FileBase PeterP-2014-03-27_dataset1 ElecNo 23 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38085 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 38085 points ------ Starting initial clusters from distinct float masks Not enough masks (240) to generate starting clusters (300), so starting with (241) clusters instead. Assigned 241 initial classes from 240 unique masks. Deleting Class 238 (1 points): Lose 12.911623 but Gain 1672.645344 Iteration 0F (5.316109 sec): 240 clusters Score: Raw -1516208.341345 + Penalty 262660.274411 = -1253548.066934 nChanged 8542 Deleting Class 171 (1 points): Lose 12.077861 but Gain 1653.691577 Iteration 1F (9.428298 sec): 236 clusters Score: Raw -1529823.357624 + Penalty 262037.022186 = -1267786.335439 nChanged 2327 Deleting Class 214 (1 points): Lose 15.694119 but Gain 1631.895863 Iteration 2F (13.532556 sec): 235 clusters Score: Raw -1533872.480618 + Penalty 259998.331504 = -1273874.149113 nChanged 1570 Deleting Class 189 (3 points): Lose 68.201889 but Gain 1669.853806 Iteration 3Q (14.097357 sec): 234 clusters Score: Raw -1536062.906902 + Penalty 258368.081453 = -1277694.825449 nChanged 1347 Deleting Class 181 (1 points): Lose 14.756556 but Gain 1613.974688 Iteration 4Q (14.619206 sec): 233 clusters Score: Raw -1537543.741533 + Penalty 257036.995873 = -1280506.745660 nChanged 1349 Deleting Class 213 (1 points): Lose 12.822207 but Gain 1591.358647 Iteration 5Q (15.130760 sec): 232 clusters Score: Raw -1538814.748839 + Penalty 255029.648787 = -1283785.100052 nChanged 1394 Deleting Class 212 (5 points): Lose 112.539272 but Gain 1665.872083 Iteration 6Q (15.647551 sec): 231 clusters Score: Raw -1539818.794084 + Penalty 253497.345869 = -1286321.448215 nChanged 1355 Deleting Class 207 (8 points): Lose 140.546642 but Gain 1675.902039 Iteration 7Q (16.153029 sec): 230 clusters Score: Raw -1540603.579646 + Penalty 251868.518958 = -1288735.060688 nChanged 1431 Deleting Class 239 (2 points): Lose 24.167710 but Gain 1557.411971 Iteration 8Q (16.659526 sec): 229 clusters Score: Raw -1541532.898730 + Penalty 250415.183243 = -1291117.715486 nChanged 1392 Deleting Class 186 (5 points): Lose 89.812494 but Gain 1621.722090 Iteration 9Q (17.156366 sec): 228 clusters Score: Raw -1542312.029112 + Penalty 248800.254880 = -1293511.774233 nChanged 1370 Deleting Class 191 (3 points): Lose 75.894311 but Gain 1599.962234 Iteration 10F (21.122193 sec): 227 clusters Score: Raw -1543167.269412 + Penalty 247482.565638 = -1295684.703774 nChanged 1363 Deleting Class 122 (4 points): Lose 70.670022 but Gain 1582.429379 Iteration 11Q (21.623783 sec): 226 clusters Score: Raw -1544113.804928 + Penalty 246004.689361 = -1298109.115566 nChanged 1320 Deleting Class 145 (3 points): Lose 51.367910 but Gain 1553.644764 Iteration 12Q (22.108505 sec): 225 clusters Score: Raw -1545011.651497 + Penalty 244348.395240 = -1300663.256256 nChanged 1194 Deleting Class 209 (3 points): Lose 41.634401 but Gain 1542.855895 Iteration 13Q (22.558224 sec): 224 clusters Score: Raw -1545727.393276 + Penalty 242831.350376 = -1302896.042900 nChanged 982 Deleting Class 175 (1 points): Lose 5.858374 but Gain 1540.989887 Iteration 14Q (22.972817 sec): 223 clusters Score: Raw -1546279.876931 + Penalty 241425.984585 = -1304853.892346 nChanged 814 Deleting Class 229 (1 points): Lose 5.535327 but Gain 1506.626487 Iteration 15Q (23.362579 sec): 222 clusters Score: Raw -1546692.192918 + Penalty 239885.400226 = -1306806.792692 nChanged 699 Deleting Class 124 (12 points): Lose 148.926933 but Gain 1645.979683 Iteration 16Q (23.732808 sec): 221 clusters Score: Raw -1546894.577951 + Penalty 238253.980355 = -1308640.597596 nChanged 598 Deleting Class 216 (4 points): Lose 75.544281 but Gain 1570.010774 Iteration 17Q (24.087157 sec): 220 clusters Score: Raw -1547173.521845 + Penalty 236825.858384 = -1310347.663461 nChanged 469 Deleting Class 185 (1 points): Lose 5.884345 but Gain 1492.899270 Iteration 18Q (24.422983 sec): 219 clusters Score: Raw -1547470.944041 + Penalty 235323.334739 = -1312147.609302 nChanged 404 Deleting Class 198 (2 points): Lose 36.999256 but Gain 1509.721549 Iteration 19Q (24.748227 sec): 218 clusters Score: Raw -1547661.496148 + Penalty 233787.012717 = -1313874.483430 nChanged 332 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1547661.496148 + Penalty 233787.012717 = -1313874.483430Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 1 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.881882 sec): 2 clusters Score: Raw -29260.560997 + Penalty 159.738696 = -29100.822301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.883284 sec): 3 clusters Score: Raw -28880.326562 + Penalty 317.370754 = -28562.955808 nChanged 270 SP:Iteration 1F (24.884672 sec): 3 clusters Score: Raw -29117.158463 + Penalty 319.310670 = -28797.847792 nChanged 86 SP:Iteration 2F (24.886069 sec): 3 clusters Score: Raw -29243.190359 + Penalty 323.816589 = -28919.373770 nChanged 39 SP:Iteration 3F (24.887461 sec): 3 clusters Score: Raw -29274.253607 + Penalty 327.737709 = -28946.515898 nChanged 24 SP:Iteration 4Q (24.888773 sec): 3 clusters Score: Raw -29290.413356 + Penalty 329.928463 = -28960.484894 nChanged 12 SP:Iteration 5Q (24.890066 sec): 3 clusters Score: Raw -29300.234039 + Penalty 335.035156 = -28965.198883 nChanged 11 SP:Iteration 6Q (24.891335 sec): 3 clusters Score: Raw -29307.494655 + Penalty 342.367273 = -28965.127382 nChanged 16 SP:Iteration 7F (24.892731 sec): 3 clusters Score: Raw -29322.210667 + Penalty 349.592816 = -28972.617851 nChanged 12 SP:Iteration 8Q (24.894004 sec): 3 clusters Score: Raw -29336.221073 + Penalty 353.477724 = -28982.743349 nChanged 7 SP:Iteration 9Q (24.895263 sec): 3 clusters Score: Raw -29344.309454 + Penalty 355.400716 = -28988.908738 nChanged 5 SP:Iteration 10F (24.896661 sec): 3 clusters Score: Raw -29349.566879 + Penalty 353.183995 = -28996.382884 nChanged 4 SP:Iteration 11Q (24.897885 sec): 3 clusters Score: Raw -29351.736953 + Penalty 353.449520 = -28998.287433 nChanged 1 SP:Iteration 12Q (24.899105 sec): 3 clusters Score: Raw -29351.920213 + Penalty 352.806771 = -28999.113443 nChanged 1 SP:Iteration 13Q (24.900363 sec): 3 clusters Score: Raw -29352.048995 + Penalty 352.806771 = -28999.242224 nChanged 0 SP:Iteration 14F (24.901762 sec): 3 clusters Score: Raw -29352.048995 + Penalty 352.806771 = -28999.242224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.902294 sec): 2 clusters Score: Raw -226.574461 + Penalty 167.545138 = -59.029323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.902509 sec): 3 clusters Score: Raw -216.931773 + Penalty 335.090275 = 118.158502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.903518 sec): 2 clusters Score: Raw -7950.761964 + Penalty 83.460713 = -7867.301251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.904063 sec): 3 clusters Score: Raw -7864.720353 + Penalty 171.956834 = -7692.763518 nChanged 60 SP:Iteration 1F (24.904579 sec): 3 clusters Score: Raw -7914.254125 + Penalty 174.614526 = -7739.639599 nChanged 20 SP:Iteration 2F (24.905099 sec): 3 clusters Score: Raw -7940.360457 + Penalty 174.711512 = -7765.648945 nChanged 6 SP:Iteration 3Q (24.905612 sec): 3 clusters Score: Raw -7946.747926 + Penalty 173.902142 = -7772.845784 nChanged 4 SP:Iteration 4Q (24.906120 sec): 3 clusters Score: Raw -7950.021410 + Penalty 174.252313 = -7775.769097 nChanged 3 SP:Iteration 5Q (24.906623 sec): 3 clusters Score: Raw -7952.297731 + Penalty 174.406407 = -7777.891323 nChanged 1 SP:Iteration 6Q (24.907124 sec): 3 clusters Score: Raw -7952.358197 + Penalty 174.406407 = -7777.951789 nChanged 0 SP:Iteration 7F (24.907643 sec): 3 clusters Score: Raw -7952.358197 + Penalty 174.406407 = -7777.951789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.908735 sec): 2 clusters Score: Raw -9772.595434 + Penalty 158.024876 = -9614.570559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.909349 sec): 3 clusters Score: Raw -9666.357830 + Penalty 311.384578 = -9354.973252 nChanged 71 SP:Iteration 1F (24.909961 sec): 3 clusters Score: Raw -9729.349890 + Penalty 332.623223 = -9396.726667 nChanged 32 SP:Iteration 2F (24.910575 sec): 3 clusters Score: Raw -9768.354997 + Penalty 349.931633 = -9418.423364 nChanged 16 SP:Iteration 3F (24.911189 sec): 3 clusters Score: Raw -9786.512602 + Penalty 357.763981 = -9428.748621 nChanged 7 SP:Iteration 4Q (24.911775 sec): 3 clusters Score: Raw -9793.369449 + Penalty 361.848493 = -9431.520956 nChanged 3 SP:Iteration 5Q (24.912356 sec): 3 clusters Score: Raw -9796.001686 + Penalty 359.392881 = -9436.608805 nChanged 1 SP:Iteration 6Q (24.912936 sec): 3 clusters Score: Raw -9797.387085 + Penalty 359.392881 = -9437.994204 nChanged 0 SP:Iteration 7F (24.913530 sec): 3 clusters Score: Raw -9797.387085 + Penalty 359.392881 = -9437.994204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.914517 sec): 2 clusters Score: Raw -5213.828954 + Penalty 298.499726 = -4915.329229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.914949 sec): 3 clusters Score: Raw -5182.006730 + Penalty 596.250621 = -4585.756109 nChanged 19 SP:Iteration 1F (24.915377 sec): 3 clusters Score: Raw -5202.228260 + Penalty 594.805308 = -4607.422952 nChanged 5 SP:Iteration 2Q (24.915803 sec): 3 clusters Score: Raw -5208.457955 + Penalty 590.897461 = -4617.560494 nChanged 3 SP:Iteration 3Q (24.916227 sec): 3 clusters Score: Raw -5212.725372 + Penalty 583.267953 = -4629.457418 nChanged 3 SP:Iteration 4Q (24.916651 sec): 3 clusters Score: Raw -5217.403298 + Penalty 575.524344 = -4641.878955 nChanged 4 SP:Iteration 5Q (24.917077 sec): 3 clusters Score: Raw -5229.216784 + Penalty 573.562220 = -4655.654564 nChanged 1 SP:Iteration 6Q (24.917494 sec): 3 clusters Score: Raw -5231.006400 + Penalty 570.509895 = -4660.496506 nChanged 1 SP:Iteration 7Q (24.917910 sec): 3 clusters Score: Raw -5231.599084 + Penalty 570.509895 = -4661.089190 nChanged 0 SP:Iteration 8F (24.918338 sec): 3 clusters Score: Raw -5231.599084 + Penalty 570.509895 = -4661.089190 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (2611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.930296 sec): 2 clusters Score: Raw -113173.878177 + Penalty 76.016753 = -113097.861423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.935376 sec): 3 clusters Score: Raw -111479.325876 + Penalty 172.610614 = -111306.715262 nChanged 1227 SP:Iteration 1F (24.940369 sec): 3 clusters Score: Raw -112763.363164 + Penalty 187.571380 = -112575.791784 nChanged 238 SP:Iteration 2F (24.945273 sec): 3 clusters Score: Raw -112967.608539 + Penalty 198.997501 = -112768.611038 nChanged 84 SP:Iteration 3Q (24.950120 sec): 3 clusters Score: Raw -113025.266817 + Penalty 209.482065 = -112815.784753 nChanged 57 SP:Iteration 4Q (24.954962 sec): 3 clusters Score: Raw -113070.398257 + Penalty 219.416490 = -112850.981768 nChanged 41 SP:Iteration 5Q (24.959808 sec): 3 clusters Score: Raw -113130.784100 + Penalty 222.424620 = -112908.359480 nChanged 19 SP:Iteration 6Q (24.964501 sec): 3 clusters Score: Raw -113181.133534 + Penalty 222.883641 = -112958.249894 nChanged 19 SP:Iteration 7Q (24.968775 sec): 3 clusters Score: Raw -113196.521797 + Penalty 220.198566 = -112976.323231 nChanged 10 SP:Iteration 8Q (24.972858 sec): 3 clusters Score: Raw -113204.283938 + Penalty 220.838904 = -112983.445034 nChanged 6 SP:Iteration 9Q (24.976925 sec): 3 clusters Score: Raw -113205.897402 + Penalty 221.625365 = -112984.272037 nChanged 1 SP:Iteration 10F (24.981849 sec): 3 clusters Score: Raw -113206.410907 + Penalty 221.625365 = -112984.785542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.983960 sec): 2 clusters Score: Raw -3517.661815 + Penalty 489.464328 = -3028.197487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.984335 sec): 3 clusters Score: Raw -3645.870238 + Penalty 995.179999 = -2650.690239 nChanged 6 SP:Iteration 1F (24.984691 sec): 3 clusters Score: Raw -3672.188902 + Penalty 995.179999 = -2677.008903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (2331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.992093 sec): 2 clusters Score: Raw -102981.262799 + Penalty 158.187303 = -102823.075495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.996349 sec): 3 clusters Score: Raw -101466.500956 + Penalty 332.640039 = -101133.860917 nChanged 1095 SP:Iteration 1F (25.000516 sec): 3 clusters Score: Raw -102395.144963 + Penalty 361.728661 = -102033.416302 nChanged 263 SP:Iteration 2F (25.004677 sec): 3 clusters Score: Raw -102664.581573 + Penalty 391.009235 = -102273.572338 nChanged 122 SP:Iteration 3F (25.008847 sec): 3 clusters Score: Raw -102864.948952 + Penalty 400.363045 = -102464.585907 nChanged 36 SP:Iteration 4Q (25.012815 sec): 3 clusters Score: Raw -102957.888382 + Penalty 404.710562 = -102553.177820 nChanged 22 SP:Iteration 5Q (25.016434 sec): 3 clusters Score: Raw -102961.431847 + Penalty 407.145003 = -102554.286844 nChanged 7 SP:Iteration 6Q (25.020034 sec): 3 clusters Score: Raw -102962.107130 + Penalty 407.309934 = -102554.797197 nChanged 6 SP:Iteration 7Q (25.023629 sec): 3 clusters Score: Raw -102962.914404 + Penalty 410.322208 = -102552.592196 nChanged 6 SP:Iteration 8F (25.027781 sec): 3 clusters Score: Raw -102963.747869 + Penalty 413.562775 = -102550.185094 nChanged 8 SP:Iteration 9F (25.031933 sec): 3 clusters Score: Raw -102964.760868 + Penalty 414.413227 = -102550.347641 nChanged 5 SP:Iteration 10F (25.036106 sec): 3 clusters Score: Raw -102965.460340 + Penalty 416.066681 = -102549.393659 nChanged 5 SP:Iteration 11F (25.040314 sec): 3 clusters Score: Raw -102965.968461 + Penalty 418.220829 = -102547.747632 nChanged 4 SP:Iteration 12F (25.044577 sec): 3 clusters Score: Raw -102966.352545 + Penalty 418.220494 = -102548.132051 nChanged 1 SP:Iteration 13Q (25.048136 sec): 3 clusters Score: Raw -102966.365597 + Penalty 418.345590 = -102548.020007 nChanged 2 SP:Iteration 14F (25.052294 sec): 3 clusters Score: Raw -102966.452817 + Penalty 418.345590 = -102548.107228 nChanged 0 Memory request: 0.09 GB would take us to total of 0.43 GB. Trying to split cluster 9 (18299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.138860 sec): 2 clusters Score: Raw -780982.247750 + Penalty 257.997703 = -780724.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.174204 sec): 3 clusters Score: Raw -768693.083565 + Penalty 508.626975 = -768184.456590 nChanged 8635 SP:Iteration 1F (25.209032 sec): 3 clusters Score: Raw -773630.999779 + Penalty 493.031216 = -773137.968563 nChanged 1958 SP:Iteration 2F (25.243909 sec): 3 clusters Score: Raw -774816.051258 + Penalty 476.478072 = -774339.573186 nChanged 960 SP:Iteration 3F (25.278970 sec): 3 clusters Score: Raw -775339.505320 + Penalty 461.257897 = -774878.247424 nChanged 792 SP:Iteration 4Q (25.315280 sec): 3 clusters Score: Raw -775767.234422 + Penalty 444.618507 = -775322.615914 nChanged 1073 SP:Iteration 5F (25.351260 sec): 3 clusters Score: Raw -776681.373348 + Penalty 432.116611 = -776249.256737 nChanged 1571 SP:Iteration 6F (25.387205 sec): 3 clusters Score: Raw -778369.711771 + Penalty 431.184815 = -777938.526956 nChanged 1354 SP:Iteration 7F (25.423059 sec): 3 clusters Score: Raw -779838.312029 + Penalty 442.652959 = -779395.659070 nChanged 723 SP:Iteration 8Q (25.458861 sec): 3 clusters Score: Raw -780592.193238 + Penalty 447.331346 = -780144.861892 nChanged 243 SP:Iteration 9Q (25.490203 sec): 3 clusters Score: Raw -780790.546780 + Penalty 453.347162 = -780337.199618 nChanged 125 SP:Iteration 10F (25.525922 sec): 3 clusters Score: Raw -780894.399917 + Penalty 518.221173 = -780376.178744 nChanged 74 SP:Iteration 11Q (25.554970 sec): 3 clusters Score: Raw -780966.458593 + Penalty 518.471031 = -780447.987562 nChanged 23 SP:Iteration 12Q (25.583960 sec): 3 clusters Score: Raw -780990.956062 + Penalty 498.094306 = -780492.861756 nChanged 7 SP:Iteration 13Q (25.612331 sec): 3 clusters Score: Raw -780998.149651 + Penalty 491.749153 = -780506.400498 nChanged 3 SP:Iteration 14Q (25.640593 sec): 3 clusters Score: Raw -781000.927470 + Penalty 484.744855 = -780516.182616 nChanged 2 SP:Iteration 15Q (25.668851 sec): 3 clusters Score: Raw -781001.948172 + Penalty 484.003143 = -780517.945029 nChanged 1 SP:Iteration 16Q (25.697496 sec): 3 clusters Score: Raw -781002.148568 + Penalty 484.003143 = -780518.145425 nChanged 0 SP:Iteration 17F (25.733098 sec): 3 clusters Score: Raw -781002.148568 + Penalty 484.003143 = -780518.145425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.745102 sec): 2 clusters Score: Raw -15271.413959 + Penalty 608.908722 = -14662.505237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.745890 sec): 3 clusters Score: Raw -15197.631872 + Penalty 1217.740881 = -13979.890991 nChanged 67 SP:Iteration 1F (25.746641 sec): 3 clusters Score: Raw -15275.367101 + Penalty 1217.139020 = -14058.228081 nChanged 21 SP:Iteration 2F (25.747389 sec): 3 clusters Score: Raw -15298.076238 + Penalty 1216.487972 = -14081.588267 nChanged 11 SP:Iteration 3Q (25.748123 sec): 3 clusters Score: Raw -15312.847372 + Penalty 1215.625963 = -14097.221410 nChanged 8 SP:Iteration 4Q (25.748854 sec): 3 clusters Score: Raw -15322.593084 + Penalty 1215.489523 = -14107.103561 nChanged 6 SP:Iteration 5Q (25.749580 sec): 3 clusters Score: Raw -15333.676727 + Penalty 1215.098080 = -14118.578647 nChanged 7 SP:Iteration 6Q (25.750304 sec): 3 clusters Score: Raw -15349.001124 + Penalty 1213.214448 = -14135.786676 nChanged 10 SP:Iteration 7Q (25.751024 sec): 3 clusters Score: Raw -15375.434396 + Penalty 1213.223329 = -14162.211067 nChanged 10 SP:Iteration 8Q (25.751734 sec): 3 clusters Score: Raw -15405.680518 + Penalty 1215.787361 = -14189.893157 nChanged 11 SP:Iteration 9Q (25.752437 sec): 3 clusters Score: Raw -15464.649309 + Penalty 1215.718888 = -14248.930421 nChanged 15 SP:Iteration 10F (25.753186 sec): 3 clusters Score: Raw -15504.578987 + Penalty 1217.013350 = -14287.565638 nChanged 6 SP:Iteration 11Q (25.753902 sec): 3 clusters Score: Raw -15522.812269 + Penalty 1216.592412 = -14306.219857 nChanged 5 SP:Iteration 12Q (25.754580 sec): 3 clusters Score: Raw -15540.468441 + Penalty 1217.657161 = -14322.811279 nChanged 2 SP:Iteration 13Q (25.755249 sec): 3 clusters Score: Raw -15545.837276 + Penalty 1218.150486 = -14327.686791 nChanged 2 SP:Iteration 14Q (25.755917 sec): 3 clusters Score: Raw -15549.894945 + Penalty 1218.113871 = -14331.781074 nChanged 2 SP:Iteration 15Q (25.756581 sec): 3 clusters Score: Raw -15554.507558 + Penalty 1217.993838 = -14336.513720 nChanged 1 SP:Iteration 16Q (25.757248 sec): 3 clusters Score: Raw -15556.062087 + Penalty 1217.993838 = -14338.068249 nChanged 0 SP:Iteration 17F (25.757995 sec): 3 clusters Score: Raw -15556.062087 + Penalty 1217.993838 = -14338.068249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.759263 sec): 2 clusters Score: Raw -207.838520 + Penalty 117.364875 = -90.473645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759482 sec): 3 clusters Score: Raw -203.470043 + Penalty 234.729750 = 31.259706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.762183 sec): 2 clusters Score: Raw -30224.531976 + Penalty 148.495355 = -30076.036621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.763629 sec): 3 clusters Score: Raw -29832.899275 + Penalty 300.448228 = -29532.451047 nChanged 299 SP:Iteration 1F (25.765029 sec): 3 clusters Score: Raw -30113.062508 + Penalty 318.471753 = -29794.590755 nChanged 67 SP:Iteration 2F (25.766440 sec): 3 clusters Score: Raw -30171.052887 + Penalty 333.772962 = -29837.279925 nChanged 42 SP:Iteration 3F (25.767825 sec): 3 clusters Score: Raw -30206.531349 + Penalty 353.281345 = -29853.250004 nChanged 20 SP:Iteration 4Q (25.769173 sec): 3 clusters Score: Raw -30225.309321 + Penalty 373.605601 = -29851.703720 nChanged 14 SP:Iteration 5F (25.770532 sec): 3 clusters Score: Raw -30245.889677 + Penalty 378.333785 = -29867.555892 nChanged 8 SP:Iteration 6Q (25.771811 sec): 3 clusters Score: Raw -30257.428505 + Penalty 386.753557 = -29870.674948 nChanged 6 SP:Iteration 7Q (25.773066 sec): 3 clusters Score: Raw -30271.013886 + Penalty 386.063063 = -29884.950823 nChanged 4 SP:Iteration 8Q (25.774294 sec): 3 clusters Score: Raw -30284.802358 + Penalty 386.063063 = -29898.739296 nChanged 0 SP:Iteration 9F (25.775673 sec): 3 clusters Score: Raw -30284.802358 + Penalty 386.063063 = -29898.739296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.777238 sec): 2 clusters Score: Raw -6081.455927 + Penalty 687.635367 = -5393.820560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.777669 sec): 3 clusters Score: Raw -6157.881718 + Penalty 1376.822731 = -4781.058987 nChanged 6 SP:Iteration 1Q (25.778075 sec): 3 clusters Score: Raw -6178.779464 + Penalty 1377.583408 = -4801.196056 nChanged 1 SP:Iteration 2Q (25.778477 sec): 3 clusters Score: Raw -6183.044185 + Penalty 1377.583408 = -4805.460777 nChanged 0 SP:Iteration 3F (25.778898 sec): 3 clusters Score: Raw -6183.044185 + Penalty 1377.583408 = -4805.460777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.781255 sec): 2 clusters Score: Raw -22319.331298 + Penalty 503.764639 = -21815.566659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.782367 sec): 3 clusters Score: Raw -22113.931433 + Penalty 1023.607289 = -21090.324144 nChanged 144 SP:Iteration 1F (25.783479 sec): 3 clusters Score: Raw -22235.251536 + Penalty 1029.390316 = -21205.861220 nChanged 26 SP:Iteration 2F (25.784570 sec): 3 clusters Score: Raw -22257.091039 + Penalty 1036.334666 = -21220.756374 nChanged 20 SP:Iteration 3Q (25.785623 sec): 3 clusters Score: Raw -22275.008986 + Penalty 1044.680637 = -21230.328349 nChanged 10 SP:Iteration 4Q (25.786688 sec): 3 clusters Score: Raw -22283.172001 + Penalty 1052.679078 = -21230.492923 nChanged 16 SP:Iteration 5Q (25.787745 sec): 3 clusters Score: Raw -22299.746260 + Penalty 1061.272726 = -21238.473534 nChanged 13 SP:Iteration 6Q (25.788797 sec): 3 clusters Score: Raw -22317.031588 + Penalty 1067.254844 = -21249.776745 