalty 1482.301909 = -67009.385034 nChanged 6 SP:Iteration 8Q (104.273167 sec): 3 clusters Score: Raw -68495.538907 + Penalty 1481.787876 = -67013.751031 nChanged 2 SP:Iteration 9Q (104.274621 sec): 3 clusters Score: Raw -68497.624291 + Penalty 1481.787876 = -67015.836414 nChanged 0 SP:Iteration 10F (104.276068 sec): 3 clusters Score: Raw -68497.624291 + Penalty 1481.787876 = -67015.836414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.279038 sec): 2 clusters Score: Raw -45303.040048 + Penalty 184.382544 = -45118.657505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.280118 sec): 3 clusters Score: Raw -45019.879691 + Penalty 373.624631 = -44646.255060 nChanged 187 SP:Iteration 1F (104.281168 sec): 3 clusters Score: Raw -45186.037751 + Penalty 376.023415 = -44810.014336 nChanged 50 SP:Iteration 2F (104.282278 sec): 3 clusters Score: Raw -45236.727565 + Penalty 375.000012 = -44861.727553 nChanged 15 SP:Iteration 3Q (104.283342 sec): 3 clusters Score: Raw -45247.729617 + Penalty 374.039848 = -44873.689769 nChanged 7 SP:Iteration 4Q (104.284395 sec): 3 clusters Score: Raw -45252.976779 + Penalty 373.410678 = -44879.566102 nChanged 3 SP:Iteration 5Q (104.285419 sec): 3 clusters Score: Raw -45254.712289 + Penalty 373.595673 = -44881.116616 nChanged 3 SP:Iteration 6Q (104.286420 sec): 3 clusters Score: Raw -45255.443143 + Penalty 373.350226 = -44882.092916 nChanged 3 SP:Iteration 7Q (104.287422 sec): 3 clusters Score: Raw -45258.644401 + Penalty 372.837754 = -44885.806647 nChanged 4 SP:Iteration 8Q (104.288437 sec): 3 clusters Score: Raw -45260.999235 + Penalty 372.808237 = -44888.190998 nChanged 1 SP:Iteration 9Q (104.289441 sec): 3 clusters Score: Raw -45261.235522 + Penalty 372.808237 = -44888.427285 nChanged 0 SP:Iteration 10F (104.290527 sec): 3 clusters Score: Raw -45261.235522 + Penalty 372.808237 = -44888.427285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.293443 sec): 2 clusters Score: Raw -53411.472034 + Penalty 982.242786 = -52429.229248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.294614 sec): 3 clusters Score: Raw -53278.978808 + Penalty 1964.205546 = -51314.773262 nChanged 128 SP:Iteration 1F (104.295758 sec): 3 clusters Score: Raw -53412.208751 + Penalty 1964.195071 = -51448.013679 nChanged 36 SP:Iteration 2F (104.296907 sec): 3 clusters Score: Raw -53459.242336 + Penalty 1963.782723 = -51495.459613 nChanged 16 SP:Iteration 3Q (104.298051 sec): 3 clusters Score: Raw -53475.486673 + Penalty 1963.528913 = -51511.957759 nChanged 9 SP:Iteration 4Q (104.299172 sec): 3 clusters Score: Raw -53487.540181 + Penalty 1963.248481 = -51524.291700 nChanged 5 SP:Iteration 5Q (104.300287 sec): 3 clusters Score: Raw -53493.311225 + Penalty 1963.048048 = -51530.263178 nChanged 6 SP:Iteration 6Q (104.301408 sec): 3 clusters Score: Raw -53503.618669 + Penalty 1963.293288 = -51540.325381 nChanged 9 SP:Iteration 7Q (104.302544 sec): 3 clusters Score: Raw -53522.788784 + Penalty 1963.278993 = -51559.509791 nChanged 5 SP:Iteration 8Q (104.303658 sec): 3 clusters Score: Raw -53528.897389 + Penalty 1963.189097 = -51565.708292 nChanged 5 SP:Iteration 9Q (104.304767 sec): 3 clusters Score: Raw -53533.185826 + Penalty 1963.016928 = -51570.168897 nChanged 4 SP:Iteration 10F (104.305905 sec): 3 clusters Score: Raw -53535.766949 + Penalty 1962.871567 = -51572.895382 nChanged 3 SP:Iteration 11Q (104.307111 sec): 3 clusters Score: Raw -53537.472756 + Penalty 1962.857592 = -51574.615163 nChanged 2 SP:Iteration 12Q (104.308235 sec): 3 clusters Score: Raw -53540.226823 + Penalty 1962.614378 = -51577.612445 nChanged 5 SP:Iteration 13Q (104.309351 sec): 3 clusters Score: Raw -53544.449663 + Penalty 1962.280735 = -51582.168928 nChanged 5 SP:Iteration 14Q (104.310459 sec): 3 clusters Score: Raw -53547.757204 + Penalty 1962.017994 = -51585.739210 nChanged 7 SP:Iteration 15Q (104.311586 sec): 3 clusters Score: Raw -53555.481645 + Penalty 1961.545717 = -51593.935928 nChanged 6 SP:Iteration 16Q (104.312713 sec): 3 clusters Score: Raw -53560.636959 + Penalty 1961.510045 = -51599.126915 nChanged 6 SP:Iteration 17Q (104.313824 sec): 3 clusters Score: Raw -53573.924160 + Penalty 1961.250175 = -51612.673985 nChanged 5 SP:Iteration 18Q (104.314932 sec): 3 clusters Score: Raw -53577.453190 + Penalty 1961.250175 = -51616.203015 nChanged 0 SP:Iteration 19F (104.316070 sec): 3 clusters Score: Raw -53577.453190 + Penalty 1961.250175 = -51616.203015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.317449 sec): 2 clusters Score: Raw -2129.564896 + Penalty 52.036655 = -2077.528240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.317714 sec): 3 clusters Score: Raw -2161.961211 + Penalty 102.654657 = -2059.306554 nChanged 5 SP:Iteration 1F (104.317969 sec): 3 clusters Score: Raw -2171.127651 + Penalty 102.415179 = -2068.712472 nChanged 1 SP:Iteration 2Q (104.318221 sec): 3 clusters Score: Raw -2174.254274 + Penalty 102.894173 = -2071.360101 nChanged 1 SP:Iteration 3Q (104.318471 sec): 3 clusters Score: Raw -2177.593780 + Penalty 104.073311 = -2073.520469 nChanged 1 SP:Iteration 4Q (104.318719 sec): 3 clusters Score: Raw -2181.104366 + Penalty 105.917931 = -2075.186435 nChanged 1 SP:Iteration 5Q (104.318967 sec): 3 clusters Score: Raw -2182.778683 + Penalty 105.917931 = -2076.860752 nChanged 0 SP:Iteration 6F (104.319223 sec): 3 clusters Score: Raw -2182.778683 + Penalty 105.917931 = -2076.860752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.320134 sec): 2 clusters Score: Raw -3493.632859 + Penalty 135.344074 = -3358.288785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.320448 sec): 3 clusters Score: Raw -3594.955013 + Penalty 269.830741 = -3325.124272 nChanged 8 SP:Iteration 1F (104.320760 sec): 3 clusters Score: Raw -3610.975979 + Penalty 275.208532 = -3335.767447 nChanged 3 SP:Iteration 2F (104.321069 sec): 3 clusters Score: Raw -3618.086345 + Penalty 277.275551 = -3340.810794 nChanged 1 SP:Iteration 3Q (104.321362 sec): 3 clusters Score: Raw -3620.347451 + Penalty 279.517765 = -3340.829686 nChanged 1 SP:Iteration 4Q (104.321656 sec): 3 clusters Score: Raw -3621.406975 + Penalty 279.517765 = -3341.889210 nChanged 0 SP:Iteration 5F (104.321965 sec): 3 clusters Score: Raw -3621.406975 + Penalty 279.517765 = -3341.889210 nChanged 0 Memory request: 0.10 GB would take us to total of 0.39 GB. Trying to split cluster 31 (21897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.417699 sec): 2 clusters Score: Raw -1934662.446615 + Penalty 271.113515 = -1934391.333100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.459564 sec): 3 clusters Score: Raw -1919979.469434 + Penalty 556.048043 = -1919423.421391 nChanged 10532 SP:Iteration 1F (104.500919 sec): 3 clusters Score: Raw -1927225.137768 + Penalty 561.000938 = -1926664.136830 nChanged 2268 SP:Iteration 2F (104.542042 sec): 3 clusters Score: Raw -1929164.065605 + Penalty 576.711872 = -1928587.353733 nChanged 2081 SP:Iteration 3F (104.583014 sec): 3 clusters Score: Raw -1931840.404224 + Penalty 578.789809 = -1931261.614415 nChanged 1057 SP:Iteration 4Q (104.626101 sec): 3 clusters Score: Raw -1933260.243473 + Penalty 577.531655 = -1932682.711818 nChanged 435 SP:Iteration 5Q (104.662570 sec): 3 clusters Score: Raw -1933473.104457 + Penalty 580.150980 = -1932892.953477 nChanged 332 SP:Iteration 6Q (104.698525 sec): 3 clusters Score: Raw -1933609.825955 + Penalty 584.890356 = -1933024.935599 nChanged 312 SP:Iteration 7Q (104.734045 sec): 3 clusters Score: Raw -1933731.398219 + Penalty 589.726681 = -1933141.671538 nChanged 258 SP:Iteration 8Q (104.769561 sec): 3 clusters Score: Raw -1933833.012730 + Penalty 596.940499 = -1933236.072231 nChanged 253 SP:Iteration 9Q (104.804957 sec): 3 clusters Score: Raw -1933942.783743 + Penalty 602.980112 = -1933339.803631 nChanged 238 SP:Iteration 10F (104.845630 sec): 3 clusters Score: Raw -1934048.188007 + Penalty 605.369954 = -1933442.818053 nChanged 218 SP:Iteration 11Q (104.880142 sec): 3 clusters Score: Raw -1934156.798402 + Penalty 613.310607 = -1933543.487795 nChanged 195 SP:Iteration 12Q (104.914704 sec): 3 clusters Score: Raw -1934250.046753 + Penalty 608.799353 = -1933641.247400 nChanged 176 SP:Iteration 13Q (104.948720 sec): 3 clusters Score: Raw -1934346.515598 + Penalty 613.797870 = -1933732.717729 nChanged 162 SP:Iteration 14Q (104.982316 sec): 3 clusters Score: Raw -1934442.568115 + Penalty 616.547112 = -1933826.021003 nChanged 133 SP:Iteration 15Q (105.015738 sec): 3 clusters Score: Raw -1934518.277456 + Penalty 630.528113 = -1933887.749343 nChanged 96 SP:Iteration 16Q (105.048568 sec): 3 clusters Score: Raw -1934569.755664 + Penalty 650.074980 = -1933919.680684 nChanged 66 SP:Iteration 17Q (105.081355 sec): 3 clusters Score: Raw -1934607.227664 + Penalty 668.072912 = -1933939.154753 nChanged 59 SP:Iteration 18Q (105.114065 sec): 3 clusters Score: Raw -1934640.968787 + Penalty 687.258135 = -1933953.710652 nChanged 36 SP:Iteration 19Q (105.146413 sec): 3 clusters Score: Raw -1934658.723178 + Penalty 694.118629 = -1933964.604549 nChanged 23 SP:Iteration 20F (105.187200 sec): 3 clusters Score: Raw -1934668.066529 + Penalty 695.775357 = -1933972.291172 nChanged 17 SP:Iteration 21Q (105.219512 sec): 3 clusters Score: Raw -1934674.617132 + Penalty 699.692599 = -1933974.924533 nChanged 9 SP:Iteration 22Q (105.251583 sec): 3 clusters Score: Raw -1934677.899838 + Penalty 714.720299 = -1933963.179538 nChanged 8 SP:Iteration 23F (105.292022 sec): 3 clusters Score: Raw -1934680.918063 + Penalty 716.542630 = -1933964.375433 nChanged 4 SP:Iteration 24Q (105.333045 sec): 3 clusters Score: Raw -1934682.879383 + Penalty 722.490834 = -1933960.388550 nChanged 8 SP:Iteration 25F (105.379046 sec): 3 clusters Score: Raw -1934685.593519 + Penalty 727.245694 = -1933958.347825 nChanged 10 SP:Iteration 26F (105.425093 sec): 3 clusters Score: Raw -1934690.065025 + Penalty 744.801613 = -1933945.263412 nChanged 8 SP:Iteration 27F (105.470796 sec): 3 clusters Score: Raw -1934693.774277 + Penalty 757.426104 = -1933936.348173 nChanged 5 SP:Iteration 28F (105.516994 sec): 3 clusters Score: Raw -1934696.402501 + Penalty 758.461334 = -1933937.941167 nChanged 6 SP:Iteration 29Q (105.554460 sec): 3 clusters Score: Raw -1934698.883111 + Penalty 764.074161 = -1933934.808950 nChanged 2 SP:Iteration 30F (105.600339 sec): 3 clusters Score: Raw -1934699.232770 + Penalty 782.566731 = -1933916.666040 nChanged 4 SP:Iteration 31F (105.646836 sec): 3 clusters Score: Raw -1934701.132272 + Penalty 787.492470 = -1933913.639802 nChanged 1 SP:Iteration 32F (105.692821 sec): 3 clusters Score: Raw -1934701.287890 + Penalty 787.492470 = -1933913.795419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 32 (962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.708292 sec): 2 clusters Score: Raw -91398.183294 + Penalty 762.603925 = -90635.579370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.710188 sec): 3 clusters Score: Raw -90928.501989 + Penalty 1519.236009 = -89409.265980 nChanged 310 SP:Iteration 1F (105.712071 sec): 3 clusters Score: Raw -91126.389474 + Penalty 1513.513729 = -89612.875745 nChanged 91 SP:Iteration 2F (105.714016 sec): 3 clusters Score: Raw -91192.616755 + Penalty 1507.319304 = -89685.297450 nChanged 63 SP:Iteration 3F (105.715920 sec): 3 clusters Score: Raw -91246.962806 + Penalty 1508.711781 = -89738.251026 nChanged 46 SP:Iteration 4Q (105.717787 sec): 3 clusters Score: Raw -91288.903794 + Penalty 1510.366893 = -89778.536901 nChanged 37 SP:Iteration 5Q (105.719654 sec): 3 clusters Score: Raw -91327.472190 + Penalty 1504.575665 = -89822.896525 nChanged 32 SP:Iteration 6Q (105.721496 sec): 3 clusters Score: Raw -91354.642880 + Penalty 1502.348695 = -89852.294185 nChanged 25 SP:Iteration 7Q (105.723337 sec): 3 clusters Score: Raw -91378.622243 + Penalty 1501.158017 = -89877.464226 nChanged 22 SP:Iteration 8Q (105.725172 sec): 3 clusters Score: Raw -91396.591912 + Penalty 1500.164905 = -89896.427007 nChanged 15 SP:Iteration 9Q (105.726968 sec): 3 clusters Score: Raw -91410.790055 + Penalty 1495.805923 = -89914.984132 nChanged 10 SP:Iteration 10F (105.728847 sec): 3 clusters Score: Raw -91426.697504 + Penalty 1489.608343 = -89937.089160 nChanged 6 SP:Iteration 11Q (105.730594 sec): 3 clusters Score: Raw -91434.551440 + Penalty 1488.705890 = -89945.845550 nChanged 6 SP:Iteration 12Q (105.732315 sec): 3 clusters Score: Raw -91438.518998 + Penalty 1487.097487 = -89951.421511 nChanged 3 SP:Iteration 13Q (105.734013 sec): 3 clusters Score: Raw -91440.669297 + Penalty 1488.465816 = -89952.203481 nChanged 2 SP:Iteration 14Q (105.735686 sec): 3 clusters Score: Raw -91441.139316 + Penalty 1486.805120 = -89954.334196 nChanged 1 SP:Iteration 15Q (105.737355 sec): 3 clusters Score: Raw -91442.123009 + Penalty 1485.862868 = -89956.260140 nChanged 1 SP:Iteration 16Q (105.739098 sec): 3 clusters Score: Raw -91442.570936 + Penalty 1485.862868 = -89956.708067 nChanged 0 SP:Iteration 17F (105.741085 sec): 3 clusters Score: Raw -91442.570936 + Penalty 1485.862868 = -89956.708067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.741576 sec): 2 clusters Score: Raw -254.625038 + Penalty 15.380572 = -239.244466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.741759 sec): 2 clusters Score: Raw -254.625038 + Penalty 15.380572 = -239.244466 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 39 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.744143 sec): 2 clusters Score: Raw -61749.297245 + Penalty 229.007671 = -61520.289574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.745638 sec): 3 clusters Score: Raw -61335.020695 + Penalty 471.565353 = -60863.455343 nChanged 273 SP:Iteration 1F (105.747073 sec): 3 clusters Score: Raw -61567.668617 + Penalty 486.004119 = -61081.664498 nChanged 86 SP:Iteration 2F (105.748490 sec): 3 clusters Score: Raw -61631.419205 + Penalty 502.764935 = -61128.654270 nChanged 60 SP:Iteration 3F (105.749896 sec): 3 clusters Score: Raw -61676.939442 + Penalty 520.841050 = -61156.098392 nChanged 35 SP:Iteration 4F (105.751294 sec): 3 clusters Score: Raw -61708.018970 + Penalty 535.658219 = -61172.360751 nChanged 32 SP:Iteration 5Q (105.752676 sec): 3 clusters Score: Raw -61742.775596 + Penalty 549.430469 = -61193.345127 nChanged 27 SP:Iteration 6Q (105.754029 sec): 3 clusters Score: Raw -61758.949446 + Penalty 558.068080 = -61200.881366 nChanged 16 SP:Iteration 7Q (105.755356 sec): 3 clusters Score: Raw -61769.261763 + Penalty 563.481649 = -61205.780115 nChanged 14 SP:Iteration 8Q (105.756667 sec): 3 clusters Score: Raw -61778.972835 + Penalty 575.246489 = -61203.726347 nChanged 14 SP:Iteration 9F (105.758096 sec): 3 clusters Score: Raw -61789.119462 + Penalty 590.243069 = -61198.876393 nChanged 14 SP:Iteration 10F (105.759499 sec): 3 clusters Score: Raw -61800.879631 + Penalty 601.831119 = -61199.048511 nChanged 8 SP:Iteration 11Q (105.760778 sec): 3 clusters Score: Raw -61806.930679 + Penalty 613.696857 = -61193.233822 nChanged 10 SP:Iteration 12F (105.762236 sec): 3 clusters Score: Raw -61812.058383 + Penalty 622.163186 = -61189.895196 nChanged 6 SP:Iteration 13F (105.763642 sec): 3 clusters Score: Raw -61813.852638 + Penalty 626.933865 = -61186.918773 nChanged 3 SP:Iteration 14F (105.765047 sec): 3 clusters Score: Raw -61815.571879 + Penalty 629.438185 = -61186.133694 nChanged 2 SP:Iteration 15F (105.766446 sec): 3 clusters Score: Raw -61816.196772 + Penalty 635.477747 = -61180.719025 nChanged 6 SP:Iteration 16F (105.767863 sec): 3 clusters Score: Raw -61819.511229 + Penalty 647.622021 = -61171.889208 nChanged 7 SP:Iteration 17F (105.769267 sec): 3 clusters Score: Raw -61822.721201 + Penalty 651.725244 = -61170.995956 nChanged 4 SP:Iteration 18F (105.770643 sec): 3 clusters Score: Raw -61825.346901 + Penalty 660.460205 = -61164.886697 nChanged 5 SP:Iteration 19F (105.772068 sec): 3 clusters Score: Raw -61829.552810 + Penalty 672.030557 = -61157.522254 nChanged 5 SP:Iteration 20F (105.773458 sec): 3 clusters Score: Raw -61833.448439 + Penalty 677.619298 = -61155.829141 nChanged 3 SP:Iteration 21F (105.774854 sec): 3 clusters Score: Raw -61834.684643 + Penalty 681.029396 = -61153.655247 nChanged 1 SP:Iteration 22F (105.776249 sec): 3 clusters Score: Raw -61834.826901 + Penalty 681.029396 = -61153.797505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 50 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.778641 sec): 2 clusters Score: Raw -64632.376086 + Penalty 708.279808 = -63924.096278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.780091 sec): 3 clusters Score: Raw -64259.975672 + Penalty 1416.302779 = -62843.672893 nChanged 234 SP:Iteration 1F (105.781523 sec): 3 clusters Score: Raw -64436.328432 + Penalty 1412.970063 = -63023.358370 nChanged 86 SP:Iteration 2F (105.782937 sec): 3 clusters Score: Raw -64501.706864 + Penalty 1409.761349 = -63091.945515 nChanged 42 SP:Iteration 3F (105.784380 sec): 3 clusters Score: Raw -64531.657720 + Penalty 1406.876281 = -63124.781439 nChanged 26 SP:Iteration 4Q (105.785793 sec): 3 clusters Score: Raw -64546.639191 + Penalty 1404.507781 = -63142.131410 nChanged 22 SP:Iteration 5Q (105.787225 sec): 3 clusters Score: Raw -64557.716386 + Penalty 1401.573432 = -63156.142954 nChanged 21 SP:Iteration 6Q (105.788664 sec): 3 clusters Score: Raw -64568.831712 + Penalty 1399.704835 = -63169.126877 nChanged 15 SP:Iteration 7Q (105.790075 sec): 3 clusters Score: Raw -64577.752798 + Penalty 1398.661855 = -63179.090944 nChanged 10 SP:Iteration 8Q (105.791534 sec): 3 clusters Score: Raw -64582.734476 + Penalty 1397.398094 = -63185.336382 nChanged 11 SP:Iteration 9Q (105.792946 sec): 3 clusters Score: Raw -64588.647796 + Penalty 1396.227765 = -63192.420031 nChanged 8 SP:Iteration 10F (105.794368 sec): 3 clusters Score: Raw -64593.047900 + Penalty 1395.178347 = -63197.869553 nChanged 8 SP:Iteration 11Q (105.795779 sec): 3 clusters Score: Raw -64597.200105 + Penalty 1395.425238 = -63201.774867 nChanged 7 SP:Iteration 12Q (105.797242 sec): 3 clusters Score: Raw -64600.108461 + Penalty 1394.847238 = -63205.261223 nChanged 7 SP:Iteration 13Q (105.798665 sec): 3 clusters Score: Raw -64602.497919 + Penalty 1395.017832 = -63207.480087 nChanged 6 SP:Iteration 14Q (105.800102 sec): 3 clusters Score: Raw -64605.615967 + Penalty 1394.700855 = -63210.915112 nChanged 9 SP:Iteration 15Q (105.801526 sec): 3 clusters Score: Raw -64609.210623 + Penalty 1394.983282 = -63214.227341 nChanged 5 SP:Iteration 16Q (105.802940 sec): 3 clusters Score: Raw -64611.457739 + Penalty 1396.603959 = -63214.853780 nChanged 5 SP:Iteration 17Q (105.804350 sec): 3 clusters Score: Raw -64612.800378 + Penalty 1396.761864 = -63216.038514 nChanged 4 SP:Iteration 18Q (105.805779 sec): 3 clusters Score: Raw -64613.911179 + Penalty 1397.570424 = -63216.340755 nChanged 2 SP:Iteration 19Q (105.807191 sec): 3 clusters Score: Raw -64614.472446 + Penalty 1398.632472 = -63215.839974 nChanged 2 SP:Iteration 20F (105.808644 sec): 3 clusters Score: Raw -64615.418807 + Penalty 1398.952292 = -63216.466515 nChanged 3 SP:Iteration 21Q (105.810075 sec): 3 clusters Score: Raw -64616.593348 + Penalty 1400.182603 = -63216.410745 nChanged 2 SP:Iteration 22F (105.811648 sec): 3 clusters Score: Raw -64617.035244 + Penalty 1400.182603 = -63216.852641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.812155 sec): 2 clusters Score: Raw -331.189620 + Penalty 19.408121 = -311.781499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.812352 sec): 3 clusters Score: Raw -341.810134 + Penalty 38.816242 = -302.993892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.812802 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.812984 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.813438 sec): 2 clusters Score: Raw -254.818399 + Penalty 8.788898 = -246.029501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.813634 sec): 3 clusters Score: Raw -257.350210 + Penalty 20.873633 = -236.476577 nChanged 0 Iteration 219Q (105.915785 sec): 20 clusters Score: Raw -2695015.103244 + Penalty 11031.889540 = -2683983.213705 nChanged 19 Deleting Class 158 (3 points): Lose 68.443680 but Gain 82.724386 Iteration 220F (106.196496 sec): 19 clusters Score: Raw -2694951.390489 + Penalty 10952.341078 = -2683999.049411 nChanged 15 Iteration 221Q (106.275862 sec): 19 clusters Score: Raw -2694996.883608 + Penalty 10949.472762 = -2684047.410847 nChanged 9 Iteration 222Q (106.355537 sec): 19 clusters Score: Raw -2694999.165800 + Penalty 10946.265837 = -2684052.899963 nChanged 8 Iteration 223Q (106.436820 sec): 19 clusters Score: Raw -2695000.928333 + Penalty 10942.325630 = -2684058.602703 nChanged 11 Iteration 224Q (106.515961 sec): 19 clusters Score: Raw -2695002.183389 + Penalty 10940.005983 = -2684062.177406 nChanged 7 Iteration 225Q (106.595880 sec): 19 clusters Score: Raw -2695003.688725 + Penalty 10935.687188 = -2684068.001537 nChanged 12 Iteration 226Q (106.675372 sec): 19 clusters Score: Raw -2695007.249654 + Penalty 10932.133593 = -2684075.116061 nChanged 7 Iteration 227Q (106.758731 sec): 19 clusters Score: Raw -2695008.967724 + Penalty 10929.085807 = -2684079.881917 nChanged 14 Iteration 228Q (106.838190 sec): 19 clusters Score: Raw -2695010.794084 + Penalty 10928.379034 = -2684082.415050 nChanged 9 Iteration 229Q (106.918218 sec): 19 clusters Score: Raw -2695013.140737 + Penalty 10926.428081 = -2684086.712656 nChanged 7 Iteration 230F (107.189949 sec): 19 clusters Score: Raw -2695013.879554 + Penalty 10926.057682 = -2684087.821872 nChanged 5 Iteration 231Q (107.268772 sec): 19 clusters Score: Raw -2695014.472771 + Penalty 10926.254494 = -2684088.218277 nChanged 3 Iteration 232Q (107.348499 sec): 19 clusters Score: Raw -2695015.027336 + Penalty 10925.866221 = -2684089.161115 nChanged 3 Iteration 233Q (107.428176 sec): 19 clusters Score: Raw -2695015.753791 + Penalty 10925.235277 = -2684090.518515 nChanged 3 Iteration 234Q (107.509026 sec): 19 clusters Score: Raw -2695016.300345 + Penalty 10925.235277 = -2684091.065068 nChanged 0 Iteration 235F (107.781107 sec): 19 clusters Score: Raw -2695016.300345 + Penalty 10925.235277 = -2684091.065068 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2695016.300345 + Penalty 10925.235277 = -2684091.065068Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.851395 sec): 2 clusters Score: Raw -98754.206184 + Penalty 87.784804 = -98666.421380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.853560 sec): 3 clusters Score: Raw -98045.553043 + Penalty 175.476988 = -97870.076055 nChanged 504 SP:Iteration 1F (107.855724 sec): 3 clusters Score: Raw -98608.191089 + Penalty 175.409705 = -98432.781384 nChanged 104 SP:Iteration 2F (107.857866 sec): 3 clusters Score: Raw -98698.785937 + Penalty 175.159034 = -98523.626904 nChanged 45 SP:Iteration 3Q (107.859952 sec): 3 clusters Score: Raw -98708.663554 + Penalty 174.976618 = -98533.686936 nChanged 10 SP:Iteration 4Q (107.862009 sec): 3 clusters Score: Raw -98710.137327 + Penalty 174.842090 = -98535.295237 nChanged 5 SP:Iteration 5Q (107.864048 sec): 3 clusters Score: Raw -98710.901612 + Penalty 174.711152 = -98536.190460 nChanged 3 SP:Iteration 6Q (107.866203 sec): 3 clusters Score: Raw -98711.366765 + Penalty 174.616124 = -98536.750642 nChanged 2 SP:Iteration 7Q (107.868358 sec): 3 clusters Score: Raw -98711.665504 + Penalty 174.518887 = -98537.146617 nChanged 2 SP:Iteration 8Q (107.870465 sec): 3 clusters Score: Raw -98711.941210 + Penalty 174.473160 = -98537.468049 nChanged 3 SP:Iteration 9Q (107.872547 sec): 3 clusters Score: Raw -98712.124970 + Penalty 174.479243 = -98537.645727 nChanged 2 SP:Iteration 10F (107.874680 sec): 3 clusters Score: Raw -98712.251809 + Penalty 174.479243 = -98537.772566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.877293 sec): 2 clusters Score: Raw -42124.274854 + Penalty 210.494262 = -41913.780592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.878297 sec): 3 clusters Score: Raw -41890.379982 + Penalty 424.241990 = -41466.137992 nChanged 173 SP:Iteration 1F (107.879282 sec): 3 clusters Score: Raw -41986.287781 + Penalty 428.080163 = -41558.207618 nChanged 45 SP:Iteration 2F (107.880314 sec): 3 clusters Score: Raw -42012.503465 + Penalty 432.866919 = -41579.636546 nChanged 29 SP:Iteration 3F (107.881300 sec): 3 clusters Score: Raw -42031.682547 + Penalty 439.969535 = -41591.713011 nChanged 26 SP:Iteration 4F (107.882324 sec): 3 clusters Score: Raw -42050.882099 + Penalty 443.527705 = -41607.354393 nChanged 23 SP:Iteration 5F (107.883308 sec): 3 clusters Score: Raw -42070.865306 + Penalty 449.721387 = -41621.143919 nChanged 17 SP:Iteration 6Q (107.884286 sec): 3 clusters Score: Raw -42083.354633 + Penalty 453.304924 = -41630.049709 nChanged 14 SP:Iteration 7Q (107.885279 sec): 3 clusters Score: Raw -42092.826736 + Penalty 460.825495 = -41632.001241 nChanged 11 SP:Iteration 8Q (107.886251 sec): 3 clusters Score: Raw -42100.228398 + Penalty 462.457428 = -41637.770971 nChanged 9 SP:Iteration 9Q (107.887208 sec): 3 clusters Score: Raw -42107.833325 + Penalty 463.409365 = -41644.423960 nChanged 10 SP:Iteration 10F (107.888191 sec): 3 clusters Score: Raw -42117.825123 + Penalty 464.581446 = -41653.243677 nChanged 11 SP:Iteration 11Q (107.889123 sec): 3 clusters Score: Raw -42132.231086 + Penalty 465.736829 = -41666.494256 nChanged 5 SP:Iteration 12Q (107.890032 sec): 3 clusters Score: Raw -42134.644947 + Penalty 469.327378 = -41665.317569 nChanged 4 SP:Iteration 13F (107.891021 sec): 3 clusters Score: Raw -42136.442635 + Penalty 471.842401 = -41664.600234 nChanged 5 SP:Iteration 14F (107.892013 sec): 3 clusters Score: Raw -42141.664298 + Penalty 470.217144 = -41671.447154 nChanged 3 SP:Iteration 15Q (107.892914 sec): 3 clusters Score: Raw -42142.242435 + Penalty 461.659723 = -41680.582712 nChanged 3 SP:Iteration 16Q (107.893814 sec): 3 clusters Score: Raw -42144.845298 + Penalty 457.472477 = -41687.372821 nChanged 4 SP:Iteration 17Q (107.894739 sec): 3 clusters Score: Raw -42147.029480 + Penalty 456.739964 = -41690.289516 nChanged 2 SP:Iteration 18Q (107.895635 sec): 3 clusters Score: Raw -42148.042338 + Penalty 463.446243 = -41684.596095 nChanged 2 SP:Iteration 19F (107.896653 sec): 3 clusters Score: Raw -42148.632820 + Penalty 463.446243 = -41685.186577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.898576 sec): 2 clusters Score: Raw -50595.761889 + Penalty 447.345943 = -50148.415946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.899766 sec): 3 clusters Score: Raw -50294.929098 + Penalty 900.589782 = -49394.339316 nChanged 188 SP:Iteration 1F (107.900913 sec): 3 clusters Score: Raw -50402.952954 + Penalty 910.350734 = -49492.602220 nChanged 69 SP:Iteration 2F (107.902068 sec): 3 clusters Score: Raw -50464.468166 + Penalty 919.150643 = -49545.317524 nChanged 50 SP:Iteration 3F (107.903208 sec): 3 clusters Score: Raw -50509.717306 + Penalty 922.080708 = -49587.636597 nChanged 31 SP:Iteration 4F (107.904370 sec): 3 clusters Score: Raw -50545.944686 + Penalty 935.403293 = -49610.541393 nChanged 27 SP:Iteration 5Q (107.905485 sec): 3 clusters Score: Raw -50579.728937 + Penalty 937.507410 = -49642.221527 nChanged 13 SP:Iteration 6Q (107.906555 sec): 3 clusters Score: Raw -50598.582299 + Penalty 944.887318 = -49653.694980 nChanged 6 SP:Iteration 7Q (107.907585 sec): 3 clusters Score: Raw -50604.534761 + Penalty 944.194174 = -49660.340588 nChanged 3 SP:Iteration 8Q (107.908610 sec): 3 clusters Score: Raw -50607.356842 + Penalty 949.960424 = -49657.396419 nChanged 4 SP:Iteration 9F (107.909768 sec): 3 clusters Score: Raw -50610.605836 + Penalty 950.775640 = -49659.830196 nChanged 4 SP:Iteration 10F (107.910911 sec): 3 clusters Score: Raw -50612.923394 + Penalty 949.643831 = -49663.279563 nChanged 2 SP:Iteration 11Q (107.911920 sec): 3 clusters Score: Raw -50614.439180 + Penalty 949.954772 = -49664.484408 nChanged 2 SP:Iteration 12Q (107.912921 sec): 3 clusters Score: Raw -50616.119648 + Penalty 957.646207 = -49658.473441 nChanged 4 SP:Iteration 13F (107.914072 sec): 3 clusters Score: Raw -50620.321659 + Penalty 963.972021 = -49656.349638 nChanged 3 SP:Iteration 14F (107.915232 sec): 3 clusters Score: Raw -50623.608069 + Penalty 963.952539 = -49659.655531 nChanged 3 SP:Iteration 15Q (107.916231 sec): 3 clusters Score: Raw -50625.368873 + Penalty 963.952539 = -49661.416334 nChanged 0 SP:Iteration 16F (107.917367 sec): 3 clusters Score: Raw -50625.368873 + Penalty 963.952539 = -49661.416334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.918295 sec): 2 clusters Score: Raw -14424.042292 + Penalty 408.099940 = -14015.942351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.918834 sec): 3 clusters Score: Raw -14397.603207 + Penalty 818.919677 = -13578.683530 nChanged 37 SP:Iteration 1F (107.919345 sec): 3 clusters Score: Raw -14450.312759 + Penalty 822.940308 = -13627.372451 nChanged 15 SP:Iteration 2F (107.919863 sec): 3 clusters Score: Raw -14471.657753 + Penalty 825.310867 = -13646.346886 nChanged 6 SP:Iteration 3Q (107.920356 sec): 3 clusters Score: Raw -14489.400324 + Penalty 826.039886 = -13663.360438 nChanged 2 SP:Iteration 4Q (107.920846 sec): 3 clusters Score: Raw -14493.121245 + Penalty 826.039886 = -13667.081359 nChanged 0 SP:Iteration 5F (107.921353 sec): 3 clusters Score: Raw -14493.121245 + Penalty 826.039886 = -13667.081359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.922591 sec): 2 clusters Score: Raw -26751.826230 + Penalty 363.445618 = -26388.380612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.923310 sec): 3 clusters Score: Raw -26631.971795 + Penalty 727.680765 = -25904.291030 nChanged 85 SP:Iteration 1F (107.924041 sec): 3 clusters Score: Raw -26683.666388 + Penalty 728.827912 = -25954.838476 nChanged 15 SP:Iteration 2F (107.924790 sec): 3 clusters Score: Raw -26697.741924 + Penalty 730.008364 = -25967.733559 nChanged 16 SP:Iteration 3F (107.925508 sec): 3 clusters Score: Raw -26711.337421 + Penalty 732.239495 = -25979.097926 nChanged 11 SP:Iteration 4Q (107.926206 sec): 3 clusters Score: Raw -26720.261341 + Penalty 733.397605 = -25986.863736 nChanged 8 SP:Iteration 5Q (107.926902 sec): 3 clusters Score: Raw -26730.255177 + Penalty 735.496026 = -25994.759151 nChanged 4 SP:Iteration 6Q (107.927594 sec): 3 clusters Score: Raw -26735.231781 + Penalty 741.555179 = -25993.676602 nChanged 6 SP:Iteration 7F (107.928301 sec): 3 clusters Score: Raw -26738.412592 + Penalty 746.398560 = -25992.014033 nChanged 5 SP:Iteration 8F (107.929012 sec): 3 clusters Score: Raw -26741.380638 + Penalty 749.405871 = -25991.974766 nChanged 4 SP:Iteration 9F (107.929720 sec): 3 clusters Score: Raw -26747.163632 + Penalty 752.480837 = -25994.682795 nChanged 4 SP:Iteration 10F (107.930425 sec): 3 clusters Score: Raw -26753.718740 + Penalty 756.994061 = -25996.724680 nChanged 4 SP:Iteration 11Q (107.931133 sec): 3 clusters Score: Raw -26757.174834 + Penalty 757.358240 = -25999.816594 nChanged 1 SP:Iteration 12Q (107.931815 sec): 3 clusters Score: Raw -26757.875057 + Penalty 760.398595 = -25997.476462 nChanged 2 SP:Iteration 13F (107.932527 sec): 3 clusters Score: Raw -26758.605396 + Penalty 760.398595 = -25998.206801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (2139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.942770 sec): 2 clusters Score: Raw -190148.235816 + Penalty 131.876340 = -190016.359476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.946778 sec): 3 clusters Score: Raw -188762.252780 + Penalty 281.251861 = -188481.000919 nChanged 980 SP:Iteration 1F (107.950714 sec): 3 clusters Score: Raw -189565.905545 + Penalty 297.557477 = -189268.348069 nChanged 253 SP:Iteration 2F (107.954615 sec): 3 clusters Score: Raw -189787.047053 + Penalty 306.545718 = -189480.501335 nChanged 131 SP:Iteration 3F (107.958769 sec): 3 clusters Score: Raw -189907.925967 + Penalty 313.655527 = -189594.270440 nChanged 85 SP:Iteration 4Q (107.963389 sec): 3 clusters Score: Raw -189985.169897 + Penalty 327.924214 = -189657.245682 nChanged 68 SP:Iteration 5Q (107.970407 sec): 3 clusters Score: Raw -190037.930685 + Penalty 339.978800 = -189697.951885 nChanged 45 SP:Iteration 6Q (107.975339 sec): 3 clusters Score: Raw -190072.421447 + Penalty 341.954743 = -189730.466704 nChanged 33 SP:Iteration 7Q (107.978606 sec): 3 clusters Score: Raw -190094.357065 + Penalty 343.417287 = -189750.939778 nChanged 34 SP:Iteration 8Q (107.981897 sec): 3 clusters Score: Raw -190117.581961 + Penalty 341.288639 = -189776.293323 nChanged 21 SP:Iteration 9Q (107.985092 sec): 3 clusters Score: Raw -190136.782002 + Penalty 346.816867 = -189789.965136 nChanged 13 SP:Iteration 10F (107.989064 sec): 3 clusters Score: Raw -190151.868719 + Penalty 345.309005 = -189806.559713 nChanged 7 SP:Iteration 11Q (107.992207 sec): 3 clusters Score: Raw -190155.521905 + Penalty 351.710121 = -189803.811784 nChanged 4 SP:Iteration 12F (107.996076 sec): 3 clusters Score: Raw -190156.899727 + Penalty 359.772798 = -189797.126929 nChanged 3 SP:Iteration 13F (107.999957 sec): 3 clusters Score: Raw -190157.840068 + Penalty 359.781615 = -189798.058453 nChanged 3 SP:Iteration 14Q (108.002997 sec): 3 clusters Score: Raw -190158.659906 + Penalty 366.599360 = -189792.060546 nChanged 3 SP:Iteration 15F (108.006847 sec): 3 clusters Score: Raw -190159.983335 + Penalty 379.786201 = -189780.197134 nChanged 5 SP:Iteration 16F (108.010704 sec): 3 clusters Score: Raw -190163.046211 + Penalty 382.312132 = -189780.734079 nChanged 2 SP:Iteration 17Q (108.013699 sec): 3 clusters Score: Raw -190164.069298 + Penalty 378.994301 = -189785.074997 nChanged 2 SP:Iteration 18Q (108.016752 sec): 3 clusters Score: Raw -190165.699955 + Penalty 377.288405 = -189788.411551 nChanged 1 SP:Iteration 19Q (108.019874 sec): 3 clusters Score: Raw -190166.030449 + Penalty 381.396031 = -189784.634418 nChanged 1 SP:Iteration 20F (108.023699 sec): 3 clusters Score: Raw -190166.045750 + Penalty 381.396031 = -189784.649719 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.027375 sec): 2 clusters Score: Raw -69204.051362 + Penalty 745.026102 = -68459.025260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.028876 sec): 3 clusters Score: Raw -68848.502308 + Penalty 1490.382843 = -67358.119465 nChanged 217 SP:Iteration 1F (108.030380 sec): 3 clusters Score: Raw -68975.994184 + Penalty 1491.267150 = -67484.727034 nChanged 64 SP:Iteration 2F (108.031858 sec): 3 clusters Score: Raw -69025.581106 + Penalty 1491.105627 = -67534.475480 nChanged 41 SP:Iteration 3F (108.033319 sec): 3 clusters Score: Raw -69066.414672 + Penalty 1491.082283 = -67575.332389 nChanged 45 SP:Iteration 4F (108.034815 sec): 3 clusters Score: Raw -69114.335581 + Penalty 1492.547342 = -67621.788239 nChanged 41 SP:Iteration 5F (108.036285 sec): 3 clusters Score: Raw -69154.482783 + Penalty 1493.739188 = -67660.743595 nChanged 31 SP:Iteration 6Q (108.037716 sec): 3 clusters Score: Raw -69175.235953 + Penalty 1494.246400 = -67680.989553 nChanged 15 SP:Iteration 7Q (108.039157 sec): 3 clusters Score: Raw -69184.897442 + Penalty 1494.086476 = -67690.810966 nChanged 9 SP:Iteration 8Q (108.040600 sec): 3 clusters Score: Raw -69197.827083 + Penalty 1494.099178 = -67703.727905 nChanged 17 SP:Iteration 9Q (108.042033 sec): 3 clusters Score: Raw -69213.679490 + Penalty 1494.514464 = -67719.165026 nChanged 7 SP:Iteration 10F (108.043522 sec): 3 clusters Score: Raw -69218.967134 + Penalty 1494.289287 = -67724.677847 nChanged 9 SP:Iteration 11Q (108.044949 sec): 3 clusters Score: Raw -69227.771262 + Penalty 1493.873089 = -67733.898173 nChanged 6 SP:Iteration 12Q (108.046369 sec): 3 clusters Score: Raw -69230.934880 + Penalty 1493.714582 = -67737.220298 nChanged 7 SP:Iteration 13Q (108.047810 sec): 3 clusters Score: Raw -69236.739919 + Penalty 1493.720540 = -67743.019378 nChanged 8 SP:Iteration 14Q (108.049245 sec): 3 clusters Score: Raw -69241.407962 + Penalty 1493.728367 = -67747.679595 nChanged 3 SP:Iteration 15Q (108.050641 sec): 3 clusters Score: Raw -69243.354740 + Penalty 1493.489889 = -67749.864852 nChanged 4 SP:Iteration 16Q (108.052096 sec): 3 clusters Score: Raw -69245.393878 + Penalty 1492.697734 = -67752.696143 nChanged 5 SP:Iteration 17Q (108.053513 sec): 3 clusters Score: Raw -69248.865321 + Penalty 1492.739385 = -67756.125936 nChanged 2 SP:Iteration 18Q (108.054932 sec): 3 clusters Score: Raw -69250.067693 + Penalty 1493.104262 = -67756.963431 nChanged 2 SP:Iteration 19Q (108.056373 sec): 3 clusters Score: Raw -69250.337938 + Penalty 1493.104262 = -67757.233676 nChanged 0 SP:Iteration 20F (108.057842 sec): 3 clusters Score: Raw -69250.337938 + Penalty 1493.104262 = -67757.233676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.060515 sec): 2 clusters Score: Raw -45303.040048 + Penalty 184.382544 = -45118.657505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.061586 sec): 3 clusters Score: Raw -45005.670559 + Penalty 375.880977 = -44629.789582 nChanged 204 SP:Iteration 1F (108.062635 sec): 3 clusters Score: Raw -45143.555715 + Penalty 384.315057 = -44759.240658 nChanged 50 SP:Iteration 2F (108.063676 sec): 3 clusters Score: Raw -45192.145331 + Penalty 392.830056 = -44799.315275 nChanged 37 SP:Iteration 3F (108.064716 sec): 3 clusters Score: Raw -45227.746156 + Penalty 397.898630 = -44829.847526 nChanged 23 SP:Iteration 4Q (108.065767 sec): 3 clusters Score: Raw -45245.644768 + Penalty 405.749889 = -44839.894879 nChanged 20 SP:Iteration 5Q (108.066792 sec): 3 clusters Score: Raw -45256.645225 + Penalty 421.154155 = -44835.491070 nChanged 16 SP:Iteration 6F (108.067867 sec): 3 clusters Score: Raw -45266.351108 + Penalty 442.266735 = -44824.084374 nChanged 16 SP:Iteration 7F (108.068918 sec): 3 clusters Score: Raw -45278.207679 + Penalty 471.690714 = -44806.516965 nChanged 17 SP:Iteration 8F (108.070016 sec): 3 clusters Score: Raw -45296.556357 + Penalty 503.990692 = -44792.565664 nChanged 14 SP:Iteration 9F (108.071108 sec): 3 clusters Score: Raw -45311.335436 + Penalty 534.844253 = -44776.491183 nChanged 11 SP:Iteration 10F (108.072198 sec): 3 clusters Score: Raw -45324.496191 + Penalty 569.324164 = -44755.172026 nChanged 8 SP:Iteration 11F (108.073285 sec): 3 clusters Score: Raw -45332.965541 + Penalty 585.496233 = -44747.469308 nChanged 4 SP:Iteration 12F (108.074373 sec): 3 clusters Score: Raw -45339.079414 + Penalty 593.819340 = -44745.260074 nChanged 1 SP:Iteration 13F (108.075428 sec): 3 clusters Score: Raw -45339.299151 + Penalty 595.798698 = -44743.500453 nChanged 1 SP:Iteration 14F (108.076463 sec): 3 clusters Score: Raw -45341.635711 + Penalty 598.757940 = -44742.877771 nChanged 1 SP:Iteration 15F (108.077509 sec): 3 clusters Score: Raw -45341.535137 + Penalty 603.531100 = -44738.004037 nChanged 2 SP:Iteration 16F (108.078615 sec): 3 clusters Score: Raw -45342.633912 + Penalty 604.697229 = -44737.936683 nChanged 2 SP:Iteration 17F (108.079726 sec): 3 clusters Score: Raw -45345.964498 + Penalty 604.697229 = -44741.267269 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.081878 sec): 2 clusters Score: Raw -53530.721778 + Penalty 982.769215 = -52547.952562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.083106 sec): 3 clusters Score: Raw -53371.828577 + Penalty 1966.472325 = -51405.356251 nChanged 133 SP:Iteration 1F (108.084325 sec): 3 clusters Score: Raw -53504.198804 + Penalty 1967.474621 = -51536.724183 nChanged 43 SP:Iteration 2F (108.085533 sec): 3 clusters Score: Raw -53553.366813 + Penalty 1968.066993 = -51585.299820 nChanged 22 SP:Iteration 3Q (108.086723 sec): 3 clusters Score: Raw -53575.047888 + Penalty 1969.050316 = -51605.997571 nChanged 15 SP:Iteration 4Q (108.087919 sec): 3 clusters Score: Raw -53597.006470 + Penalty 1969.829847 = -51627.176623 nChanged 13 SP:Iteration 5Q (108.089107 sec): 3 clusters Score: Raw -53609.352944 + Penalty 1970.148296 = -51639.204648 nChanged 6 SP:Iteration 6Q (108.090285 sec): 3 clusters Score: Raw -53616.970711 + Penalty 1970.960459 = -51646.010251 nChanged 5 SP:Iteration 7Q (108.091468 sec): 3 clusters Score: Raw -53626.418940 + Penalty 1971.059498 = -51655.359442 nChanged 6 SP:Iteration 8Q (108.092648 sec): 3 clusters Score: Raw -53638.438388 + Penalty 1971.228132 = -51667.210256 nChanged 5 SP:Iteration 9Q (108.093814 sec): 3 clusters Score: Raw -53646.334155 + Penalty 1971.254439 = -51675.079715 nChanged 1 SP:Iteration 10F (108.095024 sec): 3 clusters Score: Raw -53646.806291 + Penalty 1971.316963 = -51675.489328 nChanged 1 SP:Iteration 11Q (108.096194 sec): 3 clusters Score: Raw -53647.690612 + Penalty 1971.316963 = -51676.373649 nChanged 0 SP:Iteration 12F (108.097401 sec): 3 clusters Score: Raw -53647.690612 + Penalty 1971.316963 = -51676.373649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.097953 sec): 2 clusters Score: Raw -2129.564896 + Penalty 52.036655 = -2077.528240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.098214 sec): 3 clusters Score: Raw -2156.383870 + Penalty 117.660391 = -2038.723479 nChanged 7 SP:Iteration 1F (108.098475 sec): 3 clusters Score: Raw -2168.274074 + Penalty 117.660391 = -2050.613683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.099120 sec): 2 clusters Score: Raw -3645.543410 + Penalty 138.383500 = -3507.159910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.099443 sec): 3 clusters Score: Raw -3750.073216 + Penalty 277.425989 = -3472.647226 nChanged 13 SP:Iteration 1F (108.099759 sec): 3 clusters Score: Raw -3792.295392 + Penalty 276.632621 = -3515.662771 nChanged 2 SP:Iteration 2Q (108.100054 sec): 3 clusters Score: Raw -3794.925290 + Penalty 276.427207 = -3518.498084 nChanged 1 SP:Iteration 3Q (108.100347 sec): 3 clusters Score: Raw -3796.281652 + Penalty 276.427207 = -3519.854446 nChanged 0 SP:Iteration 4F (108.100658 sec): 3 clusters Score: Raw -3796.281652 + Penalty 276.427207 = -3519.854446 nChanged 0 Score: Raw -2712047.318405 + Penalty 11273.874134 = -2700773.444271 Splitting cluster 25 changes total score from -2684091.065068 to -2700773.444271 So it's getting split into cluster 2. Memory request: 0.10 GB would take us to total of 0.39 GB. Trying to split cluster 31 (21876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.488401 sec): 2 clusters Score: Raw -1932807.945719 + Penalty 270.729900 = -1932537.215819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.529512 sec): 3 clusters Score: Raw -1917959.400613 + Penalty 550.421358 = -1917408.979255 nChanged 10530 SP:Iteration 1F (108.570627 sec): 3 clusters Score: Raw -1926285.174069 + Penalty 563.358705 = -1925721.815364 nChanged 3550 SP:Iteration 2F (108.612143 sec): 3 clusters Score: Raw -1930114.222259 + Penalty 529.598535 = -1929584.623724 nChanged 1258 SP:Iteration 3F (108.652728 sec): 3 clusters Score: Raw -1931452.963689 + Penalty 524.962331 = -1930928.001358 nChanged 668 SP:Iteration 4Q (108.688548 sec): 3 clusters Score: Raw -1932265.186471 + Penalty 553.661644 = -1931711.524827 nChanged 274 SP:Iteration 5Q (108.722344 sec): 3 clusters Score: Raw -1932571.974304 + Penalty 586.696861 = -1931985.277443 nChanged 137 SP:Iteration 6Q (108.755181 sec): 3 clusters Score: Raw -1932676.144268 + Penalty 591.582103 = -1932084.562165 nChanged 84 SP:Iteration 7Q (108.788235 sec): 3 clusters Score: Raw -1932732.576422 + Penalty 599.787257 = -1932132.789165 nChanged 61 SP:Iteration 8Q (108.820332 sec): 3 clusters Score: Raw -1932771.192897 + Penalty 610.373332 = -1932160.819566 nChanged 27 SP:Iteration 9Q (108.852165 sec): 3 clusters Score: Raw -1932784.182733 + Penalty 621.217848 = -1932162.964884 nChanged 21 SP:Iteration 10F (108.893415 sec): 3 clusters Score: Raw -1932794.971035 + Penalty 635.514312 = -1932159.456722 nChanged 13 SP:Iteration 11F (108.934020 sec): 3 clusters Score: Raw -1932800.574296 + Penalty 647.229974 = -1932153.344322 nChanged 11 SP:Iteration 12F (108.974444 sec): 3 clusters Score: Raw -1932805.574565 + Penalty 663.679871 = -1932141.894694 nChanged 12 SP:Iteration 13F (109.015501 sec): 3 clusters Score: Raw -1932813.289096 + Penalty 665.139305 = -1932148.149790 nChanged 12 SP:Iteration 14Q (109.047160 sec): 3 clusters Score: Raw -1932821.557835 + Penalty 683.890440 = -1932137.667395 nChanged 10 SP:Iteration 15F (109.087676 sec): 3 clusters Score: Raw -1932829.640749 + Penalty 697.022716 = -1932132.618033 nChanged 4 SP:Iteration 16F (109.133717 sec): 3 clusters Score: Raw -1932831.509052 + Penalty 720.299747 = -1932111.209305 nChanged 6 SP:Iteration 17F (109.174629 sec): 3 clusters Score: Raw -1932835.539239 + Penalty 716.066205 = -1932119.473034 nChanged 3 SP:Iteration 18Q (109.206656 sec): 3 clusters Score: Raw -1932837.160647 + Penalty 716.009534 = -1932121.151113 nChanged 2 SP:Iteration 19Q (109.238668 sec): 3 clusters Score: Raw -1932838.470739 + Penalty 717.127399 = -1932121.343340 nChanged 1 SP:Iteration 20F (109.279153 sec): 3 clusters Score: Raw -1932839.296897 + Penalty 716.218765 = -1932123.078133 nChanged 1 SP:Iteration 21Q (109.311217 sec): 3 clusters Score: Raw -1932839.816986 + Penalty 714.284137 = -1932125.532849 nChanged 1 SP:Iteration 22Q (109.348758 sec): 3 clusters Score: Raw -1932840.343763 + Penalty 714.284137 = -1932126.059626 nChanged 0 SP:Iteration 23F (109.391197 sec): 3 clusters Score: Raw -1932840.343763 + Penalty 714.284137 = -1932126.059626 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 32 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.406357 sec): 2 clusters Score: Raw -92204.020270 + Penalty 756.297391 = -91447.722879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.408295 sec): 3 clusters Score: Raw -91718.730100 + Penalty 1511.732247 = -90206.997854 nChanged 335 SP:Iteration 1F (109.410180 sec): 3 clusters Score: Raw -91914.961934 + Penalty 1512.043100 = -90402.918835 nChanged 85 SP:Iteration 2F (109.412123 sec): 3 clusters Score: Raw -91976.837549 + Penalty 1512.243889 = -90464.593660 nChanged 65 SP:Iteration 3F (109.414074 sec): 3 clusters Score: Raw -92028.510595 + Penalty 1514.218295 = -90514.292300 nChanged 57 SP:Iteration 4F (109.415919 sec): 3 clusters Score: Raw -92084.058119 + Penalty 1518.922759 = -90565.135360 nChanged 46 SP:Iteration 5Q (109.417817 sec): 3 clusters Score: Raw -92121.008883 + Penalty 1521.508613 = -90599.500271 nChanged 33 SP:Iteration 6Q (109.419677 sec): 3 clusters Score: Raw -92148.576405 + Penalty 1523.895220 = -90624.681185 nChanged 39 SP:Iteration 7Q (109.421570 sec): 3 clusters Score: Raw -92183.645246 + Penalty 1524.255142 = -90659.390104 nChanged 32 SP:Iteration 8Q (109.423419 sec): 3 clusters Score: Raw -92204.874992 + Penalty 1524.472146 = -90680.402845 nChanged 24 SP:Iteration 9Q (109.425239 sec): 3 clusters Score: Raw -92226.534215 + Penalty 1525.619112 = -90700.915103 nChanged 24 SP:Iteration 10F (109.427118 sec): 3 clusters Score: Raw -92245.176011 + Penalty 1526.966280 = -90718.209731 nChanged 10 SP:Iteration 11Q (109.428927 sec): 3 clusters Score: Raw -92249.049911 + Penalty 1527.919965 = -90721.129945 nChanged 8 SP:Iteration 12Q (109.430794 sec): 3 clusters Score: Raw -92253.177602 + Penalty 1532.318661 = -90720.858941 nChanged 12 SP:Iteration 13F (109.432656 sec): 3 clusters Score: Raw -92260.067358 + Penalty 1533.472994 = -90726.594364 nChanged 10 SP:Iteration 14Q (109.434422 sec): 3 clusters Score: Raw -92265.967841 + Penalty 1535.694060 = -90730.273781 nChanged 13 SP:Iteration 15Q (109.436173 sec): 3 clusters Score: Raw -92272.581861 + Penalty 1537.636280 = -90734.945582 nChanged 9 SP:Iteration 16Q (109.437925 sec): 3 clusters Score: Raw -92280.419334 + Penalty 1538.556272 = -90741.863061 nChanged 7 SP:Iteration 17Q (109.439749 sec): 3 clusters Score: Raw -92284.812789 + Penalty 1540.703947 = -90744.108842 nChanged 7 SP:Iteration 18Q (109.441502 sec): 3 clusters Score: Raw -92288.234431 + Penalty 1540.813516 = -90747.420915 nChanged 3 SP:Iteration 19Q (109.443206 sec): 3 clusters Score: Raw -92290.282891 + Penalty 1544.132715 = -90746.150176 nChanged 6 SP:Iteration 20F (109.445099 sec): 3 clusters Score: Raw -92294.950517 + Penalty 1545.439777 = -90749.510739 nChanged 3 SP:Iteration 21Q (109.446841 sec): 3 clusters Score: Raw -92296.086226 + Penalty 1544.439301 = -90751.646925 nChanged 1 SP:Iteration 22Q (109.448574 sec): 3 clusters Score: Raw -92296.366630 + Penalty 1544.439301 = -90751.927329 nChanged 0 SP:Iteration 23F (109.450442 sec): 3 clusters Score: Raw -92296.366630 + Penalty 1544.439301 = -90751.927329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.450950 sec): 2 clusters Score: Raw -254.625038 + Penalty 15.380572 = -239.244466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.451153 sec): 3 clusters Score: Raw -260.509751 + Penalty 30.761144 = -229.748607 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 39 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.453572 sec): 2 clusters Score: Raw -61749.297245 + Penalty 229.007671 = -61520.289574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.455094 sec): 3 clusters Score: Raw -61350.433086 + Penalty 456.812718 = -60893.620368 nChanged 280 SP:Iteration 1F (109.456581 sec): 3 clusters Score: Raw -61537.601079 + Penalty 451.663921 = -61085.937158 nChanged 91 SP:Iteration 2F (109.458063 sec): 3 clusters Score: Raw -61613.583202 + Penalty 448.997407 = -61164.585795 nChanged 50 SP:Iteration 3F (109.459477 sec): 3 clusters Score: Raw -61669.799788 + Penalty 446.140093 = -61223.659695 nChanged 31 SP:Iteration 4Q (109.460864 sec): 3 clusters Score: Raw -61698.778539 + Penalty 443.659112 = -61255.119427 nChanged 25 SP:Iteration 5Q (109.462353 sec): 3 clusters Score: Raw -61714.412747 + Penalty 440.139294 = -61274.273454 nChanged 19 SP:Iteration 6Q (109.463814 sec): 3 clusters Score: Raw -61730.613575 + Penalty 436.609621 = -61294.003953 nChanged 15 SP:Iteration 7Q (109.465227 sec): 3 clusters Score: Raw -61749.106567 + Penalty 437.770502 = -61311.336065 nChanged 19 SP:Iteration 8Q (109.466597 sec): 3 clusters Score: Raw -61761.396252 + Penalty 439.476718 = -61321.919534 nChanged 10 SP:Iteration 9Q (109.467943 sec): 3 clusters Score: Raw -61764.240317 + Penalty 439.784352 = -61324.455964 nChanged 8 SP:Iteration 10F (109.469360 sec): 3 clusters Score: Raw -61765.765413 + Penalty 439.848908 = -61325.916505 nChanged 2 SP:Iteration 11Q (109.470704 sec): 3 clusters Score: Raw -61765.886586 + Penalty 439.561203 = -61326.325383 nChanged 1 SP:Iteration 12Q (109.472042 sec): 3 clusters Score: Raw -61766.118784 + Penalty 439.332219 = -61326.786565 nChanged 1 SP:Iteration 13Q (109.473379 sec): 3 clusters Score: Raw -61766.132461 + Penalty 438.994124 = -61327.138337 nChanged 1 SP:Iteration 14Q (109.474733 sec): 3 clusters Score: Raw -61766.363909 + Penalty 438.352670 = -61328.011240 nChanged 3 SP:Iteration 15Q (109.476095 sec): 3 clusters Score: Raw -61766.626738 + Penalty 438.147361 = -61328.479377 nChanged 1 SP:Iteration 16Q (109.477429 sec): 3 clusters Score: Raw -61766.644506 + Penalty 438.147361 = -61328.497145 nChanged 0 SP:Iteration 17F (109.478845 sec): 3 clusters Score: Raw -61766.644506 + Penalty 438.147361 = -61328.497145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 50 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.481347 sec): 2 clusters Score: Raw -68249.019242 + Penalty 712.468894 = -67536.550347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.482864 sec): 3 clusters Score: Raw -67869.834586 + Penalty 1423.524602 = -66446.309984 nChanged 226 SP:Iteration 1F (109.484385 sec): 3 clusters Score: Raw -68026.900487 + Penalty 1421.950075 = -66604.950412 nChanged 99 SP:Iteration 2F (109.485880 sec): 3 clusters Score: Raw -68115.192797 + Penalty 1420.370187 = -66694.822610 nChanged 66 SP:Iteration 3F (109.487447 sec): 3 clusters Score: Raw -68175.269069 + Penalty 1419.211430 = -66756.057640 nChanged 35 SP:Iteration 4Q (109.488952 sec): 3 clusters Score: Raw -68207.500662 + Penalty 1418.695622 = -66788.805040 nChanged 27 SP:Iteration 5Q (109.490436 sec): 3 clusters Score: Raw -68228.273562 + Penalty 1419.991789 = -66808.281773 nChanged 18 SP:Iteration 6Q (109.491909 sec): 3 clusters Score: Raw -68246.804778 + Penalty 1420.231611 = -66826.573166 nChanged 17 SP:Iteration 7Q (109.493469 sec): 3 clusters Score: Raw -68266.068609 + Penalty 1423.478280 = -66842.590329 nChanged 11 SP:Iteration 8Q (109.494934 sec): 3 clusters Score: Raw -68277.203589 + Penalty 1424.442696 = -66852.760893 nChanged 7 SP:Iteration 9Q (109.496386 sec): 3 clusters Score: Raw -68280.074795 + Penalty 1426.205149 = -66853.869645 nChanged 5 SP:Iteration 10F (109.497890 sec): 3 clusters Score: Raw -68282.706818 + Penalty 1426.552879 = -66856.153939 nChanged 2 SP:Iteration 11Q (109.499336 sec): 3 clusters Score: Raw -68284.394667 + Penalty 1427.246889 = -66857.147778 nChanged 3 SP:Iteration 12Q (109.500785 sec): 3 clusters Score: Raw -68285.946309 + Penalty 1427.073389 = -66858.872920 nChanged 3 SP:Iteration 13Q (109.502295 sec): 3 clusters Score: Raw -68287.193500 + Penalty 1427.945356 = -66859.248144 nChanged 1 SP:Iteration 14Q (109.503761 sec): 3 clusters Score: Raw -68289.631866 + Penalty 1427.945356 = -66861.686510 nChanged 0 SP:Iteration 15F (109.505254 sec): 3 clusters Score: Raw -68289.631866 + Penalty 1427.945356 = -66861.686510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.505774 sec): 2 clusters Score: Raw -331.189620 + Penalty 19.408121 = -311.781499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.505979 sec): 2 clusters Score: Raw -331.189620 + Penalty 19.408121 = -311.781499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.506437 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.506618 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 Iteration 236F (109.816732 sec): 20 clusters Score: Raw -2695165.900767 + Penalty 11273.874134 = -2683892.026633 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2695165.900767 + Penalty 11273.874134 = -2683892.026633Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.880617 sec): 2 clusters Score: Raw -98754.206184 + Penalty 87.784804 = -98666.421380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.882745 sec): 3 clusters Score: Raw -98066.921731 + Penalty 175.308352 = -97891.613379 nChanged 488 SP:Iteration 1F (109.884919 sec): 3 clusters Score: Raw -98472.226302 + Penalty 174.609725 = -98297.616577 nChanged 125 SP:Iteration 2F (109.887010 sec): 3 clusters Score: Raw -98588.836451 + Penalty 174.115688 = -98414.720763 nChanged 79 SP:Iteration 3F (109.889102 sec): 3 clusters Score: Raw -98633.259374 + Penalty 173.909986 = -98459.349389 nChanged 37 SP:Iteration 4Q (109.891074 sec): 3 clusters Score: Raw -98642.780125 + Penalty 173.669165 = -98469.110960 nChanged 21 SP:Iteration 5Q (109.893078 sec): 3 clusters Score: Raw -98649.783358 + Penalty 173.305510 = -98476.477847 nChanged 23 SP:Iteration 6Q (109.895085 sec): 3 clusters Score: Raw -98659.456154 + Penalty 173.095233 = -98486.360921 nChanged 26 SP:Iteration 7Q (109.897077 sec): 3 clusters Score: Raw -98670.721942 + Penalty 173.098743 = -98497.623199 nChanged 24 SP:Iteration 8Q (109.899048 sec): 3 clusters Score: Raw -98680.405622 + Penalty 173.427034 = -98506.978588 nChanged 23 SP:Iteration 9Q (109.901011 sec): 3 clusters Score: Raw -98690.457749 + Penalty 173.416458 = -98517.041291 nChanged 19 SP:Iteration 10F (109.903091 sec): 3 clusters Score: Raw -98698.580579 + Penalty 173.448657 = -98525.131922 nChanged 21 SP:Iteration 11Q (109.905106 sec): 3 clusters Score: Raw -98707.309938 + Penalty 173.415854 = -98533.894084 nChanged 14 SP:Iteration 12Q (109.907083 sec): 3 clusters Score: Raw -98710.853198 + Penalty 173.421883 = -98537.431315 nChanged 7 SP:Iteration 13Q (109.909095 sec): 3 clusters Score: Raw -98711.514754 + Penalty 173.523345 = -98537.991409 nChanged 3 SP:Iteration 14Q (109.911284 sec): 3 clusters Score: Raw -98711.847379 + Penalty 173.683317 = -98538.164062 nChanged 3 SP:Iteration 15Q (109.913342 sec): 3 clusters Score: Raw -98712.233048 + Penalty 173.838932 = -98538.394115 nChanged 3 SP:Iteration 16Q (109.915445 sec): 3 clusters Score: Raw -98712.368061 + Penalty 173.885838 = -98538.482222 nChanged 1 SP:Iteration 17Q (109.917494 sec): 3 clusters Score: Raw -98712.360139 + Penalty 173.885838 = -98538.474300 nChanged 0 SP:Iteration 18F (109.919573 sec): 3 clusters Score: Raw -98712.360139 + Penalty 173.885838 = -98538.474300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 2 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.920171 sec): 2 clusters Score: Raw -1652.568039 + Penalty 108.970243 = -1543.597795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.920428 sec): 3 clusters Score: Raw -1711.415665 + Penalty 224.249066 = -1487.166599 nChanged 3 SP:Iteration 1F (109.920683 sec): 3 clusters Score: Raw -1731.043820 + Penalty 220.284201 = -1510.759620 nChanged 1 SP:Iteration 2Q (109.920922 sec): 3 clusters Score: Raw -1737.383652 + Penalty 220.284201 = -1517.099452 nChanged 0 SP:Iteration 3F (109.921170 sec): 3 clusters Score: Raw -1737.383652 + Penalty 220.284201 = -1517.099452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.923900 sec): 2 clusters Score: Raw -42124.274854 + Penalty 210.494262 = -41913.780592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.924981 sec): 3 clusters Score: Raw -41901.553622 + Penalty 423.120929 = -41478.432694 nChanged 172 SP:Iteration 1F (109.925994 sec): 3 clusters Score: Raw -42021.705106 + Penalty 424.864609 = -41596.840497 nChanged 24 SP:Iteration 2F (109.927003 sec): 3 clusters Score: Raw -42033.437523 + Penalty 425.134790 = -41608.302732 nChanged 15 SP:Iteration 3Q (109.927997 sec): 3 clusters Score: Raw -42047.625321 + Penalty 424.300114 = -41623.325207 nChanged 22 SP:Iteration 4Q (109.928986 sec): 3 clusters Score: Raw -42073.571119 + Penalty 422.945999 = -41650.625120 nChanged 20 SP:Iteration 5Q (109.929973 sec): 3 clusters Score: Raw -42093.561032 + Penalty 412.619928 = -41680.941103 nChanged 16 SP:Iteration 6Q (109.930952 sec): 3 clusters Score: Raw -42108.233692 + Penalty 411.098093 = -41697.135599 nChanged 9 SP:Iteration 7Q (109.931937 sec): 3 clusters Score: Raw -42120.678925 + Penalty 404.885688 = -41715.793236 nChanged 8 SP:Iteration 8Q (109.932890 sec): 3 clusters Score: Raw -42124.377900 + Penalty 404.613987 = -41719.763912 nChanged 3 SP:Iteration 9Q (109.933840 sec): 3 clusters Score: Raw -42126.154144 + Penalty 404.231388 = -41721.922755 nChanged 3 SP:Iteration 10F (109.934827 sec): 3 clusters Score: Raw -42131.758190 + Penalty 407.743718 = -41724.014472 nChanged 2 SP:Iteration 11Q (109.935738 sec): 3 clusters Score: Raw -42133.112882 + Penalty 410.788579 = -41722.324303 nChanged 3 SP:Iteration 12F (109.936749 sec): 3 clusters Score: Raw -42136.197740 + Penalty 414.046783 = -41722.150957 nChanged 2 SP:Iteration 13F (109.937740 sec): 3 clusters Score: Raw -42137.601185 + Penalty 417.683365 = -41719.917820 nChanged 2 SP:Iteration 14F (109.938726 sec): 3 clusters Score: Raw -42139.663134 + Penalty 417.728715 = -41721.934419 nChanged 2 SP:Iteration 15Q (109.939627 sec): 3 clusters Score: Raw -42141.705699 + Penalty 417.728715 = -41723.976984 nChanged 0 SP:Iteration 16F (109.940611 sec): 3 clusters Score: Raw -42141.705699 + Penalty 417.728715 = -41723.976984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.943589 sec): 2 clusters Score: Raw -50595.761889 + Penalty 447.345943 = -50148.415946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.944761 sec): 3 clusters Score: Raw -50303.067881 + Penalty 916.472139 = -49386.595742 nChanged 179 SP:Iteration 1F (109.945946 sec): 3 clusters Score: Raw -50462.045776 + Penalty 944.934715 = -49517.111061 nChanged 60 SP:Iteration 2F (109.947095 sec): 3 clusters Score: Raw -50530.541951 + Penalty 962.206492 = -49568.335459 nChanged 29 SP:Iteration 3F (109.948244 sec): 3 clusters Score: Raw -50562.790459 + Penalty 966.842979 = -49595.947480 nChanged 14 SP:Iteration 4Q (109.949331 sec): 3 clusters Score: Raw -50578.096273 + Penalty 965.430406 = -49612.665867 nChanged 8 SP:Iteration 5Q (109.950421 sec): 3 clusters Score: Raw -50586.130271 + Penalty 960.613595 = -49625.516676 nChanged 3 SP:Iteration 6Q (109.951490 sec): 3 clusters Score: Raw -50588.741852 + Penalty 958.367570 = -49630.374282 nChanged 1 SP:Iteration 7Q (109.952536 sec): 3 clusters Score: Raw -50589.036555 + Penalty 957.193783 = -49631.842772 nChanged 1 SP:Iteration 8Q (109.953579 sec): 3 clusters Score: Raw -50589.679938 + Penalty 957.193783 = -49632.486156 nChanged 0 SP:Iteration 9F (109.954720 sec): 3 clusters Score: Raw -50589.679938 + Penalty 957.193783 = -49632.486156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.956130 sec): 2 clusters Score: Raw -14424.042292 + Penalty 408.099940 = -14015.942351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.956660 sec): 3 clusters Score: Raw -14384.172015 + Penalty 812.897028 = -13571.274987 nChanged 35 SP:Iteration 1F (109.957167 sec): 3 clusters Score: Raw -14433.226830 + Penalty 813.356392 = -13619.870438 nChanged 18 SP:Iteration 2F (109.957689 sec): 3 clusters Score: Raw -14483.240204 + Penalty 810.873987 = -13672.366217 nChanged 11 SP:Iteration 3F (109.958205 sec): 3 clusters Score: Raw -14513.411710 + Penalty 817.898826 = -13695.512884 nChanged 4 SP:Iteration 4Q (109.958697 sec): 3 clusters Score: Raw -14520.385948 + Penalty 819.781832 = -13700.604116 nChanged 3 SP:Iteration 5Q (109.959186 sec): 3 clusters Score: Raw -14531.264633 + Penalty 820.136935 = -13711.127698 nChanged 2 SP:Iteration 6Q (109.959674 sec): 3 clusters Score: Raw -14535.345984 + Penalty 818.281329 = -13717.064654 nChanged 1 SP:Iteration 7Q (109.960160 sec): 3 clusters Score: Raw -14539.925302 + Penalty 820.299257 = -13719.626044 nChanged 1 SP:Iteration 8Q (109.960647 sec): 3 clusters Score: Raw -14541.253384 + Penalty 820.299257 = -13720.954127 nChanged 0 SP:Iteration 9F (109.961153 sec): 3 clusters Score: Raw -14541.253384 + Penalty 820.299257 = -13720.954127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.962807 sec): 2 clusters Score: Raw -26751.826230 + Penalty 363.445618 = -26388.380612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.963536 sec): 3 clusters Score: Raw -26638.800935 + Penalty 769.043560 = -25869.757375 nChanged 79 SP:Iteration 1F (109.964245 sec): 3 clusters Score: Raw -26735.177591 + Penalty 814.683890 = -25920.493701 nChanged 31 SP:Iteration 2F (109.964972 sec): 3 clusters Score: Raw -26775.576113 + Penalty 844.915927 = -25930.660186 nChanged 9 SP:Iteration 3Q (109.965682 sec): 3 clusters Score: Raw -26792.240181 + Penalty 864.306552 = -25927.933629 nChanged 5 SP:Iteration 4F (109.966396 sec): 3 clusters Score: Raw -26800.369910 + Penalty 863.073347 = -25937.296564 nChanged 1 SP:Iteration 5Q (109.967060 sec): 3 clusters Score: Raw -26801.297801 + Penalty 863.073347 = -25938.224454 nChanged 0 SP:Iteration 6F (109.967768 sec): 3 clusters Score: Raw -26801.297801 + Penalty 863.073347 = -25938.224454 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (2139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.975334 sec): 2 clusters Score: Raw -190148.235816 + Penalty 131.876340 = -190016.359476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.979464 sec): 3 clusters Score: Raw -188770.257412 + Penalty 273.073201 = -188497.184211 nChanged 970 SP:Iteration 1F (109.983465 sec): 3 clusters Score: Raw -189553.536836 + Penalty 283.949945 = -189269.586891 nChanged 270 SP:Iteration 2F (109.987540 sec): 3 clusters Score: Raw -189812.558692 + Penalty 294.872488 = -189517.686204 nChanged 159 SP:Iteration 3F (109.991678 sec): 3 clusters Score: Raw -189984.047889 + Penalty 298.804685 = -189685.243205 nChanged 103 SP:Iteration 4Q (109.995507 sec): 3 clusters Score: Raw -190100.342214 + Penalty 293.903027 = -189806.439187 nChanged 48 SP:Iteration 5Q (109.999140 sec): 3 clusters Score: Raw -190142.365666 + Penalty 288.367082 = -189853.998584 nChanged 16 SP:Iteration 6Q (110.002507 sec): 3 clusters Score: Raw -190159.500329 + Penalty 290.355393 = -189869.144936 nChanged 2 SP:Iteration 7Q (110.005685 sec): 3 clusters Score: Raw -190160.862189 + Penalty 290.047909 = -189870.814279 nChanged 1 SP:Iteration 8Q (110.008772 sec): 3 clusters Score: Raw -190161.475213 + Penalty 290.047909 = -189871.427304 nChanged 0 SP:Iteration 9F (110.012890 sec): 3 clusters Score: Raw -190161.475213 + Penalty 290.047909 = -189871.427304 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.017231 sec): 2 clusters Score: Raw -69204.051362 + Penalty 745.026102 = -68459.025260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.018827 sec): 3 clusters Score: Raw -68868.062622 + Penalty 1488.924487 = -67379.138135 nChanged 226 SP:Iteration 1F (110.020372 sec): 3 clusters Score: Raw -69044.622354 + Penalty 1482.852105 = -67561.770249 nChanged 84 SP:Iteration 2F (110.021870 sec): 3 clusters Score: Raw -69132.876236 + Penalty 1476.701485 = -67656.174752 nChanged 52 SP:Iteration 3F (110.023337 sec): 3 clusters Score: Raw -69176.998588 + Penalty 1470.328391 = -67706.670197 nChanged 22 SP:Iteration 4Q (110.024793 sec): 3 clusters Score: Raw -69192.434984 + Penalty 1468.803797 = -67723.631186 nChanged 17 SP:Iteration 5Q (110.026237 sec): 3 clusters Score: Raw -69206.997548 + Penalty 1465.955646 = -67741.041902 nChanged 13 SP:Iteration 6Q (110.027680 sec): 3 clusters Score: Raw -69218.974455 + Penalty 1462.809685 = -67756.164769 nChanged 12 SP:Iteration 7Q (110.029122 sec): 3 clusters Score: Raw -69232.441088 + Penalty 1460.018891 = -67772.422197 nChanged 7 SP:Iteration 8Q (110.030562 sec): 3 clusters Score: Raw -69237.521294 + Penalty 1458.499967 = -67779.021327 nChanged 7 SP:Iteration 9Q (110.032016 sec): 3 clusters Score: Raw -69243.399152 + Penalty 1455.140634 = -67788.258518 nChanged 6 SP:Iteration 10F (110.033478 sec): 3 clusters Score: Raw -69248.262291 + Penalty 1452.388588 = -67795.873703 nChanged 6 SP:Iteration 11Q (110.034904 sec): 3 clusters Score: Raw -69253.446982 + Penalty 1454.682088 = -67798.764894 nChanged 5 SP:Iteration 12Q (110.036356 sec): 3 clusters Score: Raw -69262.432964 + Penalty 1453.045521 = -67809.387444 nChanged 3 SP:Iteration 13Q (110.037783 sec): 3 clusters Score: Raw -69265.279317 + Penalty 1450.700058 = -67814.579259 nChanged 4 SP:Iteration 14Q (110.039194 sec): 3 clusters Score: Raw -69273.229961 + Penalty 1448.690204 = -67824.539757 nChanged 5 SP:Iteration 15Q (110.040610 sec): 3 clusters Score: Raw -69278.511661 + Penalty 1448.690204 = -67829.821456 nChanged 0 SP:Iteration 16F (110.042085 sec): 3 clusters Score: Raw -69278.511661 + Penalty 1448.690204 = -67829.821456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.045051 sec): 2 clusters Score: Raw -45303.040048 + Penalty 184.382544 = -45118.657505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.046198 sec): 3 clusters Score: Raw -45013.138366 + Penalty 362.803063 = -44650.335303 nChanged 193 SP:Iteration 1F (110.047265 sec): 3 clusters Score: Raw -45157.975662 + Penalty 382.653695 = -44775.321967 nChanged 76 SP:Iteration 2F (110.048333 sec): 3 clusters Score: Raw -45249.971041 + Penalty 390.976289 = -44858.994751 nChanged 23 SP:Iteration 3Q (110.049353 sec): 3 clusters Score: Raw -45269.350133 + Penalty 404.199264 = -44865.150868 nChanged 14 SP:Iteration 4Q (110.050381 sec): 3 clusters Score: Raw -45276.031870 + Penalty 419.319936 = -44856.711934 nChanged 9 SP:Iteration 5F (110.051462 sec): 3 clusters Score: Raw -45282.343206 + Penalty 440.079277 = -44842.263930 nChanged 11 SP:Iteration 6F (110.052588 sec): 3 clusters Score: Raw -45292.086905 + Penalty 466.472115 = -44825.614790 nChanged 10 SP:Iteration 7F (110.053682 sec): 3 clusters Score: Raw -45300.299134 + Penalty 489.724141 = -44810.574992 nChanged 7 SP:Iteration 8F (110.054772 sec): 3 clusters Score: Raw -45302.133762 + Penalty 517.676626 = -44784.457137 nChanged 4 SP:Iteration 9F (110.055821 sec): 3 clusters Score: Raw -45303.872399 + Penalty 564.635414 = -44739.236985 nChanged 7 SP:Iteration 10F (110.056867 sec): 3 clusters Score: Raw -45308.500327 + Penalty 582.571696 = -44725.928630 nChanged 4 SP:Iteration 11F (110.057909 sec): 3 clusters Score: Raw -45311.713149 + Penalty 616.106404 = -44695.606745 nChanged 4 SP:Iteration 12F (110.059027 sec): 3 clusters Score: Raw -45312.796308 + Penalty 654.024761 = -44658.771547 nChanged 3 SP:Iteration 13F (110.060089 sec): 3 clusters Score: Raw -45316.504159 + Penalty 654.024761 = -44662.479399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.063062 sec): 2 clusters Score: Raw -53530.721778 + Penalty 982.769215 = -52547.952562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.064234 sec): 3 clusters Score: Raw -53397.217503 + Penalty 1965.751958 = -51431.465545 nChanged 124 SP:Iteration 1F (110.065402 sec): 3 clusters Score: Raw -53526.448196 + Penalty 1966.189519 = -51560.258677 nChanged 46 SP:Iteration 2F (110.066554 sec): 3 clusters Score: Raw -53593.875743 + Penalty 1965.853750 = -51628.021992 nChanged 24 SP:Iteration 3Q (110.067678 sec): 3 clusters Score: Raw -53626.421146 + Penalty 1965.599308 = -51660.821838 nChanged 16 SP:Iteration 4Q (110.068797 sec): 3 clusters Score: Raw -53654.701348 + Penalty 1965.455895 = -51689.245454 nChanged 10 SP:Iteration 5Q (110.069932 sec): 3 clusters Score: Raw -53667.418509 + Penalty 1965.108901 = -51702.309608 nChanged 8 SP:Iteration 6Q (110.071049 sec): 3 clusters Score: Raw -53675.059335 + Penalty 1965.145034 = -51709.914301 nChanged 2 SP:Iteration 7Q (110.072159 sec): 3 clusters Score: Raw -53677.525257 + Penalty 1965.145034 = -51712.380223 nChanged 0 SP:Iteration 8F (110.073305 sec): 3 clusters Score: Raw -53677.525257 + Penalty 1965.145034 = -51712.380223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.074656 sec): 2 clusters Score: Raw -2129.564896 + Penalty 52.036655 = -2077.528240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.074903 sec): 3 clusters Score: Raw -2168.434030 + Penalty 184.521383 = -1983.912648 nChanged 11 SP:Iteration 1F (110.075145 sec): 3 clusters Score: Raw -2204.362038 + Penalty 213.493312 = -1990.868726 nChanged 1 SP:Iteration 2Q (110.075366 sec): 3 clusters Score: Raw -2213.670953 + Penalty 213.493312 = -2000.177641 nChanged 0 SP:Iteration 3F (110.075596 sec): 3 clusters Score: Raw -2213.670953 + Penalty 213.493312 = -2000.177641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.076463 sec): 2 clusters Score: Raw -2183.824736 + Penalty 120.137510 = -2063.687226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.076738 sec): 3 clusters Score: Raw -2280.953145 + Penalty 240.536068 = -2040.417076 nChanged 2 SP:Iteration 1F (110.077003 sec): 3 clusters Score: Raw -2295.601224 + Penalty 240.536068 = -2055.065156 nChanged 0 Memory request: 0.10 GB would take us to total of 0.39 GB. Trying to split cluster 31 (21876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.175678 sec): 2 clusters Score: Raw -1932807.945719 + Penalty 270.729900 = -1932537.215819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.217329 sec): 3 clusters Score: Raw -1917861.648815 + Penalty 541.493053 = -1917320.155762 nChanged 10521 SP:Iteration 1F (110.258755 sec): 3 clusters Score: Raw -1922518.183315 + Penalty 602.619966 = -1921915.563348 nChanged 5376 SP:Iteration 2F (110.299666 sec): 3 clusters Score: Raw -1929174.925508 + Penalty 630.501540 = -1928544.423968 nChanged 2040 SP:Iteration 3F (110.340995 sec): 3 clusters Score: Raw -1931507.458003 + Penalty 638.634393 = -1930868.823610 nChanged 646 SP:Iteration 4Q (110.378761 sec): 3 clusters Score: Raw -1932164.498487 + Penalty 650.125611 = -1931514.372877 nChanged 274 SP:Iteration 5Q (110.413792 sec): 3 clusters Score: Raw -1932364.017718 + Penalty 653.368462 = -1931710.649256 nChanged 216 SP:Iteration 6Q (110.448128 sec): 3 clusters Score: Raw -1932498.109791 + Penalty 658.668377 = -1931839.441414 nChanged 161 SP:Iteration 7Q (110.482083 sec): 3 clusters Score: Raw -1932599.228102 + Penalty 654.855418 = -1931944.372684 nChanged 117 SP:Iteration 8Q (110.515376 sec): 3 clusters Score: Raw -1932670.418183 + Penalty 644.908369 = -1932025.509814 nChanged 88 SP:Iteration 9Q (110.548193 sec): 3 clusters Score: Raw -1932725.793256 + Penalty 659.856590 = -1932065.936667 nChanged 65 SP:Iteration 10F (110.588874 sec): 3 clusters Score: Raw -1932764.410870 + Penalty 649.619804 = -1932114.791065 nChanged 47 SP:Iteration 11Q (110.621413 sec): 3 clusters Score: Raw -1932787.763460 + Penalty 657.912543 = -1932129.850918 nChanged 31 SP:Iteration 12Q (110.654249 sec): 3 clusters Score: Raw -1932800.849489 + Penalty 671.747520 = -1932129.101969 nChanged 21 SP:Iteration 13F (110.694688 sec): 3 clusters Score: Raw -1932809.264511 + Penalty 670.404724 = -1932138.859787 nChanged 14 SP:Iteration 14Q (110.726962 sec): 3 clusters Score: Raw -1932815.452987 + Penalty 663.693748 = -1932151.759239 nChanged 10 SP:Iteration 15Q (110.759597 sec): 3 clusters Score: Raw -1932819.275619 + Penalty 665.511064 = -1932153.764554 nChanged 11 SP:Iteration 16Q (110.791605 sec): 3 clusters Score: Raw -1932824.394643 + Penalty 678.380330 = -1932146.014313 nChanged 10 SP:Iteration 17F (110.832930 sec): 3 clusters Score: Raw -1932830.553832 + Penalty 688.531110 = -1932142.022722 nChanged 12 SP:Iteration 18F (110.873469 sec): 3 clusters Score: Raw -1932837.228137 + Penalty 711.105671 = -1932126.122466 nChanged 9 SP:Iteration 19F (110.914395 sec): 3 clusters Score: Raw -1932841.863734 + Penalty 709.984879 = -1932131.878855 nChanged 4 SP:Iteration 20F (110.955184 sec): 3 clusters Score: Raw -1932842.986380 + Penalty 713.674817 = -1932129.311563 nChanged 1 SP:Iteration 21F (110.996051 sec): 3 clusters Score: Raw -1932843.235196 + Penalty 713.674817 = -1932129.560379 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 32 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.011678 sec): 2 clusters Score: Raw -92204.020270 + Penalty 756.297391 = -91447.722879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.013710 sec): 3 clusters Score: Raw -91708.633628 + Penalty 1514.142410 = -90194.491217 nChanged 307 SP:Iteration 1F (111.015628 sec): 3 clusters Score: Raw -91863.981974 + Penalty 1515.409439 = -90348.572535 nChanged 70 SP:Iteration 2F (111.017507 sec): 3 clusters Score: Raw -91911.729895 + Penalty 1518.585219 = -90393.144676 nChanged 57 SP:Iteration 3F (111.019416 sec): 3 clusters Score: Raw -91955.492638 + Penalty 1526.779855 = -90428.712783 nChanged 57 SP:Iteration 4F (111.021306 sec): 3 clusters Score: Raw -92004.344583 + Penalty 1535.148399 = -90469.196184 nChanged 42 SP:Iteration 5Q (111.023247 sec): 3 clusters Score: Raw -92042.236674 + Penalty 1539.485695 = -90502.750979 nChanged 35 SP:Iteration 6Q (111.025195 sec): 3 clusters Score: Raw -92065.520894 + Penalty 1541.181180 = -90524.339714 nChanged 23 SP:Iteration 7Q (111.027060 sec): 3 clusters Score: Raw -92084.787273 + Penalty 1541.595257 = -90543.192016 nChanged 31 SP:Iteration 8Q (111.028952 sec): 3 clusters Score: Raw -92110.521464 + Penalty 1541.837890 = -90568.683574 nChanged 28 SP:Iteration 9Q (111.030890 sec): 3 clusters Score: Raw -92130.129151 + Penalty 1541.355756 = -90588.773395 nChanged 23 SP:Iteration 10F (111.032811 sec): 3 clusters Score: Raw -92144.131275 + Penalty 1540.079230 = -90604.052044 nChanged 14 SP:Iteration 11Q (111.034783 sec): 3 clusters Score: Raw -92152.892439 + Penalty 1540.411024 = -90612.481415 nChanged 10 SP:Iteration 12Q (111.036780 sec): 3 clusters Score: Raw -92160.636355 + Penalty 1540.401706 = -90620.234649 nChanged 13 SP:Iteration 13Q (111.038726 sec): 3 clusters Score: Raw -92169.681099 + Penalty 1541.027758 = -90628.653341 nChanged 4 SP:Iteration 14Q (111.040560 sec): 3 clusters Score: Raw -92171.839521 + Penalty 1541.115616 = -90630.723905 nChanged 2 SP:Iteration 15Q (111.042409 sec): 3 clusters Score: Raw -92172.746715 + Penalty 1541.115616 = -90631.631098 nChanged 0 SP:Iteration 16F (111.044295 sec): 3 clusters Score: Raw -92172.746715 + Penalty 1541.115616 = -90631.631098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.044795 sec): 2 clusters Score: Raw -254.625038 + Penalty 15.380572 = -239.244466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.044995 sec): 3 clusters Score: Raw -259.995505 + Penalty 30.761144 = -229.234361 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 39 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.047365 sec): 2 clusters Score: Raw -61749.297245 + Penalty 229.007671 = -61520.289574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.048811 sec): 3 clusters Score: Raw -61341.439867 + Penalty 480.500280 = -60860.939587 nChanged 279 SP:Iteration 1F (111.050221 sec): 3 clusters Score: Raw -61567.643588 + Penalty 513.574032 = -61054.069557 nChanged 95 SP:Iteration 2F (111.051648 sec): 3 clusters Score: Raw -61674.609005 + Penalty 541.024983 = -61133.584022 nChanged 42 SP:Iteration 3F (111.053077 sec): 3 clusters Score: Raw -61722.787292 + Penalty 550.933491 = -61171.853801 nChanged 25 SP:Iteration 4Q (111.054505 sec): 3 clusters Score: Raw -61761.397007 + Penalty 606.546391 = -61154.850616 nChanged 11 SP:Iteration 5F (111.055910 sec): 3 clusters Score: Raw -61777.457807 + Penalty 606.546391 = -61170.911416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 50 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.058434 sec): 2 clusters Score: Raw -68249.019242 + Penalty 712.468894 = -67536.550347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.059952 sec): 3 clusters Score: Raw -67882.704948 + Penalty 1426.495509 = -66456.209439 nChanged 219 SP:Iteration 1F (111.061461 sec): 3 clusters Score: Raw -68049.872568 + Penalty 1442.331175 = -66607.541392 nChanged 99 SP:Iteration 2F (111.062935 sec): 3 clusters Score: Raw -68174.517930 + Penalty 1467.335554 = -66707.182376 nChanged 68 SP:Iteration 3F (111.064449 sec): 3 clusters Score: Raw -68245.744171 + Penalty 1482.833261 = -66762.910910 nChanged 40 SP:Iteration 4F (111.065933 sec): 3 clusters Score: Raw -68289.501729 + Penalty 1495.824066 = -66793.677664 nChanged 20 SP:Iteration 5Q (111.067410 sec): 3 clusters Score: Raw -68306.609502 + Penalty 1508.919287 = -66797.690215 nChanged 15 SP:Iteration 6Q (111.068870 sec): 3 clusters Score: Raw -68329.372892 + Penalty 1512.205146 = -66817.167746 nChanged 11 SP:Iteration 7Q (111.070313 sec): 3 clusters Score: Raw -68341.576371 + Penalty 1511.971988 = -66829.604384 nChanged 4 SP:Iteration 8Q (111.071718 sec): 3 clusters Score: Raw -68343.787154 + Penalty 1512.034898 = -66831.752255 nChanged 2 SP:Iteration 9Q (111.073106 sec): 3 clusters Score: Raw -68346.533195 + Penalty 1511.838859 = -66834.694336 nChanged 2 SP:Iteration 10F (111.074618 sec): 3 clusters Score: Raw -68349.084946 + Penalty 1513.620867 = -66835.464079 nChanged 1 SP:Iteration 11Q (111.076016 sec): 3 clusters Score: Raw -68350.129460 + Penalty 1513.620867 = -66836.508592 nChanged 0 SP:Iteration 12F (111.077542 sec): 3 clusters Score: Raw -68350.129460 + Penalty 1513.620867 = -66836.508592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.078038 sec): 2 clusters Score: Raw -331.189620 + Penalty 19.408121 = -311.781499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.078236 sec): 3 clusters Score: Raw -341.810134 + Penalty 38.816242 = -302.993892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.078694 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.078874 sec): 2 clusters Score: Raw -85.750102 + Penalty 0.000000 = -85.750102 nChanged 0 Time taken for this iteration:110.231113 seconds. 300->20 Clusters: Score -2683892.026633, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 237 (time per iteration =468.876857 ms) Total iterations: 2053 (time per iteration =54.127528 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7043281875.000000 (time per metric unit =15.777278ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 176082046875.000000 (time per metric unit=631.091113ps) That took 111.123815 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 21 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.24 and 0.36 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26278 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 26278 points ------ Starting initial clusters from distinct float masks Not enough masks (241) to generate starting clusters (300), so starting with (242) clusters instead. Assigned 242 initial classes from 241 unique masks. Deleting Class 66 (1 points): Lose 2.165598 but Gain 1629.950157 Iteration 0F (3.800303 sec): 241 clusters Score: Raw -2308072.559690 + Penalty 245391.027619 = -2062681.532071 nChanged 7186 Deleting Class 215 (2 points): Lose 8.673785 but Gain 1588.662485 Iteration 1F (6.571615 sec): 224 clusters Score: Raw -2323226.324748 + Penalty 234282.909612 = -2088943.415136 nChanged 2743 Deleting Class 178 (1 points): Lose 6.064384 but Gain 1571.510487 Iteration 2F (9.188683 sec): 216 clusters Score: Raw -2327235.698308 + Penalty 230709.070397 = -2096526.627912 nChanged 2073 Deleting Class 167 (1 points): Lose 4.656354 but Gain 1562.669377 Iteration 3F (11.753162 sec): 214 clusters Score: Raw -2329401.887447 + Penalty 225149.591485 = -2104252.295962 nChanged 1849 Deleting Class 222 (2 points): Lose 33.161717 but Gain 1589.357207 Iteration 4F (14.267838 sec): 210 clusters Score: Raw -2331001.255137 + Penalty 223763.663164 = -2107237.591972 nChanged 1583 Deleting Class 172 (3 points): Lose 13.312522 but Gain 1511.705291 Iteration 5F (16.772855 sec): 209 clusters Score: Raw -2332189.859369 + Penalty 222390.082816 = -2109799.776553 nChanged 1340 Deleting Class 136 (5 points): Lose 49.096043 but Gain 1509.069540 Iteration 6F (19.287546 sec): 208 clusters Score: Raw -2333016.771557 + Penalty 220979.141343 = -2112037.630214 nChanged 1144 Deleting Class 144 (5 points): Lose 60.915777 but Gain 1519.116251 Iteration 7Q (19.577045 sec): 207 clusters Score: Raw -2333618.037069 + Penalty 219618.375046 = -2113999.662023 nChanged 966 Deleting Class 139 (13 points): Lose 116.824121 but Gain 1573.193609 Iteration 8Q (19.842247 sec): 206 clusters Score: Raw -2334041.191786 + Penalty 218152.502643 = -2115888.689143 nChanged 783 Deleting Class 134 (7 points): Lose 62.453644 but Gain 1503.282050 Iteration 9Q (20.083719 sec): 205 clusters Score: Raw -2334407.027422 + Penalty 215691.729338 = -2118715.298084 nChanged 682 Deleting Class 140 (2 points): Lose 7.998076 but Gain 1432.923542 Iteration 10F (22.524439 sec): 203 clusters Score: Raw -2334716.324268 + Penalty 214535.430928 = -2120180.893341 nChanged 539 Deleting Class 193 (13 points): Lose 88.659503 but Gain 1513.275383 Iteration 11Q (22.745350 sec): 202 clusters Score: Raw -2334871.697885 + Penalty 212212.859219 = -2122658.838666 nChanged 482 Deleting Class 141 (5 points): Lose 37.322906 but Gain 1442.447078 Iteration 12Q (22.953055 sec): 200 clusters Score: Raw -2335051.784560 + Penalty 210890.794330 = -2124160.990231 nChanged 392 Deleting Class 226 (2 points): Lose 12.874434 but Gain 1407.905506 Iteration 13Q (23.150059 sec): 199 clusters Score: Raw -2335222.858005 + Penalty 209536.323599 = -2125686.534406 nChanged 353 Deleting Class 24 (9 points): Lose 98.097926 but Gain 1490.496074 Iteration 14Q (23.343009 sec): 198 clusters Score: Raw -2335275.981692 + Penalty 208207.163196 = -2127068.818495 nChanged 312 Deleting Class 208 (17 points): Lose 112.377046 but Gain 1501.050256 Iteration 15Q (23.530476 sec): 197 clusters Score: Raw -2335336.782495 + Penalty 206853.792295 = -2128482.990200 nChanged 266 Deleting Class 118 (47 points): Lose 236.694249 but Gain 1623.938911 Iteration 16Q (23.710821 sec): 196 clusters Score: Raw -2335261.738183 + Penalty 205265.664511 = -2129996.073672 nChanged 224 Deleting Class 151 (8 points): Lose 72.043991 but Gain 1456.245614 Iteration 17Q (23.888830 sec): 195 clusters Score: Raw -2335370.694332 + Penalty 203873.441848 = -2131497.252484 nChanged 160 Deleting Class 110 (6 points): Lose 35.449156 but Gain 1414.198005 Iteration 18Q (24.059984 sec): 194 clusters Score: Raw -2335434.252100 + Penalty 202512.831799 = -2132921.420301 nChanged 114 Deleting Class 119 (14 points): Lose 83.248642 but Gain 1456.580464 Iteration 19Q (24.216965 sec): 193 clusters Score: Raw -2335421.878513 + Penalty 201026.937243 = -2134394.941270 nChanged 85 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 -2335421.878513 + Penalty 201026.937243 = -2134394.941270Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.320098 sec): 2 clusters Score: Raw -2940.307182 + Penalty 145.411876 = -2794.895306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.320383 sec): 3 clusters Score: Raw -2915.534770 + Penalty 314.131446 = -2601.403324 nChanged 4 SP:Iteration 1F (24.320655 sec): 3 clusters Score: Raw -2922.894224 + Penalty 323.251336 = -2599.642889 nChanged 4 SP:Iteration 2F (24.320923 sec): 3 clusters Score: Raw -2929.390006 + Penalty 267.798869 = -2661.591137 nChanged 4 SP:Iteration 3F (24.321179 sec): 3 clusters Score: Raw -2937.450957 + Penalty 145.411876 = -2792.039080 nChanged 1 SP:Iteration 4Q (24.321417 sec): 2 clusters Score: Raw -2940.307182 + Penalty 145.411876 = -2794.895306 nChanged 0 SP:Iteration 5F (24.321656 sec): 2 clusters Score: Raw -2940.307182 + Penalty 145.411876 = -2794.895306 nChanged 0 Memory request: 0.08 GB would take us to total of 0.33 GB. Trying to split cluster 2 (18122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.403573 sec): 2 clusters Score: Raw -1610833.032282 + Penalty 218.432886 = -1610614.599396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.437713 sec): 3 clusters Score: Raw -1598494.779915 + Penalty 460.055308 = -1598034.724607 nChanged 8742 SP:Iteration 1F (24.471048 sec): 3 clusters Score: Raw -1605258.595593 + Penalty 685.788073 = -1604572.807520 nChanged 4280 SP:Iteration 2F (24.504989 sec): 3 clusters Score: Raw -1610631.796282 + Penalty 462.375109 = -1610169.421173 nChanged 192 SP:Iteration 3Q (24.535635 sec): 3 clusters Score: Raw -1610840.160392 + Penalty 375.732853 = -1610464.427539 nChanged 8 SP:Iteration 4Q (24.561653 sec): 3 clusters Score: Raw -1610855.688366 + Penalty 375.732853 = -1610479.955513 nChanged 0 SP:Iteration 5F (24.595472 sec): 3 clusters Score: Raw -1610855.688366 + Penalty 375.732853 = -1610479.955513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 3 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.605080 sec): 2 clusters Score: Raw -2507.533545 + Penalty 270.317820 = -2237.215725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.605357 sec): 3 clusters Score: Raw -2506.639205 + Penalty 540.168633 = -1966.470572 nChanged 1 SP:Iteration 1Q (24.605614 sec): 3 clusters Score: Raw -2507.217646 + Penalty 540.168633 = -1967.049013 nChanged 0 SP:Iteration 2F (24.605907 sec): 3 clusters Score: Raw -2507.217646 + Penalty 540.168633 = -1967.049013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.607839 sec): 2 clusters Score: Raw -30660.808828 + Penalty 683.470457 = -29977.338371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.608612 sec): 3 clusters Score: Raw -30562.764661 + Penalty 1367.248442 = -29195.516218 nChanged 70 SP:Iteration 1F (24.609366 sec): 3 clusters Score: Raw -30642.398652 + Penalty 1367.091902 = -29275.306750 nChanged 21 SP:Iteration 2F (24.610120 sec): 3 clusters Score: Raw -30664.654865 + Penalty 1367.150937 = -29297.503928 nChanged 3 SP:Iteration 3Q (24.610841 sec): 3 clusters Score: Raw -30666.581767 + Penalty 1367.139915 = -29299.441852 nChanged 2 SP:Iteration 4Q (24.611558 sec): 3 clusters Score: Raw -30669.209928 + Penalty 1367.110137 = -29302.099791 nChanged 2 SP:Iteration 5Q (24.612278 sec): 3 clusters Score: Raw -30671.495054 + Penalty 1367.062193 = -29304.432862 nChanged 2 SP:Iteration 6Q (24.612995 sec): 3 clusters Score: Raw -30672.739406 + Penalty 1367.062193 = -29305.677213 nChanged 0 SP:Iteration 7F (24.613720 sec): 3 clusters Score: Raw -30672.739406 + Penalty 1367.062193 = -29305.677213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.615170 sec): 2 clusters Score: Raw -23590.079417 + Penalty 57.398311 = -23532.681106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.615830 sec): 3 clusters Score: Raw -23425.276219 + Penalty 122.237864 = -23303.038355 nChanged 112 SP:Iteration 1F (24.616483 sec): 3 clusters Score: Raw -23547.148284 + Penalty 114.198906 = -23432.949378 nChanged 23 SP:Iteration 2F (24.617135 sec): 3 clusters Score: Raw -23558.755092 + Penalty 113.689914 = -23445.065178 nChanged 7 SP:Iteration 3Q (24.617779 sec): 3 clusters Score: Raw -23557.571621 + Penalty 115.578629 = -23441.992993 nChanged 3 SP:Iteration 4F (24.618445 sec): 3 clusters Score: Raw -23556.779626 + Penalty 112.233199 = -23444.546426 nChanged 6 SP:Iteration 5Q (24.619098 sec): 3 clusters Score: Raw -23557.915481 + Penalty 105.584183 = -23452.331298 nChanged 11 SP:Iteration 6Q (24.619735 sec): 3 clusters Score: Raw -23567.851477 + Penalty 87.028803 = -23480.822674 nChanged 13 SP:Iteration 7F (24.620311 sec): 3 clusters Score: Raw -23585.177438 + Penalty 57.398311 = -23527.779127 nChanged 4 SP:Iteration 8Q (24.620826 sec): 2 clusters Score: Raw -23590.079417 + Penalty 57.398311 = -23532.681106 nChanged 0 SP:Iteration 9F (24.621362 sec): 2 clusters Score: Raw -23590.079417 + Penalty 57.398311 = -23532.681106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 6 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.622066 sec): 2 clusters Score: Raw -8218.289713 + Penalty 335.136768 = -7883.152945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.622428 sec): 3 clusters Score: Raw -8186.536297 + Penalty 672.288936 = -7514.247361 nChanged 16 SP:Iteration 1F (24.622798 sec): 3 clusters Score: Raw -8204.185673 + Penalty 679.850240 = -7524.335433 nChanged 3 SP:Iteration 2Q (24.623158 sec): 3 clusters Score: Raw -8208.350190 + Penalty 681.105572 = -7527.244618 nChanged 4 SP:Iteration 3Q (24.623520 sec): 3 clusters Score: Raw -8213.908593 + Penalty 688.287886 = -7525.620706 nChanged 2 SP:Iteration 4F (24.623878 sec): 3 clusters Score: Raw -8218.021879 + Penalty 688.287886 = -7529.733993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.624565 sec): 2 clusters Score: Raw -6036.659503 + Penalty 325.245572 = -5711.413930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.624922 sec): 3 clusters Score: Raw -6021.419330 + Penalty 670.942465 = -5350.476866 nChanged 5 SP:Iteration 1F (24.625240 sec): 3 clusters Score: Raw -6035.261942 + Penalty 676.214484 = -5359.047458 nChanged 1 SP:Iteration 2Q (24.625556 sec): 3 clusters Score: Raw -6036.769400 + Penalty 676.214484 = -5360.554916 nChanged 0 SP:Iteration 3F (24.625874 sec): 3 clusters Score: Raw -6036.769400 + Penalty 676.214484 = -5360.554916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.626387 sec): 2 clusters Score: Raw -2244.248597 + Penalty 273.375536 = -1970.873061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.626637 sec): 3 clusters Score: Raw -2249.144814 + Penalty 551.723855 = -1697.420959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.627122 sec): 2 clusters Score: Raw -1075.831559 + Penalty 93.109930 = -982.721629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.627350 sec): 3 clusters Score: Raw -1081.052059 + Penalty 179.583418 = -901.468641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.628489 sec): 2 clusters Score: Raw -25363.818455 + Penalty 47.339414 = -25316.479041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.629187 sec): 3 clusters Score: Raw -25193.869863 + Penalty 94.065011 = -25099.804853 nChanged 120 SP:Iteration 1F (24.629869 sec): 3 clusters Score: Raw -25296.486506 + Penalty 91.214823 = -25205.271683 nChanged 26 SP:Iteration 2F (24.630549 sec): 3 clusters Score: Raw -25320.161077 + Penalty 89.250582 = -25230.910496 nChanged 27 SP:Iteration 3F (24.631195 sec): 3 clusters Score: Raw -25352.742477 + Penalty 47.339414 = -25305.403063 nChanged 9 SP:Iteration 4Q (24.631730 sec): 2 clusters Score: Raw -25363.818455 + Penalty 47.339414 = -25316.479041 nChanged 0 SP:Iteration 5F (24.632270 sec): 2 clusters Score: Raw -25363.818455 + Penalty 47.339414 = -25316.479041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 11 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.641664 sec): 2 clusters Score: Raw -175318.464025 + Penalty 519.463403 = -174799.000622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.645216 sec): 3 clusters Score: Raw -174228.714809 + Penalty 1035.037613 = -173193.677196 nChanged 739 SP:Iteration 1F (24.648725 sec): 3 clusters Score: Raw -174627.860967 + Penalty 1030.845600 = -173597.015366 nChanged 160 SP:Iteration 2F (24.652181 sec): 3 clusters Score: Raw -174698.600438 + Penalty 1025.563917 = -173673.036521 nChanged 121 SP:Iteration 3F (24.655757 sec): 3 clusters Score: Raw -174759.104479 + Penalty 1017.420018 = -173741.684461 nChanged 101 SP:Iteration 4F (24.659238 sec): 3 clusters Score: Raw -174821.389907 + Penalty 1006.718663 = -173814.671245 nChanged 92 SP:Iteration 5F (24.662673 sec): 3 clusters Score: Raw -174897.012684 + Penalty 995.581780 = -173901.430904 nChanged 91 SP:Iteration 6Q (24.666048 sec): 3 clusters Score: Raw -174976.629527 + Penalty 990.772437 = -173985.857090 nChanged 56 SP:Iteration 7Q (24.669440 sec): 3 clusters Score: Raw -175015.648308 + Penalty 983.770760 = -174031.877548 nChanged 54 SP:Iteration 8Q (24.672839 sec): 3 clusters Score: Raw -175042.440322 + Penalty 976.780878 = -174065.659444 nChanged 44 SP:Iteration 9Q (24.676123 sec): 3 clusters Score: Raw -175069.759800 + Penalty 969.778124 = -174099.981676 nChanged 42 SP:Iteration 10F (24.679524 sec): 3 clusters Score: Raw -175090.534170 + Penalty 961.113883 = -174129.420287 nChanged 37 SP:Iteration 11Q (24.682799 sec): 3 clusters Score: Raw -175106.661365 + Penalty 955.595713 = -174151.065652 nChanged 29 SP:Iteration 12Q (24.686338 sec): 3 clusters Score: Raw -175119.166512 + Penalty 948.885971 = -174170.280541 nChanged 29 SP:Iteration 13Q (24.689751 sec): 3 clusters Score: Raw -175131.938863 + Penalty 942.340893 = -174189.597969 nChanged 37 SP:Iteration 14Q (24.693097 sec): 3 clusters Score: Raw -175149.450053 + Penalty 938.984252 = -174210.465801 nChanged 37 SP:Iteration 15Q (24.696319 sec): 3 clusters Score: Raw -175165.088481 + Penalty 931.386726 = -174233.701755 nChanged 31 SP:Iteration 16Q (24.699490 sec): 3 clusters Score: Raw -175179.469685 + Penalty 927.464581 = -174252.005104 nChanged 25 SP:Iteration 17Q (24.702565 sec): 3 clusters Score: Raw -175188.431632 + Penalty 923.769750 = -174264.661882 nChanged 20 SP:Iteration 18Q (24.705686 sec): 3 clusters Score: Raw -175194.311564 + Penalty 922.108355 = -174272.203210 nChanged 14 SP:Iteration 19Q (24.708814 sec): 3 clusters Score: Raw -175198.150735 + Penalty 922.088728 = -174276.062007 nChanged 14 SP:Iteration 20F (24.712452 sec): 3 clusters Score: Raw -175201.380566 + Penalty 921.144472 = -174280.236094 nChanged 13 SP:Iteration 21Q (24.715486 sec): 3 clusters Score: Raw -175204.602306 + Penalty 921.786819 = -174282.815487 nChanged 10 SP:Iteration 22Q (24.718544 sec): 3 clusters Score: Raw -175207.204077 + Penalty 920.995367 = -174286.208710 nChanged 13 SP:Iteration 23Q (24.721630 sec): 3 clusters Score: Raw -175211.282077 + Penalty 919.785795 = -174291.496282 nChanged 17 SP:Iteration 24Q (24.724705 sec): 3 clusters Score: Raw -175216.879172 + Penalty 916.221729 = -174300.657443 nChanged 18 SP:Iteration 25Q (24.727692 sec): 3 clusters Score: Raw -175224.189952 + Penalty 914.997417 = -174309.192535 nChanged 21 SP:Iteration 26Q (24.730656 sec): 3 clusters Score: Raw -175233.533505 + Penalty 917.812333 = -174315.721173 nChanged 22 SP:Iteration 27Q (24.733596 sec): 3 clusters Score: Raw -175243.193041 + Penalty 916.556116 = -174326.636925 nChanged 22 SP:Iteration 28Q (24.736563 sec): 3 clusters Score: Raw -175252.791273 + Penalty 912.319380 = -174340.471893 nChanged 19 SP:Iteration 29Q (24.739483 sec): 3 clusters Score: Raw -175262.629624 + Penalty 918.042999 = -174344.586626 nChanged 24 SP:Iteration 30F (24.742812 sec): 3 clusters Score: Raw -175276.819631 + Penalty 924.412322 = -174352.407308 nChanged 19 SP:Iteration 31Q (24.745654 sec): 3 clusters Score: Raw -175285.691451 + Penalty 924.722313 = -174360.969138 nChanged 13 SP:Iteration 32Q (24.748527 sec): 3 clusters Score: Raw -175295.065099 + Penalty 933.179432 = -174361.885667 nChanged 18 SP:Iteration 33Q (24.751547 sec): 3 clusters Score: Raw -175309.525497 + Penalty 945.221119 = -174364.304378 nChanged 12 SP:Iteration 34Q (24.754366 sec): 3 clusters Score: Raw -175319.245917 + Penalty 976.936894 = -174342.309023 nChanged 12 SP:Iteration 35F (24.757805 sec): 3 clusters Score: Raw -175326.706629 + Penalty 996.996172 = -174329.710456 nChanged 6 SP:Iteration 36F (24.761222 sec): 3 clusters Score: Raw -175331.423412 + Penalty 1019.690814 = -174311.732598 nChanged 4 SP:Iteration 37F (24.764590 sec): 3 clusters Score: Raw -175333.970939 + Penalty 1052.733217 = -174281.237722 nChanged 6 SP:Iteration 38F (24.768003 sec): 3 clusters Score: Raw -175338.536552 + Penalty 1089.223660 = -174249.312892 nChanged 3 SP:Iteration 39F (24.771423 sec): 3 clusters Score: Raw -175341.686764 + Penalty 1097.262418 = -174244.424345 nChanged 2 SP:Iteration 40F (24.774793 sec): 3 clusters Score: Raw -175342.102157 + Penalty 1097.262418 = -174244.839739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.781478 sec): 2 clusters Score: Raw -3023.620298 + Penalty 550.381884 = -2473.238414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.781759 sec): 3 clusters Score: Raw -3231.853918 + Penalty 1099.345679 = -2132.508239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.782723 sec): 2 clusters Score: Raw -1284.189971 + Penalty 253.924763 = -1030.265208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.782954 sec): 3 clusters Score: Raw -1287.686507 + Penalty 506.691098 = -780.995409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.785476 sec): 2 clusters Score: Raw -48181.607209 + Penalty 505.225702 = -47676.381507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.786575 sec): 3 clusters Score: Raw -47933.333766 + Penalty 1010.660233 = -46922.673534 nChanged 172 SP:Iteration 1F (24.787653 sec): 3 clusters Score: Raw -48050.044262 + Penalty 1009.607002 = -47040.437260 nChanged 44 SP:Iteration 2F (24.788755 sec): 3 clusters Score: Raw -48078.609127 + Penalty 1008.952941 = -47069.656186 nChanged 21 SP:Iteration 3Q (24.789835 sec): 3 clusters Score: Raw -48089.774834 + Penalty 1008.278106 = -47081.496728 nChanged 10 SP:Iteration 4Q (24.790913 sec): 3 clusters Score: Raw -48095.961813 + Penalty 1007.929422 = -47088.032391 nChanged 9 SP:Iteration 5Q (24.791985 sec): 3 clusters Score: Raw -48100.900635 + Penalty 1008.075267 = -47092.825368 nChanged 12 SP:Iteration 6Q (24.793098 sec): 3 clusters Score: Raw -48109.251145 + Penalty 1008.752338 = -47100.498807 nChanged 9 SP:Iteration 7Q (24.794183 sec): 3 clusters Score: Raw -48112.863867 + Penalty 1008.964250 = -47103.899617 nChanged 1 SP:Iteration 8Q (24.795304 sec): 3 clusters Score: Raw -48113.002266 + Penalty 1008.964250 = -47104.038016 nChanged 0 SP:Iteration 9F (24.796431 sec): 3 clusters Score: Raw -48113.002266 + Penalty 1008.964250 = -47104.038016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.798368 sec): 2 clusters Score: Raw -20993.833541 + Penalty 651.350704 = -20342.482837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.798953 sec): 3 clusters Score: Raw -20961.934318 + Penalty 1302.998863 = -19658.935454 nChanged 39 SP:Iteration 1F (24.799528 sec): 3 clusters Score: Raw -21033.790317 + Penalty 1302.628219 = -19731.162097 nChanged 12 SP:Iteration 2F (24.800104 sec): 3 clusters Score: Raw -21057.728109 + Penalty 1302.626031 = -19755.102079 nChanged 2 SP:Iteration 3Q (24.800660 sec): 3 clusters Score: Raw -21058.842350 + Penalty 1302.626031 = -19756.216319 nChanged 0 SP:Iteration 4F (24.801256 sec): 3 clusters Score: Raw -21058.842350 + Penalty 1302.626031 = -19756.216319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.802118 sec): 2 clusters Score: Raw -267.636914 + Penalty 38.172971 = -229.463942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.802324 sec): 3 clusters Score: Raw -268.480228 + Penalty 60.005988 = -208.474241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.803066 sec): 2 clusters Score: Raw -88.033369 + Penalty 0.000000 = -88.033369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.803246 sec): 2 clusters Score: Raw -88.033369 + Penalty 0.000000 = -88.033369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.805730 sec): 2 clusters Score: Raw -37704.928909 + Penalty 563.348504 = -37141.580405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.806668 sec): 3 clusters Score: Raw -37551.296414 + Penalty 1121.216996 = -36430.079418 nChanged 107 SP:Iteration 1F (24.807542 sec): 3 clusters Score: Raw -37644.496273 + Penalty 1121.660124 = -36522.836149 nChanged 26 SP:Iteration 2F (24.808443 sec): 3 clusters Score: Raw -37670.784630 + Penalty 1120.252448 = -36550.532182 nChanged 19 SP:Iteration 3Q (24.809300 sec): 3 clusters Score: Raw -37687.591490 + Penalty 1124.084886 = -36563.506604 nChanged 9 SP:Iteration 4Q (24.810175 sec): 3 clusters Score: Raw -37695.744328 + Penalty 1123.495717 = -36572.248611 nChanged 3 SP:Iteration 5Q (24.811032 sec): 3 clusters Score: Raw -37697.359990 + Penalty 1124.016257 = -36573.343733 nChanged 3 SP:Iteration 6Q (24.811885 sec): 3 clusters Score: Raw -37699.772467 + Penalty 1124.016257 = -36575.756209 nChanged 0 SP:Iteration 7F (24.812747 sec): 3 clusters Score: Raw -37699.772467 + Penalty 1124.016257 = -36575.756209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.813726 sec): 2 clusters Score: Raw -1380.976398 + Penalty 230.438448 = -1150.537950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.813981 sec): 3 clusters Score: Raw -1374.997379 + Penalty 458.850421 = -916.146958 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.817006 sec): 2 clusters Score: Raw -61671.360536 + Penalty 324.555084 = -61346.805452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.818437 sec): 3 clusters Score: Raw -61304.012102 + Penalty 645.418101 = -60658.594001 nChanged 254 SP:Iteration 1F (24.819792 sec): 3 clusters Score: Raw -61549.025599 + Penalty 739.332688 = -60809.692911 nChanged 76 SP:Iteration 2F (24.821126 sec): 3 clusters Score: Raw -61648.309335 + Penalty 802.109702 = -60846.199634 nChanged 15 SP:Iteration 3Q (24.822428 sec): 3 clusters Score: Raw -61669.498666 + Penalty 868.940230 = -60800.558436 nChanged 5 SP:Iteration 4F (24.823793 sec): 3 clusters Score: Raw -61682.378314 + Penalty 868.940230 = -60813.438084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.826391 sec): 2 clusters Score: Raw -6301.096591 + Penalty 611.810927 = -5689.285663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.826870 sec): 3 clusters Score: Raw -6484.450970 + Penalty 1223.047692 = -5261.403278 nChanged 29 SP:Iteration 1F (24.827341 sec): 3 clusters Score: Raw -6592.364600 + Penalty 1223.007599 = -5369.357001 nChanged 2 SP:Iteration 2Q (24.827774 sec): 3 clusters Score: Raw -6599.263064 + Penalty 1223.007599 = -5376.255464 nChanged 0 SP:Iteration 3F (24.828246 sec): 3 clusters Score: Raw -6599.263064 + Penalty 1223.007599 = -5376.255464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.828791 sec): 2 clusters Score: Raw -1487.987551 + Penalty 197.546006 = -1290.441545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.829031 sec): 3 clusters Score: Raw -1490.303809 + Penalty 394.512992 = -1095.790817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.829535 sec): 2 clusters Score: Raw -1819.936899 + Penalty 352.685749 = -1467.251150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.829775 sec): 3 clusters Score: Raw -1824.393977 + Penalty 720.720494 = -1103.673483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 25 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.830288 sec): 2 clusters Score: Raw -2348.436531 + Penalty 306.733486 = -2041.703045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.830539 sec): 3 clusters Score: Raw -2354.724680 + Penalty 620.743371 = -1733.981309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.831042 sec): 2 clusters Score: Raw -649.020075 + Penalty 136.867011 = -512.153063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.831261 sec): 3 clusters Score: Raw -665.833551 + Penalty 219.683863 = -446.149688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.831804 sec): 2 clusters Score: Raw -3458.041663 + Penalty 512.781863 = -2945.259799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.832077 sec): 3 clusters Score: Raw -3561.395460 + Penalty 1025.563727 = -2535.831733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 28 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.832735 sec): 2 clusters Score: Raw -3896.819335 + Penalty 491.630076 = -3405.189259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.833011 sec): 3 clusters Score: Raw -3925.159084 + Penalty 981.306914 = -2943.852170 nChanged 2 SP:Iteration 1F (24.833283 sec): 3 clusters Score: Raw -3934.366285 + Penalty 981.306914 = -2953.059371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.834182 sec): 2 clusters Score: Raw -15249.591036 + Penalty 794.935459 = -14454.655577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.834662 sec): 3 clusters Score: Raw -15321.056755 + Penalty 1591.388545 = -13729.668211 nChanged 10 SP:Iteration 1F (24.835131 sec): 3 clusters Score: Raw -15352.541608 + Penalty 1591.388545 = -13761.153063 nChanged 2 SP:Iteration 2Q (24.835579 sec): 3 clusters Score: Raw -15359.504792 + Penalty 1591.388545 = -13768.116247 nChanged 0 SP:Iteration 3F (24.836046 sec): 3 clusters Score: Raw -15359.504792 + Penalty 1591.388545 = -13768.116247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.836532 sec): 2 clusters Score: Raw -1086.907468 + Penalty 240.453377 = -846.454091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.836759 sec): 3 clusters Score: Raw -1087.575993 + Penalty 482.428864 = -605.147129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.837212 sec): 2 clusters Score: Raw -508.185431 + Penalty 28.624281 = -479.561150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.837405 sec): 3 clusters Score: Raw -522.505027 + Penalty 57.248562 = -465.256465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.837917 sec): 2 clusters Score: Raw -2321.565712 + Penalty 300.066636 = -2021.499076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.838173 sec): 3 clusters Score: Raw -2324.196232 + Penalty 592.541715 = -1731.654517 nChanged 1 SP:Iteration 1Q (24.838422 sec): 3 clusters Score: Raw -2324.805368 + Penalty 592.541715 = -1732.263653 nChanged 0 SP:Iteration 2F (24.838671 sec): 3 clusters Score: Raw -2324.805368 + Penalty 592.541715 = -1732.263653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.839195 sec): 2 clusters Score: Raw -2738.389361 + Penalty 332.435689 = -2405.953672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.839454 sec): 3 clusters Score: Raw -2749.176812 + Penalty 665.752541 = -2083.424271 nChanged 2 SP:Iteration 1F (24.839709 sec): 3 clusters Score: Raw -2751.240532 + Penalty 665.752541 = -2085.487991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.840208 sec): 2 clusters Score: Raw -788.802006 + Penalty 208.905710 = -579.896296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.840427 sec): 3 clusters Score: Raw -785.593794 + Penalty 417.811421 = -367.782373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.840921 sec): 2 clusters Score: Raw -1659.487581 + Penalty 257.896435 = -1401.591146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.841161 sec): 3 clusters Score: Raw -1667.224143 + Penalty 522.212845 = -1145.011298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.841603 sec): 2 clusters Score: Raw -88.611352 + Penalty 0.000000 = -88.611352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.841785 sec): 2 clusters Score: Raw -88.611352 + Penalty 0.000000 = -88.611352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 37 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.842293 sec): 2 clusters Score: Raw -2377.982793 + Penalty 361.859671 = -2016.123121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.842543 sec): 3 clusters Score: Raw -2386.703375 + Penalty 724.978599 = -1661.724776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.843004 sec): 2 clusters Score: Raw -293.930097 + Penalty 104.545608 = -189.384489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.843214 sec): 3 clusters Score: Raw -285.557265 + Penalty 212.846660 = -72.710604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.844390 sec): 2 clusters Score: Raw -27402.574255 + Penalty 392.133482 = -27010.440773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.845110 sec): 3 clusters Score: Raw -27270.479569 + Penalty 787.273119 = -26483.206450 nChanged 94 SP:Iteration 1F (24.845798 sec): 3 clusters Score: Raw -27343.848579 + Penalty 786.362216 = -26557.486363 nChanged 22 SP:Iteration 2F (24.846487 sec): 3 clusters Score: Raw -27364.394875 + Penalty 789.400578 = -26574.994297 nChanged 17 SP:Iteration 3F (24.847175 sec): 3 clusters Score: Raw -27378.262036 + Penalty 792.769996 = -26585.492041 nChanged 6 SP:Iteration 4Q (24.847863 sec): 3 clusters Score: Raw -27382.898104 + Penalty 792.403856 = -26590.494248 nChanged 5 SP:Iteration 5Q (24.848549 sec): 3 clusters Score: Raw -27385.865471 + Penalty 804.060177 = -26581.805294 nChanged 6 SP:Iteration 6F (24.849241 sec): 3 clusters Score: Raw -27390.669166 + Penalty 805.659259 = -26585.009907 nChanged 4 SP:Iteration 7Q (24.849920 sec): 3 clusters Score: Raw -27393.167645 + Penalty 814.686553 = -26578.481092 nChanged 5 SP:Iteration 8F (24.850607 sec): 3 clusters Score: Raw -27396.224966 + Penalty 824.060768 = -26572.164198 nChanged 6 SP:Iteration 9F (24.851295 sec): 3 clusters Score: Raw -27404.727673 + Penalty 834.612729 = -26570.114944 nChanged 6 SP:Iteration 10F (24.851979 sec): 3 clusters Score: Raw -27414.327317 + Penalty 841.805602 = -26572.521714 nChanged 2 SP:Iteration 11Q (24.852658 sec): 3 clusters Score: Raw -27418.554583 + Penalty 841.805602 = -26576.748981 nChanged 0 SP:Iteration 12F (24.853381 sec): 3 clusters Score: Raw -27418.554583 + Penalty 841.805602 = -26576.748981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.853968 sec): 2 clusters Score: Raw -3323.637213 + Penalty 333.533228 = -2990.103985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.854244 sec): 3 clusters Score: Raw -3327.282721 + Penalty 667.445500 = -2659.837221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.855526 sec): 2 clusters Score: Raw -28268.975291 + Penalty 840.759909 = -27428.215383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.856279 sec): 3 clusters Score: Raw -28231.598883 + Penalty 1677.453395 = -26554.145488 nChanged 52 SP:Iteration 1F (24.857018 sec): 3 clusters Score: Raw -28313.233648 + Penalty 1678.208687 = -26635.024960 nChanged 17 SP:Iteration 2F (24.857760 sec): 3 clusters Score: Raw -28341.224131 + Penalty 1678.776345 = -26662.447787 nChanged 4 SP:Iteration 3Q (24.858482 sec): 3 clusters Score: Raw -28351.231963 + Penalty 1679.103872 = -26672.128091 nChanged 1 SP:Iteration 4Q (24.859197 sec): 3 clusters Score: Raw -28353.071387 + Penalty 1679.103872 = -26673.967514 nChanged 0 SP:Iteration 5F (24.859932 sec): 3 clusters Score: Raw -28353.071387 + Penalty 1679.103872 = -26673.967514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.860429 sec): 2 clusters Score: Raw -1395.579358 + Penalty 290.163371 = -1105.415986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.860661 sec): 3 clusters Score: Raw -1397.354214 + Penalty 591.118452 = -806.235762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.861124 sec): 2 clusters Score: Raw -195.508676 + Penalty 73.209263 = -122.299413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.861317 sec): 2 clusters Score: Raw -195.508676 + Penalty 73.209263 = -122.299413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.861795 sec): 2 clusters Score: Raw -850.938860 + Penalty 258.020590 = -592.918271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.862020 sec): 3 clusters Score: Raw -950.114987 + Penalty 529.484830 = -420.630157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.862667 sec): 2 clusters Score: Raw -7489.278472 + Penalty 481.855759 = -7007.422713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.863011 sec): 3 clusters Score: Raw -7497.937064 + Penalty 963.599897 = -6534.337167 nChanged 2 SP:Iteration 1Q (24.863345 sec): 3 clusters Score: Raw -7502.667327 + Penalty 963.842823 = -6538.824504 nChanged 1 SP:Iteration 2Q (24.863677 sec): 3 clusters Score: Raw -7506.522031 + Penalty 963.842823 = -6542.679209 nChanged 0 SP:Iteration 3F (24.864015 sec): 3 clusters Score: Raw -7506.522031 + Penalty 963.842823 = -6542.679209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.864548 sec): 2 clusters Score: Raw -2998.523535 + Penalty 332.642431 = -2665.881104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.864814 sec): 3 clusters Score: Raw -3003.311548 + Penalty 665.510535 = -2337.801013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 47 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.865297 sec): 2 clusters Score: Raw -1218.694309 + Penalty 311.760798 = -906.933511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.865554 sec): 3 clusters Score: Raw -1232.321053 + Penalty 640.220890 = -592.100163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.866101 sec): 2 clusters Score: Raw -3714.919484 + Penalty 480.268341 = -3234.651143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.866374 sec): 3 clusters Score: Raw -3775.945086 + Penalty 961.008458 = -2814.936628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.866864 sec): 2 clusters Score: Raw -1470.162886 + Penalty 283.041529 = -1187.121357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.867097 sec): 3 clusters Score: Raw -1470.738705 + Penalty 562.037669 = -908.701036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.867751 sec): 2 clusters Score: Raw -4552.843631 + Penalty 568.068861 = -3984.774771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.868039 sec): 3 clusters Score: Raw -4632.164125 + Penalty 1136.137721 = -3496.026404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.868621 sec): 2 clusters Score: Raw -3030.403093 + Penalty 347.073943 = -2683.329150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.868888 sec): 3 clusters Score: Raw -3072.747538 + Penalty 694.416633 = -2378.330905 nChanged 1 SP:Iteration 1Q (24.869146 sec): 3 clusters Score: Raw -3077.604102 + Penalty 694.416633 = -2383.187469 nChanged 0 SP:Iteration 2F (24.869410 sec): 3 clusters Score: Raw -3077.604102 + Penalty 694.416633 = -2383.187469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 52 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.869906 sec): 2 clusters Score: Raw -1674.590199 + Penalty 402.196326 = -1272.393873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.870143 sec): 3 clusters Score: Raw -1696.189483 + Penalty 802.516883 = -893.672601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 53 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.870818 sec): 2 clusters Score: Raw -8066.587847 + Penalty 486.257962 = -7580.329885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.871177 sec): 3 clusters Score: Raw -8062.489704 + Penalty 971.479944 = -7091.009760 nChanged 5 SP:Iteration 1F (24.871532 sec): 3 clusters Score: Raw -8069.484025 + Penalty 971.479944 = -7098.004081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.872099 sec): 2 clusters Score: Raw -4608.382848 + Penalty 545.403140 = -4062.979709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.872387 sec): 3 clusters Score: Raw -4660.718624 + Penalty 1091.817146 = -3568.901478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.872876 sec): 2 clusters Score: Raw -1495.858134 + Penalty 325.502056 = -1170.356078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.873109 sec): 3 clusters Score: Raw -1514.235338 + Penalty 652.948755 = -861.286583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.873890 sec): 2 clusters Score: Raw -13699.229223 + Penalty 777.670203 = -12921.559020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.874366 sec): 3 clusters Score: Raw -13764.102727 + Penalty 1555.627783 = -12208.474945 nChanged 5 SP:Iteration 1Q (24.874792 sec): 3 clusters Score: Raw -13784.300962 + Penalty 1555.375756 = -12228.925206 nChanged 1 SP:Iteration 2Q (24.875209 sec): 3 clusters Score: Raw -13787.527746 + Penalty 1555.448158 = -12232.079588 nChanged 1 SP:Iteration 3Q (24.875626 sec): 3 clusters Score: Raw -13789.017638 + Penalty 1555.448158 = -12233.569480 nChanged 0 SP:Iteration 4F (24.876062 sec): 3 clusters Score: Raw -13789.017638 + Penalty 1555.448158 = -12233.569480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.876866 sec): 2 clusters Score: Raw -12710.916950 + Penalty 740.917382 = -11969.999569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.877298 sec): 3 clusters Score: Raw -12771.648139 + Penalty 1481.268463 = -11290.379676 nChanged 9 SP:Iteration 1F (24.877723 sec): 3 clusters Score: Raw -12812.771605 + Penalty 1481.020387 = -11331.751218 nChanged 1 SP:Iteration 2Q (24.878133 sec): 3 clusters Score: Raw -12816.969559 + Penalty 1481.020387 = -11335.949172 nChanged 0 SP:Iteration 3F (24.878558 sec): 3 clusters Score: Raw -12816.969559 + Penalty 1481.020387 = -11335.949172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.879087 sec): 2 clusters Score: Raw -2724.869868 + Penalty 391.613137 = -2333.256731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.879346 sec): 3 clusters Score: Raw -2768.755314 + Penalty 784.289696 = -1984.465618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.879866 sec): 2 clusters Score: Raw -2601.341375 + Penalty 448.355553 = -2152.985823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.880118 sec): 3 clusters Score: Raw -2625.642996 + Penalty 898.236574 = -1727.406422 nChanged 1 SP:Iteration 1Q (24.880358 sec): 3 clusters Score: Raw -2630.208202 + Penalty 898.236574 = -1731.971628 nChanged 0 SP:Iteration 2F (24.880606 sec): 3 clusters Score: Raw -2630.208202 + Penalty 898.236574 = -1731.971628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.881083 sec): 2 clusters Score: Raw -1015.855649 + Penalty 254.332694 = -761.522955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.881307 sec): 3 clusters Score: Raw -1016.552689 + Penalty 501.456916 = -515.095773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.881818 sec): 2 clusters Score: Raw -2372.215350 + Penalty 335.395603 = -2036.819748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.882071 sec): 3 clusters Score: Raw -2397.526197 + Penalty 680.118690 = -1717.407507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.882793 sec): 2 clusters Score: Raw -10545.334359 + Penalty 660.454923 = -9884.879436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.883184 sec): 3 clusters Score: Raw -10569.794903 + Penalty 1321.160666 = -9248.634237 nChanged 7 SP:Iteration 1F (24.883571 sec): 3 clusters Score: Raw -10593.682504 + Penalty 1321.160666 = -9272.521838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.884092 sec): 2 clusters Score: Raw -2499.804313 + Penalty 337.674773 = -2162.129540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.884366 sec): 3 clusters Score: Raw -2509.169061 + Penalty 661.550595 = -1847.618467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 64 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.884867 sec): 2 clusters Score: Raw -1873.290244 + Penalty 381.555535 = -1491.734709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.885107 sec): 3 clusters Score: Raw -1931.399156 + Penalty 759.620382 = -1171.778775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.885584 sec): 2 clusters Score: Raw -1057.480296 + Penalty 320.442076 = -737.038219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.885808 sec): 3 clusters Score: Raw -1051.786270 + Penalty 645.716754 = -406.069515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.886455 sec): 2 clusters Score: Raw -7151.163404 + Penalty 347.428911 = -6803.734493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.886800 sec): 3 clusters Score: Raw -7149.821979 + Penalty 694.870948 = -6454.951031 nChanged 8 SP:Iteration 1F (24.887138 sec): 3 clusters Score: Raw -7163.932040 + Penalty 694.737354 = -6469.194686 nChanged 3 SP:Iteration 2Q (24.887475 sec): 3 clusters Score: Raw -7167.495950 + Penalty 695.303018 = -6472.192932 nChanged 2 SP:Iteration 3Q (24.887812 sec): 3 clusters Score: Raw -7169.026857 + Penalty 695.303018 = -6473.723840 nChanged 0 SP:Iteration 4F (24.888154 sec): 3 clusters Score: Raw -7169.026857 + Penalty 695.303018 = -6473.723840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 69 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.888650 sec): 2 clusters Score: Raw -1610.046711 + Penalty 362.702156 = -1247.344555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.888887 sec): 3 clusters Score: Raw -1629.817250 + Penalty 723.614176 = -906.203074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.889385 sec): 2 clusters Score: Raw -1765.041769 + Penalty 369.722233 = -1395.319536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.889623 sec): 3 clusters Score: Raw -1783.177643 + Penalty 730.918457 = -1052.259186 nChanged 1 SP:Iteration 1F (24.889856 sec): 3 clusters Score: Raw -1785.039888 + Penalty 730.918457 = -1054.121431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.890347 sec): 2 clusters Score: Raw -1570.850095 + Penalty 368.917685 = -1201.932410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.890582 sec): 3 clusters Score: Raw -1582.899133 + Penalty 741.176521 = -841.722612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.891205 sec): 2 clusters Score: Raw -6204.038466 + Penalty 242.989027 = -5961.049438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.891533 sec): 3 clusters Score: Raw -6182.441878 + Penalty 482.031462 = -5700.410416 nChanged 8 SP:Iteration 1F (24.891858 sec): 3 clusters Score: Raw -6186.959003 + Penalty 478.461851 = -5708.497153 nChanged 4 SP:Iteration 2F (24.892182 sec): 3 clusters Score: Raw -6190.991381 + Penalty 480.005999 = -5710.985382 nChanged 3 SP:Iteration 3Q (24.892505 sec): 3 clusters Score: Raw -6196.931443 + Penalty 481.892658 = -5715.038785 nChanged 3 SP:Iteration 4Q (24.892826 sec): 3 clusters Score: Raw -6199.673390 + Penalty 481.892658 = -5717.780731 nChanged 0 SP:Iteration 5F (24.893169 sec): 3 clusters Score: Raw -6199.673390 + Penalty 481.892658 = -5717.780731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.893650 sec): 2 clusters Score: Raw -1016.209434 + Penalty 243.417802 = -772.791633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.893874 sec): 3 clusters Score: Raw -1006.478543 + Penalty 514.114074 = -492.364469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.894341 sec): 2 clusters Score: Raw -570.979451 + Penalty 181.055399 = -389.924053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.894558 sec): 3 clusters Score: Raw -577.799940 + Penalty 362.110798 = -215.689142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 76 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.895132 sec): 2 clusters Score: Raw -4864.969385 + Penalty 375.685765 = -4489.283620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.895428 sec): 3 clusters Score: Raw -4854.503715 + Penalty 750.263209 = -4104.240506 nChanged 2 SP:Iteration 1Q (24.895719 sec): 3 clusters Score: Raw -4857.024944 + Penalty 751.818058 = -4105.206886 nChanged 2 SP:Iteration 2Q (24.896011 sec): 3 clusters Score: Raw -4862.317873 + Penalty 752.990509 = -4109.327364 nChanged 1 SP:Iteration 3Q (24.896302 sec): 3 clusters Score: Raw -4863.514120 + Penalty 754.463749 = -4109.050371 nChanged 1 SP:Iteration 4F (24.896595 sec): 3 clusters Score: Raw -4864.096605 + Penalty 754.463749 = -4109.632855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.897084 sec): 2 clusters Score: Raw -1204.155262 + Penalty 311.693114 = -892.462149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.897312 sec): 3 clusters Score: Raw -1221.409788 + Penalty 630.436363 = -590.973426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.897782 sec): 2 clusters Score: Raw -745.559698 + Penalty 264.444236 = -481.115462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.898000 sec): 3 clusters Score: Raw -730.868923 + Penalty 536.094843 = -194.774080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.898476 sec): 2 clusters Score: Raw -782.377119 + Penalty 180.805762 = -601.571357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.898697 sec): 3 clusters Score: Raw -780.953955 + Penalty 380.847816 = -400.106139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 80 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.899205 sec): 2 clusters Score: Raw -2330.035877 + Penalty 428.022248 = -1902.013629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.899453 sec): 3 clusters Score: Raw -2343.934368 + Penalty 856.044496 = -1487.889871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.899917 sec): 2 clusters Score: Raw -507.221377 + Penalty 179.575743 = -327.645634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.900132 sec): 3 clusters Score: Raw -497.083273 + Penalty 358.665154 = -138.418119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.900652 sec): 2 clusters Score: Raw -1818.209375 + Penalty 342.744624 = -1475.464750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.900891 sec): 3 clusters Score: Raw -1833.731213 + Penalty 686.227251 = -1147.503962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.901373 sec): 2 clusters Score: Raw -1079.207654 + Penalty 278.204324 = -801.003330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.901598 sec): 3 clusters Score: Raw -1096.667007 + Penalty 509.224857 = -587.442150 nChanged 1 SP:Iteration 1F (24.901821 sec): 3 clusters Score: Raw -1100.845238 + Penalty 404.218568 = -696.626670 nChanged 1 SP:Iteration 2F (24.902034 sec): 3 clusters Score: Raw -1106.056813 + Penalty 404.218568 = -701.838245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.902493 sec): 2 clusters Score: Raw -285.969045 + Penalty 65.478053 = -220.490992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.902686 sec): 2 clusters Score: Raw -285.969045 + Penalty 65.478053 = -220.490992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.903153 sec): 2 clusters Score: Raw -551.600150 + Penalty 155.656944 = -395.943206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.903362 sec): 3 clusters Score: Raw -560.310266 + Penalty 257.248557 = -303.061708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.904052 sec): 2 clusters Score: Raw -9784.511818 + Penalty 718.753190 = -9065.758628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.904430 sec): 3 clusters Score: Raw -9883.255370 + Penalty 1437.643132 = -8445.612239 nChanged 5 SP:Iteration 1F (24.904802 sec): 3 clusters Score: Raw -9914.047828 + Penalty 1437.643132 = -8476.404696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.905294 sec): 2 clusters Score: Raw -1345.400371 + Penalty 336.127406 = -1009.272965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.905523 sec): 3 clusters Score: Raw -1347.675676 + Penalty 675.027807 = -672.647868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.905994 sec): 2 clusters Score: Raw -710.577606 + Penalty 221.191335 = -489.386271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.906214 sec): 3 clusters Score: Raw -703.315148 + Penalty 448.835488 = -254.479661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.906685 sec): 2 clusters Score: Raw -815.012160 + Penalty 241.105697 = -573.906463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.906904 sec): 3 clusters Score: Raw -809.980695 + Penalty 482.211395 = -327.769300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 90 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.907485 sec): 2 clusters Score: Raw -5174.030423 + Penalty 510.415479 = -4663.614944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.907789 sec): 3 clusters Score: Raw -5224.998694 + Penalty 1019.360659 = -4205.638034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.908371 sec): 2 clusters Score: Raw -4123.872792 + Penalty 478.934812 = -3644.937979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.908651 sec): 3 clusters Score: Raw -4169.989336 + Penalty 957.869625 = -3212.119711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.909131 sec): 2 clusters Score: Raw -996.395106 + Penalty 241.512152 = -754.882954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.909356 sec): 3 clusters Score: Raw -992.004618 + Penalty 485.297613 = -506.707006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.909833 sec): 2 clusters Score: Raw -890.806126 + Penalty 223.202595 = -667.603531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.910054 sec): 3 clusters Score: Raw -889.130298 + Penalty 432.283950 = -456.846348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.910530 sec): 2 clusters Score: Raw -953.484408 + Penalty 166.799965 = -786.684443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.910755 sec): 3 clusters Score: Raw -951.974634 + Penalty 333.599930 = -618.374704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 95 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.911259 sec): 2 clusters Score: Raw -2151.567705 + Penalty 390.832677 = -1760.735028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.911505 sec): 3 clusters Score: Raw -2179.829271 + Penalty 780.955888 = -1398.873383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.911978 sec): 2 clusters Score: Raw -905.018079 + Penalty 227.893636 = -677.124443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.912201 sec): 3 clusters Score: Raw -898.072121 + Penalty 465.137617 = -432.934503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 97 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.912687 sec): 2 clusters Score: Raw -1446.460809 + Penalty 362.257934 = -1084.202875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.912918 sec): 3 clusters Score: Raw -1453.243221 + Penalty 722.279910 = -730.963311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 98 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.913443 sec): 2 clusters Score: Raw -3032.404450 + Penalty 448.244228 = -2584.160222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.913706 sec): 3 clusters Score: Raw -3081.940380 + Penalty 896.591271 = -2185.349109 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 (24.914173 sec): 2 clusters Score: Raw -488.266895 + Penalty 150.026785 = -338.240110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.914387 sec): 3 clusters Score: Raw -483.042339 + Penalty 302.121130 = -180.921209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 100 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.914933 sec): 2 clusters Score: Raw -3580.503765 + Penalty 366.393435 = -3214.110329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.915207 sec): 3 clusters Score: Raw -3585.793636 + Penalty 743.926709 = -2841.866928 nChanged 1 SP:Iteration 1Q (24.915474 sec): 3 clusters Score: Raw -3586.599726 + Penalty 743.926709 = -2842.673017 nChanged 0 SP:Iteration 2F (24.915764 sec): 3 clusters Score: Raw -3586.599726 + Penalty 743.926709 = -2842.673017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.916235 sec): 2 clusters Score: Raw -694.356211 + Penalty 208.166773 = -486.189438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.916452 sec): 3 clusters Score: Raw -689.006037 + Penalty 414.796514 = -274.209522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.916920 sec): 2 clusters Score: Raw -616.240559 + Penalty 204.814979 = -411.425581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.917138 sec): 3 clusters Score: Raw -603.437928 + Penalty 409.629958 = -193.807970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.917678 sec): 2 clusters Score: Raw -3300.804211 + Penalty 250.875103 = -3049.929107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.917951 sec): 3 clusters Score: Raw -3299.277856 + Penalty 509.109555 = -2790.168300 nChanged 1 SP:Iteration 1Q (24.918224 sec): 3 clusters Score: Raw -3300.095351 + Penalty 514.064482 = -2786.030868 nChanged 2 SP:Iteration 2F (24.918492 sec): 3 clusters Score: Raw -3302.506769 + Penalty 528.204833 = -2774.301936 nChanged 1 SP:Iteration 3F (24.918760 sec): 3 clusters Score: Raw -3303.518408 + Penalty 528.204833 = -2775.313575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.919232 sec): 2 clusters Score: Raw -683.032918 + Penalty 156.275995 = -526.756922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.919450 sec): 3 clusters Score: Raw -679.602444 + Penalty 312.733295 = -366.869149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.919911 sec): 2 clusters Score: Raw -411.270652 + Penalty 154.280483 = -256.990169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.920123 sec): 3 clusters Score: Raw -398.703441 + Penalty 324.879971 = -73.823470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.920583 sec): 2 clusters Score: Raw -392.970464 + Penalty 120.953842 = -272.016622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.920794 sec): 3 clusters Score: Raw -382.552449 + Penalty 241.907684 = -140.644765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.921261 sec): 2 clusters Score: Raw -598.469444 + Penalty 172.070511 = -426.398934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.921477 sec): 3 clusters Score: Raw -592.076363 + Penalty 344.141021 = -247.935342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.921944 sec): 2 clusters Score: Raw -736.408227 + Penalty 264.928438 = -471.479789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.922165 sec): 3 clusters Score: Raw -722.986086 + Penalty 543.382985 = -179.603101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.922664 sec): 2 clusters Score: Raw -1775.945808 + Penalty 291.257550 = -1484.688258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.922923 sec): 3 clusters Score: Raw -1799.446722 + Penalty 575.343162 = -1224.103561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.923384 sec): 2 clusters Score: Raw -311.550694 + Penalty 147.057225 = -164.493468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.923578 sec): 2 clusters Score: Raw -311.550694 + Penalty 147.057225 = -164.493468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.924040 sec): 2 clusters Score: Raw -404.582583 + Penalty 147.189944 = -257.392640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.924252 sec): 3 clusters Score: Raw -393.206113 + Penalty 294.379887 = -98.826226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.924726 sec): 2 clusters Score: Raw -928.175863 + Penalty 263.027933 = -665.147930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.924950 sec): 3 clusters Score: Raw -920.472434 + Penalty 522.215778 = -398.256656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 115 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.925428 sec): 2 clusters Score: Raw -1094.197766 + Penalty 264.668207 = -829.529558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.925653 sec): 3 clusters Score: Raw -1096.829480 + Penalty 541.633439 = -555.196041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.926127 sec): 2 clusters Score: Raw -937.509576 + Penalty 284.353580 = -653.155996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.926350 sec): 3 clusters Score: Raw -931.469022 + Penalty 570.240050 = -361.228972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.926825 sec): 2 clusters Score: Raw -960.081445 + Penalty 190.427791 = -769.653654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.927049 sec): 3 clusters Score: Raw -966.484433 + Penalty 394.493716 = -571.990716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.927512 sec): 2 clusters Score: Raw -413.451009 + Penalty 168.718333 = -244.732676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.927723 sec): 3 clusters Score: Raw -398.784837 + Penalty 337.436666 = -61.348171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.928212 sec): 2 clusters Score: Raw -1381.411553 + Penalty 360.972808 = -1020.438745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.928441 sec): 3 clusters Score: Raw -1387.455920 + Penalty 723.251107 = -664.204813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 123 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.928929 sec): 2 clusters Score: Raw -1473.129913 + Penalty 380.656856 = -1092.473057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.929160 sec): 3 clusters Score: Raw -1486.634229 + Penalty 757.407420 = -729.226809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.929635 sec): 2 clusters Score: Raw -292.954083 + Penalty 108.458047 = -184.496036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.929844 sec): 3 clusters Score: Raw -287.673481 + Penalty 213.812794 = -73.860686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 125 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.930351 sec): 2 clusters Score: Raw -2291.552885 + Penalty 342.035196 = -1949.517689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.930600 sec): 3 clusters Score: Raw -2285.674510 + Penalty 684.113919 = -1601.560591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 127 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.931069 sec): 2 clusters Score: Raw -825.493537 + Penalty 239.099848 = -586.393689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.931289 sec): 3 clusters Score: Raw -815.947171 + Penalty 478.199697 = -337.747475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.931749 sec): 2 clusters Score: Raw -295.401517 + Penalty 109.956763 = -185.444755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.931960 sec): 3 clusters Score: Raw -287.821697 + Penalty 217.777635 = -70.044062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.932435 sec): 2 clusters Score: Raw -766.477051 + Penalty 31.877968 = -734.599083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.932652 sec): 3 clusters Score: Raw -773.304217 + Penalty 73.555567 = -699.748651 nChanged 1 SP:Iteration 1F (24.932867 sec): 3 clusters Score: Raw -778.035129 + Penalty 73.555567 = -704.479562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.933328 sec): 2 clusters Score: Raw -395.725475 + Penalty 147.328773 = -248.396702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.933539 sec): 3 clusters Score: Raw -388.403802 + Penalty 319.227789 = -69.176013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.934006 sec): 2 clusters Score: Raw -637.823760 + Penalty 215.166409 = -422.657351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.934221 sec): 3 clusters Score: Raw -623.858487 + Penalty 431.908800 = -191.949686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 132 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.934692 sec): 2 clusters Score: Raw -782.133030 + Penalty 209.048075 = -573.084955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.934911 sec): 3 clusters Score: Raw -777.721554 + Penalty 418.096149 = -359.625405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.935401 sec): 2 clusters Score: Raw -1495.247122 + Penalty 274.172492 = -1221.074629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.935638 sec): 3 clusters Score: Raw -1494.901578 + Penalty 550.769509 = -944.132069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 135 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.936130 sec): 2 clusters Score: Raw -1624.226879 + Penalty 424.348862 = -1199.878017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.936365 sec): 3 clusters Score: Raw -1702.200984 + Penalty 848.697723 = -853.503261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.936949 sec): 2 clusters Score: Raw -4290.844563 + Penalty 374.470208 = -3916.374355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.937234 sec): 3 clusters Score: Raw -4279.513046 + Penalty 752.197688 = -3527.315358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 138 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.937747 sec): 2 clusters Score: Raw -2386.893742 + Penalty 376.721952 = -2010.171790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.937998 sec): 3 clusters Score: Raw -2410.839266 + Penalty 754.368505 = -1656.470761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.938446 sec): 2 clusters Score: Raw -173.135805 + Penalty 3.465736 = -169.670069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.938626 sec): 2 clusters Score: Raw -173.135805 + Penalty 3.465736 = -169.670069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.939095 sec): 2 clusters Score: Raw -683.073992 + Penalty 199.099288 = -483.974704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.939313 sec): 3 clusters Score: Raw -682.648762 + Penalty 414.892726 = -267.756035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.939778 sec): 2 clusters Score: Raw -619.479047 + Penalty 205.206220 = -414.272827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.939993 sec): 3 clusters Score: Raw -609.316074 + Penalty 402.507918 = -206.808156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.940455 sec): 2 clusters Score: Raw -417.124986 + Penalty 176.211280 = -240.913706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.940667 sec): 3 clusters Score: Raw -404.356146 + Penalty 176.211280 = -228.144866 nChanged 1 SP:Iteration 1F (24.940859 sec): 2 clusters Score: Raw -417.124986 + Penalty 176.211280 = -240.913706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 148 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.941345 sec): 2 clusters Score: Raw -1258.747251 + Penalty 246.785566 = -1011.961685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.941574 sec): 3 clusters Score: Raw -1270.906372 + Penalty 495.503931 = -775.402441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.942021 sec): 2 clusters Score: Raw -92.006916 + Penalty 0.000000 = -92.006916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.942206 sec): 2 clusters Score: Raw -92.006916 + Penalty 0.000000 = -92.006916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.942671 sec): 2 clusters Score: Raw -527.449474 + Penalty 221.289285 = -306.160190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.942886 sec): 3 clusters Score: Raw -512.862933 + Penalty 442.262885 = -70.600048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.943349 sec): 2 clusters Score: Raw -514.657745 + Penalty 191.985730 = -322.672015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.943580 sec): 3 clusters Score: Raw -503.824537 + Penalty 378.605796 = -125.218741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 154 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.944049 sec): 2 clusters Score: Raw -729.290591 + Penalty 252.275066 = -477.015526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.944267 sec): 3 clusters Score: Raw -719.101575 + Penalty 506.125309 = -212.976266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.944729 sec): 2 clusters Score: Raw -383.423348 + Penalty 120.120218 = -263.303130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.944943 sec): 3 clusters Score: Raw -381.666696 + Penalty 240.240437 = -141.426260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.945388 sec): 2 clusters Score: Raw -175.200400 + Penalty 5.092358 = -170.108042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.945569 sec): 2 clusters Score: Raw -175.200400 + Penalty 5.092358 = -170.108042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 157 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.946037 sec): 2 clusters Score: Raw -710.452640 + Penalty 209.278960 = -501.173681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.946255 sec): 3 clusters Score: Raw -703.017588 + Penalty 209.278960 = -493.738629 nChanged 1 SP:Iteration 1F (24.946451 sec): 2 clusters Score: Raw -710.452640 + Penalty 209.278960 = -501.173681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.946907 sec): 2 clusters Score: Raw -202.296401 + Penalty 91.124719 = -111.171683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.947113 sec): 3 clusters Score: Raw -191.333459 + Penalty 182.249437 = -9.084021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 159 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.947579 sec): 2 clusters Score: Raw -613.079275 + Penalty 233.185436 = -379.893840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.947794 sec): 3 clusters Score: Raw -604.998720 + Penalty 468.970202 = -136.028518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.948257 sec): 2 clusters Score: Raw -376.628869 + Penalty 105.806389 = -270.822480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.948461 sec): 3 clusters Score: Raw -376.823607 + Penalty 172.489807 = -204.333799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 161 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.948933 sec): 2 clusters Score: Raw -803.428800 + Penalty 225.565670 = -577.863131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.949155 sec): 3 clusters Score: Raw -801.105546 + Penalty 455.884986 = -345.220560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.949623 sec): 2 clusters Score: Raw -612.514854 + Penalty 197.996993 = -414.517860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.949839 sec): 3 clusters Score: Raw -602.433007 + Penalty 395.993987 = -206.439021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 163 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.950337 sec): 2 clusters Score: Raw -1119.245408 + Penalty 270.708970 = -848.536438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.950564 sec): 3 clusters Score: Raw -1116.297202 + Penalty 546.609243 = -569.687959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.951025 sec): 2 clusters Score: Raw -405.436229 + Penalty 151.868706 = -253.567524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.951235 sec): 3 clusters Score: Raw -394.520973 + Penalty 151.868706 = -242.652267 nChanged 1 SP:Iteration 1F (24.951428 sec): 2 clusters Score: Raw -405.436229 + Penalty 151.868706 = -253.567524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 168 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.951888 sec): 2 clusters Score: Raw -392.371286 + Penalty 127.730488 = -264.640798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.952098 sec): 3 clusters Score: Raw -385.801108 + Penalty 127.730488 = -258.070620 nChanged 1 SP:Iteration 1F (24.952289 sec): 2 clusters Score: Raw -392.371286 + Penalty 127.730488 = -264.640798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.952747 sec): 2 clusters Score: Raw -293.837125 + Penalty 98.626134 = -195.210991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.952940 sec): 2 clusters Score: Raw -293.837125 + Penalty 98.626134 = -195.210991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.953397 sec): 2 clusters Score: Raw -201.884684 + Penalty 91.942589 = -109.942095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.953589 sec): 2 clusters Score: Raw -201.884684 + Penalty 91.942589 = -109.942095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.954054 sec): 2 clusters Score: Raw -520.123542 + Penalty 197.940717 = -322.182825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.954267 sec): 3 clusters Score: Raw -507.753522 + Penalty 423.102573 = -84.650949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.954733 sec): 2 clusters Score: Raw -596.122844 + Penalty 227.999259 = -368.123585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.954948 sec): 3 clusters Score: Raw -601.106848 + Penalty 453.812270 = -147.294578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 175 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.955444 sec): 2 clusters Score: Raw -1829.412743 + Penalty 295.340348 = -1534.072395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.955683 sec): 3 clusters Score: Raw -1831.714230 + Penalty 593.562437 = -1238.151793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.956138 sec): 2 clusters Score: Raw -194.625025 + Penalty 76.825507 = -117.799518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.956339 sec): 3 clusters Score: Raw -189.029964 + Penalty 153.651013 = -35.378951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 177 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.956805 sec): 2 clusters Score: Raw -632.456688 + Penalty 250.079551 = -382.377137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.957038 sec): 3 clusters Score: Raw -620.846983 + Penalty 498.811608 = -122.035376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.957494 sec): 2 clusters Score: Raw -195.479379 + Penalty 79.804406 = -115.674973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.957701 sec): 3 clusters Score: Raw -187.479640 + Penalty 159.608811 = -27.870829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.958165 sec): 2 clusters Score: Raw -416.268133 + Penalty 176.030246 = -240.237887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.958377 sec): 3 clusters Score: Raw -401.074950 + Penalty 352.060491 = -49.014459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.958835 sec): 2 clusters Score: Raw -202.520281 + Penalty 91.574848 = -110.945433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.959027 sec): 2 clusters Score: Raw -202.520281 + Penalty 91.574848 = -110.945433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.959497 sec): 2 clusters Score: Raw -705.471121 + Penalty 208.790312 = -496.680809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.959715 sec): 3 clusters Score: Raw -700.420270 + Penalty 400.499713 = -299.920557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.960174 sec): 2 clusters Score: Raw -288.129775 + Penalty 103.251518 = -184.878257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.960380 sec): 3 clusters Score: Raw -284.218541 + Penalty 224.988012 = -59.230528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.960833 sec): 2 clusters Score: Raw -194.385557 + Penalty 51.831873 = -142.553684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.961031 sec): 3 clusters Score: Raw -186.410450 + Penalty 103.663746 = -82.746705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 186 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.961498 sec): 2 clusters Score: Raw -573.393290 + Penalty 159.256992 = -414.136297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.961714 sec): 3 clusters Score: Raw -576.116492 + Penalty 325.186180 = -250.930313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.962165 sec): 2 clusters Score: Raw -88.912684 + Penalty 0.000000 = -88.912684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.962350 sec): 2 clusters Score: Raw -88.912684 + Penalty 0.000000 = -88.912684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.962814 sec): 2 clusters Score: Raw -449.391622 + Penalty 42.868010 = -406.523611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.963021 sec): 3 clusters Score: Raw -446.079958 + Penalty 134.830694 = -311.249264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.963499 sec): 2 clusters Score: Raw -401.636519 + Penalty 146.816327 = -254.820191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.963712 sec): 3 clusters Score: Raw -391.023267 + Penalty 293.632654 = -97.390613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.964156 sec): 2 clusters Score: Raw -89.823088 + Penalty 0.000000 = -89.823088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.964337 sec): 2 clusters Score: Raw -89.823088 + Penalty 0.000000 = -89.823088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.964796 sec): 2 clusters Score: Raw -299.841701 + Penalty 125.286065 = -174.555636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.965005 sec): 3 clusters Score: Raw -290.777574 + Penalty 248.064745 = -42.712829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 195 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.965470 sec): 2 clusters Score: Raw -591.386600 + Penalty 173.702875 = -417.683725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.965685 sec): 3 clusters Score: Raw -585.859441 + Penalty 389.889554 = -195.969886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.966127 sec): 2 clusters Score: Raw -86.243647 + Penalty 0.000000 = -86.243647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.966307 sec): 2 clusters Score: Raw -86.243647 + Penalty 0.000000 = -86.243647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 197 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.966786 sec): 2 clusters Score: Raw -1066.736634 + Penalty 319.090468 = -747.646166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.967010 sec): 3 clusters Score: Raw -1057.676565 + Penalty 640.277121 = -417.399443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.967465 sec): 2 clusters Score: Raw -196.270811 + Penalty 75.891751 = -120.379059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.967658 sec): 2 clusters Score: Raw -196.270811 + Penalty 75.891751 = -120.379059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.968113 sec): 2 clusters Score: Raw -249.158684 + Penalty 25.583143 = -223.575541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.968301 sec): 2 clusters Score: Raw -249.158684 + Penalty 25.583143 = -223.575541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.968767 sec): 2 clusters Score: Raw -590.641573 + Penalty 177.430823 = -413.210750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.968984 