nChanged 12 SP:Iteration 7Q (25.789847 sec): 3 clusters Score: Raw -22330.050881 + Penalty 1075.770764 = -21254.280117 nChanged 5 SP:Iteration 8Q (25.790890 sec): 3 clusters Score: Raw -22335.759904 + Penalty 1089.443112 = -21246.316792 nChanged 8 SP:Iteration 9F (25.791949 sec): 3 clusters Score: Raw -22346.147678 + Penalty 1101.674977 = -21244.472701 nChanged 8 SP:Iteration 10F (25.793009 sec): 3 clusters Score: Raw -22355.207478 + Penalty 1106.006506 = -21249.200972 nChanged 2 SP:Iteration 11Q (25.794025 sec): 3 clusters Score: Raw -22356.566488 + Penalty 1106.006506 = -21250.559982 nChanged 0 SP:Iteration 12F (25.795086 sec): 3 clusters Score: Raw -22356.566488 + Penalty 1106.006506 = -21250.559982 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.797550 sec): 2 clusters Score: Raw -26659.147597 + Penalty 84.109795 = -26575.037803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.798782 sec): 3 clusters Score: Raw -26301.192203 + Penalty 193.838113 = -26107.354091 nChanged 253 SP:Iteration 1F (25.800003 sec): 3 clusters Score: Raw -26577.957250 + Penalty 208.924907 = -26369.032344 nChanged 63 SP:Iteration 2F (25.801217 sec): 3 clusters Score: Raw -26642.747911 + Penalty 207.988816 = -26434.759095 nChanged 18 SP:Iteration 3Q (25.802364 sec): 3 clusters Score: Raw -26653.206656 + Penalty 207.026221 = -26446.180436 nChanged 15 SP:Iteration 4Q (25.803469 sec): 3 clusters Score: Raw -26661.975446 + Penalty 210.798384 = -26451.177062 nChanged 7 SP:Iteration 5Q (25.804548 sec): 3 clusters Score: Raw -26664.907503 + Penalty 217.326799 = -26447.580704 nChanged 6 SP:Iteration 6F (25.805765 sec): 3 clusters Score: Raw -26667.230714 + Penalty 206.788151 = -26460.442563 nChanged 5 SP:Iteration 7Q (25.806831 sec): 3 clusters Score: Raw -26669.079580 + Penalty 206.629532 = -26462.450047 nChanged 2 SP:Iteration 8Q (25.807888 sec): 3 clusters Score: Raw -26669.857083 + Penalty 203.235375 = -26466.621708 nChanged 2 SP:Iteration 9Q (25.808943 sec): 3 clusters Score: Raw -26672.751375 + Penalty 204.340223 = -26468.411152 nChanged 1 SP:Iteration 10F (25.810154 sec): 3 clusters Score: Raw -26673.561473 + Penalty 206.342923 = -26467.218550 nChanged 1 SP:Iteration 11F (25.811367 sec): 3 clusters Score: Raw -26674.696027 + Penalty 207.941323 = -26466.754704 nChanged 1 SP:Iteration 12F (25.812579 sec): 3 clusters Score: Raw -26675.276575 + Penalty 208.093613 = -26467.182962 nChanged 1 SP:Iteration 13Q (25.813649 sec): 3 clusters Score: Raw -26675.455106 + Penalty 208.093613 = -26467.361493 nChanged 0 SP:Iteration 14F (25.814914 sec): 3 clusters Score: Raw -26675.455106 + Penalty 208.093613 = -26467.361493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.815864 sec): 2 clusters Score: Raw -280.841925 + Penalty 124.734465 = -156.107460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.816087 sec): 3 clusters Score: Raw -279.933074 + Penalty 260.402561 = -19.530513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.818291 sec): 2 clusters Score: Raw -22119.115435 + Penalty 463.051425 = -21656.064010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.819402 sec): 3 clusters Score: Raw -21882.521047 + Penalty 924.786817 = -20957.734230 nChanged 147 SP:Iteration 1F (25.820467 sec): 3 clusters Score: Raw -21969.243531 + Penalty 927.085254 = -21042.158277 nChanged 49 SP:Iteration 2F (25.821524 sec): 3 clusters Score: Raw -22009.905997 + Penalty 934.103182 = -21075.802815 nChanged 43 SP:Iteration 3F (25.822579 sec): 3 clusters Score: Raw -22052.193527 + Penalty 941.980906 = -21110.212621 nChanged 33 SP:Iteration 4F (25.823651 sec): 3 clusters Score: Raw -22091.233083 + Penalty 946.813237 = -21144.419846 nChanged 29 SP:Iteration 5F (25.824693 sec): 3 clusters Score: Raw -22122.560888 + Penalty 958.639175 = -21163.921713 nChanged 20 SP:Iteration 6Q (25.825731 sec): 3 clusters Score: Raw -22145.357403 + Penalty 961.261541 = -21184.095862 nChanged 16 SP:Iteration 7Q (25.826766 sec): 3 clusters Score: Raw -22163.478208 + Penalty 970.381317 = -21193.096891 nChanged 8 SP:Iteration 8Q (25.827800 sec): 3 clusters Score: Raw -22172.574826 + Penalty 978.555319 = -21194.019507 nChanged 4 SP:Iteration 9Q (25.828830 sec): 3 clusters Score: Raw -22179.246162 + Penalty 977.011998 = -21202.234164 nChanged 2 SP:Iteration 10F (25.829866 sec): 3 clusters Score: Raw -22180.761735 + Penalty 979.269170 = -21201.492565 nChanged 1 SP:Iteration 11F (25.830900 sec): 3 clusters Score: Raw -22181.465110 + Penalty 979.269170 = -21202.195940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.833171 sec): 2 clusters Score: Raw -25632.465018 + Penalty 213.495298 = -25418.969721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.834339 sec): 3 clusters Score: Raw -25361.827905 + Penalty 437.131856 = -24924.696049 nChanged 202 SP:Iteration 1F (25.835485 sec): 3 clusters Score: Raw -25540.226041 + Penalty 445.402401 = -25094.823640 nChanged 79 SP:Iteration 2F (25.836628 sec): 3 clusters Score: Raw -25646.570563 + Penalty 449.388263 = -25197.182301 nChanged 39 SP:Iteration 3F (25.837772 sec): 3 clusters Score: Raw -25687.323954 + Penalty 447.343975 = -25239.979979 nChanged 18 SP:Iteration 4Q (25.838906 sec): 3 clusters Score: Raw -25703.020466 + Penalty 446.085993 = -25256.934473 nChanged 6 SP:Iteration 5Q (25.840024 sec): 3 clusters Score: Raw -25707.189093 + Penalty 446.015725 = -25261.173369 nChanged 4 SP:Iteration 6Q (25.841130 sec): 3 clusters Score: Raw -25708.182426 + Penalty 444.978297 = -25263.204129 nChanged 4 SP:Iteration 7Q (25.842234 sec): 3 clusters Score: Raw -25713.713880 + Penalty 445.712936 = -25268.000944 nChanged 3 SP:Iteration 8Q (25.843328 sec): 3 clusters Score: Raw -25715.393092 + Penalty 447.977154 = -25267.415938 nChanged 5 SP:Iteration 9F (25.844473 sec): 3 clusters Score: Raw -25718.165063 + Penalty 448.564013 = -25269.601051 nChanged 3 SP:Iteration 10F (25.845617 sec): 3 clusters Score: Raw -25719.961296 + Penalty 447.911879 = -25272.049417 nChanged 1 SP:Iteration 11Q (25.846697 sec): 3 clusters Score: Raw -25720.130578 + Penalty 447.911879 = -25272.218699 nChanged 0 SP:Iteration 12F (25.847841 sec): 3 clusters Score: Raw -25720.130578 + Penalty 447.911879 = -25272.218699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.849374 sec): 2 clusters Score: Raw -10657.221088 + Penalty 269.192558 = -10388.028530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.850002 sec): 3 clusters Score: Raw -10547.341521 + Penalty 536.701323 = -10010.640198 nChanged 73 SP:Iteration 1F (25.850621 sec): 3 clusters Score: Raw -10597.919666 + Penalty 537.466723 = -10060.452943 nChanged 18 SP:Iteration 2F (25.851239 sec): 3 clusters Score: Raw -10612.539764 + Penalty 539.351303 = -10073.188461 nChanged 13 SP:Iteration 3F (25.851855 sec): 3 clusters Score: Raw -10624.156055 + Penalty 543.100384 = -10081.055671 nChanged 12 SP:Iteration 4F (25.852500 sec): 3 clusters Score: Raw -10634.305305 + Penalty 548.285984 = -10086.019322 nChanged 9 SP:Iteration 5Q (25.853107 sec): 3 clusters Score: Raw -10641.162288 + Penalty 558.347920 = -10082.814368 nChanged 14 SP:Iteration 6F (25.853723 sec): 3 clusters Score: Raw -10659.245144 + Penalty 564.968256 = -10094.276888 nChanged 11 SP:Iteration 7Q (25.854328 sec): 3 clusters Score: Raw -10680.915630 + Penalty 573.736299 = -10107.179331 nChanged 13 SP:Iteration 8F (25.854939 sec): 3 clusters Score: Raw -10708.465192 + Penalty 586.527991 = -10121.937201 nChanged 8 SP:Iteration 9Q (25.855523 sec): 3 clusters Score: Raw -10720.731739 + Penalty 591.747781 = -10128.983958 nChanged 3 SP:Iteration 10F (25.856131 sec): 3 clusters Score: Raw -10726.511651 + Penalty 594.794630 = -10131.717021 nChanged 2 SP:Iteration 11Q (25.856691 sec): 3 clusters Score: Raw -10730.388372 + Penalty 596.924118 = -10133.464254 nChanged 1 SP:Iteration 12Q (25.857246 sec): 3 clusters Score: Raw -10731.309362 + Penalty 596.924118 = -10134.385244 nChanged 0 SP:Iteration 13F (25.857854 sec): 3 clusters Score: Raw -10731.309362 + Penalty 596.924118 = -10134.385244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.858733 sec): 2 clusters Score: Raw -642.022181 + Penalty 283.237913 = -358.784268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.858970 sec): 3 clusters Score: Raw -677.297111 + Penalty 581.655346 = -95.641766 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.867399 sec): 2 clusters Score: Raw -76813.289992 + Penalty 418.916039 = -76394.373954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.870576 sec): 3 clusters Score: Raw -75842.344087 + Penalty 838.955282 = -75003.388805 nChanged 679 SP:Iteration 1F (25.873695 sec): 3 clusters Score: Raw -76245.730076 + Penalty 837.579762 = -75408.150314 nChanged 199 SP:Iteration 2F (25.876806 sec): 3 clusters Score: Raw -76403.397193 + Penalty 836.754652 = -75566.642542 nChanged 153 SP:Iteration 3F (25.879962 sec): 3 clusters Score: Raw -76559.789058 + Penalty 836.635288 = -75723.153770 nChanged 144 SP:Iteration 4F (25.883081 sec): 3 clusters Score: Raw -76732.556780 + Penalty 836.355333 = -75896.201447 nChanged 111 SP:Iteration 5F (25.886210 sec): 3 clusters Score: Raw -76860.565792 + Penalty 835.514867 = -76025.050925 nChanged 99 SP:Iteration 6F (25.889327 sec): 3 clusters Score: Raw -76953.288270 + Penalty 835.878102 = -76117.410167 nChanged 67 SP:Iteration 7Q (25.892265 sec): 3 clusters Score: Raw -77023.118365 + Penalty 835.866866 = -76187.251499 nChanged 54 SP:Iteration 8Q (25.895171 sec): 3 clusters Score: Raw -77073.269790 + Penalty 835.117575 = -76238.152215 nChanged 47 SP:Iteration 9Q (25.898143 sec): 3 clusters Score: Raw -77114.641655 + Penalty 833.421514 = -76281.220141 nChanged 41 SP:Iteration 10F (25.901276 sec): 3 clusters Score: Raw -77152.106726 + Penalty 831.247713 = -76320.859012 nChanged 31 SP:Iteration 11Q (25.904125 sec): 3 clusters Score: Raw -77170.620887 + Penalty 830.362884 = -76340.258003 nChanged 18 SP:Iteration 12Q (25.906968 sec): 3 clusters Score: Raw -77178.023601 + Penalty 829.530074 = -76348.493527 nChanged 14 SP:Iteration 13Q (25.909794 sec): 3 clusters Score: Raw -77180.981983 + Penalty 828.706091 = -76352.275891 nChanged 8 SP:Iteration 14Q (25.912612 sec): 3 clusters Score: Raw -77182.799503 + Penalty 828.461080 = -76354.338423 nChanged 2 SP:Iteration 15Q (25.915428 sec): 3 clusters Score: Raw -77183.395726 + Penalty 828.118600 = -76355.277126 nChanged 3 SP:Iteration 16Q (25.918248 sec): 3 clusters Score: Raw -77185.338591 + Penalty 827.887824 = -76357.450767 nChanged 3 SP:Iteration 17Q (25.921062 sec): 3 clusters Score: Raw -77185.844090 + Penalty 827.759440 = -76358.084650 nChanged 1 SP:Iteration 18Q (25.923915 sec): 3 clusters Score: Raw -77185.945935 + Penalty 827.657424 = -76358.288511 nChanged 1 SP:Iteration 19Q (25.926729 sec): 3 clusters Score: Raw -77185.964261 + Penalty 827.657424 = -76358.306837 nChanged 0 SP:Iteration 20F (25.929848 sec): 3 clusters Score: Raw -77185.964261 + Penalty 827.657424 = -76358.306837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.937664 sec): 2 clusters Score: Raw -214.793788 + Penalty 118.080946 = -96.712842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.937870 sec): 2 clusters Score: Raw -214.793788 + Penalty 118.080946 = -96.712842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.938379 sec): 2 clusters Score: Raw -609.522109 + Penalty 258.712369 = -350.809740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.938609 sec): 3 clusters Score: Raw -629.721421 + Penalty 513.248394 = -116.473027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.943195 sec): 2 clusters Score: Raw -57968.847145 + Penalty 220.186861 = -57748.660284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.945730 sec): 3 clusters Score: Raw -57196.405445 + Penalty 439.380023 = -56757.025423 nChanged 562 SP:Iteration 1F (25.948225 sec): 3 clusters Score: Raw -57502.200645 + Penalty 437.581017 = -57064.619628 nChanged 114 SP:Iteration 2F (25.950723 sec): 3 clusters Score: Raw -57532.414815 + Penalty 436.720351 = -57095.694463 nChanged 42 SP:Iteration 3Q (25.953214 sec): 3 clusters Score: Raw -57540.404404 + Penalty 436.434030 = -57103.970373 nChanged 21 SP:Iteration 4Q (25.955716 sec): 3 clusters Score: Raw -57543.844264 + Penalty 436.312029 = -57107.532236 nChanged 16 SP:Iteration 5Q (25.958205 sec): 3 clusters Score: Raw -57546.877836 + Penalty 436.166990 = -57110.710846 nChanged 20 SP:Iteration 6Q (25.960692 sec): 3 clusters Score: Raw -57549.522830 + Penalty 436.273152 = -57113.249678 nChanged 12 SP:Iteration 7Q (25.963180 sec): 3 clusters Score: Raw -57551.249298 + Penalty 436.560560 = -57114.688737 nChanged 18 SP:Iteration 8Q (25.965674 sec): 3 clusters Score: Raw -57555.180848 + Penalty 437.294194 = -57117.886654 nChanged 30 SP:Iteration 9Q (25.968164 sec): 3 clusters Score: Raw -57565.984027 + Penalty 438.301171 = -57127.682856 nChanged 49 SP:Iteration 10F (25.970654 sec): 3 clusters Score: Raw -57585.630130 + Penalty 439.722171 = -57145.907958 nChanged 49 SP:Iteration 11Q (25.973140 sec): 3 clusters Score: Raw -57620.471975 + Penalty 441.075746 = -57179.396229 nChanged 59 SP:Iteration 12Q (25.975628 sec): 3 clusters Score: Raw -57663.620691 + Penalty 443.907947 = -57219.712744 nChanged 65 SP:Iteration 13F (25.978113 sec): 3 clusters Score: Raw -57717.630527 + Penalty 446.309194 = -57271.321332 nChanged 54 SP:Iteration 14Q (25.980583 sec): 3 clusters Score: Raw -57746.045515 + Penalty 447.999360 = -57298.046156 nChanged 34 SP:Iteration 15Q (25.983082 sec): 3 clusters Score: Raw -57759.020492 + Penalty 449.721270 = -57309.299222 nChanged 27 SP:Iteration 16Q (25.985537 sec): 3 clusters Score: Raw -57764.851377 + Penalty 451.019701 = -57313.831676 nChanged 18 SP:Iteration 17Q (25.988207 sec): 3 clusters Score: Raw -57772.166692 + Penalty 452.765971 = -57319.400720 nChanged 22 SP:Iteration 18Q (25.990846 sec): 3 clusters Score: Raw -57777.566687 + Penalty 453.464712 = -57324.101975 nChanged 16 SP:Iteration 19Q (25.993273 sec): 3 clusters Score: Raw -57780.605933 + Penalty 454.026231 = -57326.579701 nChanged 13 SP:Iteration 20F (25.995752 sec): 3 clusters Score: Raw -57782.619319 + Penalty 454.249517 = -57328.369802 nChanged 9 SP:Iteration 21Q (25.998176 sec): 3 clusters Score: Raw -57783.939357 + Penalty 454.523355 = -57329.416002 nChanged 5 SP:Iteration 22Q (26.000641 sec): 3 clusters Score: Raw -57784.679301 + Penalty 455.142325 = -57329.536976 nChanged 4 SP:Iteration 23Q (26.003058 sec): 3 clusters Score: Raw -57785.053338 + Penalty 455.142325 = -57329.911013 nChanged 0 SP:Iteration 24F (26.005530 sec): 3 clusters Score: Raw -57785.053338 + Penalty 455.142325 = -57329.911013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.006631 sec): 2 clusters Score: Raw -1548.592665 + Penalty 317.522848 = -1231.069817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.006917 sec): 3 clusters Score: Raw -1593.075552 + Penalty 635.978774 = -957.096778 nChanged 1 SP:Iteration 1Q (26.007184 sec): 3 clusters Score: Raw -1599.856516 + Penalty 636.188874 = -963.667642 nChanged 1 SP:Iteration 2Q (26.007446 sec): 3 clusters Score: Raw -1605.687334 + Penalty 636.188874 = -969.498460 nChanged 0 SP:Iteration 3F (26.007710 sec): 3 clusters Score: Raw -1605.687334 + Penalty 636.188874 = -969.498460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.009252 sec): 2 clusters Score: Raw -11807.467700 + Penalty 425.096737 = -11382.370963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.009967 sec): 3 clusters Score: Raw -11742.154390 + Penalty 841.899152 = -10900.255239 nChanged 65 SP:Iteration 1F (26.010671 sec): 3 clusters Score: Raw -11814.436478 + Penalty 831.116545 = -10983.319933 nChanged 26 SP:Iteration 2F (26.011345 sec): 3 clusters Score: Raw -11857.408955 + Penalty 821.949142 = -11035.459813 nChanged 13 SP:Iteration 3Q (26.012008 sec): 3 clusters Score: Raw -11880.926566 + Penalty 821.467080 = -11059.459485 nChanged 6 SP:Iteration 4Q (26.012661 sec): 3 clusters Score: Raw -11895.670548 + Penalty 820.712573 = -11074.957976 nChanged 3 SP:Iteration 5Q (26.013307 sec): 3 clusters Score: Raw -11899.363830 + Penalty 823.715783 = -11075.648046 nChanged 4 SP:Iteration 6Q (26.013955 sec): 3 clusters Score: Raw -11906.337707 + Penalty 823.943703 = -11082.394004 nChanged 2 SP:Iteration 7Q (26.014599 sec): 3 clusters Score: Raw -11907.814734 + Penalty 824.925750 = -11082.888984 nChanged 2 SP:Iteration 8Q (26.015242 sec): 3 clusters Score: Raw -11909.538263 + Penalty 826.309224 = -11083.229039 nChanged 3 SP:Iteration 9Q (26.015884 sec): 3 clusters Score: Raw -11914.452575 + Penalty 826.107644 = -11088.344931 nChanged 2 SP:Iteration 10F (26.016559 sec): 3 clusters Score: Raw -11918.458220 + Penalty 824.879836 = -11093.578384 nChanged 1 SP:Iteration 11Q (26.017199 sec): 3 clusters Score: Raw -11920.345850 + Penalty 823.976163 = -11096.369687 nChanged 1 SP:Iteration 12Q (26.017838 sec): 3 clusters Score: Raw -11921.602593 + Penalty 824.370797 = -11097.231796 nChanged 1 SP:Iteration 13Q (26.018476 sec): 3 clusters Score: Raw -11922.113357 + Penalty 824.832116 = -11097.281241 nChanged 1 SP:Iteration 14Q (26.019113 sec): 3 clusters Score: Raw -11922.292272 + Penalty 824.832116 = -11097.460155 nChanged 0 SP:Iteration 15F (26.019788 sec): 3 clusters Score: Raw -11922.292272 + Penalty 824.832116 = -11097.460155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.021360 sec): 2 clusters Score: Raw -12153.936928 + Penalty 600.809062 = -11553.127866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.022060 sec): 3 clusters Score: Raw -12095.181387 + Penalty 1202.726230 = -10892.455157 nChanged 56 SP:Iteration 1F (26.022734 sec): 3 clusters Score: Raw -12156.613956 + Penalty 1201.775219 = -10954.838737 nChanged 20 SP:Iteration 2F (26.023404 sec): 3 clusters Score: Raw -12186.023898 + Penalty 1201.618124 = -10984.405774 nChanged 6 SP:Iteration 3Q (26.024094 sec): 3 clusters Score: Raw -12195.677402 + Penalty 1201.904343 = -10993.773060 nChanged 7 SP:Iteration 4Q (26.024752 sec): 3 clusters Score: Raw -12204.871599 + Penalty 1204.391338 = -11000.480261 nChanged 11 SP:Iteration 5Q (26.025410 sec): 3 clusters Score: Raw -12223.879147 + Penalty 1206.239479 = -11017.639667 nChanged 16 SP:Iteration 6F (26.026085 sec): 3 clusters Score: Raw -12247.655334 + Penalty 1208.346621 = -11039.308713 nChanged 10 SP:Iteration 7Q (26.026737 sec): 3 clusters Score: Raw -12265.681186 + Penalty 1209.588976 = -11056.092209 nChanged 4 SP:Iteration 8Q (26.027388 sec): 3 clusters Score: Raw -12272.961283 + Penalty 1209.846811 = -11063.114472 nChanged 1 SP:Iteration 9Q (26.028037 sec): 3 clusters Score: Raw -12275.893917 + Penalty 1209.846811 = -11066.047105 nChanged 0 SP:Iteration 10F (26.028712 sec): 3 clusters Score: Raw -12275.893917 + Penalty 1209.846811 = -11066.047105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.029912 sec): 2 clusters Score: Raw -6057.902804 + Penalty 353.088021 = -5704.814783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.030366 sec): 3 clusters Score: Raw -6019.689190 + Penalty 706.640113 = -5313.049077 nChanged 19 SP:Iteration 1F (26.030815 sec): 3 clusters Score: Raw -6043.006485 + Penalty 704.803645 = -5338.202841 nChanged 13 SP:Iteration 2F (26.031263 sec): 3 clusters Score: Raw -6059.471280 + Penalty 699.077587 = -5360.393692 nChanged 8 SP:Iteration 3F (26.031709 sec): 3 clusters Score: Raw -6070.165384 + Penalty 696.396994 = -5373.768390 nChanged 4 SP:Iteration 4Q (26.032152 sec): 3 clusters Score: Raw -6074.296093 + Penalty 695.310173 = -5378.985919 nChanged 2 SP:Iteration 5Q (26.032593 sec): 3 clusters Score: Raw -6077.986606 + Penalty 693.987974 = -5383.998631 nChanged 1 SP:Iteration 6Q (26.033035 sec): 3 clusters Score: Raw -6078.894340 + Penalty 693.987974 = -5384.906366 nChanged 0 SP:Iteration 7F (26.033480 sec): 3 clusters Score: Raw -6078.894340 + Penalty 693.987974 = -5384.906366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.034518 sec): 2 clusters Score: Raw -3552.274536 + Penalty 503.553222 = -3048.721314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.034885 sec): 3 clusters Score: Raw -3620.219678 + Penalty 1003.063465 = -2617.156213 nChanged 7 SP:Iteration 1F (26.035247 sec): 3 clusters Score: Raw -3641.843553 + Penalty 1003.767169 = -2638.076383 nChanged 2 SP:Iteration 2Q (26.035593 sec): 3 clusters Score: Raw -3645.601550 + Penalty 1005.573982 = -2640.027568 nChanged 1 SP:Iteration 3Q (26.035938 sec): 3 clusters Score: Raw -3647.471106 + Penalty 1005.573982 = -2641.897124 nChanged 0 SP:Iteration 4F (26.036298 sec): 3 clusters Score: Raw -3647.471106 + Penalty 1005.573982 = -2641.897124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.038866 sec): 2 clusters Score: Raw -19961.365931 + Penalty 815.135078 = -19146.230853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.039795 sec): 3 clusters Score: Raw -19899.176788 + Penalty 1629.682719 = -18269.494069 nChanged 100 SP:Iteration 1F (26.040712 sec): 3 clusters Score: Raw -20041.808140 + Penalty 1628.925153 = -18412.882987 nChanged 20 SP:Iteration 2F (26.041629 sec): 3 clusters Score: Raw -20068.930480 + Penalty 1629.041302 = -18439.889178 nChanged 8 SP:Iteration 3Q (26.042526 sec): 3 clusters Score: Raw -20082.330884 + Penalty 1628.771184 = -18453.559700 nChanged 1 SP:Iteration 4Q (26.043418 sec): 3 clusters Score: Raw -20083.406220 + Penalty 1628.771184 = -18454.635036 nChanged 0 SP:Iteration 5F (26.044337 sec): 3 clusters Score: Raw -20083.406220 + Penalty 1628.771184 = -18454.635036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.046352 sec): 2 clusters Score: Raw -12179.517868 + Penalty 917.060214 = -11262.457654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.047146 sec): 3 clusters Score: Raw -12163.502346 + Penalty 1833.948023 = -10329.554322 nChanged 67 SP:Iteration 1F (26.047927 sec): 3 clusters Score: Raw -12290.359215 + Penalty 1833.852046 = -10456.507169 nChanged 22 SP:Iteration 2F (26.048707 sec): 3 clusters Score: Raw -12341.261827 + Penalty 1833.828544 = -10507.433283 nChanged 13 SP:Iteration 3Q (26.049451 sec): 3 clusters Score: Raw -12371.825561 + Penalty 1833.602082 = -10538.223479 nChanged 8 SP:Iteration 4Q (26.050188 sec): 3 clusters Score: Raw -12389.396914 + Penalty 1833.301682 = -10556.095232 nChanged 5 SP:Iteration 5Q (26.050922 sec): 3 clusters Score: Raw -12402.655397 + Penalty 1833.301682 = -10569.353715 nChanged 2 SP:Iteration 6Q (26.051652 sec): 3 clusters Score: Raw -12408.952469 + Penalty 1833.161304 = -10575.791165 nChanged 3 SP:Iteration 7Q (26.052378 sec): 3 clusters Score: Raw -12413.850418 + Penalty 1833.161304 = -10580.689114 nChanged 2 SP:Iteration 8Q (26.053102 sec): 3 clusters Score: Raw -12417.047778 + Penalty 1833.295664 = -10583.752114 nChanged 1 SP:Iteration 9Q (26.053829 sec): 3 clusters Score: Raw -12421.863137 + Penalty 1833.409177 = -10588.453960 nChanged 1 SP:Iteration 10F (26.054608 sec): 3 clusters Score: Raw -12425.347361 + Penalty 1833.483021 = -10591.864340 nChanged 1 SP:Iteration 11Q (26.055336 sec): 3 clusters Score: Raw -12426.899294 + Penalty 1833.608456 = -10593.290838 nChanged 1 SP:Iteration 12Q (26.056062 sec): 3 clusters Score: Raw -12430.180150 + Penalty 1833.470250 = -10596.709900 nChanged 1 SP:Iteration 13Q (26.056787 sec): 3 clusters Score: Raw -12432.725134 + Penalty 1833.470250 = -10599.254884 nChanged 0 SP:Iteration 14F (26.057565 sec): 3 clusters Score: Raw -12432.725134 + Penalty 1833.470250 = -10599.254884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.059199 sec): 2 clusters Score: Raw -10524.546176 + Penalty 308.287415 = -10216.258760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.059828 sec): 3 clusters Score: Raw -10426.933457 + Penalty 626.624009 = -9800.309448 nChanged 63 SP:Iteration 1F (26.060448 sec): 3 clusters Score: Raw -10477.752042 + Penalty 626.079730 = -9851.672312 nChanged 14 SP:Iteration 2F (26.061069 sec): 3 clusters Score: Raw -10495.515549 + Penalty 626.486659 = -9869.028890 nChanged 9 SP:Iteration 3Q (26.061684 sec): 3 clusters Score: Raw -10506.400527 + Penalty 625.866695 = -9880.533831 nChanged 6 SP:Iteration 4Q (26.062299 sec): 3 clusters Score: Raw -10513.414831 + Penalty 622.742750 = -9890.672081 nChanged 7 SP:Iteration 5Q (26.062914 sec): 3 clusters Score: Raw -10524.525947 + Penalty 619.234031 = -9905.291916 nChanged 8 SP:Iteration 6Q (26.063529 sec): 3 clusters Score: Raw -10535.635348 + Penalty 616.878677 = -9918.756671 nChanged 4 SP:Iteration 7Q (26.064144 sec): 3 clusters Score: Raw -10539.107131 + Penalty 615.273242 = -9923.833889 nChanged 4 SP:Iteration 8Q (26.064755 sec): 3 clusters Score: Raw -10544.286793 + Penalty 615.460179 = -9928.826613 nChanged 2 SP:Iteration 9Q (26.065365 sec): 3 clusters Score: Raw -10545.375984 + Penalty 615.420255 = -9929.955729 nChanged 1 SP:Iteration 10F (26.065985 sec): 3 clusters Score: Raw -10545.641525 + Penalty 615.420255 = -9930.221270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.067200 sec): 2 clusters Score: Raw -6330.892854 + Penalty 773.173621 = -5557.719233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.067684 sec): 3 clusters Score: Raw -6412.164544 + Penalty 1546.378584 = -4865.785961 nChanged 17 SP:Iteration 1F (26.068191 sec): 3 clusters Score: Raw -6464.110238 + Penalty 1546.353698 = -4917.756541 nChanged 4 SP:Iteration 2Q (26.068644 sec): 3 clusters Score: Raw -6486.721028 + Penalty 1546.353698 = -4940.367330 nChanged 0 SP:Iteration 3F (26.069120 sec): 3 clusters Score: Raw -6486.721028 + Penalty 1546.353698 = -4940.367330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070196 sec): 2 clusters Score: Raw -4410.730337 + Penalty 461.251884 = -3949.478453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070582 sec): 3 clusters Score: Raw -4430.660805 + Penalty 923.079030 = -3507.581775 nChanged 10 SP:Iteration 1F (26.070961 sec): 3 clusters Score: Raw -4449.023714 + Penalty 922.506981 = -3526.516734 nChanged 3 SP:Iteration 2Q (26.071331 sec): 3 clusters Score: Raw -4453.188127 + Penalty 922.682267 = -3530.505859 nChanged 2 SP:Iteration 3Q (26.071701 sec): 3 clusters Score: Raw -4459.433929 + Penalty 922.682267 = -3536.751662 nChanged 0 SP:Iteration 4F (26.072077 sec): 3 clusters Score: Raw -4459.433929 + Penalty 922.682267 = -3536.751662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072934 sec): 2 clusters Score: Raw -850.476921 + Penalty 223.654257 = -626.822664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.073177 sec): 3 clusters Score: Raw -868.403828 + Penalty 446.803874 = -421.599954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.074212 sec): 2 clusters Score: Raw -5182.351489 + Penalty 522.298042 = -4660.053447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.074614 sec): 3 clusters Score: Raw -5202.618799 + Penalty 1044.315871 = -4158.302928 nChanged 14 SP:Iteration 1F (26.075009 sec): 3 clusters Score: Raw -5226.195534 + Penalty 1043.859195 = -4182.336339 nChanged 1 SP:Iteration 2Q (26.075393 sec): 3 clusters Score: Raw -5230.942179 + Penalty 1043.859195 = -4187.082984 nChanged 0 SP:Iteration 3F (26.075786 sec): 3 clusters Score: Raw -5230.942179 + Penalty 1043.859195 = -4187.082984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.077209 sec): 2 clusters Score: Raw -10508.551368 + Penalty 299.892666 = -10208.658702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.077840 sec): 3 clusters Score: Raw -10408.643037 + Penalty 599.227620 = -9809.415417 nChanged 69 SP:Iteration 1F (26.078462 sec): 3 clusters Score: Raw -10454.232920 + Penalty 598.340842 = -9855.892077 nChanged 16 SP:Iteration 2F (26.079083 sec): 3 clusters Score: Raw -10469.961358 + Penalty 596.984604 = -9872.976753 nChanged 10 SP:Iteration 3Q (26.079719 sec): 3 clusters Score: Raw -10482.813755 + Penalty 595.602309 = -9887.211446 nChanged 10 SP:Iteration 4Q (26.080333 sec): 3 clusters Score: Raw -10491.843535 + Penalty 595.608477 = -9896.235058 nChanged 6 SP:Iteration 5Q (26.080946 sec): 3 clusters Score: Raw -10495.333861 + Penalty 596.793739 = -9898.540122 nChanged 5 SP:Iteration 6Q (26.081557 sec): 3 clusters Score: Raw -10498.516628 + Penalty 597.620569 = -9900.896059 nChanged 4 SP:Iteration 7Q (26.082168 sec): 3 clusters Score: Raw -10501.534999 + Penalty 597.598856 = -9903.936144 nChanged 2 SP:Iteration 8Q (26.082779 sec): 3 clusters Score: Raw -10504.074691 + Penalty 597.669675 = -9906.405016 nChanged 2 SP:Iteration 9Q (26.083389 sec): 3 clusters Score: Raw -10504.316688 + Penalty 597.669675 = -9906.647013 nChanged 0 SP:Iteration 10F (26.084018 sec): 3 clusters Score: Raw -10504.316688 + Penalty 597.669675 = -9906.647013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.085524 sec): 2 clusters Score: Raw -6331.898463 + Penalty 597.018529 = -5734.879934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.085969 sec): 3 clusters Score: Raw -6355.024322 + Penalty 1191.957052 = -5163.067270 nChanged 15 SP:Iteration 1F (26.086407 sec): 3 clusters Score: Raw -6385.040243 + Penalty 1191.294094 = -5193.746149 nChanged 3 SP:Iteration 2Q (26.086828 sec): 3 clusters Score: Raw -6391.494562 + Penalty 1190.984691 = -5200.509871 nChanged 2 SP:Iteration 3Q (26.087249 sec): 3 clusters Score: Raw -6398.304689 + Penalty 1190.984691 = -5207.319998 nChanged 0 SP:Iteration 4F (26.087684 sec): 3 clusters Score: Raw -6398.304689 + Penalty 1190.984691 = -5207.319998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.088603 sec): 2 clusters Score: Raw -1559.946595 + Penalty 151.098312 = -1408.848283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.088880 sec): 3 clusters Score: Raw -1570.749080 + Penalty 302.196624 = -1268.552456 nChanged 2 SP:Iteration 1F (26.089150 sec): 3 clusters Score: Raw -1573.237835 + Penalty 302.196624 = -1271.041211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.090727 sec): 2 clusters Score: Raw -12432.997300 + Penalty 753.606959 = -11679.390341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.091468 sec): 3 clusters Score: Raw -12422.310052 + Penalty 1509.057471 = -10913.252582 nChanged 54 SP:Iteration 1F (26.092200 sec): 3 clusters Score: Raw -12514.342178 + Penalty 1511.487537 = -11002.854641 nChanged 17 SP:Iteration 2F (26.092925 sec): 3 clusters Score: Raw -12554.869290 + Penalty 1512.094866 = -11042.774424 nChanged 13 SP:Iteration 3Q (26.093601 sec): 3 clusters Score: Raw -12576.997735 + Penalty 1510.035778 = -11066.961957 nChanged 4 SP:Iteration 4Q (26.094265 sec): 3 clusters Score: Raw -12586.493693 + Penalty 1509.902064 = -11076.591628 nChanged 4 SP:Iteration 5Q (26.094925 sec): 3 clusters Score: Raw -12590.744719 + Penalty 1509.902064 = -11080.842655 nChanged 0 SP:Iteration 6F (26.095624 sec): 3 clusters Score: Raw -12590.744719 + Penalty 1509.902064 = -11080.842655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.096544 sec): 2 clusters Score: Raw -864.735220 + Penalty 358.483161 = -506.252059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.096787 sec): 3 clusters Score: Raw -888.508948 + Penalty 725.579437 = -162.929511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.097803 sec): 2 clusters Score: Raw -3908.612731 + Penalty 90.179861 = -3818.432870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.098197 sec): 3 clusters Score: Raw -3882.486569 + Penalty 180.142441 = -3702.344129 nChanged 31 SP:Iteration 1F (26.098583 sec): 3 clusters Score: Raw -3910.478612 + Penalty 180.214245 = -3730.264367 nChanged 7 SP:Iteration 2F (26.098968 sec): 3 clusters Score: Raw -3915.944437 + Penalty 180.392010 = -3735.552428 nChanged 1 SP:Iteration 3Q (26.099345 sec): 3 clusters Score: Raw -3916.696535 + Penalty 181.107015 = -3735.589520 nChanged 2 SP:Iteration 4Q (26.099722 sec): 3 clusters Score: Raw -3918.997020 + Penalty 182.622029 = -3736.374990 nChanged 4 SP:Iteration 5Q (26.100099 sec): 3 clusters Score: Raw -3925.822427 + Penalty 184.030448 = -3741.791979 nChanged 2 SP:Iteration 6Q (26.100474 sec): 3 clusters Score: Raw -3932.911574 + Penalty 184.259812 = -3748.651763 nChanged 1 SP:Iteration 7Q (26.100869 sec): 3 clusters Score: Raw -3934.486024 + Penalty 184.259812 = -3750.226212 nChanged 0 SP:Iteration 8F (26.101255 sec): 3 clusters Score: Raw -3934.486024 + Penalty 184.259812 = -3750.226212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.102104 sec): 2 clusters Score: Raw -1159.791263 + Penalty 299.267240 = -860.524023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.102356 sec): 3 clusters Score: Raw -1186.898246 + Penalty 598.482554 = -588.415692 nChanged 1 SP:Iteration 1Q (26.102596 sec): 3 clusters Score: Raw -1193.475304 + Penalty 598.482554 = -594.992751 nChanged 0 SP:Iteration 2F (26.102843 sec): 3 clusters Score: Raw -1193.475304 + Penalty 598.482554 = -594.992751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.103842 sec): 2 clusters Score: Raw -4192.071047 + Penalty 408.019331 = -3784.051716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.104222 sec): 3 clusters Score: Raw -4199.968678 + Penalty 810.953429 = -3389.015249 nChanged 13 SP:Iteration 1F (26.104597 sec): 3 clusters Score: Raw -4225.028118 + Penalty 803.239702 = -3421.788416 nChanged 6 SP:Iteration 2F (26.104970 sec): 3 clusters Score: Raw -4239.042141 + Penalty 798.921310 = -3440.120831 nChanged 5 SP:Iteration 3F (26.105343 sec): 3 clusters Score: Raw -4248.158103 + Penalty 798.968456 = -3449.189647 nChanged 2 SP:Iteration 4Q (26.105705 sec): 3 clusters Score: Raw -4251.808580 + Penalty 797.163860 = -3454.644719 nChanged 1 SP:Iteration 5Q (26.106069 sec): 3 clusters Score: Raw -4254.430781 + Penalty 793.423275 = -3461.007507 nChanged 1 SP:Iteration 6Q (26.106430 sec): 3 clusters Score: Raw -4257.746540 + Penalty 793.423275 = -3464.323265 nChanged 0 SP:Iteration 7F (26.106802 sec): 3 clusters Score: Raw -4257.746540 + Penalty 793.423275 = -3464.323265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.107947 sec): 2 clusters Score: Raw -7120.444237 + Penalty 496.016128 = -6624.428109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.108426 sec): 3 clusters Score: Raw -7110.591112 + Penalty 991.716949 = -6118.874162 nChanged 32 SP:Iteration 1F (26.108897 sec): 3 clusters Score: Raw -7162.209406 + Penalty 991.940495 = -6170.268911 nChanged 7 SP:Iteration 2Q (26.109368 sec): 3 clusters Score: Raw -7174.773994 + Penalty 992.237804 = -6182.536190 nChanged 1 SP:Iteration 3Q (26.109820 sec): 3 clusters Score: Raw -7175.764807 + Penalty 992.237804 = -6183.527003 nChanged 0 SP:Iteration 4F (26.110284 sec): 3 clusters Score: Raw -7175.764807 + Penalty 992.237804 = -6183.527003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.111374 sec): 2 clusters Score: Raw -3609.183738 + Penalty 220.943353 = -3388.240385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.111780 sec): 3 clusters Score: Raw -3623.589547 + Penalty 430.563899 = -3193.025648 nChanged 21 SP:Iteration 1F (26.112177 sec): 3 clusters Score: Raw -3646.409058 + Penalty 435.306270 = -3211.102788 nChanged 9 SP:Iteration 2F (26.112574 sec): 3 clusters Score: Raw -3666.059006 + Penalty 438.062586 = -3227.996420 nChanged 3 SP:Iteration 3Q (26.112961 sec): 3 clusters Score: Raw -3675.674225 + Penalty 439.454050 = -3236.220175 nChanged 2 SP:Iteration 4Q (26.113343 sec): 3 clusters Score: Raw -3681.825666 + Penalty 442.863523 = -3238.962143 nChanged 2 SP:Iteration 5Q (26.113723 sec): 3 clusters Score: Raw -3686.589160 + Penalty 453.395250 = -3233.193910 nChanged 3 SP:Iteration 6F (26.114119 sec): 3 clusters Score: Raw -3696.671404 + Penalty 457.228345 = -3239.443059 nChanged 1 SP:Iteration 7Q (26.114513 sec): 3 clusters Score: Raw -3708.921183 + Penalty 459.208380 = -3249.712804 nChanged 1 SP:Iteration 8Q (26.114881 sec): 3 clusters Score: Raw -3710.037284 + Penalty 464.051674 = -3245.985610 nChanged 1 SP:Iteration 9F (26.115277 sec): 3 clusters Score: Raw -3711.383189 + Penalty 473.718046 = -3237.665143 nChanged 2 SP:Iteration 10F (26.115694 sec): 3 clusters Score: Raw -3722.678956 + Penalty 473.718046 = -3248.960910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.116496 sec): 2 clusters Score: Raw -162.774106 + Penalty 117.150406 = -45.623700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.116706 sec): 3 clusters Score: Raw -154.592045 + Penalty 225.526746 = 70.934702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.117507 sec): 2 clusters Score: Raw -989.718626 + Penalty 349.460703 = -640.257923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.117752 sec): 3 clusters Score: Raw -1049.015565 + Penalty 698.921405 = -350.094160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.119850 sec): 2 clusters Score: Raw -21126.174977 + Penalty 926.807188 = -20199.367789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.120892 sec): 3 clusters Score: Raw -21058.926349 + Penalty 1853.362295 = -19205.564054 nChanged 102 SP:Iteration 1F (26.121944 sec): 3 clusters Score: Raw -21205.757275 + Penalty 1853.751963 = -19352.005311 nChanged 21 SP:Iteration 2Q (26.122973 sec): 3 clusters Score: Raw -21233.567582 + Penalty 1853.614375 = -19379.953207 nChanged 11 SP:Iteration 3Q (26.123978 sec): 3 clusters Score: Raw -21248.873141 + Penalty 1853.614375 = -19395.258766 nChanged 4 SP:Iteration 4Q (26.124976 sec): 3 clusters Score: Raw -21255.327673 + Penalty 1853.478648 = -19401.849025 nChanged 3 SP:Iteration 5Q (26.125972 sec): 3 clusters Score: Raw -21257.619274 + Penalty 1853.478063 = -19404.141210 nChanged 2 SP:Iteration 6Q (26.126967 sec): 3 clusters Score: Raw -21261.277807 + Penalty 1853.329432 = -19407.948374 nChanged 3 SP:Iteration 7Q (26.127960 sec): 3 clusters Score: Raw -21263.338081 + Penalty 1853.183829 = -19410.154252 nChanged 1 SP:Iteration 8Q (26.128952 sec): 3 clusters Score: Raw -21264.727267 + Penalty 1853.206727 = -19411.520540 nChanged 2 SP:Iteration 9Q (26.129944 sec): 3 clusters Score: Raw -21269.520386 + Penalty 1853.344784 = -19416.175601 nChanged 5 SP:Iteration 10F (26.130976 sec): 3 clusters Score: Raw -21282.353696 + Penalty 1853.255343 = -19429.098352 nChanged 3 SP:Iteration 11Q (26.131967 sec): 3 clusters Score: Raw -21286.590042 + Penalty 1853.369935 = -19433.220107 nChanged 1 SP:Iteration 12Q (26.132955 sec): 3 clusters Score: Raw -21287.033014 + Penalty 1853.369935 = -19433.663079 nChanged 0 SP:Iteration 13F (26.133991 sec): 3 clusters Score: Raw -21287.033014 + Penalty 1853.369935 = -19433.663079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.135101 sec): 2 clusters Score: Raw -3396.634897 + Penalty 508.075135 = -2888.559762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.135438 sec): 3 clusters Score: Raw -3438.728578 + Penalty 1018.466797 = -2420.261781 nChanged 4 SP:Iteration 1F (26.135776 sec): 3 clusters Score: Raw -3451.697432 + Penalty 1018.466797 = -2433.230635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.136591 sec): 2 clusters Score: Raw -728.536633 + Penalty 287.654863 = -440.881770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.136855 sec): 3 clusters Score: Raw -760.907585 + Penalty 576.282894 = -184.624692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.137633 sec): 2 clusters Score: Raw -618.799387 + Penalty 261.287102 = -357.512285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.137865 sec): 3 clusters Score: Raw -667.369821 + Penalty 521.583372 = -145.786449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.138778 sec): 2 clusters Score: Raw -2753.333880 + Penalty 150.073466 = -2603.260414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.139120 sec): 3 clusters Score: Raw -2747.496542 + Penalty 334.717730 = -2412.778812 nChanged 10 SP:Iteration 1F (26.139447 sec): 3 clusters Score: Raw -2763.814997 + Penalty 365.484325 = -2398.330671 nChanged 5 SP:Iteration 2F (26.139783 sec): 3 clusters Score: Raw -2774.623424 + Penalty 384.902142 = -2389.721281 nChanged 3 SP:Iteration 3F (26.140121 sec): 3 clusters Score: Raw -2780.988954 + Penalty 381.081035 = -2399.907919 nChanged 1 SP:Iteration 4Q (26.140446 sec): 3 clusters Score: Raw -2784.551742 + Penalty 381.081035 = -2403.470707 nChanged 0 SP:Iteration 5F (26.140782 sec): 3 clusters Score: Raw -2784.551742 + Penalty 381.081035 = -2403.470707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.141585 sec): 2 clusters Score: Raw -698.518192 + Penalty 263.439307 = -435.078886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.141821 sec): 3 clusters Score: Raw -744.311248 + Penalty 532.107769 = -212.203478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.142672 sec): 2 clusters Score: Raw -2170.747715 + Penalty 347.821564 = -1822.926151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.142961 sec): 3 clusters Score: Raw -2189.503004 + Penalty 695.643129 = -1493.859876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.143736 sec): 2 clusters Score: Raw -468.980958 + Penalty 177.981051 = -290.999907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.143960 sec): 3 clusters Score: Raw -489.325673 + Penalty 357.954595 = -131.371078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.145821 sec): 2 clusters Score: Raw -16911.019400 + Penalty 675.524509 = -16235.494892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.146650 sec): 3 clusters Score: Raw -16808.242669 + Penalty 1350.583042 = -15457.659626 nChanged 80 SP:Iteration 1F (26.147480 sec): 3 clusters Score: Raw -16892.910115 + Penalty 1351.681133 = -15541.228982 nChanged 21 SP:Iteration 2F (26.148299 sec): 3 clusters Score: Raw -16923.873661 + Penalty 1353.147862 = -15570.725799 nChanged 11 SP:Iteration 3Q (26.149107 sec): 3 clusters Score: Raw -16941.127897 + Penalty 1355.032493 = -15586.095404 nChanged 10 SP:Iteration 4Q (26.149912 sec): 3 clusters Score: Raw -16955.838206 + Penalty 1357.735798 = -15598.102407 nChanged 8 SP:Iteration 5Q (26.150712 sec): 3 clusters Score: Raw -16965.975644 + Penalty 1358.326191 = -15607.649453 nChanged 4 SP:Iteration 6Q (26.151507 sec): 3 clusters Score: Raw -16972.001800 + Penalty 1357.674105 = -15614.327695 nChanged 4 SP:Iteration 7Q (26.152297 sec): 3 clusters Score: Raw -16975.934886 + Penalty 1357.719084 = -15618.215802 nChanged 2 SP:Iteration 8Q (26.153113 sec): 3 clusters Score: Raw -16977.943338 + Penalty 1357.862582 = -15620.080756 nChanged 1 SP:Iteration 9Q (26.153903 sec): 3 clusters Score: Raw -16978.390990 + Penalty 1358.500908 = -15619.890082 nChanged 1 SP:Iteration 10F (26.154720 sec): 3 clusters Score: Raw -16979.024815 + Penalty 1358.149409 = -15620.875406 nChanged 1 SP:Iteration 11Q (26.155507 sec): 3 clusters Score: Raw -16984.399927 + Penalty 1358.106527 = -15626.293400 nChanged 3 SP:Iteration 12Q (26.156293 sec): 3 clusters Score: Raw -16987.579208 + Penalty 1358.957446 = -15628.621761 nChanged 3 SP:Iteration 13Q (26.157079 sec): 3 clusters Score: Raw -16990.275896 + Penalty 1359.682963 = -15630.592933 nChanged 2 SP:Iteration 14Q (26.157862 sec): 3 clusters Score: Raw -16991.766896 + Penalty 1359.682963 = -15632.083933 nChanged 0 SP:Iteration 15F (26.158675 sec): 3 clusters Score: Raw -16991.766896 + Penalty 1359.682963 = -15632.083933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.159886 sec): 2 clusters Score: Raw -2987.289086 + Penalty 432.562270 = -2554.726817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.160208 sec): 3 clusters Score: Raw -3020.281814 + Penalty 866.575910 = -2153.705905 nChanged 1 SP:Iteration 1Q (26.160515 sec): 3 clusters Score: Raw -3026.666480 + Penalty 867.367822 = -2159.298658 nChanged 1 SP:Iteration 2Q (26.160821 sec): 3 clusters Score: Raw -3032.095698 + Penalty 867.367822 = -2164.727876 nChanged 0 SP:Iteration 3F (26.161135 sec): 3 clusters Score: Raw -3032.095698 + Penalty 867.367822 = -2164.727876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.162023 sec): 2 clusters Score: Raw -1624.801767 + Penalty 293.379279 = -1331.422488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.162300 sec): 3 clusters Score: Raw -1676.507908 + Penalty 590.977599 = -1085.530309 nChanged 1 SP:Iteration 1Q (26.162563 sec): 3 clusters Score: Raw -1684.061879 + Penalty 590.977599 = -1093.084280 nChanged 0 SP:Iteration 2F (26.162833 sec): 3 clusters Score: Raw -1684.061879 + Penalty 590.977599 = -1093.084280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.163662 sec): 2 clusters Score: Raw -1414.181416 + Penalty 282.738543 = -1131.442874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.163922 sec): 3 clusters Score: Raw -1452.830081 + Penalty 566.038423 = -886.791658 nChanged 1 SP:Iteration 1Q (26.164171 sec): 3 clusters Score: Raw -1455.282563 + Penalty 566.038423 = -889.244140 nChanged 0 SP:Iteration 2F (26.164427 sec): 3 clusters Score: Raw -1455.282563 + Penalty 566.038423 = -889.244140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.165441 sec): 2 clusters Score: Raw -4337.445882 + Penalty 334.645441 = -4002.800441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.165824 sec): 3 clusters Score: Raw -4331.081991 + Penalty 671.891722 = -3659.190268 nChanged 12 SP:Iteration 1F (26.166199 sec): 3 clusters Score: Raw -4357.059811 + Penalty 672.677183 = -3684.382629 nChanged 5 SP:Iteration 2F (26.166575 sec): 3 clusters Score: Raw -4367.934623 + Penalty 671.515142 = -3696.419481 nChanged 3 SP:Iteration 3Q (26.166940 sec): 3 clusters Score: Raw -4372.367326 + Penalty 671.047440 = -3701.319887 nChanged 5 SP:Iteration 4F (26.167318 sec): 3 clusters Score: Raw -4385.272889 + Penalty 671.461549 = -3713.811341 nChanged 2 SP:Iteration 5Q (26.167678 sec): 3 clusters Score: Raw -4393.083001 + Penalty 670.338464 = -3722.744537 nChanged 1 SP:Iteration 6Q (26.168060 sec): 3 clusters Score: Raw -4395.389321 + Penalty 670.338464 = -3725.050857 nChanged 0 SP:Iteration 7F (26.168435 sec): 3 clusters Score: Raw -4395.389321 + Penalty 670.338464 = -3725.050857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.169826 sec): 2 clusters Score: Raw -10923.740156 + Penalty 691.871499 = -10231.868657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.170433 sec): 3 clusters Score: Raw -10932.721489 + Penalty 1383.907991 = -9548.813497 nChanged 25 SP:Iteration 1F (26.171030 sec): 3 clusters Score: Raw -10972.395228 + Penalty 1384.618215 = -9587.777013 nChanged 6 SP:Iteration 2Q (26.171632 sec): 3 clusters Score: Raw -10978.106532 + Penalty 1385.175379 = -9592.931153 nChanged 3 SP:Iteration 3Q (26.172212 sec): 3 clusters Score: Raw -10992.725898 + Penalty 1385.952778 = -9606.773120 nChanged 2 SP:Iteration 4Q (26.172788 sec): 3 clusters Score: Raw -10995.626262 + Penalty 1386.248547 = -9609.377716 nChanged 2 SP:Iteration 5Q (26.173363 sec): 3 clusters Score: Raw -11004.570438 + Penalty 1387.580389 = -9616.990049 nChanged 4 SP:Iteration 6Q (26.173943 sec): 3 clusters Score: Raw -11011.142060 + Penalty 1387.125218 = -9624.016843 nChanged 1 SP:Iteration 7Q (26.174517 sec): 3 clusters Score: Raw -11017.887206 + Penalty 1387.257992 = -9630.629214 nChanged 2 SP:Iteration 8Q (26.175090 sec): 3 clusters Score: Raw -11021.459990 + Penalty 1387.257992 = -9634.201998 nChanged 0 SP:Iteration 9F (26.175683 sec): 3 clusters Score: Raw -11021.459990 + Penalty 1387.257992 = -9634.201998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.176837 sec): 2 clusters Score: Raw -5792.207848 + Penalty 250.327205 = -5541.880644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.177271 sec): 3 clusters Score: Raw -5743.048675 + Penalty 510.339939 = -5232.708736 nChanged 28 SP:Iteration 1F (26.177698 sec): 3 clusters Score: Raw -5788.053871 + Penalty 526.446678 = -5261.607193 nChanged 12 SP:Iteration 2F (26.178125 sec): 3 clusters Score: Raw -5811.764083 + Penalty 538.480132 = -5273.283952 nChanged 9 SP:Iteration 3F (26.178552 sec): 3 clusters Score: Raw -5826.254455 + Penalty 545.365335 = -5280.889119 nChanged 4 SP:Iteration 4Q (26.178973 sec): 3 clusters Score: Raw -5830.864942 + Penalty 557.731032 = -5273.133910 nChanged 2 SP:Iteration 5F (26.179400 sec): 3 clusters Score: Raw -5834.564393 + Penalty 567.156904 = -5267.407489 nChanged 2 SP:Iteration 6F (26.179826 sec): 3 clusters Score: Raw -5836.407906 + Penalty 567.156904 = -5269.251002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.180696 sec): 2 clusters Score: Raw -1500.396721 + Penalty 414.617451 = -1085.779269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.180961 sec): 3 clusters Score: Raw -1580.557749 + Penalty 829.497566 = -751.060182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.181716 sec): 2 clusters Score: Raw -167.005199 + Penalty 123.491194 = -43.514005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.181923 sec): 3 clusters Score: Raw -157.619876 + Penalty 250.321676 = 92.701800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.183064 sec): 2 clusters Score: Raw -5366.000418 + Penalty 419.637767 = -4946.362651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.183544 sec): 3 clusters Score: Raw -5350.274584 + Penalty 840.774863 = -4509.499721 nChanged 25 SP:Iteration 1F (26.184048 sec): 3 clusters Score: Raw -5403.335820 + Penalty 844.940534 = -4558.395286 nChanged 7 SP:Iteration 2Q (26.184510 sec): 3 clusters Score: Raw -5415.812534 + Penalty 844.081750 = -4571.730784 nChanged 3 SP:Iteration 3Q (26.184974 sec): 3 clusters Score: Raw -5420.762791 + Penalty 844.357641 = -4576.405151 nChanged 2 SP:Iteration 4Q (26.185448 sec): 3 clusters Score: Raw -5427.070541 + Penalty 848.094421 = -4578.976120 nChanged 2 SP:Iteration 5Q (26.185906 sec): 3 clusters Score: Raw -5432.097841 + Penalty 854.226397 = -4577.871443 nChanged 3 SP:Iteration 6F (26.186378 sec): 3 clusters Score: Raw -5439.223932 + Penalty 856.728543 = -4582.495389 nChanged 1 SP:Iteration 7Q (26.186840 sec): 3 clusters Score: Raw -5440.691849 + Penalty 858.797872 = -4581.893977 nChanged 1 SP:Iteration 8F (26.187325 sec): 3 clusters Score: Raw -5445.435778 + Penalty 860.526046 = -4584.909733 nChanged 1 SP:Iteration 9Q (26.187786 sec): 3 clusters Score: Raw -5446.241316 + Penalty 860.526046 = -4585.715270 nChanged 0 SP:Iteration 10F (26.188269 sec): 3 clusters Score: Raw -5446.241316 + Penalty 860.526046 = -4585.715270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.189078 sec): 2 clusters Score: Raw -107.694195 + Penalty 77.230161 = -30.464034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.189284 sec): 3 clusters Score: Raw -99.041054 + Penalty 154.460322 = 55.419268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.190068 sec): 2 clusters Score: Raw -759.275474 + Penalty 320.116079 = -439.159395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.190306 sec): 3 clusters Score: Raw -837.216837 + Penalty 649.642750 = -187.574087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.191105 sec): 2 clusters Score: Raw -1117.511168 + Penalty 437.967944 = -679.543224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.191355 sec): 3 clusters Score: Raw -1225.190978 + Penalty 872.732829 = -352.458149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.192171 sec): 2 clusters Score: Raw -1352.291229 + Penalty 398.772139 = -953.519090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.192431 sec): 3 clusters Score: Raw -1417.610270 + Penalty 789.499447 = -628.110823 nChanged 1 SP:Iteration 1Q (26.192676 sec): 3 clusters Score: Raw -1428.988300 + Penalty 789.499447 = -639.488853 nChanged 0 SP:Iteration 2F (26.192931 sec): 3 clusters Score: Raw -1428.988300 + Penalty 789.499447 = -639.488853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.193710 sec): 2 clusters Score: Raw -695.971028 + Penalty 291.119863 = -404.851165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.193943 sec): 3 clusters Score: Raw -714.132948 + Penalty 581.196112 = -132.936835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.194729 sec): 2 clusters Score: Raw -758.110373 + Penalty 261.331356 = -496.779017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.194972 sec): 3 clusters Score: Raw -814.019726 + Penalty 522.662712 = -291.357014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.195729 sec): 2 clusters Score: Raw -354.802692 + Penalty 180.981465 = -173.821227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.195947 sec): 2 clusters Score: Raw -354.802692 + Penalty 180.981465 = -173.821227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.196717 sec): 2 clusters Score: Raw -565.576041 + Penalty 248.339236 = -317.236805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.196944 sec): 3 clusters Score: Raw -577.633138 + Penalty 512.894344 = -64.738794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.197954 sec): 2 clusters Score: Raw -3791.837289 + Penalty 152.034475 = -3639.802814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.198340 sec): 3 clusters Score: Raw -3764.478998 + Penalty 354.956053 = -3409.522945 nChanged 21 SP:Iteration 1F (26.198724 sec): 3 clusters Score: Raw -3802.945828 + Penalty 361.214589 = -3441.731239 nChanged 2 SP:Iteration 2Q (26.199094 sec): 3 clusters Score: Raw -3813.044903 + Penalty 365.632892 = -3447.412011 nChanged 2 SP:Iteration 3Q (26.199452 sec): 3 clusters Score: Raw -3815.834450 + Penalty 365.632892 = -3450.201558 nChanged 0 SP:Iteration 4F (26.199836 sec): 3 clusters Score: Raw -3815.834450 + Penalty 365.632892 = -3450.201558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.200641 sec): 2 clusters Score: Raw -640.175320 + Penalty 212.267500 = -427.907821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.200872 sec): 3 clusters Score: Raw -651.402750 + Penalty 445.260184 = -206.142567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.201631 sec): 2 clusters Score: Raw -291.949725 + Penalty 149.764153 = -142.185572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.201849 sec): 3 clusters Score: Raw -294.484511 + Penalty 299.528306 = 5.043795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.202608 sec): 2 clusters Score: Raw -454.448439 + Penalty 183.607637 = -270.840802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.202831 sec): 3 clusters Score: Raw -467.216607 + Penalty 363.932493 = -103.284114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.203568 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.203761 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.204506 sec): 2 clusters Score: Raw -168.099907 + Penalty 124.748441 = -43.351466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.204716 sec): 3 clusters Score: Raw -158.097116 + Penalty 243.027931 = 84.930815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.205555 sec): 2 clusters Score: Raw -1736.178937 + Penalty 337.961795 = -1398.217142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.205834 sec): 3 clusters Score: Raw -1806.694778 + Penalty 675.242157 = -1131.452621 nChanged 1 SP:Iteration 1Q (26.206096 sec): 3 clusters Score: Raw -1810.276712 + Penalty 675.242157 = -1135.034555 nChanged 0 SP:Iteration 2F (26.206388 sec): 3 clusters Score: Raw -1810.276712 + Penalty 675.242157 = -1135.034555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.207237 sec): 2 clusters Score: Raw -1705.778600 + Penalty 501.741728 = -1204.036873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.207507 sec): 3 clusters Score: Raw -1838.028262 + Penalty 1007.658860 = -830.369402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.208266 sec): 2 clusters Score: Raw -216.118805 + Penalty 149.045367 = -67.073439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.208476 sec): 3 clusters Score: Raw -209.840363 + Penalty 282.410885 = 72.570522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.209266 sec): 2 clusters Score: Raw -1002.332396 + Penalty 254.180936 = -748.151460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.209509 sec): 3 clusters Score: Raw -1009.337799 + Penalty 507.560744 = -501.777055 nChanged 1 SP:Iteration 1Q (26.209748 sec): 3 clusters Score: Raw -1011.811006 + Penalty 507.560744 = -504.250262 nChanged 0 SP:Iteration 2F (26.209988 sec): 3 clusters Score: Raw -1011.811006 + Penalty 507.560744 = -504.250262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.210750 sec): 2 clusters Score: Raw -352.815329 + Penalty 187.310447 = -165.504883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.210969 sec): 3 clusters Score: Raw -356.464983 + Penalty 378.044815 = 21.579831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.211763 sec): 2 clusters Score: Raw -1145.326123 + Penalty 324.631283 = -820.694840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.212013 sec): 3 clusters Score: Raw -1192.590829 + Penalty 647.201458 = -545.389371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.212884 sec): 2 clusters Score: Raw -2536.427038 + Penalty 463.261492 = -2073.165546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.213183 sec): 3 clusters Score: Raw -2579.300391 + Penalty 932.645311 = -1646.655079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.213939 sec): 2 clusters Score: Raw -107.120051 + Penalty 74.033805 = -33.086246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.214131 sec): 2 clusters Score: Raw -107.120051 + Penalty 74.033805 = -33.086246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.215476 sec): 2 clusters Score: Raw -10676.265906 + Penalty 847.676148 = -9828.589758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.216081 sec): 3 clusters Score: Raw -10750.127748 + Penalty 1695.287527 = -9054.840221 nChanged 29 SP:Iteration 1F (26.216678 sec): 3 clusters Score: Raw -10833.748412 + Penalty 1695.239136 = -9138.509276 nChanged 5 SP:Iteration 2Q (26.217244 sec): 3 clusters Score: Raw -10848.401887 + Penalty 1695.198209 = -9153.203678 nChanged 3 SP:Iteration 3Q (26.217808 sec): 3 clusters Score: Raw -10854.977188 + Penalty 1695.253575 = -9159.723613 nChanged 1 SP:Iteration 4Q (26.218364 sec): 3 clusters Score: Raw -10857.616473 + Penalty 1695.253575 = -9162.362898 nChanged 0 SP:Iteration 5F (26.218983 sec): 3 clusters Score: Raw -10857.616473 + Penalty 1695.253575 = -9162.362898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.220143 sec): 2 clusters Score: Raw -6622.003943 + Penalty 559.070660 = -6062.933284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.220583 sec): 3 clusters Score: Raw -6613.016029 + Penalty 1121.609701 = -5491.406328 nChanged 15 SP:Iteration 1F (26.221017 sec): 3 clusters Score: Raw -6644.612319 + Penalty 1120.722685 = -5523.889634 nChanged 3 SP:Iteration 2Q (26.221445 sec): 3 clusters Score: Raw -6651.605891 + Penalty 1120.722685 = -5530.883206 nChanged 0 SP:Iteration 3F (26.221878 sec): 3 clusters Score: Raw -6651.605891 + Penalty 1120.722685 = -5530.883206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.222705 sec): 2 clusters Score: Raw -519.295213 + Penalty 257.849861 = -261.445352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.222930 sec): 3 clusters Score: Raw -540.107721 + Penalty 499.668193 = -40.439528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.223741 sec): 2 clusters Score: Raw -1209.132046 + Penalty 406.878270 = -802.253777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.223995 sec): 3 clusters Score: Raw -1263.317740 + Penalty 813.939819 = -449.377921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.224928 sec): 2 clusters Score: Raw -3189.138125 + Penalty 477.542331 = -2711.595794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.225261 sec): 3 clusters Score: Raw -3269.130738 + Penalty 953.596515 = -2315.534223 nChanged 5 SP:Iteration 1F (26.225593 sec): 3 clusters Score: Raw -3294.491598 + Penalty 953.193980 = -2341.297619 nChanged 2 SP:Iteration 2Q (26.225909 sec): 3 clusters Score: Raw -3302.648316 + Penalty 953.193980 = -2349.454336 nChanged 0 SP:Iteration 3F (26.226239 sec): 3 clusters Score: Raw -3302.648316 + Penalty 953.193980 = -2349.454336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.227035 sec): 2 clusters Score: Raw -605.880844 + Penalty 231.402940 = -374.477905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.227263 sec): 3 clusters Score: Raw -622.525372 + Penalty 464.435312 = -158.090060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.228058 sec): 2 clusters Score: Raw -1113.456725 + Penalty 358.179955 = -755.276769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.228307 sec): 3 clusters Score: Raw -1157.240840 + Penalty 716.967679 = -440.273161 nChanged 1 SP:Iteration 1Q (26.228542 sec): 3 clusters Score: Raw -1160.627215 + Penalty 716.967679 = -443.659535 nChanged 0 SP:Iteration 2F (26.228784 sec): 3 clusters Score: Raw -1160.627215 + Penalty 716.967679 = -443.659535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.229765 sec): 2 clusters Score: Raw -4035.133477 + Penalty 479.675986 = -3555.457492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.230142 sec): 3 clusters Score: Raw -4066.173283 + Penalty 961.034971 = -3105.138312 nChanged 7 SP:Iteration 1F (26.230514 sec): 3 clusters Score: Raw -4091.298258 + Penalty 960.735904 = -3130.562354 nChanged 1 SP:Iteration 2Q (26.230896 sec): 3 clusters Score: Raw -4093.800394 + Penalty 960.735904 = -3133.064490 nChanged 0 SP:Iteration 3F (26.231266 sec): 3 clusters Score: Raw -4093.800394 + Penalty 960.735904 = -3133.064490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.232061 sec): 2 clusters Score: Raw -397.413259 + Penalty 165.827693 = -231.585566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.232282 sec): 3 clusters Score: Raw -409.830335 + Penalty 331.655387 = -78.174948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.233046 sec): 2 clusters Score: Raw -419.731675 + Penalty 154.868960 = -264.862715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.233269 sec): 3 clusters Score: Raw -436.591688 + Penalty 305.437691 = -131.153997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.234026 sec): 2 clusters Score: Raw -403.566911 + Penalty 172.563589 = -231.003323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.234247 sec): 3 clusters Score: Raw -409.619605 + Penalty 344.054486 = -65.565119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.234998 sec): 2 clusters Score: Raw -269.857859 + Penalty 153.557830 = -116.300029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.235212 sec): 3 clusters Score: Raw -263.824378 + Penalty 317.358425 = 53.534047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.235981 sec): 2 clusters Score: Raw -625.410547 + Penalty 333.639554 = -291.770993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.236208 sec): 3 clusters Score: Raw -663.127963 + Penalty 668.949214 = 5.821251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.236978 sec): 2 clusters Score: Raw -647.497698 + Penalty 242.108865 = -405.388833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.237206 sec): 3 clusters Score: Raw -664.196602 + Penalty 478.245963 = -185.950639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.237969 sec): 2 clusters Score: Raw -480.184736 + Penalty 173.078699 = -307.106037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.238196 sec): 3 clusters Score: Raw -485.475750 + Penalty 356.158534 = -129.317216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.239011 sec): 2 clusters Score: Raw -1541.585359 + Penalty 422.068965 = -1119.516395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.239274 sec): 3 clusters Score: Raw -1628.975483 + Penalty 843.204133 = -785.771350 nChanged 1 SP:Iteration 1Q (26.239526 sec): 3 clusters Score: Raw -1633.912724 + Penalty 843.204133 = -790.708591 nChanged 0 SP:Iteration 2F (26.239789 sec): 3 clusters Score: Raw -1633.912724 + Penalty 843.204133 = -790.708591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.240534 sec): 2 clusters Score: Raw -107.504663 + Penalty 82.673267 = -24.831396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.240743 sec): 2 clusters Score: Raw -107.504663 + Penalty 82.673267 = -24.831396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.241540 sec): 2 clusters Score: Raw -1096.291032 + Penalty 368.291083 = -727.999949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.241789 sec): 3 clusters Score: Raw -1184.146957 + Penalty 735.196698 = -448.950258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.242559 sec): 2 clusters Score: Raw -664.007831 + Penalty 307.867669 = -356.140161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.242789 sec): 3 clusters Score: Raw -686.140745 + Penalty 612.385651 = -73.755094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.243552 sec): 2 clusters Score: Raw -555.772354 + Penalty 261.256667 = -294.515687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.243782 sec): 3 clusters Score: Raw -578.466386 + Penalty 529.489949 = -48.976437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.244570 sec): 2 clusters Score: Raw -1061.625145 + Penalty 424.200596 = -637.424549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.244815 sec): 3 clusters Score: Raw -1152.816956 + Penalty 849.795250 = -303.021707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.245577 sec): 2 clusters Score: Raw -462.865829 + Penalty 207.467089 = -255.398740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.245800 sec): 3 clusters Score: Raw -467.547785 + Penalty 417.625334 = -49.922451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.246637 sec): 2 clusters Score: Raw -1796.935279 + Penalty 239.510874 = -1557.424405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.246914 sec): 3 clusters Score: Raw -1825.247481 + Penalty 481.345598 = -1343.901883 nChanged 2 SP:Iteration 1F (26.247189 sec): 3 clusters Score: Raw -1829.520944 + Penalty 481.345598 = -1348.175346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.247964 sec): 2 clusters Score: Raw -588.887484 + Penalty 335.951788 = -252.935696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.248190 sec): 3 clusters Score: Raw -597.759988 + Penalty 671.903577 = 74.143589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.248938 sec): 2 clusters Score: Raw -237.432826 + Penalty 187.815240 = -49.617586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.249150 sec): 3 clusters Score: Raw -225.674143 + Penalty 