sec): 3 clusters Score: Raw -586.847957 + Penalty 354.861647 = -231.986310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.969441 sec): 2 clusters Score: Raw -304.125861 + Penalty 125.572762 = -178.553100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.969635 sec): 2 clusters Score: Raw -304.125861 + Penalty 125.572762 = -178.553100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.970116 sec): 2 clusters Score: Raw -620.387077 + Penalty 209.226887 = -411.160190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.970333 sec): 3 clusters Score: Raw -607.213565 + Penalty 418.453775 = -188.759791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 204 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.970818 sec): 2 clusters Score: Raw -1226.274228 + Penalty 288.286933 = -937.987295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.971047 sec): 3 clusters Score: Raw -1232.613505 + Penalty 576.573866 = -656.039639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.971505 sec): 2 clusters Score: Raw -310.484327 + Penalty 144.521491 = -165.962836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.971713 sec): 3 clusters Score: Raw -297.648583 + Penalty 290.934017 = -6.714566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.972178 sec): 2 clusters Score: Raw -613.060534 + Penalty 222.488916 = -390.571618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.972393 sec): 3 clusters Score: Raw -606.194883 + Penalty 444.266351 = -161.928531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.972858 sec): 2 clusters Score: Raw -632.996503 + Penalty 243.176943 = -389.819560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.973073 sec): 3 clusters Score: Raw -620.649555 + Penalty 487.740823 = -132.908732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.973533 sec): 2 clusters Score: Raw -403.110220 + Penalty 156.588859 = -246.521362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.973745 sec): 3 clusters Score: Raw -392.410507 + Penalty 344.386750 = -48.023756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.974200 sec): 2 clusters Score: Raw -199.637918 + Penalty 87.581226 = -112.056691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.974392 sec): 2 clusters Score: Raw -199.637918 + Penalty 87.581226 = -112.056691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.974849 sec): 2 clusters Score: Raw -200.076087 + Penalty 86.586254 = -113.489833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.975055 sec): 3 clusters Score: Raw -189.709898 + Penalty 173.172507 = -16.537390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.975514 sec): 2 clusters Score: Raw -310.248520 + Penalty 137.309916 = -172.938604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.975723 sec): 3 clusters Score: Raw -297.692440 + Penalty 285.870930 = -11.821510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.976165 sec): 2 clusters Score: Raw -89.823089 + Penalty 0.000000 = -89.823089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.976347 sec): 2 clusters Score: Raw -89.823089 + Penalty 0.000000 = -89.823089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 221 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.976829 sec): 2 clusters Score: Raw -624.331698 + Penalty 220.266555 = -404.065143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.977045 sec): 3 clusters Score: Raw -615.042281 + Penalty 440.933371 = -174.108910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.977503 sec): 2 clusters Score: Raw -304.944463 + Penalty 116.189524 = -188.754939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.977707 sec): 3 clusters Score: Raw -294.186421 + Penalty 216.513286 = -77.673135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.978165 sec): 2 clusters Score: Raw -202.639143 + Penalty 90.301008 = -112.338135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.978357 sec): 2 clusters Score: Raw -202.639143 + Penalty 90.301008 = -112.338135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.978809 sec): 2 clusters Score: Raw -95.202184 + Penalty 0.000000 = -95.202184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.978999 sec): 2 clusters Score: Raw -95.202184 + Penalty 0.000000 = -95.202184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.979458 sec): 2 clusters Score: Raw -303.385312 + Penalty 126.066722 = -177.318590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.979667 sec): 3 clusters Score: Raw -292.803140 + Penalty 254.762501 = -38.040638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 232 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.980124 sec): 2 clusters Score: Raw -356.480124 + Penalty 52.286778 = -304.193346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.980323 sec): 3 clusters Score: Raw -355.521003 + Penalty 82.654451 = -272.866552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.980779 sec): 2 clusters Score: Raw -196.015866 + Penalty 63.988229 = -132.027637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.980983 sec): 3 clusters Score: Raw -186.663987 + Penalty 127.976458 = -58.687529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 235 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.981447 sec): 2 clusters Score: Raw -497.529028 + Penalty 173.746225 = -323.782803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.981659 sec): 3 clusters Score: Raw -489.436624 + Penalty 351.821511 = -137.615113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 237 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.982105 sec): 2 clusters Score: Raw -92.839319 + Penalty 0.000000 = -92.839319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.982289 sec): 2 clusters Score: Raw -92.839319 + Penalty 0.000000 = -92.839319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 239 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.982744 sec): 2 clusters Score: Raw -427.028928 + Penalty 19.534081 = -407.494846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.982939 sec): 3 clusters Score: Raw -432.369612 + Penalty 36.362059 = -396.007553 nChanged 0 Deleting Class 150 (5 points): Lose 28.935947 but Gain 1399.213721 Iteration 20F (27.300979 sec): 192 clusters Score: Raw -2335463.407450 + Penalty 199693.395682 = -2135770.011768 nChanged 67 Deleting Class 177 (6 points): Lose 56.016097 but Gain 1420.353251 Iteration 21Q (27.456060 sec): 191 clusters Score: Raw -2335471.126798 + Penalty 198208.443546 = -2137262.683252 nChanged 51 Deleting Class 65 (10 points): Lose 61.108603 but Gain 1416.223336 Iteration 22Q (27.609593 sec): 190 clusters Score: Raw -2335462.181668 + Penalty 196836.289177 = -2138625.892490 nChanged 45 Deleting Class 50 (43 points): Lose 182.629817 but Gain 1531.313637 Iteration 23Q (27.763664 sec): 189 clusters Score: Raw -2335325.245913 + Penalty 195493.165757 = -2139832.080156 nChanged 78 Deleting Class 123 (14 points): Lose 123.155980 but Gain 1467.853558 Iteration 24Q (27.920688 sec): 188 clusters Score: Raw -2335321.338435 + Penalty 194133.510073 = -2141187.828362 nChanged 63 Deleting Class 213 (6 points): Lose 36.533065 but Gain 1381.149162 Iteration 25Q (28.072875 sec): 187 clusters Score: Raw -2335361.134606 + Penalty 192833.857409 = -2142527.277198 nChanged 43 Deleting Class 182 (2 points): Lose 3.631623 but Gain 1344.462344 Iteration 26Q (28.222177 sec): 186 clusters Score: Raw -2335397.661778 + Penalty 191524.579617 = -2143873.082161 nChanged 29 Deleting Class 112 (3 points): Lose 24.150462 but Gain 1362.196665 Iteration 27Q (28.370660 sec): 185 clusters Score: Raw -2335402.403933 + Penalty 190238.030188 = -2145164.373744 nChanged 23 Deleting Class 197 (10 points): Lose 73.219026 but Gain 1410.249778 Iteration 28Q (28.518101 sec): 184 clusters Score: Raw -2335354.545399 + Penalty 188861.917571 = -2146492.627829 nChanged 29 Deleting Class 158 (2 points): Lose 2.173233 but Gain 1337.853742 Iteration 29Q (28.666121 sec): 183 clusters Score: Raw -2335386.054627 + Penalty 187544.737796 = -2147841.316831 nChanged 22 Deleting Class 170 (3 points): Lose 40.116275 but Gain 1369.523977 Iteration 30F (30.863888 sec): 182 clusters Score: Raw -2335367.914679 + Penalty 186329.294400 = -2149038.620279 nChanged 24 Deleting Class 52 (16 points): Lose 150.105587 but Gain 1476.218163 Iteration 31Q (31.010711 sec): 181 clusters Score: Raw -2335269.470578 + Penalty 184895.070810 = -2150374.399767 nChanged 40 Deleting Class 218 (3 points): Lose 20.371139 but Gain 1339.528030 Iteration 32Q (31.158123 sec): 180 clusters Score: Raw -2335302.600882 + Penalty 183622.418504 = -2151680.182378 nChanged 23 Deleting Class 225 (3 points): Lose 30.159765 but Gain 1375.886975 Iteration 33Q (31.307670 sec): 179 clusters Score: Raw -2335315.022726 + Penalty 182302.480630 = -2153012.542096 nChanged 13 Deleting Class 206 (3 points): Lose 21.328524 but Gain 1338.708061 Iteration 34Q (31.451952 sec): 178 clusters Score: Raw -2335330.792677 + Penalty 180977.626340 = -2154353.166337 nChanged 12 Deleting Class 109 (7 points): Lose 68.719927 but Gain 1385.490951 Iteration 35Q (31.595026 sec): 177 clusters Score: Raw -2335278.256900 + Penalty 179727.263680 = -2155550.993219 nChanged 17 Deleting Class 122 (13 points): Lose 115.808067 but Gain 1432.166765 Iteration 36Q (31.738500 sec): 176 clusters Score: Raw -2335193.117629 + Penalty 178324.580463 = -2156868.537166 nChanged 18 Deleting Class 154 (8 points): Lose 32.932992 but Gain 1348.524523 Iteration 37Q (31.880958 sec): 175 clusters Score: Raw -2335184.866437 + Penalty 177024.276616 = -2158160.589821 nChanged 13 Deleting Class 78 (7 points): Lose 69.037012 but Gain 1382.958729 Iteration 38Q (32.022693 sec): 174 clusters Score: Raw -2335138.953139 + Penalty 175645.832597 = -2159493.120542 nChanged 10 Deleting Class 135 (15 points): Lose 238.335252 but Gain 1552.025423 Iteration 39Q (32.163449 sec): 173 clusters Score: Raw -2334927.964781 + Penalty 174477.917817 = -2160450.046964 nChanged 18 Deleting Class 12 (30 points): Lose 319.485910 but Gain 1630.280485 Iteration 40F (34.217956 sec): 172 clusters Score: Raw -2334691.998067 + Penalty 172864.016665 = -2161827.981402 nChanged 36 Deleting Class 97 (14 points): Lose 96.432763 but Gain 1396.905344 Iteration 41Q (34.356119 sec): 171 clusters Score: Raw -2334702.803409 + Penalty 171573.901600 = -2163128.901809 nChanged 27 Deleting Class 71 (15 points): Lose 94.301266 but Gain 1386.342897 Iteration 42Q (34.493118 sec): 170 clusters Score: Raw -2334690.011517 + Penalty 170305.178128 = -2164384.833389 nChanged 30 Deleting Class 59 (26 points): Lose 124.299120 but Gain 1407.381034 Iteration 43Q (34.630710 sec): 169 clusters Score: Raw -2334635.135501 + Penalty 168967.167427 = -2165667.968074 nChanged 39 Deleting Class 80 (24 points): Lose 138.298916 but Gain 1419.947675 Iteration 44Q (34.768007 sec): 168 clusters Score: Raw -2334565.928246 + Penalty 167643.105782 = -2166922.822464 nChanged 32 Deleting Class 217 (2 points): Lose 6.101708 but Gain 1285.829717 Iteration 45Q (34.903682 sec): 167 clusters Score: Raw -2334643.720395 + Penalty 166381.175391 = -2168262.545004 nChanged 6 Deleting Class 181 (4 points): Lose 14.960782 but Gain 1292.199998 Iteration 46Q (35.036788 sec): 166 clusters Score: Raw -2334638.495590 + Penalty 165136.378630 = -2169502.116960 nChanged 7 Deleting Class 54 (40 points): Lose 188.245959 but Gain 1464.875164 Iteration 47Q (35.175004 sec): 165 clusters Score: Raw -2334462.398964 + Penalty 163792.002563 = -2170670.396401 nChanged 41 Deleting Class 27 (35 points): Lose 208.758253 but Gain 1483.135025 Iteration 48Q (35.314511 sec): 164 clusters Score: Raw -2334350.710709 + Penalty 162418.697758 = -2171932.012951 nChanged 41 Deleting Class 159 (7 points): Lose 65.686832 but Gain 1343.743896 Iteration 49Q (35.454983 sec): 163 clusters Score: Raw -2334402.154225 + Penalty 161118.706699 = -2173283.447526 nChanged 15 Deleting Class 219 (3 points): Lose 9.679409 but Gain 1271.906965 Iteration 50F (37.374800 sec): 162 clusters Score: Raw -2334432.136100 + Penalty 159896.165808 = -2174535.970291 nChanged 7 Deleting Class 147 (4 points): Lose 33.347854 but Gain 1293.528934 Iteration 51Q (37.512614 sec): 161 clusters Score: Raw -2334418.963641 + Penalty 158627.736855 = -2175791.226785 nChanged 5 Deleting Class 121 (5 points): Lose 25.976184 but Gain 1286.047897 Iteration 52Q (37.648467 sec): 160 clusters Score: Raw -2334412.836817 + Penalty 157393.698561 = -2177019.138256 nChanged 7 Deleting Class 116 (10 points): Lose 74.419898 but Gain 1316.213233 Iteration 53Q (37.784661 sec): 159 clusters Score: Raw -2334353.365581 + Penalty 156101.884634 = -2178251.480948 nChanged 11 Deleting Class 212 (7 points): Lose 69.944712 but Gain 1303.115896 Iteration 54Q (37.921003 sec): 158 clusters Score: Raw -2334304.337948 + Penalty 154836.718408 = -2179467.619539 nChanged 8 Deleting Class 70 (18 points): Lose 98.464194 but Gain 1331.551850 Iteration 55Q (38.056030 sec): 157 clusters Score: Raw -2334243.070188 + Penalty 153552.077210 = -2180690.992979 nChanged 19 Deleting Class 229 (1 points): Lose 4.072010 but Gain 1235.687301 Iteration 56Q (38.193690 sec): 156 clusters Score: Raw -2334280.505249 + Penalty 152328.258001 = -2181952.247248 nChanged 4 Deleting Class 87 (14 points): Lose 95.168650 but Gain 1324.358982 Iteration 57Q (38.324930 sec): 155 clusters Score: Raw -2334191.847230 + Penalty 151144.675859 = -2183047.171371 nChanged 14 Deleting Class 28 (48 points): Lose 174.075989 but Gain 1391.054647 Iteration 58Q (38.454090 sec): 154 clusters Score: Raw -2334072.583366 + Penalty 149886.780883 = -2184185.802483 nChanged 56 Deleting Class 47 (13 points): Lose 77.317726 but Gain 1292.970009 Iteration 59Q (38.591647 sec): 153 clusters Score: Raw -2334113.414924 + Penalty 148753.656820 = -2185359.758103 nChanged 26 Deleting Class 95 (25 points): Lose 111.763704 but Gain 1327.139080 Iteration 60F (40.399297 sec): 152 clusters Score: Raw -2334065.355048 + Penalty 147462.159240 = -2186603.195808 nChanged 35 Deleting Class 86 (93 points): Lose 400.931425 but Gain 1613.431489 Iteration 61Q (40.532998 sec): 151 clusters Score: Raw -2333720.927533 + Penalty 146032.235265 = -2187688.692268 nChanged 102 Deleting Class 29 (136 points): Lose 401.198021 but Gain 1620.970347 Iteration 62Q (40.677079 sec): 150 clusters Score: Raw -2333554.085162 + Penalty 144541.784863 = -2189012.300299 nChanged 148 Deleting Class 64 (20 points): Lose 118.346189 but Gain 1331.126394 Iteration 63Q (40.819941 sec): 149 clusters Score: Raw -2333730.894687 + Penalty 143416.076835 = -2190314.817852 nChanged 46 Deleting Class 69 (17 points): Lose 146.698523 but Gain 1355.563732 Iteration 64Q (40.951993 sec): 148 clusters Score: Raw -2333696.261078 + Penalty 142148.052009 = -2191548.209069 nChanged 34 Deleting Class 23 (17 points): Lose 99.983324 but Gain 1297.570223 Iteration 65Q (41.082129 sec): 147 clusters Score: Raw -2333670.687030 + Penalty 140904.785595 = -2192765.901435 nChanged 27 Deleting Class 152 (5 points): Lose 17.736489 but Gain 1213.927139 Iteration 66Q (41.217160 sec): 146 clusters Score: Raw -2333699.222284 + Penalty 139764.246075 = -2193934.976209 nChanged 18 Deleting Class 204 (18 points): Lose 77.494228 but Gain 1264.306839 Iteration 67Q (41.345103 sec): 145 clusters Score: Raw -2333650.913582 + Penalty 138533.084532 = -2195117.829050 nChanged 24 Deleting Class 114 (9 points): Lose 33.444795 but Gain 1218.218868 Iteration 68Q (41.475396 sec): 144 clusters Score: Raw -2333666.575316 + Penalty 137336.092548 = -2196330.482768 nChanged 16 Deleting Class 55 (21 points): Lose 84.935967 but Gain 1266.850231 Iteration 69Q (41.603573 sec): 143 clusters Score: Raw -2333605.329946 + Penalty 136099.411216 = -2197505.918730 nChanged 29 Deleting Class 98 (60 points): Lose 250.804170 but Gain 1427.698687 Iteration 70F (43.298952 sec): 142 clusters Score: Raw -2333405.749771 + Penalty 134819.539980 = -2198586.209791 nChanged 67 Deleting Class 131 (6 points): Lose 46.210382 but Gain 1222.060371 Iteration 71Q (43.431158 sec): 141 clusters Score: Raw -2333492.705213 + Penalty 133636.756139 = -2199855.949074 nChanged 19 Deleting Class 171 (10 points): Lose 85.172127 but Gain 1258.055535 Iteration 72Q (43.556065 sec): 140 clusters Score: Raw -2333449.799536 + Penalty 132379.216029 = -2201070.583506 nChanged 13 Deleting Class 176 (3 points): Lose 70.145023 but Gain 1240.219227 Iteration 73Q (43.678951 sec): 139 clusters Score: Raw -2333406.894363 + Penalty 131226.317202 = -2202180.577161 nChanged 6 Deleting Class 203 (6 points): Lose 23.885103 but Gain 1188.326230 Iteration 74Q (43.803355 sec): 138 clusters Score: Raw -2333403.336153 + Penalty 130046.598194 = -2203356.737959 nChanged 7 Deleting Class 230 (3 points): Lose 5.340480 but Gain 1167.760831 Iteration 75Q (43.926459 sec): 137 clusters Score: Raw -2333407.713498 + Penalty 128882.731458 = -2204524.982040 nChanged 5 Deleting Class 138 (34 points): Lose 113.933334 but Gain 1274.635679 Iteration 76Q (44.048509 sec): 136 clusters Score: Raw -2333298.326732 + Penalty 127757.128350 = -2205541.198381 nChanged 35 Deleting Class 89 (8 points): Lose 19.843493 but Gain 1179.936552 Iteration 77Q (44.175976 sec): 135 clusters Score: Raw -2333354.082014 + Penalty 126613.381781 = -2206740.700233 nChanged 13 Deleting Class 90 (56 points): Lose 166.865475 but Gain 1325.154514 Iteration 78Q (44.297201 sec): 134 clusters Score: Raw -2333207.406841 + Penalty 125398.099509 = -2207809.307332 nChanged 60 Deleting Class 179 (2 points): Lose 17.775593 but Gain 1171.653798 Iteration 79Q (44.420600 sec): 133 clusters Score: Raw -2333301.682541 + Penalty 124275.732664 = -2209025.949877 nChanged 17 Deleting Class 82 (24 points): Lose 112.031470 but Gain 1258.946120 Iteration 80F (45.983546 sec): 132 clusters Score: Raw -2333217.438883 + Penalty 123051.944544 = -2210165.494339 nChanged 32 Deleting Class 194 (3 points): Lose 16.439714 but Gain 1160.529575 Iteration 81Q (46.104951 sec): 131 clusters Score: Raw -2333250.530427 + Penalty 121899.611946 = -2211350.918481 nChanged 12 Deleting Class 202 (3 points): Lose 19.222675 but Gain 1163.185261 Iteration 82Q (46.224745 sec): 130 clusters Score: Raw -2333250.553670 + Penalty 120772.616345 = -2212477.937325 nChanged 12 Deleting Class 127 (8 points): Lose 29.514024 but Gain 1170.120216 Iteration 83Q (46.343190 sec): 129 clusters Score: Raw -2333244.085915 + Penalty 119625.525767 = -2213618.560148 nChanged 10 Deleting Class 91 (59 points): Lose 227.490698 but Gain 1366.365437 Iteration 84Q (46.461524 sec): 128 clusters Score: Raw -2333032.702827 + Penalty 118368.702933 = -2214663.999894 nChanged 62 Deleting Class 221 (6 points): Lose 112.891148 but Gain 1251.027191 Iteration 85Q (46.582468 sec): 127 clusters Score: Raw -2333037.981866 + Penalty 117316.804090 = -2215721.177776 nChanged 16 Deleting Class 146 (6 points): Lose 28.831228 but Gain 1165.490425 Iteration 86Q (46.700251 sec): 126 clusters Score: Raw -2333055.535535 + Penalty 116173.411001 = -2216882.124534 nChanged 14 Deleting Class 216 (4 points): Lose 13.464878 but Gain 1149.484978 Iteration 87Q (46.818104 sec): 125 clusters Score: Raw -2333058.950372 + Penalty 115049.639204 = -2218009.311167 nChanged 11 Deleting Class 102 (6 points): Lose 27.332542 but Gain 1163.268329 Iteration 88Q (46.934602 sec): 124 clusters Score: Raw -2333046.843781 + Penalty 113897.947538 = -2219148.896243 nChanged 8 Deleting Class 48 (38 points): Lose 240.173581 but Gain 1369.640657 Iteration 89Q (47.050129 sec): 123 clusters Score: Raw -2332819.764129 + Penalty 112835.822141 = -2219983.941988 nChanged 42 Deleting Class 163 (13 points): Lose 57.466891 but Gain 1212.025697 Iteration 90F (48.511079 sec): 122 clusters Score: Raw -2332916.749346 + Penalty 111601.115521 = -2221315.633825 nChanged 20 Deleting Class 115 (15 points): Lose 58.117759 but Gain 1183.340849 Iteration 91Q (48.630435 sec): 121 clusters Score: Raw -2332895.035896 + Penalty 110462.336160 = -2222432.699737 nChanged 21 Deleting Class 88 (7 points): Lose 35.683506 but Gain 1156.759899 Iteration 92Q (48.750132 sec): 120 clusters Score: Raw -2332885.366445 + Penalty 109389.955315 = -2223495.411130 nChanged 10 Deleting Class 77 (10 points): Lose 133.565738 but Gain 1250.741281 Iteration 93Q (48.874932 sec): 119 clusters Score: Raw -2332781.282207 + Penalty 108141.257500 = -2224640.024707 nChanged 10 Deleting Class 37 (30 points): Lose 133.465440 but Gain 1249.974264 Iteration 94Q (48.988702 sec): 118 clusters Score: Raw -2332663.630349 + Penalty 106958.019885 = -2225705.610464 nChanged 32 Deleting Class 81 (5 points): Lose 20.804484 but Gain 1135.458703 Iteration 95Q (49.102924 sec): 117 clusters Score: Raw -2332717.760713 + Penalty 105749.388503 = -2226968.372209 nChanged 10 Deleting Class 62 (123 points): Lose 364.918590 but Gain 1478.270392 Iteration 96Q (49.217190 sec): 116 clusters Score: Raw -2332366.843174 + Penalty 104326.849958 = -2228039.993216 nChanged 126 Deleting Class 164 (8 points): Lose 56.765582 but Gain 1169.203714 Iteration 97Q (49.335575 sec): 115 clusters Score: Raw -2332514.375318 + Penalty 103231.047426 = -2229283.327893 nChanged 34 Deleting Class 106 (4 points): Lose 22.455056 but Gain 1132.539690 Iteration 98Q (49.447850 sec): 114 clusters Score: Raw -2332546.598372 + Penalty 102083.842674 = -2230462.755698 nChanged 25 Deleting Class 162 (6 points): Lose 15.723133 but Gain 1124.544860 Iteration 99Q (49.559878 sec): 113 clusters Score: Raw -2332566.045407 + Penalty 100972.292537 = -2231593.752869 nChanged 14 Deleting Class 173 (6 points): Lose 183.069108 but Gain 1294.945901 Iteration 100F (50.883256 sec): 112 clusters Score: Raw -2332398.027816 + Penalty 99816.374012 = -2232581.653805 nChanged 12 Deleting Class 25 (28 points): Lose 145.991424 but Gain 1243.315839 Iteration 101Q (50.996566 sec): 111 clusters Score: Raw -2332270.629706 + Penalty 98713.197025 = -2233557.432681 nChanged 30 Deleting Class 60 (11 points): Lose 35.870547 but Gain 1129.735305 Iteration 102Q (51.111275 sec): 110 clusters Score: Raw -2332321.110132 + Penalty 97579.186685 = -2234741.923447 nChanged 18 Deleting Class 157 (8 points): Lose 35.053621 but Gain 1123.143194 Iteration 103Q (51.226250 sec): 109 clusters Score: Raw -2332310.560544 + Penalty 96468.079748 = -2235842.480796 nChanged 14 Deleting Class 189 (5 points): Lose 19.555344 but Gain 1103.063141 Iteration 104Q (51.339846 sec): 108 clusters Score: Raw -2332306.764075 + Penalty 95399.379531 = -2236907.384544 nChanged 7 Deleting Class 183 (8 points): Lose 44.032766 but Gain 1122.691709 Iteration 105Q (51.451307 sec): 107 clusters Score: Raw -2332279.107613 + Penalty 94285.143940 = -2237993.963673 nChanged 8 Deleting Class 101 (8 points): Lose 31.415359 but Gain 1109.600297 Iteration 106Q (51.562845 sec): 106 clusters Score: Raw -2332258.515060 + Penalty 93209.851395 = -2239048.663665 nChanged 11 Deleting Class 235 (6 points): Lose 51.369271 but Gain 1128.658333 Iteration 107Q (51.676220 sec): 105 clusters Score: Raw -2332224.762518 + Penalty 92101.802574 = -2240122.959944 nChanged 7 Deleting Class 83 (6 points): Lose 85.169555 but Gain 1161.919487 Iteration 108Q (51.786335 sec): 104 clusters Score: Raw -2332152.132727 + Penalty 90956.974251 = -2241195.158476 nChanged 8 Deleting Class 42 (19 points): Lose 89.732615 but Gain 1161.768829 Iteration 109Q (51.895951 sec): 103 clusters Score: Raw -2332083.703312 + Penalty 89820.440267 = -2242263.263045 nChanged 20 Deleting Class 224 (3 points): Lose 5.444844 but Gain 1076.267976 Iteration 110F (53.124912 sec): 102 clusters Score: Raw -2332117.498976 + Penalty 88755.944727 = -2243361.554249 nChanged 7 Deleting Class 113 (4 points): Lose 12.673128 but Gain 1080.489572 Iteration 111Q (53.233726 sec): 101 clusters Score: Raw -2332112.648848 + Penalty 87697.235504 = -2244415.413343 nChanged 7 Deleting Class 43 (2 points): Lose 7.020496 but Gain 1074.826762 Iteration 112Q (53.338903 sec): 100 clusters Score: Raw -2332114.672341 + Penalty 86627.390361 = -2245487.281980 nChanged 3 Deleting Class 96 (10 points): Lose 42.484858 but Gain 1104.579199 Iteration 113Q (53.444141 sec): 99 clusters Score: Raw -2332082.967017 + Penalty 85530.405085 = -2246552.561932 nChanged 12 Deleting Class 198 (2 points): Lose 57.950072 but Gain 1114.209899 Iteration 114Q (53.549587 sec): 98 clusters Score: Raw -2332044.358937 + Penalty 84427.225660 = -2247617.133277 nChanged 6 Deleting Class 34 (12 points): Lose 39.048317 but Gain 1090.594527 Iteration 115Q (53.654256 sec): 97 clusters Score: Raw -2332019.591265 + Penalty 83348.882933 = -2248670.708332 nChanged 13 Deleting Class 125 (27 points): Lose 108.031549 but Gain 1156.572462 Iteration 116Q (53.758222 sec): 96 clusters Score: Raw -2331931.358721 + Penalty 82236.353810 = -2249695.004911 nChanged 28 Deleting Class 58 (49 points): Lose 270.586085 but Gain 1318.870344 Iteration 117Q (53.865472 sec): 95 clusters Score: Raw -2331704.500438 + Penalty 81203.926487 = -2250500.573951 nChanged 58 Deleting Class 99 (3 points): Lose 24.361112 but Gain 1143.300983 Iteration 118Q (53.970540 sec): 94 clusters Score: Raw -2331856.114745 + Penalty 80166.016543 = -2251690.098202 nChanged 20 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 -2331856.114745 + Penalty 80166.016543 = -2251690.098202Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.021398 sec): 2 clusters Score: Raw -3133.767753 + Penalty 158.694345 = -2975.073407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.021691 sec): 3 clusters Score: Raw -3108.801250 + Penalty 306.857174 = -2801.944075 nChanged 6 SP:Iteration 1F (54.021976 sec): 3 clusters Score: Raw -3115.357249 + Penalty 306.857174 = -2808.500074 nChanged 0 Memory request: 0.09 GB would take us to total of 0.33 GB. Trying to split cluster 2 (18532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.104176 sec): 2 clusters Score: Raw -1646991.905120 + Penalty 223.576034 = -1646768.329086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.139332 sec): 3 clusters Score: Raw -1634396.503415 + Penalty 581.330300 = -1633815.173115 nChanged 8917 SP:Iteration 1F (54.174216 sec): 3 clusters Score: Raw -1642818.022745 + Penalty 835.338253 = -1641982.684492 nChanged 2786 SP:Iteration 2F (54.209033 sec): 3 clusters Score: Raw -1646036.361013 + Penalty 1002.167398 = -1645034.193615 nChanged 697 SP:Iteration 3Q (54.242849 sec): 3 clusters Score: Raw -1646747.716299 + Penalty 1069.994351 = -1645677.721947 nChanged 208 SP:Iteration 4Q (54.271979 sec): 3 clusters Score: Raw -1646953.398852 + Penalty 1188.842740 = -1645764.556112 nChanged 65 SP:Iteration 5Q (54.299617 sec): 3 clusters Score: Raw -1647033.832011 + Penalty 1287.070716 = -1645746.761295 nChanged 16 SP:Iteration 6F (54.335018 sec): 3 clusters Score: Raw -1647062.159362 + Penalty 1310.087586 = -1645752.071776 nChanged 5 SP:Iteration 7Q (54.362969 sec): 3 clusters Score: Raw -1647069.964366 + Penalty 1300.037010 = -1645769.927356 nChanged 2 SP:Iteration 8Q (54.390992 sec): 3 clusters Score: Raw -1647071.779902 + Penalty 1300.037010 = -1645771.742891 nChanged 0 SP:Iteration 9F (54.426519 sec): 3 clusters Score: Raw -1647071.779902 + Penalty 1300.037010 = -1645771.742891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 3 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.436226 sec): 2 clusters Score: Raw -3371.360663 + Penalty 324.481844 = -3046.878818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.436511 sec): 3 clusters Score: Raw -3377.106558 + Penalty 653.568001 = -2723.538557 nChanged 1 SP:Iteration 1Q (54.436781 sec): 3 clusters Score: Raw -3383.180966 + Penalty 653.568001 = -2729.612966 nChanged 0 SP:Iteration 2F (54.437047 sec): 3 clusters Score: Raw -3383.180966 + Penalty 653.568001 = -2729.612966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.439557 sec): 2 clusters Score: Raw -43757.311313 + Penalty 768.263323 = -42989.047989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.440524 sec): 3 clusters Score: Raw -43583.647141 + Penalty 1536.534172 = -42047.112969 nChanged 102 SP:Iteration 1F (54.441466 sec): 3 clusters Score: Raw -43672.845086 + Penalty 1536.816495 = -42136.028591 nChanged 35 SP:Iteration 2F (54.442430 sec): 3 clusters Score: Raw -43704.170478 + Penalty 1537.402538 = -42166.767940 nChanged 12 SP:Iteration 3Q (54.443376 sec): 3 clusters Score: Raw -43714.757466 + Penalty 1537.640984 = -42177.116482 nChanged 11 SP:Iteration 4Q (54.444336 sec): 3 clusters Score: Raw -43726.160113 + Penalty 1538.294773 = -42187.865340 nChanged 9 SP:Iteration 5Q (54.445276 sec): 3 clusters Score: Raw -43734.037647 + Penalty 1539.394168 = -42194.643480 nChanged 10 SP:Iteration 6Q (54.446210 sec): 3 clusters Score: Raw -43740.707737 + Penalty 1539.665869 = -42201.041869 nChanged 5 SP:Iteration 7Q (54.447144 sec): 3 clusters Score: Raw -43745.868209 + Penalty 1540.358955 = -42205.509254 nChanged 5 SP:Iteration 8Q (54.448078 sec): 3 clusters Score: Raw -43751.276252 + Penalty 1541.831201 = -42209.445051 nChanged 6 SP:Iteration 9Q (54.449030 sec): 3 clusters Score: Raw -43756.962623 + Penalty 1542.045153 = -42214.917470 nChanged 5 SP:Iteration 10F (54.449974 sec): 3 clusters Score: Raw -43761.625997 + Penalty 1542.237310 = -42219.388687 nChanged 2 SP:Iteration 11Q (54.450907 sec): 3 clusters Score: Raw -43764.308316 + Penalty 1542.203829 = -42222.104487 nChanged 1 SP:Iteration 12Q (54.451837 sec): 3 clusters Score: Raw -43764.650852 + Penalty 1542.203829 = -42222.447023 nChanged 0 SP:Iteration 13F (54.452776 sec): 3 clusters Score: Raw -43764.650852 + Penalty 1542.203829 = -42222.447023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.454428 sec): 2 clusters Score: Raw -17256.921538 + Penalty 55.747928 = -17201.173610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.454977 sec): 3 clusters Score: Raw -17147.646440 + Penalty 108.204137 = -17039.442303 nChanged 74 SP:Iteration 1F (54.455517 sec): 3 clusters Score: Raw -17220.315522 + Penalty 131.793018 = -17088.522503 nChanged 18 SP:Iteration 2F (54.456058 sec): 3 clusters Score: Raw -17240.226162 + Penalty 168.239209 = -17071.986953 nChanged 11 SP:Iteration 3F (54.456597 sec): 3 clusters Score: Raw -17254.957839 + Penalty 55.747928 = -17199.209911 nChanged 1 SP:Iteration 4Q (54.457033 sec): 2 clusters Score: Raw -17256.921538 + Penalty 55.747928 = -17201.173610 nChanged 0 SP:Iteration 5F (54.457467 sec): 2 clusters Score: Raw -17256.921538 + Penalty 55.747928 = -17201.173610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.458332 sec): 2 clusters Score: Raw -13065.850557 + Penalty 443.249794 = -12622.600763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.458791 sec): 3 clusters Score: Raw -13015.814648 + Penalty 879.111032 = -12136.703616 nChanged 26 SP:Iteration 1F (54.459245 sec): 3 clusters Score: Raw -13036.107127 + Penalty 881.736686 = -12154.370440 nChanged 5 SP:Iteration 2Q (54.459701 sec): 3 clusters Score: Raw -13044.112979 + Penalty 882.916986 = -12161.195994 nChanged 3 SP:Iteration 3Q (54.460153 sec): 3 clusters Score: Raw -13046.769475 + Penalty 881.425082 = -12165.344394 nChanged 1 SP:Iteration 4Q (54.460606 sec): 3 clusters Score: Raw -13047.190856 + Penalty 879.871864 = -12167.318992 nChanged 1 SP:Iteration 5Q (54.461060 sec): 3 clusters Score: Raw -13047.806840 + Penalty 878.043581 = -12169.763259 nChanged 1 SP:Iteration 6Q (54.461515 sec): 3 clusters Score: Raw -13048.591284 + Penalty 876.308783 = -12172.282501 nChanged 1 SP:Iteration 7Q (54.461961 sec): 3 clusters Score: Raw -13049.198300 + Penalty 874.828008 = -12174.370292 nChanged 1 SP:Iteration 8Q (54.462433 sec): 3 clusters Score: Raw -13049.321575 + Penalty 874.828008 = -12174.493568 nChanged 0 SP:Iteration 9F (54.462889 sec): 3 clusters Score: Raw -13049.321575 + Penalty 874.828008 = -12174.493568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 7 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.463572 sec): 2 clusters Score: Raw -6394.139001 + Penalty 367.945478 = -6026.193523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.463900 sec): 3 clusters Score: Raw -6378.794149 + Penalty 726.971019 = -5651.823131 nChanged 4 SP:Iteration 1F (54.464226 sec): 3 clusters Score: Raw -6383.836635 + Penalty 733.666998 = -5650.169637 nChanged 2 SP:Iteration 2F (54.464547 sec): 3 clusters Score: Raw -6388.664673 + Penalty 739.772420 = -5648.892252 nChanged 1 SP:Iteration 3F (54.464869 sec): 3 clusters Score: Raw -6391.588491 + Penalty 748.309856 = -5643.278635 nChanged 3 SP:Iteration 4F (54.465189 sec): 3 clusters Score: Raw -6396.666993 + Penalty 747.540682 = -5649.126311 nChanged 1 SP:Iteration 5Q (54.465503 sec): 3 clusters Score: Raw -6397.431658 + Penalty 747.540682 = -5649.890976 nChanged 0 SP:Iteration 6F (54.465826 sec): 3 clusters Score: Raw -6397.431658 + Penalty 747.540682 = -5649.890976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.466358 sec): 2 clusters Score: Raw -2343.780779 + Penalty 280.761547 = -2063.019232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.466611 sec): 3 clusters Score: Raw -2352.280805 + Penalty 554.274243 = -1798.006562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.467108 sec): 2 clusters Score: Raw -1429.526498 + Penalty 145.262128 = -1284.264369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.467344 sec): 3 clusters Score: Raw -1442.163113 + Penalty 285.725910 = -1156.437203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.468116 sec): 2 clusters Score: Raw -12425.939377 + Penalty 39.073239 = -12386.866139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.468590 sec): 3 clusters Score: Raw -12335.929391 + Penalty 81.499092 = -12254.430298 nChanged 54 SP:Iteration 1F (54.469007 sec): 3 clusters Score: Raw -12403.501858 + Penalty 39.073239 = -12364.428620 nChanged 16 SP:Iteration 2F (54.469370 sec): 2 clusters Score: Raw -12425.939377 + Penalty 39.073239 = -12386.866139 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 11 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.478744 sec): 2 clusters Score: Raw -184999.505388 + Penalty 542.634654 = -184456.870734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.482408 sec): 3 clusters Score: Raw -183835.536252 + Penalty 1083.344599 = -182752.191653 nChanged 829 SP:Iteration 1F (54.485949 sec): 3 clusters Score: Raw -184289.767815 + Penalty 1077.298641 = -183212.469174 nChanged 246 SP:Iteration 2F (54.489524 sec): 3 clusters Score: Raw -184446.443051 + Penalty 1068.888879 = -183377.554172 nChanged 150 SP:Iteration 3F (54.493255 sec): 3 clusters Score: Raw -184575.782940 + Penalty 1057.496628 = -183518.286312 nChanged 108 SP:Iteration 4F (54.496801 sec): 3 clusters Score: Raw -184680.589842 + Penalty 1044.748514 = -183635.841329 nChanged 75 SP:Iteration 5Q (54.500371 sec): 3 clusters Score: Raw -184746.983485 + Penalty 1033.003038 = -183713.980447 nChanged 53 SP:Iteration 6Q (54.503900 sec): 3 clusters Score: Raw -184782.060439 + Penalty 1024.235434 = -183757.825005 nChanged 46 SP:Iteration 7Q (54.507367 sec): 3 clusters Score: Raw -184807.292192 + Penalty 1016.961481 = -183790.330711 nChanged 45 SP:Iteration 8Q (54.510799 sec): 3 clusters Score: Raw -184828.297236 + Penalty 1012.316988 = -183815.980249 nChanged 36 SP:Iteration 9Q (54.514130 sec): 3 clusters Score: Raw -184843.435003 + Penalty 1008.266276 = -183835.168727 nChanged 33 SP:Iteration 10F (54.517660 sec): 3 clusters Score: Raw -184859.255994 + Penalty 1011.439439 = -183847.816555 nChanged 37 SP:Iteration 11Q (54.521164 sec): 3 clusters Score: Raw -184879.983125 + Penalty 1011.162905 = -183868.820220 nChanged 29 SP:Iteration 12Q (54.524386 sec): 3 clusters Score: Raw -184897.178723 + Penalty 1013.406243 = -183883.772480 nChanged 33 SP:Iteration 13Q (54.527513 sec): 3 clusters Score: Raw -184918.379863 + Penalty 1013.589693 = -183904.790170 nChanged 33 SP:Iteration 14Q (54.530681 sec): 3 clusters Score: Raw -184938.907919 + Penalty 1017.316175 = -183921.591744 nChanged 22 SP:Iteration 15Q (54.533756 sec): 3 clusters Score: Raw -184950.207590 + Penalty 1017.770050 = -183932.437540 nChanged 18 SP:Iteration 16Q (54.536834 sec): 3 clusters Score: Raw -184960.528753 + Penalty 1017.657445 = -183942.871309 nChanged 19 SP:Iteration 17Q (54.539881 sec): 3 clusters Score: Raw -184969.869237 + Penalty 1017.461274 = -183952.407963 nChanged 11 SP:Iteration 18Q (54.542905 sec): 3 clusters Score: Raw -184975.027349 + Penalty 1016.462297 = -183958.565053 nChanged 9 SP:Iteration 19Q (54.545893 sec): 3 clusters Score: Raw -184978.794018 + Penalty 1019.974754 = -183958.819265 nChanged 3 SP:Iteration 20F (54.549429 sec): 3 clusters Score: Raw -184979.321759 + Penalty 1021.785698 = -183957.536061 nChanged 2 SP:Iteration 21F (54.552958 sec): 3 clusters Score: Raw -184982.506955 + Penalty 1024.658797 = -183957.848157 nChanged 4 SP:Iteration 22Q (54.555933 sec): 3 clusters Score: Raw -184985.084071 + Penalty 1027.366861 = -183957.717210 nChanged 5 SP:Iteration 23F (54.559549 sec): 3 clusters Score: Raw -184986.908177 + Penalty 1031.977545 = -183954.930632 nChanged 7 SP:Iteration 24F (54.563133 sec): 3 clusters Score: Raw -184991.093382 + Penalty 1030.935957 = -183960.157425 nChanged 4 SP:Iteration 25Q (54.566090 sec): 3 clusters Score: Raw -184995.728268 + Penalty 1033.165327 = -183962.562941 nChanged 5 SP:Iteration 26Q (54.569031 sec): 3 clusters Score: Raw -184997.799760 + Penalty 1035.899489 = -183961.900271 nChanged 4 SP:Iteration 27F (54.572547 sec): 3 clusters Score: Raw -184999.644632 + Penalty 1037.794268 = -183961.850364 nChanged 4 SP:Iteration 28F (54.576087 sec): 3 clusters Score: Raw -185001.400081 + Penalty 1038.884238 = -183962.515844 nChanged 4 SP:Iteration 29Q (54.578991 sec): 3 clusters Score: Raw -185002.952817 + Penalty 1040.778271 = -183962.174546 nChanged 2 SP:Iteration 30F (54.582490 sec): 3 clusters Score: Raw -185003.258565 + Penalty 1043.282286 = -183959.976280 nChanged 3 SP:Iteration 31F (54.585995 sec): 3 clusters Score: Raw -185004.255841 + Penalty 1049.751258 = -183954.504583 nChanged 4 SP:Iteration 32F (54.589522 sec): 3 clusters Score: Raw -185005.189342 + Penalty 1051.837416 = -183953.351926 nChanged 3 SP:Iteration 33F (54.593155 sec): 3 clusters Score: Raw -185005.617587 + Penalty 1054.974450 = -183950.643137 nChanged 5 SP:Iteration 34F (54.596715 sec): 3 clusters Score: Raw -185007.362466 + Penalty 1061.171627 = -183946.190839 nChanged 6 SP:Iteration 35F (54.600273 sec): 3 clusters Score: Raw -185009.271830 + Penalty 1062.196168 = -183947.075662 nChanged 6 SP:Iteration 36Q (54.603224 sec): 3 clusters Score: Raw -185011.949210 + Penalty 1069.521603 = -183942.427607 nChanged 8 SP:Iteration 37F (54.606956 sec): 3 clusters Score: Raw -185018.289558 + Penalty 1078.079581 = -183940.209977 nChanged 8 SP:Iteration 38F (54.610583 sec): 3 clusters Score: Raw -185023.241010 + Penalty 1079.892413 = -183943.348597 nChanged 4 SP:Iteration 39Q (54.613475 sec): 3 clusters Score: Raw -185024.428530 + Penalty 1096.166891 = -183928.261638 nChanged 5 SP:Iteration 40F (54.617067 sec): 3 clusters Score: Raw -185028.026317 + Penalty 1124.960721 = -183903.065596 nChanged 6 SP:Iteration 41F (54.620580 sec): 3 clusters Score: Raw -185034.495575 + Penalty 1155.115524 = -183879.380051 nChanged 7 SP:Iteration 42F (54.624333 sec): 3 clusters Score: Raw -185040.554611 + Penalty 1179.728003 = -183860.826608 nChanged 3 SP:Iteration 43F (54.628100 sec): 3 clusters Score: Raw -185043.492680 + Penalty 1231.615854 = -183811.876826 nChanged 4 SP:Iteration 44F (54.632158 sec): 3 clusters Score: Raw -185050.643848 + Penalty 1256.694517 = -183793.949331 nChanged 3 SP:Iteration 45F (54.635914 sec): 3 clusters Score: Raw -185055.440080 + Penalty 1256.694517 = -183798.745563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.642712 sec): 2 clusters Score: Raw -1584.271409 + Penalty 286.467985 = -1297.803423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.642968 sec): 3 clusters Score: Raw -1586.379279 + Penalty 581.206957 = -1005.172322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.645550 sec): 2 clusters Score: Raw -49137.958521 + Penalty 531.275463 = -48606.683057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.646664 sec): 3 clusters Score: Raw -48886.007543 + Penalty 1055.493630 = -47830.513913 nChanged 183 SP:Iteration 1F (54.647764 sec): 3 clusters Score: Raw -49025.487783 + Penalty 1050.660565 = -47974.827218 nChanged 49 SP:Iteration 2F (54.648861 sec): 3 clusters Score: Raw -49063.935266 + Penalty 1050.938211 = -48012.997055 nChanged 24 SP:Iteration 3Q (54.649946 sec): 3 clusters Score: Raw -49086.148299 + Penalty 1051.670462 = -48034.477837 nChanged 21 SP:Iteration 4Q (54.651026 sec): 3 clusters Score: Raw -49102.231345 + Penalty 1052.131887 = -48050.099458 nChanged 18 SP:Iteration 5Q (54.652122 sec): 3 clusters Score: Raw -49117.581953 + Penalty 1051.671422 = -48065.910531 nChanged 10 SP:Iteration 6Q (54.653199 sec): 3 clusters Score: Raw -49129.819624 + Penalty 1051.414297 = -48078.405326 nChanged 10 SP:Iteration 7Q (54.654295 sec): 3 clusters Score: Raw -49136.981418 + Penalty 1050.190637 = -48086.790781 nChanged 4 SP:Iteration 8Q (54.655364 sec): 3 clusters Score: Raw -49139.849009 + Penalty 1049.788546 = -48090.060463 nChanged 5 SP:Iteration 9Q (54.656434 sec): 3 clusters Score: Raw -49141.710550 + Penalty 1050.647954 = -48091.062595 nChanged 2 SP:Iteration 10F (54.657564 sec): 3 clusters Score: Raw -49142.529034 + Penalty 1050.818255 = -48091.710779 nChanged 1 SP:Iteration 11Q (54.658630 sec): 3 clusters Score: Raw -49142.623631 + Penalty 1050.818255 = -48091.805376 nChanged 0 SP:Iteration 12F (54.659719 sec): 3 clusters Score: Raw -49142.623631 + Penalty 1050.818255 = -48091.805376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.661720 sec): 2 clusters Score: Raw -23662.905455 + Penalty 676.709447 = -22986.196007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.662358 sec): 3 clusters Score: Raw -23609.837984 + Penalty 1349.672548 = -22260.165436 nChanged 33 SP:Iteration 1F (54.662983 sec): 3 clusters Score: Raw -23668.399677 + Penalty 1349.337173 = -22319.062503 nChanged 9 SP:Iteration 2Q (54.663600 sec): 3 clusters Score: Raw -23682.372352 + Penalty 1349.222285 = -22333.150067 nChanged 4 SP:Iteration 3Q (54.664219 sec): 3 clusters Score: Raw -23690.263079 + Penalty 1348.298171 = -22341.964908 nChanged 2 SP:Iteration 4Q (54.664850 sec): 3 clusters Score: Raw -23692.385356 + Penalty 1348.298171 = -22344.087185 nChanged 0 SP:Iteration 5F (54.665478 sec): 3 clusters Score: Raw -23692.385356 + Penalty 1348.298171 = -22344.087185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.666350 sec): 2 clusters Score: Raw -366.151012 + Penalty 90.507339 = -275.643673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.666554 sec): 3 clusters Score: Raw -366.082717 + Penalty 133.615199 = -232.467518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.667285 sec): 2 clusters Score: Raw -88.033369 + Penalty 0.000000 = -88.033369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.667465 sec): 2 clusters Score: Raw -88.033369 + Penalty 0.000000 = -88.033369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.669196 sec): 2 clusters Score: Raw -35966.747346 + Penalty 589.073591 = -35377.673756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.670050 sec): 3 clusters Score: Raw -35825.769150 + Penalty 1182.634267 = -34643.134883 nChanged 95 SP:Iteration 1F (54.670890 sec): 3 clusters Score: Raw -35935.060165 + Penalty 1182.946055 = -34752.114110 nChanged 31 SP:Iteration 2F (54.671737 sec): 3 clusters Score: Raw -35968.541339 + Penalty 1186.186268 = -34782.355072 nChanged 12 SP:Iteration 3Q (54.672554 sec): 3 clusters Score: Raw -35984.644636 + Penalty 1191.351598 = -34793.293038 nChanged 10 SP:Iteration 4Q (54.673386 sec): 3 clusters Score: Raw -35993.579201 + Penalty 1194.538479 = -34799.040721 nChanged 4 SP:Iteration 5Q (54.674205 sec): 3 clusters Score: Raw -35996.107491 + Penalty 1197.127487 = -34798.980004 nChanged 3 SP:Iteration 6F (54.675053 sec): 3 clusters Score: Raw -35997.928458 + Penalty 1198.168273 = -34799.760185 nChanged 1 SP:Iteration 7Q (54.675893 sec): 3 clusters Score: Raw -35998.363266 + Penalty 1198.168273 = -34800.194993 nChanged 0 SP:Iteration 8F (54.676758 sec): 3 clusters Score: Raw -35998.363266 + Penalty 1198.168273 = -34800.194993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.677678 sec): 2 clusters Score: Raw -1380.976398 + Penalty 230.438448 = -1150.537950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.677910 sec): 3 clusters Score: Raw -1375.024220 + Penalty 449.743750 = -925.280470 nChanged 1 SP:Iteration 1F (54.678167 sec): 3 clusters Score: Raw -1376.599782 + Penalty 449.743750 = -926.856032 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.681099 sec): 2 clusters Score: Raw -65658.497166 + Penalty 343.033142 = -65315.464025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.682521 sec): 3 clusters Score: Raw -65252.418970 + Penalty 689.299691 = -64563.119279 nChanged 267 SP:Iteration 1F (54.683912 sec): 3 clusters Score: Raw -65401.340404 + Penalty 693.981608 = -64707.358796 nChanged 73 SP:Iteration 2F (54.685353 sec): 3 clusters Score: Raw -65452.280232 + Penalty 706.625351 = -64745.654880 nChanged 63 SP:Iteration 3F (54.686769 sec): 3 clusters Score: Raw -65529.957639 + Penalty 729.646011 = -64800.311627 nChanged 64 SP:Iteration 4F (54.688175 sec): 3 clusters Score: Raw -65604.815285 + Penalty 739.325079 = -64865.490205 nChanged 29 SP:Iteration 5Q (54.689588 sec): 3 clusters Score: Raw -65631.196037 + Penalty 761.524112 = -64869.671925 nChanged 20 SP:Iteration 6Q (54.690907 sec): 3 clusters Score: Raw -65650.168465 + Penalty 777.328591 = -64872.839873 nChanged 15 SP:Iteration 7Q (54.692253 sec): 3 clusters Score: Raw -65660.708087 + Penalty 793.462462 = -64867.245625 nChanged 5 SP:Iteration 8F (54.693652 sec): 3 clusters Score: Raw -65663.138062 + Penalty 799.641675 = -64863.496387 nChanged 4 SP:Iteration 9F (54.695102 sec): 3 clusters Score: Raw -65665.871462 + Penalty 810.846450 = -64855.025012 nChanged 4 SP:Iteration 10F (54.696586 sec): 3 clusters Score: Raw -65669.260936 + Penalty 814.587866 = -64854.673070 nChanged 2 SP:Iteration 11F (54.697984 sec): 3 clusters Score: Raw -65670.628833 + Penalty 817.746453 = -64852.882380 nChanged 2 SP:Iteration 12F (54.699409 sec): 3 clusters Score: Raw -65671.261789 + Penalty 823.440070 = -64847.821719 nChanged 1 SP:Iteration 13F (54.700811 sec): 3 clusters Score: Raw -65671.458555 + Penalty 823.440070 = -64848.018485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.702586 sec): 2 clusters Score: Raw -6966.074065 + Penalty 616.402750 = -6349.671315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.703112 sec): 3 clusters Score: Raw -7127.726310 + Penalty 1233.522235 = -5894.204075 nChanged 28 SP:Iteration 1F (54.703613 sec): 3 clusters Score: Raw -7206.582053 + Penalty 1236.883558 = -5969.698495 nChanged 8 SP:Iteration 2Q (54.704073 sec): 3 clusters Score: Raw -7248.514260 + Penalty 1237.381994 = -6011.132265 nChanged 2 SP:Iteration 3Q (54.704558 sec): 3 clusters Score: Raw -7257.230965 + Penalty 1237.948268 = -6019.282698 nChanged 2 SP:Iteration 4Q (54.705022 sec): 3 clusters Score: Raw -7260.812141 + Penalty 1245.649665 = -6015.162475 nChanged 3 SP:Iteration 5F (54.705528 sec): 3 clusters Score: Raw -7268.331928 + Penalty 1249.008038 = -6019.323891 nChanged 1 SP:Iteration 6Q (54.705990 sec): 3 clusters Score: Raw -7275.170521 + Penalty 1249.008038 = -6026.162483 nChanged 0 SP:Iteration 7F (54.706496 sec): 3 clusters Score: Raw -7275.170521 + Penalty 1249.008038 = -6026.162483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.707374 sec): 2 clusters Score: Raw -1580.937180 + Penalty 204.137910 = -1376.799270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.707615 sec): 3 clusters Score: Raw -1586.473839 + Penalty 414.312828 = -1172.161011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.708397 sec): 2 clusters Score: Raw -759.312602 + Penalty 180.792649 = -578.519953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.708619 sec): 3 clusters Score: Raw -773.257571 + Penalty 337.864502 = -435.393069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 30 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.709429 sec): 2 clusters Score: Raw -1488.533187 + Penalty 289.411421 = -1199.121765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.709665 sec): 3 clusters Score: Raw -1494.881889 + Penalty 576.842599 = -918.039289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.710399 sec): 2 clusters Score: Raw -508.185431 + Penalty 28.624281 = -479.561150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.710591 sec): 3 clusters Score: Raw -517.449799 + Penalty 60.788211 = -456.661588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.711398 sec): 2 clusters Score: Raw -2933.795899 + Penalty 366.097195 = -2567.698703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.711661 sec): 3 clusters Score: Raw -2944.972690 + Penalty 727.492567 = -2217.480124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 33 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.712540 sec): 2 clusters Score: Raw -4746.618797 + Penalty 448.201532 = -4298.417264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.712836 sec): 3 clusters Score: Raw -4769.020853 + Penalty 897.568353 = -3871.452500 nChanged 1 SP:Iteration 1Q (54.713121 sec): 3 clusters Score: Raw -4771.884280 + Penalty 897.568353 = -3874.315927 nChanged 0 SP:Iteration 2F (54.713411 sec): 3 clusters Score: Raw -4771.884280 + Penalty 897.568353 = -3874.315927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.714230 sec): 2 clusters Score: Raw -2059.777947 + Penalty 288.065086 = -1771.712861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.714476 sec): 3 clusters Score: Raw -2071.767530 + Penalty 577.458132 = -1494.309398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.715205 sec): 2 clusters Score: Raw -88.611352 + Penalty 0.000000 = -88.611352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.715385 sec): 2 clusters Score: Raw -88.611352 + Penalty 0.000000 = -88.611352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.716121 sec): 2 clusters Score: Raw -293.930097 + Penalty 104.545608 = -189.384489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.716331 sec): 3 clusters Score: Raw -286.616652 + Penalty 200.749328 = -85.867324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.717937 sec): 2 clusters Score: Raw -30302.520398 + Penalty 441.590177 = -29860.930221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.718731 sec): 3 clusters Score: Raw -30140.638767 + Penalty 883.741020 = -29256.897747 nChanged 78 SP:Iteration 1F (54.719474 sec): 3 clusters Score: Raw -30207.472817 + Penalty 883.962438 = -29323.510379 nChanged 28 SP:Iteration 2F (54.720213 sec): 3 clusters Score: Raw -30232.310685 + Penalty 883.747481 = -29348.563204 nChanged 19 SP:Iteration 3F (54.720959 sec): 3 clusters Score: Raw -30248.668629 + Penalty 883.438206 = -29365.230423 nChanged 7 SP:Iteration 4Q (54.721699 sec): 3 clusters Score: Raw -30251.501014 + Penalty 883.270832 = -29368.230182 nChanged 3 SP:Iteration 5Q (54.722462 sec): 3 clusters Score: Raw -30252.434333 + Penalty 883.212329 = -29369.222005 nChanged 3 SP:Iteration 6Q (54.723197 sec): 3 clusters Score: Raw -30253.211390 + Penalty 883.161980 = -29370.049410 nChanged 4 SP:Iteration 7Q (54.723931 sec): 3 clusters Score: Raw -30255.459288 + Penalty 883.155554 = -29372.303734 nChanged 5 SP:Iteration 8Q (54.724670 sec): 3 clusters Score: Raw -30257.661270 + Penalty 883.227186 = -29374.434084 nChanged 3 SP:Iteration 9Q (54.725426 sec): 3 clusters Score: Raw -30258.269940 + Penalty 883.350337 = -29374.919603 nChanged 2 SP:Iteration 10F (54.726167 sec): 3 clusters Score: Raw -30258.976077 + Penalty 883.697616 = -29375.278461 nChanged 4 SP:Iteration 11Q (54.726902 sec): 3 clusters Score: Raw -30260.429262 + Penalty 884.275489 = -29376.153774 nChanged 5 SP:Iteration 12Q (54.727635 sec): 3 clusters Score: Raw -30262.907976 + Penalty 885.645206 = -29377.262769 nChanged 8 SP:Iteration 13Q (54.728368 sec): 3 clusters Score: Raw -30267.750390 + Penalty 889.196756 = -29378.553633 nChanged 9 SP:Iteration 14Q (54.729103 sec): 3 clusters Score: Raw -30274.839894 + Penalty 891.365249 = -29383.474646 nChanged 12 SP:Iteration 15Q (54.729858 sec): 3 clusters Score: Raw -30284.157117 + Penalty 893.899523 = -29390.257594 nChanged 6 SP:Iteration 16Q (54.730592 sec): 3 clusters Score: Raw -30289.389523 + Penalty 894.440674 = -29394.948850 nChanged 2 SP:Iteration 17Q (54.731326 sec): 3 clusters Score: Raw -30294.544454 + Penalty 893.617209 = -29400.927245 nChanged 1 SP:Iteration 18Q (54.732058 sec): 3 clusters Score: Raw -30295.194275 + Penalty 893.617209 = -29401.577066 nChanged 0 SP:Iteration 19F (54.732796 sec): 3 clusters Score: Raw -30295.194275 + Penalty 893.617209 = -29401.577066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.733951 sec): 2 clusters Score: Raw -8595.931244 + Penalty 526.766022 = -8069.165222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.734356 sec): 3 clusters Score: Raw -8585.351561 + Penalty 1059.498063 = -7525.853498 nChanged 6 SP:Iteration 1F (54.734728 sec): 3 clusters Score: Raw -8599.058097 + Penalty 1063.165881 = -7535.892216 nChanged 6 SP:Iteration 2F (54.735099 sec): 3 clusters Score: Raw -8612.587489 + Penalty 1066.681622 = -7545.905866 nChanged 1 SP:Iteration 3Q (54.735463 sec): 3 clusters Score: Raw -8616.049677 + Penalty 1066.681622 = -7549.368055 nChanged 0 SP:Iteration 4F (54.735833 sec): 3 clusters Score: Raw -8616.049677 + Penalty 1066.681622 = -7549.368055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.738351 sec): 2 clusters Score: Raw -52154.660536 + Penalty 957.857958 = -51196.802578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.739567 sec): 3 clusters Score: Raw -52004.851419 + Penalty 1915.775026 = -50089.076394 nChanged 129 SP:Iteration 1F (54.740709 sec): 3 clusters Score: Raw -52140.815257 + Penalty 1915.475531 = -50225.339727 nChanged 35 SP:Iteration 2F (54.741844 sec): 3 clusters Score: Raw -52182.208359 + Penalty 1915.242273 = -50266.966086 nChanged 23 SP:Iteration 3Q (54.742962 sec): 3 clusters Score: Raw -52211.371982 + Penalty 1915.298400 = -50296.073582 nChanged 15 SP:Iteration 4Q (54.744098 sec): 3 clusters Score: Raw -52225.547617 + Penalty 1915.020369 = -50310.527248 nChanged 4 SP:Iteration 5Q (54.745217 sec): 3 clusters Score: Raw -52229.581461 + Penalty 1914.950244 = -50314.631217 nChanged 3 SP:Iteration 6Q (54.746326 sec): 3 clusters Score: Raw -52233.896837 + Penalty 1914.739832 = -50319.157005 nChanged 2 SP:Iteration 7Q (54.747434 sec): 3 clusters Score: Raw -52237.189344 + Penalty 1914.741876 = -50322.447468 nChanged 2 SP:Iteration 8Q (54.748569 sec): 3 clusters Score: Raw -52238.212717 + Penalty 1914.869956 = -50323.342761 nChanged 1 SP:Iteration 9Q (54.749712 sec): 3 clusters Score: Raw -52239.586049 + Penalty 1914.869956 = -50324.716093 nChanged 2 SP:Iteration 10F (54.750846 sec): 3 clusters Score: Raw -52241.653700 + Penalty 1914.994415 = -50326.659285 nChanged 1 SP:Iteration 11Q (54.751953 sec): 3 clusters Score: Raw -52243.110532 + Penalty 1915.221582 = -50327.888951 nChanged 2 SP:Iteration 12Q (54.753080 sec): 3 clusters Score: Raw -52247.803084 + Penalty 1915.337678 = -50332.465406 nChanged 1 SP:Iteration 13Q (54.754192 sec): 3 clusters Score: Raw -52248.571179 + Penalty 1915.337678 = -50333.233500 nChanged 0 SP:Iteration 14F (54.755354 sec): 3 clusters Score: Raw -52248.571179 + Penalty 1915.337678 = -50333.233500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 44 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.756757 sec): 2 clusters Score: Raw -850.938860 + Penalty 258.020590 = -592.918271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.756984 sec): 3 clusters Score: Raw -910.080788 + Penalty 507.105153 = -402.975635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.758127 sec): 2 clusters Score: Raw -13479.945526 + Penalty 611.095378 = -12868.850148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.758582 sec): 3 clusters Score: Raw -13486.920608 + Penalty 1223.714762 = -12263.205846 nChanged 12 SP:Iteration 1F (54.759029 sec): 3 clusters Score: Raw -13512.011692 + Penalty 1227.009339 = -12285.002354 nChanged 6 SP:Iteration 2Q (54.759467 sec): 3 clusters Score: Raw -13528.737474 + Penalty 1228.903735 = -12299.833739 nChanged 3 SP:Iteration 3Q (54.759901 sec): 3 clusters Score: Raw -13539.175839 + Penalty 1230.607534 = -12308.568305 nChanged 1 SP:Iteration 4Q (54.760332 sec): 3 clusters Score: Raw -13541.655632 + Penalty 1230.263163 = -12311.392469 nChanged 1 SP:Iteration 5Q (54.760760 sec): 3 clusters Score: Raw -13544.837144 + Penalty 1229.535278 = -12315.301866 nChanged 1 SP:Iteration 6Q (54.761188 sec): 3 clusters Score: Raw -13547.016966 + Penalty 1229.535278 = -12317.481688 nChanged 0 SP:Iteration 7F (54.761634 sec): 3 clusters Score: Raw -13547.016966 + Penalty 1229.535278 = -12317.481688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.762572 sec): 2 clusters Score: Raw -4508.730701 + Penalty 420.426018 = -4088.304683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.762863 sec): 3 clusters Score: Raw -4524.640639 + Penalty 858.867436 = -3665.773204 nChanged 2 SP:Iteration 1Q (54.763144 sec): 3 clusters Score: Raw -4529.016780 + Penalty 858.867436 = -3670.149344 nChanged 0 SP:Iteration 2F (54.763430 sec): 3 clusters Score: Raw -4529.016780 + Penalty 858.867436 = -3670.149344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.764234 sec): 2 clusters Score: Raw -1568.578564 + Penalty 293.303631 = -1275.274933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.764469 sec): 3 clusters Score: Raw -1579.722597 + Penalty 593.213717 = -986.508881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 51 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.765298 sec): 2 clusters Score: Raw -3779.446111 + Penalty 404.058171 = -3375.387940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.765578 sec): 3 clusters Score: Raw -3817.559716 + Penalty 805.495144 = -3012.064572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.767233 sec): 2 clusters Score: Raw -18640.783461 + Penalty 669.942864 = -17970.840598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.767814 sec): 3 clusters Score: Raw -18594.673870 + Penalty 1340.294270 = -17254.379600 nChanged 37 SP:Iteration 1F (54.768371 sec): 3 clusters Score: Raw -18649.574008 + Penalty 1340.568598 = -17309.005410 nChanged 5 SP:Iteration 2Q (54.768904 sec): 3 clusters Score: Raw -18655.434187 + Penalty 1340.888962 = -17314.545225 nChanged 1 SP:Iteration 3Q (54.769433 sec): 3 clusters Score: Raw -18655.817421 + Penalty 1340.957306 = -17314.860115 nChanged 1 SP:Iteration 4Q (54.769963 sec): 3 clusters Score: Raw -18656.188762 + Penalty 1340.957306 = -17315.231456 nChanged 0 SP:Iteration 5F (54.770522 sec): 3 clusters Score: Raw -18656.188762 + Penalty 1340.957306 = -17315.231456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.772224 sec): 2 clusters Score: Raw -19683.233246 + Penalty 837.269812 = -18845.963434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.772756 sec): 3 clusters Score: Raw -19716.248683 + Penalty 1674.057340 = -18042.191343 nChanged 23 SP:Iteration 1F (54.773280 sec): 3 clusters Score: Raw -19770.213105 + Penalty 1674.097087 = -18096.116018 nChanged 6 SP:Iteration 2Q (54.773785 sec): 3 clusters Score: Raw -19783.549786 + Penalty 1674.097087 = -18109.452699 nChanged 0 SP:Iteration 3F (54.774310 sec): 3 clusters Score: Raw -19783.549786 + Penalty 1674.097087 = -18109.452699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.775672 sec): 2 clusters Score: Raw -21584.096043 + Penalty 830.671669 = -20753.424374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.776244 sec): 3 clusters Score: Raw -21585.341300 + Penalty 1661.424487 = -19923.916813 nChanged 31 SP:Iteration 1F (54.776805 sec): 3 clusters Score: Raw -21654.122405 + Penalty 1661.359633 = -19992.762772 nChanged 11 SP:Iteration 2F (54.777364 sec): 3 clusters Score: Raw -21681.274621 + Penalty 1661.368728 = -20019.905893 nChanged 2 SP:Iteration 3Q (54.777905 sec): 3 clusters Score: Raw -21687.450226 + Penalty 1661.368728 = -20026.081499 nChanged 0 SP:Iteration 4F (54.778464 sec): 3 clusters Score: Raw -21687.450226 + Penalty 1661.368728 = -20026.081499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.779381 sec): 2 clusters Score: Raw -2774.902574 + Penalty 372.015971 = -2402.886603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.779659 sec): 3 clusters Score: Raw -2788.676096 + Penalty 737.273270 = -2051.402826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.780198 sec): 2 clusters Score: Raw -3163.572396 + Penalty 385.815146 = -2777.757250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.780464 sec): 3 clusters Score: Raw -3186.078488 + Penalty 771.630292 = -2414.448196 nChanged 1 SP:Iteration 1Q (54.780719 sec): 3 clusters Score: Raw -3188.896284 + Penalty 771.630292 = -2417.265992 nChanged 0 SP:Iteration 2F (54.780978 sec): 3 clusters Score: Raw -3188.896284 + Penalty 771.630292 = -2417.265992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.781741 sec): 2 clusters Score: Raw -10676.870550 + Penalty 446.510174 = -10230.360376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.782152 sec): 3 clusters Score: Raw -10645.671966 + Penalty 893.943733 = -9751.728233 nChanged 11 SP:Iteration 1F (54.782556 sec): 3 clusters Score: Raw -10660.149560 + Penalty 895.091626 = -9765.057934 nChanged 7 SP:Iteration 2F (54.782987 sec): 3 clusters Score: Raw -10673.098525 + Penalty 894.411612 = -9778.686913 nChanged 6 SP:Iteration 3F (54.783391 sec): 3 clusters Score: Raw -10680.704356 + Penalty 889.598867 = -9791.105489 nChanged 4 SP:Iteration 4Q (54.783793 sec): 3 clusters Score: Raw -10688.192308 + Penalty 891.819265 = -9796.373042 nChanged 1 SP:Iteration 5Q (54.784199 sec): 3 clusters Score: Raw -10689.626831 + Penalty 892.416770 = -9797.210061 nChanged 1 SP:Iteration 6Q (54.784598 sec): 3 clusters Score: Raw -10691.554981 + Penalty 892.416770 = -9799.138211 nChanged 0 SP:Iteration 7F (54.785001 sec): 3 clusters Score: Raw -10691.554981 + Penalty 892.416770 = -9799.138211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.785658 sec): 2 clusters Score: Raw -6652.885598 + Penalty 265.327376 = -6387.558222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.786004 sec): 3 clusters Score: Raw -6632.788161 + Penalty 531.919706 = -6100.868454 nChanged 11 SP:Iteration 1F (54.786341 sec): 3 clusters Score: Raw -6649.739606 + Penalty 540.031311 = -6109.708296 nChanged 6 SP:Iteration 2F (54.786677 sec): 3 clusters Score: Raw -6661.541245 + Penalty 544.551352 = -6116.989893 nChanged 1 SP:Iteration 3Q (54.787013 sec): 3 clusters Score: Raw -6663.305546 + Penalty 548.593282 = -6114.712264 nChanged 1 SP:Iteration 4F (54.787350 sec): 3 clusters Score: Raw -6666.958970 + Penalty 558.055388 = -6108.903583 nChanged 2 SP:Iteration 5F (54.787689 sec): 3 clusters Score: Raw -6671.582579 + Penalty 558.055388 = -6113.527192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.788193 sec): 2 clusters Score: Raw -1852.635044 + Penalty 319.238549 = -1533.396495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.788432 sec): 3 clusters Score: Raw -1853.711258 + Penalty 641.490400 = -1212.220858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.788903 sec): 2 clusters Score: Raw -570.979451 + Penalty 181.055399 = -389.924053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.789119 sec): 3 clusters Score: Raw -578.043429 + Penalty 348.945479 = -229.097951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 76 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.789761 sec): 2 clusters Score: Raw -6742.497689 + Penalty 480.795284 = -6261.702405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.790098 sec): 3 clusters Score: Raw -6744.884072 + Penalty 962.538821 = -5782.345250 nChanged 2 SP:Iteration 1Q (54.790428 sec): 3 clusters Score: Raw -6749.203002 + Penalty 964.770233 = -5784.432769 nChanged 1 SP:Iteration 2Q (54.790748 sec): 3 clusters Score: Raw -6750.890565 + Penalty 967.509864 = -5783.380701 nChanged 1 SP:Iteration 3F (54.791078 sec): 3 clusters Score: Raw -6753.058047 + Penalty 970.609627 = -5782.448420 nChanged 1 SP:Iteration 4F (54.791401 sec): 3 clusters Score: Raw -6755.717981 + Penalty 970.609627 = -5785.108354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.791872 sec): 2 clusters Score: Raw -685.212000 + Penalty 157.961642 = -527.250358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.792091 sec): 3 clusters Score: Raw -681.318637 + Penalty 315.305778 = -366.012858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 84 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.792553 sec): 2 clusters Score: Raw -285.969045 + Penalty 65.478053 = -220.490992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.792782 sec): 3 clusters Score: Raw -279.484543 + Penalty 65.478053 = -214.006490 nChanged 1 SP:Iteration 1F (54.792973 sec): 2 clusters Score: Raw -285.969045 + Penalty 65.478053 = -220.490992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.793442 sec): 2 clusters Score: Raw -551.600150 + Penalty 155.656944 = -395.943206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.793659 sec): 3 clusters Score: Raw -571.553839 + Penalty 311.313887 = -260.239952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.794137 sec): 2 clusters Score: Raw -995.790580 + Penalty 246.179529 = -749.611051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.794364 sec): 3 clusters Score: Raw -994.957223 + Penalty 484.886097 = -510.071126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.794837 sec): 2 clusters Score: Raw -890.806126 + Penalty 223.202595 = -667.603531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.795059 sec): 3 clusters Score: Raw -887.967148 + Penalty 449.559288 = -438.407860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.795540 sec): 2 clusters Score: Raw -1051.770172 + Penalty 191.386899 = -860.383273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.795767 sec): 3 clusters Score: Raw -1050.726388 + Penalty 376.745392 = -673.980996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 100 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.796351 sec): 2 clusters Score: Raw -4993.800109 + Penalty 439.891347 = -4553.908762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.796652 sec): 3 clusters Score: Raw -5008.588118 + Penalty 877.814027 = -4130.774091 nChanged 2 SP:Iteration 1Q (54.796944 sec): 3 clusters Score: Raw -5013.055699 + Penalty 877.814027 = -4135.241672 nChanged 0 SP:Iteration 2F (54.797239 sec): 3 clusters Score: Raw -5013.055699 + Penalty 877.814027 = -4135.241672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.797888 sec): 2 clusters Score: Raw -6327.565498 + Penalty 392.166808 = -5935.398690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.798228 sec): 3 clusters Score: Raw -6319.364950 + Penalty 791.820741 = -5527.544209 nChanged 8 SP:Iteration 1F (54.798562 sec): 3 clusters Score: Raw -6337.456640 + Penalty 796.230575 = -5541.226065 nChanged 4 SP:Iteration 2F (54.798895 sec): 3 clusters Score: Raw -6347.593623 + Penalty 808.472143 = -5539.121480 nChanged 4 SP:Iteration 3F (54.799230 sec): 3 clusters Score: Raw -6362.235962 + Penalty 824.911199 = -5537.324762 nChanged 3 SP:Iteration 4F (54.799565 sec): 3 clusters Score: Raw -6371.332349 + Penalty 837.007333 = -5534.325016 nChanged 2 SP:Iteration 5F (54.799900 sec): 3 clusters Score: Raw -6376.371163 + Penalty 837.007333 = -5539.363830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 104 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.800370 sec): 2 clusters Score: Raw -587.482995 + Penalty 134.536498 = -452.946497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.800586 sec): 3 clusters Score: Raw -580.358567 + Penalty 260.214163 = -320.144404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.801075 sec): 2 clusters Score: Raw -491.255865 + Penalty 138.988311 = -352.267553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.801288 sec): 3 clusters Score: Raw -484.167623 + Penalty 138.988311 = -345.179311 nChanged 1 SP:Iteration 1F (54.801482 sec): 2 clusters Score: Raw -491.255865 + Penalty 138.988311 = -352.267553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.801949 sec): 2 clusters Score: Raw -598.469444 + Penalty 172.070511 = -426.398934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.802164 sec): 3 clusters Score: Raw -591.654607 + Penalty 347.735748 = -243.918859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.802700 sec): 2 clusters Score: Raw -3258.658564 + Penalty 388.426896 = -2870.231668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.802967 sec): 3 clusters Score: Raw -3283.603327 + Penalty 776.869253 = -2506.734074 nChanged 1 SP:Iteration 1Q (54.803225 sec): 3 clusters Score: Raw -3287.646388 + Penalty 776.869253 = -2510.777135 nChanged 0 SP:Iteration 2F (54.803487 sec): 3 clusters Score: Raw -3287.646388 + Penalty 776.869253 = -2510.777135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 120 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.803963 sec): 2 clusters Score: Raw -863.428106 + Penalty 181.105969 = -682.322137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.804189 sec): 3 clusters Score: Raw -867.859028 + Penalty 348.564044 = -519.294984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.804648 sec): 2 clusters Score: Raw -292.954083 + Penalty 108.458047 = -184.496036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.804857 sec): 3 clusters Score: Raw -285.856494 + Penalty 218.792876 = -67.063618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.805320 sec): 2 clusters Score: Raw -295.401517 + Penalty 109.956763 = -185.444755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.805529 sec): 3 clusters Score: Raw -287.086113 + Penalty 219.804641 = -67.281473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.806004 sec): 2 clusters Score: Raw -770.102970 + Penalty 74.899002 = -695.203967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.806223 sec): 3 clusters Score: Raw -781.096318 + Penalty 149.885549 = -631.210770 nChanged 1 SP:Iteration 1F (54.806439 sec): 3 clusters Score: Raw -789.873588 + Penalty 149.885549 = -639.988040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.806899 sec): 2 clusters Score: Raw -395.725475 + Penalty 147.328773 = -248.396702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.807111 sec): 3 clusters Score: Raw -388.403802 + Penalty 319.227789 = -69.176013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.807588 sec): 2 clusters Score: Raw -979.280564 + Penalty 240.786330 = -738.494235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.807812 sec): 3 clusters Score: Raw -980.702690 + Penalty 481.572660 = -499.130030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 133 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.808333 sec): 2 clusters Score: Raw -1909.103138 + Penalty 319.369551 = -1589.733587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.808574 sec): 3 clusters Score: Raw -1910.432804 + Penalty 638.224399 = -1272.208405 nChanged 1 SP:Iteration 1F (54.808811 sec): 3 clusters Score: Raw -1912.756669 + Penalty 638.224399 = -1274.532271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.809445 sec): 2 clusters Score: Raw -7031.042480 + Penalty 496.960730 = -6534.081750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.809781 sec): 3 clusters Score: Raw -7026.488749 + Penalty 998.103924 = -6028.384826 nChanged 3 SP:Iteration 1Q (54.810111 sec): 3 clusters Score: Raw -7033.842527 + Penalty 998.103924 = -6035.738604 nChanged 0 SP:Iteration 2F (54.810443 sec): 3 clusters Score: Raw -7033.842527 + Penalty 998.103924 = -6035.738604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.810890 sec): 2 clusters Score: Raw -173.135805 + Penalty 3.465736 = -169.670069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.811071 sec): 2 clusters Score: Raw -173.135805 + Penalty 3.465736 = -169.670069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.811540 sec): 2 clusters Score: Raw -684.083655 + Penalty 204.528035 = -479.555620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.811758 sec): 3 clusters Score: Raw -685.696017 + Penalty 409.392644 = -276.303372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 148 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.812250 sec): 2 clusters Score: Raw -1572.360976 + Penalty 310.562769 = -1261.798207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.812485 sec): 3 clusters Score: Raw -1574.297470 + Penalty 625.892958 = -948.404512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.812932 sec): 2 clusters Score: Raw -92.006916 + Penalty 0.000000 = -92.006916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.813117 sec): 2 clusters Score: Raw -92.006916 + Penalty 0.000000 = -92.006916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.813579 sec): 2 clusters Score: Raw -383.423348 + Penalty 120.120218 = -263.303130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.813789 sec): 3 clusters Score: Raw -378.680836 + Penalty 251.045136 = -127.635700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.814237 sec): 2 clusters Score: Raw -175.200400 + Penalty 5.092358 = -170.108042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.814419 sec): 2 clusters Score: Raw -175.200400 + Penalty 5.092358 = -170.108042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.814878 sec): 2 clusters Score: Raw -376.628869 + Penalty 105.806389 = -270.822480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.815073 sec): 2 clusters Score: Raw -376.628869 + Penalty 105.806389 = -270.822480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.815552 sec): 2 clusters Score: Raw -294.051506 + Penalty 108.866080 = -185.185426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.815761 sec): 3 clusters Score: Raw -285.395698 + Penalty 228.759399 = -56.636299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.816225 sec): 2 clusters Score: Raw -490.834156 + Penalty 151.885115 = -338.949041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.816440 sec): 3 clusters Score: Raw -480.938805 + Penalty 300.333340 = -180.605465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.816899 sec): 2 clusters Score: Raw -293.837125 + Penalty 98.626134 = -195.210991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.817107 sec): 3 clusters Score: Raw -284.954523 + Penalty 194.167131 = -90.787392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 175 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.817621 sec): 2 clusters Score: Raw -2448.894329 + Penalty 339.207460 = -2109.686869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.817873 sec): 3 clusters Score: Raw -2458.558220 + Penalty 683.776155 = -1774.782066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.818330 sec): 2 clusters Score: Raw -189.710595 + Penalty 53.481734 = -136.228861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.818518 sec): 2 clusters Score: Raw -189.710595 + Penalty 53.481734 = -136.228861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.818970 sec): 2 clusters Score: Raw -194.385557 + Penalty 51.831873 = -142.553684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.819168 sec): 3 clusters Score: Raw -186.410450 + Penalty 103.663746 = -82.746705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 186 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.819634 sec): 2 clusters Score: Raw -573.393290 + Penalty 159.256992 = -414.136297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.819850 sec): 3 clusters Score: Raw -576.366880 + Penalty 327.709795 = -248.657085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.820297 sec): 2 clusters Score: Raw -88.912684 + Penalty 0.000000 = -88.912684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.820482 sec): 2 clusters Score: Raw -88.912684 + Penalty 0.000000 = -88.912684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.820945 sec): 2 clusters Score: Raw -449.391622 + Penalty 42.868010 = -406.523611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.821141 sec): 2 clusters Score: Raw -449.391622 + Penalty 42.868010 = -406.523611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.821584 sec): 2 clusters Score: Raw -89.823088 + Penalty 0.000000 = -89.823088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.821764 sec): 2 clusters Score: Raw -89.823088 + Penalty 0.000000 = -89.823088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 