371.278064 = 145.603921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.249926 sec): 2 clusters Score: Raw -830.437182 + Penalty 297.989351 = -532.447831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.250162 sec): 3 clusters Score: Raw -870.849676 + Penalty 595.978702 = -274.870974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.250974 sec): 2 clusters Score: Raw -1244.845743 + Penalty 455.258377 = -789.587365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.251228 sec): 3 clusters Score: Raw -1332.732463 + Penalty 903.608174 = -429.124289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.252081 sec): 2 clusters Score: Raw -1934.902492 + Penalty 418.917216 = -1515.985276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.252365 sec): 3 clusters Score: Raw -2000.424179 + Penalty 839.553852 = -1160.870327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.253157 sec): 2 clusters Score: Raw -960.709117 + Penalty 353.601411 = -607.107706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.253399 sec): 3 clusters Score: Raw -1009.182850 + Penalty 717.479933 = -291.702918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.254161 sec): 2 clusters Score: Raw -350.723724 + Penalty 177.057212 = -173.666512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.254380 sec): 3 clusters Score: Raw -357.317199 + Penalty 359.913081 = 2.595881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.255138 sec): 2 clusters Score: Raw -388.707089 + Penalty 161.756104 = -226.950985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.255359 sec): 3 clusters Score: Raw -395.465977 + Penalty 318.975082 = -76.490895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.256112 sec): 2 clusters Score: Raw -295.348314 + Penalty 131.897440 = -163.450874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.256326 sec): 3 clusters Score: Raw -296.023442 + Penalty 247.302417 = -48.721025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.257076 sec): 2 clusters Score: Raw -321.499438 + Penalty 187.579178 = -133.920259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.257294 sec): 3 clusters Score: Raw -323.132078 + Penalty 375.158357 = 52.026278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.258066 sec): 2 clusters Score: Raw -753.191445 + Penalty 299.444850 = -453.746595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.258302 sec): 3 clusters Score: Raw -779.502442 + Penalty 600.590722 = -178.911720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.259061 sec): 2 clusters Score: Raw -473.674698 + Penalty 300.628265 = -173.046433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.259280 sec): 3 clusters Score: Raw -471.831090 + Penalty 570.521098 = 98.690008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.260045 sec): 2 clusters Score: Raw -527.690103 + Penalty 219.476298 = -308.213805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.260272 sec): 3 clusters Score: Raw -555.588649 + Penalty 437.765222 = -117.823427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.261143 sec): 2 clusters Score: Raw -2141.628088 + Penalty 420.260061 = -1721.368026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.261433 sec): 3 clusters Score: Raw -2193.271197 + Penalty 838.932776 = -1354.338421 nChanged 1 SP:Iteration 1Q (26.261712 sec): 3 clusters Score: Raw -2199.255657 + Penalty 838.932776 = -1360.322881 nChanged 0 SP:Iteration 2F (26.261999 sec): 3 clusters Score: Raw -2199.255657 + Penalty 838.932776 = -1360.322881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.262767 sec): 2 clusters Score: Raw -422.634128 + Penalty 223.190990 = -199.443138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.262989 sec): 3 clusters Score: Raw -429.560192 + Penalty 469.824418 = 40.264226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.263843 sec): 2 clusters Score: Raw -2064.631120 + Penalty 332.015929 = -1732.615191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.264131 sec): 3 clusters Score: Raw -2095.999212 + Penalty 671.228040 = -1424.771173 nChanged 2 SP:Iteration 1Q (26.264408 sec): 3 clusters Score: Raw -2102.223674 + Penalty 671.228040 = -1430.995634 nChanged 0 SP:Iteration 2F (26.264692 sec): 3 clusters Score: Raw -2102.223674 + Penalty 671.228040 = -1430.995634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.265473 sec): 2 clusters Score: Raw -657.574539 + Penalty 226.906360 = -430.668179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.265705 sec): 3 clusters Score: Raw -677.550148 + Penalty 454.003118 = -223.547030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.266483 sec): 2 clusters Score: Raw -758.721777 + Penalty 274.222219 = -484.499558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.266718 sec): 3 clusters Score: Raw -786.587970 + Penalty 546.584339 = -240.003631 nChanged 1 SP:Iteration 1F (26.266948 sec): 3 clusters Score: Raw -792.674162 + Penalty 546.584339 = -246.089823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.267697 sec): 2 clusters Score: Raw -155.658225 + Penalty 93.221758 = -62.436466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.267908 sec): 3 clusters Score: Raw -150.460180 + Penalty 180.870180 = 30.410000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.268670 sec): 2 clusters Score: Raw -489.629422 + Penalty 244.277468 = -245.351954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.268892 sec): 3 clusters Score: Raw -492.937549 + Penalty 485.167103 = -7.770446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.269638 sec): 2 clusters Score: Raw -176.480216 + Penalty 159.452016 = -17.028200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.269849 sec): 3 clusters Score: Raw -164.920801 + Penalty 315.929619 = 151.008818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.270613 sec): 2 clusters Score: Raw -527.277746 + Penalty 176.195033 = -351.082713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.270860 sec): 3 clusters Score: Raw -546.198414 + Penalty 335.174760 = -211.023654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.271640 sec): 2 clusters Score: Raw -810.950524 + Penalty 291.391334 = -519.559191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.271877 sec): 3 clusters Score: Raw -839.922199 + Penalty 587.074299 = -252.847900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.272631 sec): 2 clusters Score: Raw -312.365338 + Penalty 201.553269 = -110.812069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.272847 sec): 3 clusters Score: Raw -313.611120 + Penalty 390.100366 = 76.489246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.273599 sec): 2 clusters Score: Raw -403.810452 + Penalty 239.238504 = -164.571948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.273821 sec): 3 clusters Score: Raw -398.955991 + Penalty 481.122083 = 82.166092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.274594 sec): 2 clusters Score: Raw -711.605571 + Penalty 254.676736 = -456.928835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.274828 sec): 3 clusters Score: Raw -732.172035 + Penalty 513.630442 = -218.541593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.275581 sec): 2 clusters Score: Raw -310.886660 + Penalty 168.273569 = -142.613091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.275797 sec): 3 clusters Score: Raw -310.595796 + Penalty 328.210748 = 17.614952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.276555 sec): 2 clusters Score: Raw -424.411620 + Penalty 249.658150 = -174.753470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.276777 sec): 3 clusters Score: Raw -433.890524 + Penalty 508.149966 = 74.259442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.277527 sec): 2 clusters Score: Raw -379.897241 + Penalty 200.425034 = -179.472207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.277746 sec): 3 clusters Score: Raw -377.466855 + Penalty 380.357661 = 2.890806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.278505 sec): 2 clusters Score: Raw -597.565908 + Penalty 306.553776 = -291.012132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.278731 sec): 3 clusters Score: Raw -597.299993 + Penalty 613.107551 = 15.807558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.279494 sec): 2 clusters Score: Raw -576.655720 + Penalty 254.780519 = -321.875201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.279723 sec): 3 clusters Score: Raw -597.094225 + Penalty 496.572839 = -100.521386 nChanged 1 SP:Iteration 1F (26.279948 sec): 3 clusters Score: Raw -603.454946 + Penalty 496.572839 = -106.882107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.280738 sec): 2 clusters Score: Raw -775.822987 + Penalty 328.995486 = -446.827501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.280970 sec): 3 clusters Score: Raw -796.438617 + Penalty 661.573867 = -134.864750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.281715 sec): 2 clusters Score: Raw -107.859886 + Penalty 75.748086 = -32.111800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.281908 sec): 2 clusters Score: Raw -107.859886 + Penalty 75.748086 = -32.111800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.282662 sec): 2 clusters Score: Raw -413.244566 + Penalty 212.038672 = -201.205893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.282881 sec): 3 clusters Score: Raw -425.303550 + Penalty 424.077344 = -1.226205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.283659 sec): 2 clusters Score: Raw -852.869387 + Penalty 398.202922 = -454.666465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.283894 sec): 3 clusters Score: Raw -905.909260 + Penalty 797.413327 = -108.495933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.284646 sec): 2 clusters Score: Raw -257.961456 + Penalty 133.669163 = -124.292294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.284857 sec): 3 clusters Score: Raw -255.238464 + Penalty 245.063038 = -10.175426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.285615 sec): 2 clusters Score: Raw -388.136568 + Penalty 248.652626 = -139.483942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.285834 sec): 3 clusters Score: Raw -394.733493 + Penalty 504.520396 = 109.786902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.286591 sec): 2 clusters Score: Raw -436.800238 + Penalty 201.777498 = -235.022740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.286812 sec): 3 clusters Score: Raw -443.044747 + Penalty 400.413055 = -42.631693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.287583 sec): 2 clusters Score: Raw -725.876838 + Penalty 324.275698 = -401.601139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.287813 sec): 3 clusters Score: Raw -747.914783 + Penalty 654.651475 = -93.263308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.288568 sec): 2 clusters Score: Raw -328.657169 + Penalty 202.041227 = -126.615942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.288783 sec): 3 clusters Score: Raw -327.860888 + Penalty 422.126761 = 94.265873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.289532 sec): 2 clusters Score: Raw -279.259444 + Penalty 188.447583 = -90.811861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.289747 sec): 3 clusters Score: Raw -276.066335 + Penalty 385.184634 = 109.118299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.290524 sec): 2 clusters Score: Raw -513.234776 + Penalty 306.146146 = -207.088630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.290747 sec): 3 clusters Score: Raw -527.310998 + Penalty 613.631513 = 86.320515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.291500 sec): 2 clusters Score: Raw -354.106492 + Penalty 158.278543 = -195.827949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.291719 sec): 3 clusters Score: Raw -353.243757 + Penalty 345.223871 = -8.019886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.292489 sec): 2 clusters Score: Raw -703.016892 + Penalty 274.186409 = -428.830484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.292721 sec): 3 clusters Score: Raw -731.077433 + Penalty 548.372817 = -182.704616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.293473 sec): 2 clusters Score: Raw -167.299163 + Penalty 129.319022 = -37.980141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.293687 sec): 3 clusters Score: Raw -157.869318 + Penalty 248.709150 = 90.839831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.294451 sec): 2 clusters Score: Raw -364.952778 + Penalty 234.663019 = -130.289760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.294670 sec): 3 clusters Score: Raw -349.778500 + Penalty 476.842072 = 127.063571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.295424 sec): 2 clusters Score: Raw -169.289820 + Penalty 126.737280 = -42.552540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.295634 sec): 3 clusters Score: Raw -159.362332 + Penalty 126.737280 = -32.625052 nChanged 1 SP:Iteration 1F (26.295824 sec): 2 clusters Score: Raw -169.289820 + Penalty 126.737280 = -42.552540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.296598 sec): 2 clusters Score: Raw -741.507452 + Penalty 340.152669 = -401.354784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.296828 sec): 3 clusters Score: Raw -753.595483 + Penalty 676.728080 = -76.867403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.297611 sec): 2 clusters Score: Raw -943.858151 + Penalty 376.698169 = -567.159982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.297853 sec): 3 clusters Score: Raw -1013.892824 + Penalty 753.396338 = -260.496486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.298615 sec): 2 clusters Score: Raw -367.817324 + Penalty 192.228525 = -175.588799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.298835 sec): 3 clusters Score: Raw -370.943847 + Penalty 391.947829 = 21.003982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.299580 sec): 2 clusters Score: Raw -158.024776 + Penalty 88.772677 = -69.252099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.299800 sec): 3 clusters Score: Raw -151.122683 + Penalty 185.578990 = 34.456307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.300545 sec): 2 clusters Score: Raw -112.191572 + Penalty 89.131593 = -23.059978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.300738 sec): 2 clusters Score: Raw -112.191572 + Penalty 89.131593 = -23.059978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.301504 sec): 2 clusters Score: Raw -547.166457 + Penalty 246.521593 = -300.644864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.301731 sec): 3 clusters Score: Raw -582.248438 + Penalty 491.047675 = -91.200763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.302481 sec): 2 clusters Score: Raw -286.707337 + Penalty 209.794690 = -76.912648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.302697 sec): 3 clusters Score: Raw -278.125003 + Penalty 422.434345 = 144.309342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.303443 sec): 2 clusters Score: Raw -230.477096 + Penalty 193.986280 = -36.490816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.303657 sec): 3 clusters Score: Raw -221.681071 + Penalty 387.972560 = 166.291489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.304420 sec): 2 clusters Score: Raw -615.142569 + Penalty 340.026094 = -275.116475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.304646 sec): 3 clusters Score: Raw -630.923218 + Penalty 653.397530 = 22.474312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.305391 sec): 2 clusters Score: Raw -167.146494 + Penalty 118.884352 = -48.262141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.305600 sec): 3 clusters Score: Raw -157.959615 + Penalty 243.122321 = 85.162706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.306351 sec): 2 clusters Score: Raw -330.680525 + Penalty 204.460608 = -126.219917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.306567 sec): 3 clusters Score: Raw -327.138306 + Penalty 430.027490 = 102.889184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.307322 sec): 2 clusters Score: Raw -438.358511 + Penalty 224.612633 = -213.745878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.307546 sec): 3 clusters Score: Raw -451.897464 + Penalty 449.405484 = -2.491980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.308291 sec): 2 clusters Score: Raw -230.388137 + Penalty 188.311816 = -42.076321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.308503 sec): 3 clusters Score: Raw -221.770394 + Penalty 382.881133 = 161.110739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.309255 sec): 2 clusters Score: Raw -393.831086 + Penalty 154.692880 = -239.138206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.309490 sec): 3 clusters Score: Raw -406.508853 + Penalty 309.385759 = -97.123094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.310244 sec): 2 clusters Score: Raw -352.529111 + Penalty 236.536594 = -115.992517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.310459 sec): 3 clusters Score: Raw -343.067699 + Penalty 484.856599 = 141.788900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.311223 sec): 2 clusters Score: Raw -671.828500 + Penalty 335.712477 = -336.116023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.311450 sec): 3 clusters Score: Raw -694.117796 + Penalty 655.820944 = -38.296852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.312202 sec): 2 clusters Score: Raw -297.047320 + Penalty 220.924141 = -76.123179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.312417 sec): 3 clusters Score: Raw -285.105562 + Penalty 439.567759 = 154.462197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.313169 sec): 2 clusters Score: Raw -368.571065 + Penalty 255.522171 = -113.048893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.313385 sec): 3 clusters Score: Raw -356.661793 + Penalty 490.215666 = 133.553873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.314123 sec): 2 clusters Score: Raw -111.542812 + Penalty 86.463023 = -25.079789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.314331 sec): 3 clusters Score: Raw -101.834698 + Penalty 172.926046 = 71.091347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.315085 sec): 2 clusters Score: Raw -393.170420 + Penalty 225.962788 = -167.207632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.315304 sec): 3 clusters Score: Raw -389.329508 + Penalty 449.707836 = 60.378328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 190 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.316053 sec): 2 clusters Score: Raw -358.515143 + Penalty 219.468908 = -139.046235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.316271 sec): 3 clusters Score: Raw -346.314676 + Penalty 438.937817 = 92.623140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.317006 sec): 2 clusters Score: Raw -97.850843 + Penalty 60.309720 = -37.541123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.317198 sec): 2 clusters Score: Raw -97.850843 + Penalty 60.309720 = -37.541123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.317992 sec): 2 clusters Score: Raw -951.106483 + Penalty 206.458082 = -744.648402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.318245 sec): 3 clusters Score: Raw -976.614076 + Penalty 414.592573 = -562.021503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.318998 sec): 2 clusters Score: Raw -255.558819 + Penalty 143.521347 = -112.037472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.319228 sec): 3 clusters Score: Raw -251.253323 + Penalty 290.171652 = 38.918328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.319981 sec): 2 clusters Score: Raw -219.374989 + Penalty 151.005012 = -68.369976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.320195 sec): 3 clusters Score: Raw -214.298128 + Penalty 302.010025 = 87.711896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.320939 sec): 2 clusters Score: Raw -232.964304 + Penalty 175.448842 = -57.515463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.321135 sec): 2 clusters Score: Raw -232.964304 + Penalty 175.448842 = -57.515463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.321886 sec): 2 clusters Score: Raw -348.033356 + Penalty 235.402321 = -112.631034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.322103 sec): 3 clusters Score: Raw -343.347977 + Penalty 474.352400 = 131.004423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.322848 sec): 2 clusters Score: Raw -251.748048 + Penalty 140.529002 = -111.219046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.323062 sec): 3 clusters Score: Raw -251.868717 + Penalty 267.153177 = 15.284460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.323809 sec): 2 clusters Score: Raw -207.347696 + Penalty 117.858067 = -89.489629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324023 sec): 3 clusters Score: Raw -203.123288 + Penalty 252.590072 = 49.466784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.324780 sec): 2 clusters Score: Raw -110.549977 + Penalty 88.486691 = -22.063286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324973 sec): 2 clusters Score: Raw -110.549977 + Penalty 88.486691 = -22.063286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.325718 sec): 2 clusters Score: Raw -163.906034 + Penalty 134.586825 = -29.319209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.325927 sec): 3 clusters Score: Raw -154.543449 + Penalty 275.986216 = 121.442767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.326670 sec): 2 clusters Score: Raw -107.119068 + Penalty 69.538672 = -37.580396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.326875 sec): 3 clusters Score: Raw -99.353784 + Penalty 139.077343 = 39.723560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.327624 sec): 2 clusters Score: Raw -289.418104 + Penalty 205.478060 = -83.940044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.327838 sec): 3 clusters Score: Raw -279.286596 + Penalty 433.996899 = 154.710303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.328598 