195 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.822248 sec): 2 clusters Score: Raw -594.842480 + Penalty 185.889787 = -408.952693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.822464 sec): 3 clusters Score: Raw -588.666092 + Penalty 391.869717 = -196.796375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.822908 sec): 2 clusters Score: Raw -86.243647 + Penalty 0.000000 = -86.243647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.823087 sec): 2 clusters Score: Raw -86.243647 + Penalty 0.000000 = -86.243647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.823539 sec): 2 clusters Score: Raw -249.158684 + Penalty 25.583143 = -223.575541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.823726 sec): 2 clusters Score: Raw -249.158684 + Penalty 25.583143 = -223.575541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.824194 sec): 2 clusters Score: Raw -590.641573 + Penalty 177.430823 = -413.210750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.824410 sec): 3 clusters Score: Raw -583.453121 + Penalty 177.430823 = -406.022297 nChanged 1 SP:Iteration 1F (54.824604 sec): 2 clusters Score: Raw -590.641573 + Penalty 177.430823 = -413.210750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.825047 sec): 2 clusters Score: Raw -89.823089 + Penalty 0.000000 = -89.823089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.825227 sec): 2 clusters Score: Raw -89.823089 + Penalty 0.000000 = -89.823089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 232 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.825682 sec): 2 clusters Score: Raw -356.480124 + Penalty 52.286778 = -304.193346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.825879 sec): 3 clusters Score: Raw -359.781825 + Penalty 104.573556 = -255.208269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.826335 sec): 2 clusters Score: Raw -196.015866 + Penalty 63.988229 = -132.027637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.826538 sec): 3 clusters Score: Raw -186.663987 + Penalty 127.976458 = -58.687529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 237 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.826986 sec): 2 clusters Score: Raw -92.839319 + Penalty 0.000000 = -92.839319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.827171 sec): 2 clusters Score: Raw -92.839319 + Penalty 0.000000 = -92.839319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 239 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.827632 sec): 2 clusters Score: Raw -515.085410 + Penalty 46.491988 = -468.593422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.827834 sec): 3 clusters Score: Raw -525.337544 + Penalty 92.983976 = -432.353568 nChanged 0 Deleting Class 92 (10 points): Lose 41.718745 but Gain 1088.013151 Iteration 119Q (54.943899 sec): 93 clusters Score: Raw -2331854.470620 + Penalty 79152.645609 = -2252701.825011 nChanged 29 Deleting Class 148 (16 points): Lose 95.281843 but Gain 1139.887092 Iteration 120F (56.033690 sec): 92 clusters Score: Raw -2331799.788242 + Penalty 78215.486393 = -2253584.301849 nChanged 30 Deleting Class 30 (15 points): Lose 52.907191 but Gain 1087.569083 Iteration 121Q (56.138577 sec): 91 clusters Score: Raw -2331814.674059 + Penalty 77312.406655 = -2254502.267404 nChanged 33 Deleting Class 100 (47 points): Lose 170.401551 but Gain 1213.296976 Iteration 122Q (56.243979 sec): 90 clusters Score: Raw -2331704.837017 + Penalty 76221.598893 = -2255483.238125 nChanged 57 Deleting Class 49 (16 points): Lose 42.212672 but Gain 1076.539290 Iteration 123Q (56.349940 sec): 89 clusters Score: Raw -2331759.005347 + Penalty 75192.647388 = -2256566.357959 nChanged 27 Deleting Class 133 (18 points): Lose 69.160694 but Gain 1097.740134 Iteration 124Q (56.456881 sec): 88 clusters Score: Raw -2331725.543913 + Penalty 74119.891681 = -2257605.652233 nChanged 22 Deleting Class 33 (48 points): Lose 149.858814 but Gain 1178.217617 Iteration 125Q (56.560814 sec): 87 clusters Score: Raw -2331603.821390 + Penalty 72968.645014 = -2258635.176376 nChanged 52 Deleting Class 73 (18 points): Lose 95.879880 but Gain 1123.982427 Iteration 126Q (56.668073 sec): 86 clusters Score: Raw -2331591.321115 + Penalty 71849.304389 = -2259742.016726 nChanged 35 Deleting Class 46 (48 points): Lose 130.475058 but Gain 1161.449756 Iteration 127Q (56.767887 sec): 85 clusters Score: Raw -2331511.160267 + Penalty 70796.666114 = -2260714.494152 nChanged 61 Deleting Class 145 (8 points): Lose 57.469983 but Gain 1122.392663 Iteration 128Q (56.867430 sec): 84 clusters Score: Raw -2331537.234405 + Penalty 69763.900771 = -2261773.333634 nChanged 27 Deleting Class 195 (6 points): Lose 28.473244 but Gain 1055.780699 Iteration 129Q (56.966041 sec): 83 clusters Score: Raw -2331542.439790 + Penalty 68653.891540 = -2262888.548250 nChanged 22 Deleting Class 130 (4 points): Lose 55.916835 but Gain 1081.508691 Iteration 130F (57.921523 sec): 82 clusters Score: Raw -2331514.047106 + Penalty 67564.887933 = -2263949.159173 nChanged 20 Deleting Class 61 (28 points): Lose 114.901420 but Gain 1136.129494 Iteration 131Q (58.019548 sec): 81 clusters Score: Raw -2331448.917135 + Penalty 66448.500369 = -2265000.416766 nChanged 38 Deleting Class 32 (31 points): Lose 89.650538 but Gain 1110.790932 Iteration 132Q (58.116668 sec): 80 clusters Score: Raw -2331412.172984 + Penalty 65355.517190 = -2266056.655794 nChanged 40 Deleting Class 137 (74 points): Lose 199.526592 but Gain 1213.918362 Iteration 133Q (58.214150 sec): 79 clusters Score: Raw -2331279.114699 + Penalty 64162.429368 = -2267116.685331 nChanged 88 Deleting Class 132 (10 points): Lose 51.732549 but Gain 1064.177412 Iteration 134Q (58.316423 sec): 78 clusters Score: Raw -2331352.764145 + Penalty 63134.013205 = -2268218.750940 nChanged 20 Deleting Class 111 (34 points): Lose 156.621783 but Gain 1168.073710 Iteration 135Q (58.411280 sec): 77 clusters Score: Raw -2331225.963214 + Penalty 62136.362348 = -2269089.600866 nChanged 47 Deleting Class 128 (3 points): Lose 19.100992 but Gain 1018.533671 Iteration 136Q (58.506858 sec): 76 clusters Score: Raw -2331308.755253 + Penalty 61140.215480 = -2270168.539773 nChanged 17 Deleting Class 13 (17 points): Lose 57.581731 but Gain 1056.039650 Iteration 137Q (58.600824 sec): 75 clusters Score: Raw -2331280.720561 + Penalty 60101.419441 = -2271179.301120 nChanged 33 Deleting Class 93 (9 points): Lose 37.663473 but Gain 1033.767058 Iteration 138Q (58.694852 sec): 74 clusters Score: Raw -2331281.435767 + Penalty 59068.110633 = -2272213.325134 nChanged 17 Deleting Class 200 (6 points): Lose 14.112711 but Gain 1007.737123 Iteration 139Q (58.787126 sec): 73 clusters Score: Raw -2331282.421927 + Penalty 58053.123531 = -2273229.298396 nChanged 11 Deleting Class 51 (40 points): Lose 144.817252 but Gain 1127.995044 Iteration 140F (59.633052 sec): 72 clusters Score: Raw -2331147.687701 + Penalty 56938.650447 = -2274209.037254 nChanged 44 Deleting Class 175 (24 points): Lose 107.368875 but Gain 1083.934044 Iteration 141Q (59.730884 sec): 71 clusters Score: Raw -2331121.960638 + Penalty 55862.195621 = -2275259.765017 nChanged 37 Deleting Class 124 (4 points): Lose 39.778371 but Gain 1007.617373 Iteration 142Q (59.822871 sec): 70 clusters Score: Raw -2331138.450266 + Penalty 54878.112715 = -2276260.337551 nChanged 14 Deleting Class 38 (3 points): Lose 3.773898 but Gain 968.409938 Iteration 143Q (59.913899 sec): 69 clusters Score: Raw -2331157.091677 + Penalty 53904.901320 = -2277252.190357 nChanged 11 Deleting Class 169 (4 points): Lose 17.743440 but Gain 981.698465 Iteration 144Q (60.004063 sec): 68 clusters Score: Raw -2331150.825039 + Penalty 52934.198872 = -2278216.626167 nChanged 10 Deleting Class 161 (3 points): Lose 51.673281 but Gain 1008.430634 Iteration 145Q (60.093618 sec): 67 clusters Score: Raw -2331110.483521 + Penalty 51922.979063 = -2279187.504458 nChanged 6 Deleting Class 76 (75 points): Lose 240.245409 but Gain 1194.875729 Iteration 146Q (60.191391 sec): 66 clusters Score: Raw -2330877.206868 + Penalty 50862.791089 = -2280014.415779 nChanged 76 Deleting Class 168 (6 points): Lose 41.849828 but Gain 1035.117088 Iteration 147Q (60.283801 sec): 65 clusters Score: Raw -2330953.951934 + Penalty 49833.119797 = -2281120.832137 nChanged 23 Deleting Class 45 (145 points): Lose 340.156144 but Gain 1295.007799 Iteration 148Q (60.374912 sec): 64 clusters Score: Raw -2330632.762521 + Penalty 48610.412860 = -2282022.349661 nChanged 161 Deleting Class 56 (187 points): Lose 683.059087 but Gain 1631.986298 Iteration 149Q (60.472403 sec): 63 clusters Score: Raw -2330166.227579 + Penalty 47061.626626 = -2283104.600953 nChanged 224 Deleting Class 75 (6 points): Lose 81.404929 but Gain 1028.323283 Iteration 150F (61.200163 sec): 62 clusters Score: Raw -2330483.828475 + Penalty 46075.185471 = -2284408.643004 nChanged 80 Deleting Class 108 (6 points): Lose 38.325605 but Gain 977.292660 Iteration 151Q (61.290537 sec): 61 clusters Score: Raw -2330544.000935 + Penalty 45114.347969 = -2285429.652966 nChanged 41 Deleting Class 234 (2 points): Lose 14.772774 but Gain 939.447529 Iteration 152Q (61.379001 sec): 60 clusters Score: Raw -2330574.470492 + Penalty 44166.559160 = -2286407.911332 nChanged 27 Deleting Class 63 (59 points): Lose 259.690928 but Gain 1183.904801 Iteration 153Q (61.466048 sec): 59 clusters Score: Raw -2330339.906029 + Penalty 43034.379921 = -2287305.526108 nChanged 80 Deleting Class 94 (12 points): Lose 65.738190 but Gain 1007.082248 Iteration 154Q (61.560167 sec): 58 clusters Score: Raw -2330412.839681 + Penalty 41972.029449 = -2288440.810231 nChanged 44 Deleting Class 35 (23 points): Lose 75.864531 but Gain 977.701546 Iteration 155Q (61.648290 sec): 57 clusters Score: Raw -2330394.620546 + Penalty 41016.775006 = -2289377.845539 nChanged 48 Deleting Class 19 (20 points): Lose 55.874073 but Gain 913.804165 Iteration 156Q (61.736415 sec): 56 clusters Score: Raw -2330390.785670 + Penalty 40107.262490 = -2290283.523181 nChanged 35 Deleting Class 155 (4 points): Lose 27.223072 but Gain 881.776569 Iteration 157Q (61.823495 sec): 55 clusters Score: Raw -2330394.144656 + Penalty 39233.416387 = -2291160.728270 nChanged 13 Deleting Class 26 (12 points): Lose 73.010077 but Gain 923.524993 Iteration 158Q (61.910261 sec): 54 clusters Score: Raw -2330349.947343 + Penalty 38296.877938 = -2292053.069405 nChanged 18 Deleting Class 107 (2 points): Lose 16.326162 but Gain 843.434128 Iteration 159Q (61.995935 sec): 53 clusters Score: Raw -2330359.026000 + Penalty 37396.612439 = -2292962.413562 nChanged 8 Deleting Class 8 (24 points): Lose 86.059631 but Gain 899.030188 Iteration 160F (62.603710 sec): 52 clusters Score: Raw -2330297.208966 + Penalty 36528.570635 = -2293768.638331 nChanged 33 Deleting Class 7 (155 points): Lose 385.222747 but Gain 1190.283985 Iteration 161Q (62.690728 sec): 51 clusters Score: Raw -2329970.019719 + Penalty 35425.297716 = -2294544.722003 nChanged 170 Deleting Class 79 (7 points): Lose 24.841242 but Gain 826.088837 Iteration 162Q (62.779531 sec): 50 clusters Score: Raw -2330156.998229 + Penalty 34603.044029 = -2295553.954200 nChanged 44 Deleting Class 104 (8 points): Lose 26.743940 but Gain 811.126945 Iteration 163Q (62.865038 sec): 49 clusters Score: Raw -2330162.970031 + Penalty 33805.222101 = -2296357.747930 nChanged 35 Deleting Class 44 (10 points): Lose 360.217635 but Gain 1140.345813 Iteration 164Q (62.948488 sec): 48 clusters Score: Raw -2329833.501398 + Penalty 32664.178951 = -2297169.322447 nChanged 39 Deleting Class 186 (5 points): Lose 74.375108 but Gain 849.240337 Iteration 165Q (63.031513 sec): 47 clusters Score: Raw -2329800.459812 + Penalty 31926.530749 = -2297873.929063 nChanged 29 Deleting Class 120 (9 points): Lose 59.713199 but Gain 798.892168 Iteration 166Q (63.113622 sec): 46 clusters Score: Raw -2329796.222076 + Penalty 31145.795457 = -2298650.426619 nChanged 30 Deleting Class 160 (4 points): Lose 49.185397 but Gain 776.701841 Iteration 167Q (63.195882 sec): 45 clusters Score: Raw -2329784.393009 + Penalty 30406.671854 = -2299377.721155 nChanged 23 Deleting Class 3 (57 points): Lose 260.940422 but Gain 953.670491 Iteration 168Q (63.278003 sec): 44 clusters Score: Raw -2329559.090181 + Penalty 29460.420782 = -2300098.669399 nChanged 74 Deleting Class 184 (2 points): Lose 94.636112 but Gain 785.195703 Iteration 169Q (63.359810 sec): 43 clusters Score: Raw -2329566.142501 + Penalty 28672.014041 = -2300894.128460 nChanged 38 Deleting Class 68 (144 points): Lose 335.162694 but Gain 1029.666315 Iteration 170F (63.844602 sec): 42 clusters Score: Raw -2329253.054851 + Penalty 27693.787158 = -2301559.267693 nChanged 178 Deleting Class 53 (250 points): Lose 658.450932 but Gain 1325.537728 Iteration 171Q (63.927786 sec): 41 clusters Score: Raw -2328902.335264 + Penalty 26528.245648 = -2302374.089617 nChanged 317 Deleting Class 22 (34 points): Lose 198.652668 but Gain 877.359928 Iteration 172Q (64.012216 sec): 40 clusters Score: Raw -2329176.062377 + Penalty 26040.884636 = -2303135.177742 nChanged 125 Deleting Class 237 (1 points): Lose 44.214108 but Gain 701.675446 Iteration 173Q (64.092787 sec): 39 clusters Score: Raw -2329267.345037 + Penalty 25385.756393 = -2303881.588643 nChanged 71 Deleting Class 85 (5 points): Lose 175.143804 but Gain 813.968193 Iteration 174Q (64.171993 sec): 38 clusters Score: Raw -2329143.887699 + Penalty 24641.747932 = -2304502.139767 nChanged 64 Deleting Class 16 (4 points): Lose 35.872801 but Gain 664.394817 Iteration 175Q (64.250096 sec): 37 clusters Score: Raw -2329172.407589 + Penalty 24073.502151 = -2305098.905438 nChanged 37 Deleting Class 149 (1 points): Lose 18.840854 but Gain 636.674796 Iteration 176Q (64.331481 sec): 36 clusters Score: Raw -2329185.292514 + Penalty 23468.434314 = -2305716.858200 nChanged 27 Deleting Class 84 (3 points): Lose 0.454678 but Gain 606.525690 Iteration 177Q (64.408062 sec): 35 clusters Score: Raw -2329206.262571 + Penalty 22870.102922 = -2306336.159649 nChanged 27 Deleting Class 185 (3 points): Lose 121.704934 but Gain 710.063513 Iteration 178Q (64.484707 sec): 34 clusters Score: Raw -2329097.659017 + Penalty 22158.563612 = -2306939.095405 nChanged 15 Deleting Class 232 (25 points): Lose 289.201081 but Gain 780.968148 Iteration 179Q (64.559523 sec): 33 clusters Score: Raw -2328815.732630 + Penalty 21379.956908 = -2307435.775722 nChanged 31 Deleting Class 103 (99 points): Lose 546.718553 but Gain 1029.475051 Iteration 180F (64.937004 sec): 32 clusters Score: Raw -2328337.108164 + Penalty 20495.781350 = -2307841.326815 nChanged 117 Deleting Class 9 (23 points): Lose 147.215521 but Gain 604.044116 Iteration 181Q (65.013100 sec): 31 clusters Score: Raw -2328504.430409 + Penalty 19990.390779 = -2308514.039630 nChanged 67 Deleting Class 15 (285 points): Lose 836.710021 but Gain 1264.397327 Iteration 182Q (65.088129 sec): 30 clusters Score: Raw -2327807.264283 + Penalty 18800.073446 = -2309007.190837 nChanged 313 Deleting Class 1 (34 points): Lose 50.863000 but Gain 469.843152 Iteration 183Q (65.164433 sec): 29 clusters Score: Raw -2328368.866312 + Penalty 18357.151996 = -2310011.714316 nChanged 120 Deleting Class 142 (3 points): Lose 85.117964 but Gain 412.871755 Iteration 184Q (65.239915 sec): 28 clusters Score: Raw -2328348.243710 + Penalty 17954.126824 = -2310394.116886 nChanged 52 Deleting Class 220 (1 points): Lose 14.377530 but Gain 279.853403 Iteration 185Q (65.313706 sec): 27 clusters Score: Raw -2328358.605981 + Penalty 17670.263369 = -2310688.342612 nChanged 33 Deleting Class 188 (5 points): Lose 31.785315 but Gain 271.054735 Iteration 186Q (65.384944 sec): 26 clusters Score: Raw -2328340.960084 + Penalty 17398.255778 = -2310942.704306 nChanged 29 Deleting Class 39 (345 points): Lose 619.600634 but Gain 856.340954 Iteration 187Q (65.455715 sec): 25 clusters Score: Raw -2327733.688175 + Penalty 16562.765700 = -2311170.922475 nChanged 359 Deleting Class 187 (1 points): Lose 21.453774 but Gain 236.875374 Iteration 188Q (65.527666 sec): 24 clusters Score: Raw -2328261.015457 + Penalty 16329.003360 = -2311932.012097 nChanged 102 Deleting Class 190 (2 points): Lose 82.868296 but Gain 288.034879 Iteration 189Q (65.598158 sec): 23 clusters Score: Raw -2328222.953045 + Penalty 16025.923699 = -2312197.029345 nChanged 70 Deleting Class 36 (1 points): Lose 86.574362 but Gain 270.433119 Iteration 190F (65.871645 sec): 22 clusters Score: Raw -2328170.111126 + Penalty 15664.951456 = -2312505.159670 nChanged 51 Deleting Class 57 (365 points): Lose 1435.774386 but Gain 1615.850591 Iteration 191Q (65.938560 sec): 21 clusters Score: Raw -2326802.880977 + Penalty 14194.364905 = -2312608.516072 nChanged 405 Deleting Class 72 (211 points): Lose 680.840576 but Gain 839.550634 Iteration 192Q (66.009752 sec): 20 clusters Score: Raw -2326949.277097 + Penalty 13407.742492 = -2313541.534605 nChanged 302 Deleting Class 239 (6 points): Lose 155.320306 but Gain 264.056162 Iteration 193Q (66.077455 sec): 19 clusters Score: Raw -2327265.373396 + Penalty 13152.826475 = -2314112.546921 nChanged 129 Deleting Class 17 (1 points): Lose 86.040939 but Gain 142.470823 Iteration 194Q (66.142382 sec): 18 clusters Score: Raw -2327282.107312 + Penalty 12938.065957 = -2314344.041355 nChanged 106 Deleting Class 156 (2 points): Lose 42.685808 but Gain 74.763803 Iteration 195Q (66.206605 sec): 17 clusters Score: Raw -2327290.129791 + Penalty 12873.299970 = -2314416.829821 nChanged 87 Deleting Class 196 (1 points): Lose 30.070304 but Gain 50.882437 Iteration 196Q (66.271210 sec): 16 clusters Score: Raw -2327294.675672 + Penalty 12831.068431 = -2314463.607241 nChanged 76 Deleting Class 129 (21 points): Lose 406.711606 but Gain 417.119747 Iteration 197Q (66.336565 sec): 15 clusters Score: Raw -2326913.724998 + Penalty 12374.942719 = -2314538.782278 nChanged 76 Deleting Class 31 (6 points): Lose 157.957165 but Gain 162.574631 Iteration 198Q (66.398252 sec): 14 clusters Score: Raw -2326844.334496 + Penalty 12154.323912 = -2314690.010584 nChanged 66 Iteration 199Q (66.459502 sec): 14 clusters Score: Raw -2326953.687453 + Penalty 12163.659435 = -2314790.028017 nChanged 46 Iteration 200F (66.644365 sec): 14 clusters Score: Raw -2327090.765040 + Penalty 12225.486970 = -2314865.278070 nChanged 55 Iteration 201Q (66.707902 sec): 14 clusters Score: Raw -2327259.947625 + Penalty 12232.063347 = -2315027.884277 nChanged 37 Iteration 202Q (66.769296 sec): 14 clusters Score: Raw -2327379.889207 + Penalty 12270.388134 = -2315109.501073 nChanged 29 Iteration 203Q (66.830850 sec): 14 clusters Score: Raw -2327423.729286 + Penalty 12283.036511 = -2315140.692775 nChanged 20 Iteration 204Q (66.892140 sec): 14 clusters Score: Raw -2327431.906509 + Penalty 12292.140036 = -2315139.766472 nChanged 22 Iteration 205F (67.075735 sec): 14 clusters Score: Raw -2327503.768504 + Penalty 12341.929494 = -2315161.839009 nChanged 27 Iteration 206Q (67.141855 sec): 14 clusters Score: Raw -2327657.838774 + Penalty 12375.339947 = -2315282.498826 nChanged 14 Iteration 207Q (67.204866 sec): 14 clusters Score: Raw -2327710.641014 + Penalty 12371.879393 = -2315338.761621 nChanged 5 Iteration 208Q (67.266222 sec): 14 clusters Score: Raw -2327711.679319 + Penalty 12372.445355 = -2315339.233964 nChanged 3 Iteration 209Q (67.327348 sec): 14 clusters Score: Raw -2327712.472843 + Penalty 12371.655230 = -2315340.817613 nChanged 2 Iteration 210F (67.511462 sec): 14 clusters Score: Raw -2327779.793737 + Penalty 12420.266181 = -2315359.527556 nChanged 10 Iteration 211Q (67.572499 sec): 14 clusters Score: Raw -2327893.835963 + Penalty 12411.616773 = -2315482.219190 nChanged 2 Iteration 212Q (67.633825 sec): 14 clusters Score: Raw -2327894.269448 + Penalty 12411.712873 = -2315482.556575 nChanged 1 Iteration 213Q (67.695151 sec): 14 clusters Score: Raw -2327894.631502 + Penalty 12411.712873 = -2315482.918629 nChanged 0 Iteration 214F (67.879200 sec): 14 clusters Score: Raw -2327894.631502 + Penalty 12411.712873 = -2315482.918629 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 -2327894.631502 + Penalty 12411.712873 = -2315482.918629Memory request: 0.09 GB would take us to total of 0.33 GB. Trying to split cluster 2 (18826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.023183 sec): 2 clusters Score: Raw -1672381.806627 + Penalty 227.633101 = -1672154.173525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.058890 sec): 3 clusters Score: Raw -1659591.196397 + Penalty 477.971931 = -1659113.224466 nChanged 9029 SP:Iteration 1F (68.093703 sec): 3 clusters Score: Raw -1667885.022043 + Penalty 448.084130 = -1667436.937914 nChanged 2874 SP:Iteration 2F (68.134383 sec): 3 clusters Score: Raw -1671350.853581 + Penalty 436.536662 = -1670914.316918 nChanged 544 SP:Iteration 3Q (68.165724 sec): 3 clusters Score: Raw -1671927.364675 + Penalty 439.011948 = -1671488.352726 nChanged 213 SP:Iteration 4Q (68.195222 sec): 3 clusters Score: Raw -1672110.749082 + Penalty 438.937703 = -1671671.811380 nChanged 144 SP:Iteration 5Q (68.224422 sec): 3 clusters Score: Raw -1672211.505993 + Penalty 453.693430 = -1671757.812563 nChanged 101 SP:Iteration 6Q (68.253596 sec): 3 clusters Score: Raw -1672284.014520 + Penalty 480.799687 = -1671803.214833 nChanged 67 SP:Iteration 7Q (68.281952 sec): 3 clusters Score: Raw -1672339.056356 + Penalty 537.884766 = -1671801.171589 nChanged 50 SP:Iteration 8F (68.317989 sec): 3 clusters Score: Raw -1672389.820630 + Penalty 593.101686 = -1671796.718944 nChanged 24 SP:Iteration 9F (68.353752 sec): 3 clusters Score: Raw -1672414.999142 + Penalty 705.274528 = -1671709.724613 nChanged 15 SP:Iteration 10F (68.389352 sec): 3 clusters Score: Raw -1672435.291609 + Penalty 736.475941 = -1671698.815668 nChanged 7 SP:Iteration 11F (68.425511 sec): 3 clusters Score: Raw -1672443.264481 + Penalty 734.435256 = -1671708.829225 nChanged 7 SP:Iteration 12Q (68.453743 sec): 3 clusters Score: Raw -1672453.088813 + Penalty 761.027166 = -1671692.061647 nChanged 4 SP:Iteration 13F (68.490205 sec): 3 clusters Score: Raw -1672459.901267 + Penalty 772.602664 = -1671687.298604 nChanged 1 SP:Iteration 14F (68.526425 sec): 3 clusters Score: Raw -1672462.647174 + Penalty 763.137945 = -1671699.509229 nChanged 1 SP:Iteration 15Q (68.554407 sec): 3 clusters Score: Raw -1672463.266586 + Penalty 763.137945 = -1671700.128641 nChanged 0 SP:Iteration 16F (68.590403 sec): 3 clusters Score: Raw -1672463.266586 + Penalty 763.137945 = -1671700.128641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 4 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.602560 sec): 2 clusters Score: Raw -72059.444195 + Penalty 945.135918 = -71114.308277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.604061 sec): 3 clusters Score: Raw -71768.630508 + Penalty 1891.484939 = -69877.145569 nChanged 196 SP:Iteration 1F (68.605536 sec): 3 clusters Score: Raw -71965.908240 + Penalty 1893.251347 = -70072.656893 nChanged 74 SP:Iteration 2F (68.607047 sec): 3 clusters Score: Raw -72086.189590 + Penalty 1896.587099 = -70189.602490 nChanged 66 SP:Iteration 3F (68.608527 sec): 3 clusters Score: Raw -72182.308087 + Penalty 1899.594473 = -70282.713614 nChanged 41 SP:Iteration 4F (68.610034 sec): 3 clusters Score: Raw -72259.546841 + Penalty 1902.976665 = -70356.570176 nChanged 33 SP:Iteration 5Q (68.611479 sec): 3 clusters Score: Raw -72304.538035 + Penalty 1907.926363 = -70396.611672 nChanged 16 SP:Iteration 6Q (68.612879 sec): 3 clusters Score: Raw -72327.433352 + Penalty 1911.334100 = -70416.099252 nChanged 10 SP:Iteration 7Q (68.614261 sec): 3 clusters Score: Raw -72336.954897 + Penalty 1914.354883 = -70422.600014 nChanged 7 SP:Iteration 8Q (68.615664 sec): 3 clusters Score: Raw -72343.589184 + Penalty 1917.294842 = -70426.294342 nChanged 7 SP:Iteration 9Q (68.617051 sec): 3 clusters Score: Raw -72353.481008 + Penalty 1920.371210 = -70433.109797 nChanged 7 SP:Iteration 10F (68.618529 sec): 3 clusters Score: Raw -72363.275588 + Penalty 1922.286726 = -70440.988862 nChanged 4 SP:Iteration 11Q (68.619913 sec): 3 clusters Score: Raw -72367.583539 + Penalty 1922.669846 = -70444.913693 nChanged 1 SP:Iteration 12Q (68.621277 sec): 3 clusters Score: Raw -72368.487810 + Penalty 1922.669846 = -70445.817963 nChanged 0 SP:Iteration 13F (68.622771 sec): 3 clusters Score: Raw -72368.487810 + Penalty 1922.669846 = -70445.817963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.623760 sec): 2 clusters Score: Raw -17256.921538 + Penalty 55.747928 = -17201.173610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.624327 sec): 3 clusters Score: Raw -17140.032125 + Penalty 111.821488 = -17028.210637 nChanged 75 SP:Iteration 1F (68.624867 sec): 3 clusters Score: Raw -17212.349946 + Penalty 112.981314 = -17099.368632 nChanged 15 SP:Iteration 2F (68.625409 sec): 3 clusters Score: Raw -17221.501194 + Penalty 114.217798 = -17107.283395 nChanged 11 SP:Iteration 3F (68.625951 sec): 3 clusters Score: Raw -17226.851867 + Penalty 118.561906 = -17108.289961 nChanged 11 SP:Iteration 4F (68.626494 sec): 3 clusters Score: Raw -17230.446788 + Penalty 119.820928 = -17110.625860 nChanged 5 SP:Iteration 5Q (68.627037 sec): 3 clusters Score: Raw -17230.309950 + Penalty 116.790728 = -17113.519221 nChanged 5 SP:Iteration 6Q (68.627583 sec): 3 clusters Score: Raw -17230.800563 + Penalty 116.417737 = -17114.382826 nChanged 6 SP:Iteration 7Q (68.628133 sec): 3 clusters Score: Raw -17230.807679 + Penalty 118.944925 = -17111.862754 nChanged 3 SP:Iteration 8F (68.628680 sec): 3 clusters Score: Raw -17230.456059 + Penalty 108.825689 = -17121.630370 nChanged 7 SP:Iteration 9Q (68.629191 sec): 3 clusters Score: Raw -17237.845957 + Penalty 55.747928 = -17182.098029 nChanged 14 SP:Iteration 10F (68.629622 sec): 2 clusters Score: Raw -17256.921538 + Penalty 55.747928 = -17201.173610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.632635 sec): 2 clusters Score: Raw -74510.883492 + Penalty 702.813007 = -73808.070486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.634323 sec): 3 clusters Score: Raw -74085.521783 + Penalty 1403.247240 = -72682.274543 nChanged 248 SP:Iteration 1F (68.635953 sec): 3 clusters Score: Raw -74279.455613 + Penalty 1395.633116 = -72883.822497 nChanged 113 SP:Iteration 2F (68.637606 sec): 3 clusters Score: Raw -74435.425257 + Penalty 1389.534253 = -73045.891004 nChanged 96 SP:Iteration 3F (68.639267 sec): 3 clusters Score: Raw -74560.792306 + Penalty 1385.955695 = -73174.836610 nChanged 53 SP:Iteration 4F (68.640882 sec): 3 clusters Score: Raw -74601.065334 + Penalty 1383.292235 = -73217.773099 nChanged 20 SP:Iteration 5Q (68.642456 sec): 3 clusters Score: Raw -74612.844814 + Penalty 1381.744207 = -73231.100606 nChanged 7 SP:Iteration 6Q (68.644034 sec): 3 clusters Score: Raw -74616.777707 + Penalty 1380.517926 = -73236.259781 nChanged 4 SP:Iteration 7Q (68.645630 sec): 3 clusters Score: Raw -74618.213242 + Penalty 1379.341248 = -73238.871994 nChanged 3 SP:Iteration 8Q (68.647358 sec): 3 clusters Score: Raw -74620.555368 + Penalty 1379.146329 = -73241.409040 nChanged 2 SP:Iteration 9Q (68.649025 sec): 3 clusters Score: Raw -74620.932190 + Penalty 1379.010384 = -73241.921805 nChanged 1 SP:Iteration 10F (68.650703 sec): 3 clusters Score: Raw -74621.628361 + Penalty 1378.788168 = -73242.840193 nChanged 2 SP:Iteration 11Q (68.652261 sec): 3 clusters Score: Raw -74623.681397 + Penalty 1378.827994 = -73244.853403 nChanged 1 SP:Iteration 12Q (68.653840 sec): 3 clusters Score: Raw -74623.848590 + Penalty 1378.840056 = -73245.008534 nChanged 1 SP:Iteration 13Q (68.655445 sec): 3 clusters Score: Raw -74623.978510 + Penalty 1378.416573 = -73245.561937 nChanged 2 SP:Iteration 14Q (68.657022 sec): 3 clusters Score: Raw -74624.777462 + Penalty 1378.416573 = -73246.360889 nChanged 0 SP:Iteration 15F (68.658659 sec): 3 clusters Score: Raw -74624.777462 + Penalty 1378.416573 = -73246.360889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.665647 sec): 2 clusters Score: Raw -12425.939377 + Penalty 39.073239 = -12386.866139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.666116 sec): 3 clusters Score: Raw -12330.863931 + Penalty 75.229975 = -12255.633956 nChanged 50 SP:Iteration 1F (68.666528 sec): 3 clusters Score: Raw -12377.272879 + Penalty 68.646409 = -12308.626470 nChanged 22 SP:Iteration 2F (68.666962 sec): 3 clusters Score: Raw -12411.022637 + Penalty 39.073239 = -12371.949399 nChanged 12 SP:Iteration 3F (68.667336 sec): 2 clusters Score: Raw -12425.939377 + Penalty 39.073239 = -12386.866139 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 11 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.678891 sec): 2 clusters Score: Raw -212920.376489 + Penalty 571.040683 = -212349.335806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.683300 sec): 3 clusters Score: Raw -211558.952595 + Penalty 1142.943743 = -210416.008852 nChanged 918 SP:Iteration 1F (68.687638 sec): 3 clusters Score: Raw -212041.965516 + Penalty 1142.656873 = -210899.308643 nChanged 265 SP:Iteration 2F (68.692025 sec): 3 clusters Score: Raw -212181.382957 + Penalty 1142.607051 = -211038.775906 nChanged 173 SP:Iteration 3F (68.696414 sec): 3 clusters Score: Raw -212276.273003 + Penalty 1144.003850 = -211132.269153 nChanged 124 SP:Iteration 4F (68.700772 sec): 3 clusters Score: Raw -212338.370806 + Penalty 1148.517338 = -211189.853468 nChanged 108 SP:Iteration 5Q (68.705515 sec): 3 clusters Score: Raw -212387.006196 + Penalty 1154.018761 = -211232.987436 nChanged 82 SP:Iteration 6Q (68.710010 sec): 3 clusters Score: Raw -212425.848648 + Penalty 1160.688233 = -211265.160415 nChanged 77 SP:Iteration 7Q (68.714477 sec): 3 clusters Score: Raw -212468.506026 + Penalty 1167.081181 = -211301.424845 nChanged 69 SP:Iteration 8Q (68.718884 sec): 3 clusters Score: Raw -212496.226376 + Penalty 1172.262579 = -211323.963797 nChanged 58 SP:Iteration 9Q (68.723308 sec): 3 clusters Score: Raw -212524.611645 + Penalty 1178.799867 = -211345.811778 nChanged 64 SP:Iteration 10F (68.727735 sec): 3 clusters Score: Raw -212558.405348 + Penalty 1185.455397 = -211372.949950 nChanged 67 SP:Iteration 11Q (68.731933 sec): 3 clusters Score: Raw -212591.205986 + Penalty 1190.943593 = -211400.262394 nChanged 51 SP:Iteration 12Q (68.736067 sec): 3 clusters Score: Raw -212614.293439 + Penalty 1197.937404 = -211416.356035 nChanged 49 SP:Iteration 13Q (68.740149 sec): 3 clusters Score: Raw -212637.698805 + Penalty 1206.362030 = -211431.336776 nChanged 52 SP:Iteration 14Q (68.744317 sec): 3 clusters Score: Raw -212661.239279 + Penalty 1212.378503 = -211448.860775 nChanged 41 SP:Iteration 15Q (68.748295 sec): 3 clusters Score: Raw -212685.573791 + Penalty 1216.231633 = -211469.342158 nChanged 44 SP:Iteration 16Q (68.752335 sec): 3 clusters Score: Raw -212719.999884 + Penalty 1224.169720 = -211495.830164 nChanged 49 SP:Iteration 17Q (68.756321 sec): 3 clusters Score: Raw -212756.145035 + Penalty 1234.566821 = -211521.578214 nChanged 37 SP:Iteration 18Q (68.760234 sec): 3 clusters Score: Raw -212777.319054 + Penalty 1243.853209 = -211533.465845 nChanged 42 SP:Iteration 19Q (68.764020 sec): 3 clusters Score: Raw -212800.927651 + Penalty 1248.780365 = -211552.147286 nChanged 36 SP:Iteration 20F (68.768160 sec): 3 clusters Score: Raw -212825.379693 + Penalty 1253.859170 = -211571.520523 nChanged 37 SP:Iteration 21Q (68.771942 sec): 3 clusters Score: Raw -212852.425180 + Penalty 1261.761771 = -211590.663408 nChanged 28 SP:Iteration 22Q (68.775677 sec): 3 clusters Score: Raw -212867.451022 + Penalty 1271.248001 = -211596.203020 nChanged 31 SP:Iteration 23Q (68.779433 sec): 3 clusters Score: Raw -212883.709052 + Penalty 1275.307499 = -211608.401553 nChanged 19 SP:Iteration 24Q (68.783121 sec): 3 clusters Score: Raw -212890.875655 + Penalty 1280.905762 = -211609.969894 nChanged 13 SP:Iteration 25Q (68.786741 sec): 3 clusters Score: Raw -212897.993215 + Penalty 1284.574672 = -211613.418543 nChanged 20 SP:Iteration 26Q (68.790340 sec): 3 clusters Score: Raw -212912.656385 + Penalty 1284.942028 = -211627.714356 nChanged 16 SP:Iteration 27Q (68.793893 sec): 3 clusters Score: Raw -212921.452139 + Penalty 1284.558037 = -211636.894102 nChanged 12 SP:Iteration 28Q (68.797445 sec): 3 clusters Score: Raw -212929.906793 + Penalty 1281.779925 = -211648.126867 nChanged 14 SP:Iteration 29Q (68.801015 sec): 3 clusters Score: Raw -212940.874448 + Penalty 1284.895649 = -211655.978799 nChanged 15 SP:Iteration 30F (68.805212 sec): 3 clusters Score: Raw -212955.578566 + Penalty 1281.220151 = -211674.358414 nChanged 16 SP:Iteration 31Q (68.808770 sec): 3 clusters Score: Raw -212970.930843 + Penalty 1287.652172 = -211683.278671 nChanged 11 SP:Iteration 32Q (68.812277 sec): 3 clusters Score: Raw -212976.624605 + Penalty 1288.215981 = -211688.408624 nChanged 4 SP:Iteration 33Q (68.815727 sec): 3 clusters Score: Raw -212981.279991 + Penalty 1292.200607 = -211689.079384 nChanged 6 SP:Iteration 34Q (68.819239 sec): 3 clusters Score: Raw -212986.590253 + Penalty 1293.995906 = -211692.594347 nChanged 3 SP:Iteration 35Q (68.822678 sec): 3 clusters Score: Raw -212990.209849 + Penalty 1296.496282 = -211693.713567 nChanged 6 SP:Iteration 36Q (68.826263 sec): 3 clusters Score: Raw -212994.572236 + Penalty 1298.687730 = -211695.884506 nChanged 5 SP:Iteration 37Q (68.829740 sec): 3 clusters Score: Raw -212997.067214 + Penalty 1302.973847 = -211694.093366 nChanged 3 SP:Iteration 38F (68.834019 sec): 3 clusters Score: Raw -212998.620629 + Penalty 1305.299996 = -211693.320634 nChanged 1 SP:Iteration 39F (68.838139 sec): 3 clusters Score: Raw -212999.088628 + Penalty 1305.299996 = -211693.788632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.842031 sec): 2 clusters Score: Raw -48709.973945 + Penalty 614.001583 = -48095.972363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.843181 sec): 3 clusters Score: Raw -48501.395474 + Penalty 1230.086138 = -47271.309336 nChanged 160 SP:Iteration 1F (68.844309 sec): 3 clusters Score: Raw -48656.478090 + Penalty 1231.289971 = -47425.188119 nChanged 42 SP:Iteration 2F (68.845452 sec): 3 clusters Score: Raw -48691.636915 + Penalty 1232.266487 = -47459.370428 nChanged 22 SP:Iteration 3Q (68.846568 sec): 3 clusters Score: Raw -48711.226531 + Penalty 1235.158297 = -47476.068234 nChanged 15 SP:Iteration 4Q (68.847679 sec): 3 clusters Score: Raw -48724.772116 + Penalty 1235.347657 = -47489.424459 nChanged 10 SP:Iteration 5Q (68.848787 sec): 3 clusters Score: Raw -48733.426128 + Penalty 1238.321709 = -47495.104420 nChanged 8 SP:Iteration 6Q (68.849913 sec): 3 clusters Score: Raw -48738.163795 + Penalty 1242.880643 = -47495.283152 nChanged 7 SP:Iteration 7Q (68.851026 sec): 3 clusters Score: Raw -48742.829748 + Penalty 1244.974076 = -47497.855672 nChanged 7 SP:Iteration 8Q (68.852166 sec): 3 clusters Score: Raw -48748.957820 + Penalty 1246.673501 = -47502.284320 nChanged 4 SP:Iteration 9Q (68.853274 sec): 3 clusters Score: Raw -48751.842896 + Penalty 1247.818279 = -47504.024617 nChanged 5 SP:Iteration 10F (68.854412 sec): 3 clusters Score: Raw -48757.432528 + Penalty 1250.035535 = -47507.396993 nChanged 4 SP:Iteration 11Q (68.855520 sec): 3 clusters Score: Raw -48760.802119 + Penalty 1255.667603 = -47505.134516 nChanged 5 SP:Iteration 12F (68.856632 sec): 3 clusters Score: Raw -48766.537247 + Penalty 1265.729512 = -47500.807735 nChanged 6 SP:Iteration 13F (68.857745 sec): 3 clusters Score: Raw -48770.897936 + Penalty 1270.650342 = -47500.247594 nChanged 3 SP:Iteration 14F (68.858877 sec): 3 clusters Score: Raw -48774.592797 + Penalty 1274.801717 = -47499.791080 nChanged 4 SP:Iteration 15F (68.859993 sec): 3 clusters Score: Raw -48778.420555 + Penalty 1275.745529 = -47502.675026 nChanged 2 SP:Iteration 16Q (68.861096 sec): 3 clusters Score: Raw -48781.636580 + Penalty 1278.403984 = -47503.232597 nChanged 3 SP:Iteration 17Q (68.862197 sec): 3 clusters Score: Raw -48784.147591 + Penalty 1279.660384 = -47504.487207 nChanged 1 SP:Iteration 18Q (68.863315 sec): 3 clusters Score: Raw -48784.826617 + Penalty 1281.729771 = -47503.096846 nChanged 2 SP:Iteration 19F (68.864428 sec): 3 clusters Score: Raw -48786.245920 + Penalty 1282.710524 = -47503.535396 nChanged 1 SP:Iteration 20F (68.865537 sec): 3 clusters Score: Raw -48786.789734 + Penalty 1285.832539 = -47500.957195 nChanged 1 SP:Iteration 21F (68.866671 sec): 3 clusters Score: Raw -48787.368797 + Penalty 1285.832539 = -47501.536258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.869217 sec): 2 clusters Score: Raw -42717.380611 + Penalty 608.857975 = -42108.522636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.870220 sec): 3 clusters Score: Raw -42549.831813 + Penalty 1217.200436 = -41332.631377 nChanged 113 SP:Iteration 1F (68.871204 sec): 3 clusters Score: Raw -42649.906911 + Penalty 1225.323692 = -41424.583218 nChanged 32 SP:Iteration 2F (68.872194 sec): 3 clusters Score: Raw -42687.885481 + Penalty 1233.682080 = -41454.203402 nChanged 20 SP:Iteration 3Q (68.873172 sec): 3 clusters Score: Raw -42709.914715 + Penalty 1238.536376 = -41471.378339 nChanged 15 SP:Iteration 4Q (68.874141 sec): 3 clusters Score: Raw -42726.617694 + Penalty 1247.223284 = -41479.394410 nChanged 17 SP:Iteration 5Q (68.875106 sec): 3 clusters Score: Raw -42741.048916 + Penalty 1254.476019 = -41486.572897 nChanged 8 SP:Iteration 6Q (68.876071 sec): 3 clusters Score: Raw -42746.449969 + Penalty 1257.001115 = -41489.448855 nChanged 6 SP:Iteration 7Q (68.877028 sec): 3 clusters Score: Raw -42750.635743 + Penalty 1258.342402 = -41492.293341 nChanged 2 SP:Iteration 8Q (68.877979 sec): 3 clusters Score: Raw -42751.412926 + Penalty 1258.342402 = -41493.070524 nChanged 0 SP:Iteration 9F (68.878972 sec): 3 clusters Score: Raw -42751.412926 + Penalty 1258.342402 = -41493.070524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.884303 sec): 2 clusters Score: Raw -96142.948495 + Penalty 452.926581 = -95690.021914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.886344 sec): 3 clusters Score: Raw -95548.823425 + Penalty 898.978206 = -94649.845219 nChanged 383 SP:Iteration 1F (68.888392 sec): 3 clusters Score: Raw -95823.313144 + Penalty 907.873901 = -94915.439243 nChanged 160 SP:Iteration 2F (68.890422 sec): 3 clusters Score: Raw -95978.741257 + Penalty 925.455471 = -95053.285786 nChanged 75 SP:Iteration 3F (68.892518 sec): 3 clusters Score: Raw -96048.477125 + Penalty 940.285278 = -95108.191847 nChanged 45 SP:Iteration 4Q (68.894532 sec): 3 clusters Score: Raw -96092.345226 + Penalty 951.709723 = -95140.635502 nChanged 33 SP:Iteration 5Q (68.896490 sec): 3 clusters Score: Raw -96118.125229 + Penalty 957.590371 = -95160.534858 nChanged 21 SP:Iteration 6Q (68.898391 sec): 3 clusters Score: Raw -96131.643424 + Penalty 964.611311 = -95167.032113 nChanged 12 SP:Iteration 7Q (68.900246 sec): 3 clusters Score: Raw -96139.644922 + Penalty 977.903320 = -95161.741601 nChanged 11 SP:Iteration 8F (68.902331 sec): 3 clusters Score: Raw -96148.369349 + Penalty 1004.258053 = -95144.111297 nChanged 17 SP:Iteration 9F (68.904418 sec): 3 clusters Score: Raw -96166.136416 + Penalty 1021.684963 = -95144.451453 nChanged 17 SP:Iteration 10F (68.906481 sec): 3 clusters Score: Raw -96186.080287 + Penalty 1031.880694 = -95154.199593 nChanged 12 SP:Iteration 11Q (68.908308 sec): 3 clusters Score: Raw -96195.727213 + Penalty 1029.624449 = -95166.102765 nChanged 6 SP:Iteration 12Q (68.910117 sec): 3 clusters Score: Raw -96200.155938 + Penalty 1030.570368 = -95169.585570 nChanged 6 SP:Iteration 13Q (68.911944 sec): 3 clusters Score: Raw -96206.248381 + Penalty 1033.394096 = -95172.854285 nChanged 2 SP:Iteration 14Q (68.913746 sec): 3 clusters Score: Raw -96207.597214 + Penalty 1032.685705 = -95174.911509 nChanged 1 SP:Iteration 15Q (68.915530 sec): 3 clusters Score: Raw -96208.012568 + Penalty 1033.808478 = -95174.204090 nChanged 2 SP:Iteration 16F (68.917611 sec): 3 clusters Score: Raw -96207.932782 + Penalty 1029.306716 = -95178.626066 nChanged 2 SP:Iteration 17Q (68.919414 sec): 3 clusters Score: Raw -96210.263510 + Penalty 1029.703984 = -95180.559526 nChanged 2 SP:Iteration 18Q (68.921189 sec): 3 clusters Score: Raw -96213.139957 + Penalty 1039.782069 = -95173.357887 nChanged 2 SP:Iteration 19F (68.923260 sec): 3 clusters Score: Raw -96214.606428 + Penalty 1040.887258 = -95173.719170 nChanged 1 SP:Iteration 20F (68.925308 sec): 3 clusters Score: Raw -96215.090651 + Penalty 1045.280794 = -95169.809857 nChanged 2 SP:Iteration 21F (68.927471 sec): 3 clusters Score: Raw -96216.683016 + Penalty 1045.280794 = -95171.402222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.928775 sec): 2 clusters Score: Raw -6286.013898 + Penalty 663.874708 = -5622.139190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.929279 sec): 3 clusters Score: Raw -6461.289741 + Penalty 1320.518559 = -5140.771182 nChanged 14 SP:Iteration 1F (68.929774 sec): 3 clusters Score: Raw -6510.996244 + Penalty 1326.455060 = -5184.541184 nChanged 8 SP:Iteration 2F (68.930283 sec): 3 clusters Score: Raw -6546.764895 + Penalty 1329.463802 = -5217.301093 nChanged 8 SP:Iteration 3F (68.930782 sec): 3 clusters Score: Raw -6597.300466 + Penalty 1327.749415 = -5269.551051 nChanged 1 SP:Iteration 4Q (68.931242 sec): 3 clusters Score: Raw -6600.109314 + Penalty 1327.749415 = -5272.359898 nChanged 0 SP:Iteration 5F (68.931736 sec): 3 clusters Score: Raw -6600.109314 + Penalty 1327.749415 = -5272.359898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.933500 sec): 2 clusters Score: Raw -39338.507849 + Penalty 721.142963 = -38617.364886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.934466 sec): 3 clusters Score: Raw -39185.048786 + Penalty 1441.494249 = -37743.554537 nChanged 116 SP:Iteration 1F (68.935441 sec): 3 clusters Score: Raw -39286.853677 + Penalty 1442.047404 = -37844.806273 nChanged 30 SP:Iteration 2F (68.936394 sec): 3 clusters Score: Raw -39326.286098 + Penalty 1442.348945 = -37883.937153 nChanged 26 SP:Iteration 3F (68.937342 sec): 3 clusters Score: Raw -39352.086650 + Penalty 1443.600031 = -37908.486619 nChanged 16 SP:Iteration 4Q (68.938275 sec): 3 clusters Score: Raw -39371.506055 + Penalty 1445.690537 = -37925.815518 nChanged 18 SP:Iteration 5Q (68.939202 sec): 3 clusters Score: Raw -39391.071516 + Penalty 1444.517611 = -37946.553905 nChanged 5 SP:Iteration 6Q (68.940178 sec): 3 clusters Score: Raw -39395.515027 + Penalty 1443.483616 = -37952.031410 nChanged 8 SP:Iteration 7Q (68.941097 sec): 3 clusters Score: Raw -39405.915863 + Penalty 1446.609850 = -37959.306013 nChanged 2 SP:Iteration 8Q (68.942003 sec): 3 clusters Score: Raw -39408.227092 + Penalty 1448.632354 = -37959.594739 nChanged 1 SP:Iteration 9Q (68.942911 sec): 3 clusters Score: Raw -39410.216127 + Penalty 1454.768175 = -37955.447952 nChanged 4 SP:Iteration 10F (68.943854 sec): 3 clusters Score: Raw -39418.401895 + Penalty 1457.400465 = -37961.001430 nChanged 5 SP:Iteration 11Q (68.944760 sec): 3 clusters Score: Raw -39426.148132 + Penalty 1463.669459 = -37962.478673 nChanged 6 SP:Iteration 12Q (68.945652 sec): 3 clusters Score: Raw -39432.996182 + Penalty 1462.698515 = -37970.297666 nChanged 3 SP:Iteration 13Q (68.946533 sec): 3 clusters Score: Raw -39434.917870 + Penalty 1462.698515 = -37972.219355 nChanged 0 SP:Iteration 14F (68.947470 sec): 3 clusters Score: Raw -39434.917870 + Penalty 1462.698515 = -37972.219355 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 41 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.950287 sec): 2 clusters Score: Raw -72967.754592 + Penalty 993.533044 = -71974.221547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.951896 sec): 3 clusters Score: Raw -72704.865219 + Penalty 1986.616326 = -70718.248893 nChanged 208 SP:Iteration 1F (68.953473 sec): 3 clusters Score: Raw -72877.400271 + Penalty 1986.707716 = -70890.692555 nChanged 57 SP:Iteration 2F (68.955068 sec): 3 clusters Score: Raw -72938.449329 + Penalty 1987.302612 = -70951.146716 nChanged 40 SP:Iteration 3F (68.956622 sec): 3 clusters Score: Raw -72988.044186 + Penalty 1988.366443 = -70999.677743 nChanged 27 SP:Iteration 4Q (68.958186 sec): 3 clusters Score: Raw -73023.083517 + Penalty 1989.661689 = -71033.421828 nChanged 24 SP:Iteration 5Q (68.959795 sec): 3 clusters Score: Raw -73055.173133 + Penalty 1990.157196 = -71065.015936 nChanged 23 SP:Iteration 6Q (68.961425 sec): 3 clusters Score: Raw -73086.770092 + Penalty 1989.955589 = -71096.814503 nChanged 21 SP:Iteration 7Q (68.962958 sec): 3 clusters Score: Raw -73111.834314 + Penalty 1989.090365 = -71122.743949 nChanged 24 SP:Iteration 8Q (68.964477 sec): 3 clusters Score: Raw -73144.678106 + Penalty 1988.095032 = -71156.583073 nChanged 22 SP:Iteration 9Q (68.965968 sec): 3 clusters Score: Raw -73173.400365 + Penalty 1985.526091 = -71187.874274 nChanged 27 SP:Iteration 10F (68.967561 sec): 3 clusters Score: Raw -73205.185058 + Penalty 1983.500046 = -71221.685012 nChanged 19 SP:Iteration 11Q (68.969082 sec): 3 clusters Score: Raw -73231.499090 + Penalty 1982.671157 = -71248.827934 nChanged 17 SP:Iteration 12Q (68.970571 sec): 3 clusters Score: Raw -73251.420844 + Penalty 1982.137533 = -71269.283311 nChanged 10 SP:Iteration 13Q (68.972052 sec): 3 clusters Score: Raw -73263.205600 + Penalty 1980.945208 = -71282.260392 nChanged 9 SP:Iteration 14Q (68.973538 sec): 3 clusters Score: Raw -73277.048411 + Penalty 1979.687272 = -71297.361139 nChanged 7 SP:Iteration 15Q (68.975031 sec): 3 clusters Score: Raw -73289.408967 + Penalty 1978.484581 = -71310.924387 nChanged 10 SP:Iteration 16Q (68.976501 sec): 3 clusters Score: Raw -73301.986354 + Penalty 1977.544310 = -71324.442045 nChanged 9 SP:Iteration 17Q (68.977986 sec): 3 clusters Score: Raw -73316.512690 + Penalty 1975.892038 = -71340.620652 nChanged 6 SP:Iteration 18Q (68.979478 sec): 3 clusters Score: Raw -73321.446907 + Penalty 1975.171930 = -71346.274977 nChanged 3 SP:Iteration 19Q (68.981046 sec): 3 clusters Score: Raw -73323.085992 + Penalty 1974.911261 = -71348.174731 nChanged 1 SP:Iteration 20F (68.982742 sec): 3 clusters Score: Raw -73324.079553 + Penalty 1974.714897 = -71349.364656 nChanged 2 SP:Iteration 21Q (68.984254 sec): 3 clusters Score: Raw -73326.013312 + Penalty 1974.714897 = -71351.298416 nChanged 0 SP:Iteration 22F (68.985850 sec): 3 clusters Score: Raw -73326.013312 + Penalty 1974.714897 = -71351.298416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 199 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.986672 sec): 2 clusters Score: Raw -6308.670223 + Penalty 180.031255 = -6128.638968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.987052 sec): 3 clusters Score: Raw -6373.821217 + Penalty 356.519875 = -6017.301341 nChanged 16 SP:Iteration 1F (68.987419 sec): 3 clusters Score: Raw -6410.043684 + Penalty 357.566553 = -6052.477132 nChanged 6 SP:Iteration 2F (68.987783 sec): 3 clusters Score: Raw -6447.412256 + Penalty 357.566553 = -6089.845704 nChanged 0 Time taken for this iteration:68.265984 seconds. 300->14 Clusters: Score -2315482.918629, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 215 (time per iteration =321.020847 ms) Total iterations: 1407 (time per iteration =49.054358 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4231645000.000000 (time per metric unit =16.310320ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 105791125000.000000 (time per metric unit=652.412780ps) That took 69.019482 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 22 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.09 and 0.13 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 9286 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 9286 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 99 (17 points): Lose 27.568129 but Gain 1345.501672 Iteration 0F (1.262296 sec): 240 clusters Score: Raw -791627.956852 + Penalty 135458.756235 = -656169.200617 nChanged 5979 Deleting Class 167 (1 points): Lose 4.453355 but Gain 1433.047839 Iteration 1F (1.859346 sec): 151 clusters Score: Raw -816905.143829 + Penalty 96980.185971 = -719924.957857 nChanged 1819 Deleting Class 44 (29 points): Lose 91.914676 but Gain 1397.137781 Iteration 2F (2.332025 sec): 115 clusters Score: Raw -821724.615916 + Penalty 83860.546329 = -737864.069587 nChanged 1121 Deleting Class 111 (1 points): Lose 0.852461 but Gain 1320.734919 Iteration 3F (2.754842 sec): 103 clusters Score: Raw -823665.111781 + Penalty 74192.075065 = -749473.036717 nChanged 684 Deleting Class 50 (6 points): Lose 11.674731 but Gain 1255.850868 Iteration 4F (3.112397 sec): 94 clusters Score: Raw -824452.024583 + Penalty 70004.081630 = -754447.942953 nChanged 445 Deleting Class 2 (35 points): Lose 246.755598 but Gain 1480.122467 Iteration 5Q (3.171997 sec): 90 clusters Score: Raw -824562.023671 + Penalty 67795.455717 = -756766.567953 nChanged 349 Deleting Class 104 (34 points): Lose 61.592884 but Gain 1273.139466 Iteration 6Q (3.225477 sec): 88 clusters Score: Raw -824829.575850 + Penalty 61344.825325 = -763484.750525 nChanged 249 Deleting Class 41 (34 points): Lose 74.518428 but Gain 1268.213614 Iteration 7Q (3.273341 sec): 82 clusters Score: Raw -824976.930559 + Penalty 58247.246656 = -766729.683903 nChanged 186 Deleting Class 94 (4 points): Lose 121.102059 but Gain 1281.432143 Iteration 8Q (3.317765 sec): 79 clusters Score: Raw -825019.475017 + Penalty 56925.506392 = -768093.968625 nChanged 116 Deleting Class 11 (82 points): Lose 228.481068 but Gain 1299.601488 Iteration 9Q (3.360161 sec): 78 clusters Score: Raw -824859.605880 + Penalty 55644.045554 = -769215.560326 nChanged 151 Deleting Class 3 (2 points): Lose 104.648302 but Gain 1155.737291 Iteration 10F (3.651800 sec): 77 clusters Score: Raw -825058.791243 + Penalty 54409.831930 = -770648.959313 nChanged 114 Deleting Class 24 (7 points): Lose 34.238063 but Gain 1035.709292 Iteration 11Q (3.693434 sec): 76 clusters Score: Raw -825109.606151 + Penalty 53404.451776 = -771705.154375 nChanged 76 Deleting Class 96 (43 points): Lose 73.506739 but Gain 1058.746793 Iteration 12Q (3.733432 sec): 75 clusters Score: Raw -825071.960819 + Penalty 51407.125764 = -773664.835055 nChanged 87 Deleting Class 89 (2 points): Lose 28.460407 but Gain 1011.646687 Iteration 13Q (3.772955 sec): 73 clusters Score: Raw -825120.401246 + Penalty 50407.260328 = -774713.140918 nChanged 43 Deleting Class 43 (77 points): Lose 106.722861 but Gain 1085.588296 Iteration 14Q (3.811774 sec): 72 clusters Score: Raw -825035.603025 + Penalty 49375.410379 = -775660.192646 nChanged 95 Deleting Class 65 (53 points): Lose 102.872927 but Gain 1056.297220 Iteration 15Q (3.851283 sec): 71 clusters Score: Raw -825041.361854 + Penalty 48328.478897 = -776712.882957 nChanged 83 Deleting Class 70 (59 points): Lose 84.273819 but Gain 1033.792328 Iteration 16Q (3.889924 sec): 70 clusters Score: Raw -825044.526337 + Penalty 47338.608366 = -777705.917971 nChanged 84 Deleting Class 91 (1 points): Lose 72.364571 but Gain 1000.794543 Iteration 17Q (3.927489 sec): 69 clusters Score: Raw -825070.060539 + Penalty 46324.225407 = -778745.835132 nChanged 29 Deleting Class 53 (66 points): Lose 116.632843 but Gain 1033.592212 Iteration 18Q (3.963573 sec): 68 clusters Score: Raw -824964.016282 + Penalty 45371.155198 = -779592.861084 nChanged 88 Deleting Class 20 (136 points): Lose 486.149862 but Gain 1385.237986 Iteration 19Q (4.000495 sec): 67 clusters Score: Raw -824564.049456 + Penalty 44060.988244 = -780503.061212 nChanged 167 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -824564.049456 + Penalty 44060.988244 = -780503.061212Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (2066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.044759 sec): 2 clusters Score: Raw -228927.868231 + Penalty 1237.505267 = -227690.362964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.048996 sec): 3 clusters Score: Raw -227871.706365 + Penalty 2475.015128 = -225396.691237 nChanged 742 SP:Iteration 1F (4.053070 sec): 3 clusters Score: Raw -228315.824658 + Penalty 2475.014547 = -225840.810112 nChanged 169 SP:Iteration 2F (4.057099 sec): 3 clusters Score: Raw -228427.940701 + Penalty 2475.013923 = -225952.926778 nChanged 103 SP:Iteration 3Q (4.061241 sec): 3 clusters Score: Raw -228485.443314 + Penalty 2474.998070 = -226010.445244 nChanged 72 SP:Iteration 4Q (4.065486 sec): 3 clusters Score: Raw -228530.935025 + Penalty 2474.983474 = -226055.951552 nChanged 58 SP:Iteration 5Q (4.069720 sec): 3 clusters Score: Raw -228565.110911 + Penalty 2474.970793 = -226090.140118 nChanged 45 SP:Iteration 6Q (4.073927 sec): 3 clusters Score: Raw -228590.032062 + Penalty 2474.972973 = -226115.059090 nChanged 41 SP:Iteration 7Q (4.078123 sec): 3 clusters Score: Raw -228616.851216 + Penalty 2474.965611 = -226141.885605 nChanged 52 SP:Iteration 8Q (4.082335 sec): 3 clusters Score: Raw -228645.688325 + Penalty 2474.990140 = -226170.698185 nChanged 49 SP:Iteration 9Q (4.086539 sec): 3 clusters Score: Raw -228671.470707 + Penalty 2475.012504 = -226196.458203 nChanged 47 SP:Iteration 10F (4.090740 sec): 3 clusters Score: Raw -228692.825709 + Penalty 2475.022471 = -226217.803238 nChanged 35 SP:Iteration 11Q (4.094937 sec): 3 clusters Score: Raw -228708.701203 + Penalty 2475.051067 = -226233.650136 nChanged 29 SP:Iteration 12Q (4.099125 sec): 3 clusters Score: Raw -228727.622473 + Penalty 2475.101331 = -226252.521142 nChanged 42 SP:Iteration 13Q (4.103321 sec): 3 clusters Score: Raw -228753.991525 + Penalty 2475.183937 = -226278.807588 nChanged 53 SP:Iteration 14Q (4.107463 sec): 3 clusters Score: Raw -228788.789549 + Penalty 2475.308216 = -226313.481333 nChanged 54 SP:Iteration 15Q (4.111487 sec): 3 clusters Score: Raw -228818.900398 + Penalty 2475.413010 = -226343.487389 nChanged 37 SP:Iteration 16Q (4.115445 sec): 3 clusters Score: Raw -228836.605884 + Penalty 2475.512539 = -226361.093345 nChanged 36 SP:Iteration 17Q (4.119521 sec): 3 clusters Score: Raw -228854.910977 + Penalty 2475.612222 = -226379.298755 nChanged 43 SP:Iteration 18Q (4.123708 sec): 3 clusters Score: Raw -228875.577703 + Penalty 2475.751921 = -226399.825783 nChanged 48 SP:Iteration 19Q (4.127832 sec): 3 clusters Score: Raw -228900.281026 + Penalty 2475.864148 = -226424.416878 nChanged 46 SP:Iteration 20F (4.131648 sec): 3 clusters Score: Raw -228924.324636 + Penalty 2475.936690 = -226448.387946 nChanged 38 SP:Iteration 21Q (4.135348 sec): 3 clusters Score: Raw -228939.392314 + Penalty 2476.025527 = -226463.366787 nChanged 42 SP:Iteration 22Q (4.139121 sec): 3 clusters Score: Raw -228955.221726 + Penalty 2476.117818 = -226479.103909 nChanged 46 SP:Iteration 23Q (4.142908 sec): 3 clusters Score: Raw -228975.701604 + Penalty 2476.164047 = -226499.537557 nChanged 51 SP:Iteration 24Q (4.146638 sec): 3 clusters Score: Raw -229005.845325 + Penalty 2476.254122 = -226529.591203 nChanged 63 SP:Iteration 25Q (4.150411 sec): 3 clusters Score: Raw -229037.105135 + Penalty 2476.309729 = -226560.795406 nChanged 58 SP:Iteration 26Q (4.154154 sec): 3 clusters Score: Raw -229065.082917 + Penalty 2476.326725 = -226588.756192 nChanged 59 SP:Iteration 27Q (4.157822 sec): 3 clusters Score: Raw -229100.410535 + Penalty 2476.350922 = -226624.059613 nChanged 56 SP:Iteration 28Q (4.161507 sec): 3 clusters Score: Raw -229137.059712 + Penalty 2476.508043 = -226660.551668 nChanged 46 SP:Iteration 29Q (4.165192 sec): 3 clusters Score: Raw -229166.380339 + Penalty 2476.538630 = -226689.841709 nChanged 48 SP:Iteration 30F (4.169013 sec): 3 clusters Score: Raw -229193.197837 + Penalty 2476.528576 = -226716.669261 nChanged 31 SP:Iteration 31Q (4.172706 sec): 3 clusters Score: Raw -229201.813716 + Penalty 2476.477843 = -226725.335873 nChanged 22 SP:Iteration 32Q (4.176330 sec): 3 clusters Score: Raw -229207.579477 + Penalty 2476.494748 = -226731.084729 nChanged 26 SP:Iteration 33Q (4.179942 sec): 3 clusters Score: Raw -229208.126388 + Penalty 2476.425000 = -226731.701388 nChanged 19 SP:Iteration 34Q (4.183490 sec): 3 clusters Score: Raw -229208.237441 + Penalty 2476.398208 = -226731.839232 nChanged 20 SP:Iteration 35Q (4.187069 sec): 3 clusters Score: Raw -229212.884764 + Penalty 2476.360737 = -226736.524027 nChanged 14 SP:Iteration 36Q (4.190750 sec): 3 clusters Score: Raw -229210.277533 + Penalty 2476.292789 = -226733.984743 nChanged 11 SP:Iteration 37F (4.194540 sec): 3 clusters Score: Raw -229205.612363 + Penalty 2476.243788 = -226729.368575 nChanged 7 SP:Iteration 38F (4.198404 sec): 3 clusters Score: Raw -229203.209863 + Penalty 2476.181458 = -226727.028405 nChanged 8 SP:Iteration 39F (4.202211 sec): 3 clusters Score: Raw -229200.468286 + Penalty 2476.120628 = -226724.347658 nChanged 7 SP:Iteration 40F (4.206021 sec): 3 clusters Score: Raw -229197.338624 + Penalty 2476.073124 = -226721.265499 nChanged 5 SP:Iteration 41F (4.209770 sec): 3 clusters Score: Raw -229194.167834 + Penalty 2476.011124 = -226718.156709 nChanged 6 SP:Iteration 42F (4.213607 sec): 3 clusters Score: Raw -229190.601326 + Penalty 2475.918327 = -226714.683000 nChanged 9 SP:Iteration 43F (4.217367 sec): 3 clusters Score: Raw -229185.147980 + Penalty 2475.904400 = -226709.243580 nChanged 5 SP:Iteration 44F (4.221077 sec): 3 clusters Score: Raw -229183.714846 + Penalty 2476.170090 = -226707.544757 nChanged 5 SP:Iteration 45F (4.224859 sec): 3 clusters Score: Raw -229178.812004 + Penalty 2476.193599 = -226702.618405 nChanged 5 SP:Iteration 46F (4.228708 sec): 3 clusters Score: Raw -229175.098796 + Penalty 2476.105437 = -226698.993359 nChanged 7 SP:Iteration 47F (4.232511 sec): 3 clusters Score: Raw -229167.699249 + Penalty 2475.989026 = -226691.710223 nChanged 8 SP:Iteration 48F (4.236324 sec): 3 clusters Score: Raw -229161.745819 + Penalty 2475.870535 = -226685.875284 nChanged 7 SP:Iteration 49F (4.240153 sec): 3 clusters Score: Raw -229154.203269 + Penalty 2475.962348 = -226678.240922 nChanged 7 SP:Iteration 50F (4.243914 sec): 3 clusters Score: Raw -229151.501533 + Penalty 2475.865722 = -226675.635811 nChanged 5 SP:Iteration 51F (4.247885 sec): 3 clusters Score: Raw -229147.938703 + Penalty 2475.802112 = -226672.136591 nChanged 3 SP:Iteration 52F (4.251857 sec): 3 clusters Score: Raw -229143.065914 + Penalty 2475.709800 = -226667.356113 nChanged 4 SP:Iteration 53F (4.255870 sec): 3 clusters Score: Raw -229138.804183 + Penalty 2475.634258 = -226663.169925 nChanged 3 SP:Iteration 54F (4.259688 sec): 3 clusters Score: Raw -229134.562463 + Penalty 2475.580556 = -226658.981907 nChanged 2 SP:Iteration 55F (4.263505 sec): 3 clusters Score: Raw -229131.103837 + Penalty 2475.552627 = -226655.551210 nChanged 1 SP:Iteration 56F (4.267284 sec): 3 clusters Score: Raw -229128.850574 + Penalty 2475.552627 = -226653.297947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.269613 sec): 2 clusters Score: Raw -32913.525079 + Penalty 425.092491 = -32488.432589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.270555 sec): 3 clusters Score: Raw -32681.396972 + Penalty 861.933082 = -31819.463890 nChanged 168 SP:Iteration 1F (4.271480 sec): 3 clusters Score: Raw -32826.672725 + Penalty 869.301059 = -31957.371666 nChanged 35 SP:Iteration 2F (4.272373 sec): 3 clusters Score: Raw -32851.371905 + Penalty 874.525881 = -31976.846023 nChanged 18 SP:Iteration 3Q (4.273262 sec): 3 clusters Score: Raw -32856.939356 + Penalty 874.412425 = -31982.526931 nChanged 6 SP:Iteration 4Q (4.274150 sec): 3 clusters Score: Raw -32857.888717 + Penalty 876.543851 = -31981.344866 nChanged 4 SP:Iteration 5F (4.275059 sec): 3 clusters Score: Raw -32858.498170 + Penalty 877.603189 = -31980.894982 nChanged 1 SP:Iteration 6F (4.275954 sec): 3 clusters Score: Raw -32858.997119 + Penalty 878.803980 = -31980.193139 nChanged 1 SP:Iteration 7F (4.276845 sec): 3 clusters Score: Raw -32859.010684 + Penalty 882.218848 = -31976.791835 nChanged 3 SP:Iteration 8F (4.277738 sec): 3 clusters Score: Raw -32859.429684 + Penalty 887.143371 = -31972.286313 nChanged 4 SP:Iteration 9F (4.278629 sec): 3 clusters Score: Raw -32859.710616 + Penalty 889.805534 = -31969.905081 nChanged 2 SP:Iteration 10F (4.279538 sec): 3 clusters Score: Raw -32859.756021 + Penalty 890.954258 = -31968.801763 nChanged 1 SP:Iteration 11F (4.280436 sec): 3 clusters Score: Raw -32859.934610 + Penalty 893.423969 = -31966.510641 nChanged 2 SP:Iteration 12F (4.281327 sec): 3 clusters Score: Raw -32860.313856 + Penalty 898.388254 = -31961.925602 nChanged 4 SP:Iteration 13F (4.282217 sec): 3 clusters Score: Raw -32861.106923 + Penalty 899.474264 = -31961.632659 nChanged 1 SP:Iteration 14F (4.283125 sec): 3 clusters Score: Raw -32861.126674 + Penalty 900.861073 = -31960.265601 nChanged 1 SP:Iteration 15F (4.284022 sec): 3 clusters Score: Raw -32861.146163 + Penalty 904.813879 = -31956.332284 nChanged 3 SP:Iteration 16F (4.284919 sec): 3 clusters Score: Raw -32861.234770 + Penalty 907.507667 = -31953.727103 nChanged 2 SP:Iteration 17F (4.285817 sec): 3 clusters Score: Raw -32861.254275 + Penalty 911.549001 = -31949.705274 nChanged 3 SP:Iteration 18F (4.286726 sec): 3 clusters Score: Raw -32861.392227 + Penalty 917.386606 = -31944.005621 nChanged 4 SP:Iteration 19F (4.287672 sec): 3 clusters Score: Raw -32862.026323 + Penalty 927.404941 = -31934.621381 nChanged 7 SP:Iteration 20F (4.288611 sec): 3 clusters Score: Raw -32864.211806 + Penalty 939.051093 = -31925.160713 nChanged 8 SP:Iteration 21F (4.289551 sec): 3 clusters Score: Raw -32867.084700 + Penalty 948.680179 = -31918.404521 nChanged 10 SP:Iteration 22F (4.290485 sec): 3 clusters Score: Raw -32870.818983 + Penalty 963.251037 = -31907.567946 nChanged 11 SP:Iteration 23F (4.291415 sec): 3 clusters Score: Raw -32875.109194 + Penalty 980.050892 = -31895.058302 nChanged 12 SP:Iteration 24F (4.292343 sec): 3 clusters Score: Raw -32879.367396 + Penalty 998.059557 = -31881.307839 nChanged 11 SP:Iteration 25F (4.293263 sec): 3 clusters Score: Raw -32883.784073 + Penalty 1013.984421 = -31869.799653 nChanged 12 SP:Iteration 26F (4.294159 sec): 3 clusters Score: Raw -32888.898868 + Penalty 1032.551192 = -31856.347675 nChanged 12 SP:Iteration 27F (4.295058 sec): 3 clusters Score: Raw -32894.794813 + Penalty 1043.479483 = -31851.315330 nChanged 7 SP:Iteration 28F (4.295976 sec): 3 clusters Score: Raw -32897.896420 + Penalty 1054.819023 = -31843.077396 nChanged 9 SP:Iteration 29F (4.296875 sec): 3 clusters Score: Raw -32902.368879 + Penalty 1067.152878 = -31835.216001 nChanged 8 SP:Iteration 30F (4.297763 sec): 3 clusters Score: Raw -32907.949008 + Penalty 1069.325677 = -31838.623331 nChanged 4 SP:Iteration 31Q (4.298577 sec): 3 clusters Score: Raw -32908.581326 + Penalty 1079.517376 = -31829.063950 nChanged 5 SP:Iteration 32F (4.299477 sec): 3 clusters Score: Raw -32908.556987 + Penalty 1089.480962 = -31819.076025 nChanged 5 SP:Iteration 33F (4.300374 sec): 3 clusters Score: Raw -32907.972592 + Penalty 1107.311017 = -31800.661575 nChanged 4 SP:Iteration 34F (4.301288 sec): 3 clusters Score: Raw -32907.461703 + Penalty 1119.469028 = -31787.992675 nChanged 2 SP:Iteration 35F (4.302184 sec): 3 clusters Score: Raw -32906.705181 + Penalty 1132.805894 = -31773.899287 nChanged 5 SP:Iteration 36F (4.303094 sec): 3 clusters Score: Raw -32904.096287 + Penalty 1147.713137 = -31756.383151 nChanged 4 SP:Iteration 37F (4.304004 sec): 3 clusters Score: Raw -32903.484447 + Penalty 1154.927360 = -31748.557087 nChanged 7 SP:Iteration 38F (4.304905 sec): 3 clusters Score: Raw -32908.893430 + Penalty 425.092491 = -32483.800939 nChanged 4 SP:Iteration 39Q (4.305607 sec): 2 clusters Score: Raw -32913.525079 + Penalty 425.092491 = -32488.432589 nChanged 0 SP:Iteration 40F (4.306311 sec): 2 clusters Score: Raw -32913.525079 + Penalty 425.092491 = -32488.432589 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 8 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.310430 sec): 2 clusters Score: Raw -61210.641890 + Penalty 358.341873 = -60852.300017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.312111 sec): 3 clusters Score: Raw -60692.569266 + Penalty 717.416707 = -59975.152559 nChanged 363 SP:Iteration 1F (4.313764 sec): 3 clusters Score: Raw -61073.168605 + Penalty 717.794031 = -60355.374574 nChanged 90 SP:Iteration 2F (4.315379 sec): 3 clusters Score: Raw -61105.440331 + Penalty 719.081253 = -60386.359078 nChanged 22 SP:Iteration 3Q (4.316962 sec): 3 clusters Score: Raw -61112.071146 + Penalty 720.727944 = -60391.343202 nChanged 17 SP:Iteration 4Q (4.318545 sec): 3 clusters Score: Raw -61117.695851 + Penalty 721.224260 = -60396.471591 nChanged 10 SP:Iteration 5Q (4.320147 sec): 3 clusters Score: Raw -61119.355137 + Penalty 721.361662 = -60397.993475 nChanged 4 SP:Iteration 6Q (4.321715 sec): 3 clusters Score: Raw -61119.766231 + Penalty 721.040216 = -60398.726016 nChanged 3 SP:Iteration 7Q (4.323319 sec): 3 clusters Score: Raw -61120.061714 + Penalty 721.193525 = -60398.868189 nChanged 1 SP:Iteration 8Q (4.324912 sec): 3 clusters Score: Raw -61120.140967 + Penalty 721.193525 = -60398.947443 nChanged 0 SP:Iteration 9F (4.326539 sec): 3 clusters Score: Raw -61120.140967 + Penalty 721.193525 = -60398.947443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 10 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.327778 sec): 2 clusters Score: Raw -7954.138641 + Penalty 468.354617 = -7485.784024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.328148 sec): 3 clusters Score: Raw -7889.810719 + Penalty 937.078447 = -6952.732272 nChanged 23 SP:Iteration 1F (4.328513 sec): 3 clusters Score: Raw -7905.962223 + Penalty 936.799278 = -6969.162944 nChanged 8 SP:Iteration 2F (4.328878 sec): 3 clusters Score: Raw -7915.304185 + Penalty 935.394359 = -6979.909826 nChanged 4 SP:Iteration 3Q (4.329243 sec): 3 clusters Score: Raw -7919.176502 + Penalty 933.850203 = -6985.326299 nChanged 7 SP:Iteration 4F (4.329607 sec): 3 clusters Score: Raw -7925.511279 + Penalty 939.633584 = -6985.877695 nChanged 8 SP:Iteration 5F (4.329975 sec): 3 clusters Score: Raw -7930.165834 + Penalty 957.656144 = -6972.509690 nChanged 6 SP:Iteration 6F (4.330368 sec): 3 clusters Score: Raw -7931.915578 + Penalty 963.599227 = -6968.316350 nChanged 5 SP:Iteration 7F (4.330732 sec): 3 clusters Score: Raw -7937.143912 + Penalty 982.000817 = -6955.143095 nChanged 7 SP:Iteration 8F (4.331109 sec): 3 clusters Score: Raw -7947.711857 + Penalty 468.354617 = -7479.357240 nChanged 5 SP:Iteration 9F (4.331421 sec): 2 clusters Score: Raw -7954.138641 + Penalty 468.354617 = -7485.784024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 12 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.334055 sec): 2 clusters Score: Raw -50206.486624 + Penalty 344.448415 = -49862.038209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.335445 sec): 3 clusters Score: Raw -49798.752324 + Penalty 699.490999 = -49099.261325 nChanged 273 SP:Iteration 1F (4.336807 sec): 3 clusters Score: Raw -50042.792647 + Penalty 684.591505 = -49358.201142 nChanged 85 SP:Iteration 2F (4.338124 sec): 3 clusters Score: Raw -50129.830200 + Penalty 608.073777 = -49521.756423 nChanged 49 SP:Iteration 3F (4.339433 sec): 3 clusters Score: Raw -50178.089418 + Penalty 586.244124 = -49591.845295 nChanged 19 SP:Iteration 4Q (4.340687 sec): 3 clusters Score: Raw -50191.716584 + Penalty 645.646775 = -49546.069809 nChanged 11 SP:Iteration 5F (4.342025 sec): 3 clusters Score: Raw -50203.029626 + Penalty 344.448415 = -49858.581211 nChanged 3 SP:Iteration 6Q (4.343037 sec): 2 clusters Score: Raw -50206.486624 + Penalty 344.448415 = -49862.038209 nChanged 0 SP:Iteration 7F (4.344065 sec): 2 clusters Score: Raw -50206.486624 + Penalty 344.448415 = -49862.038209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.345011 sec): 2 clusters Score: Raw -206.095641 + Penalty 24.836102 = -181.259539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.345225 sec): 3 clusters Score: Raw -208.742205 + Penalty 44.944439 = -163.797766 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 17 (601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.347610 sec): 2 clusters Score: Raw -63717.050615 + Penalty 949.032715 = -62768.017900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.348937 sec): 3 clusters Score: Raw -63327.838837 + Penalty 1898.042089 = -61429.796748 nChanged 174 SP:Iteration 1F (4.350242 sec): 3 clusters Score: Raw -63463.825972 + Penalty 1897.497417 = -61566.328555 nChanged 65 SP:Iteration 2F (4.351490 sec): 3 clusters Score: Raw -63517.348043 + Penalty 1896.489561 = -61620.858482 nChanged 36 SP:Iteration 3F (4.352728 sec): 3 clusters Score: Raw -63537.848582 + Penalty 1894.645836 = -61643.202746 nChanged 29 SP:Iteration 4Q (4.353962 sec): 3 clusters Score: Raw -63557.123869 + Penalty 1891.225038 = -61665.898831 nChanged 32 SP:Iteration 5F (4.355209 sec): 3 clusters Score: Raw -63574.605088 + Penalty 1887.412953 = -61687.192135 nChanged 35 SP:Iteration 6F (4.356442 sec): 3 clusters Score: Raw -63597.051642 + Penalty 1882.793147 = -61714.258496 nChanged 32 SP:Iteration 7F (4.357703 sec): 3 clusters Score: Raw -63615.804842 + Penalty 1876.788537 = -61739.016305 nChanged 36 SP:Iteration 8F (4.358946 sec): 3 clusters Score: Raw -63638.381857 + Penalty 1876.292222 = -61762.089635 nChanged 49 SP:Iteration 9F (4.360186 sec): 3 clusters Score: Raw -63688.526886 + Penalty 1874.694279 = -61813.832606 nChanged 45 SP:Iteration 10F (4.361445 sec): 3 clusters Score: Raw -63704.925835 + Penalty 1871.140457 = -61833.785379 nChanged 27 SP:Iteration 11Q (4.362563 sec): 3 clusters Score: Raw -63708.688364 + Penalty 1894.524858 = -61814.163505 nChanged 18 SP:Iteration 12F (4.363803 sec): 3 clusters Score: Raw -63713.709189 + Penalty 1866.942252 = -61846.766937 nChanged 8 SP:Iteration 13Q (4.364793 sec): 3 clusters Score: Raw -63712.542575 + Penalty 1842.799980 = -61869.742596 nChanged 3 SP:Iteration 14Q (4.365830 sec): 3 clusters Score: Raw -63713.825102 + Penalty 949.032715 = -62764.792387 nChanged 1 SP:Iteration 15Q (4.366811 sec): 2 clusters Score: Raw -63717.050615 + Penalty 949.032715 = -62768.017900 nChanged 0 SP:Iteration 16F (4.367781 sec): 2 clusters Score: Raw -63717.050615 + Penalty 949.032715 = -62768.017900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.368713 sec): 2 clusters Score: Raw -236.781000 + Penalty 80.847575 = -155.933425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.368930 sec): 3 clusters Score: Raw -229.915433 + Penalty 80.847575 = -149.067858 nChanged 1 SP:Iteration 1F (4.369129 sec): 2 clusters Score: Raw -236.781000 + Penalty 80.847575 = -155.933425 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 19 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.374274 sec): 2 clusters Score: Raw -77856.294835 + Penalty 474.790743 = -77381.504092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.376153 sec): 3 clusters Score: Raw -77276.338005 + Penalty 920.083834 = -76356.254171 nChanged 425 SP:Iteration 1F (4.377990 sec): 3 clusters Score: Raw -77609.392808 + Penalty 890.079865 = -76719.312943 nChanged 81 SP:Iteration 2F (4.379833 sec): 3 clusters Score: Raw -77669.259281 + Penalty 860.906038 = -76808.353243 nChanged 64 SP:Iteration 3F (4.381692 sec): 3 clusters Score: Raw -77713.774276 + Penalty 824.969752 = -76888.804523 nChanged 63 SP:Iteration 4F (4.383547 sec): 3 clusters Score: Raw -77759.164264 + Penalty 800.118611 = -76959.045653 nChanged 43 SP:Iteration 5Q (4.385386 sec): 3 clusters Score: Raw -77781.027070 + Penalty 789.104879 = -76991.922190 nChanged 30 SP:Iteration 6Q (4.387178 sec): 3 clusters Score: Raw -77794.047463 + Penalty 768.951532 = -77025.095931 nChanged 25 SP:Iteration 7Q (4.388961 sec): 3 clusters Score: Raw -77803.175706 + Penalty 713.712154 = -77089.463552 nChanged 28 SP:Iteration 8Q (4.390771 sec): 3 clusters Score: Raw -77817.804016 + Penalty 622.665674 = -77195.138342 nChanged 26 SP:Iteration 9Q (4.392649 sec): 3 clusters Score: Raw -77836.383650 + Penalty 591.474140 = -77244.909510 nChanged 16 SP:Iteration 10F (4.394578 sec): 3 clusters Score: Raw -77851.692111 + Penalty 474.790743 = -77376.901368 nChanged 4 SP:Iteration 11Q (4.396035 sec): 2 clusters Score: Raw -77856.294835 + Penalty 474.790743 = -77381.504092 nChanged 0 SP:Iteration 12F (4.397464 sec): 2 clusters Score: Raw -77856.294835 + Penalty 474.790743 = -77381.504092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.400778 sec): 2 clusters Score: Raw -32691.824403 + Penalty 451.772615 = -32240.051788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.401691 sec): 3 clusters Score: Raw -32446.739228 + Penalty 902.275449 = -31544.463779 nChanged 166 SP:Iteration 1F (4.402570 sec): 3 clusters Score: Raw -32646.620864 + Penalty 989.632796 = -31656.988068 nChanged 36 SP:Iteration 2F (4.403447 sec): 3 clusters Score: Raw -32677.777894 + Penalty 1080.269199 = -31597.508696 nChanged 12 SP:Iteration 3F (4.404323 sec): 3 clusters Score: Raw -32687.213749 + Penalty 451.772615 = -32235.441134 nChanged 5 SP:Iteration 4Q (4.405038 sec): 2 clusters Score: Raw -32691.824403 + Penalty 451.772615 = -32240.051788 nChanged 0 SP:Iteration 5F (4.405739 sec): 2 clusters Score: Raw -32691.824403 + Penalty 451.772615 = -32240.051788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.406925 sec): 2 clusters Score: Raw -23533.110138 + Penalty 360.315528 = -23172.794611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.407681 sec): 3 clusters Score: Raw -23347.391368 + Penalty 718.468019 = -22628.923349 nChanged 119 SP:Iteration 1F (4.408390 sec): 3 clusters Score: Raw -23472.682761 + Penalty 765.174555 = -22707.508206 nChanged 41 SP:Iteration 2F (4.409098 sec): 3 clusters Score: Raw -23524.197236 + Penalty 360.315528 = -23163.881708 nChanged 8 SP:Iteration 3Q (4.409687 sec): 2 clusters Score: Raw -23533.110138 + Penalty 360.315528 = -23172.794611 nChanged 0 SP:Iteration 4F (4.410264 sec): 2 clusters Score: Raw -23533.110138 + Penalty 360.315528 = -23172.794611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.410733 sec): 2 clusters Score: Raw -319.948367 + Penalty 119.775327 = -200.173041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.410952 sec): 3 clusters Score: Raw -313.468515 + Penalty 119.775327 = -193.693188 nChanged 1 SP:Iteration 1F (4.411146 sec): 2 clusters Score: Raw -319.948367 + Penalty 119.775327 = -200.173041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.411780 sec): 2 clusters Score: Raw -5225.204764 + Penalty 45.490594 = -5179.714170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.412129 sec): 3 clusters Score: Raw -5184.249540 + Penalty 92.076825 = -5092.172715 nChanged 32 SP:Iteration 1F (4.412482 sec): 3 clusters Score: Raw -5201.874950 + Penalty 93.100561 = -5108.774389 nChanged 11 SP:Iteration 2F (4.412836 sec): 3 clusters Score: Raw -5208.943557 + Penalty 89.783091 = -5119.160466 nChanged 12 SP:Iteration 3F (4.413186 sec): 3 clusters Score: Raw -5218.928206 + Penalty 91.800025 = -5127.128181 nChanged 6 SP:Iteration 4F (4.413534 sec): 3 clusters Score: Raw -5225.624138 + Penalty 93.550874 = -5132.073264 nChanged 2 SP:Iteration 5Q (4.413882 sec): 3 clusters Score: Raw -5226.575671 + Penalty 94.635970 = -5131.939700 nChanged 1 SP:Iteration 6F (4.414235 sec): 3 clusters Score: Raw -5226.780075 + Penalty 94.635970 = -5132.144104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 29 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.415029 sec): 2 clusters Score: Raw -12264.878591 + Penalty 653.897323 = -11610.981268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.415474 sec): 3 clusters Score: Raw -12155.913259 + Penalty 1304.836490 = -10851.076769 nChanged 22 SP:Iteration 1F (4.415911 sec): 3 clusters Score: Raw -12183.916645 + Penalty 1296.888648 = -10887.027997 nChanged 16 SP:Iteration 2F (4.416353 sec): 3 clusters Score: Raw -12202.898433 + Penalty 1297.331357 = -10905.567076 nChanged 14 SP:Iteration 3F (4.416783 sec): 3 clusters Score: Raw -12217.015894 + Penalty 1296.539377 = -10920.476517 nChanged 13 SP:Iteration 4F (4.417211 sec): 3 clusters Score: Raw -12228.217981 + Penalty 1316.816533 = -10911.401448 nChanged 7 SP:Iteration 5F (4.417639 sec): 3 clusters Score: Raw -12243.946234 + Penalty 653.897323 = -11590.048911 nChanged 7 SP:Iteration 6F (4.417996 sec): 2 clusters Score: Raw -12264.878591 + Penalty 653.897323 = -11610.981268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.418433 sec): 2 clusters Score: Raw -68.462692 + Penalty 0.000000 = -68.462692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.418616 sec): 2 clusters Score: Raw -68.462692 + Penalty 0.000000 = -68.462692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.419066 sec): 2 clusters Score: Raw -305.495624 + Penalty 145.854234 = -159.641390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.419295 sec): 3 clusters Score: Raw -312.060589 + Penalty 291.708467 = -20.352121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 32 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.420563 sec): 2 clusters Score: Raw -18250.338555 + Penalty 793.825494 = -17456.513061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.421104 sec): 3 clusters Score: Raw -18124.001381 + Penalty 1582.777997 = -16541.223384 nChanged 36 SP:Iteration 1F (4.421629 sec): 3 clusters Score: Raw -18188.481430 + Penalty 1582.202496 = -16606.278934 nChanged 23 SP:Iteration 2F (4.422155 sec): 3 clusters Score: Raw -18233.914156 + Penalty 1589.151702 = -16644.762454 nChanged 18 SP:Iteration 3F (4.422697 sec): 3 clusters Score: Raw -18239.403281 + Penalty 1592.728101 = -16646.675180 nChanged 8 SP:Iteration 4Q (4.423177 sec): 3 clusters Score: Raw -18237.493996 + Penalty 1586.930139 = -16650.563857 nChanged 5 SP:Iteration 5Q (4.423632 sec): 3 clusters Score: Raw -18236.445087 + Penalty 1575.784496 = -16660.660591 nChanged 4 SP:Iteration 6Q (4.424080 sec): 3 clusters Score: Raw -18245.994592 + Penalty 793.825494 = -17452.169098 nChanged 3 SP:Iteration 7Q (4.424507 sec): 2 clusters Score: Raw -18250.338555 + Penalty 793.825494 = -17456.513061 nChanged 0 SP:Iteration 8F (4.424934 sec): 2 clusters Score: Raw -18250.338555 + Penalty 793.825494 = -17456.513061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 34 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.425405 sec): 2 clusters Score: Raw -68.462691 + Penalty 0.000000 = -68.462691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.425586 sec): 2 clusters Score: Raw -68.462691 + Penalty 0.000000 = -68.462691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.426019 sec): 2 clusters Score: Raw -141.611488 + Penalty 19.061547 = -122.549940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.426202 sec): 2 clusters Score: Raw -141.611488 + Penalty 19.061547 = -122.549940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.426643 sec): 2 clusters Score: Raw -140.492649 + Penalty 14.588552 = -125.904098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.426834 sec): 2 clusters Score: Raw -140.492649 + Penalty 14.588552 = -125.904098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.427271 sec): 2 clusters Score: Raw -147.567046 + Penalty 31.538197 = -116.028850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.427455 sec): 2 clusters Score: Raw -147.567046 + Penalty 31.538197 = -116.028850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 39 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.428658 sec): 2 clusters Score: Raw -29223.575299 + Penalty 767.854470 = -28455.720828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.429384 sec): 3 clusters Score: Raw -29000.188268 + Penalty 1534.567313 = -27465.620955 nChanged 94 SP:Iteration 1F (4.430096 sec): 3 clusters Score: Raw -29121.198976 + Penalty 1529.727478 = -27591.471498 nChanged 33 SP:Iteration 2F (4.430802 sec): 3 clusters Score: Raw -29167.459643 + Penalty 1520.426830 = -27647.032813 nChanged 28 SP:Iteration 3F (4.431528 sec): 3 clusters Score: Raw -29189.994161 + Penalty 1510.385986 = -27679.608175 nChanged 17 SP:Iteration 4F (4.432238 sec): 3 clusters Score: Raw -29204.020646 + Penalty 1505.545954 = -27698.474693 nChanged 17 SP:Iteration 5F (4.432948 sec): 3 clusters Score: Raw -29211.637878 + Penalty 1498.520236 = -27713.117642 nChanged 14 SP:Iteration 6Q (4.433665 sec): 3 clusters Score: Raw -29214.058568 + Penalty 1491.971621 = -27722.086947 nChanged 22 SP:Iteration 7F (4.434380 sec): 3 clusters Score: Raw -29228.633074 + Penalty 1495.063991 = -27733.569083 nChanged 14 SP:Iteration 8Q (4.435001 sec): 3 clusters Score: Raw -29226.629882 + Penalty 1478.009278 = -27748.620604 nChanged 7 SP:Iteration 9Q (4.435595 sec): 3 clusters Score: Raw -29219.085249 + Penalty 1556.840020 = -27662.245229 nChanged 3 SP:Iteration 10F (4.436317 sec): 3 clusters Score: Raw -29218.367528 + Penalty 1552.067486 = -27666.300042 nChanged 1 SP:Iteration 11Q (4.436901 sec): 3 clusters Score: Raw -29219.502665 + Penalty 767.854470 = -28451.648195 nChanged 1 SP:Iteration 12Q (4.437466 sec): 2 clusters Score: Raw -29223.575299 + Penalty 767.854470 = -28455.720828 nChanged 0 SP:Iteration 13F (4.438030 sec): 2 clusters Score: Raw -29223.575299 + Penalty 767.854470 = -28455.720828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 45 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.438483 sec): 2 clusters Score: Raw -72.042134 + Penalty 0.000000 = -72.042134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.438671 sec): 2 clusters Score: Raw -72.042134 + Penalty 0.000000 = -72.042134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.439102 sec): 2 clusters Score: Raw -66.672971 + Penalty 0.000000 = -66.672971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.439282 sec): 2 clusters Score: Raw -66.672971 + Penalty 0.000000 = -66.672971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 49 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.439765 sec): 2 clusters Score: Raw -1009.761851 + Penalty 421.542571 = -588.219280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.440009 sec): 3 clusters Score: Raw -1362.428376 + Penalty 843.531247 = -518.897129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 51 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.440575 sec): 2 clusters Score: Raw -4006.337106 + Penalty 366.346637 = -3639.990469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.440880 sec): 3 clusters Score: Raw -3956.109087 + Penalty 727.423733 = -3228.685354 nChanged 6 SP:Iteration 1F (4.441177 sec): 3 clusters Score: Raw -3962.410683 + Penalty 717.017868 = -3245.392816 nChanged 8 SP:Iteration 2F (4.441467 sec): 3 clusters Score: Raw -3974.368589 + Penalty 684.828046 = -3289.540543 nChanged 9 SP:Iteration 3F (4.441756 sec): 3 clusters Score: Raw -3996.540343 + Penalty 366.346637 = -3630.193706 nChanged 5 SP:Iteration 4F (4.442010 sec): 2 clusters Score: Raw -4006.337106 + Penalty 366.346637 = -3639.990469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 52 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.443398 sec): 2 clusters Score: Raw -31630.664918 + Penalty 599.029512 = -31031.635406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.444259 sec): 3 clusters Score: Raw -31399.275955 + Penalty 1180.425291 = -30218.850664 nChanged 131 SP:Iteration 1F (4.445103 sec): 3 clusters Score: Raw -31509.763069 + Penalty 1168.064209 = -30341.698859 nChanged 46 SP:Iteration 2F (4.445947 sec): 3 clusters Score: Raw -31555.815174 + Penalty 1165.281887 = -30390.533286 nChanged 44 SP:Iteration 3F (4.446776 sec): 3 clusters Score: Raw -31596.598839 + Penalty 1244.133127 = -30352.465712 nChanged 26 SP:Iteration 4F (4.447587 sec): 3 clusters Score: Raw -31620.828859 + Penalty 1321.611589 = -30299.217270 nChanged 8 SP:Iteration 5F (4.448395 sec): 3 clusters Score: Raw -31627.296879 + Penalty 599.029512 = -31028.267367 nChanged 2 SP:Iteration 6Q (4.449065 sec): 2 clusters Score: Raw -31630.664918 + Penalty 599.029512 = -31031.635406 nChanged 0 SP:Iteration 7F (4.449708 sec): 2 clusters Score: Raw -31630.664918 + Penalty 599.029512 = -31031.635406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 54 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.450390 sec): 2 clusters Score: Raw -6682.516256 + Penalty 474.504028 = -6208.012228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.450734 sec): 3 clusters Score: Raw -6620.139707 + Penalty 998.397502 = -5621.742205 nChanged 20 SP:Iteration 1F (4.451079 sec): 3 clusters Score: Raw -6664.007184 + Penalty 474.504028 = -6189.503156 nChanged 8 SP:Iteration 2F (4.451390 sec): 2 clusters Score: Raw -6682.516256 + Penalty 474.504028 = -6208.012228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.451832 sec): 2 clusters Score: Raw -140.088743 + Penalty 19.039720 = -121.049023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.452024 sec): 3 clusters Score: Raw -139.035908 + Penalty 38.079440 = -100.956468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 62 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.452990 sec): 2 clusters Score: Raw -16916.065523 + Penalty 314.787848 = -16601.277675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.453589 sec): 3 clusters Score: Raw -16799.043414 + Penalty 650.230232 = -16148.813182 nChanged 81 SP:Iteration 1F (4.454178 sec): 3 clusters Score: Raw -16876.154474 + Penalty 655.841256 = -16220.313219 nChanged 11 SP:Iteration 2F (4.454767 sec): 3 clusters Score: Raw -16881.396172 + Penalty 657.703531 = -16223.692641 nChanged 5 SP:Iteration 3Q (4.455361 sec): 3 clusters Score: Raw -16884.771761 + Penalty 664.061278 = -16220.710483 nChanged 5 SP:Iteration 4F (4.455951 sec): 3 clusters Score: Raw -16887.113067 + Penalty 674.024314 = -16213.088753 nChanged 7 SP:Iteration 5F (4.456539 sec): 3 clusters Score: Raw -16889.483384 + Penalty 678.041357 = -16211.442027 nChanged 2 SP:Iteration 6F (4.457112 sec): 3 clusters Score: Raw -16892.457911 + Penalty 679.758853 = -16212.699058 nChanged 2 SP:Iteration 7Q (4.457682 sec): 3 clusters Score: Raw -16892.413054 + Penalty 683.249444 = -16209.163610 nChanged 2 SP:Iteration 8F (4.458252 sec): 3 clusters Score: Raw -16892.692798 + Penalty 683.358443 = -16209.334355 nChanged 1 SP:Iteration 9Q (4.458822 sec): 3 clusters Score: Raw -16892.693386 + Penalty 683.358443 = -16209.334944 nChanged 0 SP:Iteration 10F (4.459413 sec): 3 clusters Score: Raw -16892.693386 + Penalty 683.358443 = -16209.334944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 63 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.460681 sec): 2 clusters Score: Raw -17575.430056 + Penalty 565.794727 = -17009.635329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.461243 sec): 3 clusters Score: Raw -17430.434467 + Penalty 1123.358697 = -16307.075770 nChanged 62 SP:Iteration 1F (4.461788 sec): 3 clusters Score: Raw -17490.059078 + Penalty 1094.196177 = -16395.862901 nChanged 34 SP:Iteration 2F (4.462330 sec): 3 clusters Score: Raw -17534.215800 + Penalty 1014.061151 = -16520.154650 nChanged 23 SP:Iteration 3F (4.462872 sec): 3 clusters Score: Raw -17566.630633 + Penalty 1004.769368 = -16561.861265 nChanged 7 SP:Iteration 4Q (4.463348 sec): 3 clusters Score: Raw -17572.837054 + Penalty 565.794727 = -17007.042327 nChanged 1 SP:Iteration 5Q (4.463812 sec): 2 clusters Score: Raw -17575.430056 + Penalty 565.794727 = -17009.635329 nChanged 0 SP:Iteration 6F (4.464262 sec): 2 clusters Score: Raw -17575.430056 + Penalty 565.794727 = -17009.635329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.464767 sec): 2 clusters Score: Raw -70.252413 + Penalty 0.000000 = -70.252413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.464956 sec): 2 clusters Score: Raw -70.252413 + Penalty 0.000000 = -70.252413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 69 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.465810 sec): 2 clusters Score: Raw -15727.163494 + Penalty 667.546562 = -15059.616933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.466325 sec): 3 clusters Score: Raw -15579.165637 + Penalty 1329.370753 = -14249.794884 nChanged 41 SP:Iteration 1F (4.466833 sec): 3 clusters Score: Raw -15636.065748 + Penalty 1308.029645 = -14328.036103 nChanged 28 SP:Iteration 2F (4.467328 sec): 3 clusters Score: Raw -15687.014365 + Penalty 1290.382264 = -14396.632101 nChanged 22 SP:Iteration 3F (4.467839 sec): 3 clusters Score: Raw -15713.891362 + Penalty 1326.597483 = -14387.293879 nChanged 13 SP:Iteration 4F (4.468357 sec): 3 clusters Score: Raw -15724.689761 + Penalty 667.546562 = -15057.143199 nChanged 3 SP:Iteration 5Q (4.468764 sec): 2 clusters Score: Raw -15727.163494 + Penalty 667.546562 = -15059.616933 nChanged 0 SP:Iteration 6F (4.469165 sec): 2 clusters Score: Raw -15727.163494 + Penalty 667.546562 = -15059.616933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.469607 sec): 2 clusters Score: Raw -135.054787 + Penalty 13.654626 = -121.400160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.469799 sec): 3 clusters Score: Raw -136.173740 + Penalty 27.309253 = -108.864487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.470242 sec): 2 clusters Score: Raw -202.313332 + Penalty 26.801096 = -175.512237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.470428 sec): 2 clusters Score: Raw -202.313332 + Penalty 26.801096 = -175.512237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 77 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.471521 sec): 2 clusters Score: Raw -22248.660400 + Penalty 576.900064 = -21671.760336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.472173 sec): 3 clusters Score: Raw -22064.315461 + Penalty 1159.251066 = -20905.064395 nChanged 92 SP:Iteration 1F (4.472834 sec): 3 clusters Score: Raw -22154.633173 + Penalty 1152.311151 = -21002.322022 nChanged 43 SP:Iteration 2F (4.473474 sec): 3 clusters Score: Raw -22202.198500 + Penalty 1112.318755 = -21089.879745 nChanged 29 SP:Iteration 3F (4.474122 sec): 3 clusters Score: Raw -22235.384682 + Penalty 1100.733976 = -21134.650706 nChanged 13 SP:Iteration 4F (4.474770 sec): 3 clusters Score: Raw -22246.614621 + Penalty 576.900064 = -21669.714557 nChanged 3 SP:Iteration 5Q (4.475277 sec): 2 clusters Score: Raw -22248.660400 + Penalty 576.900064 = -21671.760336 nChanged 0 SP:Iteration 6F (4.475782 sec): 2 clusters Score: Raw -22248.660400 + Penalty 576.900064 = -21671.760336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 79 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.476553 sec): 2 clusters Score: Raw -11412.461917 + Penalty 561.682457 = -10850.779461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.477008 sec): 3 clusters Score: Raw -11310.218963 + Penalty 1119.560074 = -10190.658889 nChanged 42 SP:Iteration 1F (4.477444 sec): 3 clusters Score: Raw -11380.251605 + Penalty 1142.111258 = -10238.140348 nChanged 19 SP:Iteration 2F (4.477866 sec): 3 clusters Score: Raw -11409.612058 + Penalty 1153.805146 = -10255.806912 nChanged 3 SP:Iteration 3Q (4.478263 sec): 3 clusters Score: Raw -11412.339562 + Penalty 561.682457 = -10850.657105 nChanged 1 SP:Iteration 4Q (4.478618 sec): 2 clusters Score: Raw -11412.461917 + Penalty 561.682457 = -10850.779461 nChanged 0 SP:Iteration 5F (4.478985 sec): 2 clusters Score: Raw -11412.461917 + Penalty 561.682457 = -10850.779461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.479443 sec): 2 clusters Score: Raw -393.334618 + Penalty 173.574127 = -219.760491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.479657 sec): 3 clusters Score: Raw -396.051179 + Penalty 345.466426 = -50.584753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.480094 sec): 2 clusters Score: Raw -73.831854 + Penalty 0.000000 = -73.831854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.480280 sec): 2 clusters Score: Raw -73.831854 + Penalty 0.000000 = -73.831854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 87 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.481381 sec): 2 clusters Score: Raw -22100.586957 + Penalty 544.910592 = -21555.676365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.482064 sec): 3 clusters Score: Raw -21925.357248 + Penalty 1094.392937 = -20830.964310 nChanged 86 SP:Iteration 1F (4.482722 sec): 3 clusters Score: Raw -21982.098711 + Penalty 1101.205457 = -20880.893255 nChanged 33 SP:Iteration 2F (4.483368 sec): 3 clusters Score: Raw -22005.937263 + Penalty 1107.381525 = -20898.555737 nChanged 23 SP:Iteration 3F (4.484018 sec): 3 clusters Score: Raw -22023.198579 + Penalty 1115.588018 = -20907.610561 nChanged 16 SP:Iteration 4F (4.484659 sec): 3 clusters Score: Raw -22029.848427 + Penalty 1115.328943 = -20914.519484 nChanged 12 SP:Iteration 5Q (4.485300 sec): 3 clusters Score: Raw -22036.480435 + Penalty 1118.425912 = -20918.054523 nChanged 16 SP:Iteration 6F (4.485936 sec): 3 clusters Score: Raw -22048.844495 + Penalty 1105.986671 = -20942.857824 nChanged 28 SP:Iteration 7F (4.486587 sec): 3 clusters Score: Raw -22079.373185 + Penalty 1139.572025 = -20939.801160 nChanged 15 SP:Iteration 8F (4.487225 sec): 3 clusters Score: Raw -22093.012588 + Penalty 1206.140318 = -20886.872270 nChanged 5 SP:Iteration 9F (4.487874 sec): 3 clusters Score: Raw -22097.771859 + Penalty 544.910592 = -21552.861267 nChanged 1 SP:Iteration 10F (4.488383 sec): 2 clusters Score: Raw -22100.586957 + Penalty 544.910592 = -21555.676365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 98 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.489194 sec): 2 clusters Score: Raw -14440.280323 + Penalty 698.215443 = -13742.064881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.489666 sec): 3 clusters Score: Raw -14340.865555 + Penalty 1382.851330 = -12958.014225 nChanged 40 SP:Iteration 1F (4.490138 sec): 3 clusters Score: Raw -14430.387144 + Penalty 1381.659978 = -13048.727166 nChanged 8 SP:Iteration 2F (4.490617 sec): 3 clusters Score: Raw -14438.989975 + Penalty 1382.926254 = -13056.063721 nChanged 4 SP:Iteration 3Q (4.491109 sec): 3 clusters Score: Raw -14439.126335 + Penalty 1378.366108 = -13060.760227 nChanged 5 SP:Iteration 4Q (4.491570 sec): 3 clusters Score: Raw -14435.097111 + Penalty 1377.443207 = -13057.653904 nChanged 5 SP:Iteration 5F (4.492043 sec): 3 clusters Score: Raw -14427.364982 + Penalty 1366.950906 = -13060.414076 nChanged 5 SP:Iteration 6Q (4.492481 sec): 3 clusters Score: Raw -14419.882318 + Penalty 1369.519473 = -13050.362845 nChanged 7 SP:Iteration 7F (4.492953 sec): 3 clusters Score: Raw -14428.137167 + Penalty 698.215443 = -13729.921725 nChanged 9 SP:Iteration 8F (4.493360 sec): 2 clusters Score: Raw -14440.280323 + Penalty 698.215443 = -13742.064881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.493797 sec): 2 clusters Score: Raw -68.462692 + Penalty 0.000000 = -68.462692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.493981 sec): 2 clusters Score: Raw -68.462692 + Penalty 0.000000 = -68.462692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.494411 sec): 2 clusters Score: Raw -68.462691 + Penalty 0.000000 = -68.462691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.494592 sec): 2 clusters Score: Raw -68.462691 + Penalty 0.000000 = -68.462691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.495038 sec): 2 clusters Score: Raw -155.317094 + Penalty 61.280840 = -94.036254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.495244 sec): 3 clusters Score: Raw -148.660354 + Penalty 122.561680 = -26.098674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 110 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.496363 sec): 2 clusters Score: Raw -24924.863589 + Penalty 729.946855 = -24194.916734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.497050 sec): 3 clusters Score: Raw -24731.283653 + Penalty 1470.306880 = -23260.976773 nChanged 61 SP:Iteration 1F (4.497725 sec): 3 clusters Score: Raw -24801.350095 + Penalty 1481.920624 = -23319.429471 nChanged 29 SP:Iteration 2F (4.498389 sec): 3 clusters Score: Raw -24832.639330 + Penalty 1487.875333 = -23344.763997 nChanged 27 SP:Iteration 3F (4.499081 sec): 3 clusters Score: Raw -24875.173659 + Penalty 1493.495749 = -23381.677910 nChanged 26 SP:Iteration 4F (4.499724 sec): 3 clusters Score: Raw -24914.616963 + Penalty 729.946855 = -24184.670107 nChanged 7 SP:Iteration 5Q (4.500266 sec): 2 clusters Score: Raw -24924.863589 + Penalty 729.946855 = -24194.916734 nChanged 0 SP:Iteration 6F (4.500797 sec): 2 clusters Score: Raw -24924.863589 + Penalty 729.946855 = -24194.916734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.501255 sec): 2 clusters Score: Raw -152.764097 + Penalty 55.413378 = -97.350719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.501463 sec): 3 clusters Score: Raw -144.594154 + Penalty 110.826756 = -33.767398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 113 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.502002 sec): 2 clusters Score: Raw -2322.732068 + Penalty 374.483146 = -1948.248922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.502294 sec): 3 clusters Score: Raw -2406.139728 + Penalty 756.518161 = -1649.621567 nChanged 4 SP:Iteration 1F (4.502580 sec): 3 clusters Score: Raw -2442.979654 + Penalty 756.518161 = -1686.461493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.503018 sec): 2 clusters Score: Raw -259.045495 + Penalty 7.548269 = -251.497226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.503209 sec): 3 clusters Score: Raw -264.139706 + Penalty 15.096538 = -249.043168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.503642 sec): 2 clusters Score: Raw -198.605515 + Penalty 9.223511 = -189.382004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.503852 sec): 3 clusters Score: Raw -200.763129 + Penalty 17.233717 = -183.529413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.504287 sec): 2 clusters Score: Raw -69.831168 + Penalty 0.000000 = -69.831168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.504472 sec): 2 clusters Score: Raw -69.831168 + Penalty 0.000000 = -69.831168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.504912 sec): 2 clusters Score: Raw -73.083328 + Penalty 0.000000 = -73.083328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.505101 sec): 2 clusters Score: Raw -73.083328 + Penalty 0.000000 = -73.083328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.505538 sec): 2 clusters Score: Raw -73.329837 + Penalty 0.000000 = -73.329837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.505725 sec): 2 clusters Score: Raw -73.329837 + Penalty 0.000000 = -73.329837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 141 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.506508 sec): 2 clusters Score: Raw -11641.958910 + Penalty 631.147804 = -11010.811106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.506935 sec): 3 clusters Score: Raw -11528.151997 + Penalty 1262.329170 = -10265.822827 nChanged 31 SP:Iteration 1F (4.507356 sec): 3 clusters Score: Raw -11584.676275 + Penalty 1265.069717 = -10319.606559 nChanged 19 SP:Iteration 2F (4.507800 sec): 3 clusters Score: Raw -11616.017917 + Penalty 1269.598718 = -10346.419199 nChanged 11 SP:Iteration 3F (4.508242 sec): 3 clusters Score: Raw -11621.816088 + Penalty 1285.114859 = -10336.701229 nChanged 7 SP:Iteration 4F (4.508682 sec): 3 clusters Score: Raw -11627.184350 + Penalty 1330.816561 = -10296.367789 nChanged 8 SP:Iteration 5F (4.509120 sec): 3 clusters Score: Raw -11639.865406 + Penalty 631.147804 = -11008.717602 nChanged 2 SP:Iteration 6Q (4.509491 sec): 2 clusters Score: Raw -11641.958910 + Penalty 631.147804 = -11010.811106 nChanged 0 SP:Iteration 7F (4.509863 sec): 2 clusters Score: Raw -11641.958910 + Penalty 631.147804 = -11010.811106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.510300 sec): 2 clusters Score: Raw -66.672971 + Penalty 0.000000 = -66.672971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.510481 sec): 2 clusters Score: Raw -66.672971 + Penalty 0.000000 = -66.672971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.510922 sec): 2 clusters Score: Raw -155.310899 + Penalty 62.318417 = -92.992481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.511113 sec): 2 clusters Score: Raw -155.310899 + Penalty 62.318417 = -92.992481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.511545 sec): 2 clusters Score: Raw -71.063132 + Penalty 0.000000 = -71.063132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.511729 sec): 2 clusters Score: Raw -71.063132 + Penalty 0.000000 = -71.063132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.512170 sec): 2 clusters Score: Raw -157.683096 + Penalty 72.190954 = -85.492141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.512380 sec): 2 clusters Score: Raw -157.683096 + Penalty 72.190954 = -85.492141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.512817 sec): 2 clusters Score: Raw -152.592674 + Penalty 50.910067 = -101.682607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.513014 sec): 3 clusters Score: Raw -147.199581 + Penalty 101.820135 = -45.379446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.513451 sec): 2 clusters Score: Raw -73.360722 + Penalty 0.000000 = -73.360722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.513643 sec): 2 clusters Score: Raw -73.360722 + Penalty 0.000000 = -73.360722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.514077 sec): 2 clusters Score: Raw -135.092323 + Penalty 6.584898 = -128.507424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.514265 sec): 3 clusters Score: Raw -134.114011 + Penalty 13.169796 = -120.944215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.514698 sec): 2 clusters Score: Raw -71.842608 + Penalty 0.000000 = -71.842608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.514884 sec): 2 clusters Score: Raw -71.842608 + Penalty 0.000000 = -71.842608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.515326 sec): 2 clusters Score: Raw -156.187073 + Penalty 71.977541 = -84.209532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.515530 sec): 3 clusters Score: Raw -150.351708 + Penalty 143.955082 = -6.396626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.515962 sec): 2 clusters Score: Raw -72.313593 + Penalty 0.000000 = -72.313593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.516147 sec): 2 clusters Score: Raw -72.313593 + Penalty 0.000000 = -72.313593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.516581 sec): 2 clusters Score: Raw -75.506187 + Penalty 0.000000 = -75.506187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.516767 sec): 2 clusters Score: Raw -75.506187 + Penalty 0.000000 = -75.506187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 233 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.517210 sec): 2 clusters Score: Raw -676.299085 + Penalty 11.989476 = -664.309609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.517404 sec): 3 clusters Score: Raw -678.330871 + Penalty 23.978953 = -654.351918 nChanged 1 SP:Iteration 1F (4.517593 sec): 3 clusters Score: Raw -679.235220 + Penalty 23.978953 = -655.256267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 240 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.518057 sec): 2 clusters Score: Raw -696.776233 + Penalty 44.384699 = -652.391534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.518272 sec): 3 clusters Score: Raw -700.101573 + Penalty 68.522384 = -631.579189 nChanged 0 Deleting Class 82 (5 points): Lose 97.877471 but Gain 985.324684 Iteration 20F (4.764189 sec): 66 clusters Score: Raw -824732.233244 + Penalty 43078.871825 = -781653.361419 nChanged 51 Deleting Class 29 (112 points): Lose 357.509938 but Gain 1232.627121 Iteration 21Q (4.800472 sec): 65 clusters Score: Raw -824415.947829 + Penalty 41926.129705 = -782489.818124 nChanged 141 Deleting Class 211 (2 points): Lose 76.515546 but Gain 948.724561 Iteration 22Q (4.838626 sec): 64 clusters Score: Raw -824541.944107 + Penalty 40968.642575 = -783573.301532 nChanged 51 Deleting Class 69 (146 points): Lose 333.604207 but Gain 1203.056697 Iteration 23Q (4.874269 sec): 63 clusters Score: Raw -824234.187260 + Penalty 39837.809672 = -784396.377588 nChanged 176 Deleting Class 54 (73 points): Lose 134.475944 but Gain 1000.117444 Iteration 24Q (4.911890 sec): 62 clusters Score: Raw -824350.624528 + Penalty 38883.861008 = -785466.763520 nChanged 116 Deleting Class 10 (89 points): Lose 133.072693 but Gain 991.639563 Iteration 25Q (4.947637 sec): 61 clusters Score: Raw -824330.568108 + Penalty 37929.029156 = -786401.538952 nChanged 127 Deleting Class 51 (55 points): Lose 75.883817 but Gain 898.808001 Iteration 26Q (4.983043 sec): 60 clusters Score: Raw -824360.443722 + Penalty 37081.466515 = -787278.977207 nChanged 82 Deleting Class 141 (123 points): Lose 386.531795 but Gain 1191.313910 Iteration 27Q (5.017114 sec): 59 clusters Score: Raw -824049.145286 + Penalty 35965.126840 = -788084.018447 nChanged 145 Deleting Class 170 (2 points): Lose 151.873520 but Gain 951.537532 Iteration 28Q (5.051776 sec): 58 clusters Score: Raw -824084.084996 + Penalty 35023.557344 = -789060.527652 nChanged 46 Deleting Class 227 (1 points): Lose 72.752501 but Gain 861.476886 Iteration 29Q (5.084666 sec): 57 clusters Score: Raw -824066.531247 + Penalty 34160.141210 = -789906.390037 nChanged 31 Deleting Class 31 (4 points): Lose 173.747005 but Gain 961.240773 Iteration 30F (5.287470 sec): 56 clusters Score: Raw -823910.714544 + Penalty 33195.583764 = -790715.130780 nChanged 22 Deleting Class 26 (4 points): Lose 13.266430 but Gain 789.369802 Iteration 31Q (5.320138 sec): 55 clusters Score: Raw -823945.558620 + Penalty 32487.285483 = -791458.273137 nChanged 21 Deleting Class 112 (3 points): Lose 11.598958 but Gain 805.425888 Iteration 32Q (5.352481 sec): 54 clusters Score: Raw -823967.322148 + Penalty 31682.327109 = -792284.995038 nChanged 9 Deleting Class 98 (156 points): Lose 563.623476 but Gain 1288.693723 Iteration 33Q (5.384534 sec): 53 clusters Score: Raw -823408.766404 + Penalty 30505.401109 = -792903.365295 nChanged 161 Deleting Class 148 (2 points): Lose 100.923676 but Gain 821.409185 Iteration 34Q (5.418816 sec): 52 clusters Score: Raw -823559.724377 + Penalty 29750.939097 = -793808.785280 nChanged 62 Deleting Class 108 (2 points): Lose 89.993286 but Gain 807.733043 Iteration 35Q (5.450678 sec): 51 clusters Score: Raw -823513.473370 + Penalty 28945.711018 = -794567.762352 nChanged 41 Deleting Class 18 (3 points): Lose 6.841174 but Gain 672.343400 Iteration 36Q (5.482357 sec): 50 clusters Score: Raw -823527.891125 + Penalty 28283.353481 = -795244.537644 nChanged 36 Deleting Class 133 (1 points): Lose 2.981618 but Gain 621.033682 Iteration 37Q (5.513549 sec): 49 clusters Score: Raw -823549.442770 + Penalty 27682.082751 = -795867.360019 nChanged 32 Deleting Class 83 (1 points): Lose 14.516889 but Gain 621.265895 Iteration 38Q (5.545050 sec): 48 clusters Score: Raw -823560.033952 + Penalty 27077.836942 = -796482.197010 nChanged 27 Deleting Class 79 (195 points): Lose 441.165003 but Gain 1048.554501 Iteration 39Q (5.575889 sec): 47 clusters Score: Raw -823143.288208 + Penalty 26108.752351 = -797034.535857 nChanged 216 Deleting Class 184 (2 points): Lose 61.305508 but Gain 671.037534 Iteration 40F (5.744316 sec): 46 clusters Score: Raw -823341.154136 + Penalty 25432.071789 = -797909.082348 nChanged 75 Deleting Class 127 (1 points): Lose 6.368145 but Gain 585.340110 Iteration 41Q (5.775529 sec): 45 clusters Score: Raw -823372.554320 + Penalty 24858.931030 = -798513.623290 nChanged 44 Deleting Class 185 (1 points): Lose 63.051875 but Gain 639.661402 Iteration 42Q (5.806263 sec): 44 clusters Score: Raw -823338.603325 + Penalty 24220.173610 = -799118.429715 nChanged 33 Deleting Class 126 (1 points): Lose 23.191666 but Gain 580.210201 Iteration 43Q (5.836971 sec): 43 clusters Score: Raw -823354.845701 + Penalty 23672.436371 = -799682.409330 nChanged 20 Deleting Class 32 (214 points): Lose 894.581300 but Gain 1393.014832 Iteration 44Q (5.866960 sec): 42 clusters Score: Raw -822491.308464 + Penalty 22351.950448 = -800139.358016 nChanged 218 Deleting Class 198 (1 points): Lose 27.479151 but Gain 490.435594 Iteration 45Q (5.898711 sec): 41 clusters Score: Raw -822921.862369 + Penalty 21877.007288 = -801044.855080 nChanged 53 Deleting Class 219 (1 points): Lose 33.424131 but Gain 458.204975 Iteration 46Q (5.928403 sec): 40 clusters Score: Raw -822938.970494 + Penalty 21429.373179 = -801509.597315 nChanged 26 Deleting Class 49 (19 points): Lose 887.992942 but Gain 1307.999211 Iteration 47Q (5.957409 sec): 39 clusters Score: Raw -822079.468871 + Penalty 20465.172810 = -801614.296061 nChanged 36 Deleting Class 45 (1 points): Lose 68.981863 but Gain 415.699974 Iteration 48Q (5.986549 sec): 38 clusters Score: Raw -822211.536280 + Penalty 20042.117593 = -802169.418687 nChanged 17 Deleting Class 154 (1 points): Lose 14.506433 but Gain 360.283297 Iteration 49Q (6.015349 sec): 37 clusters Score: Raw -822212.602917 + Penalty 19676.743386 = -802535.859531 nChanged 16 Deleting Class 63 (313 points): Lose 893.014808 but Gain 1201.899633 Iteration 50F (6.147437 sec): 36 clusters Score: Raw -821330.227880 + Penalty 18647.613870 = -802682.614010 nChanged 326 Deleting Class 38 (2 points): Lose 130.987242 but Gain 415.699974 Iteration 51Q (6.179078 sec): 35 clusters Score: Raw -821690.258496 + Penalty 18327.502196 = -803362.756300 nChanged 80 Deleting Class 37 (2 points): Lose 61.791051 but Gain 263.827097 Iteration 52Q (6.207285 sec): 34 clusters Score: Raw -821727.391111 + Penalty 18077.180579 = -803650.210533 nChanged 44 Deleting Class 39 (277 points): Lose 1029.792057 but Gain 1247.339182 Iteration 53Q (6.235804 sec): 33 clusters Score: Raw -820741.320367 + Penalty 16914.790721 = -803826.529646 nChanged 300 Deleting Class 68 (1 points): Lose 67.192142 but Gain 251.247237 Iteration 54Q (6.266055 sec): 32 clusters Score: Raw -821254.583276 + Penalty 16669.144351 = -804585.438925 nChanged 72 Deleting Class 13 (3 points): Lose 38.195387 but Gain 206.541621 Iteration 55Q (6.293770 sec): 31 clusters Score: Raw -821246.352656 + Penalty 16433.945669 = -804812.406986 nChanged 32 Deleting Class 35 (2 points): Lose 88.577737 but Gain 251.247237 Iteration 56Q (6.320918 sec): 30 clusters Score: Raw -821191.254958 + Penalty 16179.004460 = -805012.250497 nChanged 25 Deleting Class 76 (3 points): Lose 66.625015 but Gain 222.882874 Iteration 57Q (6.347940 sec): 29 clusters Score: Raw -821145.247007 + Penalty 15948.009427 = -805197.237579 nChanged 15 Deleting Class 60 (2 points): Lose 102.727956 but Gain 250.959533 Iteration 58Q (6.374484 sec): 28 clusters Score: Raw -821088.063257 + Penalty 15684.432826 = -805403.630432 nChanged 8 Deleting Class 101 (1 points): Lose 30.974108 but Gain 127.907684 Iteration 59Q (6.401416 sec): 27 clusters Score: Raw -821076.245923 + Penalty 15561.195891 = -805515.050032 nChanged 6 Deleting Class 71 (3 points): Lose 66.212070 but Gain 162.622206 Iteration 60F (6.505756 sec): 26 clusters Score: Raw -821107.953977 + Penalty 15460.894906 = -805647.059072 nChanged 14 Deleting Class 34 (1 points): Lose 34.017173 but Gain 127.907684 Iteration 61Q (6.532406 sec): 25 clusters Score: Raw -821297.158149 + Penalty 15345.146838 = -805952.011312 nChanged 8 Deleting Class 105 (1 points): Lose 65.500861 but Gain 127.907684 Iteration 62Q (6.558830 sec): 24 clusters Score: Raw -821266.880645 + Penalty 15197.142188 = -806069.738457 nChanged 5 Deleting Class 30 (1 points): Lose 65.483766 but Gain 127.907684 Iteration 63Q (6.584576 sec): 23 clusters Score: Raw -821203.711055 + Penalty 15051.616246 = -806152.094809 nChanged 6 Deleting Class 62 (248 points): Lose 538.369310 but Gain 597.610834 Iteration 64Q (6.610143 sec): 22 clusters Score: Raw -820668.889843 + Penalty 14475.085442 = -806193.804400 nChanged 249 Deleting Class 46 (1 points): Lose 5.647672 but Gain 45.681316 Iteration 65Q (6.637060 sec): 21 clusters Score: Raw -820980.762798 + Penalty 14420.871052 = -806559.891746 nChanged 37 Deleting Class 142 (1 points): Lose 6.478218 but Gain 45.681316 Iteration 66Q (6.662980 sec): 20 clusters Score: Raw -820985.353225 + Penalty 14358.418172 = -806626.935053 nChanged 12 Deleting Class 123 (3 points): Lose 47.297969 but Gain 76.704426 Iteration 67Q (6.687436 sec): 19 clusters Score: Raw -820943.457898 + Penalty 14257.180025 = -806686.277873 nChanged 11 Deleting Class 87 (348 points): Lose 1017.315464 but Gain 1022.322187 Iteration 68Q (6.712150 sec): 18 clusters Score: Raw -819936.089752 + Penalty 13353.122585 = -806582.967167 nChanged 351 Deleting Class 240 (19 points): Lose 274.440378 but Gain 365.323995 Iteration 69F (6.790408 sec): 17 clusters Score: Raw -820158.253669 + Penalty 13024.918919 = -807133.334750 nChanged 93 Deleting Class 23 (285 points): Lose 561.776991 but Gain 567.808348 Iteration 70F (6.864935 sec): 16 clusters Score: Raw -819777.088219 + Penalty 12471.526754 = -807305.561465 nChanged 327 Deleting Class 195 (3 points): Lose 95.296662 but Gain 100.498895 Iteration 71Q (6.889917 sec): 15 clusters Score: Raw -820060.935928 + Penalty 12375.059188 = -807685.876740 nChanged 53 Iteration 72Q (6.912702 sec): 15 clusters Score: Raw -820119.825049 + Penalty 12403.053886 = -807716.771163 nChanged 19 Iteration 73Q (6.935506 sec): 15 clusters Score: Raw -820147.632034 + Penalty 12410.785875 = -807736.846159 nChanged 20 Iteration 74Q (6.958718 sec): 15 clusters Score: Raw -820152.570471 + Penalty 12413.879063 = -807738.691408 nChanged 15 Iteration 75Q (6.981223 sec): 15 clusters Score: Raw -820154.081193 + Penalty 12418.217801 = -807735.863392 nChanged 10 Iteration 76F (7.048221 sec): 15 clusters Score: Raw -820155.620328 + Penalty 12421.712596 = -807733.907732 nChanged 8 Iteration 77F (7.114964 sec): 15 clusters Score: Raw -820158.165138 + Penalty 12427.210425 = -807730.954713 nChanged 11 Iteration 78F (7.181733 sec): 15 clusters Score: Raw -820162.308341 + Penalty 12433.149929 = -807729.158411 nChanged 12 Iteration 79F (7.249090 sec): 15 clusters Score: Raw -820170.758079 + Penalty 12436.713090 = -807734.044989 nChanged 12 Iteration 80F (7.316025 sec): 15 clusters Score: Raw -820180.543149 + Penalty 12442.037867 = -807738.505282 nChanged 15 Iteration 81Q (7.338644 sec): 15 clusters Score: Raw -820192.682888 + Penalty 12449.392820 = -807743.290068 nChanged 17 Iteration 82Q (7.361735 sec): 15 clusters Score: Raw -820208.793376 + Penalty 12456.030853 = -807752.762523 nChanged 18 Iteration 83Q (7.384239 sec): 15 clusters Score: Raw -820223.450275 + Penalty 12459.483666 = -807763.966609 nChanged 10 Iteration 84Q (7.406679 sec): 15 clusters Score: Raw -820228.651715 + Penalty 12461.232109 = -807767.419606 nChanged 5 Iteration 85Q (7.429158 sec): 15 clusters Score: Raw -820234.788237 + Penalty 12463.365309 = -807771.422928 nChanged 10 Iteration 86Q (7.451630 sec): 15 clusters Score: Raw -820239.562181 + Penalty 12464.800200 = -807774.761981 nChanged 6 Iteration 87Q (7.474292 sec): 15 clusters Score: Raw -820242.528009 + Penalty 12467.719663 = -807774.808346 nChanged 8 Iteration 88Q (7.497324 sec): 15 clusters Score: Raw -820247.501213 + Penalty 12468.568505 = -807778.932708 nChanged 8 Iteration 89Q (7.520076 sec): 15 clusters Score: Raw -820248.502963 + Penalty 12470.276709 = -807778.226254 nChanged 6 Iteration 90F (7.586898 sec): 15 clusters Score: Raw -820253.453991 + Penalty 12472.187638 = -807781.266354 nChanged 5 Iteration 91Q (7.609413 sec): 15 clusters Score: Raw -820258.926131 + Penalty 12473.498593 = -807785.427538 nChanged 4 Iteration 92Q (7.631925 sec): 15 clusters Score: Raw -820262.823899 + Penalty 12475.985104 = -807786.838796 nChanged 7 Iteration 93Q (7.654653 sec): 15 clusters Score: Raw -820267.375734 + Penalty 12475.485983 = -807791.889750 nChanged 4 Iteration 94Q (7.677593 sec): 15 clusters Score: Raw -820268.218392 + Penalty 12476.098232 = -807792.120161 nChanged 1 Iteration 95Q (7.706106 sec): 15 clusters Score: Raw -820268.378933 + Penalty 12476.098232 = -807792.280701 nChanged 0 Iteration 96F (7.773187 sec): 15 clusters Score: Raw -820268.378933 + Penalty 12476.098232 = -807792.280701 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -820268.378933 + Penalty 12476.098232 = -807792.280701Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.799969 sec): 2 clusters Score: Raw -231497.965949 + Penalty 1239.707108 = -230258.258842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.803967 sec): 3 clusters Score: Raw -230493.870679 + Penalty 2479.183282 = -228014.687397 nChanged 750 SP:Iteration 1F (7.807816 sec): 3 clusters Score: Raw -230985.735452 + Penalty 2479.136557 = -228506.598895 nChanged 178 SP:Iteration 2F (7.811644 sec): 3 clusters Score: Raw -231104.081811 + Penalty 2479.065281 = -228625.016530 nChanged 96 SP:Iteration 3Q (7.815435 sec): 3 clusters Score: Raw -231163.164062 + Penalty 2478.962069 = -228684.201993 nChanged 88 SP:Iteration 4Q (7.819342 sec): 3 clusters Score: Raw -231219.439869 + Penalty 2478.849748 = -228740.590121 nChanged 86 SP:Iteration 5Q (7.823427 sec): 3 clusters Score: Raw -231273.131737 + Penalty 2478.714078 = -228794.417659 nChanged 92 SP:Iteration 6Q (7.827377 sec): 3 clusters Score: Raw -231323.355681 + Penalty 2478.572528 = -228844.783153 nChanged 85 SP:Iteration 7Q (7.831160 sec): 3 clusters Score: Raw -231382.698717 + Penalty 2478.530497 = -228904.168220 nChanged 91 SP:Iteration 8Q (7.835045 sec): 3 clusters Score: Raw -231440.585904 + Penalty 2478.648475 = -228961.937429 nChanged 87 SP:Iteration 9Q (7.838864 sec): 3 clusters Score: Raw -231494.131036 + Penalty 2478.197465 = -229015.933571 nChanged 89 SP:Iteration 10F (7.842670 sec): 3 clusters Score: Raw -231562.957967 + Penalty 2478.209179 = -229084.748788 nChanged 103 SP:Iteration 11Q (7.846518 sec): 3 clusters Score: Raw -231659.574025 + Penalty 2477.911067 = -229181.662958 nChanged 94 SP:Iteration 12Q (7.850360 sec): 3 clusters Score: Raw -231727.384582 + Penalty 2478.455959 = -229248.928623 nChanged 71 SP:Iteration 13Q (7.854014 sec): 3 clusters Score: Raw -231779.787032 + Penalty 2478.552491 = -229301.234542 nChanged 42 SP:Iteration 14Q (7.857567 sec): 3 clusters Score: Raw -231801.466687 + Penalty 2479.033177 = -229322.433510 nChanged 21 SP:Iteration 15Q (7.861160 sec): 3 clusters Score: Raw -231798.039468 + Penalty 2478.994512 = -229319.044956 nChanged 13 SP:Iteration 16F (7.865086 sec): 3 clusters Score: Raw -231808.290807 + Penalty 2479.500624 = -229328.790183 nChanged 15 SP:Iteration 17Q (7.868395 sec): 3 clusters Score: Raw -231827.473716 + Penalty 2479.531143 = -229347.942574 nChanged 10 SP:Iteration 18Q (7.871683 sec): 3 clusters Score: Raw -231832.833708 + Penalty 2479.370212 = -229353.463495 nChanged 6 SP:Iteration 19Q (7.874976 sec): 3 clusters Score: Raw -231840.932993 + Penalty 2479.370212 = -229361.562781 nChanged 2 SP:Iteration 20F (7.878798 sec): 3 clusters Score: Raw -231842.391872 + Penalty 2479.370212 = -229363.021659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.881338 sec): 2 clusters Score: Raw -35280.555975 + Penalty 451.056919 = -34829.499056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.882333 sec): 3 clusters Score: Raw -35008.124624 + Penalty 890.772230 = -34117.352394 nChanged 179 SP:Iteration 1F (7.883287 sec): 3 clusters Score: Raw -35127.664410 + Penalty 885.052304 = -34242.612106 nChanged 60 SP:Iteration 2F (7.884226 sec): 3 clusters Score: Raw -35183.990063 + Penalty 919.021247 = -34264.968816 nChanged 49 SP:Iteration 3F (7.885160 sec): 3 clusters Score: Raw -35241.503407 + Penalty 905.613145 = -34335.890262 nChanged 30 SP:Iteration 4F (7.886091 sec): 3 clusters Score: Raw -35278.013507 + Penalty 451.056919 = -34826.956587 nChanged 2 SP:Iteration 5Q (7.886859 sec): 2 clusters Score: Raw -35280.555975 + Penalty 451.056919 = -34829.499056 nChanged 0 SP:Iteration 6F (7.887603 sec): 2 clusters Score: Raw -35280.555975 + Penalty 451.056919 = -34829.499056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 8 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.892284 sec): 2 clusters Score: Raw -104569.799150 + Penalty 398.820212 = -104170.978938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.894965 sec): 3 clusters Score: Raw -103661.851385 + Penalty 797.076141 = -102864.775244 nChanged 612 SP:Iteration 1F (7.897601 sec): 3 clusters Score: Raw -104007.675807 + Penalty 795.848093 = -103211.827714 nChanged 235 SP:Iteration 2F (7.900222 sec): 3 clusters Score: Raw -104149.071567 + Penalty 799.590103 = -103349.481463 nChanged 96 SP:Iteration 3F (7.902792 sec): 3 clusters Score: Raw -104233.101022 + Penalty 808.090124 = -103425.010897 nChanged 76 SP:Iteration 4F (7.905325 sec): 3 clusters Score: Raw -104294.007771 + Penalty 815.574491 = -103478.433280 nChanged 68 SP:Iteration 5Q (7.907849 sec): 3 clusters Score: Raw -104341.328799 + Penalty 821.297471 = -103520.031329 nChanged 72 SP:Iteration 6F (7.910443 sec): 3 clusters Score: Raw -104385.755626 + Penalty 828.669527 = -103557.086099 nChanged 65 SP:Iteration 7Q (7.912872 sec): 3 clusters Score: Raw -104424.250585 + Penalty 834.240096 = -103590.010489 nChanged 60 SP:Iteration 8Q (7.915183 sec): 3 clusters Score: Raw -104459.508199 + Penalty 836.939245 = -103622.568954 nChanged 43 SP:Iteration 9Q (7.917422 sec): 3 clusters Score: Raw -104484.991768 + Penalty 838.675369 = -103646.316399 nChanged 33 SP:Iteration 10F (7.919976 sec): 3 clusters Score: Raw -104499.784710 + Penalty 842.527693 = -103657.257017 nChanged 28 SP:Iteration 11Q (7.922174 sec): 3 clusters Score: Raw -104513.888824 + Penalty 846.986197 = -103666.902627 nChanged 21 SP:Iteration 12Q (7.924434 sec): 3 clusters Score: Raw -104523.938373 + Penalty 858.574653 = -103665.363720 nChanged 15 SP:Iteration 13F (7.927010 sec): 3 clusters Score: Raw -104530.285033 + Penalty 856.555097 = -103673.729936 nChanged 14 SP:Iteration 14Q (7.929195 sec): 3 clusters Score: Raw -104535.652302 + Penalty 863.292192 = -103672.360110 nChanged 9 SP:Iteration 15F (7.931787 sec): 3 clusters Score: Raw -104540.092795 + Penalty 872.742876 = -103667.349919 nChanged 8 SP:Iteration 16F (7.934416 sec): 3 clusters Score: Raw -104542.175008 + Penalty 873.319948 = -103668.855060 nChanged 5 SP:Iteration 17Q (7.936629 sec): 3 clusters Score: Raw -104544.048045 + Penalty 868.515105 = -103675.532940 nChanged 3 SP:Iteration 18Q (7.938843 sec): 3 clusters Score: Raw -104544.727117 + Penalty 868.515105 = -103676.212012 nChanged 0 SP:Iteration 19F (7.941410 sec): 3 clusters Score: Raw -104544.727117 + Penalty 868.515105 = -103676.212012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 12 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.947172 sec): 2 clusters Score: Raw -80604.951755 + Penalty 481.624214 = -80123.327540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.949144 sec): 3 clusters Score: Raw -79983.196223 + Penalty 963.663211 = -79019.533013 nChanged 423 SP:Iteration 1F (7.951063 sec): 3 clusters Score: Raw -80237.154625 + Penalty 973.184895 = -79263.969730 nChanged 169 SP:Iteration 2F (7.952957 sec): 3 clusters Score: Raw -80515.986217 + Penalty 981.506405 = -79534.479812 nChanged 151 SP:Iteration 3F (7.954854 sec): 3 clusters Score: Raw -80678.319180 + Penalty 978.570239 = -79699.748941 nChanged 84 SP:Iteration 4F (7.956737 sec): 3 clusters Score: Raw -80720.789759 + Penalty 982.345023 = -79738.444736 nChanged 37 SP:Iteration 5Q (7.958609 sec): 3 clusters Score: Raw -80728.615002 + Penalty 985.432391 = -79743.182611 nChanged 18 SP:Iteration 6Q (7.960527 sec): 3 clusters Score: Raw -80732.275137 + Penalty 989.711439 = -79742.563698 nChanged 8 SP:Iteration 7F (7.962433 sec): 3 clusters Score: Raw -80733.711041 + Penalty 994.578446 = -79739.132595 nChanged 7 SP:Iteration 8F (7.964332 sec): 3 clusters Score: Raw -80734.813955 + Penalty 998.662411 = -79736.151544 nChanged 6 SP:Iteration 9F (7.966201 sec): 3 clusters Score: Raw -80735.404723 + Penalty 1001.422251 = -79733.982473 nChanged 4 SP:Iteration 10F (7.968102 sec): 3 clusters Score: Raw -80736.095440 + Penalty 1005.294580 = -79730.800860 nChanged 6 SP:Iteration 11F (7.970029 sec): 3 clusters Score: Raw -80737.458069 + Penalty 1010.979988 = -79726.478081 nChanged 9 SP:Iteration 12F (7.971932 sec): 3 clusters Score: Raw -80739.886293 + Penalty 1014.056146 = -79725.830147 nChanged 7 SP:Iteration 13F (7.973871 sec): 3 clusters Score: Raw -80741.242892 + Penalty 1016.644593 = -79724.598299 nChanged 4 SP:Iteration 14F (7.975783 sec): 3 clusters Score: Raw -80742.148445 + Penalty 1019.698465 = -79722.449979 nChanged 5 SP:Iteration 15F (7.977672 sec): 3 clusters Score: Raw -80743.124402 + Penalty 1022.771636 = -79720.352766 nChanged 5 SP:Iteration 16F (7.979621 sec): 3 clusters Score: Raw -80744.862001 + Penalty 1029.834074 = -79715.027927 nChanged 12 SP:Iteration 17F (7.981538 sec): 3 clusters Score: Raw -80749.537684 + Penalty 1037.753168 = -79711.784516 nChanged 12 SP:Iteration 18F (7.983456 sec): 3 clusters Score: Raw -80753.716569 + Penalty 1048.295989 = -79705.420580 nChanged 16 SP:Iteration 19F (7.985369 sec): 3 clusters Score: Raw -80760.636413 + Penalty 1054.973764 = -79705.662649 nChanged 12 SP:Iteration 20F (7.987272 sec): 3 clusters Score: Raw -80768.938545 + Penalty 1067.111824 = -79701.826720 nChanged 23 SP:Iteration 21F (7.989208 sec): 3 clusters Score: Raw -80791.533269 + Penalty 1078.780942 = -79712.752327 nChanged 21 SP:Iteration 22Q (7.991007 sec): 3 clusters Score: Raw -80812.919355 + Penalty 1091.831933 = -79721.087422 nChanged 24 SP:Iteration 23Q (7.992765 sec): 3 clusters Score: Raw -80836.063871 + Penalty 1096.780087 = -79739.283784 nChanged 17 SP:Iteration 24Q (7.994520 sec): 3 clusters Score: Raw -80843.851350 + Penalty 1098.370703 = -79745.480647 nChanged 8 SP:Iteration 25Q (7.996257 sec): 3 clusters Score: Raw -80849.628885 + Penalty 1100.412595 = -79749.216289 nChanged 8 SP:Iteration 26Q (7.997972 sec): 3 clusters Score: Raw -80854.574901 + Penalty 1101.810345 = -79752.764555 nChanged 6 SP:Iteration 27Q (7.999701 sec): 3 clusters Score: Raw -80858.354524 + Penalty 1103.507478 = -79754.847046 nChanged 3 SP:Iteration 28Q (8.001394 sec): 3 clusters Score: Raw -80858.979145 + Penalty 1103.507478 = -79755.471667 nChanged 0 SP:Iteration 29F (8.003271 sec): 3 clusters Score: Raw -80858.979145 + Penalty 1103.507478 = -79755.471667 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 17 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.006978 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.008370 sec): 3 clusters Score: Raw -69252.008522 + Penalty 1924.779552 = -67327.228970 nChanged 207 SP:Iteration 1F (8.009744 sec): 3 clusters Score: Raw -69456.046239 + Penalty 1920.320070 = -67535.726170 nChanged 87 SP:Iteration 2F (8.011091 sec): 3 clusters Score: Raw -69547.952477 + Penalty 1913.386611 = -67634.565865 nChanged 65 SP:Iteration 3F (8.012436 sec): 3 clusters Score: Raw -69619.198674 + Penalty 1909.846550 = -67709.352124 nChanged 57 SP:Iteration 4F (8.013845 sec): 3 clusters Score: Raw -69670.374753 + Penalty 1907.338721 = -67763.036032 nChanged 50 SP:Iteration 5F (8.015194 sec): 3 clusters Score: Raw -69708.509391 + Penalty 1910.087261 = -67798.422130 nChanged 36 SP:Iteration 6F (8.016537 sec): 3 clusters Score: Raw -69709.740440 + Penalty 1912.167462 = -67797.572977 nChanged 21 SP:Iteration 7F (8.017875 sec): 3 clusters Score: Raw -69708.530864 + Penalty 1929.551730 = -67778.979134 nChanged 19 SP:Iteration 8F (8.019270 sec): 3 clusters Score: Raw -69716.012233 + Penalty 1936.580441 = -67779.431792 nChanged 15 SP:Iteration 9Q (8.020467 sec): 3 clusters Score: Raw -69711.746665 + Penalty 1931.387426 = -67780.359239 nChanged 14 SP:Iteration 10F (8.021884 sec): 3 clusters Score: Raw -69698.783929 + Penalty 1935.698216 = -67763.085713 nChanged 4 SP:Iteration 11F (8.023273 sec): 3 clusters Score: Raw -69688.662612 + Penalty 1931.517177 = -67757.145435 nChanged 3 SP:Iteration 12F (8.024624 sec): 3 clusters Score: Raw -69679.801595 + Penalty 1933.361358 = -67746.440237 nChanged 1 SP:Iteration 13F (8.025971 sec): 3 clusters Score: Raw -69676.758498 + Penalty 1938.652106 = -67738.106392 nChanged 3 SP:Iteration 14F (8.027309 sec): 3 clusters Score: Raw -69670.146553 + Penalty 1934.332988 = -67735.813565 nChanged 2 SP:Iteration 15F (8.028656 sec): 3 clusters Score: Raw -69666.139100 + Penalty 1926.605284 = -67739.533816 nChanged 2 SP:Iteration 16Q (8.029752 sec): 3 clusters Score: Raw -69660.948514 + Penalty 1929.246641 = -67731.701873 nChanged 2 SP:Iteration 17F (8.031187 sec): 3 clusters Score: Raw -69659.012514 + Penalty 1929.745156 = -67729.267358 nChanged 2 SP:Iteration 18F (8.032617 sec): 3 clusters Score: Raw -69655.364207 + Penalty 1945.568760 = -67709.795447 nChanged 4 SP:Iteration 19F (8.034074 sec): 3 clusters Score: Raw -69647.528176 + Penalty 1942.455485 = -67705.072690 nChanged 3 SP:Iteration 20F (8.035420 sec): 3 clusters Score: Raw -69643.618415 + Penalty 1905.397103 = -67738.221313 nChanged 4 SP:Iteration 21Q (8.036491 sec): 3 clusters Score: Raw -69643.957518 + Penalty 963.052710 = -68680.904809 nChanged 2 SP:Iteration 22Q (8.037552 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 SP:Iteration 23F (8.038629 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 19 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.043639 sec): 2 clusters Score: Raw -102512.356657 + Penalty 547.145891 = -101965.210767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.046039 sec): 3 clusters Score: Raw -101738.500343 + Penalty 1065.573083 = -100672.927260 nChanged 550 SP:Iteration 1F (8.048430 sec): 3 clusters Score: Raw -102178.256389 + Penalty 1053.957762 = -101124.298626 nChanged 125 SP:Iteration 2F (8.050940 sec): 3 clusters Score: Raw -102249.924789 + Penalty 1045.452768 = -101204.472021 nChanged 83 SP:Iteration 3F (8.053334 sec): 3 clusters Score: Raw -102292.591980 + Penalty 1042.029191 = -101250.562788 nChanged 58 SP:Iteration 4Q (8.055697 sec): 3 clusters Score: Raw -102313.925767 + Penalty 1037.486268 = -101276.439499 nChanged 29 SP:Iteration 5Q (8.058064 sec): 3 clusters Score: Raw -102322.335948 + Penalty 1029.891740 = -101292.444208 nChanged 22 SP:Iteration 6Q (8.060464 sec): 3 clusters Score: Raw -102329.399885 + Penalty 1016.433566 = -101312.966319 nChanged 33 SP:Iteration 7Q (8.062825 sec): 3 clusters Score: Raw -102343.512631 + Penalty 1003.228580 = -101340.284050 nChanged 32 SP:Iteration 8Q (8.065228 sec): 3 clusters Score: Raw -102357.412579 + Penalty 983.202670 = -101374.209909 nChanged 46 SP:Iteration 9Q (8.067595 sec): 3 clusters Score: Raw -102376.556336 + Penalty 965.124668 = -101411.431667 nChanged 36 SP:Iteration 10F (8.069972 sec): 3 clusters Score: Raw -102387.043466 + Penalty 946.202989 = -101440.840477 nChanged 42 SP:Iteration 11Q (8.072309 sec): 3 clusters Score: Raw -102401.517374 + Penalty 919.938842 = -101481.578531 nChanged 49 SP:Iteration 12Q (8.074670 sec): 3 clusters Score: Raw -102420.902758 + Penalty 896.574566 = -101524.328191 nChanged 44 SP:Iteration 13Q (8.077005 sec): 3 clusters Score: Raw -102438.795799 + Penalty 868.364030 = -101570.431768 nChanged 39 SP:Iteration 14Q (8.079398 sec): 3 clusters Score: Raw -102451.916344 + Penalty 847.533206 = -101604.383138 nChanged 32 SP:Iteration 15Q (8.081862 sec): 3 clusters Score: Raw -102461.086285 + Penalty 817.957661 = -101643.128624 nChanged 30 SP:Iteration 16Q (8.084130 sec): 3 clusters Score: Raw -102471.519084 + Penalty 790.032406 = -101681.486678 nChanged 23 SP:Iteration 17Q (8.086380 sec): 3 clusters Score: Raw -102479.466523 + Penalty 756.830292 = -101722.636231 nChanged 24 SP:Iteration 18Q (8.088615 sec): 3 clusters Score: Raw -102487.819109 + Penalty 725.396865 = -101762.422244 nChanged 20 SP:Iteration 19Q (8.090812 sec): 3 clusters Score: Raw -102500.323331 + Penalty 775.280618 = -101725.042713 nChanged 16 SP:Iteration 20F (8.093132 sec): 3 clusters Score: Raw -102515.548217 + Penalty 1320.033057 = -101195.515160 nChanged 4 SP:Iteration 21F (8.095421 sec): 3 clusters Score: Raw -102517.029994 + Penalty 1320.033057 = -101196.996937 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 22 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.098218 sec): 2 clusters Score: Raw -55518.543327 + Penalty 602.864417 = -54915.678910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.099599 sec): 3 clusters Score: Raw -55119.781330 + Penalty 1227.903603 = -53891.877727 nChanged 265 SP:Iteration 1F (8.100942 sec): 3 clusters Score: Raw -55388.943492 + Penalty 1261.757710 = -54127.185782 nChanged 77 SP:Iteration 2F (8.102275 sec): 3 clusters Score: Raw -55475.357482 + Penalty 1331.987106 = -54143.370376 nChanged 41 SP:Iteration 3F (8.103628 sec): 3 clusters Score: Raw -55512.654005 + Penalty 1370.381216 = -54142.272789 nChanged 16 SP:Iteration 4F (8.104967 sec): 3 clusters Score: Raw -55521.828977 + Penalty 1375.603398 = -54146.225579 nChanged 9 SP:Iteration 5Q (8.106152 sec): 3 clusters Score: Raw -55524.754239 + Penalty 1424.030293 = -54100.723946 nChanged 2 SP:Iteration 6F (8.107503 sec): 3 clusters Score: Raw -55522.637759 + Penalty 1654.679601 = -53867.958158 nChanged 1 SP:Iteration 7F (8.108864 sec): 3 clusters Score: Raw -55518.740171 + Penalty 1654.679601 = -53864.060570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.110133 sec): 2 clusters Score: Raw -6643.169727 + Penalty 139.060131 = -6504.109596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.110553 sec): 3 clusters Score: Raw -6655.432297 + Penalty 286.170288 = -6369.262009 nChanged 38 SP:Iteration 1F (8.110966 sec): 3 clusters Score: Raw -6698.848471 + Penalty 336.446282 = -6362.402189 nChanged 19 SP:Iteration 2F (8.111376 sec): 3 clusters Score: Raw -6756.908771 + Penalty 440.484699 = -6316.424072 nChanged 12 SP:Iteration 3F (8.111787 sec): 3 clusters Score: Raw -6814.494713 + Penalty 470.041224 = -6344.453490 nChanged 6 SP:Iteration 4F (8.112197 sec): 3 clusters Score: Raw -6862.897695 + Penalty 456.889570 = -6406.008125 nChanged 3 SP:Iteration 5Q (8.112566 sec): 3 clusters Score: Raw -6897.621318 + Penalty 461.787321 = -6435.833997 nChanged 1 SP:Iteration 6Q (8.112966 sec): 3 clusters Score: Raw -6906.751188 + Penalty 451.821460 = -6454.929728 nChanged 1 SP:Iteration 7Q (8.113340 sec): 3 clusters Score: Raw -6911.490872 + Penalty 439.100861 = -6472.390011 nChanged 1 SP:Iteration 8Q (8.113718 sec): 3 clusters Score: Raw -6912.330562 + Penalty 439.100861 = -6473.229702 nChanged 0 SP:Iteration 9F (8.114134 sec): 3 clusters Score: Raw -6912.330562 + Penalty 439.100861 = -6473.229702 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 52 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.116450 sec): 2 clusters Score: Raw -56079.445217 + Penalty 796.684830 = -55282.760386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.117773 sec): 3 clusters Score: Raw -55753.087211 + Penalty 1583.421373 = -54169.665838 nChanged 236 SP:Iteration 1F (8.119040 sec): 3 clusters Score: Raw -56100.000037 + Penalty 1577.210778 = -54522.789259 nChanged 70 SP:Iteration 2F (8.120318 sec): 3 clusters Score: Raw -56179.771197 + Penalty 1583.523846 = -54596.247352 nChanged 31 SP:Iteration 3F (8.121556 sec): 3 clusters Score: Raw -56214.430667 + Penalty 1594.151046 = -54620.279621 nChanged 23 SP:Iteration 4Q (8.122757 sec): 3 clusters Score: Raw -56237.745805 + Penalty 1601.838933 = -54635.906873 nChanged 15 SP:Iteration 5Q (8.123981 sec): 3 clusters Score: Raw -56247.858728 + Penalty 1607.200773 = -54640.657954 nChanged 11 SP:Iteration 6Q (8.125172 sec): 3 clusters Score: Raw -56254.742957 + Penalty 1614.476377 = -54640.266580 nChanged 15 SP:Iteration 7F (8.126408 sec): 3 clusters Score: Raw -56264.848612 + Penalty 1620.685043 = -54644.163569 nChanged 13 SP:Iteration 8Q (8.127581 sec): 3 clusters Score: Raw -56273.037541 + Penalty 1624.214869 = -54648.822672 nChanged 8 SP:Iteration 9Q (8.128757 sec): 3 clusters Score: Raw -56277.768100 + Penalty 1627.493840 = -54650.274260 nChanged 7 SP:Iteration 10F (8.129998 sec): 3 clusters Score: Raw -56282.046098 + Penalty 1630.239928 = -54651.806170 nChanged 7 SP:Iteration 11Q (8.131169 sec): 3 clusters Score: Raw -56285.534885 + Penalty 1634.770320 = -54650.764565 nChanged 9 SP:Iteration 12F (8.132413 sec): 3 clusters Score: Raw -56293.391420 + Penalty 1638.359958 = -54655.031462 nChanged 7 SP:Iteration 13Q (8.133602 sec): 3 clusters Score: Raw -56299.063052 + Penalty 1642.576595 = -54656.486457 nChanged 7 SP:Iteration 14Q (8.134750 sec): 3 clusters Score: Raw -56303.253212 + Penalty 1644.867638 = -54658.385574 nChanged 4 SP:Iteration 15Q (8.135888 sec): 3 clusters Score: Raw -56305.282766 + Penalty 1648.354367 = -54656.928399 nChanged 9 SP:Iteration 16F (8.137123 sec): 3 clusters Score: Raw -56310.219225 + Penalty 1649.599805 = -54660.619420 nChanged 3 SP:Iteration 17Q (8.138286 sec): 3 clusters Score: Raw -56311.989276 + Penalty 1650.148281 = -54661.840995 nChanged 2 SP:Iteration 18Q (8.139436 sec): 3 clusters Score: Raw -56312.930256 + Penalty 1651.221451 = -54661.708805 nChanged 2 SP:Iteration 19F (8.140677 sec): 3 clusters Score: Raw -56313.595257 + Penalty 1652.313203 = -54661.282055 nChanged 2 SP:Iteration 20F (8.141914 sec): 3 clusters Score: Raw -56314.231410 + Penalty 1653.321244 = -54660.910166 nChanged 2 SP:Iteration 21F (8.143173 sec): 3 clusters Score: Raw -56315.052558 + Penalty 1653.707698 = -54661.344860 nChanged 1 SP:Iteration 22Q (8.144303 sec): 3 clusters Score: Raw -56315.492611 + Penalty 1654.134696 = -54661.357916 nChanged 1 SP:Iteration 23Q (8.145428 sec): 3 clusters Score: Raw -56316.593608 + Penalty 1654.860993 = -54661.732614 nChanged 1 SP:Iteration 24Q (8.146552 sec): 3 clusters Score: Raw -56316.894603 + Penalty 1654.860993 = -54662.033609 nChanged 0 SP:Iteration 25F (8.147811 sec): 3 clusters Score: Raw -56316.894603 + Penalty 1654.860993 = -54662.033609 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 77 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.150771 sec): 2 clusters Score: Raw -63641.428302 + Penalty 822.948600 = -62818.479703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.152154 sec): 3 clusters Score: Raw -63267.297949 + Penalty 1647.633227 = -61619.664722 nChanged 256 SP:Iteration 1F (8.153538 sec): 3 clusters Score: Raw -63582.311269 + Penalty 1640.923966 = -61941.387303 nChanged 93 SP:Iteration 2F (8.154894 sec): 3 clusters Score: Raw -63726.821588 + Penalty 1636.477446 = -62090.344142 nChanged 64 SP:Iteration 3F (8.156262 sec): 3 clusters Score: Raw -63811.466483 + Penalty 1636.580661 = -62174.885822 nChanged 34 SP:Iteration 4F (8.157622 sec): 3 clusters Score: Raw -63877.352867 + Penalty 1634.959405 = -62242.393462 nChanged 31 SP:Iteration 5Q (8.158948 sec): 3 clusters Score: Raw -63934.916618 + Penalty 1635.634175 = -62299.282442 nChanged 20 SP:Iteration 6Q (8.160245 sec): 3 clusters Score: Raw -63965.602235 + Penalty 1635.882106 = -62329.720129 nChanged 11 SP:Iteration 7Q (8.161535 sec): 3 clusters Score: Raw -63972.039015 + Penalty 1635.757641 = -62336.281374 nChanged 1 SP:Iteration 8Q (8.162878 sec): 3 clusters Score: Raw -63971.659145 + Penalty 1635.757641 = -62335.901504 nChanged 0 SP:Iteration 9F (8.164265 sec): 3 clusters Score: Raw -63971.659145 + Penalty 1635.757641 = -62335.901504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 110 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.166140 sec): 2 clusters Score: Raw -32033.564030 + Penalty 828.370668 = -31205.193362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.166905 sec): 3 clusters Score: Raw -31832.995464 + Penalty 1653.917338 = -30179.078126 nChanged 88 SP:Iteration 1F (8.167654 sec): 3 clusters Score: Raw -32011.547744 + Penalty 1662.143590 = -30349.404154 nChanged 50 SP:Iteration 2F (8.168432 sec): 3 clusters Score: Raw -32078.155645 + Penalty 1677.113045 = -30401.042601 nChanged 24 SP:Iteration 3F (8.169226 sec): 3 clusters Score: Raw -32088.746783 + Penalty 1699.816552 = -30388.930231 nChanged 15 SP:Iteration 4F (8.170005 sec): 3 clusters Score: Raw -32093.157911 + Penalty 1696.458202 = -30396.699709 nChanged 6 SP:Iteration 5Q (8.170671 sec): 3 clusters Score: Raw -32086.419243 + Penalty 1694.396553 = -30392.022691 nChanged 2 SP:Iteration 6F (8.171492 sec): 3 clusters Score: Raw -32086.861603 + Penalty 1697.035714 = -30389.825889 nChanged 2 SP:Iteration 7F (8.172312 sec): 3 clusters Score: Raw -32082.903957 + Penalty 1697.035714 = -30385.868243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 113 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.173367 sec): 2 clusters Score: Raw -3335.299178 + Penalty 374.583753 = -2960.715426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.173694 sec): 3 clusters Score: Raw -3443.557833 + Penalty 766.445825 = -2677.112009 nChanged 4 SP:Iteration 1F (8.174015 sec): 3 clusters Score: Raw -3480.008660 + Penalty 783.090070 = -2696.918589 nChanged 2 SP:Iteration 2Q (8.174315 sec): 3 clusters Score: Raw -3503.089605 + Penalty 783.090070 = -2719.999535 nChanged 0 SP:Iteration 3F (8.174634 sec): 3 clusters Score: Raw -3503.089605 + Penalty 783.090070 = -2719.999535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.175424 sec): 2 clusters Score: Raw -379.742795 + Penalty 12.177902 = -367.564892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.175622 sec): 3 clusters Score: Raw -392.293599 + Penalty 24.355805 = -367.937794 nChanged 0 Score: Raw -821845.151352 + Penalty 12538.193911 = -809306.957442 Splitting cluster 116 changes total score from -807792.280701 to -809306.957442 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 233 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.245464 sec): 2 clusters Score: Raw -1081.287589 + Penalty 67.451077 = -1013.836512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.245698 sec): 3 clusters Score: Raw -1099.253536 + Penalty 178.741240 = -920.512296 nChanged 3 SP:Iteration 1F (8.245925 sec): 3 clusters Score: Raw -1110.579325 + Penalty 206.172093 = -904.407232 nChanged 1 SP:Iteration 2F (8.246144 sec): 3 clusters Score: Raw -1118.669936 + Penalty 206.172093 = -912.497844 nChanged 0 Deleting Class 116 (3 points): Lose 45.125764 but Gain 51.101253 Iteration 97F (8.320909 sec): 15 clusters Score: Raw -820235.513470 + Penalty 12471.593952 = -807763.919519 nChanged 3 Iteration 98F (8.387220 sec): 15 clusters Score: Raw -820243.562330 + Penalty 12471.593952 = -807771.968378 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -820243.562330 + Penalty 12471.593952 = -807771.968378Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.418345 sec): 2 clusters Score: Raw -231497.965949 + Penalty 1239.707108 = -230258.258842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.422241 sec): 3 clusters Score: Raw -230461.188176 + Penalty 2479.400440 = -227981.787736 nChanged 807 SP:Iteration 1F (8.426199 sec): 3 clusters Score: Raw -231014.072837 + Penalty 2479.408358 = -228534.664479 nChanged 190 SP:Iteration 2F (8.430040 sec): 3 clusters Score: Raw -231146.615429 + Penalty 2479.368207 = -228667.247222 nChanged 138 SP:Iteration 3F (8.433861 sec): 3 clusters Score: Raw -231277.385932 + Penalty 2479.407264 = -228797.978668 nChanged 139 SP:Iteration 4F (8.437760 sec): 3 clusters Score: Raw -231455.337774 + Penalty 2479.425040 = -228975.912734 nChanged 151 SP:Iteration 5F (8.441607 sec): 3 clusters Score: Raw -231617.300905 + Penalty 2479.227740 = -229138.073165 nChanged 133 SP:Iteration 6F (8.445426 sec): 3 clusters Score: Raw -231753.909183 + Penalty 2479.338076 = -229274.571107 nChanged 107 SP:Iteration 7F (8.449211 sec): 3 clusters Score: Raw -231870.186328 + Penalty 2479.350843 = -229390.835485 nChanged 87 SP:Iteration 8Q (8.452968 sec): 3 clusters Score: Raw -231928.032373 + Penalty 2479.361835 = -229448.670538 nChanged 51 SP:Iteration 9Q (8.456795 sec): 3 clusters Score: Raw -231957.121372 + Penalty 2479.404020 = -229477.717352 nChanged 30 SP:Iteration 10F (8.460724 sec): 3 clusters Score: Raw -231968.667978 + Penalty 2479.404217 = -229489.263761 nChanged 26 SP:Iteration 11Q (8.464447 sec): 3 clusters Score: Raw -231974.297204 + Penalty 2479.338545 = -229494.958659 nChanged 11 SP:Iteration 12Q (8.468236 sec): 3 clusters Score: Raw -231972.437030 + Penalty 2479.359729 = -229493.077301 nChanged 5 SP:Iteration 13F (8.472046 sec): 3 clusters Score: Raw -231969.683105 + Penalty 2479.343126 = -229490.339980 nChanged 2 SP:Iteration 14F (8.475868 sec): 3 clusters Score: Raw -231968.454397 + Penalty 2479.326244 = -229489.128153 nChanged 2 SP:Iteration 15F (8.479721 sec): 3 clusters Score: Raw -231967.795176 + Penalty 2479.309079 = -229488.486098 nChanged 2 SP:Iteration 16F (8.483604 sec): 3 clusters Score: Raw -231968.729966 + Penalty 2479.317039 = -229489.412928 nChanged 1 SP:Iteration 17Q (8.487389 sec): 3 clusters Score: Raw -231969.670403 + Penalty 2479.319406 = -229490.350996 nChanged 4 SP:Iteration 18Q (8.491244 sec): 3 clusters Score: Raw -231969.285225 + Penalty 2479.350084 = -229489.935141 nChanged 2 SP:Iteration 19F (8.495088 sec): 3 clusters Score: Raw -231970.251308 + Penalty 2479.341311 = -229490.909997 nChanged 1 SP:Iteration 20F (8.498887 sec): 3 clusters Score: Raw -231971.160385 + Penalty 2479.314538 = -229491.845846 nChanged 3 SP:Iteration 21Q (8.502578 sec): 3 clusters Score: Raw -231969.204814 + Penalty 2479.314538 = -229489.890276 nChanged 0 SP:Iteration 22F (8.506379 sec): 3 clusters Score: Raw -231969.204814 + Penalty 2479.314538 = -229489.890276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.506904 sec): 2 clusters Score: Raw -198.550043 + Penalty 8.788898 = -189.761144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.507103 sec): 3 clusters Score: Raw -199.686779 + Penalty 20.873633 = -178.813146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.508815 sec): 2 clusters Score: Raw -35280.555975 + Penalty 451.056919 = -34829.499056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.509784 sec): 3 clusters Score: Raw -35013.744437 + Penalty 935.727759 = -34078.016678 nChanged 177 SP:Iteration 1F (8.510761 sec): 3 clusters Score: Raw -35154.992595 + Penalty 969.092826 = -34185.899769 nChanged 42 SP:Iteration 2F (8.511724 sec): 3 clusters Score: Raw -35189.967241 + Penalty 1035.675192 = -34154.292049 nChanged 42 SP:Iteration 3F (8.512719 sec): 3 clusters Score: Raw -35237.930414 + Penalty 1123.776815 = -34114.153599 nChanged 31 SP:Iteration 4F (8.513681 sec): 3 clusters Score: Raw -35269.304873 + Penalty 1180.739331 = -34088.565542 nChanged 16 SP:Iteration 5F (8.514644 sec): 3 clusters Score: Raw -35279.913633 + Penalty 1187.968416 = -34091.945217 nChanged 4 SP:Iteration 6Q (8.515511 sec): 3 clusters Score: Raw -35284.637237 + Penalty 1181.541394 = -34103.095842 nChanged 1 SP:Iteration 7Q (8.516355 sec): 3 clusters Score: Raw -35286.152370 + Penalty 1181.541394 = -34104.610976 nChanged 0 SP:Iteration 8F (8.517320 sec): 3 clusters Score: Raw -35286.152370 + Penalty 1181.541394 = -34104.610976 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 8 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.521501 sec): 2 clusters Score: Raw -104569.799150 + Penalty 398.820212 = -104170.978938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.524331 sec): 3 clusters Score: Raw -103710.195409 + Penalty 837.207669 = -102872.987740 nChanged 628 SP:Iteration 1F (8.527165 sec): 3 clusters Score: Raw -104252.657416 + Penalty 856.473277 = -103396.184139 nChanged 89 SP:Iteration 2F (8.529858 sec): 3 clusters Score: Raw -104279.633224 + Penalty 873.447009 = -103406.186214 nChanged 47 SP:Iteration 3Q (8.532481 sec): 3 clusters Score: Raw -104297.735503 + Penalty 892.460163 = -103405.275340 nChanged 55 SP:Iteration 4F (8.535192 sec): 3 clusters Score: Raw -104318.355799 + Penalty 912.148677 = -103406.207123 nChanged 54 SP:Iteration 5Q (8.537707 sec): 3 clusters Score: Raw -104341.211964 + Penalty 929.441788 = -103411.770175 nChanged 66 SP:Iteration 6Q (8.540215 sec): 3 clusters Score: Raw -104380.565176 + Penalty 941.388500 = -103439.176676 nChanged 61 SP:Iteration 7Q (8.542707 sec): 3 clusters Score: Raw -104424.355008 + Penalty 953.836979 = -103470.518030 nChanged 60 SP:Iteration 8Q (8.545138 sec): 3 clusters Score: Raw -104466.155539 + Penalty 968.274050 = -103497.881489 nChanged 56 SP:Iteration 9Q (8.547509 sec): 3 clusters Score: Raw -104508.323080 + Penalty 985.535292 = -103522.787787 nChanged 34 SP:Iteration 10F (8.550250 sec): 3 clusters Score: Raw -104528.792036 + Penalty 1014.675769 = -103514.116267 nChanged 19 SP:Iteration 11F (8.552849 sec): 3 clusters Score: Raw -104538.700672 + Penalty 1048.391763 = -103490.308910 nChanged 16 SP:Iteration 12F (8.555444 sec): 3 clusters Score: Raw -104546.714438 + Penalty 1089.426150 = -103457.288288 nChanged 11 SP:Iteration 13F (8.558024 sec): 3 clusters Score: Raw -104551.771205 + Penalty 1116.637935 = -103435.133270 nChanged 7 SP:Iteration 14F (8.560642 sec): 3 clusters Score: Raw -104553.776495 + Penalty 1140.824483 = -103412.952012 nChanged 6 SP:Iteration 15F (8.563238 sec): 3 clusters Score: Raw -104555.725232 + Penalty 1160.197573 = -103395.527659 nChanged 6 SP:Iteration 16F (8.565823 sec): 3 clusters Score: Raw -104557.655357 + Penalty 1181.396949 = -103376.258407 nChanged 6 SP:Iteration 17F (8.568434 sec): 3 clusters Score: Raw -104559.040541 + Penalty 1205.470111 = -103353.570430 nChanged 6 SP:Iteration 18F (8.571051 sec): 3 clusters Score: Raw -104562.661031 + Penalty 398.820212 = -104163.840819 nChanged 6 SP:Iteration 19Q (8.572999 sec): 2 clusters Score: Raw -104569.799150 + Penalty 398.820212 = -104170.978938 nChanged 0 SP:Iteration 20F (8.574953 sec): 2 clusters Score: Raw -104569.799150 + Penalty 398.820212 = -104170.978938 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 12 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.579843 sec): 2 clusters Score: Raw -80604.951755 + Penalty 481.624214 = -80123.327540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.581882 sec): 3 clusters Score: Raw -79984.603794 + Penalty 985.998525 = -78998.605269 nChanged 449 SP:Iteration 1F (8.583842 sec): 3 clusters Score: Raw -80690.766246 + Penalty 986.421246 = -79704.345000 nChanged 91 SP:Iteration 2F (8.585824 sec): 3 clusters Score: Raw -80727.197396 + Penalty 990.821708 = -79736.375688 nChanged 28 SP:Iteration 3Q (8.587830 sec): 3 clusters Score: Raw -80732.459971 + Penalty 994.359310 = -79738.100661 nChanged 15 SP:Iteration 4Q (8.589866 sec): 3 clusters Score: Raw -80735.515595 + Penalty 998.946917 = -79736.568678 nChanged 7 SP:Iteration 5F (8.591931 sec): 3 clusters Score: Raw -80737.553474 + Penalty 1004.543814 = -79733.009660 nChanged 9 SP:Iteration 6F (8.593993 sec): 3 clusters Score: Raw -80739.912145 + Penalty 1007.058189 = -79732.853957 nChanged 4 SP:Iteration 7F (8.595951 sec): 3 clusters Score: Raw -80740.941948 + Penalty 1010.367529 = -79730.574418 nChanged 5 SP:Iteration 8F (8.597899 sec): 3 clusters Score: Raw -80741.593233 + Penalty 1012.235730 = -79729.357503 nChanged 3 SP:Iteration 9F (8.599854 sec): 3 clusters Score: Raw -80742.230198 + Penalty 1014.693164 = -79727.537035 nChanged 4 SP:Iteration 10F (8.601803 sec): 3 clusters Score: Raw -80742.975667 + Penalty 1017.136117 = -79725.839551 nChanged 4 SP:Iteration 11F (8.603746 sec): 3 clusters Score: Raw -80744.225730 + Penalty 1021.439674 = -79722.786056 nChanged 7 SP:Iteration 12F (8.605675 sec): 3 clusters Score: Raw -80746.766931 + Penalty 1026.055409 = -79720.711522 nChanged 8 SP:Iteration 13F (8.607614 sec): 3 clusters Score: Raw -80749.777100 + Penalty 1033.340804 = -79716.436296 nChanged 12 SP:Iteration 14F (8.609639 sec): 3 clusters Score: Raw -80754.516406 + Penalty 1044.845781 = -79709.670625 nChanged 18 SP:Iteration 15F (8.611577 sec): 3 clusters Score: Raw -80762.181030 + Penalty 1056.585432 = -79705.595599 nChanged 19 SP:Iteration 16F (8.613516 sec): 3 clusters Score: Raw -80776.130405 + Penalty 1070.741758 = -79705.388647 nChanged 26 SP:Iteration 17F (8.615474 sec): 3 clusters Score: Raw -80800.551417 + Penalty 1082.768065 = -79717.783353 nChanged 22 SP:Iteration 18Q (8.617287 sec): 3 clusters Score: Raw -80822.773165 + Penalty 1093.964961 = -79728.808203 nChanged 21 SP:Iteration 19Q (8.619082 sec): 3 clusters Score: Raw -80839.193883 + Penalty 1097.468492 = -79741.725391 nChanged 17 SP:Iteration 20F (8.620992 sec): 3 clusters Score: Raw -80846.676389 + Penalty 1099.654651 = -79747.021738 nChanged 8 SP:Iteration 21Q (8.622735 sec): 3 clusters Score: Raw -80853.186732 + Penalty 1100.315180 = -79752.871552 nChanged 7 SP:Iteration 22Q (8.624484 sec): 3 clusters Score: Raw -80856.968735 + Penalty 1102.415218 = -79754.553517 nChanged 5 SP:Iteration 23Q (8.626208 sec): 3 clusters Score: Raw -80858.928876 + Penalty 1102.601892 = -79756.326985 nChanged 1 SP:Iteration 24Q (8.627922 sec): 3 clusters Score: Raw -80859.074341 + Penalty 1102.601892 = -79756.472449 nChanged 0 SP:Iteration 25F (8.629841 sec): 3 clusters Score: Raw -80859.074341 + Penalty 1102.601892 = -79756.472449 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 17 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.632958 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.634377 sec): 3 clusters Score: Raw -69274.139312 + Penalty 1928.153019 = -67345.986293 nChanged 214 SP:Iteration 1F (8.635780 sec): 3 clusters Score: Raw -69483.523705 + Penalty 1933.938614 = -67549.585091 nChanged 92 SP:Iteration 2F (8.637152 sec): 3 clusters Score: Raw -69636.989295 + Penalty 1937.717808 = -67699.271488 nChanged 66 SP:Iteration 3F (8.638561 sec): 3 clusters Score: Raw -69695.111683 + Penalty 1942.067702 = -67753.043982 nChanged 44 SP:Iteration 4F (8.639966 sec): 3 clusters Score: Raw -69725.439932 + Penalty 1948.250157 = -67777.189775 nChanged 37 SP:Iteration 5F (8.641350 sec): 3 clusters Score: Raw -69747.931560 + Penalty 1954.250095 = -67793.681465 nChanged 25 SP:Iteration 6Q (8.642705 sec): 3 clusters Score: Raw -69753.686973 + Penalty 1952.774297 = -67800.912676 nChanged 17 SP:Iteration 7Q (8.644059 sec): 3 clusters Score: Raw -69746.457049 + Penalty 1947.283974 = -67799.173075 nChanged 12 SP:Iteration 8F (8.645498 sec): 3 clusters Score: Raw -69738.890844 + Penalty 1945.885647 = -67793.005197 nChanged 4 SP:Iteration 9F (8.646962 sec): 3 clusters Score: Raw -69735.309746 + Penalty 1946.040091 = -67789.269655 nChanged 6 SP:Iteration 10F (8.648418 sec): 3 clusters Score: Raw -69726.221392 + Penalty 1944.798876 = -67781.422516 nChanged 2 SP:Iteration 11F (8.649829 sec): 3 clusters Score: Raw -69723.877822 + Penalty 1942.350988 = -67781.526834 nChanged 2 SP:Iteration 12Q (8.651040 sec): 3 clusters Score: Raw -69720.385955 + Penalty 1940.972449 = -67779.413506 nChanged 6 SP:Iteration 13F (8.652437 sec): 3 clusters Score: Raw -69712.038380 + Penalty 1938.231590 = -67773.806790 nChanged 4 SP:Iteration 14F (8.653851 sec): 3 clusters Score: Raw -69704.791657 + Penalty 1940.378301 = -67764.413356 nChanged 5 SP:Iteration 15F (8.655245 sec): 3 clusters Score: Raw -69694.659800 + Penalty 1937.046498 = -67757.613302 nChanged 3 SP:Iteration 16F (8.656634 sec): 3 clusters Score: Raw -69686.851200 + Penalty 1935.461658 = -67751.389543 nChanged 1 SP:Iteration 17F (8.658076 sec): 3 clusters Score: Raw -69683.546902 + Penalty 1935.461658 = -67748.085244 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 19 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.662363 sec): 2 clusters Score: Raw -102512.356657 + Penalty 547.145891 = -101965.210767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.664863 sec): 3 clusters Score: Raw -101696.470539 + Penalty 1093.719512 = -100602.751027 nChanged 553 SP:Iteration 1F (8.667234 sec): 3 clusters Score: Raw -102020.161093 + Penalty 1129.934018 = -100890.227074 nChanged 211 SP:Iteration 2F (8.669619 sec): 3 clusters Score: Raw -102263.360123 + Penalty 1224.812734 = -101038.547389 nChanged 151 SP:Iteration 3F (8.671987 sec): 3 clusters Score: Raw -102438.743439 + Penalty 1300.438103 = -101138.305335 nChanged 60 SP:Iteration 4Q (8.674197 sec): 3 clusters Score: Raw -102492.047867 + Penalty 1355.976640 = -101136.071227 nChanged 24 SP:Iteration 5F (8.676495 sec): 3 clusters Score: Raw -102510.276772 + Penalty 1383.644089 = -101126.632682 nChanged 11 SP:Iteration 6F (8.678817 sec): 3 clusters Score: Raw -102511.887888 + Penalty 1361.480546 = -101150.407342 nChanged 4 SP:Iteration 7Q (8.680745 sec): 3 clusters Score: Raw -102510.099040 + Penalty 1350.891008 = -101159.208032 nChanged 6 SP:Iteration 8Q (8.682684 sec): 3 clusters Score: Raw -102509.182433 + Penalty 1311.892008 = -101197.290424 nChanged 4 SP:Iteration 9Q (8.684739 sec): 3 clusters Score: Raw -102507.160102 + Penalty 1420.763616 = -101086.396485 nChanged 4 SP:Iteration 10F (8.687098 sec): 3 clusters Score: Raw -102510.379167 + Penalty 547.145891 = -101963.233276 nChanged 1 SP:Iteration 11Q (8.688906 sec): 2 clusters Score: Raw -102512.356657 + Penalty 547.145891 = -101965.210767 nChanged 0 SP:Iteration 12F (8.690713 sec): 2 clusters Score: Raw -102512.356657 + Penalty 547.145891 = -101965.210767 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 22 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.693449 sec): 2 clusters Score: Raw -55518.543327 + Penalty 602.864417 = -54915.678910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.694819 sec): 3 clusters Score: Raw -55119.441273 + Penalty 1156.569669 = -53962.871604 nChanged 274 SP:Iteration 1F (8.696175 sec): 3 clusters Score: Raw -55403.930320 + Penalty 1103.859869 = -54300.070451 nChanged 97 SP:Iteration 2F (8.697532 sec): 3 clusters Score: Raw -55470.878391 + Penalty 1087.772041 = -54383.106350 nChanged 44 SP:Iteration 3F (8.698873 sec): 3 clusters Score: Raw -55482.201602 + Penalty 1080.686612 = -54401.514989 nChanged 15 SP:Iteration 4Q (8.700208 sec): 3 clusters Score: Raw -55488.538836 + Penalty 1072.662134 = -54415.876702 nChanged 12 SP:Iteration 5Q (8.701599 sec): 3 clusters Score: Raw -55496.384426 + Penalty 1071.864442 = -54424.519985 nChanged 3 SP:Iteration 6Q (8.702942 sec): 3 clusters Score: Raw -55497.439433 + Penalty 1071.864442 = -54425.574991 nChanged 0 SP:Iteration 7F (8.704272 sec): 3 clusters Score: Raw -55497.439433 + Penalty 1071.864442 = -54425.574991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.705488 sec): 2 clusters Score: Raw -6740.158295 + Penalty 137.694166 = -6602.464129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.705911 sec): 3 clusters Score: Raw -6781.021143 + Penalty 352.940352 = -6428.080791 nChanged 36 SP:Iteration 1F (8.706341 sec): 3 clusters Score: Raw -6886.480298 + Penalty 401.984116 = -6484.496182 nChanged 15 SP:Iteration 2F (8.706770 sec): 3 clusters Score: Raw -6981.269093 + Penalty 414.653497 = -6566.615596 nChanged 3 SP:Iteration 3Q (8.707156 sec): 3 clusters Score: Raw -7034.242943 + Penalty 418.637038 = -6615.605906 nChanged 1 SP:Iteration 4Q (8.707531 sec): 3 clusters Score: Raw -7035.811711 + Penalty 418.637038 = -6617.174674 nChanged 0 SP:Iteration 5F (8.707951 sec): 3 clusters Score: Raw -7035.811711 + Penalty 418.637038 = -6617.174674 nChanged 0 Score: Raw -822103.308200 + Penalty 13007.734409 = -809095.573791 Splitting cluster 27 changes total score from -807771.968378 to -809095.573791 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 52 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.780123 sec): 2 clusters Score: Raw -56079.445217 + Penalty 796.684830 = -55282.760386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.781496 sec): 3 clusters Score: Raw -55713.638339 + Penalty 1593.638986 = -54119.999352 nChanged 230 SP:Iteration 1F (8.782800 sec): 3 clusters Score: Raw -56016.715270 + Penalty 1591.059987 = -54425.655283 nChanged 100 SP:Iteration 2F (8.784083 sec): 3 clusters Score: Raw -56153.546441 + Penalty 1593.148276 = -54560.398165 nChanged 58 SP:Iteration 3F (8.785348 sec): 3 clusters Score: Raw -56218.893215 + Penalty 1601.836598 = -54617.056616 nChanged 28 SP:Iteration 4Q (8.786570 sec): 3 clusters Score: Raw -56245.915489 + Penalty 1607.360735 = -54638.554753 nChanged 11 SP:Iteration 5Q (8.787930 sec): 3 clusters Score: Raw -56251.171983 + Penalty 1610.666224 = -54640.505758 nChanged 7 SP:Iteration 6Q (8.789144 sec): 3 clusters Score: Raw -56255.143658 + Penalty 1615.358412 = -54639.785246 nChanged 10 SP:Iteration 7F (8.790409 sec): 3 clusters Score: Raw -56261.375986 + Penalty 1618.889138 = -54642.486848 nChanged 7 SP:Iteration 8Q (8.791605 sec): 3 clusters Score: Raw -56264.290243 + Penalty 1621.708475 = -54642.581768 nChanged 6 SP:Iteration 9Q (8.792801 sec): 3 clusters Score: Raw -56269.227072 + Penalty 1624.612064 = -54644.615008 nChanged 7 SP:Iteration 10F (8.794084 sec): 3 clusters Score: Raw -56271.845277 + Penalty 1627.322356 = -54644.522921 nChanged 6 SP:Iteration 11F (8.795392 sec): 3 clusters Score: Raw -56277.449300 + Penalty 1631.029528 = -54646.419772 nChanged 8 SP:Iteration 12Q (8.796597 sec): 3 clusters Score: Raw -56284.802787 + Penalty 1634.950004 = -54649.852783 nChanged 8 SP:Iteration 13Q (8.797856 sec): 3 clusters Score: Raw -56292.220648 + Penalty 1637.988138 = -54654.232509 nChanged 6 SP:Iteration 14Q (8.799042 sec): 3 clusters Score: Raw -56297.919928 + Penalty 1640.114468 = -54657.805460 nChanged 4 SP:Iteration 15Q (8.800214 sec): 3 clusters Score: Raw -56301.067541 + Penalty 1643.015007 = -54658.052534 nChanged 6 SP:Iteration 16Q (8.801384 sec): 3 clusters Score: Raw -56304.888505 + Penalty 1644.422687 = -54660.465818 nChanged 3 SP:Iteration 17Q (8.802548 sec): 3 clusters Score: Raw -56306.447114 + Penalty 1645.176160 = -54661.270954 nChanged 2 SP:Iteration 18Q (8.803734 sec): 3 clusters Score: Raw -56306.813087 + Penalty 1646.297667 = -54660.515420 nChanged 3 SP:Iteration 19F (8.805049 sec): 3 clusters Score: Raw -56307.813029 + Penalty 1646.297667 = -54661.515362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 77 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.808047 sec): 2 clusters Score: Raw -63641.428302 + Penalty 822.948600 = -62818.479703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.809492 sec): 3 clusters Score: Raw -63233.400959 + Penalty 1645.821627 = -61587.579332 nChanged 256 SP:Iteration 1F (8.810891 sec): 3 clusters Score: Raw -63615.853576 + Penalty 1645.359988 = -61970.493588 nChanged 113 SP:Iteration 2F (8.812292 sec): 3 clusters Score: Raw -63795.496737 + Penalty 1650.555022 = -62144.941715 nChanged 43 SP:Iteration 3F (8.813742 sec): 3 clusters Score: Raw -63838.068471 + Penalty 1656.503200 = -62181.565271 nChanged 22 SP:Iteration 4Q (8.815149 sec): 3 clusters Score: Raw -63862.296388 + Penalty 1661.280757 = -62201.015631 nChanged 19 SP:Iteration 5Q (8.816486 sec): 3 clusters Score: Raw -63883.284384 + Penalty 1664.737369 = -62218.547015 nChanged 18 SP:Iteration 6Q (8.817855 sec): 3 clusters Score: Raw -63902.614475 + Penalty 1667.484965 = -62235.129510 nChanged 13 SP:Iteration 7Q (8.819228 sec): 3 clusters Score: Raw -63916.674085 + Penalty 1669.286416 = -62247.387668 nChanged 8 SP:Iteration 8Q (8.820604 sec): 3 clusters Score: Raw -63927.163634 + Penalty 1670.721681 = -62256.441953 nChanged 4 SP:Iteration 9Q (8.821976 sec): 3 clusters Score: Raw -63930.925534 + Penalty 1670.808160 = -62260.117374 nChanged 1 SP:Iteration 10F (8.823408 sec): 3 clusters Score: Raw -63932.121455 + Penalty 1670.836055 = -62261.285400 nChanged 1 SP:Iteration 11Q (8.824713 sec): 3 clusters Score: Raw -63933.526812 + Penalty 1670.836055 = -62262.690757 nChanged 0 SP:Iteration 12F (8.826126 sec): 3 clusters Score: Raw -63933.526812 + Penalty 1670.836055 = -62262.690757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 110 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.827992 sec): 2 clusters Score: Raw -32033.564030 + Penalty 828.370668 = -31205.193362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.828782 sec): 3 clusters Score: Raw -31840.675561 + Penalty 1634.086621 = -30206.588939 nChanged 101 SP:Iteration 1F (8.829543 sec): 3 clusters Score: Raw -32063.647203 + Penalty 1603.368845 = -30460.278358 nChanged 40 SP:Iteration 2F (8.830299 sec): 3 clusters Score: Raw -32098.157238 + Penalty 1593.467488 = -30504.689750 nChanged 9 SP:Iteration 3Q (8.831017 sec): 3 clusters Score: Raw -32093.296456 + Penalty 1590.101548 = -30503.194908 nChanged 4 SP:Iteration 4F (8.831771 sec): 3 clusters Score: Raw -32092.978622 + Penalty 1585.877196 = -30507.101426 nChanged 3 SP:Iteration 5Q (8.832489 sec): 3 clusters Score: Raw -32091.622366 + Penalty 1581.835522 = -30509.786843 nChanged 3 SP:Iteration 6Q (8.833185 sec): 3 clusters Score: Raw -32090.011928 + Penalty 1578.113588 = -30511.898340 nChanged 5 SP:Iteration 7Q (8.833875 sec): 3 clusters Score: Raw -32085.340629 + Penalty 1574.926626 = -30510.414003 nChanged 2 SP:Iteration 8F (8.834629 sec): 3 clusters Score: Raw -32083.583133 + Penalty 1579.289845 = -30504.293288 nChanged 6 SP:Iteration 9F (8.835382 sec): 3 clusters Score: Raw -32080.219451 + Penalty 1577.705926 = -30502.513525 nChanged 9 SP:Iteration 10F (8.836136 sec): 3 clusters Score: Raw -32073.587189 + Penalty 1593.431277 = -30480.155912 nChanged 7 SP:Iteration 11F (8.836907 sec): 3 clusters Score: Raw -32073.193828 + Penalty 1622.725096 = -30450.468732 nChanged 8 SP:Iteration 12F (8.837689 sec): 3 clusters Score: Raw -32074.018494 + Penalty 1687.500923 = -30386.517571 nChanged 4 SP:Iteration 13F (8.838469 sec): 3 clusters Score: Raw -32077.443810 + Penalty 1687.500923 = -30389.942887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 113 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.839109 sec): 2 clusters Score: Raw -3385.207418 + Penalty 370.516985 = -3014.690433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.839444 sec): 3 clusters Score: Raw -3466.158532 + Penalty 747.960625 = -2718.197907 nChanged 9 SP:Iteration 1F (8.839774 sec): 3 clusters Score: Raw -3494.880096 + Penalty 751.660036 = -2743.220060 nChanged 3 SP:Iteration 2Q (8.840089 sec): 3 clusters Score: Raw -3507.910696 + Penalty 751.660036 = -2756.250661 nChanged 0 SP:Iteration 3F (8.840417 sec): 3 clusters Score: Raw -3507.910696 + Penalty 751.660036 = -2756.250661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 233 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.840927 sec): 2 clusters Score: Raw -1081.287589 + Penalty 67.451077 = -1013.836512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.841168 sec): 3 clusters Score: Raw -1090.911584 + Penalty 138.431189 = -952.480396 nChanged 3 SP:Iteration 1F (8.841403 sec): 3 clusters Score: Raw -1095.264454 + Penalty 144.988419 = -950.276035 nChanged 1 SP:Iteration 2F (8.841637 sec): 3 clusters Score: Raw -1096.901603 + Penalty 155.498806 = -941.402797 nChanged 1 SP:Iteration 3F (8.841870 sec): 3 clusters Score: Raw -1097.858406 + Penalty 155.498806 = -942.359600 nChanged 0 Iteration 99F (8.917976 sec): 16 clusters Score: Raw -820549.502358 + Penalty 13016.462240 = -807533.040118 nChanged 7 Iteration 100F (8.987980 sec): 16 clusters Score: Raw -820552.224151 + Penalty 13016.462240 = -807535.761911 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -820552.224151 + Penalty 13016.462240 = -807535.761911Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 1 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.015086 sec): 2 clusters Score: Raw -231497.965949 + Penalty 1239.707108 = -230258.258842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.019332 sec): 3 clusters Score: Raw -230508.950603 + Penalty 2479.269784 = -228029.680819 nChanged 724 SP:Iteration 1F (9.023223 sec): 3 clusters Score: Raw -231192.456578 + Penalty 2478.979315 = -228713.477264 nChanged 261 SP:Iteration 2F (9.027207 sec): 3 clusters Score: Raw -231466.076226 + Penalty 2478.837290 = -228987.238936 nChanged 160 SP:Iteration 3F (9.031091 sec): 3 clusters Score: Raw -231623.173362 + Penalty 2478.693331 = -229144.480031 nChanged 127 SP:Iteration 4F (9.034863 sec): 3 clusters Score: Raw -231714.520566 + Penalty 2478.567456 = -229235.953110 nChanged 98 SP:Iteration 5Q (9.038688 sec): 3 clusters Score: Raw -231776.695967 + Penalty 2478.579972 = -229298.115995 nChanged 87 SP:Iteration 6Q (9.042500 sec): 3 clusters Score: Raw -231828.223969 + Penalty 2478.613980 = -229349.609989 nChanged 50 SP:Iteration 7Q (9.046259 sec): 3 clusters Score: Raw -231848.681739 + Penalty 2478.666001 = -229370.015739 nChanged 44 SP:Iteration 8Q (9.050083 sec): 3 clusters Score: Raw -231866.203225 + Penalty 2478.817824 = -229387.385401 nChanged 43 SP:Iteration 9Q (9.054106 sec): 3 clusters Score: Raw -231881.721347 + Penalty 2479.112849 = -229402.608498 nChanged 27 SP:Iteration 10F (9.057945 sec): 3 clusters Score: Raw -231891.785259 + Penalty 2479.143878 = -229412.641381 nChanged 20 SP:Iteration 11Q (9.061634 sec): 3 clusters Score: Raw -231894.377740 + Penalty 2479.443680 = -229414.934060 nChanged 19 SP:Iteration 12Q (9.065298 sec): 3 clusters Score: Raw -231896.978098 + Penalty 2479.313303 = -229417.664795 nChanged 18 SP:Iteration 13Q (9.068946 sec): 3 clusters Score: Raw -231899.183244 + Penalty 2479.260340 = -229419.922904 nChanged 12 SP:Iteration 14Q (9.072566 sec): 3 clusters Score: Raw -231899.520204 + Penalty 2479.209716 = -229420.310488 nChanged 6 SP:Iteration 15Q (9.076206 sec): 3 clusters Score: Raw -231899.657810 + Penalty 2479.223367 = -229420.434443 nChanged 6 SP:Iteration 16Q (9.079892 sec): 3 clusters Score: Raw -231901.864134 + Penalty 2479.202851 = -229422.661283 nChanged 10 SP:Iteration 17Q (9.083459 sec): 3 clusters Score: Raw -231903.297706 + Penalty 2479.286511 = -229424.011195 nChanged 8 SP:Iteration 18Q (9.087104 sec): 3 clusters Score: Raw -231909.802903 + Penalty 2479.245292 = -229430.557611 nChanged 5 SP:Iteration 19Q (9.090606 sec): 3 clusters Score: Raw -231917.764719 + Penalty 2479.175242 = -229438.589477 nChanged 12 SP:Iteration 20F (9.094471 sec): 3 clusters Score: Raw -231918.142317 + Penalty 2479.432589 = -229438.709728 nChanged 7 SP:Iteration 21Q (9.098189 sec): 3 clusters Score: Raw -231921.945619 + Penalty 2479.390008 = -229442.555611 nChanged 7 SP:Iteration 22Q (9.102099 sec): 3 clusters Score: Raw -231926.845716 + Penalty 2479.402895 = -229447.442821 nChanged 8 SP:Iteration 23Q (9.105752 sec): 3 clusters Score: Raw -231934.574868 + Penalty 2479.515338 = -229455.059530 nChanged 5 SP:Iteration 24Q (9.109565 sec): 3 clusters Score: Raw -231935.991001 + Penalty 2479.501307 = -229456.489694 nChanged 1 SP:Iteration 25Q (9.113318 sec): 3 clusters Score: Raw -231935.596657 + Penalty 2479.501307 = -229456.095349 nChanged 0 SP:Iteration 26F (9.117441 sec): 3 clusters Score: Raw -231935.596657 + Penalty 2479.501307 = -229456.095349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.117984 sec): 2 clusters Score: Raw -198.550043 + Penalty 8.788898 = -189.761144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.118197 sec): 3 clusters Score: Raw -201.331624 + Penalty 15.929878 = -185.401746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 3 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.118792 sec): 2 clusters Score: Raw -1829.808331 + Penalty 262.635748 = -1567.172583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.119060 sec): 3 clusters Score: Raw -1900.118148 + Penalty 548.711551 = -1351.406597 nChanged 2 SP:Iteration 1F (9.119326 sec): 3 clusters Score: Raw -1917.935643 + Penalty 567.102198 = -1350.833445 nChanged 1 SP:Iteration 2F (9.119591 sec): 3 clusters Score: Raw -1930.542809 + Penalty 567.102198 = -1363.440611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.121293 sec): 2 clusters Score: Raw -35280.555975 + Penalty 451.056919 = -34829.499056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.122289 sec): 3 clusters Score: Raw -35007.886869 + Penalty 916.812581 = -34091.074288 nChanged 173 SP:Iteration 1F (9.123247 sec): 3 clusters Score: Raw -35113.211307 + Penalty 957.505685 = -34155.705622 nChanged 62 SP:Iteration 2F (9.124184 sec): 3 clusters Score: Raw -35174.661032 + Penalty 1006.490613 = -34168.170418 nChanged 49 SP:Iteration 3F (9.125122 sec): 3 clusters Score: Raw -35219.052400 + Penalty 1049.392870 = -34169.659529 nChanged 34 SP:Iteration 4F (9.126056 sec): 3 clusters Score: Raw -35252.019609 + Penalty 1072.152378 = -34179.867231 nChanged 23 SP:Iteration 5F (9.126997 sec): 3 clusters Score: Raw -35267.889546 + Penalty 1092.510930 = -34175.378616 nChanged 15 SP:Iteration 6F (9.127932 sec): 3 clusters Score: Raw -35278.120513 + Penalty 1107.699485 = -34170.421028 nChanged 10 SP:Iteration 7F (9.128872 sec): 3 clusters Score: Raw -35287.079409 + Penalty 1125.031875 = -34162.047534 nChanged 10 SP:Iteration 8F (9.129806 sec): 3 clusters Score: Raw -35296.285382 + Penalty 1121.944366 = -34174.341016 nChanged 5 SP:Iteration 9Q (9.130636 sec): 3 clusters Score: Raw -35300.802068 + Penalty 1124.786224 = -34176.015843 nChanged 5 SP:Iteration 10F (9.131575 sec): 3 clusters Score: Raw -35307.653173 + Penalty 1125.986200 = -34181.666973 nChanged 4 SP:Iteration 11Q (9.132394 sec): 3 clusters Score: Raw -35309.265982 + Penalty 1125.986200 = -34183.279781 nChanged 0 SP:Iteration 12F (9.133361 sec): 3 clusters Score: Raw -35309.265982 + Penalty 1125.986200 = -34183.279781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 8 (1371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.137568 sec): 2 clusters Score: Raw -104221.130016 + Penalty 400.078164 = -103821.051852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.140214 sec): 3 clusters Score: Raw -103321.826272 + Penalty 812.325576 = -102509.500696 nChanged 646 SP:Iteration 1F (9.142780 sec): 3 clusters Score: Raw -103851.165350 + Penalty 822.840223 = -103028.325127 nChanged 160 SP:Iteration 2F (9.145312 sec): 3 clusters Score: Raw -103887.467412 + Penalty 835.738362 = -103051.729050 nChanged 54 SP:Iteration 3Q (9.147867 sec): 3 clusters Score: Raw -103899.876774 + Penalty 850.405101 = -103049.471674 nChanged 41 SP:Iteration 4F (9.150468 sec): 3 clusters Score: Raw -103912.082232 + Penalty 870.290441 = -103041.791791 nChanged 53 SP:Iteration 5F (9.153235 sec): 3 clusters Score: Raw -103930.656999 + Penalty 889.528484 = -103041.128515 nChanged 55 SP:Iteration 6F (9.155799 sec): 3 clusters Score: Raw -103951.377271 + Penalty 910.998858 = -103040.378413 nChanged 57 SP:Iteration 7F (9.158402 sec): 3 clusters Score: Raw -103974.129472 + Penalty 931.631093 = -103042.498379 nChanged 58 SP:Iteration 8Q (9.160936 sec): 3 clusters Score: Raw -104003.995532 + Penalty 955.107151 = -103048.888381 nChanged 72 SP:Iteration 9F (9.163493 sec): 3 clusters Score: Raw -104052.077531 + Penalty 982.084352 = -103069.993179 nChanged 76 SP:Iteration 10F (9.166092 sec): 3 clusters Score: Raw -104109.185772 + Penalty 1026.834571 = -103082.351201 nChanged 67 SP:Iteration 11Q (9.168469 sec): 3 clusters Score: Raw -104161.227099 + Penalty 1058.534883 = -103102.692216 nChanged 37 SP:Iteration 12Q (9.170745 sec): 3 clusters Score: Raw -104186.169623 + Penalty 1103.606520 = -103082.563104 nChanged 24 SP:Iteration 13F (9.173280 sec): 3 clusters Score: Raw -104200.106333 + Penalty 1131.773460 = -103068.332874 nChanged 10 SP:Iteration 14F (9.175887 sec): 3 clusters Score: Raw -104203.845275 + Penalty 1149.257904 = -103054.587372 nChanged 7 SP:Iteration 15F (9.178649 sec): 3 clusters Score: Raw -104205.936010 + Penalty 1165.092961 = -103040.843049 nChanged 6 SP:Iteration 16F (9.181330 sec): 3 clusters Score: Raw -104208.766095 + Penalty 1174.354228 = -103034.411868 nChanged 6 SP:Iteration 17F (9.183889 sec): 3 clusters Score: Raw -104211.978058 + Penalty 1193.444434 = -103018.533624 nChanged 4 SP:Iteration 18F (9.186492 sec): 3 clusters Score: Raw -104211.883286 + Penalty 1229.738833 = -102982.144453 nChanged 5 SP:Iteration 19F (9.189088 sec): 3 clusters Score: Raw -104216.052680 + Penalty 400.078164 = -103815.974516 nChanged 4 SP:Iteration 20F (9.191046 sec): 2 clusters Score: Raw -104221.130016 + Penalty 400.078164 = -103821.051852 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 12 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.196221 sec): 2 clusters Score: Raw -80604.951755 + Penalty 481.624214 = -80123.327540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.198211 sec): 3 clusters Score: Raw -79976.046999 + Penalty 941.988728 = -79034.058271 nChanged 421 SP:Iteration 1F (9.200142 sec): 3 clusters Score: Raw -80426.014769 + Penalty 901.543566 = -79524.471203 nChanged 191 SP:Iteration 2F (9.202089 sec): 3 clusters Score: Raw -80644.348390 + Penalty 880.507278 = -79763.841113 nChanged 86 SP:Iteration 3F (9.204065 sec): 3 clusters Score: Raw -80703.063507 + Penalty 881.054702 = -79822.008805 nChanged 44 SP:Iteration 4Q (9.206003 sec): 3 clusters Score: Raw -80712.914658 + Penalty 882.278193 = -79830.636465 nChanged 8 SP:Iteration 5Q (9.207917 sec): 3 clusters Score: Raw -80714.078462 + Penalty 886.606500 = -79827.471962 nChanged 6 SP:Iteration 6F (9.209838 sec): 3 clusters Score: Raw -80714.813767 + Penalty 888.759033 = -79826.054734 nChanged 3 SP:Iteration 7F (9.211758 sec): 3 clusters Score: Raw -80715.560988 + Penalty 892.199760 = -79823.361228 nChanged 5 SP:Iteration 8F (9.213668 sec): 3 clusters Score: Raw -80716.252393 + Penalty 896.007614 = -79820.244778 nChanged 5 SP:Iteration 9F (9.215577 sec): 3 clusters Score: Raw -80717.004910 + Penalty 899.684441 = -79817.320468 nChanged 5 SP:Iteration 10F (9.217529 sec): 3 clusters Score: Raw -80717.716275 + Penalty 903.281728 = -79814.434547 nChanged 5 SP:Iteration 11F (9.219456 sec): 3 clusters Score: Raw -80718.118196 + Penalty 905.666014 = -79812.452182 nChanged 3 SP:Iteration 12F (9.221460 sec): 3 clusters Score: Raw -80718.680191 + Penalty 908.917406 = -79809.762785 nChanged 4 SP:Iteration 13F (9.223361 sec): 3 clusters Score: Raw -80719.364120 + Penalty 911.210939 = -79808.153181 nChanged 3 SP:Iteration 14F (9.225270 sec): 3 clusters Score: Raw -80719.778314 + Penalty 914.031210 = -79805.747104 nChanged 4 SP:Iteration 15F (9.227188 sec): 3 clusters Score: Raw -80720.101831 + Penalty 914.832752 = -79805.269079 nChanged 1 SP:Iteration 16F (9.229106 sec): 3 clusters Score: Raw -80720.253342 + Penalty 915.654984 = -79804.598358 nChanged 1 SP:Iteration 17F (9.231043 sec): 3 clusters Score: Raw -80720.410439 + Penalty 916.498627 = -79803.911812 nChanged 1 SP:Iteration 18F (9.232958 sec): 3 clusters Score: Raw -80720.550236 + Penalty 916.498627 = -79804.051610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 17 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.236070 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.237493 sec): 3 clusters Score: Raw -69273.450552 + Penalty 1925.876715 = -67347.573837 nChanged 213 SP:Iteration 1F (9.238856 sec): 3 clusters Score: Raw -69434.853249 + Penalty 1926.428616 = -67508.424633 nChanged 47 SP:Iteration 2F (9.240205 sec): 3 clusters Score: Raw -69469.475852 + Penalty 1927.108999 = -67542.366853 nChanged 39 SP:Iteration 3F (9.241569 sec): 3 clusters Score: Raw -69496.642235 + Penalty 1927.445487 = -67569.196748 nChanged 33 SP:Iteration 4Q (9.242916 sec): 3 clusters Score: Raw -69519.788386 + Penalty 1927.486071 = -67592.302315 nChanged 21 SP:Iteration 5Q (9.244257 sec): 3 clusters Score: Raw -69534.722788 + Penalty 1927.809513 = -67606.913275 nChanged 17 SP:Iteration 6Q (9.245618 sec): 3 clusters Score: Raw -69544.780916 + Penalty 1928.620798 = -67616.160118 nChanged 9 SP:Iteration 7Q (9.246969 sec): 3 clusters Score: Raw -69549.100688 + Penalty 1929.711283 = -67619.389405 nChanged 9 SP:Iteration 8Q (9.248328 sec): 3 clusters Score: Raw -69552.546376 + Penalty 1931.389900 = -67621.156476 nChanged 14 SP:Iteration 9Q (9.249755 sec): 3 clusters Score: Raw -69555.835793 + Penalty 1932.712934 = -67623.122858 nChanged 13 SP:Iteration 10F (9.251176 sec): 3 clusters Score: Raw -69559.001482 + Penalty 1934.087995 = -67624.913487 nChanged 14 SP:Iteration 11Q (9.252581 sec): 3 clusters Score: Raw -69560.964404 + Penalty 1935.607865 = -67625.356539 nChanged 14 SP:Iteration 12Q (9.254016 sec): 3 clusters Score: Raw -69562.176925 + Penalty 1936.797834 = -67625.379091 nChanged 12 SP:Iteration 13Q (9.255456 sec): 3 clusters Score: Raw -69563.133502 + Penalty 1937.698978 = -67625.434524 nChanged 14 SP:Iteration 14Q (9.256877 sec): 3 clusters Score: Raw -69563.201775 + Penalty 1939.533426 = -67623.668350 nChanged 23 SP:Iteration 15F (9.258296 sec): 3 clusters Score: Raw -69574.187690 + Penalty 1941.967502 = -67632.220188 nChanged 38 SP:Iteration 16F (9.259658 sec): 3 clusters Score: Raw -69593.905749 + Penalty 1942.945560 = -67650.960189 nChanged 35 SP:Iteration 17F (9.261029 sec): 3 clusters Score: Raw -69604.508093 + Penalty 1938.308244 = -67666.199849 nChanged 35 SP:Iteration 18F (9.262391 sec): 3 clusters Score: Raw -69621.747818 + Penalty 1937.776161 = -67683.971657 nChanged 44 SP:Iteration 19F (9.263789 sec): 3 clusters Score: Raw -69648.215580 + Penalty 1952.068347 = -67696.147233 nChanged 29 SP:Iteration 20F (9.265181 sec): 3 clusters Score: Raw -69645.934324 + Penalty 1938.990736 = -67706.943588 nChanged 8 SP:Iteration 21Q (9.266279 sec): 3 clusters Score: Raw -69635.015341 + Penalty 1968.053968 = -67666.961373 nChanged 5 SP:Iteration 22F (9.267629 sec): 3 clusters Score: Raw -69637.241162 + Penalty 963.052710 = -68674.188453 nChanged 6 SP:Iteration 23Q (9.268675 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 SP:Iteration 24F (9.269740 sec): 2 clusters Score: Raw -69646.993852 + Penalty 963.052710 = -68683.941143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 19 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.274017 sec): 2 clusters Score: Raw -102448.834993 + Penalty 546.901595 = -101901.933398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.276461 sec): 3 clusters Score: Raw -101665.707778 + Penalty 1150.594776 = -100515.113002 nChanged 560 SP:Iteration 1F (9.278910 sec): 3 clusters Score: Raw -102234.215935 + Penalty 1183.973817 = -101050.242118 nChanged 151 SP:Iteration 2F (9.284651 sec): 3 clusters Score: Raw -102322.889801 + Penalty 1209.922918 = -101112.966883 nChanged 61 SP:Iteration 3Q (9.289030 sec): 3 clusters Score: Raw -102358.833774 + Penalty 1234.227946 = -101124.605828 nChanged 49 SP:Iteration 4Q (9.294675 sec): 3 clusters Score: Raw -102383.706508 + Penalty 1255.124706 = -101128.581802 nChanged 39 SP:Iteration 5Q (9.298700 sec): 3 clusters Score: Raw -102401.962764 + Penalty 1280.935893 = -101121.026871 nChanged 45 SP:Iteration 6F (9.302156 sec): 3 clusters Score: Raw -102430.180248 + Penalty 1295.512869 = -101134.667378 nChanged 31 SP:Iteration 7Q (9.304570 sec): 3 clusters Score: Raw -102455.523001 + Penalty 1304.845711 = -101150.677289 nChanged 21 SP:Iteration 8Q (9.306830 sec): 3 clusters Score: Raw -102467.198119 + Penalty 1311.403750 = -101155.794369 nChanged 11 SP:Iteration 9Q (9.308953 sec): 3 clusters Score: Raw -102471.074181 + Penalty 1317.103912 = -101153.970269 nChanged 10 SP:Iteration 10F (9.311326 sec): 3 clusters Score: Raw -102473.888787 + Penalty 1318.921044 = -101154.967742 nChanged 7 SP:Iteration 11Q (9.313432 sec): 3 clusters Score: Raw -102478.185151 + Penalty 1321.761667 = -101156.423484 nChanged 7 SP:Iteration 12Q (9.315552 sec): 3 clusters Score: Raw -102480.685013 + Penalty 1329.253568 = -101151.431445 nChanged 11 SP:Iteration 13F (9.317942 sec): 3 clusters Score: Raw -102484.674735 + Penalty 1332.121166 = -101152.553570 nChanged 10 SP:Iteration 14Q (9.319968 sec): 3 clusters Score: Raw -102487.061587 + Penalty 1332.170012 = -101154.891576 nChanged 4 SP:Iteration 15Q (9.322003 sec): 3 clusters Score: Raw -102488.868903 + Penalty 1331.834339 = -101157.034565 nChanged 1 SP:Iteration 16Q (9.324008 sec): 3 clusters Score: Raw -102488.797942 + Penalty 1331.278527 = -101157.519414 nChanged 1 SP:Iteration 17Q (9.326082 sec): 3 clusters Score: Raw -102488.649968 + Penalty 1331.272216 = -101157.377751 nChanged 1 SP:Iteration 18F (9.328468 sec): 3 clusters Score: Raw -102488.700991 + Penalty 1331.252690 = -101157.448301 nChanged 1 SP:Iteration 19Q (9.330529 sec): 3 clusters Score: Raw -102489.136625 + Penalty 1331.252690 = -101157.883935 nChanged 0 SP:Iteration 20F (9.332919 sec): 3 clusters Score: Raw -102489.136625 + Penalty 1331.252690 = -101157.883935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 22 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.335419 sec): 2 clusters Score: Raw -55518.543327 + Penalty 602.864417 = -54915.678910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.336783 sec): 3 clusters Score: Raw -55117.031649 + Penalty 1174.899885 = -53942.131763 nChanged 283 SP:Iteration 1F (9.338109 sec): 3 clusters Score: Raw -55326.991599 + Penalty 1142.020590 = -54184.971010 nChanged 72 SP:Iteration 2F (9.339448 sec): 3 clusters Score: Raw -55380.038147 + Penalty 1099.345613 = -54280.692534 nChanged 58 SP:Iteration 3F (9.340783 sec): 3 clusters Score: Raw -55428.213588 + Penalty 1029.552967 = -54398.660620 nChanged 47 SP:Iteration 4F (9.342126 sec): 3 clusters Score: Raw -55470.767012 + Penalty 1007.002849 = -54463.764163 nChanged 33 SP:Iteration 5F (9.343455 sec): 3 clusters Score: Raw -55504.513066 + Penalty 1169.389067 = -54335.123999 nChanged 19 SP:Iteration 6F (9.344779 sec): 3 clusters Score: Raw -55521.692198 + Penalty 1654.679601 = -53867.012597 nChanged 2 SP:Iteration 7F (9.346111 sec): 3 clusters Score: Raw -55518.740171 + Penalty 1654.679601 = -53864.060570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.347293 sec): 2 clusters Score: Raw -5718.048383 + Penalty 56.634949 = -5661.413434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.347671 sec): 3 clusters Score: Raw -5703.717427 + Penalty 112.181735 = -5591.535691 nChanged 28 SP:Iteration 1F (9.348054 sec): 3 clusters Score: Raw -5729.165128 + Penalty 110.431723 = -5618.733405 nChanged 9 SP:Iteration 2F (9.348433 sec): 3 clusters Score: Raw -5740.140707 + Penalty 112.182609 = -5627.958099 nChanged 8 SP:Iteration 3F (9.348807 sec): 3 clusters Score: Raw -5749.839017 + Penalty 120.575884 = -5629.263133 nChanged 9 SP:Iteration 4F (9.349189 sec): 3 clusters Score: Raw -5759.755585 + Penalty 150.267392 = -5609.488193 nChanged 9 SP:Iteration 5F (9.349564 sec): 3 clusters Score: Raw -5776.389812 + Penalty 175.009552 = -5601.380261 nChanged 3 SP:Iteration 6F (9.349941 sec): 3 clusters Score: Raw -5785.422694 + Penalty 187.555931 = -5597.866763 nChanged 1 SP:Iteration 7F (9.350328 sec): 3 clusters Score: Raw -5788.208814 + Penalty 203.781470 = -5584.427344 nChanged 1 SP:Iteration 8F (9.350713 sec): 3 clusters Score: Raw -5794.373985 + Penalty 203.781470 = -5590.592514 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 52 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.352986 sec): 2 clusters Score: Raw -56079.445217 + Penalty 796.684830 = -55282.760386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.354262 sec): 3 clusters Score: Raw -55731.972541 + Penalty 1596.581028 = -54135.391513 nChanged 233 SP:Iteration 1F (9.355541 sec): 3 clusters Score: Raw -55924.162990 + Penalty 1596.098290 = -54328.064700 nChanged 70 SP:Iteration 2F (9.356801 sec): 3 clusters Score: Raw -55997.275003 + Penalty 1597.807540 = -54399.467463 nChanged 60 SP:Iteration 3F (9.358053 sec): 3 clusters Score: Raw -56078.283637 + Penalty 1602.698149 = -54475.585489 nChanged 48 SP:Iteration 4F (9.359287 sec): 3 clusters Score: Raw -56148.803427 + Penalty 1611.425702 = -54537.377725 nChanged 44 SP:Iteration 5F (9.360600 sec): 3 clusters Score: Raw -56219.351566 + Penalty 1619.973877 = -54599.377689 nChanged 38 SP:Iteration 6F (9.361958 sec): 3 clusters Score: Raw -56263.152879 + Penalty 1627.076486 = -54636.076394 nChanged 21 SP:Iteration 7Q (9.363196 sec): 3 clusters Score: Raw -56278.894168 + Penalty 1631.637550 = -54647.256618 nChanged 11 SP:Iteration 8Q (9.364422 sec): 3 clusters Score: Raw -56286.130541 + Penalty 1636.786122 = -54649.344419 nChanged 10 SP:Iteration 9Q (9.365611 sec): 3 clusters Score: Raw -56294.885769 + Penalty 1640.272445 = -54654.613324 nChanged 7 SP:Iteration 10F (9.366866 sec): 3 clusters Score: Raw -56299.312298 + Penalty 1641.039750 = -54658.272548 nChanged 4 SP:Iteration 11Q (9.368013 sec): 3 clusters Score: Raw -56300.858540 + Penalty 1641.612954 = -54659.245586 nChanged 1 SP:Iteration 12Q (9.369162 sec): 3 clusters Score: Raw -56301.393785 + Penalty 1641.612954 = -54659.780832 nChanged 0 SP:Iteration 13F (9.370432 sec): 3 clusters Score: Raw -56301.393785 + Penalty 1641.612954 = -54659.780832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 77 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.373387 sec): 2 clusters Score: Raw -63641.428302 + Penalty 822.948600 = -62818.479703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.374795 sec): 3 clusters Score: Raw -63256.851803 + Penalty 1649.612994 = -61607.238809 nChanged 245 SP:Iteration 1F (9.376178 sec): 3 clusters Score: Raw -63518.887559 + Penalty 1657.502497 = -61861.385062 nChanged 92 SP:Iteration 2F (9.377544 sec): 3 clusters Score: Raw -63670.072554 + Penalty 1655.775344 = -62014.297209 nChanged 65 SP:Iteration 3F (9.378923 sec): 3 clusters Score: Raw -63778.107429 + Penalty 1652.777337 = -62125.330092 nChanged 44 SP:Iteration 4F (9.380269 sec): 3 clusters Score: Raw -63831.997143 + Penalty 1652.216298 = -62179.780845 nChanged 26 SP:Iteration 5Q (9.381572 sec): 3 clusters Score: Raw -63860.868069 + Penalty 1648.156598 = -62212.711471 nChanged 18 SP:Iteration 6Q (9.382859 sec): 3 clusters Score: Raw -63875.284916 + Penalty 1646.599921 = -62228.684995 nChanged 14 SP:Iteration 7Q (9.384161 sec): 3 clusters Score: Raw -63889.664641 + Penalty 1645.788037 = -62243.876605 nChanged 10 SP:Iteration 8Q (9.385461 sec): 3 clusters Score: Raw -63907.163101 + Penalty 1645.464936 = -62261.698165 nChanged 7 SP:Iteration 9Q (9.386742 sec): 3 clusters Score: Raw -63916.432279 + Penalty 1645.552445 = -62270.879834 nChanged 6 SP:Iteration 10F (9.388101 sec): 3 clusters Score: Raw -63920.678463 + Penalty 1644.478101 = -62276.200362 nChanged 4 SP:Iteration 11Q (9.389420 sec): 3 clusters Score: Raw -63925.150998 + Penalty 1644.386872 = -62280.764125 nChanged 2 SP:Iteration 12Q (9.390703 sec): 3 clusters Score: Raw -63926.515853 + Penalty 1644.386872 = -62282.128981 nChanged 0 SP:Iteration 13F (9.392068 sec): 3 clusters Score: Raw -63926.515853 + Penalty 1644.386872 = -62282.128981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 110 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.393902 sec): 2 clusters Score: Raw -32033.564030 + Penalty 828.370668 = -31205.193362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.394677 sec): 3 clusters Score: Raw -31816.216847 + Penalty 1660.627424 = -30155.589423 nChanged 97 SP:Iteration 1F (9.395431 sec): 3 clusters Score: Raw -31988.097311 + Penalty 1666.866152 = -30321.231159 nChanged 43 SP:Iteration 2F (9.396184 sec): 3 clusters Score: Raw -32037.278767 + Penalty 1685.173246 = -30352.105521 nChanged 29 SP:Iteration 3F (9.396934 sec): 3 clusters Score: Raw -32056.324242 + Penalty 1693.532944 = -30362.791298 nChanged 14 SP:Iteration 4Q (9.397607 sec): 3 clusters Score: Raw -32072.128966 + Penalty 1698.279495 = -30373.849471 nChanged 3 SP:Iteration 5Q (9.398274 sec): 3 clusters Score: Raw -32066.923940 + Penalty 1691.407775 = -30375.516165 nChanged 1 SP:Iteration 6Q (9.398925 sec): 3 clusters Score: Raw -32065.020343 + Penalty 1690.291748 = -30374.728595 nChanged 1 SP:Iteration 7F (9.399676 sec): 3 clusters Score: Raw -32062.743199 + Penalty 1690.291748 = -30372.451451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 113 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.400280 sec): 2 clusters Score: Raw -3385.207418 + Penalty 370.516985 = -3014.690433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.400613 sec): 3 clusters Score: Raw -3461.030975 + Penalty 746.215116 = -2714.815859 nChanged 5 SP:Iteration 1F (9.400955 sec): 3 clusters Score: Raw -3491.073698 + Penalty 757.675931 = -2733.397767 nChanged 2 SP:Iteration 2Q (9.401266 sec): 3 clusters Score: Raw -3511.568373 + Penalty 757.675931 = -2753.892442 nChanged 0 SP:Iteration 3F (9.401593 sec): 3 clusters Score: Raw -3511.568373 + Penalty 757.675931 = -2753.892442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 233 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.402109 sec): 2 clusters Score: Raw -1081.287589 + Penalty 67.451077 = -1013.836512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.402348 sec): 3 clusters Score: Raw -1097.516417 + Penalty 158.315995 = -939.200422 nChanged 0 Time taken for this iteration:9.145147 seconds. 300->16 Clusters: Score -807535.761911, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 101 (time per iteration =93.239634 ms) Total iterations: 1110 (time per iteration =8.483967 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1061101250.000000 (time per metric unit =8.874933ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 26527531250.000000 (time per metric unit=354.997339ps) That took 9.417203 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 23 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.21 and 0.32 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 23141 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 23141 points ------ Starting initial clusters from distinct float masks Not enough masks (205) to generate starting clusters (300), so starting with (206) clusters instead. Assigned 206 initial classes from 205 unique masks. Deleting Class 156 (3 points): Lose 30.147130 but Gain 1563.502567 Iteration 0F (2.893555 sec): 205 clusters Score: Raw -1899090.742222 + Penalty 191371.543771 = -1707719.198451 nChanged 8771 Deleting Class 196 (2 points): Lose 6.774276 but Gain 1568.101569 Iteration 1F (4.945436 sec): 187 clusters Score: Raw -1916867.869821 + Penalty 187835.597065 = -1729032.272755 nChanged 3529 Deleting Class 79 (1 points): Lose 32.956105 but Gain 1633.021197 Iteration 2F (6.920481 sec): 182 clusters Score: Raw -1921593.853648 + Penalty 184963.406157 = -1736630.447491 nChanged 2926 Deleting Class 202 (1 points): Lose 4.586403 but Gain 1499.060506 Iteration 3F (8.870254 sec): 180 clusters Score: Raw -1925486.684085 + Penalty 182594.520334 = -1742892.163750 nChanged 2514 Deleting Class 131 (8 points): Lose 93.794540 but Gain 1587.012919 Iteration 4F (10.806520 sec): 178 clusters Score: Raw -1927887.738818 + Penalty 181058.437178 = -1746829.301640 nChanged 2014 Deleting Class 149 (1 points): Lose 7.077270 but Gain 1495.659066 Iteration 5F (12.704941 sec): 177 clusters Score: Raw -1929610.515275 + Penalty 179389.223563 = -1750221.291712 nChanged 1636 Deleting Class 160 (3 points): Lose 29.264241 but Gain 1483.654209 Iteration 6F (14.590352 sec): 176 clusters Score: Raw -1930899.476265 + Penalty 176925.544985 = -1753973.931280 nChanged 1203 Deleting Class 188 (4 points): Lose 34.471180 but Gain 1476.724439 Iteration 7F (16.446372 sec): 174 clusters Score: Raw -1931727.322975 + Penalty 175762.599317 = -1755964.723658 nChanged 870 Deleting Class 153 (4 points): Lose 36.680843 but Gain 1467.701054 Iteration 8Q (16.647472 sec): 173 clusters Score: Raw -1932271.598378 + Penalty 174208.225176 = -1758063.373202 nChanged 659 Deleting Class 86 (3 points): Lose 16.607298 but Gain 1445.368121 Iteration 9Q (16.825799 sec): 172 clusters Score: Raw -1932656.123170 + Penalty 171518.671475 = -1761137.451695 nChanged 493 Deleting Class 99 (11 points): Lose 89.604353 but Gain 1495.748696 Iteration 10F (18.640482 sec): 170 clusters Score: Raw -1932857.557624 + Penalty 169771.434259 = -1763086.123365 nChanged 354 Deleting Class 138 (2 points): Lose 10.784496 but Gain 1412.744303 Iteration 11Q (18.788857 sec): 168 clusters Score: Raw -1933057.408238 + Penalty 168447.789121 = -1764609.619117 nChanged 217 Deleting Class 82 (4 points): Lose 30.439237 but Gain 1408.745030 Iteration 12Q (18.925133 sec): 167 clusters Score: Raw -1933145.040938 + Penalty 167085.836380 = -1766059.204558 nChanged 174 Deleting Class 108 (1 points): Lose 4.220655 but Gain 1362.413268 Iteration 13Q (19.055009 sec): 166 clusters Score: Raw -1933219.554895 + Penalty 165734.594539 = -1767484.960356 nChanged 147 Deleting Class 74 (6 points): Lose 43.633820 but Gain 1399.518723 Iteration 14Q (19.181422 sec): 165 clusters Score: Raw -1933264.152375 + Penalty 164290.709355 = -1768973.443020 nChanged 82 Deleting Class 57 (19 points): Lose 196.958001 but Gain 1548.731260 Iteration 15Q (19.301668 sec): 163 clusters Score: Raw -1933120.233096 + Penalty 162868.673818 = -1770251.559279 nChanged 66 Deleting Class 67 (35 points): Lose 220.782002 but Gain 1572.291699 Iteration 16Q (19.421419 sec): 162 clusters Score: Raw -1932986.781892 + Penalty 161471.662928 = -1771515.118963 nChanged 70 Deleting Class 43 (6 points): Lose 60.276626 but Gain 1405.285922 Iteration 17Q (19.540867 sec): 161 clusters Score: Raw -1933042.395677 + Penalty 160122.939479 = -1772919.456198 nChanged 34 Deleting Class 143 (2 points): Lose 92.950249 but Gain 1436.970421 Iteration 18Q (19.659319 sec): 160 clusters Score: Raw -1932993.346511 + Penalty 158699.581917 = -1774293.764594 nChanged 28 Deleting Class 123 (11 points): Lose 101.449667 but Gain 1440.223367 Iteration 19Q (19.771490 sec): 159 clusters Score: Raw -1932937.879600 + Penalty 157357.450904 = -1775580.428696 nChanged 31 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1932937.879600 + Penalty 157357.450904 = -1775580.428696Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.850471 sec): 2 clusters Score: Raw -2953.275993 + Penalty 465.775926 = -2487.500067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.850766 sec): 3 clusters Score: Raw -3017.078509 + Penalty 930.504896 = -2086.573613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.852817 sec): 2 clusters Score: Raw -31620.668078 + Penalty 47.429929 = -31573.238150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.853691 sec): 3 clusters Score: Raw -31385.271325 + Penalty 93.210392 = -31292.060933 nChanged 165 SP:Iteration 1F (19.854544 sec): 3 clusters Score: Raw -31522.606870 + Penalty 94.377086 = -31428.229785 nChanged 28 SP:Iteration 2F (19.855337 sec): 3 clusters Score: Raw -31538.446092 + Penalty 94.626189 = -31443.819903 nChanged 40 SP:Iteration 3F (19.856107 sec): 3 clusters Score: Raw -31591.629227 + Penalty 47.429929 = -31544.199299 nChanged 25 SP:Iteration 4F (19.856747 sec): 2 clusters Score: Raw -31620.668078 + Penalty 47.429929 = -31573.238150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.857561 sec): 2 clusters Score: Raw -12551.392623 + Penalty 336.699379 = -12214.693244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.858024 sec): 3 clusters Score: Raw -12499.851994 + Penalty 686.335625 = -11813.516369 nChanged 35 SP:Iteration 1F (19.858474 sec): 3 clusters Score: Raw -12541.832891 + Penalty 697.101524 = -11844.731367 nChanged 10 SP:Iteration 2F (19.858922 sec): 3 clusters Score: Raw -12555.215661 + Penalty 699.716312 = -11855.499349 nChanged 4 SP:Iteration 3Q (19.859379 sec): 3 clusters Score: Raw -12560.070951 + Penalty 705.398660 = -11854.672291 nChanged 3 SP:Iteration 4F (19.859836 sec): 3 clusters Score: Raw -12564.458063 + Penalty 706.351617 = -11858.106446 nChanged 2 SP:Iteration 5Q (19.860285 sec): 3 clusters Score: Raw -12568.517942 + Penalty 708.089505 = -11860.428437 nChanged 1 SP:Iteration 6Q (19.860729 sec): 3 clusters Score: Raw -12570.086048 + Penalty 708.089505 = -11861.996543 nChanged 0 SP:Iteration 7F (19.861192 sec): 3 clusters Score: Raw -12570.086048 + Penalty 708.089505 = -11861.996543 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 5 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.871048 sec): 2 clusters Score: Raw -185689.729700 + Penalty 459.841374 = -185229.888326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.874998 sec): 3 clusters Score: Raw -184431.520522 + Penalty 911.974704 = -183519.545818 nChanged 893 SP:Iteration 1F (19.878851 sec): 3 clusters Score: Raw -184967.120340 + Penalty 904.953943 = -184062.166397 nChanged 228 SP:Iteration 2F (19.882705 sec): 3 clusters Score: Raw -185148.433821 + Penalty 899.703053 = -184248.730768 nChanged 154 SP:Iteration 3F (19.886640 sec): 3 clusters Score: Raw -185300.273891 + Penalty 895.834168 = -184404.439723 nChanged 101 SP:Iteration 4Q (19.890559 sec): 3 clusters Score: Raw -185374.012561 + Penalty 893.137361 = -184480.875200 nChanged 79 SP:Iteration 5Q (19.894450 sec): 3 clusters Score: Raw -185412.822969 + Penalty 891.170168 = -184521.652802 nChanged 41 SP:Iteration 6Q (19.898277 sec): 3 clusters Score: Raw -185428.548289 + Penalty 888.927624 = -184539.620665 nChanged 34 SP:Iteration 7Q (19.902343 sec): 3 clusters Score: Raw -185441.876660 + Penalty 886.739067 = -184555.137593 nChanged 22 SP:Iteration 8Q (19.906107 sec): 3 clusters Score: Raw -185449.141054 + Penalty 883.616071 = -184565.524983 nChanged 20 SP:Iteration 9Q (19.909866 sec): 3 clusters Score: Raw -185455.656767 + Penalty 879.313257 = -184576.343510 nChanged 25 SP:Iteration 10F (19.913693 sec): 3 clusters Score: Raw -185461.471236 + Penalty 875.807100 = -184585.664136 nChanged 21 SP:Iteration 11Q (19.917491 sec): 3 clusters Score: Raw -185467.046353 + Penalty 872.361827 = -184594.684525 nChanged 24 SP:Iteration 12Q (19.921234 sec): 3 clusters Score: Raw -185474.553947 + Penalty 868.995714 = -184605.558233 nChanged 22 SP:Iteration 13Q (19.924957 sec): 3 clusters Score: Raw -185481.269969 + Penalty 864.786544 = -184616.483425 nChanged 24 SP:Iteration 14Q (19.928618 sec): 3 clusters Score: Raw -185488.217364 + Penalty 861.160566 = -184627.056798 nChanged 23 SP:Iteration 15Q (19.932397 sec): 3 clusters Score: Raw -185494.037638 + Penalty 857.182066 = -184636.855572 nChanged 27 SP:Iteration 16Q (19.936142 sec): 3 clusters Score: Raw -185503.085706 + Penalty 852.560911 = -184650.524795 nChanged 33 SP:Iteration 17Q (19.939869 sec): 3 clusters Score: Raw -185516.683375 + Penalty 847.231197 = -184669.452178 nChanged 32 SP:Iteration 18Q (19.943561 sec): 3 clusters Score: Raw -185528.144626 + Penalty 843.982619 = -184684.162007 nChanged 38 SP:Iteration 19Q (19.947190 sec): 3 clusters Score: Raw -185544.696085 + Penalty 833.512708 = -184711.183377 nChanged 48 SP:Iteration 20F (19.951011 sec): 3 clusters Score: Raw -185570.209268 + Penalty 818.588972 = -184751.620296 nChanged 56 SP:Iteration 21Q (19.954619 sec): 3 clusters Score: Raw -185606.051752 + Penalty 806.759536 = -184799.292216 nChanged 62 SP:Iteration 22Q (19.958249 sec): 3 clusters Score: Raw -185651.894610 + Penalty 796.620471 = -184855.274138 nChanged 47 SP:Iteration 23Q (19.961711 sec): 3 clusters Score: Raw -185683.904031 + Penalty 791.194492 = -184892.709539 nChanged 34 SP:Iteration 24Q (19.965176 sec): 3 clusters Score: Raw -185706.502982 + Penalty 786.587119 = -184919.915863 nChanged 26 SP:Iteration 25Q (19.968560 sec): 3 clusters Score: Raw -185719.474793 + Penalty 784.491148 = -184934.983645 nChanged 23 SP:Iteration 26Q (19.971975 sec): 3 clusters Score: Raw -185730.223821 + Penalty 780.456586 = -184949.767235 nChanged 19 SP:Iteration 27Q (19.975285 sec): 3 clusters Score: Raw -185738.603076 + Penalty 781.262251 = -184957.340824 nChanged 16 SP:Iteration 28Q (19.978667 sec): 3 clusters Score: Raw -185746.293224 + Penalty 780.926195 = -184965.367030 nChanged 14 SP:Iteration 29Q (19.981975 sec): 3 clusters Score: Raw -185754.473146 + Penalty 782.973193 = -184971.499953 nChanged 13 SP:Iteration 30F (19.985824 sec): 3 clusters Score: Raw -185760.006668 + Penalty 780.447735 = -184979.558933 nChanged 10 SP:Iteration 31Q (19.989072 sec): 3 clusters Score: Raw -185763.793067 + Penalty 781.434404 = -184982.358663 nChanged 4 SP:Iteration 32Q (19.992270 sec): 3 clusters Score: Raw -185765.094924 + Penalty 781.751912 = -184983.343012 nChanged 3 SP:Iteration 33Q (19.995497 sec): 3 clusters Score: Raw -185766.787376 + Penalty 782.137012 = -184984.650363 nChanged 2 SP:Iteration 34Q (19.998719 sec): 3 clusters Score: Raw -185767.470454 + Penalty 781.766225 = -184985.704229 nChanged 2 SP:Iteration 35Q (20.001925 sec): 3 clusters Score: Raw -185767.923649 + Penalty 782.085003 = -184985.838646 nChanged 1 SP:Iteration 36Q (20.005091 sec): 3 clusters Score: Raw -185767.909312 + Penalty 782.085003 = -184985.824309 nChanged 0 SP:Iteration 37F (20.008883 sec): 3 clusters Score: Raw -185767.909312 + Penalty 782.085003 = -184985.824309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.009446 sec): 2 clusters Score: Raw -528.739570 + Penalty 101.305665 = -427.433905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.009676 sec): 3 clusters Score: Raw -522.305009 + Penalty 196.868564 = -325.436445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.012138 sec): 2 clusters Score: Raw -39822.510556 + Penalty 122.204362 = -39700.306194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.013166 sec): 3 clusters Score: Raw -39544.787138 + Penalty 241.419265 = -39303.367873 nChanged 191 SP:Iteration 1F (20.014167 sec): 3 clusters Score: Raw -39668.549727 + Penalty 238.493013 = -39430.056714 nChanged 66 SP:Iteration 2F (20.015157 sec): 3 clusters Score: Raw -39746.362460 + Penalty 241.448759 = -39504.913701 nChanged 32 SP:Iteration 3F (20.016144 sec): 3 clusters Score: Raw -39764.637428 + Penalty 243.404771 = -39521.232657 nChanged 19 SP:Iteration 4Q (20.017107 sec): 3 clusters Score: Raw -39775.348041 + Penalty 247.097891 = -39528.250151 nChanged 16 SP:Iteration 5Q (20.018082 sec): 3 clusters Score: Raw -39785.879698 + Penalty 247.479295 = -39538.400403 nChanged 14 SP:Iteration 6Q (20.019035 sec): 3 clusters Score: Raw -39795.059735 + Penalty 252.466625 = -39542.593110 nChanged 14 SP:Iteration 7Q (20.019973 sec): 3 clusters Score: Raw -39801.935062 + Penalty 255.881757 = -39546.053305 nChanged 7 SP:Iteration 8Q (20.020897 sec): 3 clusters Score: Raw -39802.757415 + Penalty 257.713826 = -39545.043589 nChanged 4 SP:Iteration 9F (20.021879 sec): 3 clusters Score: Raw -39802.958584 + Penalty 262.006093 = -39540.952491 nChanged 6 SP:Iteration 10F (20.022880 sec): 3 clusters Score: Raw -39803.445546 + Penalty 265.198195 = -39538.247351 nChanged 7 SP:Iteration 11F (20.023863 sec): 3 clusters Score: Raw -39803.744033 + Penalty 273.735380 = -39530.008653 nChanged 8 SP:Iteration 12F (20.024841 sec): 3 clusters Score: Raw -39806.958231 + Penalty 264.343251 = -39542.614980 nChanged 9 SP:Iteration 13Q (20.025742 sec): 3 clusters Score: Raw -39808.651297 + Penalty 286.480744 = -39522.170552 nChanged 6 SP:Iteration 14F (20.026717 sec): 3 clusters Score: Raw -39811.645666 + Penalty 361.174837 = -39450.470829 nChanged 8 SP:Iteration 15F (20.027711 sec): 3 clusters Score: Raw -39819.490465 + Penalty 122.204362 = -39697.286104 nChanged 2 SP:Iteration 16Q (20.028475 sec): 2 clusters Score: Raw -39822.510556 + Penalty 122.204362 = -39700.306194 nChanged 0 SP:Iteration 17F (20.029238 sec): 2 clusters Score: Raw -39822.510556 + Penalty 122.204362 = -39700.306194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.030218 sec): 2 clusters Score: Raw -1703.032554 + Penalty 334.134831 = -1368.897723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.030494 sec): 3 clusters Score: Raw -1714.343759 + Penalty 666.411309 = -1047.932450 nChanged 0 Memory request: 0.07 GB would take us to total of 0.28 GB. Trying to split cluster 9 (15135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.102842 sec): 2 clusters Score: Raw -1269502.968918 + Penalty 257.009756 = -1269245.959163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.131686 sec): 3 clusters Score: Raw -1259203.082191 + Penalty 532.923239 = -1258670.158952 nChanged 7287 SP:Iteration 1F (20.159903 sec): 3 clusters Score: Raw -1263998.887260 + Penalty 595.740946 = -1263403.146314 nChanged 2690 SP:Iteration 2F (20.188589 sec): 3 clusters Score: Raw -1266858.223323 + Penalty 655.828678 = -1266202.394645 nChanged 1445 SP:Iteration 3F (20.217531 sec): 3 clusters Score: Raw -1268562.029371 + Penalty 689.882192 = -1267872.147179 nChanged 636 SP:Iteration 4Q (20.243484 sec): 3 clusters Score: Raw -1269286.092021 + Penalty 717.945019 = -1268568.147002 nChanged 193 SP:Iteration 5Q (20.267459 sec): 3 clusters Score: Raw -1269490.963610 + Penalty 708.564873 = -1268782.398737 nChanged 45 SP:Iteration 6Q (20.289916 sec): 3 clusters Score: Raw -1269532.314129 + Penalty 711.071437 = -1268821.242692 nChanged 12 SP:Iteration 7Q (20.312943 sec): 3 clusters Score: Raw -1269545.973033 + Penalty 728.771894 = -1268817.201138 nChanged 5 SP:Iteration 8F (20.341259 sec): 3 clusters Score: Raw -1269556.661523 + Penalty 729.962435 = -1268826.699088 nChanged 2 SP:Iteration 9Q (20.363504 sec): 3 clusters Score: Raw -1269559.580499 + Penalty 735.074158 = -1268824.506342 nChanged 1 SP:Iteration 10F (20.391756 sec): 3 clusters Score: Raw -1269559.698882 + Penalty 735.074158 = -1268824.624725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.401500 sec): 2 clusters Score: Raw -13586.483328 + Penalty 444.483056 = -13142.000272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.402020 sec): 3 clusters Score: Raw -13548.699195 + Penalty 916.241541 = -12632.457654 nChanged 33 SP:Iteration 1F (20.402525 sec): 3 clusters Score: Raw -13606.845482 + Penalty 928.341341 = -12678.504142 nChanged 8 SP:Iteration 2F (20.403030 sec): 3 clusters Score: Raw -13615.367757 + Penalty 929.421533 = -12685.946224 nChanged 1 SP:Iteration 3Q (20.403518 sec): 3 clusters Score: Raw -13616.692863 + Penalty 929.421533 = -12687.271330 nChanged 0 SP:Iteration 4F (20.404018 sec): 3 clusters Score: Raw -13616.692863 + Penalty 929.421533 = -12687.271330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.405279 sec): 2 clusters Score: Raw -10346.364719 + Penalty 519.528464 = -9826.836255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.405707 sec): 3 clusters Score: Raw -10352.090872 + Penalty 1040.652368 = -9311.438504 nChanged 14 SP:Iteration 1F (20.406126 sec): 3 clusters Score: Raw -10381.474953 + Penalty 1041.501819 = -9339.973134 nChanged 4 SP:Iteration 2Q (20.406537 sec): 3 clusters Score: Raw -10386.410275 + Penalty 1041.445049 = -9344.965225 nChanged 2 SP:Iteration 3Q (20.406944 sec): 3 clusters Score: Raw -10390.462418 + Penalty 1041.420772 = -9349.041646 nChanged 1 SP:Iteration 4Q (20.407361 sec): 3 clusters Score: Raw -10391.026226 + Penalty 1041.841174 = -9349.185052 nChanged 1 SP:Iteration 5Q (20.407768 sec): 3 clusters Score: Raw -10391.770987 + Penalty 1041.841174 = -9349.929813 nChanged 0 SP:Iteration 6F (20.408183 sec): 3 clusters Score: Raw -10391.770987 + Penalty 1041.841174 = -9349.929813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.412649 sec): 2 clusters Score: Raw -104046.486855 + Penalty 741.244186 = -103305.242669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.415051 sec): 3 clusters Score: Raw -103462.644475 + Penalty 1486.806382 = -101975.838093 nChanged 406 SP:Iteration 1F (20.417303 sec): 3 clusters Score: Raw -103750.347643 + Penalty 1497.568754 = -102252.778889 nChanged 128 SP:Iteration 2F (20.419575 sec): 3 clusters Score: Raw -103868.699849 + Penalty 1512.919728 = -102355.780121 nChanged 80 SP:Iteration 3F (20.421833 sec): 3 clusters Score: Raw -103959.383931 + Penalty 1525.805933 = -102433.577999 nChanged 63 SP:Iteration 4F (20.424070 sec): 3 clusters Score: Raw -104027.379134 + Penalty 1539.680777 = -102487.698357 nChanged 51 SP:Iteration 5Q (20.426302 sec): 3 clusters Score: Raw -104084.907296 + Penalty 1545.564188 = -102539.343108 nChanged 34 SP:Iteration 6Q (20.428502 sec): 3 clusters Score: Raw -104120.038982 + Penalty 1548.968297 = -102571.070685 nChanged 23 SP:Iteration 7Q (20.430644 sec): 3 clusters Score: Raw -104139.483144 + Penalty 1552.973572 = -102586.509572 nChanged 11 SP:Iteration 8Q (20.432712 sec): 3 clusters Score: Raw -104147.669193 + Penalty 1554.136031 = -102593.533162 nChanged 9 SP:Iteration 9Q (20.434800 sec): 3 clusters Score: Raw -104154.609697 + Penalty 1555.048977 = -102599.560720 nChanged 4 SP:Iteration 10F (20.437042 sec): 3 clusters Score: Raw -104156.406075 + Penalty 1555.048977 = -102601.357098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.438463 sec): 2 clusters Score: Raw -341.163099 + Penalty 53.467748 = -287.695351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.438673 sec): 3 clusters Score: Raw -336.743630 + Penalty 87.623870 = -249.119760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 14 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.439527 sec): 2 clusters Score: Raw -1030.165701 + Penalty 270.280284 = -759.885418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.439756 sec): 3 clusters Score: Raw -1038.427889 + Penalty 536.558240 = -501.869649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.440824 sec): 2 clusters Score: Raw -10461.816327 + Penalty 602.531349 = -9859.284978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.441240 sec): 3 clusters Score: Raw -10484.924640 + Penalty 1205.510153 = -9279.414487 nChanged 11 SP:Iteration 1F (20.441659 sec): 3 clusters Score: Raw -10517.040047 + Penalty 1205.510153 = -9311.529894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.442533 sec): 2 clusters Score: Raw -3763.423351 + Penalty 320.471976 = -3442.951374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.442823 sec): 3 clusters Score: Raw -3754.635900 + Penalty 639.848806 = -3114.787094 nChanged 2 SP:Iteration 1Q (20.443103 sec): 3 clusters Score: Raw -3757.087466 + Penalty 639.848806 = -3117.238660 nChanged 0 SP:Iteration 2F (20.443383 sec): 3 clusters Score: Raw -3757.087466 + Penalty 639.848806 = -3117.238660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.444243 sec): 2 clusters Score: Raw -1726.386678 + Penalty 391.927118 = -1334.459561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.444530 sec): 3 clusters Score: Raw -2104.226333 + Penalty 783.854235 = -1320.372098 nChanged 3 SP:Iteration 1F (20.444809 sec): 3 clusters Score: Raw -2192.581582 + Penalty 802.951982 = -1389.629600 nChanged 1 SP:Iteration 2Q (20.445071 sec): 3 clusters Score: Raw -2264.316335 + Penalty 802.951982 = -1461.364353 nChanged 0 SP:Iteration 3F (20.445350 sec): 3 clusters Score: Raw -2264.316335 + Penalty 802.951982 = -1461.364353 nChanged 0 Score: Raw -1951585.844610 + Penalty 158477.177742 = -1793108.666868 Splitting cluster 17 changes total score from -1775580.428696 to -1793108.666868 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.178645 sec): 2 clusters Score: Raw -857.364886 + Penalty 215.138308 = -642.226577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.178884 sec): 3 clusters Score: Raw -850.253550 + Penalty 426.297518 = -423.956032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.179400 sec): 2 clusters Score: Raw -1607.110572 + Penalty 79.644351 = -1527.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.179649 sec): 3 clusters Score: Raw -1608.093146 + Penalty 165.063788 = -1443.029358 nChanged 2 SP:Iteration 1F (22.179891 sec): 3 clusters Score: Raw -1614.280071 + Penalty 165.063788 = -1449.216284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.180369 sec): 2 clusters Score: Raw -735.898021 + Penalty 178.086418 = -557.811603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.180592 sec): 3 clusters Score: Raw -738.442609 + Penalty 376.700920 = -361.741689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 21 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.181064 sec): 2 clusters Score: Raw -468.668124 + Penalty 155.314859 = -313.353265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.181285 sec): 3 clusters Score: Raw -460.502832 + Penalty 307.528128 = -152.974704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.181775 sec): 2 clusters Score: Raw -1150.432977 + Penalty 270.574552 = -879.858425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.182007 sec): 3 clusters Score: Raw -1151.730336 + Penalty 540.460313 = -611.270023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 23 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.182552 sec): 2 clusters Score: Raw -2975.354681 + Penalty 233.275628 = -2742.079053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.182827 sec): 3 clusters Score: Raw -2966.372310 + Penalty 466.203933 = -2500.168377 nChanged 3 SP:Iteration 1F (22.183101 sec): 3 clusters Score: Raw -2972.126189 + Penalty 466.203933 = -2505.922256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.183627 sec): 2 clusters Score: Raw -1759.051264 + Penalty 56.430505 = -1702.620759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.183880 sec): 3 clusters Score: Raw -1765.542979 + Penalty 122.841048 = -1642.701931 nChanged 4 SP:Iteration 1F (22.184127 sec): 3 clusters Score: Raw -1771.672126 + Penalty 147.555138 = -1624.116989 nChanged 3 SP:Iteration 2F (22.184372 sec): 3 clusters Score: Raw -1783.799810 + Penalty 147.555138 = -1636.244672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.184843 sec): 2 clusters Score: Raw -416.357312 + Penalty 51.034443 = -365.322869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.185046 sec): 3 clusters Score: Raw -416.177379 + Penalty 69.828446 = -346.348933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.185609 sec): 2 clusters Score: Raw -2668.409473 + Penalty 349.052658 = -2319.356815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.185877 sec): 3 clusters Score: Raw -2671.598271 + Penalty 701.125464 = -1970.472808 nChanged 1 SP:Iteration 1Q (22.186140 sec): 3 clusters Score: Raw -2673.769433 + Penalty 703.502274 = -1970.267159 nChanged 1 SP:Iteration 2F (22.186400 sec): 3 clusters Score: Raw -2675.185762 + Penalty 703.502274 = -1971.683487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.188343 sec): 2 clusters Score: Raw -44413.591366 + Penalty 376.847798 = -44036.743569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.189485 sec): 3 clusters Score: Raw -44149.630643 + Penalty 754.678428 = -43394.952215 nChanged 181 SP:Iteration 1F (22.190605 sec): 3 clusters Score: Raw -44287.621323 + Penalty 753.763885 = -43533.857438 nChanged 60 SP:Iteration 2F (22.191724 sec): 3 clusters Score: Raw -44336.053078 + Penalty 746.618548 = -43589.434530 nChanged 33 SP:Iteration 3F (22.192831 sec): 3 clusters Score: Raw -44377.437498 + Penalty 748.157068 = -43629.280431 nChanged 15 SP:Iteration 4Q (22.193891 sec): 3 clusters Score: Raw -44392.141074 + Penalty 747.243144 = -43644.897930 nChanged 8 SP:Iteration 5Q (22.194920 sec): 3 clusters Score: Raw -44395.072502 + Penalty 746.129493 = -43648.943009 nChanged 1 SP:Iteration 6Q (22.195961 sec): 3 clusters Score: Raw -44396.205221 + Penalty 746.219225 = -43649.985996 nChanged 1 SP:Iteration 7Q (22.196982 sec): 3 clusters Score: Raw -44396.632691 + Penalty 746.219225 = -43650.413465 nChanged 0 SP:Iteration 8F (22.198054 sec): 3 clusters Score: Raw -44396.632691 + Penalty 746.219225 = -43650.413465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.198660 sec): 2 clusters Score: Raw -4363.618142 + Penalty 256.940690 = -4106.677453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.198965 sec): 3 clusters Score: Raw -4355.355354 + Penalty 537.100793 = -3818.254562 nChanged 7 SP:Iteration 1F (22.199266 sec): 3 clusters Score: Raw -4366.890649 + Penalty 540.804913 = -3826.085737 nChanged 1 SP:Iteration 2Q (22.199570 sec): 3 clusters Score: Raw -4367.862258 + Penalty 540.804913 = -3827.057345 nChanged 0 SP:Iteration 3F (22.199875 sec): 3 clusters Score: Raw -4367.862258 + Penalty 540.804913 = -3827.057345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.201153 sec): 2 clusters Score: Raw -17224.071634 + Penalty 686.707293 = -16537.364341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.201685 sec): 3 clusters Score: Raw -17199.185435 + Penalty 1373.574808 = -15825.610627 nChanged 25 SP:Iteration 1F (22.202210 sec): 3 clusters Score: Raw -17235.807281 + Penalty 1373.485968 = -15862.321313 nChanged 9 SP:Iteration 2Q (22.202725 sec): 3 clusters Score: Raw -17257.115295 + Penalty 1373.432456 = -15883.682839 nChanged 3 SP:Iteration 3Q (22.203240 sec): 3 clusters Score: Raw -17265.290291 + Penalty 1373.461337 = -15891.828953 nChanged 1 SP:Iteration 4Q (22.203770 sec): 3 clusters Score: Raw -17265.818128 + Penalty 1373.461337 = -15892.356791 nChanged 0 SP:Iteration 5F (22.204304 sec): 3 clusters Score: Raw -17265.818128 + Penalty 1373.461337 = -15892.356791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.204909 sec): 2 clusters Score: Raw -4928.727491 + Penalty 494.697794 = -4434.029697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.205267 sec): 3 clusters Score: Raw -4971.700389 + Penalty 989.583313 = -3982.117076 nChanged 2 SP:Iteration 1Q (22.205560 sec): 3 clusters Score: Raw -4981.656685 + Penalty 989.583313 = -3992.073371 nChanged 0 SP:Iteration 2F (22.205859 sec): 3 clusters Score: Raw -4981.656685 + Penalty 989.583313 = -3992.073371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 31 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.206322 sec): 2 clusters Score: Raw -265.742869 + Penalty 100.561343 = -165.181526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.206518 sec): 2 clusters Score: Raw -265.742869 + Penalty 100.561343 = -165.181526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.207412 sec): 2 clusters Score: Raw -15176.292018 + Penalty 517.634603 = -14658.657415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.207933 sec): 3 clusters Score: Raw -15135.131106 + Penalty 1037.146211 = -14097.984895 nChanged 30 SP:Iteration 1F (22.208448 sec): 3 clusters Score: Raw -15174.907434 + Penalty 1042.174722 = -14132.732712 nChanged 11 SP:Iteration 2F (22.208965 sec): 3 clusters Score: Raw -15190.851534 + Penalty 1044.174593 = -14146.676941 nChanged 3 SP:Iteration 3Q (22.209474 sec): 3 clusters Score: Raw -15196.254234 + Penalty 1042.898643 = -14153.355591 nChanged 2 SP:Iteration 4Q (22.209978 sec): 3 clusters Score: Raw -15199.700874 + Penalty 1043.056409 = -14156.644464 nChanged 4 SP:Iteration 5Q (22.210482 sec): 3 clusters Score: Raw -15206.016094 + Penalty 1043.056409 = -14162.959684 nChanged 0 SP:Iteration 6F (22.210994 sec): 3 clusters Score: Raw -15206.016094 + Penalty 1043.056409 = -14162.959684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.211468 sec): 2 clusters Score: Raw -531.739146 + Penalty 140.408258 = -391.330888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.211687 sec): 3 clusters Score: Raw -528.978635 + Penalty 280.816516 = -248.162119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.213000 sec): 2 clusters Score: Raw -16809.324346 + Penalty 409.498951 = -16399.825396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.213561 sec): 3 clusters Score: Raw -16746.605963 + Penalty 821.048733 = -15925.557230 nChanged 42 SP:Iteration 1F (22.214106 sec): 3 clusters Score: Raw -16795.091487 + Penalty 821.955086 = -15973.136402 nChanged 12 SP:Iteration 2F (22.214651 sec): 3 clusters Score: Raw -16805.769960 + Penalty 826.519321 = -15979.250638 nChanged 8 SP:Iteration 3Q (22.215188 sec): 3 clusters Score: Raw -16814.203724 + Penalty 831.023131 = -15983.180593 nChanged 4 SP:Iteration 4Q (22.215723 sec): 3 clusters Score: Raw -16817.916815 + Penalty 832.137806 = -15985.779009 nChanged 4 SP:Iteration 5Q (22.216253 sec): 3 clusters Score: Raw -16819.701007 + Penalty 832.137806 = -15987.563201 nChanged 0 SP:Iteration 6F (22.216784 sec): 3 clusters Score: Raw -16819.701007 + Penalty 832.137806 = -15987.563201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.217579 sec): 2 clusters Score: Raw -1010.038063 + Penalty 330.662647 = -679.375417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.217809 sec): 3 clusters Score: Raw -1051.668482 + Penalty 657.631155 = -394.037328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.219477 sec): 2 clusters Score: Raw -41119.385960 + Penalty 558.268335 = -40561.117624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.220533 sec): 3 clusters Score: Raw -40905.565384 + Penalty 1116.793857 = -39788.771527 nChanged 133 SP:Iteration 1F (22.221541 sec): 3 clusters Score: Raw -41015.573142 + Penalty 1118.056497 = -39897.516645 nChanged 41 SP:Iteration 2F (22.222552 sec): 3 clusters Score: Raw -41044.087364 + Penalty 1119.519242 = -39924.568122 nChanged 29 SP:Iteration 3F (22.223525 sec): 3 clusters Score: Raw -41062.410553 + Penalty 1121.809154 = -39940.601398 nChanged 14 SP:Iteration 4Q (22.224482 sec): 3 clusters Score: Raw -41070.039883 + Penalty 1124.621298 = -39945.418585 nChanged 12 SP:Iteration 5Q (22.225437 sec): 3 clusters Score: Raw -41077.040118 + Penalty 1127.877588 = -39949.162529 nChanged 13 SP:Iteration 6Q (22.226391 sec): 3 clusters Score: Raw -41087.784928 + Penalty 1131.336001 = -39956.448927 nChanged 14 SP:Iteration 7Q (22.227366 sec): 3 clusters Score: Raw -41098.314264 + Penalty 1134.282903 = -39964.031361 nChanged 12 SP:Iteration 8Q (22.228334 sec): 3 clusters Score: Raw -41105.664051 + Penalty 1137.798717 = -39967.865334 nChanged 10 SP:Iteration 9Q (22.229285 sec): 3 clusters Score: Raw -41112.730523 + Penalty 1142.867466 = -39969.863058 nChanged 10 SP:Iteration 10F (22.230244 sec): 3 clusters Score: Raw -41117.336310 + Penalty 1144.370964 = -39972.965346 nChanged 3 SP:Iteration 11Q (22.231191 sec): 3 clusters Score: Raw -41119.748065 + Penalty 1146.019565 = -39973.728500 nChanged 6 SP:Iteration 12Q (22.232139 sec): 3 clusters Score: Raw -41125.682013 + Penalty 1148.829783 = -39976.852230 nChanged 8 SP:Iteration 13Q (22.233128 sec): 3 clusters Score: Raw -41132.850815 + Penalty 1150.575954 = -39982.274861 nChanged 7 SP:Iteration 14Q (22.234076 sec): 3 clusters Score: Raw -41143.587463 + Penalty 1150.214879 = -39993.372584 nChanged 5 SP:Iteration 15Q (22.235015 sec): 3 clusters Score: Raw -41151.008267 + Penalty 1150.730552 = -40000.277715 nChanged 3 SP:Iteration 16Q (22.235952 sec): 3 clusters Score: Raw -41155.232618 + Penalty 1150.489488 = -40004.743130 nChanged 2 SP:Iteration 17Q (22.236876 sec): 3 clusters Score: Raw -41157.823469 + Penalty 1150.489488 = -40007.333980 nChanged 0 SP:Iteration 18F (22.237848 sec): 3 clusters Score: Raw -41157.823469 + Penalty 1150.489488 = -40007.333980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.238472 sec): 2 clusters Score: Raw -5208.662965 + Penalty 610.299333 = -4598.363632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.238790 sec): 3 clusters Score: Raw -5396.060260 + Penalty 1220.718603 = -4175.341657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.239301 sec): 2 clusters Score: Raw -1833.767538 + Penalty 306.032818 = -1527.734720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.239545 sec): 3 clusters Score: Raw -1829.695745 + Penalty 613.528557 = -1216.167189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.240014 sec): 2 clusters Score: Raw -567.419785 + Penalty 180.400978 = -387.018807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.240230 sec): 3 clusters Score: Raw -560.983179 + Penalty 358.595331 = -202.387848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.240692 sec): 2 clusters Score: Raw -361.424580 + Penalty 86.074803 = -275.349777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.240899 sec): 3 clusters Score: Raw -354.151476 + Penalty 169.212501 = -184.938974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 41 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.241392 sec): 2 clusters Score: Raw -790.347620 + Penalty 283.977594 = -506.370026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.241618 sec): 3 clusters Score: Raw -784.438417 + Penalty 567.955189 = -216.483228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.242110 sec): 2 clusters Score: Raw -1509.139730 + Penalty 301.607892 = -1207.531838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.242348 sec): 3 clusters Score: Raw -1517.520341 + Penalty 608.807907 = -908.712433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.242824 sec): 2 clusters Score: Raw -889.148375 + Penalty 158.044909 = -731.103466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.243050 sec): 3 clusters Score: Raw -887.229695 + Penalty 317.320163 = -569.909533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 45 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.243553 sec): 2 clusters Score: Raw -1751.501984 + Penalty 310.310645 = -1441.191339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.243795 sec): 3 clusters Score: Raw -1778.948949 + Penalty 618.648940 = -1160.300009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.244308 sec): 2 clusters Score: Raw -2251.513218 + Penalty 323.002297 = -1928.510920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.244560 sec): 3 clusters Score: Raw -2276.970791 + Penalty 647.872365 = -1629.098426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.246164 sec): 2 clusters Score: Raw -22259.523883 + Penalty 853.757623 = -21405.766260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.246813 sec): 3 clusters Score: Raw -22298.469138 + Penalty 1711.200483 = -20587.268655 nChanged 36 SP:Iteration 1F (22.247445 sec): 3 clusters Score: Raw -22380.739397 + Penalty 1711.917915 = -20668.821482 nChanged 10 SP:Iteration 2Q (22.248041 sec): 3 clusters Score: Raw -22403.664070 + Penalty 1712.134899 = -20691.529172 nChanged 1 SP:Iteration 3Q (22.248631 sec): 3 clusters Score: Raw -22409.469453 + Penalty 1712.134899 = -20697.334555 nChanged 0 SP:Iteration 4F (22.249254 sec): 3 clusters Score: Raw -22409.469453 + Penalty 1712.134899 = -20697.334555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.254556 sec): 2 clusters Score: Raw -361.761791 + Penalty 95.288499 = -266.473292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.254782 sec): 3 clusters Score: Raw -356.155923 + Penalty 190.576998 = -165.578924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.255254 sec): 2 clusters Score: Raw -267.034350 + Penalty 81.832090 = -185.202260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.255467 sec): 3 clusters Score: Raw -261.682303 + Penalty 165.480173 = -96.202131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.255937 sec): 2 clusters Score: Raw -591.764235 + Penalty 215.735546 = -376.028688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.256185 sec): 3 clusters Score: Raw -576.167415 + Penalty 431.471092 = -144.696323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.256668 sec): 2 clusters Score: Raw -1027.921749 + Penalty 235.525405 = -792.