sec): 2 clusters Score: Raw -228.012453 + Penalty 180.313320 = -47.699133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.328794 sec): 2 clusters Score: Raw -228.012453 + Penalty 180.313320 = -47.699133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 208 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.329536 sec): 2 clusters Score: Raw -107.073760 + Penalty 87.920910 = -19.152850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.329743 sec): 3 clusters Score: Raw -99.436957 + Penalty 175.841821 = 76.404864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.330495 sec): 2 clusters Score: Raw -304.408301 + Penalty 182.634704 = -121.773598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.330711 sec): 3 clusters Score: Raw -301.902892 + Penalty 388.663465 = 86.760573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.331444 sec): 2 clusters Score: Raw -50.631975 + Penalty 0.000000 = -50.631975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.331634 sec): 2 clusters Score: Raw -50.631975 + Penalty 0.000000 = -50.631975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.332367 sec): 2 clusters Score: Raw -51.992199 + Penalty 0.000000 = -51.992199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.332556 sec): 2 clusters Score: Raw -51.992199 + Penalty 0.000000 = -51.992199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.333299 sec): 2 clusters Score: Raw -169.450828 + Penalty 136.197667 = -33.253161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.333493 sec): 2 clusters Score: Raw -169.450828 + Penalty 136.197667 = -33.253161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.334233 sec): 2 clusters Score: Raw -52.029531 + Penalty 0.000000 = -52.029531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.334421 sec): 2 clusters Score: Raw -52.029531 + Penalty 0.000000 = -52.029531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.335163 sec): 2 clusters Score: Raw -159.500956 + Penalty 113.653701 = -45.847255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.335356 sec): 2 clusters Score: Raw -159.500956 + Penalty 113.653701 = -45.847255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.336094 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.336286 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.337023 sec): 2 clusters Score: Raw -107.738213 + Penalty 75.297016 = -32.441197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.337228 sec): 3 clusters Score: Raw -99.628960 + Penalty 150.594033 = 50.965072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.337972 sec): 2 clusters Score: Raw -51.649148 + Penalty 0.000000 = -51.649148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.338161 sec): 2 clusters Score: Raw -51.649148 + Penalty 0.000000 = -51.649148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.338901 sec): 2 clusters Score: Raw -51.748488 + Penalty 0.000000 = -51.748488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.339090 sec): 2 clusters Score: Raw -51.748488 + Penalty 0.000000 = -51.748488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.339820 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.340005 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 225 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.340746 sec): 2 clusters Score: Raw -170.197775 + Penalty 138.743261 = -31.454514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.340941 sec): 2 clusters Score: Raw -170.197775 + Penalty 138.743261 = -31.454514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.341676 sec): 2 clusters Score: Raw -51.472708 + Penalty 0.000000 = -51.472708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.341865 sec): 2 clusters Score: Raw -51.472708 + Penalty 0.000000 = -51.472708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.342598 sec): 2 clusters Score: Raw -52.210850 + Penalty 0.000000 = -52.210850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.342788 sec): 2 clusters Score: Raw -52.210850 + Penalty 0.000000 = -52.210850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.343520 sec): 2 clusters Score: Raw -51.279358 + Penalty 0.000000 = -51.279358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.343711 sec): 2 clusters Score: Raw -51.279358 + Penalty 0.000000 = -51.279358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.344450 sec): 2 clusters Score: Raw -104.992886 + Penalty 60.055759 = -44.937126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.344657 sec): 3 clusters Score: Raw -96.217041 + Penalty 120.111519 = 23.894477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.345389 sec): 2 clusters Score: Raw -51.084177 + Penalty 0.000000 = -51.084177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.345579 sec): 2 clusters Score: Raw -51.084177 + Penalty 0.000000 = -51.084177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.346315 sec): 2 clusters Score: Raw -50.764931 + Penalty 0.000000 = -50.764931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.346505 sec): 2 clusters Score: Raw -50.764931 + Penalty 0.000000 = -50.764931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.347292 sec): 2 clusters Score: Raw -97.751117 + Penalty 42.603912 = -55.147204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.347491 sec): 3 clusters Score: Raw -92.936786 + Penalty 85.207825 = -7.728961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.348239 sec): 2 clusters Score: Raw -113.346440 + Penalty 92.881534 = -20.464906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.348445 sec): 3 clusters Score: Raw -102.860407 + Penalty 185.763068 = 82.902661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.349179 sec): 2 clusters Score: Raw -50.719964 + Penalty 0.000000 = -50.719964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.349368 sec): 2 clusters Score: Raw -50.719964 + Penalty 0.000000 = -50.719964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.350098 sec): 2 clusters Score: Raw -51.082429 + Penalty 0.000000 = -51.082429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.350286 sec): 2 clusters Score: Raw -51.082429 + Penalty 0.000000 = -51.082429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.351025 sec): 2 clusters Score: Raw -101.484549 + Penalty 60.117463 = -41.367086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.351217 sec): 2 clusters Score: Raw -101.484549 + Penalty 60.117463 = -41.367086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 240 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.352000 sec): 2 clusters Score: Raw -726.395623 + Penalty 58.236304 = -668.159319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.352240 sec): 3 clusters Score: Raw -739.779843 + Penalty 125.078472 = -614.701371 nChanged 0 Deleting Class 227 (1 points): Lose 21.245463 but Gain 1488.327079 Iteration 20F (30.161722 sec): 217 clusters Score: Raw -1547862.691265 + Penalty 232279.347509 = -1315583.343756 nChanged 325 Deleting Class 135 (3 points): Lose 67.373451 but Gain 1530.869659 Iteration 21Q (30.476134 sec): 216 clusters Score: Raw -1547992.100103 + Penalty 230766.159369 = -1317225.940734 nChanged 270 Deleting Class 226 (1 points): Lose 6.757901 but Gain 1458.538663 Iteration 22Q (30.781752 sec): 215 clusters Score: Raw -1548124.922436 + Penalty 229329.192654 = -1318795.729781 nChanged 259 Deleting Class 223 (1 points): Lose 2.609975 but Gain 1448.500386 Iteration 23Q (31.082530 sec): 214 clusters Score: Raw -1548232.526877 + Penalty 227874.806685 = -1320357.720192 nChanged 228 Deleting Class 215 (1 points): Lose 3.666794 but Gain 1446.698405 Iteration 24Q (31.379122 sec): 213 clusters Score: Raw -1548311.843269 + Penalty 226465.777208 = -1321846.066062 nChanged 200 Deleting Class 218 (1 points): Lose 7.178203 but Gain 1435.262582 Iteration 25Q (31.670343 sec): 212 clusters Score: Raw -1548390.367992 + Penalty 225006.164708 = -1323384.203284 nChanged 191 Deleting Class 183 (6 points): Lose 81.895111 but Gain 1504.185976 Iteration 26Q (31.959528 sec): 211 clusters Score: Raw -1548376.632284 + Penalty 223510.475143 = -1324866.157141 nChanged 182 Deleting Class 170 (4 points): Lose 56.220669 but Gain 1475.938334 Iteration 27Q (32.247206 sec): 210 clusters Score: Raw -1548383.843952 + Penalty 222166.157360 = -1326217.686592 nChanged 169 Deleting Class 228 (1 points): Lose 9.752554 but Gain 1426.895422 Iteration 28Q (32.532968 sec): 209 clusters Score: Raw -1548456.035363 + Penalty 220728.366518 = -1327727.668845 nChanged 182 Deleting Class 126 (8 points): Lose 117.392639 but Gain 1524.880282 Iteration 29Q (32.818936 sec): 208 clusters Score: Raw -1548406.335566 + Penalty 219183.547994 = -1329222.787573 nChanged 170 Deleting Class 113 (10 points): Lose 134.366554 but Gain 1538.912485 Iteration 30F (36.438029 sec): 207 clusters Score: Raw -1548343.611584 + Penalty 217643.999009 = -1330699.612575 nChanged 168 Deleting Class 172 (11 points): Lose 93.772666 but Gain 1495.666234 Iteration 31Q (36.721331 sec): 206 clusters Score: Raw -1548342.116887 + Penalty 216175.599975 = -1332166.516912 nChanged 172 Deleting Class 114 (4 points): Lose 36.706120 but Gain 1428.986178 Iteration 32Q (37.006078 sec): 205 clusters Score: Raw -1548408.404427 + Penalty 214685.027523 = -1333723.376904 nChanged 159 Deleting Class 182 (5 points): Lose 56.631986 but Gain 1447.843438 Iteration 33Q (37.287912 sec): 204 clusters Score: Raw -1548454.124235 + Penalty 213486.993090 = -1334967.131145 nChanged 140 Deleting Class 177 (4 points): Lose 50.754515 but Gain 1432.764355 Iteration 34Q (37.568047 sec): 203 clusters Score: Raw -1548509.844755 + Penalty 212120.022072 = -1336389.822683 nChanged 134 Deleting Class 234 (2 points): Lose 34.980936 but Gain 1413.372294 Iteration 35Q (37.842385 sec): 202 clusters Score: Raw -1548557.903038 + Penalty 210740.075671 = -1337817.827367 nChanged 90 Deleting Class 150 (15 points): Lose 174.036874 but Gain 1550.959244 Iteration 36Q (38.109642 sec): 201 clusters Score: Raw -1548450.736151 + Penalty 209287.485788 = -1339163.250363 nChanged 95 Deleting Class 116 (23 points): Lose 169.412327 but Gain 1531.456257 Iteration 37Q (38.377184 sec): 200 clusters Score: Raw -1548354.896334 + Penalty 207866.988845 = -1340487.907489 nChanged 84 Deleting Class 157 (9 points): Lose 116.360370 but Gain 1469.626596 Iteration 38Q (38.642902 sec): 199 clusters Score: Raw -1548319.778026 + Penalty 206391.978618 = -1341927.799408 nChanged 60 Deleting Class 236 (1 points): Lose 4.487812 but Gain 1354.095512 Iteration 39Q (38.909264 sec): 198 clusters Score: Raw -1548357.892480 + Penalty 205054.193884 = -1343303.698596 nChanged 44 Deleting Class 161 (6 points): Lose 45.209376 but Gain 1381.394109 Iteration 40F (42.383234 sec): 197 clusters Score: Raw -1548326.890333 + Penalty 203682.833863 = -1344644.056470 nChanged 42 Deleting Class 201 (2 points): Lose 16.047055 but Gain 1346.496242 Iteration 41Q (42.642897 sec): 196 clusters Score: Raw -1548330.737787 + Penalty 202327.548430 = -1346003.189357 nChanged 34 Deleting Class 206 (6 points): Lose 84.657757 but Gain 1413.959800 Iteration 42Q (42.900564 sec): 195 clusters Score: Raw -1548255.081385 + Penalty 200972.853465 = -1347282.227921 nChanged 36 Deleting Class 180 (14 points): Lose 115.134153 but Gain 1439.610031 Iteration 43Q (43.158945 sec): 194 clusters Score: Raw -1548166.481150 + Penalty 199616.545371 = -1348549.935780 nChanged 37 Deleting Class 169 (5 points): Lose 58.777214 but Gain 1374.905717 Iteration 44Q (43.419567 sec): 193 clusters Score: Raw -1548162.565389 + Penalty 198336.543303 = -1349826.022086 nChanged 33 Deleting Class 144 (11 points): Lose 115.524327 but Gain 1429.407785 Iteration 45Q (43.680090 sec): 192 clusters Score: Raw -1548086.565576 + Penalty 197065.941258 = -1351020.624318 nChanged 39 Deleting Class 179 (6 points): Lose 79.787459 but Gain 1392.423312 Iteration 46Q (43.934706 sec): 191 clusters Score: Raw -1548046.260957 + Penalty 195713.818461 = -1352332.442496 nChanged 33 Deleting Class 167 (3 points): Lose 47.082720 but Gain 1357.717961 Iteration 47Q (44.187045 sec): 190 clusters Score: Raw -1548027.652824 + Penalty 194417.525470 = -1353610.127354 nChanged 23 Deleting Class 208 (2 points): Lose 30.039109 but Gain 1337.886802 Iteration 48Q (44.439840 sec): 189 clusters Score: Raw -1548026.041717 + Penalty 193078.722367 = -1354947.319350 nChanged 15 Deleting Class 82 (32 points): Lose 178.415502 but Gain 1483.662572 Iteration 49Q (44.691056 sec): 188 clusters Score: Raw -1547855.125560 + Penalty 191675.144107 = -1356179.981453 nChanged 40 Deleting Class 205 (5 points): Lose 41.799659 but Gain 1346.616352 Iteration 50F (48.012686 sec): 187 clusters Score: Raw -1547894.839431 + Penalty 190348.228793 = -1357546.610638 nChanged 14 Deleting Class 196 (4 points): Lose 37.858063 but Gain 1334.896834 Iteration 51Q (48.262672 sec): 186 clusters Score: Raw -1547872.128519 + Penalty 189034.461121 = -1358837.667398 nChanged 11 Deleting Class 110 (21 points): Lose 207.951346 but Gain 1502.680197 Iteration 52Q (48.508788 sec): 185 clusters Score: Raw -1547678.386321 + Penalty 187642.625971 = -1360035.760349 nChanged 25 Deleting Class 231 (1 points): Lose 7.992162 but Gain 1300.997564 Iteration 53Q (48.759164 sec): 184 clusters Score: Raw -1547748.187308 + Penalty 186152.438370 = -1361595.748938 nChanged 8 Deleting Class 184 (2 points): Lose 23.115925 but Gain 1315.702223 Iteration 54Q (49.006429 sec): 183 clusters Score: Raw -1547742.336539 + Penalty 184869.779484 = -1362872.557054 nChanged 8 Deleting Class 67 (3 points): Lose 30.575948 but Gain 1321.587755 Iteration 55Q (49.249973 sec): 182 clusters Score: Raw -1547726.857052 + Penalty 183623.130697 = -1364103.726355 nChanged 8 Deleting Class 211 (2 points): Lose 22.248708 but Gain 1309.085522 Iteration 56Q (49.494812 sec): 181 clusters Score: Raw -1547730.524079 + Penalty 182318.567266 = -1365411.956813 nChanged 4 Deleting Class 225 (3 points): Lose 47.520250 but Gain 1332.048690 Iteration 57Q (49.738600 sec): 180 clusters Score: Raw -1547686.947791 + Penalty 180997.670784 = -1366689.277007 nChanged 5 Deleting Class 197 (6 points): Lose 102.317248 but Gain 1385.746172 Iteration 58Q (49.979508 sec): 179 clusters Score: Raw -1547603.511188 + Penalty 179627.878799 = -1367975.632389 nChanged 10 Deleting Class 102 (12 points): Lose 134.557740 but Gain 1416.185387 Iteration 59Q (50.220237 sec): 178 clusters Score: Raw -1547491.499704 + Penalty 178261.747640 = -1369229.752064 nChanged 15 Deleting Class 69 (22 points): Lose 216.351358 but Gain 1494.479662 Iteration 60F (53.306145 sec): 177 clusters Score: Raw -1547309.079204 + Penalty 176807.737690 = -1370501.341514 nChanged 23 Deleting Class 217 (3 points): Lose 36.099805 but Gain 1307.608908 Iteration 61Q (53.547438 sec): 176 clusters Score: Raw -1547331.151885 + Penalty 175496.605083 = -1371834.546802 nChanged 6 Deleting Class 222 (1 points): Lose 2.001769 but Gain 1270.943023 Iteration 62Q (53.786112 sec): 175 clusters Score: Raw -1547344.701547 + Penalty 174229.876466 = -1373114.825081 nChanged 5 Deleting Class 203 (3 points): Lose 31.160721 but Gain 1292.143507 Iteration 63Q (54.024446 sec): 174 clusters Score: Raw -1547318.486226 + Penalty 173005.271925 = -1374313.214301 nChanged 4 Deleting Class 164 (20 points): Lose 123.980995 but Gain 1382.147600 Iteration 64Q (54.263112 sec): 173 clusters Score: Raw -1547204.539871 + Penalty 171652.207959 = -1375552.331912 nChanged 21 Deleting Class 152 (7 points): Lose 90.482547 but Gain 1347.792146 Iteration 65Q (54.501302 sec): 172 clusters Score: Raw -1547157.024646 + Penalty 170342.173087 = -1376814.851559 nChanged 11 Deleting Class 139 (8 points): Lose 73.641875 but Gain 1324.056028 Iteration 66Q (54.737676 sec): 171 clusters Score: Raw -1547121.294643 + Penalty 169083.771443 = -1378037.523200 nChanged 10 Deleting Class 154 (13 points): Lose 83.724813 but Gain 1333.485392 Iteration 67Q (54.973139 sec): 170 clusters Score: Raw -1547069.144102 + Penalty 167807.426288 = -1379261.717814 nChanged 18 Deleting Class 162 (4 points): Lose 41.921539 but Gain 1288.246456 Iteration 68Q (55.207869 sec): 169 clusters Score: Raw -1547059.419976 + Penalty 166547.014379 = -1380512.405597 nChanged 9 Deleting Class 190 (6 points): Lose 46.649031 but Gain 1291.950723 Iteration 69Q (55.442362 sec): 168 clusters Score: Raw -1547030.140831 + Penalty 165263.985837 = -1381766.154994 nChanged 8 Deleting Class 163 (15 points): Lose 165.091944 but Gain 1410.096678 Iteration 70F (58.398448 sec): 167 clusters Score: Raw -1546879.460829 + Penalty 163879.369781 = -1383000.091047 nChanged 16 Deleting Class 232 (1 points): Lose 0.810906 but Gain 1243.530707 Iteration 71Q (58.633057 sec): 166 clusters Score: Raw -1546909.182098 + Penalty 162635.408395 = -1384273.773702 nChanged 6 Deleting Class 106 (2 points): Lose 24.601279 but Gain 1258.033746 Iteration 72Q (58.866387 sec): 165 clusters Score: Raw -1546890.928445 + Penalty 161384.942602 = -1385505.985843 nChanged 5 Deleting Class 235 (1 points): Lose 19.512564 but Gain 1251.165316 Iteration 73Q (59.099874 sec): 164 clusters Score: Raw -1546878.866828 + Penalty 160132.590365 = -1386746.276463 nChanged 2 Deleting Class 2 (4 points): Lose 47.130571 but Gain 1274.761758 Iteration 74Q (59.335306 sec): 163 clusters Score: Raw -1546836.194260 + Penalty 158893.737151 = -1387942.457109 nChanged 4 Deleting Class 93 (26 points): Lose 178.043998 but Gain 1404.131149 Iteration 75Q (59.566374 sec): 162 clusters Score: Raw -1546675.193153 + Penalty 157536.588613 = -1389138.604540 nChanged 26 Deleting Class 41 (17 points): Lose 143.196597 but Gain 1368.567134 Iteration 76Q (59.799961 sec): 161 clusters Score: Raw -1546586.514732 + Penalty 156397.953229 = -1390188.561503 nChanged 21 Deleting Class 160 (3 points): Lose 32.727284 but Gain 1241.568296 Iteration 77Q (60.031570 sec): 160 clusters Score: Raw -1546593.346683 + Penalty 155190.976374 = -1391402.370309 nChanged 5 Deleting Class 142 (9 points): Lose 76.628418 but Gain 1284.374175 Iteration 78Q (60.261010 sec): 159 clusters Score: Raw -1546535.989017 + Penalty 153922.764219 = -1392613.224798 nChanged 9 Deleting Class 108 (13 points): Lose 114.548460 but Gain 1311.750593 Iteration 79Q (60.492227 sec): 158 clusters Score: Raw -1546436.027898 + Penalty 152635.078899 = -1393800.948999 nChanged 13 Deleting Class 188 (7 points): Lose 39.668239 but Gain 1224.804564 Iteration 80F (63.238342 sec): 157 clusters Score: Raw -1546418.359695 + Penalty 151415.334042 = -1395003.025653 nChanged 8 Deleting Class 147 (14 points): Lose 130.654042 but Gain 1314.903161 Iteration 81Q (63.464009 sec): 156 clusters Score: Raw -1546301.336636 + Penalty 150140.365699 = -1396160.970937 nChanged 15 Deleting Class 105 (33 points): Lose 135.701624 but Gain 1316.635164 Iteration 82Q (63.689151 sec): 155 clusters Score: Raw -1546205.250419 + Penalty 148878.036837 = -1397327.213582 nChanged 37 Deleting Class 80 (3 points): Lose 20.653589 but Gain 1197.686985 Iteration 83Q (63.915734 sec): 154 clusters Score: Raw -1546247.458881 + Penalty 147684.217600 = -1398563.241282 nChanged 14 Deleting Class 156 (5 points): Lose 59.124167 but Gain 1235.005802 Iteration 84Q (64.139399 sec): 153 clusters Score: Raw -1546199.727879 + Penalty 146423.371153 = -1399776.356726 nChanged 10 Deleting Class 118 (26 points): Lose 146.029603 but Gain 1320.617706 Iteration 85Q (64.363393 sec): 152 clusters Score: Raw -1546068.959217 + Penalty 145172.449475 = -1400896.509742 nChanged 28 Deleting Class 65 (3 points): Lose 13.678294 but Gain 1185.616384 Iteration 86Q (64.586942 sec): 151 clusters Score: Raw -1546115.598646 + Penalty 143988.877927 = -1402126.720720 nChanged 15 Deleting Class 92 (9 points): Lose 44.561442 but Gain 1213.058319 Iteration 87Q (64.808365 sec): 150 clusters Score: Raw -1546092.843369 + Penalty 142818.633246 = -1403274.210123 nChanged 24 Deleting Class 155 (7 points): Lose 72.250084 but Gain 1229.544383 Iteration 88Q (65.030672 sec): 149 clusters Score: Raw -1546052.293944 + Penalty 141626.094815 = -1404426.199129 nChanged 15 Deleting Class 64 (28 points): Lose 157.560800 but Gain 1312.407139 Iteration 89Q (65.250469 sec): 148 clusters Score: Raw -1545926.389579 + Penalty 140351.409535 = -1405574.980045 nChanged 32 Deleting Class 174 (6 points): Lose 57.671673 but Gain 1203.601151 Iteration 90F (67.810898 sec): 147 clusters Score: Raw -1545917.365009 + Penalty 139231.237953 = -1406686.127056 nChanged 9 Deleting Class 148 (2 points): Lose 12.363054 but Gain 1152.653717 Iteration 91Q (68.030308 sec): 146 clusters Score: Raw -1545930.073563 + Penalty 138170.208275 = -1407759.865288 nChanged 5 Deleting Class 70 (28 points): Lose 127.269508 but Gain 1262.251264 Iteration 92Q (68.251779 sec): 145 clusters Score: Raw -1545816.246697 + Penalty 136965.182047 = -1408851.064650 nChanged 30 Deleting Class 221 (2 points): Lose 11.737314 but Gain 1145.789825 Iteration 93Q (68.472690 sec): 144 clusters Score: Raw -1545861.919093 + Penalty 135847.244312 = -1410014.674781 nChanged 11 Deleting Class 129 (10 points): Lose 67.967757 but Gain 1195.759975 Iteration 94Q (68.688888 sec): 143 clusters Score: Raw -1545809.418009 + Penalty 134698.229634 = -1411111.188375 nChanged 12 Deleting Class 71 (14 points): Lose 88.850610 but Gain 1216.432752 Iteration 95Q (68.906368 sec): 142 clusters Score: Raw -1545740.766340 + Penalty 133489.622488 = -1412251.143852 nChanged 15 Deleting Class 134 (9 points): Lose 47.230459 but Gain 1172.631661 Iteration 96Q (69.121450 sec): 141 clusters Score: Raw -1545720.655019 + Penalty 132359.459012 = -1413361.196006 nChanged 11 Deleting Class 96 (23 points): Lose 114.772706 but Gain 1237.187984 Iteration 97Q (69.334250 sec): 140 clusters Score: Raw -1545633.130262 + Penalty 131147.657707 = -1414485.472555 nChanged 27 Deleting Class 173 (3 points): Lose 22.025801 but Gain 1141.386938 Iteration 98Q (69.548578 sec): 139 clusters Score: Raw -1545653.195179 + Penalty 130071.056529 = -1415582.138650 nChanged 7 Deleting Class 138 (6 points): Lose 73.759449 but Gain 1186.486475 Iteration 99Q (69.760714 sec): 138 clusters Score: Raw -1545606.418448 + Penalty 128903.611948 = -1416702.806499 nChanged 8 Deleting Class 47 (4 points): Lose 47.113086 but Gain 1154.601011 Iteration 100F (72.161841 sec): 137 clusters Score: Raw -1545583.181239 + Penalty 127754.506244 = -1417828.674995 nChanged 5 Deleting Class 109 (11 points): Lose 71.806682 but Gain 1177.359591 Iteration 101Q (72.371730 sec): 136 clusters Score: Raw -1545520.889842 + Penalty 126624.191164 = -1418896.698678 nChanged 13 Deleting Class 89 (2 points): Lose 23.390844 but Gain 1126.567621 Iteration 102Q (72.584826 sec): 135 clusters Score: Raw -1545528.500885 + Penalty 125535.242907 = -1419993.257978 nChanged 8 Deleting Class 83 (4 points): Lose 35.888634 but Gain 1134.006849 Iteration 103Q (72.795586 sec): 134 clusters Score: Raw -1545507.840739 + Penalty 124412.178500 = -1421095.662239 nChanged 6 Deleting Class 107 (23 points): Lose 149.570805 but Gain 1238.904569 Iteration 104Q (73.003531 sec): 133 clusters Score: Raw -1545366.378708 + Penalty 123225.052533 = -1422141.326175 nChanged 24 Deleting Class 137 (20 points): Lose 90.006102 but Gain 1174.331809 Iteration 105Q (73.214485 sec): 132 clusters Score: Raw -1545339.693550 + Penalty 122135.410444 = -1423204.283107 nChanged 27 Deleting Class 125 (16 points): Lose 94.451959 but Gain 1178.210616 Iteration 106Q (73.427032 sec): 131 clusters Score: Raw -1545307.303578 + Penalty 120985.206922 = -1424322.096655 nChanged 24 Deleting Class 68 (16 points): Lose 134.848874 but Gain 1217.796414 Iteration 107Q (73.635102 sec): 130 clusters Score: Raw -1545203.862779 + Penalty 119775.572149 = -1425428.290630 nChanged 22 Deleting Class 88 (54 points): Lose 191.975950 but Gain 1274.501472 Iteration 108Q (73.842130 sec): 129 clusters Score: Raw -1545052.115274 + Penalty 118515.777689 = -1426536.337585 nChanged 61 Deleting Class 195 (5 points): Lose 49.462103 but Gain 1126.947939 Iteration 109Q (74.051265 sec): 128 clusters Score: Raw -1545092.105704 + Penalty 117394.086473 = -1427698.019231 nChanged 21 Deleting Class 20 (16 points): Lose 115.515944 but Gain 1188.071055 Iteration 110F (76.282365 sec): 127 clusters Score: Raw -1545013.830580 + Penalty 116178.802450 = -1428835.028130 nChanged 29 Deleting Class 115 (15 points): Lose 77.556687 but Gain 1142.098712 Iteration 111Q (76.488178 sec): 126 clusters Score: Raw -1544991.036963 + Penalty 115056.301600 = -1429934.735363 nChanged 27 Deleting Class 123 (6 points): Lose 49.970784 but Gain 1104.225000 Iteration 112Q (76.691737 sec): 125 clusters Score: Raw -1544974.662201 + Penalty 113978.082706 = -1430996.579495 nChanged 19 Deleting Class 143 (7 points): Lose 36.714008 but Gain 1086.380191 Iteration 113Q (76.894973 sec): 124 clusters Score: Raw -1544975.402956 + Penalty 112900.765012 = -1432074.637944 nChanged 19 Deleting Class 51 (13 points): Lose 101.632242 but Gain 1148.132148 Iteration 114Q (77.096840 sec): 123 clusters Score: Raw -1544916.725232 + Penalty 111755.241864 = -1433161.483368 nChanged 26 Deleting Class 159 (18 points): Lose 121.218687 but Gain 1162.566481 Iteration 115Q (77.298773 sec): 122 clusters Score: Raw -1544868.141447 + Penalty 110570.820312 = -1434297.321135 nChanged 28 Deleting Class 48 (21 points): Lose 200.886179 but Gain 1238.565940 Iteration 116Q (77.498944 sec): 121 clusters Score: Raw -1544718.728275 + Penalty 109342.879273 = -1435375.849002 nChanged 30 Deleting Class 219 (3 points): Lose 54.844996 but Gain 1091.168414 Iteration 117Q (77.698713 sec): 120 clusters Score: Raw -1544744.659836 + Penalty 108278.527781 = -1436466.132055 nChanged 15 Deleting Class 146 (12 points): Lose 50.886076 but Gain 1081.455850 Iteration 118Q (77.898886 sec): 119 clusters Score: Raw -1544726.948493 + Penalty 107199.359814 = -1437527.588679 nChanged 18 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1544726.948493 + Penalty 107199.359814 = -1437527.588679Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.026017 sec): 2 clusters Score: Raw -44677.133472 + Penalty 143.182619 = -44533.950853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.028029 sec): 3 clusters Score: Raw -44061.384217 + Penalty 288.098512 = -43773.285705 nChanged 429 SP:Iteration 1F (78.030143 sec): 3 clusters Score: Raw -44457.080426 + Penalty 299.249416 = -44157.831009 nChanged 121 SP:Iteration 2F (78.032154 sec): 3 clusters Score: Raw -44535.824146 + Penalty 307.034935 = -44228.789212 nChanged 55 SP:Iteration 3F (78.034160 sec): 3 clusters Score: Raw -44563.218544 + Penalty 317.138027 = -44246.080517 nChanged 34 SP:Iteration 4Q (78.036178 sec): 3 clusters Score: Raw -44587.846649 + Penalty 323.527333 = -44264.319316 nChanged 35 SP:Iteration 5Q (78.038197 sec): 3 clusters Score: Raw -44616.818448 + Penalty 330.131621 = -44286.686827 nChanged 29 SP:Iteration 6Q (78.040315 sec): 3 clusters Score: Raw -44647.796896 + Penalty 318.531139 = -44329.265757 nChanged 18 SP:Iteration 7Q (78.042325 sec): 3 clusters Score: Raw -44672.213763 + Penalty 310.385675 = -44361.828088 nChanged 15 SP:Iteration 8Q (78.044288 sec): 3 clusters Score: Raw -44682.593586 + Penalty 311.444642 = -44371.148944 nChanged 5 SP:Iteration 9Q (78.046209 sec): 3 clusters Score: Raw -44684.919999 + Penalty 318.841463 = -44366.078536 nChanged 6 SP:Iteration 10F (78.048267 sec): 3 clusters Score: Raw -44686.804201 + Penalty 320.930598 = -44365.873603 nChanged 3 SP:Iteration 11F (78.050307 sec): 3 clusters Score: Raw -44688.661155 + Penalty 325.625867 = -44363.035288 nChanged 3 SP:Iteration 12F (78.052331 sec): 3 clusters Score: Raw -44690.870861 + Penalty 331.414438 = -44359.456422 nChanged 4 SP:Iteration 13F (78.054353 sec): 3 clusters Score: Raw -44692.873045 + Penalty 334.222485 = -44358.650561 nChanged 5 SP:Iteration 14F (78.056374 sec): 3 clusters Score: Raw -44695.774934 + Penalty 337.354902 = -44358.420031 nChanged 4 SP:Iteration 15F (78.058398 sec): 3 clusters Score: Raw -44698.591915 + Penalty 334.579158 = -44364.012757 nChanged 1 SP:Iteration 16Q (78.060213 sec): 3 clusters Score: Raw -44699.464523 + Penalty 332.231661 = -44367.232862 nChanged 1 SP:Iteration 17Q (78.062021 sec): 3 clusters Score: Raw -44700.268784 + Penalty 332.231661 = -44368.037123 nChanged 0 SP:Iteration 18F (78.064042 sec): 3 clusters Score: Raw -44700.268784 + Penalty 332.231661 = -44368.037123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.065022 sec): 2 clusters Score: Raw -7339.814038 + Penalty 87.813677 = -7252.000361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.065546 sec): 3 clusters Score: Raw -7246.026641 + Penalty 178.350604 = -7067.676036 nChanged 64 SP:Iteration 1F (78.066070 sec): 3 clusters Score: Raw -7289.010490 + Penalty 180.448823 = -7108.561666 nChanged 18 SP:Iteration 2F (78.066614 sec): 3 clusters Score: Raw -7300.120292 + Penalty 185.364902 = -7114.755390 nChanged 8 SP:Iteration 3Q (78.067124 sec): 3 clusters Score: Raw -7305.305447 + Penalty 190.962194 = -7114.343253 nChanged 7 SP:Iteration 4F (78.067636 sec): 3 clusters Score: Raw -7309.777755 + Penalty 193.381388 = -7116.396366 nChanged 6 SP:Iteration 5Q (78.068147 sec): 3 clusters Score: Raw -7314.532325 + Penalty 202.593329 = -7111.938996 nChanged 9 SP:Iteration 6F (78.068665 sec): 3 clusters Score: Raw -7320.971529 + Penalty 207.352539 = -7113.618991 nChanged 4 SP:Iteration 7Q (78.069178 sec): 3 clusters Score: Raw -7323.737251 + Penalty 216.558492 = -7107.178759 nChanged 3 SP:Iteration 8F (78.069693 sec): 3 clusters Score: Raw -7327.727462 + Penalty 235.636000 = -7092.091462 nChanged 6 SP:Iteration 9F (78.070208 sec): 3 clusters Score: Raw -7334.565972 + Penalty 251.578801 = -7082.987171 nChanged 4 SP:Iteration 10F (78.070724 sec): 3 clusters Score: Raw -7341.599001 + Penalty 315.876525 = -7025.722476 nChanged 5 SP:Iteration 11F (78.071239 sec): 3 clusters Score: Raw -7358.228154 + Penalty 315.876525 = -7042.351629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.072332 sec): 2 clusters Score: Raw -10022.759797 + Penalty 162.508629 = -9860.251168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.072959 sec): 3 clusters Score: Raw -9925.301355 + Penalty 374.521133 = -9550.780222 nChanged 86 SP:Iteration 1F (78.073565 sec): 3 clusters Score: Raw -10029.614455 + Penalty 399.398047 = -9630.216408 nChanged 16 SP:Iteration 2F (78.074169 sec): 3 clusters Score: Raw -10048.126287 + Penalty 420.407917 = -9627.718369 nChanged 4 SP:Iteration 3F (78.074772 sec): 3 clusters Score: Raw -10053.305883 + Penalty 425.958668 = -9627.347215 nChanged 2 SP:Iteration 4F (78.075375 sec): 3 clusters Score: Raw -10062.310658 + Penalty 425.899745 = -9636.410913 nChanged 1 SP:Iteration 5Q (78.075945 sec): 3 clusters Score: Raw -10066.492284 + Penalty 425.899745 = -9640.592539 nChanged 0 SP:Iteration 6F (78.076546 sec): 3 clusters Score: Raw -10066.492284 + Penalty 425.899745 = -9640.592539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.077507 sec): 2 clusters Score: Raw -4792.045616 + Penalty 334.718646 = -4457.326970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.077914 sec): 3 clusters Score: Raw -4777.640845 + Penalty 671.374523 = -4106.266322 nChanged 19 SP:Iteration 1F (78.078313 sec): 3 clusters Score: Raw -4804.030237 + Penalty 671.658560 = -4132.371677 nChanged 4 SP:Iteration 2Q (78.078710 sec): 3 clusters Score: Raw -4814.211701 + Penalty 672.356392 = -4141.855309 nChanged 1 SP:Iteration 3Q (78.079101 sec): 3 clusters Score: Raw -4816.188240 + Penalty 672.356392 = -4143.831848 nChanged 0 SP:Iteration 4F (78.079497 sec): 3 clusters Score: Raw -4816.188240 + Penalty 672.356392 = -4143.831848 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (1732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.087947 sec): 2 clusters Score: Raw -76476.852342 + Penalty 58.758534 = -76418.093808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.091274 sec): 3 clusters Score: Raw -75352.090855 + Penalty 115.158661 = -75236.932194 nChanged 815 SP:Iteration 1F (78.094451 sec): 3 clusters Score: Raw -75966.564504 + Penalty 115.932697 = -75850.631808 nChanged 199 SP:Iteration 2F (78.097600 sec): 3 clusters Score: Raw -76155.149925 + Penalty 115.956553 = -76039.193372 nChanged 135 SP:Iteration 3F (78.100734 sec): 3 clusters Score: Raw -76299.150627 + Penalty 119.059675 = -76180.090952 nChanged 65 SP:Iteration 4Q (78.104065 sec): 3 clusters Score: Raw -76419.493006 + Penalty 121.562310 = -76297.930697 nChanged 32 SP:Iteration 5Q (78.107058 sec): 3 clusters Score: Raw -76441.480870 + Penalty 124.152848 = -76317.328022 nChanged 26 SP:Iteration 6Q (78.109993 sec): 3 clusters Score: Raw -76455.306380 + Penalty 128.410988 = -76326.895392 nChanged 20 SP:Iteration 7Q (78.112657 sec): 3 clusters Score: Raw -76465.400003 + Penalty 127.561460 = -76337.838543 nChanged 12 SP:Iteration 8Q (78.115247 sec): 3 clusters Score: Raw -76469.815475 + Penalty 129.516837 = -76340.298637 nChanged 11 SP:Iteration 9Q (78.117818 sec): 3 clusters Score: Raw -76473.576190 + Penalty 126.938436 = -76346.637754 nChanged 9 SP:Iteration 10F (78.121038 sec): 3 clusters Score: Raw -76476.488398 + Penalty 126.626093 = -76349.862305 nChanged 2 SP:Iteration 11Q (78.123597 sec): 3 clusters Score: Raw -76476.794492 + Penalty 128.017555 = -76348.776938 nChanged 3 SP:Iteration 12F (78.126713 sec): 3 clusters Score: Raw -76477.582949 + Penalty 130.015171 = -76347.567778 nChanged 4 SP:Iteration 13F (78.129830 sec): 3 clusters Score: Raw -76478.220958 + Penalty 132.026344 = -76346.194615 nChanged 4 SP:Iteration 14F (78.132984 sec): 3 clusters Score: Raw -76478.791098 + Penalty 124.120371 = -76354.670728 nChanged 3 SP:Iteration 15Q (78.135502 sec): 3 clusters Score: Raw -76480.939330 + Penalty 125.280411 = -76355.658919 nChanged 3 SP:Iteration 16Q (78.138013 sec): 3 clusters Score: Raw -76481.143875 + Penalty 125.280411 = -76355.863464 nChanged 0 SP:Iteration 17F (78.141127 sec): 3 clusters Score: Raw -76481.143875 + Penalty 125.280411 = -76355.863464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.142089 sec): 2 clusters Score: Raw -3491.766438 + Penalty 516.676380 = -2975.090059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.142452 sec): 3 clusters Score: Raw -3590.946622 + Penalty 1033.529101 = -2557.417521 nChanged 6 SP:Iteration 1F (78.142801 sec): 3 clusters Score: Raw -3604.287614 + Penalty 1035.895241 = -2568.392373 nChanged 2 SP:Iteration 2Q (78.143129 sec): 3 clusters Score: Raw -3611.556320 + Penalty 1036.724158 = -2574.832161 nChanged 1 SP:Iteration 3Q (78.143454 sec): 3 clusters Score: Raw -3618.582003 + Penalty 1036.724158 = -2581.857845 nChanged 0 SP:Iteration 4F (78.143800 sec): 3 clusters Score: Raw -3618.582003 + Penalty 1036.724158 = -2581.857845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.147106 sec): 2 clusters Score: Raw -40106.594883 + Penalty 76.368882 = -40030.226001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.148858 sec): 3 clusters Score: Raw -39596.148526 + Penalty 167.672121 = -39428.476405 nChanged 386 SP:Iteration 1F (78.150574 sec): 3 clusters Score: Raw -40094.005150 + Penalty 160.702486 = -39933.302664 nChanged 47 SP:Iteration 2F (78.152290 sec): 3 clusters Score: Raw -40132.191363 + Penalty 158.629226 = -39973.562137 nChanged 14 SP:Iteration 3Q (78.153935 sec): 3 clusters Score: Raw -40140.065568 + Penalty 156.945834 = -39983.119733 nChanged 15 SP:Iteration 4Q (78.155529 sec): 3 clusters Score: Raw -40147.891715 + Penalty 155.143805 = -39992.747909 nChanged 14 SP:Iteration 5Q (78.157097 sec): 3 clusters Score: Raw -40153.373727 + Penalty 155.668119 = -39997.705608 nChanged 7 SP:Iteration 6Q (78.158656 sec): 3 clusters Score: Raw -40156.968790 + Penalty 155.690538 = -40001.278252 nChanged 5 SP:Iteration 7Q (78.160191 sec): 3 clusters Score: Raw -40158.000824 + Penalty 155.331280 = -40002.669545 nChanged 4 SP:Iteration 8Q (78.161708 sec): 3 clusters Score: Raw -40159.410036 + Penalty 155.111326 = -40004.298710 nChanged 4 SP:Iteration 9Q (78.163268 sec): 3 clusters Score: Raw -40159.729791 + Penalty 155.629951 = -40004.099840 nChanged 2 SP:Iteration 10F (78.165012 sec): 3 clusters Score: Raw -40159.994929 + Penalty 155.964997 = -40004.029933 nChanged 4 SP:Iteration 11F (78.166761 sec): 3 clusters Score: Raw -40160.594484 + Penalty 156.183462 = -40004.411022 nChanged 2 SP:Iteration 12Q (78.168282 sec): 3 clusters Score: Raw -40160.985911 + Penalty 158.204369 = -40002.781542 nChanged 4 SP:Iteration 13F (78.169997 sec): 3 clusters Score: Raw -40162.765255 + Penalty 158.204369 = -40004.560885 nChanged 0 Memory request: 0.09 GB would take us to total of 0.44 GB. Trying to split cluster 9 (20472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.263221 sec): 2 clusters Score: Raw -870061.485975 + Penalty 260.857709 = -869800.628266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.302463 sec): 3 clusters Score: Raw -856197.994942 + Penalty 519.717324 = -855678.277618 nChanged 9805 SP:Iteration 1F (78.341236 sec): 3 clusters Score: Raw -860677.726676 + Penalty 513.499777 = -860164.226899 nChanged 3380 SP:Iteration 2F (78.380825 sec): 3 clusters Score: Raw -863540.337211 + Penalty 502.721701 = -863037.615510 nChanged 2425 SP:Iteration 3F (78.420828 sec): 3 clusters Score: Raw -865721.592183 + Penalty 492.378855 = -865229.213328 nChanged 1348 SP:Iteration 4F (78.460601 sec): 3 clusters Score: Raw -866720.094372 + Penalty 487.405097 = -866232.689275 nChanged 1038 SP:Iteration 5F (78.500416 sec): 3 clusters Score: Raw -867564.728470 + Penalty 488.009884 = -867076.718586 nChanged 860 SP:Iteration 6Q (78.541715 sec): 3 clusters Score: Raw -868530.245297 + Penalty 499.024640 = -868031.220656 nChanged 544 SP:Iteration 7Q (78.578670 sec): 3 clusters Score: Raw -869386.274989 + Penalty 509.553465 = -868876.721524 nChanged 239 SP:Iteration 8Q (78.612217 sec): 3 clusters Score: Raw -869529.445095 + Penalty 521.918198 = -869007.526897 nChanged 189 SP:Iteration 9Q (78.646089 sec): 3 clusters Score: Raw -869634.754569 + Penalty 538.333432 = -869096.421137 nChanged 149 SP:Iteration 10F (78.686328 sec): 3 clusters Score: Raw -869712.446601 + Penalty 551.007388 = -869161.439213 nChanged 110 SP:Iteration 11Q (78.719820 sec): 3 clusters Score: Raw -869765.389184 + Penalty 558.958006 = -869206.431178 nChanged 100 SP:Iteration 12Q (78.753377 sec): 3 clusters Score: Raw -869808.756682 + Penalty 570.286512 = -869238.470170 nChanged 77 SP:Iteration 13Q (78.786048 sec): 3 clusters Score: Raw -869844.164227 + Penalty 579.427836 = -869264.736391 nChanged 74 SP:Iteration 14Q (78.818553 sec): 3 clusters Score: Raw -869878.855636 + Penalty 585.743379 = -869293.112257 nChanged 66 SP:Iteration 15Q (78.851094 sec): 3 clusters Score: Raw -869916.174373 + Penalty 598.967588 = -869317.206785 nChanged 68 SP:Iteration 16Q (78.883531 sec): 3 clusters Score: Raw -869959.931464 + Penalty 610.620759 = -869349.310704 nChanged 61 SP:Iteration 17Q (78.915625 sec): 3 clusters Score: Raw -870001.194464 + Penalty 626.037157 = -869375.157307 nChanged 39 SP:Iteration 18Q (78.948197 sec): 3 clusters Score: Raw -870025.902864 + Penalty 646.485502 = -869379.417362 nChanged 40 SP:Iteration 19Q (78.980458 sec): 3 clusters Score: Raw -870044.474484 + Penalty 660.627553 = -869383.846931 nChanged 25 SP:Iteration 20F (79.020584 sec): 3 clusters Score: Raw -870053.690711 + Penalty 670.954098 = -869382.736613 nChanged 16 SP:Iteration 21F (79.062257 sec): 3 clusters Score: Raw -870060.201259 + Penalty 684.085348 = -869376.115911 nChanged 17 SP:Iteration 22F (79.102269 sec): 3 clusters Score: Raw -870066.873933 + Penalty 692.134330 = -869374.739603 nChanged 10 SP:Iteration 23F (79.142615 sec): 3 clusters Score: Raw -870069.435389 + Penalty 697.593292 = -869371.842097 nChanged 6 SP:Iteration 24F (79.182811 sec): 3 clusters Score: Raw -870070.226693 + Penalty 702.739264 = -869367.487428 nChanged 3 SP:Iteration 25F (79.223336 sec): 3 clusters Score: Raw -870070.545479 + Penalty 710.982186 = -869359.563294 nChanged 5 SP:Iteration 26F (79.263748 sec): 3 clusters Score: Raw -870071.839781 + Penalty 728.222786 = -869343.616995 nChanged 9 SP:Iteration 27F (79.303757 sec): 3 clusters Score: Raw -870074.146274 + Penalty 733.504848 = -869340.641426 nChanged 4 SP:Iteration 28F (79.344190 sec): 3 clusters Score: Raw -870074.782763 + Penalty 741.066157 = -869333.716607 nChanged 4 SP:Iteration 29F (79.384328 sec): 3 clusters Score: Raw -870075.528735 + Penalty 750.324471 = -869325.204263 nChanged 6 SP:Iteration 30F (79.424244 sec): 3 clusters Score: Raw -870077.151994 + Penalty 760.065511 = -869317.086482 nChanged 4 SP:Iteration 31F (79.464708 sec): 3 clusters Score: Raw -870077.904191 + Penalty 766.336230 = -869311.567960 nChanged 3 SP:Iteration 32F (79.504723 sec): 3 clusters Score: Raw -870078.664881 + Penalty 775.070030 = -869303.594851 nChanged 3 SP:Iteration 33F (79.545211 sec): 3 clusters Score: Raw -870079.885126 + Penalty 786.472357 = -869293.412769 nChanged 7 SP:Iteration 34F (79.585724 sec): 3 clusters Score: Raw -870082.863920 + Penalty 805.600909 = -869277.263011 nChanged 7 SP:Iteration 35F (79.625710 sec): 3 clusters Score: Raw -870085.788727 + Penalty 819.628253 = -869266.160474 nChanged 5 SP:Iteration 36F (79.666049 sec): 3 clusters Score: Raw -870087.185129 + Penalty 831.702920 = -869255.482209 nChanged 4 SP:Iteration 37F (79.706138 sec): 3 clusters Score: Raw -870087.912947 + Penalty 826.612220 = -869261.300727 nChanged 1 SP:Iteration 38Q (79.738043 sec): 3 clusters Score: Raw -870088.515810 + Penalty 826.612220 = -869261.903590 nChanged 0 SP:Iteration 39F (79.778254 sec): 3 clusters Score: Raw -870088.515810 + Penalty 826.612220 = -869261.903590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.791043 sec): 2 clusters Score: Raw -15270.597545 + Penalty 613.095455 = -14657.502090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.791847 sec): 3 clusters Score: Raw -15197.146240 + Penalty 1225.669604 = -13971.476637 nChanged 66 SP:Iteration 1F (79.792629 sec): 3 clusters Score: Raw -15289.006683 + Penalty 1225.619393 = -14063.387290 nChanged 16 SP:Iteration 2F (79.793401 sec): 3 clusters Score: Raw -15311.860939 + Penalty 1226.092267 = -14085.768672 nChanged 9 SP:Iteration 3Q (79.794158 sec): 3 clusters Score: Raw -15326.430691 + Penalty 1226.145008 = -14100.285683 nChanged 9 SP:Iteration 4Q (79.794909 sec): 3 clusters Score: Raw -15346.630858 + Penalty 1226.161786 = -14120.469072 nChanged 9 SP:Iteration 5Q (79.795658 sec): 3 clusters Score: Raw -15377.370685 + Penalty 1225.959151 = -14151.411535 nChanged 10 SP:Iteration 6Q (79.796396 sec): 3 clusters Score: Raw -15392.482547 + Penalty 1226.104300 = -14166.378247 nChanged 7 SP:Iteration 7Q (79.797126 sec): 3 clusters Score: Raw -15400.067439 + Penalty 1226.488077 = -14173.579362 nChanged 4 SP:Iteration 8Q (79.797854 sec): 3 clusters Score: Raw -15414.235415 + Penalty 1226.540362 = -14187.695053 nChanged 6 SP:Iteration 9Q (79.798583 sec): 3 clusters Score: Raw -15423.546888 + Penalty 1226.349095 = -14197.197793 nChanged 3 SP:Iteration 10F (79.799360 sec): 3 clusters Score: Raw -15429.693266 + Penalty 1226.661038 = -14203.032228 nChanged 7 SP:Iteration 11Q (79.800088 sec): 3 clusters Score: Raw -15444.562038 + Penalty 1226.795027 = -14217.767011 nChanged 11 SP:Iteration 12Q (79.800813 sec): 3 clusters Score: Raw -15482.825631 + Penalty 1227.508606 = -14255.317024 nChanged 8 SP:Iteration 13Q (79.801527 sec): 3 clusters Score: Raw -15505.151861 + Penalty 1228.520459 = -14276.631401 nChanged 6 SP:Iteration 14Q (79.802230 sec): 3 clusters Score: Raw -15520.440038 + Penalty 1228.829615 = -14291.610422 nChanged 3 SP:Iteration 15Q (79.802929 sec): 3 clusters Score: Raw -15527.169906 + Penalty 1229.856715 = -14297.313192 nChanged 1 SP:Iteration 16Q (79.803627 sec): 3 clusters Score: Raw -15529.969978 + Penalty 1230.587307 = -14299.382671 nChanged 2 SP:Iteration 17Q (79.804324 sec): 3 clusters