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.256895 sec): 3 clusters Score: Raw -1020.365728 + Penalty 473.086361 = -547.279368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.257448 sec): 2 clusters Score: Raw -3593.998219 + Penalty 334.425081 = -3259.573138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.257731 sec): 3 clusters Score: Raw -3584.371011 + Penalty 668.850162 = -2915.520849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.258213 sec): 2 clusters Score: Raw -1037.545216 + Penalty 293.288919 = -744.256297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.258440 sec): 3 clusters Score: Raw -1038.640337 + Penalty 592.505024 = -446.135313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.258904 sec): 2 clusters Score: Raw -474.035667 + Penalty 171.209423 = -302.826244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.259117 sec): 3 clusters Score: Raw -467.345232 + Penalty 319.094046 = -148.251187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.259593 sec): 2 clusters Score: Raw -894.106970 + Penalty 267.085375 = -627.021595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.259816 sec): 3 clusters Score: Raw -881.545745 + Penalty 532.838183 = -348.707562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.260685 sec): 2 clusters Score: Raw -13496.887210 + Penalty 722.119872 = -12774.767338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.261163 sec): 3 clusters Score: Raw -13563.767282 + Penalty 1443.873397 = -12119.893885 nChanged 8 SP:Iteration 1F (22.261636 sec): 3 clusters Score: Raw -13585.949163 + Penalty 1444.191639 = -12141.757524 nChanged 3 SP:Iteration 2Q (22.262087 sec): 3 clusters Score: Raw -13594.251464 + Penalty 1444.285889 = -12149.965576 nChanged 1 SP:Iteration 3Q (22.262534 sec): 3 clusters Score: Raw -13597.790397 + Penalty 1444.355564 = -12153.434832 nChanged 1 SP:Iteration 4Q (22.262981 sec): 3 clusters Score: Raw -13599.297035 + Penalty 1444.355564 = -12154.941470 nChanged 0 SP:Iteration 5F (22.263451 sec): 3 clusters Score: Raw -13599.297035 + Penalty 1444.355564 = -12154.941470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.263950 sec): 2 clusters Score: Raw -1484.021169 + Penalty 376.887890 = -1107.133278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.264187 sec): 3 clusters Score: Raw -1541.269750 + Penalty 751.939626 = -789.330124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.264663 sec): 2 clusters Score: Raw -962.603925 + Penalty 277.309162 = -685.294764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.264886 sec): 3 clusters Score: Raw -964.285840 + Penalty 532.993525 = -431.292316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.265370 sec): 2 clusters Score: Raw -354.012208 + Penalty 93.768323 = -260.243884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.265570 sec): 2 clusters Score: Raw -354.012208 + Penalty 93.768323 = -260.243884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.266048 sec): 2 clusters Score: Raw -829.602193 + Penalty 207.684084 = -621.918108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.266271 sec): 3 clusters Score: Raw -833.091386 + Penalty 421.692610 = -411.398777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.266717 sec): 2 clusters Score: Raw -84.438695 + Penalty 0.000000 = -84.438695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.266901 sec): 2 clusters Score: Raw -84.438695 + Penalty 0.000000 = -84.438695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.267385 sec): 2 clusters Score: Raw -1244.678153 + Penalty 307.878776 = -936.799377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.267617 sec): 3 clusters Score: Raw -1249.402061 + Penalty 613.980055 = -635.422006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.268076 sec): 2 clusters Score: Raw -356.933388 + Penalty 105.089774 = -251.843614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.268286 sec): 3 clusters Score: Raw -351.990942 + Penalty 216.301762 = -135.689181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.268742 sec): 2 clusters Score: Raw -189.253982 + Penalty 86.244002 = -103.009980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.268951 sec): 3 clusters Score: Raw -179.225789 + Penalty 172.488004 = -6.737785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.269411 sec): 2 clusters Score: Raw -347.911393 + Penalty 107.554686 = -240.356707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.269617 sec): 3 clusters Score: Raw -349.570297 + Penalty 215.109371 = -134.460926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.270088 sec): 2 clusters Score: Raw -546.492110 + Penalty 132.576714 = -413.915396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.270308 sec): 3 clusters Score: Raw -542.504490 + Penalty 265.153427 = -277.351063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.271064 sec): 2 clusters Score: Raw -8779.736856 + Penalty 116.813590 = -8662.923266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.271501 sec): 3 clusters Score: Raw -8836.446423 + Penalty 342.996655 = -8493.449768 nChanged 41 SP:Iteration 1F (22.271927 sec): 3 clusters Score: Raw -8937.399440 + Penalty 362.989626 = -8574.409814 nChanged 5 SP:Iteration 2Q (22.272332 sec): 3 clusters Score: Raw -8960.261779 + Penalty 362.989626 = -8597.272153 nChanged 0 SP:Iteration 3F (22.272757 sec): 3 clusters Score: Raw -8960.261779 + Penalty 362.989626 = -8597.272153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.273227 sec): 2 clusters Score: Raw -84.865606 + Penalty 0.000000 = -84.865606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.273411 sec): 2 clusters Score: Raw -84.865606 + Penalty 0.000000 = -84.865606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.273886 sec): 2 clusters Score: Raw -849.136987 + Penalty 213.881157 = -635.255830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.274110 sec): 3 clusters Score: Raw -840.251188 + Penalty 434.259714 = -405.991474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.274570 sec): 2 clusters Score: Raw -182.216790 + Penalty 55.758247 = -126.458542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.274764 sec): 2 clusters Score: Raw -182.216790 + Penalty 55.758247 = -126.458542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.275225 sec): 2 clusters Score: Raw -268.775395 + Penalty 68.536402 = -200.238993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.275432 sec): 3 clusters Score: Raw -262.632189 + Penalty 127.838048 = -134.794141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.275943 sec): 2 clusters Score: Raw -1911.020976 + Penalty 248.689044 = -1662.331931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.276193 sec): 3 clusters Score: Raw -1931.438569 + Penalty 492.042750 = -1439.395819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.276677 sec): 2 clusters Score: Raw -1203.884661 + Penalty 295.707198 = -908.177463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.276908 sec): 3 clusters Score: Raw -1216.347561 + Penalty 588.568213 = -627.779348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.277363 sec): 2 clusters Score: Raw -177.650417 + Penalty 54.461808 = -123.188609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.277556 sec): 2 clusters Score: Raw -177.650417 + Penalty 54.461808 = -123.188609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.278010 sec): 2 clusters Score: Raw -179.552627 + Penalty 58.421322 = -121.131306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.278217 sec): 3 clusters Score: Raw -172.277822 + Penalty 116.842643 = -55.435179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.278725 sec): 2 clusters Score: Raw -1803.392048 + Penalty 353.773987 = -1449.618061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.278975 sec): 3 clusters Score: Raw -1826.373304 + Penalty 708.057636 = -1118.315668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.279517 sec): 2 clusters Score: Raw -3096.933520 + Penalty 391.800768 = -2705.132751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.279789 sec): 3 clusters Score: Raw -3138.282051 + Penalty 783.340740 = -2354.941311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.280380 sec): 2 clusters Score: Raw -3950.534599 + Penalty 335.921371 = -3614.613228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.280671 sec): 3 clusters Score: Raw -3961.033923 + Penalty 671.579150 = -3289.454773 nChanged 1 SP:Iteration 1Q (22.280956 sec): 3 clusters Score: Raw -3965.858668 + Penalty 671.579150 = -3294.279518 nChanged 0 SP:Iteration 2F (22.281242 sec): 3 clusters Score: Raw -3965.858668 + Penalty 671.579150 = -3294.279518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.281709 sec): 2 clusters Score: Raw -468.916832 + Penalty 158.132273 = -310.784559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.281923 sec): 3 clusters Score: Raw -461.458339 + Penalty 301.166578 = -160.291761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.282387 sec): 2 clusters Score: Raw -465.508157 + Penalty 135.377190 = -330.130967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.282601 sec): 3 clusters Score: Raw -458.641898 + Penalty 273.764030 = -184.877868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.283048 sec): 2 clusters Score: Raw -165.859328 + Penalty 9.704061 = -156.155268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.283233 sec): 2 clusters Score: Raw -165.859328 + Penalty 9.704061 = -156.155268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.283783 sec): 2 clusters Score: Raw -3769.123065 + Penalty 539.955943 = -3229.167122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.284063 sec): 3 clusters Score: Raw -3815.525263 + Penalty 1082.367804 = -2733.157459 nChanged 1 SP:Iteration 1Q (22.284330 sec): 3 clusters Score: Raw -3825.387670 + Penalty 1082.367804 = -2743.019867 nChanged 0 SP:Iteration 2F (22.284606 sec): 3 clusters Score: Raw -3825.387670 + Penalty 1082.367804 = -2743.019867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.285068 sec): 2 clusters Score: Raw -369.875259 + Penalty 135.966329 = -233.908931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.285282 sec): 3 clusters Score: Raw -363.590886 + Penalty 252.633625 = -110.957262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.285731 sec): 2 clusters Score: Raw -90.016319 + Penalty 0.000000 = -90.016319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.285920 sec): 2 clusters Score: Raw -90.016319 + Penalty 0.000000 = -90.016319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.286400 sec): 2 clusters Score: Raw -1113.886828 + Penalty 246.376422 = -867.510406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.286631 sec): 3 clusters Score: Raw -1122.844643 + Penalty 490.684115 = -632.160528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.287101 sec): 2 clusters Score: Raw -675.581569 + Penalty 222.046399 = -453.535170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.287322 sec): 3 clusters Score: Raw -667.359294 + Penalty 222.046399 = -445.312895 nChanged 1 SP:Iteration 1F (22.287540 sec): 2 clusters Score: Raw -675.581569 + Penalty 222.046399 = -453.535170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.287990 sec): 2 clusters Score: Raw -86.654951 + Penalty 0.000000 = -86.654951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.288177 sec): 2 clusters Score: Raw -86.654951 + Penalty 0.000000 = -86.654951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.288636 sec): 2 clusters Score: Raw -291.552320 + Penalty 129.975208 = -161.577112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.288847 sec): 3 clusters Score: Raw -278.592269 + Penalty 264.720733 = -13.871536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 96 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.289321 sec): 2 clusters Score: Raw -861.029916 + Penalty 238.709713 = -622.320203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.289544 sec): 3 clusters Score: Raw -858.592729 + Penalty 481.064795 = -377.527934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.290020 sec): 2 clusters Score: Raw -929.018649 + Penalty 229.380852 = -699.637796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.290245 sec): 3 clusters Score: Raw -931.776443 + Penalty 474.702831 = -457.073611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.290734 sec): 2 clusters Score: Raw -1587.738948 + Penalty 354.152378 = -1233.586569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.290972 sec): 3 clusters Score: Raw -1588.161553 + Penalty 712.378374 = -875.783179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.291529 sec): 2 clusters Score: Raw -4027.585686 + Penalty 539.872754 = -3487.712932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.291821 sec): 3 clusters Score: Raw -4102.035177 + Penalty 1079.431175 = -3022.604002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.292290 sec): 2 clusters Score: Raw -440.229125 + Penalty 110.728284 = -329.500841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.292500 sec): 3 clusters Score: Raw -443.835042 + Penalty 249.672032 = -194.163010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.292947 sec): 2 clusters Score: Raw -168.067171 + Penalty 20.193080 = -147.874091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.293140 sec): 3 clusters Score: Raw -167.174482 + Penalty 40.386161 = -126.788321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.293613 sec): 2 clusters Score: Raw -878.818671 + Penalty 293.904803 = -584.913868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.293836 sec): 3 clusters Score: Raw -882.746109 + Penalty 593.146866 = -289.599243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.294304 sec): 2 clusters Score: Raw -652.831376 + Penalty 177.913226 = -474.918150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.294541 sec): 3 clusters Score: Raw -644.472827 + Penalty 364.049035 = -280.423792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.295000 sec): 2 clusters Score: Raw -292.586570 + Penalty 124.756774 = -167.829797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.295210 sec): 3 clusters Score: Raw -278.805768 + Penalty 253.881398 = -24.924370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.295676 sec): 2 clusters Score: Raw -563.586318 + Penalty 188.986564 = -374.599754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.295893 sec): 3 clusters Score: Raw -561.090016 + Penalty 352.396902 = -208.693114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.296358 sec): 2 clusters Score: Raw -458.621106 + Penalty 142.111880 = -316.509226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.296569 sec): 3 clusters Score: Raw -456.142792 + Penalty 243.412494 = -212.730297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 111 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.297036 sec): 2 clusters Score: Raw -665.643073 + Penalty 207.373236 = -458.269837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.297251 sec): 3 clusters Score: Raw -659.124769 + Penalty 371.821376 = -287.303393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.297747 sec): 2 clusters Score: Raw -1715.292588 + Penalty 310.961672 = -1404.330916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.297988 sec): 3 clusters Score: Raw -1716.355049 + Penalty 633.394163 = -1082.960887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.298446 sec): 2 clusters Score: Raw -285.101722 + Penalty 109.858917 = -175.242805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.298641 sec): 2 clusters Score: Raw -285.101722 + Penalty 109.858917 = -175.242805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.299122 sec): 2 clusters Score: Raw -1186.264715 + Penalty 299.312323 = -886.952392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.299353 sec): 3 clusters Score: Raw -1183.812474 + Penalty 598.624646 = -585.187829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.299818 sec): 2 clusters Score: Raw -468.642855 + Penalty 163.924748 = -304.718106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.300033 sec): 3 clusters Score: Raw -463.025641 + Penalty 335.166010 = -127.859631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.300521 sec): 2 clusters Score: Raw -1229.085777 + Penalty 266.433116 = -962.652660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.300753 sec): 3 clusters Score: Raw -1229.855728 + Penalty 532.566341 = -697.289387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.301253 sec): 2 clusters Score: Raw -1139.720725 + Penalty 305.385939 = -834.334787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.301484 sec): 3 clusters Score: Raw -1152.980788 + Penalty 610.771877 = -542.208911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.301938 sec): 2 clusters Score: Raw -179.584918 + Penalty 60.421338 = -119.163581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.302143 sec): 3 clusters Score: Raw -172.738580 + Penalty 120.842675 = -51.895905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.302619 sec): 2 clusters Score: Raw -982.881938 + Penalty 285.330845 = -697.551093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.302845 sec): 3 clusters Score: Raw -975.722026 + Penalty 571.979639 = -403.742387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.303356 sec): 2 clusters Score: Raw -2300.516140 + Penalty 406.544501 = -1893.971639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.303607 sec): 3 clusters Score: Raw -2318.077106 + Penalty 812.895917 = -1505.181190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.304097 sec): 2 clusters Score: Raw -1506.692902 + Penalty 393.189684 = -1113.503218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.304335 sec): 3 clusters Score: Raw -1568.091448 + Penalty 786.829841 = -781.261607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.304803 sec): 2 clusters Score: Raw -374.016975 + Penalty 132.725497 = -241.291478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.305016 sec): 3 clusters Score: Raw -366.648274 + Penalty 265.450993 = -101.197281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.305481 sec): 2 clusters Score: Raw -465.346510 + Penalty 147.384418 = -317.962092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.305697 sec): 3 clusters Score: Raw -458.881736 + Penalty 287.624665 = -171.257070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 126 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.306171 sec): 2 clusters Score: Raw -890.210526 + Penalty 290.123048 = -600.087478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.306393 sec): 3 clusters Score: Raw -884.011798 + Penalty 583.478972 = -300.532827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.306853 sec): 2 clusters Score: Raw -380.067256 + Penalty 162.888781 = -217.178474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.307066 sec): 3 clusters Score: Raw -372.081703 + Penalty 325.777563 = -46.304140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.307522 sec): 2 clusters Score: Raw -184.880673 + Penalty 73.942265 = -110.938409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.307729 sec): 3 clusters Score: Raw -175.767452 + Penalty 147.884529 = -27.882922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.308201 sec): 2 clusters Score: Raw -179.564723 + Penalty 48.557121 = -131.007602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.308395 sec): 2 clusters Score: Raw -179.564723 + Penalty 48.557121 = -131.007602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.308865 sec): 2 clusters Score: Raw -629.434873 + Penalty 180.293420 = -449.141452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.309087 sec): 3 clusters Score: Raw -634.030142 + Penalty 350.768187 = -283.261955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.309563 sec): 2 clusters Score: Raw -804.510010 + Penalty 162.353157 = -642.156853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.309787 sec): 3 clusters Score: Raw -808.206195 + Penalty 313.026874 = -495.179321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.310257 sec): 2 clusters Score: Raw -783.510544 + Penalty 241.167532 = -542.343012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.310477 sec): 3 clusters Score: Raw -772.731352 + Penalty 482.335064 = -290.396288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.310953 sec): 2 clusters Score: Raw -986.608517 + Penalty 266.571981 = -720.036537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.311178 sec): 3 clusters Score: Raw -979.249325 + Penalty 528.250382 = -450.998943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.311635 sec): 2 clusters Score: Raw -292.766217 + Penalty 141.228267 = -151.537951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.311831 sec): 2 clusters Score: Raw -292.766217 + Penalty 141.228267 = -151.537951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.312295 sec): 2 clusters Score: Raw -464.169112 + Penalty 134.021087 = -330.148026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.312511 sec): 3 clusters Score: Raw -458.710380 + Penalty 261.216396 = -197.493984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.312962 sec): 2 clusters Score: Raw -89.774009 + Penalty 0.000000 = -89.774009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.313155 sec): 2 clusters Score: Raw -89.774009 + Penalty 0.000000 = -89.774009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.313622 sec): 2 clusters Score: Raw -581.404946 + Penalty 182.450411 = -398.954535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.313839 sec): 3 clusters Score: Raw -569.625553 + Penalty 373.670764 = -195.954790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.314301 sec): 2 clusters Score: Raw -376.244459 + Penalty 143.173090 = -233.071369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.314514 sec): 3 clusters Score: Raw -368.000674 + Penalty 143.173090 = -224.827585 nChanged 1 SP:Iteration 1F (22.314724 sec): 2 clusters Score: Raw -376.244459 + Penalty 143.173090 = -233.071369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 145 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.315205 sec): 2 clusters Score: Raw -1177.154691 + Penalty 323.299025 = -853.855666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.315433 sec): 3 clusters Score: Raw -1176.397383 + Penalty 650.207749 = -526.189634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.315892 sec): 2 clusters Score: Raw -291.761643 + Penalty 132.763892 = -158.997751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.316101 sec): 3 clusters Score: Raw -280.234620 + Penalty 254.686843 = -25.547777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 147 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.316615 sec): 2 clusters Score: Raw -2377.494967 + Penalty 404.790849 = -1972.704118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.316867 sec): 3 clusters Score: Raw -2390.589971 + Penalty 805.132831 = -1585.457140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.317323 sec): 2 clusters Score: Raw -185.466465 + Penalty 81.620885 = -103.845580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.317516 sec): 2 clusters Score: Raw -185.466465 + Penalty 81.620885 = -103.845580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 150 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.318008 sec): 2 clusters Score: Raw -1641.817938 + Penalty 358.164352 = -1283.653585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.318246 sec): 3 clusters Score: Raw -1656.595826 + Penalty 717.466985 = -939.128841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.318705 sec): 2 clusters Score: Raw -289.378907 + Penalty 133.405786 = -155.973122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.318915 sec): 3 clusters Score: Raw -278.283102 + Penalty 261.204674 = -17.078428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.319383 sec): 2 clusters Score: Raw -495.396997 + Penalty 211.656520 = -283.740477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.319601 sec): 3 clusters Score: Raw -480.770795 + Penalty 422.127429 = -58.643366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.320057 sec): 2 clusters Score: Raw -178.509718 + Penalty 51.623283 = -126.886435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.320249 sec): 2 clusters Score: Raw -178.509718 + Penalty 51.623283 = -126.886435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.320711 sec): 2 clusters Score: Raw -466.024715 + Penalty 153.704565 = -312.320150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.320927 sec): 3 clusters Score: Raw -459.003172 + Penalty 305.888445 = -153.114727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.321384 sec): 2 clusters Score: Raw -289.685187 + Penalty 150.209694 = -139.475493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.321596 sec): 2 clusters Score: Raw -289.685187 + Penalty 150.209694 = -139.475493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.322047 sec): 2 clusters Score: Raw -88.788082 + Penalty 0.000000 = -88.788082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.322237 sec): 2 clusters Score: Raw -88.788082 + Penalty 0.000000 = -88.788082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 164 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.322710 sec): 2 clusters Score: Raw -869.442224 + Penalty 244.553909 = -624.888315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.322932 sec): 3 clusters Score: Raw -866.733595 + Penalty 492.300665 = -374.432930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 165 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.323401 sec): 2 clusters Score: Raw -600.740032 + Penalty 233.496596 = -367.243436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.323618 sec): 3 clusters Score: Raw -585.144041 + Penalty 466.993193 = -118.150848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.324082 sec): 2 clusters Score: Raw -471.592649 + Penalty 190.793598 = -280.799051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.324297 sec): 3 clusters Score: Raw -469.912290 + Penalty 366.766267 = -103.146023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.324756 sec): 2 clusters Score: Raw -274.582307 + Penalty 83.327561 = -191.254746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.324964 sec): 3 clusters Score: Raw -267.576491 + Penalty 157.633873 = -109.942618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 168 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.325438 sec): 2 clusters Score: Raw -853.168850 + Penalty 240.907271 = -612.261579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.325662 sec): 3 clusters Score: Raw -844.188877 + Penalty 483.903556 = -360.285320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.326124 sec): 2 clusters Score: Raw -475.657686 + Penalty 179.383414 = -296.274272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.326339 sec): 3 clusters Score: Raw -466.672396 + Penalty 349.282137 = -117.390259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.326801 sec): 2 clusters Score: Raw -499.585048 + Penalty 209.492916 = -290.092132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.327017 sec): 3 clusters Score: Raw -482.388727 + Penalty 419.503484 = -62.885243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.327474 sec): 2 clusters Score: Raw -290.886510 + Penalty 143.403756 = -147.482753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.327684 sec): 3 clusters Score: Raw -277.947078 + Penalty 288.004761 = 10.057683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.328149 sec): 2 clusters Score: Raw -577.339897 + Penalty 168.447977 = -408.891920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.328383 sec): 3 clusters Score: Raw -565.616837 + Penalty 336.895954 = -228.720884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.328847 sec): 2 clusters Score: Raw -561.265339 + Penalty 161.897783 = -399.367556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.329065 sec): 3 clusters Score: Raw -554.527397 + Penalty 323.795566 = -230.731830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 174 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.329540 sec): 2 clusters Score: Raw -858.396844 + Penalty 226.883744 = -631.513100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.329765 sec): 3 clusters Score: Raw -852.118926 + Penalty 461.609386 = -390.509540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.330217 sec): 2 clusters Score: Raw -87.711320 + Penalty 0.000000 = -87.711320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.330409 sec): 2 clusters Score: Raw -87.711320 + Penalty 0.000000 = -87.711320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.330867 sec): 2 clusters Score: Raw -284.904342 + Penalty 139.614353 = -145.289989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.331077 sec): 3 clusters Score: Raw -274.710446 + Penalty 290.695293 = 15.984847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.331532 sec): 2 clusters Score: Raw -182.464231 + Penalty 66.544401 = -115.919830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.331726 sec): 2 clusters Score: Raw -182.464231 + Penalty 66.544401 = -115.919830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.332176 sec): 2 clusters Score: Raw -90.011591 + Penalty 0.000000 = -90.011591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.332365 sec): 2 clusters Score: Raw -90.011591 + Penalty 0.000000 = -90.011591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.332822 sec): 2 clusters Score: Raw -290.640611 + Penalty 144.558247 = -146.082364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.333017 sec): 2 clusters Score: Raw -290.640611 + Penalty 144.558247 = -146.082364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.333480 sec): 2 clusters Score: Raw -390.728006 + Penalty 171.319786 = -219.408220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.333693 sec): 3 clusters Score: Raw -379.292130 + Penalty 333.681667 = -45.610462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 186 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.334161 sec): 2 clusters Score: Raw -483.025526 + Penalty 174.598869 = -308.426657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.334378 sec): 3 clusters Score: Raw -471.911528 + Penalty 345.628470 = -126.283058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 187 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.334845 sec): 2 clusters Score: Raw -573.396911 + Penalty 201.601778 = -371.795133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.335079 sec): 3 clusters Score: Raw -568.146191 + Penalty 403.203557 = -164.942634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.335539 sec): 2 clusters Score: Raw -364.050675 + Penalty 101.167273 = -262.883402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.335749 sec): 3 clusters Score: Raw -358.012851 + Penalty 217.075807 = -140.937044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 193 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.336199 sec): 2 clusters Score: Raw -90.428867 + Penalty 0.000000 = -90.428867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.336390 sec): 2 clusters Score: Raw -90.428867 + Penalty 0.000000 = -90.428867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.336848 sec): 2 clusters Score: Raw -288.387800 + Penalty 126.185194 = -162.202605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.337058 sec): 3 clusters Score: Raw -277.271511 + Penalty 236.808796 = -40.462715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 199 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.337517 sec): 2 clusters Score: Raw -326.331248 + Penalty 39.132769 = -287.198479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.337720 sec): 3 clusters Score: Raw -331.670332 + Penalty 61.011548 = -270.658784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.338178 sec): 2 clusters Score: Raw -253.741909 + Penalty 56.454734 = -197.287175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.338380 sec): 3 clusters Score: Raw -256.155265 + Penalty 100.536561 = -155.618704 nChanged 0 Deleting Class 122 (16 points): Lose 97.259682 but Gain 1425.132089 Iteration 20F (24.075819 sec): 159 clusters Score: Raw -1933426.826343 + Penalty 157082.110157 = -1776344.716186 nChanged 30 Deleting Class 179 (3 points): Lose 14.785476 but Gain 1322.320945 Iteration 21Q (24.188913 sec): 158 clusters Score: Raw -1933454.105797 + Penalty 155750.745107 = -1777703.360691 nChanged 20 Deleting Class 161 (3 points): Lose 69.306979 but Gain 1374.016558 Iteration 22Q (24.300883 sec): 157 clusters Score: Raw -1933397.923893 + Penalty 154383.302127 = -1779014.621767 nChanged 12 Deleting Class 178 (1 points): Lose 85.782119 but Gain 1381.308417 Iteration 23Q (24.411929 sec): 156 clusters Score: Raw -1933326.925998 + Penalty 152996.642019 = -1780330.283979 nChanged 5 Deleting Class 41 (8 points): Lose 85.669531 but Gain 1372.384539 Iteration 24Q (24.521729 sec): 155 clusters Score: Raw -1933244.953103 + Penalty 151825.824522 = -1781419.128580 nChanged 16 Deleting Class 171 (3 points): Lose 25.089268 but Gain 1311.760447 Iteration 25Q (24.632346 sec): 154 clusters Score: Raw -1933276.859661 + Penalty 150521.384283 = -1782755.475378 nChanged 12 Deleting Class 88 (38 points): Lose 205.498129 but Gain 1491.706883 Iteration 26Q (24.746968 sec): 153 clusters Score: Raw -1933085.191681 + Penalty 149083.865269 = -1784001.326411 nChanged 49 Deleting Class 126 (9 points): Lose 40.380477 but Gain 1326.924584 Iteration 27Q (24.861969 sec): 152 clusters Score: Raw -1933117.529027 + Penalty 147768.584511 = -1785348.944516 nChanged 24 Deleting Class 154 (5 points): Lose 40.744644 but Gain 1321.587375 Iteration 28Q (24.976002 sec): 151 clusters Score: Raw -1933103.656981 + Penalty 146527.804810 = -1786575.852171 nChanged 25 Deleting Class 176 (4 points): Lose 39.634903 but Gain 1325.368792 Iteration 29Q (25.088716 sec): 150 clusters Score: Raw -1933112.221468 + Penalty 145218.368235 = -1787893.853233 nChanged 23 Deleting Class 193 (1 points): Lose 4.365249 but Gain 1283.079322 Iteration 30F (26.674053 sec): 149 clusters Score: Raw -1933132.413114 + Penalty 143997.536039 = -1789134.877075 nChanged 19 Deleting Class 170 (5 points): Lose 31.200481 but Gain 1308.077786 Iteration 31Q (26.782986 sec): 148 clusters Score: Raw -1933135.742021 + Penalty 142708.357537 = -1790427.384484 nChanged 23 Deleting Class 165 (6 points): Lose 39.182902 but Gain 1309.601920 Iteration 32Q (26.891113 sec): 147 clusters Score: Raw -1933111.974289 + Penalty 141407.123793 = -1791704.850495 nChanged 18 Deleting Class 137 (3 points): Lose 21.961659 but Gain 1291.860541 Iteration 33Q (27.000623 sec): 146 clusters Score: Raw -1933104.199651 + Penalty 140122.740367 = -1792981.459284 nChanged 13 Deleting Class 104 (9 points): Lose 77.367793 but Gain 1344.221049 Iteration 34Q (27.108039 sec): 145 clusters Score: Raw -1933045.447775 + Penalty 138780.249629 = -1794265.198146 nChanged 18 Deleting Class 100 (41 points): Lose 211.662866 but Gain 1460.958942 Iteration 35Q (27.216970 sec): 144 clusters Score: Raw -1932855.817825 + Penalty 137378.007685 = -1795477.810140 nChanged 48 Deleting Class 65 (2 points): Lose 9.949566 but Gain 1250.379651 Iteration 36Q (27.326764 sec): 143 clusters Score: Raw -1932929.560977 + Penalty 136151.702995 = -1796777.857982 nChanged 15 Deleting Class 145 (12 points): Lose 73.316795 but Gain 1307.473134 Iteration 37Q (27.434301 sec): 142 clusters Score: Raw -1932872.243202 + Penalty 134873.185485 = -1797999.057717 nChanged 22 Deleting Class 181 (4 points): Lose 27.557226 but Gain 1241.911140 Iteration 38Q (27.542216 sec): 141 clusters Score: Raw -1932871.545255 + Penalty 133631.005774 = -1799240.539481 nChanged 11 Deleting Class 146 (3 points): Lose 3.411466 but Gain 1214.434171 Iteration 39Q (27.646724 sec): 140 clusters Score: Raw -1932879.884684 + Penalty 132421.705065 = -1800458.179618 nChanged 8 Deleting Class 53 (12 points): Lose 58.773046 but Gain 1252.564718 Iteration 40F (29.135169 sec): 139 clusters Score: Raw -1932828.328520 + Penalty 131166.653519 = -1801661.675001 nChanged 15 Deleting Class 98 (16 points): Lose 90.383795 but Gain 1283.639779 Iteration 41Q (29.240012 sec): 138 clusters Score: Raw -1932763.885059 + Penalty 129986.029820 = -1802777.855239 nChanged 20 Deleting Class 151 (5 points): Lose 41.587404 but Gain 1270.277271 Iteration 42Q (29.348788 sec): 137 clusters Score: Raw -1932784.971685 + Penalty 128808.669566 = -1803976.302119 nChanged 12 Deleting Class 117 (12 points): Lose 51.827493 but Gain 1235.029737 Iteration 43Q (29.456557 sec): 136 clusters Score: Raw -1932772.052592 + Penalty 127630.342478 = -1805141.710113 nChanged 19 Deleting Class 2 (33 points): Lose 171.718171 but Gain 1353.214144 Iteration 44Q (29.560105 sec): 135 clusters Score: Raw -1932627.216369 + Penalty 126426.935035 = -1806200.281334 nChanged 41 Deleting Class 147 (25 points): Lose 105.384204 but Gain 1285.537636 Iteration 45Q (29.668994 sec): 134 clusters Score: Raw -1932613.613651 + Penalty 125086.971059 = -1807526.642591 nChanged 36 Deleting Class 166 (4 points): Lose 27.693155 but Gain 1204.452289 Iteration 46Q (29.773975 sec): 133 clusters Score: Raw -1932631.016577 + Penalty 123891.287101 = -1808739.729475 nChanged 15 Deleting Class 55 (10 points): Lose 51.187248 but Gain 1223.680161 Iteration 47Q (29.876613 sec): 132 clusters Score: Raw -1932599.866034 + Penalty 122690.571627 = -1809909.294407 nChanged 22 Deleting Class 58 (16 points): Lose 195.926414 but Gain 1366.045573 Iteration 48Q (29.979046 sec): 131 clusters Score: Raw -1932427.549384 + Penalty 121376.576144 = -1811050.973239 nChanged 23 Deleting Class 150 (20 points): Lose 99.271726 but Gain 1268.961090 Iteration 49Q (30.081481 sec): 130 clusters Score: Raw -1932396.441607 + Penalty 120208.814977 = -1812187.626630 nChanged 27 Deleting Class 63 (18 points): Lose 71.751941 but Gain 1249.021678 Iteration 50F (31.465257 sec): 129 clusters Score: Raw -1932372.375954 + Penalty 119136.419489 = -1813235.956465 nChanged 26 Deleting Class 95 (3 points): Lose 20.269420 but Gain 1188.925184 Iteration 51Q (31.568118 sec): 128 clusters Score: Raw -1932402.045951 + Penalty 117971.391647 = -1814430.654304 nChanged 11 Deleting Class 120 (12 points): Lose 72.139458 but Gain 1235.799252 Iteration 52Q (31.668895 sec): 127 clusters Score: Raw -1932345.905456 + Penalty 116754.415146 = -1815591.490310 nChanged 16 Deleting Class 50 (6 points): Lose 47.632180 but Gain 1209.986311 Iteration 53Q (31.771650 sec): 126 clusters Score: Raw -1932315.634031 + Penalty 115561.925293 = -1816753.708738 nChanged 9 Deleting Class 121 (24 points): Lose 153.306027 but Gain 1309.849019 Iteration 54Q (31.871681 sec): 125 clusters Score: Raw -1932177.124379 + Penalty 114305.116595 = -1817872.007784 nChanged 25 Deleting Class 59 (11 points): Lose 68.721587 but Gain 1224.921103 Iteration 55Q (31.972024 sec): 124 clusters Score: Raw -1932183.204043 + Penalty 113076.824450 = -1819106.379593 nChanged 15 Deleting Class 127 (4 points): Lose 27.489985 but Gain 1180.794100 Iteration 56Q (32.072394 sec): 123 clusters Score: Raw -1932179.532142 + Penalty 111901.518905 = -1820278.013237 nChanged 8 Deleting Class 194 (3 points): Lose 8.992624 but Gain 1154.256704 Iteration 57Q (32.171253 sec): 122 clusters Score: Raw -1932179.053431 + Penalty 110770.190823 = -1821408.862608 nChanged 8 Deleting Class 162 (1 points): Lose 4.946826 but Gain 1143.985296 Iteration 58Q (32.269485 sec): 121 clusters Score: Raw -1932182.839379 + Penalty 109627.772616 = -1822555.066763 nChanged 4 Deleting Class 107 (3 points): Lose 12.405692 but Gain 1141.190478 Iteration 59Q (32.369074 sec): 120 clusters Score: Raw -1932172.779817 + Penalty 108493.881951 = -1823678.897866 nChanged 3 Deleting Class 187 (8 points): Lose 72.355885 but Gain 1201.508107 Iteration 60F (33.639345 sec): 119 clusters Score: Raw -1932110.025916 + Penalty 107355.019386 = -1824755.006530 nChanged 8 Deleting Class 133 (8 points): Lose 46.728853 but Gain 1165.495444 Iteration 61Q (33.743652 sec): 118 clusters Score: Raw -1932086.584380 + Penalty 106231.286444 = -1825855.297936 nChanged 9 Deleting Class 114 (14 points): Lose 79.006699 but Gain 1193.914211 Iteration 62Q (33.843148 sec): 117 clusters Score: Raw -1932027.327094 + Penalty 105053.283898 = -1826974.043196 nChanged 18 Deleting Class 92 (7 points): Lose 33.956141 but Gain 1146.725338 Iteration 63Q (33.942737 sec): 116 clusters Score: Raw -1932027.431577 + Penalty 103915.677434 = -1828111.754142 nChanged 9 Deleting Class 8 (19 points): Lose 67.465487 but Gain 1177.438300 Iteration 64Q (34.043087 sec): 115 clusters Score: Raw -1931972.290064 + Penalty 102827.098848 = -1829145.191217 nChanged 23 Deleting Class 80 (19 points): Lose 97.694248 but Gain 1207.429534 Iteration 65Q (34.142216 sec): 114 clusters Score: Raw -1931918.303281 + Penalty 101631.211662 = -1830287.091620 nChanged 24 Deleting Class 148 (2 points): Lose 80.572804 but Gain 1183.352950 Iteration 66Q (34.241486 sec): 113 clusters Score: Raw -1931876.972448 + Penalty 100451.651564 = -1831425.320884 nChanged 6 Deleting Class 37 (51 points): Lose 407.528921 but Gain 1509.372595 Iteration 67Q (34.340583 sec): 112 clusters Score: Raw -1931489.918084 + Penalty 99048.163840 = -1832441.754244 nChanged 53 Deleting Class 135 (12 points): Lose 82.196287 but Gain 1180.978347 Iteration 68Q (34.441188 sec): 111 clusters Score: Raw -1931617.947298 + Penalty 97777.621729 = -1833840.325569 nChanged 30 Deleting Class 169 (5 points): Lose 24.958941 but Gain 1120.073478 Iteration 69Q (34.539215 sec): 110 clusters Score: Raw -1931645.064487 + Penalty 96072.015518 = -1835573.048970 nChanged 18 Deleting Class 140 (1 points): Lose 6.924441 but Gain 1092.894964 Iteration 70F (35.679408 sec): 108 clusters Score: Raw -1931653.144107 + Penalty 94992.907484 = -1836660.236623 nChanged 10 Deleting Class 109 (8 points): Lose 48.075422 but Gain 1131.691225 Iteration 71Q (35.776036 sec): 107 clusters Score: Raw -1931610.451251 + Penalty 93882.769190 = -1837727.682060 nChanged 17 Deleting Class 35 (11 points): Lose 305.713041 but Gain 1385.777108 Iteration 72Q (35.872712 sec): 106 clusters Score: Raw -1931325.789201 + Penalty 92483.183454 = -1838842.605746 nChanged 22 Deleting Class 22 (18 points): Lose 78.444416 but Gain 1154.847253 Iteration 73Q (35.968698 sec): 105 clusters Score: Raw -1931304.306852 + Penalty 91422.153573 = -1839882.153279 nChanged 28 Deleting Class 186 (5 points): Lose 18.515065 but Gain 1090.198692 Iteration 74Q (36.064469 sec): 104 clusters Score: Raw -1931330.706130 + Penalty 90350.262041 = -1840980.444090 nChanged 10 Deleting Class 90 (1 points): Lose 8.013146 but Gain 1079.226889 Iteration 75Q (36.159550 sec): 103 clusters Score: Raw -1931336.648659 + Penalty 89346.090540 = -1841990.558119 nChanged 4 Deleting Class 96 (9 points): Lose 22.848309 but Gain 1091.777398 Iteration 76Q (36.253985 sec): 102 clusters Score: Raw -1931326.044534 + Penalty 88262.877378 = -1843063.167156 nChanged 12 Deleting Class 144 (5 points): Lose 18.288884 but Gain 1086.914614 Iteration 77Q (36.348335 sec): 101 clusters Score: Raw -1931320.275666 + Penalty 87191.043989 = -1844129.231677 nChanged 10 Deleting Class 76 (14 points): Lose 87.252984 but Gain 1153.284314 Iteration 78Q (36.445212 sec): 100 clusters Score: Raw -1931243.044542 + Penalty 86070.288973 = -1845172.755569 nChanged 19 Deleting Class 164 (9 points): Lose 54.640730 but Gain 1118.506771 Iteration 79Q (36.538013 sec): 99 clusters Score: Raw -1931226.838429 + Penalty 85015.417012 = -1846211.421417 nChanged 20 Deleting Class 128 (2 points): Lose 14.307849 but Gain 1072.027050 Iteration 80F (37.584985 sec): 98 clusters Score: Raw -1931238.710191 + Penalty 83963.244541 = -1847275.465650 nChanged 13 Deleting Class 30 (61 points): Lose 216.214189 but Gain 1271.341032 Iteration 81Q (37.676599 sec): 97 clusters Score: Raw -1931030.001906 + Penalty 82883.726084 = -1848146.275821 nChanged 71 Deleting Class 168 (9 points): Lose 47.798650 but Gain 1101.828283 Iteration 82Q (37.770656 sec): 96 clusters Score: Raw -1931117.599147 + Penalty 81918.961371 = -1849198.637776 nChanged 33 Deleting Class 14 (8 points): Lose 79.385183 but Gain 1133.357682 Iteration 83Q (37.862917 sec): 95 clusters Score: Raw -1931070.745759 + Penalty 80862.676298 = -1850208.069461 nChanged 31 Deleting Class 111 (9 points): Lose 34.314849 but Gain 1087.836358 Iteration 84Q (37.957097 sec): 94 clusters Score: Raw -1931105.711143 + Penalty 79817.659719 = -1851288.051425 nChanged 28 Deleting Class 54 (5 points): Lose 17.357269 but Gain 1069.034921 Iteration 85Q (38.047578 sec): 93 clusters Score: Raw -1931114.247006 + Penalty 78758.495797 = -1852355.751208 nChanged 22 Deleting Class 115 (6 points): Lose 21.210475 but Gain 1071.974184 Iteration 86Q (38.137378 sec): 92 clusters Score: Raw -1931112.774394 + Penalty 77729.341044 = -1853383.433350 nChanged 23 Deleting Class 174 (9 points): Lose 37.219812 but Gain 1072.770868 Iteration 87Q (38.226675 sec): 91 clusters Score: Raw -1931101.810362 + Penalty 76672.694831 = -1854429.115531 nChanged 27 Deleting Class 124 (5 points): Lose 32.860276 but Gain 1060.551189 Iteration 88Q (38.315471 sec): 90 clusters Score: Raw -1931096.496612 + Penalty 75625.691802 = -1855470.804810 nChanged 21 Deleting Class 91 (16 points): Lose 75.803682 but Gain 1103.398276 Iteration 89Q (38.419739 sec): 89 clusters Score: Raw -1931039.561624 + Penalty 74610.106649 = -1856429.454974 nChanged 36 Deleting Class 42 (18 points): Lose 82.190074 but Gain 1109.823574 Iteration 90F (39.364429 sec): 88 clusters Score: Raw -1931005.785684 + Penalty 73664.786539 = -1857340.999145 nChanged 33 Deleting Class 26 (30 points): Lose 76.747679 but Gain 1114.127502 Iteration 91Q (39.452590 sec): 87 clusters Score: Raw -1930978.857509 + Penalty 72597.618686 = -1858381.238823 nChanged 42 Deleting Class 172 (8 points): Lose 36.753682 but Gain 1062.576429 Iteration 92Q (39.542587 sec): 86 clusters Score: Raw -1930991.337029 + Penalty 71544.650058 = -1859446.686972 nChanged 27 Deleting Class 142 (7 points): Lose 39.647768 but Gain 1060.599845 Iteration 93Q (39.630736 sec): 85 clusters Score: Raw -1930970.027837 + Penalty 70489.049393 = -1860480.978444 nChanged 17 Deleting Class 116 (18 points): Lose 95.026096 but Gain 1106.932684 Iteration 94Q (39.719836 sec): 84 clusters Score: Raw -1930889.871635 + Penalty 69444.125067 = -1861445.746568 nChanged 25 Deleting Class 97 (13 points): Lose 56.867571 but Gain 1064.172428 Iteration 95Q (39.806145 sec): 83 clusters Score: Raw -1930873.264653 + Penalty 68420.828630 = -1862452.436023 nChanged 20 Deleting Class 38 (24 points): Lose 64.974823 but Gain 1071.980615 Iteration 96Q (39.891379 sec): 82 clusters Score: Raw -1930837.392123 + Penalty 67361.855336 = -1863475.536787 nChanged 32 Deleting Class 110 (7 points): Lose 24.258836 but Gain 1025.669604 Iteration 97Q (39.976636 sec): 81 clusters Score: Raw -1930845.294590 + Penalty 66326.147322 = -1864519.147268 nChanged 14 Deleting Class 112 (39 points): Lose 157.124814 but Gain 1152.039565 Iteration 98Q (40.061251 sec): 80 clusters Score: Raw -1930703.689408 + Penalty 65195.226797 = -1865508.462611 nChanged 43 Deleting Class 45 (22 points): Lose 101.035584 but Gain 1088.948898 Iteration 99Q (40.157480 sec): 79 clusters Score: Raw -1930667.318960 + Penalty 64142.569893 = -1866524.749067 nChanged 31 Deleting Class 39 (6 points): Lose 24.500207 but Gain 1011.806897 Iteration 100F (41.004436 sec): 78 clusters Score: Raw -1930699.525933 + Penalty 63137.191158 = -1867562.334776 nChanged 15 Deleting Class 159 (6 points): Lose 24.709124 but Gain 1004.593035 Iteration 101Q (41.088075 sec): 77 clusters Score: Raw -1930692.951530 + Penalty 62198.694890 = -1868494.256640 nChanged 12 Deleting Class 89 (4 points): Lose 8.838948 but Gain 985.631037 Iteration 102Q (41.171851 sec): 76 clusters Score: Raw -1930705.133254 + Penalty 61212.671342 = -1869492.461912 nChanged 5 Deleting Class 31 (4 points): Lose 45.067316 but Gain 1021.696410 Iteration 103Q (41.253864 sec): 75 clusters Score: Raw -1930665.711297 + Penalty 60289.580581 = -1870376.130717 nChanged 6 Deleting Class 81 (38 points): Lose 175.624541 but Gain 1149.203382 Iteration 104Q (41.337371 sec): 74 clusters Score: Raw -1930512.906072 + Penalty 59205.429391 = -1871307.476681 nChanged 41 Deleting Class 173 (7 points): Lose 28.737020 but Gain 998.239673 Iteration 105Q (41.421456 sec): 73 clusters Score: Raw -1930557.204967 + Penalty 58273.898242 = -1872283.306724 nChanged 16 Deleting Class 125 (4 points): Lose 6.861159 but Gain 975.281623 Iteration 106Q (41.502345 sec): 72 clusters Score: Raw -1930571.796166 + Penalty 57310.665882 = -1873261.130284 nChanged 7 Deleting Class 84 (5 points): Lose 24.043208 but Gain 987.380948 Iteration 107Q (41.582542 sec): 71 clusters Score: Raw -1930556.832050 + Penalty 56305.936161 = -1874250.895889 nChanged 6 Deleting Class 130 (11 points): Lose 69.373323 but Gain 1031.083382 Iteration 108Q (41.664241 sec): 70 clusters Score: Raw -1930498.413325 + Penalty 55455.038752 = -1875043.374572 nChanged 12 Deleting Class 18 (9 points): Lose 22.300227 but Gain 983.969774 Iteration 109Q (41.744512 sec): 69 clusters Score: Raw -1930516.518785 + Penalty 54338.081489 = -1876178.437297 nChanged 14 Deleting Class 56 (153 points): Lose 499.025844 but Gain 1455.417369 Iteration 110F (42.476278 sec): 68 clusters Score: Raw -1930029.646461 + Penalty 52980.973451 = -1877048.673010 nChanged 153 Deleting Class 113 (2 points): Lose 22.968464 but Gain 969.879872 Iteration 111Q (42.559923 sec): 67 clusters Score: Raw -1930326.641013 + Penalty 52026.521566 = -1878300.119447 nChanged 33 Deleting Class 177 (2 points): Lose 17.918947 but Gain 964.771605 Iteration 112Q (42.638856 sec): 66 clusters Score: Raw -1930340.817993 + Penalty 51095.529736 = -1879245.288257 nChanged 17 Deleting Class 21 (5 points): Lose 23.317627 but Gain 969.788958 Iteration 113Q (42.717392 sec): 65 clusters Score: Raw -1930334.604827 + Penalty 50139.547484 = -1880195.057343 nChanged 23 Deleting Class 61 (10 points): Lose 37.065573 but Gain 960.879255 Iteration 114Q (42.797705 sec): 64 clusters Score: Raw -1930313.850155 + Penalty 49181.864125 = -1881131.986030 nChanged 18 Deleting Class 71 (7 points): Lose 32.008579 but Gain 949.864893 Iteration 115Q (42.877333 sec): 63 clusters Score: Raw -1930296.591017 + Penalty 48225.864327 = -1882070.726690 nChanged 14 Deleting Class 51 (10 points): Lose 40.375013 but Gain 951.741076 Iteration 116Q (42.954564 sec): 62 clusters Score: Raw -1930268.325661 + Penalty 47281.485721 = -1882986.839940 nChanged 13 Deleting Class 46 (46 points): Lose 214.307751 but Gain 1123.409845 Iteration 117Q (43.031141 sec): 61 clusters Score: Raw -1930069.085255 + Penalty 46271.749056 = -1883797.336199 nChanged 50 Deleting Class 105 (7 points): Lose 21.177668 but Gain 918.806181 Iteration 118Q (43.108950 sec): 60 clusters Score: Raw -1930140.033511 + Penalty 45341.387942 = -1884798.645569 nChanged 18 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1930140.033511 + Penalty 45341.387942 = -1884798.645569Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.153755 sec): 2 clusters Score: Raw -1233.903584 + Penalty 181.714375 = -1052.189208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.154019 sec): 3 clusters Score: Raw -1455.101962 + Penalty 363.216902 = -1091.885061 nChanged 1 SP:Iteration 1Q (43.154267 sec): 3 clusters Score: Raw -1459.131730 + Penalty 360.584498 = -1098.547232 nChanged 1 SP:Iteration 2Q (43.154507 sec): 3 clusters Score: Raw -1470.972830 + Penalty 360.584498 = -1110.388333 nChanged 0 SP:Iteration 3F (43.154750 sec): 3 clusters Score: Raw -1470.972830 + Penalty 360.584498 = -1110.388333 nChanged 0 Score: Raw -1948022.458375 + Penalty 45922.916827 = -1902099.541548 Splitting cluster 1 changes total score from -1884798.645569 to -1902099.541548 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.794654 sec): 2 clusters Score: Raw -30832.688773 + Penalty 46.755389 = -30785.933385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.795501 sec): 3 clusters Score: Raw -30594.134600 + Penalty 93.604648 = -30500.529952 nChanged 153 SP:Iteration 1F (43.796332 sec): 3 clusters Score: Raw -30745.102495 + Penalty 93.344864 = -30651.757631 nChanged 25 SP:Iteration 2F (43.797162 sec): 3 clusters Score: Raw -30756.778016 + Penalty 93.651816 = -30663.126201 nChanged 10 SP:Iteration 3Q (43.797971 sec): 3 clusters Score: Raw -30760.458654 + Penalty 93.417645 = -30667.041010 nChanged 8 SP:Iteration 4Q (43.798802 sec): 3 clusters Score: Raw -30763.862346 + Penalty 93.391316 = -30670.471030 nChanged 8 SP:Iteration 5Q (43.799627 sec): 3 clusters Score: Raw -30767.246323 + Penalty 93.439608 = -30673.806715 nChanged 7 SP:Iteration 6Q (43.800448 sec): 3 clusters Score: Raw -30769.383315 + Penalty 93.527491 = -30675.855824 nChanged 7 SP:Iteration 7Q (43.801272 sec): 3 clusters Score: Raw -30771.488325 + Penalty 93.612822 = -30677.875503 nChanged 6 SP:Iteration 8Q (43.802069 sec): 3 clusters Score: Raw -30773.317059 + Penalty 93.636271 = -30679.680787 nChanged 1 SP:Iteration 9Q (43.802863 sec): 3 clusters Score: Raw -30773.233833 + Penalty 93.636271 = -30679.597562 nChanged 0 SP:Iteration 10F (43.803658 sec): 3 clusters Score: Raw -30773.233833 + Penalty 93.636271 = -30679.597562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.804699 sec): 2 clusters Score: Raw -19450.573653 + Penalty 457.929348 = -18992.644305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.805287 sec): 3 clusters Score: Raw -19365.291422 + Penalty 916.600759 = -18448.690662 nChanged 42 SP:Iteration 1F (43.805865 sec): 3 clusters Score: Raw -19413.858617 + Penalty 916.853464 = -18497.005154 nChanged 18 SP:Iteration 2F (43.806464 sec): 3 clusters Score: Raw -19437.019373 + Penalty 917.692328 = -18519.327045 nChanged 8 SP:Iteration 3Q (43.807073 sec): 3 clusters Score: Raw -19446.177827 + Penalty 919.598381 = -18526.579446 nChanged 9 SP:Iteration 4Q (43.807643 sec): 3 clusters Score: Raw -19456.423531 + Penalty 923.739855 = -18532.683676 nChanged 5 SP:Iteration 5Q (43.808212 sec): 3 clusters Score: Raw -19462.928833 + Penalty 932.019441 = -18530.909392 nChanged 7 SP:Iteration 6F (43.808791 sec): 3 clusters Score: Raw -19470.177112 + Penalty 943.531615 = -18526.645497 nChanged 7 SP:Iteration 7F (43.809369 sec): 3 clusters Score: Raw -19479.201482 + Penalty 954.653219 = -18524.548263 nChanged 6 SP:Iteration 8F (43.809945 sec): 3 clusters Score: Raw -19485.994841 + Penalty 960.452960 = -18525.541881 nChanged 3 SP:Iteration 9Q (43.810505 sec): 3 clusters Score: Raw -19488.481900 + Penalty 963.924165 = -18524.557734 nChanged 2 SP:Iteration 10F (43.811103 sec): 3 clusters Score: Raw -19490.669620 + Penalty 966.421176 = -18524.248445 nChanged 1 SP:Iteration 11F (43.811683 sec): 3 clusters Score: Raw -19491.185539 + Penalty 969.455956 = -18521.729583 nChanged 1 SP:Iteration 12F (43.812260 sec): 3 clusters Score: Raw -19491.769379 + Penalty 969.455956 = -18522.313424 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 5 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.822832 sec): 2 clusters Score: Raw -200953.580133 + Penalty 490.430108 = -200463.150025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.827052 sec): 3 clusters Score: Raw -199621.603581 + Penalty 1015.749930 = -198605.853651 nChanged 969 SP:Iteration 1F (43.831233 sec): 3 clusters Score: Raw -200331.705925 + Penalty 1052.309427 = -199279.396498 nChanged 254 SP:Iteration 2F (43.835472 sec): 3 clusters Score: Raw -200568.952934 + Penalty 1078.127183 = -199490.825750 nChanged 147 SP:Iteration 3F (43.839776 sec): 3 clusters Score: Raw -200713.642653 + Penalty 1089.461769 = -199624.180884 nChanged 87 SP:Iteration 4Q (43.843776 sec): 3 clusters Score: Raw -200783.293288 + Penalty 1094.932846 = -199688.360442 nChanged 53 SP:Iteration 5Q (43.847661 sec): 3 clusters Score: Raw -200814.354189 + Penalty 1097.383438 = -199716.970750 nChanged 30 SP:Iteration 6Q (43.851546 sec): 3 clusters Score: Raw -200830.670416 + Penalty 1097.525578 = -199733.144837 nChanged 34 SP:Iteration 7Q (43.855409 sec): 3 clusters Score: Raw -200852.083171 + Penalty 1096.550204 = -199755.532968 nChanged 31 SP:Iteration 8Q (43.859241 sec): 3 clusters Score: Raw -200866.115673 + Penalty 1098.294194 = -199767.821479 nChanged 24 SP:Iteration 9Q (43.863240 sec): 3 clusters Score: Raw -200876.597567 + Penalty 1104.248998 = -199772.348569 nChanged 20 SP:Iteration 10F (43.867410 sec): 3 clusters Score: Raw -200885.472345 + Penalty 1108.065692 = -199777.406652 nChanged 19 SP:Iteration 11Q (43.871232 sec): 3 clusters Score: Raw -200892.461063 + Penalty 1113.824623 = -199778.636439 nChanged 19 SP:Iteration 12Q (43.874962 sec): 3 clusters Score: Raw -200902.331005 + Penalty 1119.270125 = -199783.060880 nChanged 16 SP:Iteration 13Q (43.878591 sec): 3 clusters Score: Raw -200913.627927 + Penalty 1123.711427 = -199789.916500 nChanged 19 SP:Iteration 14Q (43.882184 sec): 3 clusters Score: Raw -200923.142539 + Penalty 1131.327901 = -199791.814638 nChanged 16 SP:Iteration 15Q (43.885732 sec): 3 clusters Score: Raw -200934.573394 + Penalty 1141.458528 = -199793.114866 nChanged 13 SP:Iteration 16Q (43.889384 sec): 3 clusters Score: Raw -200940.835797 + Penalty 1149.968393 = -199790.867403 nChanged 15 SP:Iteration 17F (43.893485 sec): 3 clusters Score: Raw -200946.945839 + Penalty 1153.723827 = -199793.222012 nChanged 9 SP:Iteration 18Q (43.897083 sec): 3 clusters Score: Raw -200953.585579 + Penalty 1159.812894 = -199793.772685 nChanged 14 SP:Iteration 19Q (43.900563 sec): 3 clusters Score: Raw -200958.670780 + Penalty 1167.001635 = -199791.669145 nChanged 15 SP:Iteration 20F (43.904757 sec): 3 clusters Score: Raw -200965.851263 + Penalty 1177.518432 = -199788.332832 nChanged 13 SP:Iteration 21F (43.909076 sec): 3 clusters Score: Raw -200972.005425 + Penalty 1181.470768 = -199790.534657 nChanged 8 SP:Iteration 22Q (43.912539 sec): 3 clusters Score: Raw -200975.615890 + Penalty 1182.356500 = -199793.259390 nChanged 4 SP:Iteration 23Q (43.915990 sec): 3 clusters Score: Raw -200977.605072 + Penalty 1184.290001 = -199793.315070 nChanged 4 SP:Iteration 24Q (43.919465 sec): 3 clusters Score: Raw -200980.635465 + Penalty 1185.843724 = -199794.791741 nChanged 5 SP:Iteration 25Q (43.922893 sec): 3 clusters Score: Raw -200983.217382 + Penalty 1188.256212 = -199794.961170 nChanged 3 SP:Iteration 26Q (43.926446 sec): 3 clusters Score: Raw -200983.710696 + Penalty 1188.256212 = -199795.454484 nChanged 0 SP:Iteration 27F (43.930630 sec): 3 clusters Score: Raw -200983.710696 + Penalty 1188.256212 = -199795.454484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.931179 sec): 2 clusters Score: Raw -620.101298 + Penalty 124.157740 = -495.943559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.931403 sec): 3 clusters Score: Raw -617.424127 + Penalty 244.773719 = -372.650408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.933946 sec): 2 clusters Score: Raw -39476.165768 + Penalty 121.478845 = -39354.686922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.934976 sec): 3 clusters Score: Raw -39196.973232 + Penalty 244.472108 = -38952.501124 nChanged 185 SP:Iteration 1F (43.935967 sec): 3 clusters Score: Raw -39337.678113 + Penalty 248.340573 = -39089.337540 nChanged 68 SP:Iteration 2F (43.936957 sec): 3 clusters Score: Raw -39407.433332 + Penalty 267.824776 = -39139.608555 nChanged 41 SP:Iteration 3F (43.937927 sec): 3 clusters Score: Raw -39454.184669 + Penalty 277.358663 = -39176.826006 nChanged 13 SP:Iteration 4Q (43.938870 sec): 3 clusters Score: Raw -39464.060114 + Penalty 338.937132 = -39125.122981 nChanged 8 SP:Iteration 5F (43.939834 sec): 3 clusters Score: Raw -39472.083305 + Penalty 121.478845 = -39350.604459 nChanged 3 SP:Iteration 6Q (43.940595 sec): 2 clusters Score: Raw -39476.165768 + Penalty 121.478845 = -39354.686922 nChanged 0 SP:Iteration 7F (43.941375 sec): 2 clusters Score: Raw -39476.165768 + Penalty 121.478845 = -39354.686922 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 9 (15409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.012677 sec): 2 clusters Score: Raw -1292375.095524 + Penalty 267.170547 = -1292107.924977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.041685 sec): 3 clusters Score: Raw -1281913.789107 + Penalty 641.681195 = -1281272.107912 nChanged 7341 SP:Iteration 1F (44.070608 sec): 3 clusters Score: Raw -1288390.000129 + Penalty 976.669138 = -1287413.330991 nChanged 2939 SP:Iteration 2F (44.099042 sec): 3 clusters Score: Raw -1291888.453954 + Penalty 1121.695401 = -1290766.758553 nChanged 382 SP:Iteration 3Q (44.127151 sec): 3 clusters Score: Raw -1292291.070611 + Penalty 1251.685382 = -1291039.385229 nChanged 81 SP:Iteration 4Q (44.150002 sec): 3 clusters Score: Raw -1292390.853560 + Penalty 1300.781472 = -1291090.072088 nChanged 12 SP:Iteration 5Q (44.172723 sec): 3 clusters Score: Raw -1292411.604707 + Penalty 1300.611100 = -1291110.993607 nChanged 3 SP:Iteration 6Q (44.194703 sec): 3 clusters Score: Raw -1292414.002277 + Penalty 1301.982862 = -1291112.019414 nChanged 1 SP:Iteration 7Q (44.216921 sec): 3 clusters Score: Raw -1292414.949785 + Penalty 1301.982862 = -1291112.966923 nChanged 0 SP:Iteration 8F (44.245232 sec): 3 clusters Score: Raw -1292414.949785 + Penalty 1301.982862 = -1291112.966923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.255486 sec): 2 clusters Score: Raw -15068.176335 + Penalty 500.251777 = -14567.924558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.256009 sec): 3 clusters Score: Raw -15032.350744 + Penalty 1001.597438 = -14030.753306 nChanged 30 SP:Iteration 1F (44.256545 sec): 3 clusters Score: Raw -15078.254906 + Penalty 1004.777580 = -14073.477326 nChanged 13 SP:Iteration 2F (44.257066 sec): 3 clusters Score: Raw -15106.027611 + Penalty 1005.465419 = -14100.562193 nChanged 12 SP:Iteration 3F (44.257588 sec): 3 clusters Score: Raw -15136.027170 + Penalty 1006.653688 = -14129.373482 nChanged 5 SP:Iteration 4Q (44.258088 sec): 3 clusters Score: Raw -15149.131383 + Penalty 1008.594124 = -14140.537259 nChanged 4 SP:Iteration 5Q (44.258587 sec): 3 clusters Score: Raw -15159.501615 + Penalty 1009.892175 = -14149.609440 nChanged 3 SP:Iteration 6Q (44.259081 sec): 3 clusters Score: Raw -15162.930975 + Penalty 1008.714815 = -14154.216160 nChanged 1 SP:Iteration 7Q (44.259581 sec): 3 clusters Score: Raw -15164.204909 + Penalty 1008.714815 = -14155.490094 nChanged 0 SP:Iteration 8F (44.260111 sec): 3 clusters Score: Raw -15164.204909 + Penalty 1008.714815 = -14155.490094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.262188 sec): 2 clusters Score: Raw -13281.605773 + Penalty 580.819157 = -12700.786616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.262666 sec): 3 clusters Score: Raw -13273.499925 + Penalty 1161.784654 = -12111.715270 nChanged 20 SP:Iteration 1F (44.263136 sec): 3 clusters Score: Raw -13306.541352 + Penalty 1161.337642 = -12145.203710 nChanged 7 SP:Iteration 2Q (44.263604 sec): 3 clusters Score: Raw -13318.293143 + Penalty 1161.258662 = -12157.034481 nChanged 4 SP:Iteration 3Q (44.264055 sec): 3 clusters Score: Raw -13326.844687 + Penalty 1162.410602 = -12164.434085 nChanged 4 SP:Iteration 4Q (44.265118 sec): 3 clusters Score: Raw -13334.045930 + Penalty 1162.410602 = -12171.635328 nChanged 0 SP:Iteration 5F (44.266458 sec): 3 clusters Score: Raw -13334.045930 + Penalty 1162.410602 = -12171.635328 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (1359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.276993 sec): 2 clusters Score: Raw -125271.456253 + Penalty 803.067290 = -124468.388963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.279572 sec): 3 clusters Score: Raw -124542.160760 + Penalty 1610.654358 = -122931.506402 nChanged 479 SP:Iteration 1F (44.282110 sec): 3 clusters Score: Raw -124850.771273 + Penalty 1619.166137 = -123231.605136 nChanged 155 SP:Iteration 2F (44.284614 sec): 3 clusters Score: Raw -124989.987904 + Penalty 1631.969637 = -123358.018267 nChanged 112 SP:Iteration 3F (44.287206 sec): 3 clusters Score: Raw -125103.045196 + Penalty 1645.639692 = -123457.405504 nChanged 94 SP:Iteration 4F (44.289764 sec): 3 clusters Score: Raw -125178.713094 + Penalty 1661.883723 = -123516.829371 nChanged 60 SP:Iteration 5Q (44.292269 sec): 3 clusters Score: Raw -125240.893886 + Penalty 1676.469065 = -123564.424821 nChanged 50 SP:Iteration 6Q (44.294791 sec): 3 clusters Score: Raw -125292.289188 + Penalty 1688.301842 = -123603.987347 nChanged 41 SP:Iteration 7Q (44.297284 sec): 3 clusters Score: Raw -125321.083025 + Penalty 1694.163838 = -123626.919187 nChanged 23 SP:Iteration 8Q (44.299732 sec): 3 clusters Score: Raw -125346.096091 + Penalty 1700.681463 = -123645.414628 nChanged 19 SP:Iteration 9Q (44.302133 sec): 3 clusters Score: Raw -125368.179132 + Penalty 1703.984221 = -123664.194912 nChanged 16 SP:Iteration 10F (44.304693 sec): 3 clusters Score: Raw -125378.184368 + Penalty 1704.288909 = -123673.895459 nChanged 11 SP:Iteration 11Q (44.307096 sec): 3 clusters Score: Raw -125383.736642 + Penalty 1705.258551 = -123678.478092 nChanged 8 SP:Iteration 12Q (44.309529 sec): 3 clusters Score: Raw -125388.606758 + Penalty 1705.838843 = -123682.767916 nChanged 6 SP:Iteration 13Q (44.311923 sec): 3 clusters Score: Raw -125393.921639 + Penalty 1705.476910 = -123688.444729 nChanged 10 SP:Iteration 14Q (44.314313 sec): 3 clusters Score: Raw -125398.622074 + Penalty 1706.558783 = -123692.063291 nChanged 6 SP:Iteration 15Q (44.316669 sec): 3 clusters Score: Raw -125401.169366 + Penalty 1708.226627 = -123692.942738 nChanged 5 SP:Iteration 16Q (44.319070 sec): 3 clusters Score: Raw -125402.875202 + Penalty 1710.021950 = -123692.853252 nChanged 6 SP:Iteration 17F (44.321619 sec): 3 clusters Score: Raw -125406.801632 + Penalty 1711.641322 = -123695.160310 nChanged 5 SP:Iteration 18Q (44.324015 sec): 3 clusters Score: Raw -125410.860890 + Penalty 1712.412843 = -123698.448048 nChanged 2 SP:Iteration 19Q (44.326364 sec): 3 clusters Score: Raw -125411.973817 + Penalty 1712.866073 = -123699.107743 nChanged 1 SP:Iteration 20F (44.328909 sec): 3 clusters Score: Raw -125412.348948 + Penalty 1713.815817 = -123698.533131 nChanged 2 SP:Iteration 21F (44.331458 sec): 3 clusters Score: Raw -125412.792826 + Penalty 1713.815817 = -123698.977009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.332446 sec): 2 clusters Score: Raw -341.163099 + Penalty 53.467748 = -287.695351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.332654 sec): 3 clusters Score: Raw -336.252933 + Penalty 94.148724 = -242.104209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.333477 sec): 2 clusters Score: Raw -12175.791059 + Penalty 636.375757 = -11539.415302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.333928 sec): 3 clusters Score: Raw -12174.468639 + Penalty 1274.228790 = -10900.239850 nChanged 15 SP:Iteration 1F (44.334379 sec): 3 clusters Score: Raw -12211.916756 + Penalty 1275.603528 = -10936.313229 nChanged 4 SP:Iteration 2Q (44.334816 sec): 3 clusters Score: Raw -12222.807507 + Penalty 1277.921630 = -10944.885877 nChanged 4 SP:Iteration 3Q (44.335250 sec): 3 clusters Score: Raw -12235.438078 + Penalty 1277.508282 = -10957.929796 nChanged 1 SP:Iteration 4Q (44.335689 sec): 3 clusters Score: Raw -12237.936785 + Penalty 1277.508282 = -10960.428502 nChanged 0 SP:Iteration 5F (44.336133 sec): 3 clusters Score: Raw -12237.936785 + Penalty 1277.508282 = -10960.428502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.336714 sec): 2 clusters Score: Raw -4134.918734 + Penalty 333.647746 = -3801.270987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.337006 sec): 3 clusters Score: Raw -4122.121426 + Penalty 665.935207 = -3456.186219 nChanged 4 SP:Iteration 1F (44.337290 sec): 3 clusters Score: Raw -4127.028528 + Penalty 665.935207 = -3461.093321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.337792 sec): 2 clusters Score: Raw -1107.858126 + Penalty 472.892397 = -634.965729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.338036 sec): 3 clusters Score: Raw -1511.210535 + Penalty 948.788837 = -562.421698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.338542 sec): 2 clusters Score: Raw -1691.131125 + Penalty 92.853793 = -1598.277333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.338799 sec): 3 clusters Score: Raw -1686.174717 + Penalty 185.367382 = -1500.807335 nChanged 4 SP:Iteration 1F (44.339044 sec): 3 clusters Score: Raw -1695.800636 + Penalty 185.367382 = -1510.433254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.339550 sec): 2 clusters Score: Raw -735.898021 + Penalty 178.086418 = -557.811603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.339764 sec): 3 clusters Score: Raw -731.033398 + Penalty 294.267554 = -436.765844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 23 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.340312 sec): 2 clusters Score: Raw -3340.413275 + Penalty 257.597633 = -3082.815642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.340588 sec): 3 clusters Score: Raw -3342.457652 + Penalty 512.193109 = -2830.264542 nChanged 2 SP:Iteration 1F (44.340860 sec): 3 clusters Score: Raw -3345.772801 + Penalty 512.193109 = -2833.579692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.341390 sec): 2 clusters Score: Raw -2418.032832 + Penalty 101.328129 = -2316.704703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.341656 sec): 3 clusters Score: Raw -2421.600533 + Penalty 190.994059 = -2230.606474 nChanged 1 SP:Iteration 1Q (44.341913 sec): 3 clusters Score: Raw -2424.361481 + Penalty 197.772858 = -2226.588623 nChanged 2 SP:Iteration 2F (44.342170 sec): 3 clusters Score: Raw -2428.237858 + Penalty 215.282010 = -2212.955848 nChanged 5 SP:Iteration 3F (44.342429 sec): 3 clusters Score: Raw -2437.062904 + Penalty 223.153501 = -2213.909403 nChanged 1 SP:Iteration 4Q (44.342683 sec): 3 clusters Score: Raw -2440.188976 + Penalty 223.153501 = -2217.035475 nChanged 0 SP:Iteration 5F (44.342941 sec): 3 clusters Score: Raw -2440.188976 + Penalty 223.153501 = -2217.035475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.343411 sec): 2 clusters Score: Raw -416.357312 + Penalty 51.034443 = -365.322869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.343622 sec): 3 clusters Score: Raw -419.611657 + Penalty 90.966711 = -328.644945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.345879 sec): 2 clusters Score: Raw -52608.438368 + Penalty 420.522550 = -52187.915818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.347128 sec): 3 clusters Score: Raw -52282.431974 + Penalty 840.560461 = -51441.871513 nChanged 191 SP:Iteration 1F (44.348370 sec): 3 clusters Score: Raw -52407.645940 + Penalty 840.696522 = -51566.949418 nChanged 70 SP:Iteration 2F (44.349610 sec): 3 clusters Score: Raw -52464.268883 + Penalty 841.481621 = -51622.787262 nChanged 45 SP:Iteration 3F (44.350844 sec): 3 clusters Score: Raw -52496.916084 + Penalty 841.636738 = -51655.279346 nChanged 30 SP:Iteration 4F (44.352060 sec): 3 clusters Score: Raw -52512.067274 + Penalty 841.539716 = -51670.527557 nChanged 19 SP:Iteration 5Q (44.353279 sec): 3 clusters Score: Raw -52521.807688 + Penalty 841.643414 = -51680.164274 nChanged 11 SP:Iteration 6Q (44.354535 sec): 3 clusters Score: Raw -52526.744769 + Penalty 841.698695 = -51685.046074 nChanged 11 SP:Iteration 7Q (44.355748 sec): 3 clusters Score: Raw -52531.183367 + Penalty 841.907697 = -51689.275671 nChanged 5 SP:Iteration 8Q (44.356947 sec): 3 clusters Score: Raw -52531.941250 + Penalty 841.935621 = -51690.005629 nChanged 1 SP:Iteration 9Q (44.358145 sec): 3 clusters Score: Raw -52532.058832 + Penalty 841.965545 = -51690.093287 nChanged 3 SP:Iteration 10F (44.359380 sec): 3 clusters Score: Raw -52532.515389 + Penalty 841.970309 = -51690.545080 nChanged 2 SP:Iteration 11Q (44.360614 sec): 3 clusters Score: Raw -52532.675365 + Penalty 841.996702 = -51690.678663 nChanged 1 SP:Iteration 12Q (44.361814 sec): 3 clusters Score: Raw -52532.649484 + Penalty 841.996702 = -51690.652782 nChanged 0 SP:Iteration 13F (44.363051 sec): 3 clusters Score: Raw -52532.649484 + Penalty 841.996702 = -51690.652782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.363739 sec): 2 clusters Score: Raw -6981.119690 + Penalty 384.521805 = -6596.597885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.364107 sec): 3 clusters Score: Raw -6997.016059 + Penalty 801.412308 = -6195.603751 nChanged 6 SP:Iteration 1F (44.364478 sec): 3 clusters Score: Raw -7013.874364 + Penalty 810.351014 = -6203.523350 nChanged 2 SP:Iteration 2Q (44.364820 sec): 3 clusters Score: Raw -7016.412565 + Penalty 814.537662 = -6201.874902 nChanged 1 SP:Iteration 3F (44.365168 sec): 3 clusters Score: Raw -7021.706220 + Penalty 814.537662 = -6207.168558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.365920 sec): 2 clusters Score: Raw -10125.966246 + Penalty 654.033541 = -9471.932705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.366338 sec): 3 clusters Score: Raw -10187.200545 + Penalty 1309.452268 = -8877.748278 nChanged 7 SP:Iteration 1F (44.366746 sec): 3 clusters Score: Raw -10209.249687 + Penalty 1309.452268 = -8899.797419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.368258 sec): 2 clusters Score: Raw -19968.995170 + Penalty 632.640910 = -19336.354260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.368896 sec): 3 clusters Score: Raw -19902.879887 + Penalty 1265.405022 = -18637.474865 nChanged 33 SP:Iteration 1F (44.369580 sec): 3 clusters Score: Raw -19957.614869 + Penalty 1264.582522 = -18693.032347 nChanged 15 SP:Iteration 2F (44.370216 sec): 3 clusters Score: Raw -19990.057080 + Penalty 1264.771479 = -18725.285601 nChanged 8 SP:Iteration 3Q (44.370822 sec): 3 clusters Score: Raw -20000.637263 + Penalty 1264.273463 = -18736.363801 nChanged 4 SP:Iteration 4Q (44.371428 sec): 3 clusters Score: Raw -20010.535152 + Penalty 1263.348007 = -18747.187145 nChanged 4 SP:Iteration 5Q (44.372036 sec): 3 clusters Score: Raw -20017.573055 + Penalty 1263.367075 = -18754.205980 nChanged 1 SP:Iteration 6Q (44.372635 sec): 3 clusters Score: Raw -20018.758179 + Penalty 1263.367075 = -18755.391104 nChanged 0 SP:Iteration 7F (44.373247 sec): 3 clusters Score: Raw -20018.758179 + Penalty 1263.367075 = -18755.391104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.374030 sec): 2 clusters Score: Raw -530.301709 + Penalty 149.617241 = -380.684469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.374254 sec): 3 clusters Score: Raw -529.681209 + Penalty 300.301349 = -229.379860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.375252 sec): 2 clusters Score: Raw -18300.533764 + Penalty 442.583477 = -17857.950287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.375840 sec): 3 clusters Score: Raw -18226.989020 + Penalty 878.738048 = -17348.250971 nChanged 59 SP:Iteration 1F (44.376418 sec): 3 clusters Score: Raw -18284.684708 + Penalty 871.193212 = -17413.491497 nChanged 17 SP:Iteration 2F (44.376995 sec): 3 clusters Score: Raw -18305.899486 + Penalty 870.283723 = -17435.615763 nChanged 6 SP:Iteration 3Q (44.377571 sec): 3 clusters Score: Raw -18314.569500 + Penalty 868.081605 = -17446.487894 nChanged 3 SP:Iteration 4Q (44.378156 sec): 3 clusters Score: Raw -18316.754526 + Penalty 868.554426 = -17448.200100 nChanged 1 SP:Iteration 5Q (44.378708 sec): 3 clusters Score: Raw -18317.182654 + Penalty 868.554426 = -17448.628228 nChanged 0 SP:Iteration 6F (44.379290 sec): 3 clusters Score: Raw -18317.182654 + Penalty 868.554426 = -17448.628228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.380872 sec): 2 clusters Score: Raw -39176.220868 + Penalty 605.371843 = -38570.849025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.381807 sec): 3 clusters Score: Raw -39000.780789 + Penalty 1214.139003 = -37786.641786 nChanged 113 SP:Iteration 1F (44.382728 sec): 3 clusters Score: Raw -39122.120984 + Penalty 1215.588797 = -37906.532187 nChanged 37 SP:Iteration 2F (44.383646 sec): 3 clusters Score: Raw -39161.416679 + Penalty 1216.897704 = -37944.518975 nChanged 18 SP:Iteration 3Q (44.384582 sec): 3 clusters Score: Raw -39176.193261 + Penalty 1218.515180 = -37957.678082 nChanged 10 SP:Iteration 4Q (44.385493 sec): 3 clusters Score: Raw -39182.048758 + Penalty 1219.197588 = -37962.851170 nChanged 3 SP:Iteration 5Q (44.386407 sec): 3 clusters Score: Raw -39183.566012 + Penalty 1219.241965 = -37964.324047 nChanged 1 SP:Iteration 6Q (44.387308 sec): 3 clusters Score: Raw -39184.392881 + Penalty 1219.390867 = -37965.002014 nChanged 4 SP:Iteration 7Q (44.388207 sec): 3 clusters Score: Raw -39186.562077 + Penalty 1218.894400 = -37967.667677 nChanged 3 SP:Iteration 8Q (44.389131 sec): 3 clusters Score: Raw -39195.758955 + Penalty 1218.440025 = -37977.318930 nChanged 3 SP:Iteration 9Q (44.390030 sec): 3 clusters Score: Raw -39197.575934 + Penalty 1219.057189 = -37978.518745 nChanged 2 SP:Iteration 10F (44.390949 sec): 3 clusters Score: Raw -39200.448444 + Penalty 1218.944767 = -37981.503677 nChanged 3 SP:Iteration 11Q (44.391845 sec): 3 clusters Score: Raw -39204.272322 + Penalty 1218.649750 = -37985.622573 nChanged 4 SP:Iteration 12Q (44.392738 sec): 3 clusters Score: Raw -39207.047926 + Penalty 1218.273804 = -37988.774122 nChanged 1 SP:Iteration 13Q (44.393649 sec): 3 clusters Score: Raw -39207.201801 + Penalty 1218.033688 = -37989.168114 nChanged 1 SP:Iteration 14Q (44.394548 sec): 3 clusters Score: Raw -39207.453376 + Penalty 1218.033688 = -37989.419688 nChanged 0 SP:Iteration 15F (44.395465 sec): 3 clusters Score: Raw -39207.453376 + Penalty 1218.033688 = -37989.419688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.395950 sec): 2 clusters Score: Raw -361.424580 + Penalty 86.074803 = -275.349777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.396166 sec): 3 clusters Score: Raw -356.589467 + Penalty 172.149605 = -184.439862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.396652 sec): 2 clusters Score: Raw -720.457612 + Penalty 166.871190 = -553.586422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.396874 sec): 3 clusters Score: Raw -719.866971 + Penalty 333.742380 = -386.124591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.398528 sec): 2 clusters Score: Raw -38768.974043 + Penalty 912.047058 = -37856.926985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.399506 sec): 3 clusters Score: Raw -38701.258831 + Penalty 1825.715468 = -36875.543362 nChanged 107 SP:Iteration 1F (44.400449 sec): 3 clusters Score: Raw -38840.705496 + Penalty 1828.471521 = -37012.233975 nChanged 20 SP:Iteration 2Q (44.401375 sec): 3 clusters Score: Raw -38880.372912 + Penalty 1831.591005 = -37048.781907 nChanged 16 SP:Iteration 3Q (44.402322 sec): 3 clusters Score: Raw -38903.338371 + Penalty 1834.241996 = -37069.096376 nChanged 9 SP:Iteration 4Q (44.403248 sec): 3 clusters Score: Raw -38912.205873 + Penalty 1836.060221 = -37076.145652 nChanged 8 SP:Iteration 5Q (44.404180 sec): 3 clusters Score: Raw -38923.103172 + Penalty 1837.956675 = -37085.146497 nChanged 9 SP:Iteration 6Q (44.405092 sec): 3 clusters Score: Raw -38937.661977 + Penalty 1839.102543 = -37098.559434 nChanged 8 SP:Iteration 7Q (44.406000 sec): 3 clusters Score: Raw -38954.315018 + Penalty 1840.056282 = -37114.258736 nChanged 11 SP:Iteration 8Q (44.406897 sec): 3 clusters Score: Raw -38968.038178 + Penalty 1840.406015 = -37127.632162 nChanged 3 SP:Iteration 9Q (44.407782 sec): 3 clusters Score: Raw -38970.242386 + Penalty 1840.181113 = -37130.061273 nChanged 3 SP:Iteration 10F (44.408746 sec): 3 clusters Score: Raw -38976.832137 + Penalty 1840.482647 = -37136.349490 nChanged 1 SP:Iteration 11Q (44.409644 sec): 3 clusters Score: Raw -38977.516630 + Penalty 1840.322494 = -37137.194136 nChanged 2 SP:Iteration 12Q (44.410532 sec): 3 clusters Score: Raw -38979.069808 + Penalty 1840.322494 = -37138.747314 nChanged 0 SP:Iteration 13F (44.411476 sec): 3 clusters Score: Raw -38979.069808 + Penalty 1840.322494 = -37138.747314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.411961 sec): 2 clusters Score: Raw -361.761791 + Penalty 95.288499 = -266.473292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.412177 sec): 3 clusters Score: Raw -354.631453 + Penalty 219.212133 = -135.419320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.412646 sec): 2 clusters Score: Raw -361.160571 + Penalty 110.767461 = -250.393110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.412859 sec): 3 clusters Score: Raw -357.263189 + Penalty 221.534922 = -135.728267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.413465 sec): 2 clusters Score: Raw -5382.543111 + Penalty 401.740789 = -4980.802322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.413779 sec): 3 clusters Score: Raw -5382.060181 + Penalty 801.164209 = -4580.895972 nChanged 5 SP:Iteration 1F (44.414087 sec): 3 clusters Score: Raw -5394.723636 + Penalty 801.164209 = -4593.559427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.414555 sec): 2 clusters Score: Raw -354.012208 + Penalty 93.768323 = -260.243884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.414761 sec): 3 clusters Score: Raw -353.850190 + Penalty 177.829007 = -176.021183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.415207 sec): 2 clusters Score: Raw -84.438695 + Penalty 0.000000 = -84.438695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.415392 sec): 2 clusters Score: Raw -84.438695 + Penalty 0.000000 = -84.438695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.415851 sec): 2 clusters Score: Raw -356.933388 + Penalty 105.089774 = -251.843614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.416064 sec): 3 clusters Score: Raw -352.828063 + Penalty 210.179549 = -142.648514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.416542 sec): 2 clusters Score: Raw -347.911393 + Penalty 107.554686 = -240.356707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.416751 sec): 3 clusters Score: Raw -350.167666 + Penalty 215.109371 = -135.058294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.417219 sec): 2 clusters Score: Raw -639.382601 + Penalty 153.869837 = -485.512764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.417439 sec): 3 clusters Score: Raw -632.799954 + Penalty 307.009577 = -325.790377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.418209 sec): 2 clusters Score: Raw -9405.568579 + Penalty 153.738936 = -9251.829642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.418665 sec): 3 clusters Score: Raw -9510.815066 + Penalty 499.339372 = -9011.475694 nChanged 45 SP:Iteration 1F (44.419119 sec): 3 clusters Score: Raw -9634.344027 + Penalty 534.695702 = -9099.648324 nChanged 2 SP:Iteration 2Q (44.419514 sec): 3 clusters Score: Raw -9641.225995 + Penalty 551.764764 = -9089.461230 nChanged 1 SP:Iteration 3F (44.419957 sec): 3 clusters Score: Raw -9651.590555 + Penalty 571.494195 = -9080.096360 nChanged 1 SP:Iteration 4F (44.420402 sec): 3 clusters Score: Raw -9660.245479 + Penalty 571.494195 = -9088.751284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.420853 sec): 2 clusters Score: Raw -84.865606 + Penalty 0.000000 = -84.865606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.421035 sec): 2 clusters Score: Raw -84.865606 + Penalty 0.000000 = -84.865606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.421489 sec): 2 clusters Score: Raw -182.216790 + Penalty 55.758247 = -126.458542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.421684 sec): 2 clusters Score: Raw -182.216790 + Penalty 55.758247 = -126.458542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.422149 sec): 2 clusters Score: Raw -362.988070 + Penalty 96.588685 = -266.399386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.422359 sec): 3 clusters Score: Raw -356.420998 + Penalty 188.937513 = -167.483485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.422876 sec): 2 clusters Score: Raw -2021.394252 + Penalty 267.989835 = -1753.404417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.423128 sec): 3 clusters Score: Raw -2038.159291 + Penalty 547.063348 = -1491.095943 nChanged 1 SP:Iteration 1Q (44.423371 sec): 3 clusters Score: Raw -2043.888011 + Penalty 547.063348 = -1496.824662 nChanged 0 SP:Iteration 2F (44.423619 sec): 3 clusters Score: Raw -2043.888011 + Penalty 547.063348 = -1496.824662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.424076 sec): 2 clusters Score: Raw -177.650417 + Penalty 54.461808 = -123.188609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.424285 sec): 3 clusters Score: Raw -172.191426 + Penalty 108.923616 = -63.267809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.424739 sec): 2 clusters Score: Raw -179.552627 + Penalty 58.421322 = -121.131306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.424951 sec): 2 clusters Score: Raw -179.552627 + Penalty 58.421322 = -121.131306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.425564 sec): 2 clusters Score: Raw -4946.659158 + Penalty 384.348187 = -4562.310971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.425883 sec): 3 clusters Score: Raw -4963.231334 + Penalty 766.985094 = -4196.246240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.426351 sec): 2 clusters Score: Raw -557.895013 + Penalty 162.012326 = -395.882687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.426565 sec): 3 clusters Score: Raw -551.975143 + Penalty 323.865850 = -228.109293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.427008 sec): 2 clusters Score: Raw -165.859328 + Penalty 9.704061 = -156.155268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.427196 sec): 3 clusters Score: Raw -163.795074 + Penalty 19.408121 = -144.386953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.427642 sec): 2 clusters Score: Raw -86.654951 + Penalty 0.000000 = -86.654951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.427832 sec): 2 clusters Score: Raw -86.654951 + Penalty 0.000000 = -86.654951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.428295 sec): 2 clusters Score: Raw -348.700146 + Penalty 76.267674 = -272.432472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.428502 sec): 3 clusters Score: Raw -342.980040 + Penalty 131.587237 = -211.392804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.428948 sec): 2 clusters Score: Raw -168.067171 + Penalty 20.193080 = -147.874091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.429133 sec): 2 clusters Score: Raw -168.067171 + Penalty 20.193080 = -147.874091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.429584 sec): 2 clusters Score: Raw -179.584918 + Penalty 60.421338 = -119.163581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.429776 sec): 2 clusters Score: Raw -179.584918 + Penalty 60.421338 = -119.163581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.430230 sec): 2 clusters Score: Raw -179.564723 + Penalty 48.557121 = -131.007602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.430423 sec): 2 clusters Score: Raw -179.564723 + Penalty 48.557121 = -131.007602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.430898 sec): 2 clusters Score: Raw -895.870416 + Penalty 182.130753 = -713.739663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.431121 sec): 3 clusters Score: Raw -904.393956 + Penalty 355.464571 = -548.929385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.431586 sec): 2 clusters Score: Raw -559.348443 + Penalty 160.853712 = -398.494731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.431820 sec): 3 clusters Score: Raw -552.356137 + Penalty 306.858628 = -245.497509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.432274 sec): 2 clusters Score: Raw -178.509718 + Penalty 51.623283 = -126.886435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.432466 sec): 2 clusters Score: Raw -178.509718 + Penalty 51.623283 = -126.886435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.432917 sec): 2 clusters Score: Raw -87.711320 + Penalty 0.000000 = -87.711320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.433107 sec): 2 clusters Score: Raw -87.711320 + Penalty 0.000000 = -87.711320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.433569 sec): 2 clusters Score: Raw -364.050675 + Penalty 101.167273 = -262.883402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.433764 sec): 2 clusters Score: Raw -364.050675 + Penalty 101.167273 = -262.883402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 199 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.434224 sec): 2 clusters Score: Raw -326.331248 + Penalty 39.132769 = -287.198479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.434420 sec): 2 clusters Score: Raw -326.331248 + Penalty 39.132769 = -287.198479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.434877 sec): 2 clusters Score: Raw -336.555905 + Penalty 74.687557 = -261.868347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.435085 sec): 3 clusters Score: Raw -336.971491 + Penalty 156.274343 = -180.697148 nChanged 0 Deleting Class 29 (109 points): Lose 510.724620 but Gain 1401.008721 Iteration 119Q (44.531744 sec): 60 clusters Score: Raw -1929874.399946 + Penalty 44593.611373 = -1885280.788573 nChanged 115 Deleting Class 139 (6 points): Lose 23.051278 but Gain 902.173020 Iteration 120F (45.162155 sec): 59 clusters Score: Raw -1930124.225487 + Penalty 43703.559654 = -1886420.665833 nChanged 33 Deleting Class 119 (2 points): Lose 3.648454 but Gain 875.998436 Iteration 121Q (45.239249 sec): 58 clusters Score: Raw -1930142.710533 + Penalty 42824.282508 = -1887318.428025 nChanged 18 Deleting Class 52 (57 points): Lose 132.825509 but Gain 998.562234 Iteration 122Q (45.316743 sec): 57 clusters Score: Raw -1930023.000957 + Penalty 41844.647434 = -1888178.353523 nChanged 75 Deleting Class 15 (132 points): Lose 450.657793 but Gain 1309.733622 Iteration 123Q (45.394326 sec): 56 clusters Score: Raw -1929647.706892 + Penalty 40606.553911 = -1889041.152981 nChanged 150 Deleting Class 85 (6 points): Lose 58.989874 but Gain 908.671287 Iteration 124Q (45.483591 sec): 55 clusters Score: Raw -1929835.395509 + Penalty 39740.849394 = -1890094.546115 nChanged 57 Deleting Class 175 (1 points): Lose 0.598808 but Gain 839.404593 Iteration 125Q (45.560349 sec): 54 clusters Score: Raw -1929883.165535 + Penalty 38935.139416 = -1890948.026119 nChanged 35 Deleting Class 78 (2 points): Lose 10.103709 but Gain 847.001878 Iteration 126Q (45.633624 sec): 53 clusters Score: Raw -1929891.552843 + Penalty 38091.221104 = -1891800.331739 nChanged 24 Deleting Class 20 (8 points): Lose 41.852061 but Gain 860.642006 Iteration 127Q (45.706357 sec): 52 clusters Score: Raw -1929858.554675 + Penalty 37236.482122 = -1892622.072553 nChanged 24 Deleting Class 94 (1 points): Lose 84.583958 but Gain 902.809280 Iteration 128Q (45.781059 sec): 51 clusters Score: Raw -1929790.467645 + Penalty 36306.325244 = -1893484.142401 nChanged 16 Deleting Class 16 (44 points): Lose 71.628386 but Gain 886.040882 Iteration 129Q (45.853204 sec): 50 clusters Score: Raw -1929725.637089 + Penalty 35428.926553 = -1894296.710535 nChanged 54 Deleting Class 72 (2 points): Lose 2.248951 but Gain 808.392193 Iteration 130F (46.384735 sec): 49 clusters Score: Raw -1929773.962392 + Penalty 34624.846106 = -1895149.116286 nChanged 17 Deleting Class 44 (7 points): Lose 27.201437 but Gain 814.211999 Iteration 131Q (46.458465 sec): 48 clusters Score: Raw -1929752.895363 + Penalty 33823.796833 = -1895929.098530 nChanged 20 Deleting Class 77 (2 points): Lose 3.943993 but Gain 789.596203 Iteration 132Q (46.530765 sec): 47 clusters Score: Raw -1929766.054937 + Penalty 33035.962237 = -1896730.092700 nChanged 8 Deleting Class 49 (4 points): Lose 20.969530 but Gain 802.962384 Iteration 133Q (46.601204 sec): 46 clusters Score: Raw -1929750.643118 + Penalty 32233.578423 = -1897517.064694 nChanged 8 Deleting Class 33 (6 points): Lose 68.674025 but Gain 839.151527 Iteration 134Q (46.677050 sec): 45 clusters Score: Raw -1929687.527241 + Penalty 31393.754338 = -1898293.772902 nChanged 9 Deleting Class 68 (7 points): Lose 24.271609 but Gain 794.637704 Iteration 135Q (46.748228 sec): 44 clusters Score: Raw -1929691.528971 + Penalty 30588.870400 = -1899102.658571 nChanged 9 Deleting Class 64 (4 points): Lose 9.791220 but Gain 761.804371 Iteration 136Q (46.817533 sec): 43 clusters Score: Raw -1929691.120372 + Penalty 29825.866917 = -1899865.253455 nChanged 4 Deleting Class 75 (23 points): Lose 108.168917 but Gain 858.916160 Iteration 137Q (46.887943 sec): 42 clusters Score: Raw -1929588.327371 + Penalty 29047.277005 = -1900541.050366 nChanged 23 Deleting Class 132 (10 points): Lose 44.271310 but Gain 794.888201 Iteration 138Q (46.956661 sec): 41 clusters Score: Raw -1929592.175219 + Penalty 28278.048890 = -1901314.126329 nChanged 16 Deleting Class 155 (2 points): Lose 2.238592 but Gain 748.442798 Iteration 139Q (47.025045 sec): 40 clusters Score: Raw -1929615.548684 + Penalty 27525.542576 = -1902090.006108 nChanged 8 Deleting Class 190 (4 points): Lose 6.311215 but Gain 733.369839 Iteration 140F (47.450365 sec): 39 clusters Score: Raw -1929617.268050 + Penalty 26790.344248 = -1902826.923802 nChanged 7 Deleting Class 66 (4 points): Lose 89.148148 but Gain 779.672713 Iteration 141Q (47.522687 sec): 38 clusters Score: Raw -1929534.996666 + Penalty 25972.767276 = -1903562.229390 nChanged 8 Deleting Class 73 (4 points): Lose 11.364518 but Gain 700.179275 Iteration 142Q (47.594559 sec): 37 clusters Score: Raw -1929535.681178 + Penalty 25270.855080 = -1904264.826098 nChanged 6 Deleting Class 129 (2 points): Lose 15.286742 but Gain 703.989082 Iteration 143Q (47.661008 sec): 36 clusters Score: Raw -1929528.020801 + Penalty 24563.384503 = -1904964.636297 nChanged 5 Deleting Class 48 (4 points): Lose 11.467282 but Gain 690.754125 Iteration 144Q (47.727096 sec): 35 clusters Score: Raw -1929521.331717 + Penalty 23871.193027 = -1905650.138690 nChanged 7 Deleting Class 83 (67 points): Lose 311.248202 but Gain 978.143820 Iteration 145Q (47.793307 sec): 34 clusters Score: Raw -1929215.739343 + Penalty 22971.808072 = -1906243.931271 nChanged 72 Deleting Class 23 (42 points): Lose 112.354100 but Gain 739.134748 Iteration 146Q (47.859376 sec): 33 clusters Score: Raw -1929251.833432 + Penalty 22236.112863 = -1907015.720569 nChanged 69 Deleting Class 40 (4 points): Lose 7.392412 but Gain 623.963285 Iteration 147Q (47.927105 sec): 32 clusters Score: Raw -1929321.995642 + Penalty 21614.814940 = -1907707.180702 nChanged 29 Deleting Class 6 (7 points): Lose 28.691339 but Gain 641.194032 Iteration 148Q (47.990953 sec): 31 clusters Score: Raw -1929308.714779 + Penalty 20998.822296 = -1908309.892483 nChanged 17 Deleting Class 17 (19 points): Lose 1036.982994 but Gain 1613.980303 Iteration 149Q (48.054968 sec): 30 clusters Score: Raw -1928291.633122 + Penalty 19791.024549 = -1908500.608573 nChanged 28 Deleting Class 13 (3 points): Lose 54.393878 but Gain 791.651168 Iteration 150F (48.374500 sec): 29 clusters Score: Raw -1928327.658476 + Penalty 19228.141914 = -1909099.516562 nChanged 10 Deleting Class 60 (4 points): Lose 113.271696 but Gain 679.734246 Iteration 151Q (48.444088 sec): 28 clusters Score: Raw -1928244.839515 + Penalty 18547.694296 = -1909697.145219 nChanged 7 Deleting Class 11 (212 points): Lose 699.445112 but Gain 1230.972632 Iteration 152Q (48.509100 sec): 27 clusters Score: Raw -1927565.477676 + Penalty 17402.606682 = -1910162.870994 nChanged 214 Deleting Class 28 (113 points): Lose 392.868504 but Gain 868.160322 Iteration 153Q (48.574735 sec): 26 clusters Score: Raw -1927633.371176 + Penalty 16762.996174 = -1910870.375002 nChanged 184 Deleting Class 205 (4 points): Lose 68.625925 but Gain 541.416213 Iteration 154Q (48.639998 sec): 25 clusters Score: Raw -1927807.319620 + Penalty 16246.562453 = -1911560.757166 nChanged 61 Deleting Class 101 (4 points): Lose 100.591071 but Gain 552.870607 Iteration 155Q (48.702915 sec): 24 clusters Score: Raw -1927758.784481 + Penalty 15674.696199 = -1912084.088283 nChanged 40 Deleting Class 62 (1 points): Lose 78.958984 but Gain 523.075084 Iteration 156Q (48.774851 sec): 23 clusters Score: Raw -1927715.322186 + Penalty 15127.812055 = -1912587.510131 nChanged 26 Deleting Class 32 (259 points): Lose 755.396119 but Gain 1189.885956 Iteration 157Q (48.835483 sec): 22 clusters Score: Raw -1926981.923496 + Penalty 14004.640724 = -1912977.282772 nChanged 283 Deleting Class 70 (1 points): Lose 82.077960 but Gain 394.754350 Iteration 158Q (48.896849 sec): 21 clusters Score: Raw -1927396.995416 + Penalty 13589.302296 = -1913807.693120 nChanged 90 Deleting Class 25 (5 points): Lose 30.820219 but Gain 318.660044 Iteration 159Q (48.957500 sec): 20 clusters Score: Raw -1927404.019944 + Penalty 13277.217222 = -1914126.802722 nChanged 52 Deleting Class 19 (21 points): Lose 61.813309 but Gain 306.491846 Iteration 160F (49.179043 sec): 19 clusters Score: Raw -1927367.246731 + Penalty 12971.642707 = -1914395.604024 nChanged 52 Deleting Class 199 (4 points): Lose 40.491469 but Gain 283.676644 Iteration 161Q (49.239466 sec): 18 clusters Score: Raw -1927369.002491 + Penalty 12688.671879 = -1914680.330613 nChanged 26 Deleting Class 4 (275 points): Lose 704.176899 but Gain 936.402732 Iteration 162Q (49.298273 sec): 17 clusters Score: Raw -1926680.501245 + Penalty 11785.928781 = -1914894.572464 nChanged 288 Deleting Class 34 (265 points): Lose 750.784534 but Gain 982.858929 Iteration 163Q (49.356791 sec): 16 clusters Score: Raw -1926349.996854 + Penalty 10842.766417 = -1915507.230437 nChanged 323 Deleting Class 102 (2 points): Lose 159.988412 but Gain 292.762581 Iteration 164Q (49.415361 sec): 15 clusters Score: Raw -1926688.354686 + Penalty 10498.336051 = -1916190.018634 nChanged 112 Deleting Class 2 (11 points): Lose 519.194351 but Gain 635.087194 Iteration 165Q (49.471253 sec): 14 clusters Score: Raw -1926198.060792 + Penalty 9763.391066 = -1916434.669726 nChanged 54 Deleting Class 87 (2 points): Lose 101.805742 but Gain 140.691057 Iteration 166Q (49.527060 sec): 13 clusters Score: Raw -1926147.711858 + Penalty 9551.314345 = -1916596.397512 nChanged 32 Iteration 167Q (49.581388 sec): 13 clusters Score: Raw -1926169.954655 + Penalty 9545.118370 = -1916624.836286 nChanged 21 Iteration 168Q (49.635482 sec): 13 clusters Score: Raw -1926211.460348 + Penalty 9549.091191 = -1916662.369157 nChanged 12 Iteration 169Q (49.689643 sec): 13 clusters Score: Raw -1926213.850972 + Penalty 9549.145686 = -1916664.705286 nChanged 5 Iteration 170F (49.842877 sec): 13 clusters Score: Raw -1926214.284572 + Penalty 9549.904944 = -1916664.379628 nChanged 5 Iteration 171F (49.995969 sec): 13 clusters Score: Raw -1926214.811522 + Penalty 9549.893564 = -1916664.917958 nChanged 1 Iteration 172Q (50.051477 sec): 13 clusters Score: Raw -1926214.882008 + Penalty 9549.893564 = -1916664.988444 nChanged 0 Iteration 173F (50.204520 sec): 13 clusters Score: Raw -1926214.882008 + Penalty 9549.893564 = -1916664.988444 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1926214.882008 + Penalty 9549.893564 = -1916664.988444Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.248649 sec): 2 clusters Score: Raw -1087.216975 + Penalty 183.347686 = -903.869289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.248893 sec): 3 clusters Score: Raw -1244.071483 + Penalty 381.527353 = -862.544130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.250826 sec): 2 clusters Score: Raw -30832.688773 + Penalty 46.755389 = -30785.933385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.251672 sec): 3 clusters Score: Raw -30588.064503 + Penalty 93.870308 = -30494.194195 nChanged 152 SP:Iteration 1F (50.252495 sec): 3 clusters Score: Raw -30676.921646 + Penalty 94.586066 = -30582.335580 nChanged 50 SP:Iteration 2F (50.253311 sec): 3 clusters Score: Raw -30718.245152 + Penalty 95.503873 = -30622.741279 nChanged 25 SP:Iteration 3F (50.254122 sec): 3 clusters Score: Raw -30730.476793 + Penalty 97.262833 = -30633.213959 nChanged 21 SP:Iteration 4F (50.254933 sec): 3 clusters Score: Raw -30737.164158 + Penalty 95.208944 = -30641.955214 nChanged 23 SP:Iteration 5F (50.255744 sec): 3 clusters Score: Raw -30747.350294 + Penalty 102.093491 = -30645.256803 nChanged 38 SP:Iteration 6F (50.256532 sec): 3 clusters Score: Raw -30790.863028 + Penalty 46.755389 = -30744.107639 nChanged 35 SP:Iteration 7F (50.257175 sec): 2 clusters Score: Raw -30832.688773 + Penalty 46.755389 = -30785.933385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 5 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.269611 sec): 2 clusters Score: Raw -227455.125617 + Penalty 531.204208 = -226923.921409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.274465 sec): 3 clusters Score: Raw -225890.936772 + Penalty 1058.432289 = -224832.504482 nChanged 1094 SP:Iteration 1F (50.279265 sec): 3 clusters Score: Raw -226601.901138 + Penalty 1057.188802 = -225544.712335 nChanged 337 SP:Iteration 2F (50.284031 sec): 3 clusters Score: Raw -226813.979576 + Penalty 1059.987160 = -225753.992416 nChanged 197 SP:Iteration 3F (50.288792 sec): 3 clusters Score: Raw -226949.988014 + Penalty 1061.293771 = -225888.694243 nChanged 160 SP:Iteration 4F (50.293543 sec): 3 clusters Score: Raw -227056.807932 + Penalty 1061.728984 = -225995.078948 nChanged 107 SP:Iteration 5Q (50.298380 sec): 3 clusters Score: Raw -227125.283696 + Penalty 1060.308454 = -226064.975241 nChanged 76 SP:Iteration 6Q (50.303058 sec): 3 clusters Score: Raw -227168.478891 + Penalty 1060.234409 = -226108.244483 nChanged 68 SP:Iteration 7Q (50.307820 sec): 3 clusters Score: Raw -227217.172938 + Penalty 1061.106816 = -226156.066122 nChanged 53 SP:Iteration 8Q (50.312548 sec): 3 clusters Score: Raw -227236.862388 + Penalty 1063.532004 = -226173.330384 nChanged 51 SP:Iteration 9Q (50.317344 sec): 3 clusters Score: Raw -227251.012602 + Penalty 1066.747651 = -226184.264952 nChanged 31 SP:Iteration 10F (50.322220 sec): 3 clusters Score: Raw -227258.207198 + Penalty 1069.217343 = -226188.989855 nChanged 27 SP:Iteration 11Q (50.326960 sec): 3 clusters Score: Raw -227264.179869 + Penalty 1071.266492 = -226192.913377 nChanged 29 SP:Iteration 12Q (50.331729 sec): 3 clusters Score: Raw -227270.154933 + Penalty 1072.954727 = -226197.200206 nChanged 23 SP:Iteration 13Q (50.336414 sec): 3 clusters Score: Raw -227277.314289 + Penalty 1077.724668 = -226199.589621 nChanged 39 SP:Iteration 14Q (50.341046 sec): 3 clusters Score: Raw -227287.155794 + Penalty 1084.113227 = -226203.042567 nChanged 39 SP:Iteration 15Q (50.345713 sec): 3 clusters Score: Raw -227296.125735 + Penalty 1089.262727 = -226206.863008 nChanged 31 SP:Iteration 16Q (50.350502 sec): 3 clusters Score: Raw -227302.357382 + Penalty 1093.340719 = -226209.016663 nChanged 23 SP:Iteration 17Q (50.355187 sec): 3 clusters Score: Raw -227307.403310 + Penalty 1096.784386 = -226210.618925 nChanged 20 SP:Iteration 18Q (50.359894 sec): 3 clusters Score: Raw -227310.954233 + Penalty 1100.519056 = -226210.435177 nChanged 20 SP:Iteration 19F (50.364729 sec): 3 clusters Score: Raw -227314.991878 + Penalty 1104.182452 = -226210.809426 nChanged 21 SP:Iteration 20F (50.369584 sec): 3 clusters Score: Raw -227318.687647 + Penalty 1107.003881 = -226211.683767 nChanged 17 SP:Iteration 21Q (50.374193 sec): 3 clusters Score: Raw -227321.666222 + Penalty 1109.827571 = -226211.838652 nChanged 16 SP:Iteration 22Q (50.378907 sec): 3 clusters Score: Raw -227324.693183 + Penalty 1112.718554 = -226211.974628 nChanged 14 SP:Iteration 23Q (50.383610 sec): 3 clusters Score: Raw -227326.901651 + Penalty 1114.301126 = -226212.600525 nChanged 7 SP:Iteration 24Q (50.388197 sec): 3 clusters Score: Raw -227327.602726 + Penalty 1115.185681 = -226212.417045 nChanged 4 SP:Iteration 25F (50.393030 sec): 3 clusters Score: Raw -227327.858312 + Penalty 1116.235828 = -226211.622483 nChanged 5 SP:Iteration 26F (50.397897 sec): 3 clusters Score: Raw -227328.294005 + Penalty 1116.841077 = -226211.452928 nChanged 2 SP:Iteration 27F (50.402716 sec): 3 clusters Score: Raw -227328.570686 + Penalty 1117.892564 = -226210.678122 nChanged 4 SP:Iteration 28F (50.407581 sec): 3 clusters Score: Raw -227328.897387 + Penalty 1119.220392 = -226209.676995 nChanged 6 SP:Iteration 29F (50.412446 sec): 3 clusters Score: Raw -227329.502184 + Penalty 1120.594321 = -226208.907864 nChanged 7 SP:Iteration 30F (50.417319 sec): 3 clusters Score: Raw -227330.222595 + Penalty 1121.546880 = -226208.675715 nChanged 4 SP:Iteration 31F (50.422236 sec): 3 clusters Score: Raw -227330.660900 + Penalty 1122.798176 = -226207.862725 nChanged 7 SP:Iteration 32F (50.427077 sec): 3 clusters Score: Raw -227331.756557 + Penalty 1125.133505 = -226206.623051 nChanged 11 SP:Iteration 33F (50.431942 sec): 3 clusters Score: Raw -227333.233788 + Penalty 1127.699265 = -226205.534523 nChanged 13 SP:Iteration 34F (50.436681 sec): 3 clusters Score: Raw -227335.202002 + Penalty 1129.495006 = -226205.706996 nChanged 14 SP:Iteration 35Q (50.441270 sec): 3 clusters Score: Raw -227337.678654 + Penalty 1131.851931 = -226205.826722 nChanged 12 SP:Iteration 36Q (50.445894 sec): 3 clusters Score: Raw -227340.050307 + Penalty 1134.455153 = -226205.595155 nChanged 12 SP:Iteration 37F (50.450632 sec): 3 clusters Score: Raw -227343.076088 + Penalty 1138.823685 = -226204.252402 nChanged 24 SP:Iteration 38F (50.455390 sec): 3 clusters Score: Raw -227349.161311 + Penalty 1142.607391 = -226206.553919 nChanged 22 SP:Iteration 39Q (50.459979 sec): 3 clusters Score: Raw -227354.205728 + Penalty 1146.200499 = -226208.005229 nChanged 20 SP:Iteration 40F (50.464847 sec): 3 clusters Score: Raw -227358.712135 + Penalty 1150.939548 = -226207.772587 nChanged 26 SP:Iteration 41F (50.469686 sec): 3 clusters Score: Raw -227366.727827 + Penalty 1155.149945 = -226211.577882 nChanged 20 SP:Iteration 42Q (50.474259 sec): 3 clusters Score: Raw -227372.814423 + Penalty 1160.474478 = -226212.339945 nChanged 25 SP:Iteration 43Q (50.478927 sec): 3 clusters Score: Raw -227379.280518 + Penalty 1164.317700 = -226214.962818 nChanged 18 SP:Iteration 44Q (50.483582 sec): 3 clusters Score: Raw -227384.113642 + Penalty 1168.035879 = -226216.077762 nChanged 21 SP:Iteration 45Q (50.488116 sec): 3 clusters Score: Raw -227390.359252 + Penalty 1170.297641 = -226220.061611 nChanged 18 SP:Iteration 46Q (50.492654 sec): 3 clusters Score: Raw -227395.433726 + Penalty 1174.562119 = -226220.871607 nChanged 19 SP:Iteration 47Q (50.497310 sec): 3 clusters Score: Raw -227400.049137 + Penalty 1178.135318 = -226221.913819 nChanged 22 SP:Iteration 48Q (50.501942 sec): 3 clusters Score: Raw -227406.496361 + Penalty 1183.482736 = -226223.013625 nChanged 27 SP:Iteration 49Q (50.506531 sec): 3 clusters Score: Raw -227416.539470 + Penalty 1188.524605 = -226228.014865 nChanged 27 SP:Iteration 50F (50.511375 sec): 3 clusters Score: Raw -227426.092122 + Penalty 1194.113332 = -226231.978790 nChanged 30 SP:Iteration 51Q (50.516001 sec): 3 clusters Score: Raw -227436.464750 + Penalty 1200.089175 = -226236.375574 nChanged 29 SP:Iteration 52Q (50.520584 sec): 3 clusters Score: Raw -227446.539471 + Penalty 1204.452967 = -226242.086504 nChanged 27 SP:Iteration 53Q (50.525133 sec): 3 clusters Score: Raw -227452.741967 + Penalty 1207.356832 = -226245.385135 nChanged 12 SP:Iteration 54Q (50.529594 sec): 3 clusters Score: Raw -227455.542742 + Penalty 1209.039565 = -226246.503177 nChanged 15 SP:Iteration 55Q (50.534008 sec): 3 clusters Score: Raw -227459.951587 + Penalty 1211.547672 = -226248.403915 nChanged 10 SP:Iteration 56Q (50.538404 sec): 3 clusters Score: Raw -227462.734637 + Penalty 1215.979783 = -226246.754854 nChanged 18 SP:Iteration 57F (50.543265 sec): 3 clusters Score: Raw -227468.224228 + Penalty 1219.121797 = -226249.102431 nChanged 17 SP:Iteration 58Q (50.547654 sec): 3 clusters Score: Raw -227472.551473 + Penalty 1223.378122 = -226249.173350 nChanged 13 SP:Iteration 59Q (50.552022 sec): 3 clusters Score: Raw -227476.455165 + Penalty 1228.882022 = -226247.573144 nChanged 18 SP:Iteration 60F (50.556754 sec): 3 clusters Score: Raw -227483.200441 + Penalty 1235.228267 = -226247.972174 nChanged 15 SP:Iteration 61Q (50.561197 sec): 3 clusters Score: Raw -227488.427000 + Penalty 1238.073896 = -226250.353104 nChanged 11 SP:Iteration 62Q (50.565613 sec): 3 clusters Score: Raw -227492.107340 + Penalty 1240.064633 = -226252.042706 nChanged 13 SP:Iteration 63Q (50.570004 sec): 3 clusters Score: Raw -227497.161942 + Penalty 1242.415993 = -226254.745948 nChanged 11 SP:Iteration 64Q (50.574370 sec): 3 clusters Score: Raw -227500.548764 + Penalty 1244.121894 = -226256.426869 nChanged 7 SP:Iteration 65Q (50.578718 sec): 3 clusters Score: Raw -227502.075810 + Penalty 1244.534168 = -226257.541643 nChanged 5 SP:Iteration 66Q (50.583070 sec): 3 clusters Score: Raw -227503.889331 + Penalty 1247.287072 = -226256.602260 nChanged 5 SP:Iteration 67F (50.587961 sec): 3 clusters Score: Raw -227505.097613 + Penalty 1248.768751 = -226256.328862 nChanged 4 SP:Iteration 68F (50.592668 sec): 3 clusters Score: Raw -227506.230845 + Penalty 1250.489537 = -226255.741308 nChanged 4 SP:Iteration 69F (50.597497 sec): 3 clusters Score: Raw -227507.149593 + Penalty 1251.446386 = -226255.703206 nChanged 3 SP:Iteration 70F (50.602304 sec): 3 clusters Score: Raw -227507.739077 + Penalty 1253.093948 = -226254.645129 nChanged 2 SP:Iteration 71F (50.607070 sec): 3 clusters Score: Raw -227508.113266 + Penalty 1254.734688 = -226253.378579 nChanged 2 SP:Iteration 72F (50.611890 sec): 3 clusters Score: Raw -227508.472236 + Penalty 1257.966990 = -226250.505246 nChanged 5 SP:Iteration 73F (50.616727 sec): 3 clusters Score: Raw -227511.237564 + Penalty 1260.611279 = -226250.626286 nChanged 6 SP:Iteration 74Q (50.621325 sec): 3 clusters Score: Raw -227513.533798 + Penalty 1262.227590 = -226251.306209 nChanged 3 SP:Iteration 75Q (50.625518 sec): 3 clusters Score: Raw -227514.540657 + Penalty 1264.571635 = -226249.969022 nChanged 5 SP:Iteration 76F (50.630305 sec): 3 clusters Score: Raw -227516.103357 + Penalty 1265.675684 = -226250.427673 nChanged 2 SP:Iteration 77Q (50.634517 sec): 3 clusters Score: Raw -227516.386016 + Penalty 1266.211621 = -226250.174395 nChanged 1 SP:Iteration 78F (50.639261 sec): 3 clusters Score: Raw -227516.542403 + Penalty 1266.322089 = -226250.220314 nChanged 1 SP:Iteration 79Q (50.643442 sec): 3 clusters Score: Raw -227516.579177 + Penalty 1266.751033 = -226249.828144 nChanged 1 SP:Iteration 80F (50.648329 sec): 3 clusters Score: Raw -227516.759687 + Penalty 1267.312346 = -226249.447341 nChanged 2 SP:Iteration 81F (50.653141 sec): 3 clusters Score: Raw -227516.941559 + Penalty 1267.473395 = -226249.468164 nChanged 1 SP:Iteration 82Q (50.657409 sec): 3 clusters Score: Raw -227517.008250 + Penalty 1267.473395 = -226249.534855 nChanged 0 SP:Iteration 83F (50.662256 sec): 3 clusters Score: Raw -227517.008250 + Penalty 1267.473395 = -226249.534855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.664937 sec): 2 clusters Score: Raw -39214.275926 + Penalty 119.947382 = -39094.328544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.665983 sec): 3 clusters Score: Raw -38960.927709 + Penalty 248.201359 = -38712.726350 nChanged 184 SP:Iteration 1F (50.667018 sec): 3 clusters Score: Raw -39126.761789 + Penalty 262.724695 = -38864.037094 nChanged 41 SP:Iteration 2F (50.668011 sec): 3 clusters Score: Raw -39168.448228 + Penalty 283.778376 = -38884.669853 nChanged 28 SP:Iteration 3F (50.668999 sec): 3 clusters Score: Raw -39194.865978 + Penalty 302.109724 = -38892.756254 nChanged 12 SP:Iteration 4Q (50.669900 sec): 3 clusters Score: Raw -39203.114736 + Penalty 289.466667 = -38913.648070 nChanged 6 SP:Iteration 5Q (50.670756 sec): 3 clusters Score: Raw -39207.978398 + Penalty 119.947382 = -39088.031017 nChanged 5 SP:Iteration 6Q (50.671518 sec): 2 clusters Score: Raw -39214.275926 + Penalty 119.947382 = -39094.328544 nChanged 0 SP:Iteration 7F (50.672300 sec): 2 clusters Score: Raw -39214.275926 + Penalty 119.947382 = -39094.328544 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 9 (15711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.743943 sec): 2 clusters Score: Raw -1317204.519621 + Penalty 274.072188 = -1316930.447433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.774243 sec): 3 clusters Score: Raw -1306535.876134 + Penalty 630.917519 = -1305904.958614 nChanged 7621 SP:Iteration 1F (50.804172 sec): 3 clusters Score: Raw -1312895.559708 + Penalty 794.474300 = -1312101.085408 nChanged 2650 SP:Iteration 2F (50.833965 sec): 3 clusters Score: Raw -1316014.541942 + Penalty 951.756382 = -1315062.785560 nChanged 819 SP:Iteration 3F (50.863166 sec): 3 clusters Score: Raw -1316963.665906 + Penalty 1029.735558 = -1315933.930348 nChanged 238 SP:Iteration 4Q (50.888202 sec): 3 clusters Score: Raw -1317205.936666 + Penalty 1081.274504 = -1316124.662161 nChanged 107 SP:Iteration 5Q (50.911771 sec): 3 clusters Score: Raw -1317293.059776 + Penalty 1087.258196 = -1316205.801581 nChanged 49 SP:Iteration 6Q (50.935288 sec): 3 clusters Score: Raw -1317321.163819 + Penalty 1093.435022 = -1316227.728796 nChanged 30 SP:Iteration 7Q (50.958584 sec): 3 clusters Score: Raw -1317334.627870 + Penalty 1100.545230 = -1316234.082640 nChanged 9 SP:Iteration 8Q (50.981598 sec): 3 clusters Score: Raw -1317339.396417 + Penalty 1105.087770 = -1316234.308647 nChanged 4 SP:Iteration 9Q (51.004486 sec): 3 clusters Score: Raw -1317340.592659 + Penalty 1103.525058 = -1316237.067601 nChanged 2 SP:Iteration 10F (51.033966 sec): 3 clusters Score: Raw -1317341.104821 + Penalty 1102.204906 = -1316238.899915 nChanged 3 SP:Iteration 11Q (51.056949 sec): 3 clusters Score: Raw -1317342.075309 + Penalty 1102.204906 = -1316239.870403 nChanged 0 SP:Iteration 12F (51.086252 sec): 3 clusters Score: Raw -1317342.075309 + Penalty 1102.204906 = -1316239.870403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.097526 sec): 2 clusters Score: Raw -33003.783604 + Penalty 642.531131 = -32361.252473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.098432 sec): 3 clusters Score: Raw -32879.842856 + Penalty 1283.358497 = -31596.484360 nChanged 105 SP:Iteration 1F (51.099328 sec): 3 clusters Score: Raw -32988.931865 + Penalty 1283.029212 = -31705.902653 nChanged 21 SP:Iteration 2F (51.100222 sec): 3 clusters Score: Raw -33015.142973 + Penalty 1283.581218 = -31731.561754 nChanged 12 SP:Iteration 3Q (51.101127 sec): 3 clusters Score: Raw -33027.821639 + Penalty 1284.719641 = -31743.101997 nChanged 6 SP:Iteration 4Q (51.101998 sec): 3 clusters Score: Raw -33035.627961 + Penalty 1285.651347 = -31749.976614 nChanged 7 SP:Iteration 5Q (51.102866 sec): 3 clusters Score: Raw -33041.920761 + Penalty 1286.074365 = -31755.846396 nChanged 2 SP:Iteration 6Q (51.103752 sec): 3 clusters Score: Raw -33045.303041 + Penalty 1286.305732 = -31758.997309 nChanged 3 SP:Iteration 7Q (51.104620 sec): 3 clusters Score: Raw -33049.910926 + Penalty 1286.630071 = -31763.280855 nChanged 4 SP:Iteration 8Q (51.105485 sec): 3 clusters Score: Raw -33057.218719 + Penalty 1287.154847 = -31770.063871 nChanged 4 SP:Iteration 9Q (51.106349 sec): 3 clusters Score: Raw -33067.888966 + Penalty 1287.285530 = -31780.603435 nChanged 6 SP:Iteration 10F (51.107237 sec): 3 clusters Score: Raw -33079.076525 + Penalty 1288.213205 = -31790.863321 nChanged 4 SP:Iteration 11Q (51.108135 sec): 3 clusters Score: Raw -33081.558465 + Penalty 1288.127293 = -31793.431172 nChanged 2 SP:Iteration 12Q (51.108999 sec): 3 clusters Score: Raw -33082.088143 + Penalty 1288.565590 = -31793.522553 nChanged 1 SP:Iteration 13Q (51.109856 sec): 3 clusters Score: Raw -33082.615967 + Penalty 1288.565590 = -31794.050377 nChanged 0 SP:Iteration 14F (51.110740 sec): 3 clusters Score: Raw -33082.615967 + Penalty 1288.565590 = -31794.050377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (1534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.116132 sec): 2 clusters Score: Raw -140989.222574 + Penalty 826.049457 = -140163.173118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.119160 sec): 3 clusters Score: Raw -140189.791808 + Penalty 1652.138641 = -138537.653167 nChanged 555 SP:Iteration 1F (51.122029 sec): 3 clusters Score: Raw -140595.703111 + Penalty 1651.874866 = -138943.828245 nChanged 188 SP:Iteration 2F (51.124957 sec): 3 clusters Score: Raw -140740.084459 + Penalty 1652.008831 = -139088.075627 nChanged 109 SP:Iteration 3F (51.127949 sec): 3 clusters Score: Raw -140823.037096 + Penalty 1651.915355 = -139171.121741 nChanged 73 SP:Iteration 4Q (51.130896 sec): 3 clusters Score: Raw -140882.605835 + Penalty 1651.888941 = -139230.716894 nChanged 56 SP:Iteration 5Q (51.133839 sec): 3 clusters Score: Raw -140923.124583 + Penalty 1651.860609 = -139271.263974 nChanged 44 SP:Iteration 6Q (51.136786 sec): 3 clusters Score: Raw -140948.768777 + Penalty 1652.191759 = -139296.577018 nChanged 34 SP:Iteration 7Q (51.139676 sec): 3 clusters Score: Raw -140972.437239 + Penalty 1652.449231 = -139319.988008 nChanged 40 SP:Iteration 8Q (51.142560 sec): 3 clusters Score: Raw -141000.436861 + Penalty 1652.554422 = -139347.882440 nChanged 36 SP:Iteration 9Q (51.145366 sec): 3 clusters Score: Raw -141022.165027 + Penalty 1652.746865 = -139369.418162 nChanged 29 SP:Iteration 10F (51.148304 sec): 3 clusters Score: Raw -141036.132765 + Penalty 1652.774587 = -139383.358177 nChanged 23 SP:Iteration 11Q (51.151143 sec): 3 clusters Score: Raw -141049.166141 + Penalty 1652.971541 = -139396.194600 nChanged 25 SP:Iteration 12Q (51.153922 sec): 3 clusters Score: Raw -141064.574816 + Penalty 1653.056528 = -139411.518288 nChanged 14 SP:Iteration 13Q (51.156710 sec): 3 clusters Score: Raw -141071.989978 + Penalty 1653.038525 = -139418.951453 nChanged 19 SP:Iteration 14Q (51.159526 sec): 3 clusters Score: Raw -141080.460156 + Penalty 1653.069297 = -139427.390859 nChanged 17 SP:Iteration 15Q (51.162326 sec): 3 clusters Score: Raw -141088.989332 + Penalty 1653.016996 = -139435.972337 nChanged 14 SP:Iteration 16Q (51.165087 sec): 3 clusters Score: Raw -141094.896950 + Penalty 1653.031495 = -139441.865455 nChanged 11 SP:Iteration 17Q (51.167870 sec): 3 clusters Score: Raw -141098.968667 + Penalty 1653.138066 = -139445.830602 nChanged 5 SP:Iteration 18Q (51.170599 sec): 3 clusters Score: Raw -141100.796247 + Penalty 1653.362320 = -139447.433927 nChanged 5 SP:Iteration 19Q (51.173390 sec): 3 clusters Score: Raw -141102.232867 + Penalty 1653.399323 = -139448.833544 nChanged 2 SP:Iteration 20F (51.176292 sec): 3 clusters Score: Raw -141103.265931 + Penalty 1653.399323 = -139449.866608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.177990 sec): 2 clusters Score: Raw -12221.853485 + Penalty 336.971078 = -11884.882407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.178479 sec): 3 clusters Score: Raw -12186.216686 + Penalty 673.016580 = -11513.200106 nChanged 30 SP:Iteration 1F (51.178961 sec): 3 clusters Score: Raw -12217.094896 + Penalty 670.244241 = -11546.850655 nChanged 10 SP:Iteration 2F (51.179439 sec): 3 clusters Score: Raw -12231.251037 + Penalty 673.160411 = -11558.090626 nChanged 7 SP:Iteration 3Q (51.179911 sec): 3 clusters Score: Raw -12252.833845 + Penalty 671.006210 = -11581.827635 nChanged 9 SP:Iteration 4F (51.180408 sec): 3 clusters Score: Raw -12267.847374 + Penalty 668.925101 = -11598.922273 nChanged 3 SP:Iteration 5Q (51.180889 sec): 3 clusters Score: Raw -12270.453020 + Penalty 668.925101 = -11601.527919 nChanged 0 SP:Iteration 6F (51.181368 sec): 3 clusters Score: Raw -12270.453020 + Penalty 668.925101 = -11601.527919 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.185131 sec): 2 clusters Score: Raw -64018.261446 + Penalty 460.887247 = -63557.374198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.186650 sec): 3 clusters Score: Raw -63633.453408 + Penalty 923.216688 = -62710.236719 nChanged 277 SP:Iteration 1F (51.188132 sec): 3 clusters Score: Raw -63828.804523 + Penalty 923.563212 = -62905.241311 nChanged 76 SP:Iteration 2F (51.189603 sec): 3 clusters Score: Raw -63897.325073 + Penalty 922.929998 = -62974.395075 nChanged 41 SP:Iteration 3F (51.191108 sec): 3 clusters Score: Raw -63927.744863 + Penalty 921.946794 = -63005.798069 nChanged 33 SP:Iteration 4Q (51.192564 sec): 3 clusters Score: Raw -63946.504496 + Penalty 921.782036 = -63024.722460 nChanged 27 SP:Iteration 5Q (51.194004 sec): 3 clusters Score: Raw -63958.796590 + Penalty 921.780897 = -63037.015693 nChanged 26 SP:Iteration 6Q (51.195459 sec): 3 clusters Score: Raw -63971.960952 + Penalty 922.157445 = -63049.803508 nChanged 17 SP:Iteration 7Q (51.196938 sec): 3 clusters Score: Raw -63977.928346 + Penalty 923.199442 = -63054.728904 nChanged 15 SP:Iteration 8Q (51.198391 sec): 3 clusters Score: Raw -63982.869645 + Penalty 924.614822 = -63058.254824 nChanged 15 SP:Iteration 9Q (51.199853 sec): 3 clusters Score: Raw -63986.849210 + Penalty 925.987026 = -63060.862183 nChanged 7 SP:Iteration 10F (51.201308 sec): 3 clusters Score: Raw -63988.671508 + Penalty 927.069907 = -63061.601600 nChanged 7 SP:Iteration 11Q (51.202782 sec): 3 clusters Score: Raw -63990.583298 + Penalty 928.549007 = -63062.034291 nChanged 6 SP:Iteration 12Q (51.204261 sec): 3 clusters Score: Raw -63992.925725 + Penalty 928.326083 = -63064.599642 nChanged 4 SP:Iteration 13Q (51.205718 sec): 3 clusters Score: Raw -63994.846207 + Penalty 927.805087 = -63067.041120 nChanged 9 SP:Iteration 14Q (51.207243 sec): 3 clusters Score: Raw -63997.628294 + Penalty 928.091806 = -63069.536488 nChanged 8 SP:Iteration 15Q (51.208730 sec): 3 clusters Score: Raw -63999.836251 + Penalty 929.447550 = -63070.388701 nChanged 6 SP:Iteration 16Q (51.210197 sec): 3 clusters Score: Raw -64002.191170 + Penalty 930.491320 = -63071.699849 nChanged 4 SP:Iteration 17Q (51.211657 sec): 3 clusters Score: Raw -64003.071052 + Penalty 931.287618 = -63071.783434 nChanged 5 SP:Iteration 18Q (51.213142 sec): 3 clusters Score: Raw -64003.715362 + Penalty 931.880720 = -63071.834641 nChanged 3 SP:Iteration 19Q (51.214626 sec): 3 clusters Score: Raw -64004.060926 + Penalty 932.688087 = -63071.372839 nChanged 1 SP:Iteration 20F (51.216137 sec): 3 clusters Score: Raw -64004.146678 + Penalty 933.282670 = -63070.864008 nChanged 1 SP:Iteration 21F (51.217651 sec): 3 clusters Score: Raw -64004.253986 + Penalty 933.895463 = -63070.358523 nChanged 1 SP:Iteration 22F (51.219138 sec): 3 clusters Score: Raw -64004.372992 + Penalty 935.466563 = -63068.906429 nChanged 2 SP:Iteration 23F (51.220610 sec): 3 clusters Score: Raw -64005.025022 + Penalty 939.388332 = -63065.636690 nChanged 8 SP:Iteration 24F (51.222085 sec): 3 clusters Score: Raw -64008.942873 + Penalty 945.011726 = -63063.931147 nChanged 10 SP:Iteration 25F (51.223542 sec): 3 clusters Score: Raw -64016.550115 + Penalty 952.431854 = -63064.118260 nChanged 14 SP:Iteration 26Q (51.225023 sec): 3 clusters Score: Raw -64027.008356 + Penalty 960.034198 = -63066.974157 nChanged 13 SP:Iteration 27Q (51.226499 sec): 3 clusters Score: Raw -64036.678583 + Penalty 970.785197 = -63065.893386 nChanged 11 SP:Iteration 28F (51.227983 sec): 3 clusters Score: Raw -64047.505465 + Penalty 978.957575 = -63068.547891 nChanged 11 SP:Iteration 29Q (51.229428 sec): 3 clusters Score: Raw -64057.910323 + Penalty 981.740165 = -63076.170159 nChanged 6 SP:Iteration 30F (51.230919 sec): 3 clusters Score: Raw -64061.340464 + Penalty 988.703822 = -63072.636643 nChanged 7 SP:Iteration 31F (51.232422 sec): 3 clusters Score: Raw -64065.360934 + Penalty 990.939322 = -63074.421612 nChanged 5 SP:Iteration 32Q (51.233834 sec): 3 clusters Score: Raw -64067.017156 + Penalty 994.147950 = -63072.869206 nChanged 3 SP:Iteration 33F (51.235395 sec): 3 clusters Score: Raw -64067.942143 + Penalty 995.967168 = -63071.974975 nChanged 3 SP:Iteration 34F (51.236953 sec): 3 clusters Score: Raw -64068.847074 + Penalty 995.967168 = -63072.879906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.244402 sec): 2 clusters Score: Raw -38557.220302 + Penalty 627.364796 = -37929.855506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.245359 sec): 3 clusters Score: Raw -38399.087344 + Penalty 1255.013792 = -37144.073552 nChanged 118 SP:Iteration 1F (51.246286 sec): 3 clusters Score: Raw -38498.864081 + Penalty 1255.458403 = -37243.405678 nChanged 28 SP:Iteration 2F (51.247215 sec): 3 clusters Score: Raw -38525.316236 + Penalty 1256.055868 = -37269.260369 nChanged 16 SP:Iteration 3Q (51.248135 sec): 3 clusters Score: Raw -38545.095994 + Penalty 1257.030432 = -37288.065562 nChanged 9 SP:Iteration 4Q (51.249070 sec): 3 clusters Score: Raw -38552.333072 + Penalty 1259.052985 = -37293.280088 nChanged 8 SP:Iteration 5Q (51.249990 sec): 3 clusters Score: Raw -38561.691614 + Penalty 1260.598560 = -37301.093053 nChanged 8 SP:Iteration 6Q (51.250902 sec): 3 clusters Score: Raw -38569.593364 + Penalty 1262.149445 = -37307.443919 nChanged 8 SP:Iteration 7Q (51.251813 sec): 3 clusters Score: Raw -38574.308949 + Penalty 1265.175018 = -37309.133930 nChanged 11 SP:Iteration 8Q (51.252723 sec): 3 clusters Score: Raw -38585.689337 + Penalty 1266.068862 = -37319.620475 nChanged 5 SP:Iteration 9Q (51.253651 sec): 3 clusters Score: Raw -38589.804354 + Penalty 1267.567521 = -37322.236833 nChanged 4 SP:Iteration 10F (51.254578 sec): 3 clusters Score: Raw -38591.633851 + Penalty 1267.488143 = -37324.145708 nChanged 2 SP:Iteration 11Q (51.255483 sec): 3 clusters Score: Raw -38595.420997 + Penalty 1268.425096 = -37326.995901 nChanged 3 SP:Iteration 12Q (51.256386 sec): 3 clusters Score: Raw -38596.794793 + Penalty 1269.431939 = -37327.362854 nChanged 3 SP:Iteration 13Q (51.257291 sec): 3 clusters Score: Raw -38600.401355 + Penalty 1270.490392 = -37329.910963 nChanged 6 SP:Iteration 14Q (51.258214 sec): 3 clusters Score: Raw -38605.813219 + Penalty 1272.057024 = -37333.756195 nChanged 5 SP:Iteration 15Q (51.259120 sec): 3 clusters Score: Raw -38608.894162 + Penalty 1272.941483 = -37335.952679 nChanged 2 SP:Iteration 16Q (51.260021 sec): 3 clusters Score: Raw -38609.889233 + Penalty 1273.413845 = -37336.475388 nChanged 3 SP:Iteration 17Q (51.260954 sec): 3 clusters Score: Raw -38611.721537 + Penalty 1274.927088 = -37336.794448 nChanged 5 SP:Iteration 18Q (51.261860 sec): 3 clusters Score: Raw -38614.834632 + Penalty 1277.950809 = -37336.883824 nChanged 5 SP:Iteration 19Q (51.262781 sec): 3 clusters Score: Raw -38617.038977 + Penalty 1278.405098 = -37338.633879 nChanged 2 SP:Iteration 20F (51.263710 sec): 3 clusters Score: Raw -38617.784725 + Penalty 1279.043254 = -37338.741471 nChanged 1 SP:Iteration 21Q (51.264617 sec): 3 clusters Score: Raw -38617.772320 + Penalty 1280.407489 = -37337.364831 nChanged 2 SP:Iteration 22F (51.265546 sec): 3 clusters Score: Raw -38618.435787 + Penalty 1283.663821 = -37334.771966 nChanged 5 SP:Iteration 23F (51.266477 sec): 3 clusters Score: Raw -38621.020874 + Penalty 1287.268755 = -37333.752119 nChanged 5 SP:Iteration 24F (51.267422 sec): 3 clusters Score: Raw -38625.049205 + Penalty 1290.207534 = -37334.841671 nChanged 7 SP:Iteration 25Q (51.268327 sec): 3 clusters Score: Raw -38628.627314 + Penalty 1295.240889 = -37333.386425 nChanged 6 SP:Iteration 26F (51.269253 sec): 3 clusters Score: Raw -38631.901407 + Penalty 1295.368620 = -37336.532787 nChanged 1 SP:Iteration 27Q (51.270150 sec): 3 clusters Score: Raw -38633.130816 + Penalty 1296.040938 = -37337.089878 nChanged 4 SP:Iteration 28Q (51.271049 sec): 3 clusters Score: Raw -38639.117981 + Penalty 1298.652011 = -37340.465969 nChanged 4 SP:Iteration 29Q (51.271967 sec): 3 clusters Score: Raw -38646.345676 + Penalty 1301.306145 = -37345.039531 nChanged 5 SP:Iteration 30F (51.272896 sec): 3 clusters Score: Raw -38650.573614 + Penalty 1301.584737 = -37348.988877 nChanged 3 SP:Iteration 31Q (51.273793 sec): 3 clusters Score: Raw -38651.869085 + Penalty 1301.732050 = -37350.137035 nChanged 3 SP:Iteration 32Q (51.274688 sec): 3 clusters Score: Raw -38655.797785 + Penalty 1301.732050 = -37354.065735 nChanged 0 SP:Iteration 33F (51.275613 sec): 3 clusters Score: Raw -38655.797785 + Penalty 1301.732050 = -37354.065735 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 47 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.278121 sec): 2 clusters Score: Raw -57548.959711 + Penalty 943.386076 = -56605.573635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.279488 sec): 3 clusters Score: Raw -57365.374560 + Penalty 1886.483291 = -55478.891269 nChanged 166 SP:Iteration 1F (51.280869 sec): 3 clusters Score: Raw -57528.114911 + Penalty 1886.668645 = -55641.446266 nChanged 45 SP:Iteration 2F (51.282224 sec): 3 clusters Score: Raw -57586.237672 + Penalty 1886.771544 = -55699.466128 nChanged 36 SP:Iteration 3F (51.283563 sec): 3 clusters Score: Raw -57633.506419 + Penalty 1886.570836 = -55746.935583 nChanged 23 SP:Iteration 4Q (51.284872 sec): 3 clusters Score: Raw -57659.473768 + Penalty 1886.340511 = -55773.133257 nChanged 20 SP:Iteration 5Q (51.286200 sec): 3 clusters Score: Raw -57684.446988 + Penalty 1886.017175 = -55798.429813 nChanged 14 SP:Iteration 6Q (51.287520 sec): 3 clusters Score: Raw -57707.313349 + Penalty 1886.479517 = -55820.833831 nChanged 14 SP:Iteration 7Q (51.288841 sec): 3 clusters Score: Raw -57735.485401 + Penalty 1886.460475 = -55849.024927 nChanged 15 SP:Iteration 8Q (51.290137 sec): 3 clusters Score: Raw -57749.793589 + Penalty 1885.996746 = -55863.796843 nChanged 8 SP:Iteration 9Q (51.291441 sec): 3 clusters Score: Raw -57755.904334 + Penalty 1886.021784 = -55869.882550 nChanged 1 SP:Iteration 10F (51.292801 sec): 3 clusters Score: Raw -57756.127166 + Penalty 1885.801643 = -55870.325523 nChanged 1 SP:Iteration 11Q (51.294096 sec): 3 clusters Score: Raw -57759.927948 + Penalty 1885.780787 = -55874.147161 nChanged 4 SP:Iteration 12Q (51.295414 sec): 3 clusters Score: Raw -57762.829352 + Penalty 1885.578320 = -55877.251032 nChanged 2 SP:Iteration 13Q (51.296730 sec): 3 clusters Score: Raw -57766.886423 + Penalty 1885.578320 = -55881.308103 nChanged 0 SP:Iteration 14F (51.298099 sec): 3 clusters Score: Raw -57766.886423 + Penalty 1885.578320 = -55881.308103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.299343 sec): 2 clusters Score: Raw -10323.892968 + Penalty 158.511376 = -10165.381592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.299841 sec): 3 clusters Score: Raw -10359.347228 + Penalty 387.282847 = -9972.064380 nChanged 52 SP:Iteration 1F (51.300320 sec): 3 clusters Score: Raw -10505.509402 + Penalty 453.545445 = -10051.963957 nChanged 14 SP:Iteration 2F (51.300795 sec): 3 clusters Score: Raw -10582.192927 + Penalty 476.997127 = -10105.195800 nChanged 4 SP:Iteration 3Q (51.301231 sec): 3 clusters Score: Raw -10634.188539 + Penalty 469.600824 = -10164.587716 nChanged 2 SP:Iteration 4Q (51.301648 sec): 3 clusters Score: Raw -10642.592440 + Penalty 479.862112 = -10162.730328 nChanged 1 SP:Iteration 5F (51.302123 sec): 3 clusters Score: Raw -10649.409600 + Penalty 479.862112 = -10169.547488 nChanged 0 Score: Raw -1943698.863726 + Penalty 10196.127793 = -1933502.735933 Splitting cluster 69 changes total score from -1916664.988444 to -1933502.735933 So it's getting split into cluster 2. Iteration 174F (51.641964 sec): 14 clusters Score: Raw -1926565.599411 + Penalty 10227.588391 = -1916338.011019 nChanged 11 Iteration 175F (51.807327 sec): 14 clusters Score: Raw -1926654.628466 + Penalty 10225.032525 = -1916429.595942 nChanged 2 Iteration 176Q (51.865510 sec): 14 clusters Score: Raw -1926654.707200 + Penalty 10225.032525 = -1916429.674675 nChanged 0 Iteration 177F (52.030713 sec): 14 clusters Score: Raw -1926654.707200 + Penalty 10225.032525 = -1916429.674675 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1926654.707200 + Penalty 10225.032525 = -1916429.674675Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.073923 sec): 2 clusters Score: Raw -1087.216975 + Penalty 183.347686 = -903.869289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.074179 sec): 3 clusters Score: Raw -1215.749891 + Penalty 359.049207 = -856.700684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.074948 sec): 2 clusters Score: Raw -9869.287458 + Penalty 107.666372 = -9761.621086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.075406 sec): 3 clusters Score: Raw -9871.488400 + Penalty 347.164851 = -9524.323549 nChanged 54 SP:Iteration 1F (52.075851 sec): 3 clusters Score: Raw -9986.616289 + Penalty 386.781494 = -9599.834796 nChanged 5 SP:Iteration 2Q (52.076283 sec): 3 clusters Score: Raw -9994.903935 + Penalty 397.167534 = -9597.736401 nChanged 2 SP:Iteration 3F (52.076736 sec): 3 clusters Score: Raw -10002.941460 + Penalty 441.032062 = -9561.909398 nChanged 2 SP:Iteration 4F (52.077183 sec): 3 clusters Score: Raw -10016.238191 + Penalty 441.032062 = -9575.206129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.079102 sec): 2 clusters Score: Raw -30832.688773 + Penalty 46.755389 = -30785.933385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.079930 sec): 3 clusters Score: Raw -30601.521438 + Penalty 92.851849 = -30508.669589 nChanged 139 SP:Iteration 1F (52.080742 sec): 3 clusters Score: Raw -30745.756604 + Penalty 92.818097 = -30652.938507 nChanged 35 SP:Iteration 2F (52.081550 sec): 3 clusters Score: Raw -30768.302438 + Penalty 92.911712 = -30675.390726 nChanged 10 SP:Iteration 3Q (52.082362 sec): 3 clusters Score: Raw -30772.097336 + Penalty 93.017394 = -30679.079942 nChanged 5 SP:Iteration 4Q (52.083209 sec): 3 clusters Score: Raw -30773.794878 + Penalty 93.020173 = -30680.774705 nChanged 4 SP:Iteration 5Q (52.084016 sec): 3 clusters Score: Raw -30774.443416 + Penalty 93.122852 = -30681.320564 nChanged 3 SP:Iteration 6Q (52.084819 sec): 3 clusters Score: Raw -30774.999620 + Penalty 93.139197 = -30681.860423 nChanged 2 SP:Iteration 7Q (52.085622 sec): 3 clusters Score: Raw -30775.098630 + Penalty 93.139197 = -30681.959433 nChanged 0 SP:Iteration 8F (52.086427 sec): 3 clusters Score: Raw -30775.098630 + Penalty 93.139197 = -30681.959433 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 5 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.098628 sec): 2 clusters Score: Raw -227455.125617 + Penalty 531.204208 = -226923.921409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.103449 sec): 3 clusters Score: Raw -225915.979162 + Penalty 1066.638761 = -224849.340400 nChanged 1068 SP:Iteration 1F (52.108335 sec): 3 clusters Score: Raw -226690.782675 + Penalty 1079.867569 = -225610.915106 nChanged 371 SP:Iteration 2F (52.113125 sec): 3 clusters Score: Raw -227059.709006 + Penalty 1088.782150 = -225970.926856 nChanged 198 SP:Iteration 3F (52.117925 sec): 3 clusters Score: Raw -227193.189493 + Penalty 1094.731058 = -226098.458435 nChanged 94 SP:Iteration 4Q (52.122630 sec): 3 clusters Score: Raw -227263.719197 + Penalty 1101.315535 = -226162.403663 nChanged 80 SP:Iteration 5Q (52.127409 sec): 3 clusters Score: Raw -227308.022984 + Penalty 1106.002895 = -226202.020089 nChanged 59 SP:Iteration 6Q (52.132134 sec): 3 clusters Score: Raw -227335.737683 + Penalty 1112.763653 = -226222.974030 nChanged 48 SP:Iteration 7Q (52.136719 sec): 3 clusters Score: Raw -227359.171200 + Penalty 1117.800604 = -226241.370596 nChanged 33 SP:Iteration 8Q (52.141223 sec): 3 clusters Score: Raw -227372.214478 + Penalty 1122.693276 = -226249.521203 nChanged 28 SP:Iteration 9Q (52.145749 sec): 3 clusters Score: Raw -227381.874796 + Penalty 1127.797884 = -226254.076911 nChanged 24 SP:Iteration 10F (52.150522 sec): 3 clusters Score: Raw -227390.467879 + Penalty 1132.073357 = -226258.394523 nChanged 27 SP:Iteration 11Q (52.155022 sec): 3 clusters Score: Raw -227402.738148 + Penalty 1136.283686 = -226266.454463 nChanged 30 SP:Iteration 12Q (52.159535 sec): 3 clusters Score: Raw -227419.340335 + Penalty 1142.405853 = -226276.934481 nChanged 33 SP:Iteration 13Q (52.163985 sec): 3 clusters Score: Raw -227439.786721 + Penalty 1150.034261 = -226289.752460 nChanged 36 SP:Iteration 14Q (52.168361 sec): 3 clusters Score: Raw -227458.547761 + Penalty 1154.677591 = -226303.870170 nChanged 27 SP:Iteration 15Q (52.172734 sec): 3 clusters Score: Raw -227471.618970 + Penalty 1156.639764 = -226314.979206 nChanged 27 SP:Iteration 16Q (52.177122 sec): 3 clusters Score: Raw -227485.475473 + Penalty 1158.636971 = -226326.838502 nChanged 20 SP:Iteration 17Q (52.181409 sec): 3 clusters Score: Raw -227497.398452 + Penalty 1165.220508 = -226332.177944 nChanged 24 SP:Iteration 18Q (52.185684 sec): 3 clusters Score: Raw -227513.577278 + Penalty 1170.529101 = -226343.048177 nChanged 29 SP:Iteration 19Q (52.189911 sec): 3 clusters Score: Raw -227535.560807 + Penalty 1180.035844 = -226355.524962 nChanged 24 SP:Iteration 20F (52.194573 sec): 3 clusters Score: Raw -227558.949757 + Penalty 1192.719407 = -226366.230350 nChanged 22 SP:Iteration 21Q (52.198667 sec): 3 clusters Score: Raw -227598.868764 + Penalty 1199.679499 = -226399.189266 nChanged 21 SP:Iteration 22Q (52.202742 sec): 3 clusters Score: Raw -227627.652709 + Penalty 1203.833399 = -226423.819310 nChanged 19 SP:Iteration 23Q (52.206696 sec): 3 clusters Score: Raw -227640.917807 + Penalty 1205.011759 = -226435.906048 nChanged 17 SP:Iteration 24Q (52.210617 sec): 3 clusters Score: Raw -227651.209625 + Penalty 1206.668598 = -226444.541028 nChanged 13 SP:Iteration 25Q (52.214526 sec): 3 clusters Score: Raw -227658.150405 + Penalty 1207.369680 = -226450.780725 nChanged 12 SP:Iteration 26Q (52.218512 sec): 3 clusters Score: Raw -227662.835260 + Penalty 1208.247472 = -226454.587789 nChanged 9 SP:Iteration 27Q (52.222470 sec): 3 clusters Score: Raw -227668.077354 + Penalty 1208.897204 = -226459.180151 nChanged 2 SP:Iteration 28Q (52.226362 sec): 3 clusters Score: Raw -227668.833658 + Penalty 1211.025786 = -226457.807873 nChanged 2 SP:Iteration 29F (52.231042 sec): 3 clusters Score: Raw -227669.371646 + Penalty 1213.754917 = -226455.616728 nChanged 3 SP:Iteration 30F (52.235726 sec): 3 clusters Score: Raw -227670.598740 + Penalty 1215.079422 = -226455.519318 nChanged 3 SP:Iteration 31F (52.240395 sec): 3 clusters Score: Raw -227671.306054 + Penalty 1216.407677 = -226454.898377 nChanged 1 SP:Iteration 32F (52.245046 sec): 3 clusters Score: Raw -227671.340541 + Penalty 1216.407677 = -226454.932864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.248364 sec): 2 clusters Score: Raw -39214.275926 + Penalty 119.947382 = -39094.328544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.249419 sec): 3 clusters Score: Raw -38937.582984 + Penalty 241.177216 = -38696.405768 nChanged 178 SP:Iteration 1F (52.250422 sec): 3 clusters Score: Raw -39039.004312 + Penalty 244.594482 = -38794.409831 nChanged 56 SP:Iteration 2F (52.251407 sec): 3 clusters Score: Raw -39098.783465 + Penalty 252.015102 = -38846.768363 nChanged 33 SP:Iteration 3F (52.252381 sec): 3 clusters Score: Raw -39155.967146 + Penalty 250.261826 = -38905.705320 nChanged 15 SP:Iteration 4Q (52.253315 sec): 3 clusters Score: Raw -39162.440050 + Penalty 253.793706 = -38908.646344 nChanged 8 SP:Iteration 5Q (52.254247 sec): 3 clusters Score: Raw -39165.230569 + Penalty 256.129378 = -38909.101191 nChanged 6 SP:Iteration 6Q (52.255170 sec): 3 clusters Score: Raw -39167.193228 + Penalty 261.180704 = -38906.012524 nChanged 9 SP:Iteration 7F (52.256170 sec): 3 clusters Score: Raw -39170.775516 + Penalty 260.715481 = -38910.060036 nChanged 13 SP:Iteration 8Q (52.257109 sec): 3 clusters Score: Raw -39174.155602 + Penalty 257.105519 = -38917.050083 nChanged 10 SP:Iteration 9Q (52.258040 sec): 3 clusters Score: Raw -39177.364918 + Penalty 269.100239 = -38908.264679 nChanged 12 SP:Iteration 10F (52.259062 sec): 3 clusters Score: Raw -39186.860827 + Penalty 288.780347 = -38898.080479 nChanged 16 SP:Iteration 11F (52.260088 sec): 3 clusters Score: Raw -39204.390080 + Penalty 119.947382 = -39084.442699 nChanged 8 SP:Iteration 12Q (52.260883 sec): 2 clusters Score: Raw -39214.275926 + Penalty 119.947382 = -39094.328544 nChanged 0 SP:Iteration 13F (52.261674 sec): 2 clusters Score: Raw -39214.275926 + Penalty 119.947382 = -39094.328544 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 9 (15700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.332838 sec): 2 clusters Score: Raw -1316435.641265 + Penalty 274.203373 = -1316161.437892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.362743 sec): 3 clusters Score: Raw -1305829.486695 + Penalty 599.598731 = -1305229.887964 nChanged 7490 SP:Iteration 1F (52.392030 sec): 3 clusters Score: Raw -1311707.748000 + Penalty 649.092476 = -1311058.655524 nChanged 2035 SP:Iteration 2F (52.420871 sec): 3 clusters Score: Raw -1313604.476857 + Penalty 683.698911 = -1312920.777946 nChanged 1170 SP:Iteration 3F (52.449773 sec): 3 clusters Score: Raw -1314756.461376 + Penalty 731.643178 = -1314024.818198 nChanged 969 SP:Iteration 4F (52.478691 sec): 3 clusters Score: Raw -1315854.249915 + Penalty 760.753705 = -1315093.496211 nChanged 462 SP:Iteration 5Q (52.503979 sec): 3 clusters Score: Raw -1316362.561251 + Penalty 830.583694 = -1315531.977558 nChanged 84 SP:Iteration 6Q (52.527715 sec): 3 clusters Score: Raw -1316438.283984 + Penalty 914.435842 = -1315523.848142 nChanged 18 SP:Iteration 7F (52.556413 sec): 3 clusters Score: Raw -1316451.989676 + Penalty 951.072694 = -1315500.916982 nChanged 6 SP:Iteration 8F (52.585283 sec): 3 clusters Score: Raw -1316459.667469 + Penalty 965.251677 = -1315494.415792 nChanged 2 SP:Iteration 9F (52.614217 sec): 3 clusters Score: Raw -1316461.393445 + Penalty 965.251677 = -1315496.141768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.625264 sec): 2 clusters Score: Raw -33003.783604 + Penalty 642.531131 = -32361.252473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.626184 sec): 3 clusters Score: Raw -32865.253160 + Penalty 1289.136033 = -31576.117127 nChanged 103 SP:Iteration 1F (52.627070 sec): 3 clusters Score: Raw -32970.144174 + Penalty 1288.711387 = -31681.432786 nChanged 37 SP:Iteration 2F (52.627951 sec): 3 clusters Score: Raw -33022.233823 + Penalty 1285.548130 = -31736.685694 nChanged 24 SP:Iteration 3F (52.628830 sec): 3 clusters Score: Raw -33050.353289 + Penalty 1284.764813 = -31765.588476 nChanged 10 SP:Iteration 4Q (52.629695 sec): 3 clusters Score: Raw -33061.505083 + Penalty 1284.228184 = -31777.276899 nChanged 4 SP:Iteration 5Q (52.630574 sec): 3 clusters Score: Raw -33066.985095 + Penalty 1283.345792 = -31783.639303 nChanged 4 SP:Iteration 6Q (52.631436 sec): 3 clusters Score: Raw -33072.436366 + Penalty 1283.286452 = -31789.149915 nChanged 3 SP:Iteration 7Q (52.632294 sec): 3 clusters Score: Raw -33077.633182 + Penalty 1282.109384 = -31795.523798 nChanged 3 SP:Iteration 8Q (52.633147 sec): 3 clusters Score: Raw -33080.517283 + Penalty 1282.018013 = -31798.499270 nChanged 2 SP:Iteration 9Q (52.633998 sec): 3 clusters Score: Raw -33081.564455 + Penalty 1282.018013 = -31799.546443 nChanged 0 SP:Iteration 10F (52.634897 sec): 3 clusters Score: Raw -33081.564455 + Penalty 1282.018013 = -31799.546443 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 12 (1534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.640514 sec): 2 clusters Score: Raw -140989.222574 + Penalty 826.049457 = -140163.173118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.643490 sec): 3 clusters Score: Raw -140185.413768 + Penalty 1652.081817 = -138533.331951 nChanged 527 SP:Iteration 1F (52.646401 sec): 3 clusters Score: Raw -140469.018751 + Penalty 1651.945983 = -138817.072768 nChanged 142 SP:Iteration 2F (52.649296 sec): 3 clusters Score: Raw -140575.166926 + Penalty 1652.734009 = -138922.432917 nChanged 122 SP:Iteration 3F (52.652320 sec): 3 clusters Score: Raw -140686.164689 + Penalty 1656.013688 = -139030.151000 nChanged 115 SP:Iteration 4F (52.655230 sec): 3 clusters Score: Raw -140782.144098 + Penalty 1663.680388 = -139118.463709 nChanged 88 SP:Iteration 5F (52.658161 sec): 3 clusters Score: Raw -140851.087722 + Penalty 1677.473730 = -139173.613992 nChanged 82 SP:Iteration 6F (52.661066 sec): 3 clusters Score: Raw -140911.057998 + Penalty 1693.049550 = -139218.008448 nChanged 67 SP:Iteration 7Q (52.663907 sec): 3 clusters Score: Raw -140967.844757 + Penalty 1716.063698 = -139251.781058 nChanged 62 SP:Iteration 8Q (52.666738 sec): 3 clusters Score: Raw -141035.877871 + Penalty 1741.690038 = -139294.187833 nChanged 62 SP:Iteration 9Q (52.669619 sec): 3 clusters Score: Raw -141098.182400 + Penalty 1760.855127 = -139337.327273 nChanged 41 SP:Iteration 10F (52.672565 sec): 3 clusters Score: Raw -141140.326705 + Penalty 1773.520441 = -139366.806264 nChanged 36 SP:Iteration 11Q (52.675286 sec): 3 clusters Score: Raw -141175.235916 + Penalty 1784.720152 = -139390.515764 nChanged 21 SP:Iteration 12Q (52.677989 sec): 3 clusters Score: Raw -141193.947568 + Penalty 1789.536102 = -139404.411466 nChanged 9 SP:Iteration 13Q (52.680644 sec): 3 clusters Score: Raw -141199.047932 + Penalty 1790.502424 = -139408.545508 nChanged 7 SP:Iteration 14Q (52.683261 sec): 3 clusters Score: Raw -141203.713031 + Penalty 1790.835170 = -139412.877861 nChanged 4 SP:Iteration 15Q (52.685995 sec): 3 clusters Score: Raw -141205.853676 + Penalty 1791.389450 = -139414.464227 nChanged 2 SP:Iteration 16Q (52.688569 sec): 3 clusters Score: Raw -141206.503734 + Penalty 1791.157450 = -139415.346284 nChanged 1 SP:Iteration 17Q (52.691128 sec): 3 clusters Score: Raw -141208.180464 + Penalty 1791.765919 = -139416.414545 nChanged 3 SP:Iteration 18Q (52.693658 sec): 3 clusters Score: Raw -141211.174859 + Penalty 1794.309873 = -139416.864986 nChanged 2 SP:Iteration 19Q (52.696218 sec): 3 clusters Score: Raw -141214.022354 + Penalty 1793.785992 = -139420.236363 nChanged 1 SP:Iteration 20F (52.699086 sec): 3 clusters Score: Raw -141215.698211 + Penalty 1793.645868 = -139422.052342 nChanged 2 SP:Iteration 21Q (52.701701 sec): 3 clusters Score: Raw -141216.482532 + Penalty 1793.645868 = -139422.836663 nChanged 0 SP:Iteration 22F (52.704647 sec): 3 clusters Score: Raw -141216.482532 + Penalty 1793.645868 = -139422.836663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 24 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.706313 sec): 2 clusters Score: Raw -12221.853485 + Penalty 336.971078 = -11884.882407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.706824 sec): 3 clusters Score: Raw -12194.973822 + Penalty 656.509566 = -11538.464256 nChanged 31 SP:Iteration 1F (52.707297 sec): 3 clusters Score: Raw -12257.346717 + Penalty 626.267877 = -11631.078840 nChanged 22 SP:Iteration 2F (52.707770 sec): 3 clusters Score: Raw -12301.191568 + Penalty 616.544799 = -11684.646770 nChanged 8 SP:Iteration 3F (52.708241 sec): 3 clusters Score: Raw -12314.207552 + Penalty 613.454855 = -11700.752697 nChanged 2 SP:Iteration 4Q (52.708689 sec): 3 clusters Score: Raw -12316.719929 + Penalty 608.621199 = -11708.098730 nChanged 1 SP:Iteration 5Q (52.709143 sec): 3 clusters Score: Raw -12318.197999 + Penalty 608.621199 = -11709.576801 nChanged 0 SP:Iteration 6F (52.709620 sec): 3 clusters Score: Raw -12318.197999 + Penalty 608.621199 = -11709.576801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.713420 sec): 2 clusters Score: Raw -64018.261446 + Penalty 460.887247 = -63557.374198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.714946 sec): 3 clusters Score: Raw -63634.806428 + Penalty 931.917458 = -62702.888970 nChanged 267 SP:Iteration 1F (52.716414 sec): 3 clusters Score: Raw -63853.094137 + Penalty 940.632977 = -62912.461160 nChanged 74 SP:Iteration 2F (52.717866 sec): 3 clusters Score: Raw -63903.044743 + Penalty 942.253364 = -62960.791379 nChanged 41 SP:Iteration 3F (52.719326 sec): 3 clusters Score: Raw -63927.030686 + Penalty 943.815947 = -62983.214739 nChanged 27 SP:Iteration 4Q (52.720779 sec): 3 clusters Score: Raw -63946.583810 + Penalty 944.377403 = -63002.206407 nChanged 25 SP:Iteration 5Q (52.722205 sec): 3 clusters Score: Raw -63963.645105 + Penalty 944.794408 = -63018.850697 nChanged 20 SP:Iteration 6Q (52.723645 sec): 3 clusters Score: Raw -63977.661998 + Penalty 946.171131 = -63031.490867 nChanged 10 SP:Iteration 7Q (52.725068 sec): 3 clusters Score: Raw -63983.401512 + Penalty 947.750899 = -63035.650612 nChanged 8 SP:Iteration 8Q (52.726477 sec): 3 clusters Score: Raw -63989.144158 + Penalty 949.713116 = -63039.431042 nChanged 10 SP:Iteration 9Q (52.727892 sec): 3 clusters Score: Raw -63992.769953 + Penalty 952.141539 = -63040.628415 nChanged 8 SP:Iteration 10F (52.729341 sec): 3 clusters Score: Raw -63998.610919 + Penalty 954.197620 = -63044.413299 nChanged 8 SP:Iteration 11Q (52.730745 sec): 3 clusters Score: Raw -64003.802890 + Penalty 956.002399 = -63047.800491 nChanged 6 SP:Iteration 12Q (52.732153 sec): 3 clusters Score: Raw -64007.528250 + Penalty 958.733680 = -63048.794570 nChanged 7 SP:Iteration 13Q (52.733540 sec): 3 clusters Score: Raw -64011.435780 + Penalty 960.407520 = -63051.028260 nChanged 6 SP:Iteration 14Q (52.734965 sec): 3 clusters Score: Raw -64016.548201 + Penalty 961.117051 = -63055.431150 nChanged 6 SP:Iteration 15Q (52.736352 sec): 3 clusters Score: Raw -64021.810074 + Penalty 963.017522 = -63058.792552 nChanged 6 SP:Iteration 16Q (52.737715 sec): 3 clusters Score: Raw -64023.348746 + Penalty 965.579093 = -63057.769653 nChanged 4 SP:Iteration 17F (52.739143 sec): 3 clusters Score: Raw -64024.343926 + Penalty 967.564831 = -63056.779095 nChanged 4 SP:Iteration 18F (52.740613 sec): 3 clusters Score: Raw -64024.961171 + Penalty 969.020312 = -63055.940859 nChanged 3 SP:Iteration 19F (52.742063 sec): 3 clusters Score: Raw -64025.333524 + Penalty 969.020312 = -63056.313212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.749614 sec): 2 clusters Score: Raw -38557.220302 + Penalty 627.364796 = -37929.855506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.750555 sec): 3 clusters Score: Raw -38402.788278 + Penalty 1253.554796 = -37149.233483 nChanged 102 SP:Iteration 1F (52.751481 sec): 3 clusters Score: Raw -38487.704259 + Penalty 1251.936415 = -37235.767845 nChanged 35 SP:Iteration 2F (52.752406 sec): 3 clusters Score: Raw -38526.358823 + Penalty 1250.659011 = -37275.699812 nChanged 21 SP:Iteration 3F (52.753321 sec): 3 clusters Score: Raw -38548.898143 + Penalty 1248.649845 = -37300.248297 nChanged 23 SP:Iteration 4F (52.754235 sec): 3 clusters Score: Raw -38585.590140 + Penalty 1245.257856 = -37340.332285 nChanged 19 SP:Iteration 5Q (52.755140 sec): 3 clusters Score: Raw -38617.096382 + Penalty 1242.878403 = -37374.217978 nChanged 15 SP:Iteration 6Q (52.756060 sec): 3 clusters Score: Raw -38633.540160 + Penalty 1243.292773 = -37390.247387 nChanged 8 SP:Iteration 7Q (52.756964 sec): 3 clusters Score: Raw -38645.158318 + Penalty 1242.596613 = -37402.561705 nChanged 7 SP:Iteration 8Q (52.757858 sec): 3 clusters Score: Raw -38653.227112 + Penalty 1244.168833 = -37409.058279 nChanged 6 SP:Iteration 9Q (52.758751 sec): 3 clusters Score: Raw -38656.237258 + Penalty 1244.168833 = -37412.068424 nChanged 0 SP:Iteration 10F (52.759663 sec): 3 clusters Score: Raw -38656.237258 + Penalty 1244.168833 = -37412.068424 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 47 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.762159 sec): 2 clusters Score: Raw -57548.959711 + Penalty 943.386076 = -56605.573635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.763514 sec): 3 clusters Score: Raw -57328.709006 + Penalty 1887.432947 = -55441.276058 nChanged 167 SP:Iteration 1F (52.764868 sec): 3 clusters Score: Raw -57493.738832 + Penalty 1890.028768 = -55603.710064 nChanged 61 SP:Iteration 2F (52.766249 sec): 3 clusters Score: Raw -57565.893287 + Penalty 1893.633967 = -55672.259321 nChanged 41 SP:Iteration 3F (52.767605 sec): 3 clusters Score: Raw -57613.358625 + Penalty 1895.535498 = -55717.823127 nChanged 28 SP:Iteration 4Q (52.768933 sec): 3 clusters Score: Raw -57656.769921 + Penalty 1896.542152 = -55760.227768 nChanged 24 SP:Iteration 5Q (52.770319 sec): 3 clusters Score: Raw -57691.278018 + Penalty 1897.621724 = -55793.656294 nChanged 19 SP:Iteration 6Q (52.771682 sec): 3 clusters Score: Raw -57714.806612 + Penalty 1897.863845 = -55816.942766 nChanged 12 SP:Iteration 7Q (52.773028 sec): 3 clusters Score: Raw -57726.703737 + Penalty 1898.481640 = -55828.222097 nChanged 7 SP:Iteration 8Q (52.774309 sec): 3 clusters Score: Raw -57740.204127 + Penalty 1900.035288 = -55840.168839 nChanged 5 SP:Iteration 9Q (52.775585 sec): 3 clusters Score: Raw -57744.010993 + Penalty 1901.425094 = -55842.585899 nChanged 3 SP:Iteration 10F (52.776946 sec): 3 clusters Score: Raw -57747.023660 + Penalty 1902.261401 = -55844.762259 nChanged 3 SP:Iteration 11Q (52.778217 sec): 3 clusters Score: Raw -57749.812132 + Penalty 1902.261401 = -55847.550731 nChanged 0 SP:Iteration 12F (52.779601 sec): 3 clusters Score: Raw -57749.812132 + Penalty 1902.261401 = -55847.550731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.780579 sec): 2 clusters Score: Raw -1787.272896 + Penalty 256.778297 = -1530.494599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.780845 sec): 3 clusters Score: Raw -1912.890972 + Penalty 486.764434 = -1426.126538 nChanged 0 Time taken for this iteration:52.139405 seconds. 300->14 Clusters: Score -1916429.674675, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 178 (time per iteration =296.678657 ms) Total iterations: 1394 (time per iteration =37.882928 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3506780000.000000 (time per metric unit =15.059057ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 87669500000.000000 (time per metric unit=602.362292ps) That took 52.808801 seconds.