Score: Raw -15537.255906 + Penalty 1230.014361 = -14307.241545 nChanged 2 SP:Iteration 18Q (79.805019 sec): 3 clusters Score: Raw -15545.711885 + Penalty 1228.779486 = -14316.932399 nChanged 4 SP:Iteration 19Q (79.805744 sec): 3 clusters Score: Raw -15553.347056 + Penalty 1227.758789 = -14325.588267 nChanged 2 SP:Iteration 20F (79.806521 sec): 3 clusters Score: Raw -15561.969467 + Penalty 1227.758789 = -14334.210678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.807407 sec): 2 clusters Score: Raw -207.838520 + Penalty 117.364875 = -90.473645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.807623 sec): 3 clusters Score: Raw -203.470043 + Penalty 234.729750 = 31.259706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.810343 sec): 2 clusters Score: Raw -29806.266012 + Penalty 155.896923 = -29650.369088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.811824 sec): 3 clusters Score: Raw -29423.290720 + Penalty 316.212921 = -29107.077799 nChanged 270 SP:Iteration 1F (79.813221 sec): 3 clusters Score: Raw -29571.503507 + Penalty 318.111558 = -29253.391949 nChanged 58 SP:Iteration 2F (79.814618 sec): 3 clusters Score: Raw -29594.412857 + Penalty 318.979618 = -29275.433239 nChanged 29 SP:Iteration 3Q (79.816002 sec): 3 clusters Score: Raw -29607.592959 + Penalty 320.392754 = -29287.200205 nChanged 26 SP:Iteration 4Q (79.817372 sec): 3 clusters Score: Raw -29623.405163 + Penalty 320.407425 = -29302.997738 nChanged 34 SP:Iteration 5F (79.818777 sec): 3 clusters Score: Raw -29659.024934 + Penalty 326.735614 = -29332.289319 nChanged 38 SP:Iteration 6F (79.820181 sec): 3 clusters Score: Raw -29689.358388 + Penalty 322.000617 = -29367.357771 nChanged 33 SP:Iteration 7Q (79.821571 sec): 3 clusters Score: Raw -29724.004951 + Penalty 323.723613 = -29400.281338 nChanged 26 SP:Iteration 8Q (79.822952 sec): 3 clusters Score: Raw -29749.384620 + Penalty 332.889811 = -29416.494808 nChanged 25 SP:Iteration 9Q (79.824296 sec): 3 clusters Score: Raw -29768.722214 + Penalty 347.052996 = -29421.669218 nChanged 19 SP:Iteration 10F (79.825709 sec): 3 clusters Score: Raw -29789.818109 + Penalty 391.172123 = -29398.645986 nChanged 16 SP:Iteration 11F (79.827139 sec): 3 clusters Score: Raw -29808.976624 + Penalty 491.616669 = -29317.359955 nChanged 10 SP:Iteration 12F (79.828551 sec): 3 clusters Score: Raw -29829.155792 + Penalty 544.390366 = -29284.765426 nChanged 3 SP:Iteration 13F (79.829960 sec): 3 clusters Score: Raw -29836.116871 + Penalty 567.851659 = -29268.265212 nChanged 1 SP:Iteration 14F (79.831352 sec): 3 clusters Score: Raw -29838.769647 + Penalty 567.851659 = -29270.917988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.832496 sec): 2 clusters Score: Raw -6113.035596 + Penalty 690.704574 = -5422.331022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.832928 sec): 3 clusters Score: Raw -6172.201104 + Penalty 1382.452607 = -4789.748496 nChanged 8 SP:Iteration 1F (79.833351 sec): 3 clusters Score: Raw -6204.063293 + Penalty 1383.592697 = -4820.470596 nChanged 5 SP:Iteration 2Q (79.833760 sec): 3 clusters Score: Raw -6287.633347 + Penalty 1383.008926 = -4904.624421 nChanged 1 SP:Iteration 3Q (79.834162 sec): 3 clusters Score: Raw -6289.424129 + Penalty 1382.309928 = -4907.114201 nChanged 1 SP:Iteration 4Q (79.834563 sec): 3 clusters Score: Raw -6292.978806 + Penalty 1382.309928 = -4910.668878 nChanged 0 SP:Iteration 5F (79.834987 sec): 3 clusters Score: Raw -6292.978806 + Penalty 1382.309928 = -4910.668878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.837642 sec): 2 clusters Score: Raw -23293.920721 + Penalty 526.566600 = -22767.354121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.838760 sec): 3 clusters Score: Raw -23058.987819 + Penalty 1053.528465 = -22005.459353 nChanged 155 SP:Iteration 1F (79.839822 sec): 3 clusters Score: Raw -23168.130081 + Penalty 1053.208787 = -22114.921293 nChanged 55 SP:Iteration 2F (79.840871 sec): 3 clusters Score: Raw -23215.973147 + Penalty 1052.314525 = -22163.658623 nChanged 30 SP:Iteration 3F (79.841916 sec): 3 clusters Score: Raw -23238.438505 + Penalty 1051.740058 = -22186.698448 nChanged 20 SP:Iteration 4Q (79.842953 sec): 3 clusters Score: Raw -23264.052133 + Penalty 1051.718250 = -22212.333883 nChanged 23 SP:Iteration 5Q (79.843992 sec): 3 clusters Score: Raw -23298.959463 + Penalty 1051.483080 = -22247.476382 nChanged 17 SP:Iteration 6Q (79.845033 sec): 3 clusters Score: Raw -23312.569537 + Penalty 1051.757557 = -22260.811980 nChanged 8 SP:Iteration 7Q (79.846058 sec): 3 clusters Score: Raw -23318.800542 + Penalty 1052.147396 = -22266.653146 nChanged 6 SP:Iteration 8Q (79.847071 sec): 3 clusters Score: Raw -23322.914647 + Penalty 1052.098642 = -22270.816006 nChanged 4 SP:Iteration 9Q (79.848091 sec): 3 clusters Score: Raw -23328.970161 + Penalty 1052.053741 = -22276.916421 nChanged 1 SP:Iteration 10F (79.849158 sec): 3 clusters Score: Raw -23329.091630 + Penalty 1051.920212 = -22277.171418 nChanged 2 SP:Iteration 11Q (79.850179 sec): 3 clusters Score: Raw -23329.986618 + Penalty 1051.355375 = -22278.631243 nChanged 3 SP:Iteration 12Q (79.851189 sec): 3 clusters Score: Raw -23333.749578 + Penalty 1050.917250 = -22282.832328 nChanged 4 SP:Iteration 13Q (79.852206 sec): 3 clusters Score: Raw -23336.535509 + Penalty 1050.290347 = -22286.245162 nChanged 4 SP:Iteration 14Q (79.853213 sec): 3 clusters Score: Raw -23339.312774 + Penalty 1049.735627 = -22289.577148 nChanged 4 SP:Iteration 15Q (79.854224 sec): 3 clusters Score: Raw -23342.279816 + Penalty 1048.929761 = -22293.350055 nChanged 3 SP:Iteration 16Q (79.855268 sec): 3 clusters Score: Raw -23345.222986 + Penalty 1048.929761 = -22296.293225 nChanged 0 SP:Iteration 17F (79.856320 sec): 3 clusters Score: Raw -23345.222986 + Penalty 1048.929761 = -22296.293225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.858436 sec): 2 clusters Score: Raw -21409.792154 + Penalty 65.589253 = -21344.202900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.859487 sec): 3 clusters Score: Raw -21116.529573 + Penalty 130.402629 = -20986.126944 nChanged 204 SP:Iteration 1F (79.860529 sec): 3 clusters Score: Raw -21265.993907 + Penalty 130.913369 = -21135.080538 nChanged 84 SP:Iteration 2F (79.861548 sec): 3 clusters Score: Raw -21359.094468 + Penalty 131.393163 = -21227.701304 nChanged 43 SP:Iteration 3F (79.862562 sec): 3 clusters Score: Raw -21408.409587 + Penalty 131.624226 = -21276.785360 nChanged 16 SP:Iteration 4Q (79.863564 sec): 3 clusters Score: Raw -21421.343136 + Penalty 131.940793 = -21289.402342 nChanged 7 SP:Iteration 5Q (79.864543 sec): 3 clusters Score: Raw -21424.620464 + Penalty 132.015072 = -21292.605392 nChanged 5 SP:Iteration 6Q (79.865522 sec): 3 clusters Score: Raw -21427.027212 + Penalty 132.287841 = -21294.739371 nChanged 2 SP:Iteration 7Q (79.866499 sec): 3 clusters Score: Raw -21427.611005 + Penalty 132.245314 = -21295.365691 nChanged 1 SP:Iteration 8Q (79.867476 sec): 3 clusters Score: Raw -21427.760770 + Penalty 132.245314 = -21295.515456 nChanged 0 SP:Iteration 9F (79.868491 sec): 3 clusters Score: Raw -21427.760770 + Penalty 132.245314 = -21295.515456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.869424 sec): 2 clusters Score: Raw -280.841925 + Penalty 124.734465 = -156.107460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.869648 sec): 3 clusters Score: Raw -284.142145 + Penalty 251.173126 = -32.969019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.871853 sec): 2 clusters Score: Raw -23785.520526 + Penalty 489.587926 = -23295.932600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.872998 sec): 3 clusters Score: Raw -23542.576133 + Penalty 979.562014 = -22563.014119 nChanged 160 SP:Iteration 1F (79.874138 sec): 3 clusters Score: Raw -23647.624471 + Penalty 977.615859 = -22670.008612 nChanged 49 SP:Iteration 2F (79.875273 sec): 3 clusters Score: Raw -23684.026521 + Penalty 975.555238 = -22708.471283 nChanged 27 SP:Iteration 3F (79.876411 sec): 3 clusters Score: Raw -23710.329876 + Penalty 973.051429 = -22737.278447 nChanged 30 SP:Iteration 4F (79.877550 sec): 3 clusters Score: Raw -23750.145035 + Penalty 974.548656 = -22775.596379 nChanged 22 SP:Iteration 5Q (79.878683 sec): 3 clusters Score: Raw -23764.085767 + Penalty 976.034403 = -22788.051364 nChanged 14 SP:Iteration 6Q (79.879819 sec): 3 clusters Score: Raw -23771.420697 + Penalty 976.017377 = -22795.403320 nChanged 4 SP:Iteration 7Q (79.880950 sec): 3 clusters Score: Raw -23772.799642 + Penalty 976.485377 = -22796.314265 nChanged 2 SP:Iteration 8Q (79.882080 sec): 3 clusters Score: Raw -23773.232238 + Penalty 976.772510 = -22796.459728 nChanged 2 SP:Iteration 9Q (79.883209 sec): 3 clusters Score: Raw -23774.718426 + Penalty 977.950055 = -22796.768371 nChanged 4 SP:Iteration 10F (79.884352 sec): 3 clusters Score: Raw -23776.763664 + Penalty 977.916085 = -22798.847579 nChanged 4 SP:Iteration 11Q (79.885487 sec): 3 clusters Score: Raw -23778.531560 + Penalty 981.098685 = -22797.432875 nChanged 5 SP:Iteration 12F (79.886631 sec): 3 clusters Score: Raw -23781.036963 + Penalty 982.978346 = -22798.058617 nChanged 4 SP:Iteration 13Q (79.887760 sec): 3 clusters Score: Raw -23783.223110 + Penalty 982.978346 = -22800.244764 nChanged 0 SP:Iteration 14F (79.888904 sec): 3 clusters Score: Raw -23783.223110 + Penalty 982.978346 = -22800.244764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.891241 sec): 2 clusters Score: Raw -25380.614155 + Penalty 216.420473 = -25164.193683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.892433 sec): 3 clusters Score: Raw -25084.176469 + Penalty 460.152130 = -24624.024339 nChanged 221 SP:Iteration 1F (79.893623 sec): 3 clusters Score: Raw -25294.013991 + Penalty 492.311931 = -24801.702060 nChanged 70 SP:Iteration 2F (79.894821 sec): 3 clusters Score: Raw -25384.156557 + Penalty 523.284384 = -24860.872173 nChanged 28 SP:Iteration 3F (79.896020 sec): 3 clusters Score: Raw -25426.359702 + Penalty 539.623989 = -24886.735713 nChanged 17 SP:Iteration 4Q (79.897181 sec): 3 clusters Score: Raw -25451.632857 + Penalty 531.469916 = -24920.162941 nChanged 7 SP:Iteration 5Q (79.898285 sec): 3 clusters Score: Raw -25461.770498 + Penalty 528.609457 = -24933.161041 nChanged 5 SP:Iteration 6Q (79.899388 sec): 3 clusters Score: Raw -25468.512376 + Penalty 525.372932 = -24943.139443 nChanged 4 SP:Iteration 7Q (79.900495 sec): 3 clusters Score: Raw -25472.939579 + Penalty 528.743886 = -24944.195692 nChanged 2 SP:Iteration 8Q (79.901589 sec): 3 clusters Score: Raw -25475.301782 + Penalty 533.925407 = -24941.376374 nChanged 1 SP:Iteration 9F (79.902787 sec): 3 clusters Score: Raw -25477.530617 + Penalty 531.536159 = -24945.994458 nChanged 1 SP:Iteration 10F (79.903984 sec): 3 clusters Score: Raw -25479.362405 + Penalty 527.372423 = -24951.989982 nChanged 2 SP:Iteration 11Q (79.905079 sec): 3 clusters Score: Raw -25481.281654 + Penalty 525.187503 = -24956.094151 nChanged 2 SP:Iteration 12Q (79.906173 sec): 3 clusters Score: Raw -25483.969996 + Penalty 526.001891 = -24957.968105 nChanged 1 SP:Iteration 13Q (79.907267 sec): 3 clusters Score: Raw -25484.316450 + Penalty 526.001891 = -24958.314559 nChanged 0 SP:Iteration 14F (79.908495 sec): 3 clusters Score: Raw -25484.316450 + Penalty 526.001891 = -24958.314559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.910029 sec): 2 clusters Score: Raw -10677.941098 + Penalty 274.812975 = -10403.128123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.910658 sec): 3 clusters Score: Raw -10587.420133 + Penalty 558.904797 = -10028.515336 nChanged 69 SP:Iteration 1F (79.911269 sec): 3 clusters Score: Raw -10644.357903 + Penalty 564.374522 = -10079.983382 nChanged 17 SP:Iteration 2F (79.911891 sec): 3 clusters Score: Raw -10660.187392 + Penalty 568.970100 = -10091.217292 nChanged 8 SP:Iteration 3Q (79.912495 sec): 3 clusters Score: Raw -10666.832428 + Penalty 574.771797 = -10092.060631 nChanged 6 SP:Iteration 4Q (79.913114 sec): 3 clusters Score: Raw -10671.156245 + Penalty 575.562373 = -10095.593872 nChanged 1 SP:Iteration 5Q (79.913715 sec): 3 clusters Score: Raw -10671.354286 + Penalty 576.677851 = -10094.676436 nChanged 1 SP:Iteration 6F (79.914335 sec): 3 clusters Score: Raw -10671.484924 + Penalty 576.677851 = -10094.807074 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.921138 sec): 2 clusters Score: Raw -78554.247440 + Penalty 430.158095 = -78124.089345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.924525 sec): 3 clusters Score: Raw -77564.747217 + Penalty 872.589561 = -76692.157656 nChanged 697 SP:Iteration 1F (79.927678 sec): 3 clusters Score: Raw -78096.021041 + Penalty 887.860505 = -77208.160536 nChanged 233 SP:Iteration 2F (79.930919 sec): 3 clusters Score: Raw -78330.754218 + Penalty 901.768688 = -77428.985529 nChanged 143 SP:Iteration 3F (79.934044 sec): 3 clusters Score: Raw -78471.894456 + Penalty 908.154283 = -77563.740173 nChanged 99 SP:Iteration 4F (79.937163 sec): 3 clusters Score: Raw -78561.884391 + Penalty 911.961651 = -77649.922740 nChanged 54 SP:Iteration 5Q (79.940294 sec): 3 clusters Score: Raw -78600.148791 + Penalty 911.492828 = -77688.655963 nChanged 33 SP:Iteration 6Q (79.943247 sec): 3 clusters Score: Raw -78615.272230 + Penalty 913.171075 = -77702.101156 nChanged 17 SP:Iteration 7Q (79.946282 sec): 3 clusters Score: Raw -78621.874464 + Penalty 912.224571 = -77709.649893 nChanged 15 SP:Iteration 8Q (79.949297 sec): 3 clusters Score: Raw -78628.714522 + Penalty 913.325799 = -77715.388722 nChanged 15 SP:Iteration 9Q (79.952278 sec): 3 clusters Score: Raw -78638.722211 + Penalty 914.106709 = -77724.615502 nChanged 18 SP:Iteration 10F (79.955391 sec): 3 clusters Score: Raw -78651.042509 + Penalty 913.007356 = -77738.035153 nChanged 15 SP:Iteration 11Q (79.958267 sec): 3 clusters Score: Raw -78658.288984 + Penalty 912.422372 = -77745.866611 nChanged 9 SP:Iteration 12Q (79.961130 sec): 3 clusters Score: Raw -78662.163376 + Penalty 912.219603 = -77749.943773 nChanged 9 SP:Iteration 13Q (79.963977 sec): 3 clusters Score: Raw -78665.454342 + Penalty 912.619184 = -77752.835158 nChanged 5 SP:Iteration 14Q (79.966814 sec): 3 clusters Score: Raw -78667.362283 + Penalty 912.744650 = -77754.617633 nChanged 6 SP:Iteration 15Q (79.969648 sec): 3 clusters Score: Raw -78669.472894 + Penalty 913.649438 = -77755.823456 nChanged 5 SP:Iteration 16Q (79.972477 sec): 3 clusters Score: Raw -78670.543318 + Penalty 913.242271 = -77757.301047 nChanged 3 SP:Iteration 17Q (79.975307 sec): 3 clusters Score: Raw -78671.513984 + Penalty 913.353088 = -77758.160895 nChanged 3 SP:Iteration 18Q (79.978145 sec): 3 clusters Score: Raw -78672.658983 + Penalty 914.427193 = -77758.231790 nChanged 5 SP:Iteration 19Q (79.980966 sec): 3 clusters Score: Raw -78674.813575 + Penalty 915.507634 = -77759.305941 nChanged 8 SP:Iteration 20F (79.984065 sec): 3 clusters Score: Raw -78678.440375 + Penalty 913.248196 = -77765.192179 nChanged 10 SP:Iteration 21Q (79.986903 sec): 3 clusters Score: Raw -78685.322577 + Penalty 913.090085 = -77772.232492 nChanged 4 SP:Iteration 22Q (79.989700 sec): 3 clusters Score: Raw -78686.308426 + Penalty 912.820241 = -77773.488185 nChanged 2 SP:Iteration 23Q (79.992490 sec): 3 clusters Score: Raw -78687.372948 + Penalty 911.707390 = -77775.665558 nChanged 4 SP:Iteration 24Q (79.995273 sec): 3 clusters Score: Raw -78688.600009 + Penalty 911.648251 = -77776.951758 nChanged 4 SP:Iteration 25Q (79.998061 sec): 3 clusters Score: Raw -78690.593411 + Penalty 911.589118 = -77779.004293 nChanged 1 SP:Iteration 26Q (80.000841 sec): 3 clusters Score: Raw -78691.292716 + Penalty 911.731821 = -77779.560896 nChanged 1 SP:Iteration 27Q (80.003613 sec): 3 clusters Score: Raw -78691.531495 + Penalty 911.731821 = -77779.799675 nChanged 0 SP:Iteration 28F (80.006714 sec): 3 clusters Score: Raw -78691.531495 + Penalty 911.731821 = -77779.799675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.014708 sec): 2 clusters Score: Raw -105.108168 + Penalty 63.600350 = -41.507818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.014932 sec): 3 clusters Score: Raw -96.727550 + Penalty 127.200700 = 30.473150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.015441 sec): 2 clusters Score: Raw -609.522109 + Penalty 258.712369 = -350.809740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.015671 sec): 3 clusters Score: Raw -635.366601 + Penalty 538.017341 = -97.349260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.020255 sec): 2 clusters Score: Raw -55765.092642 + Penalty 224.323703 = -55540.768939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.022703 sec): 3 clusters Score: Raw -55011.445791 + Penalty 444.589109 = -54566.856681 nChanged 539 SP:Iteration 1F (80.025054 sec): 3 clusters Score: Raw -55344.862628 + Penalty 440.452832 = -54904.409797 nChanged 169 SP:Iteration 2F (80.027392 sec): 3 clusters Score: Raw -55421.682460 + Penalty 436.114673 = -54985.567787 nChanged 78 SP:Iteration 3F (80.029723 sec): 3 clusters Score: Raw -55476.480976 + Penalty 431.767162 = -55044.713814 nChanged 60 SP:Iteration 4Q (80.032056 sec): 3 clusters Score: Raw -55536.905431 + Penalty 429.488904 = -55107.416527 nChanged 43 SP:Iteration 5Q (80.034369 sec): 3 clusters Score: Raw -55575.647273 + Penalty 429.660715 = -55145.986558 nChanged 41 SP:Iteration 6Q (80.036697 sec): 3 clusters Score: Raw -55609.941585 + Penalty 432.904916 = -55177.036669 nChanged 42 SP:Iteration 7Q (80.038999 sec): 3 clusters Score: Raw -55638.156764 + Penalty 438.171918 = -55199.984846 nChanged 32 SP:Iteration 8Q (80.041204 sec): 3 clusters Score: Raw -55660.281513 + Penalty 441.194769 = -55219.086743 nChanged 30 SP:Iteration 9Q (80.043359 sec): 3 clusters Score: Raw -55680.713436 + Penalty 442.895703 = -55237.817733 nChanged 32 SP:Iteration 10F (80.045663 sec): 3 clusters Score: Raw -55703.875360 + Penalty 450.303785 = -55253.571575 nChanged 24 SP:Iteration 11Q (80.047761 sec): 3 clusters Score: Raw -55717.761092 + Penalty 463.252166 = -55254.508927 nChanged 19 SP:Iteration 12Q (80.049875 sec): 3 clusters Score: Raw -55731.799748 + Penalty 479.052764 = -55252.746983 nChanged 22 SP:Iteration 13F (80.052229 sec): 3 clusters Score: Raw -55752.307192 + Penalty 497.087686 = -55255.219506 nChanged 21 SP:Iteration 14Q (80.054421 sec): 3 clusters Score: Raw -55772.950814 + Penalty 505.447558 = -55267.503255 nChanged 11 SP:Iteration 15Q (80.056874 sec): 3 clusters Score: Raw -55787.798512 + Penalty 511.015149 = -55276.783363 nChanged 11 SP:Iteration 16Q (80.059131 sec): 3 clusters Score: Raw -55800.612284 + Penalty 504.973950 = -55295.638334 nChanged 4 SP:Iteration 17Q (80.061282 sec): 3 clusters Score: Raw -55804.748530 + Penalty 501.862185 = -55302.886345 nChanged 3 SP:Iteration 18Q (80.063379 sec): 3 clusters Score: Raw -55807.196063 + Penalty 504.111704 = -55303.084360 nChanged 2 SP:Iteration 19Q (80.065459 sec): 3 clusters Score: Raw -55809.372767 + Penalty 506.475887 = -55302.896881 nChanged 2 SP:Iteration 20F (80.067951 sec): 3 clusters Score: Raw -55810.422463 + Penalty 506.475887 = -55303.946576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.069511 sec): 2 clusters Score: Raw -1760.641438 + Penalty 339.801679 = -1420.839759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.069822 sec): 3 clusters Score: Raw -1803.311180 + Penalty 679.033286 = -1124.277894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.071110 sec): 2 clusters Score: Raw -11363.032610 + Penalty 420.421391 = -10942.611219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.071863 sec): 3 clusters Score: Raw -11278.429246 + Penalty 843.254409 = -10435.174837 nChanged 72 SP:Iteration 1F (80.072589 sec): 3 clusters Score: Raw -11350.643757 + Penalty 844.876837 = -10505.766920 nChanged 21 SP:Iteration 2F (80.073299 sec): 3 clusters Score: Raw -11396.171282 + Penalty 844.255223 = -10551.916059 nChanged 13 SP:Iteration 3Q (80.073962 sec): 3 clusters Score: Raw -11414.335835 + Penalty 843.776273 = -10570.559562 nChanged 8 SP:Iteration 4Q (80.074657 sec): 3 clusters Score: Raw -11424.280583 + Penalty 843.525934 = -10580.754649 nChanged 5 SP:Iteration 5Q (80.075334 sec): 3 clusters Score: Raw -11429.029643 + Penalty 844.404754 = -10584.624889 nChanged 2 SP:Iteration 6Q (80.076021 sec): 3 clusters Score: Raw -11433.021623 + Penalty 845.966183 = -10587.055440 nChanged 3 SP:Iteration 7Q (80.076711 sec): 3 clusters Score: Raw -11445.170017 + Penalty 847.604815 = -10597.565202 nChanged 3 SP:Iteration 8Q (80.077404 sec): 3 clusters Score: Raw -11450.009023 + Penalty 848.644130 = -10601.364893 nChanged 2 SP:Iteration 9Q (80.078086 sec): 3 clusters Score: Raw -11454.018038 + Penalty 850.715204 = -10603.302834 nChanged 3 SP:Iteration 10F (80.078804 sec): 3 clusters Score: Raw -11458.613621 + Penalty 852.158116 = -10606.455504 nChanged 2 SP:Iteration 11Q (80.079473 sec): 3 clusters Score: Raw -11465.361703 + Penalty 850.972167 = -10614.389536 nChanged 3 SP:Iteration 12Q (80.080136 sec): 3 clusters Score: Raw -11469.905861 + Penalty 851.718026 = -10618.187835 nChanged 3 SP:Iteration 13Q (80.080793 sec): 3 clusters Score: Raw -11477.910911 + Penalty 850.794564 = -10627.116346 nChanged 1 SP:Iteration 14Q (80.081450 sec): 3 clusters Score: Raw -11479.351663 + Penalty 850.794564 = -10628.557099 nChanged 0 SP:Iteration 15F (80.082153 sec): 3 clusters Score: Raw -11479.351663 + Penalty 850.794564 = -10628.557099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.083309 sec): 2 clusters Score: Raw -11430.926589 + Penalty 586.373921 = -10844.552668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.083977 sec): 3 clusters Score: Raw -11393.610772 + Penalty 1174.790196 = -10218.820576 nChanged 47 SP:Iteration 1F (80.084630 sec): 3 clusters Score: Raw -11450.689409 + Penalty 1177.392939 = -10273.296470 nChanged 13 SP:Iteration 2F (80.085275 sec): 3 clusters Score: Raw -11482.335756 + Penalty 1178.656259 = -10303.679497 nChanged 6 SP:Iteration 3Q (80.085905 sec): 3 clusters Score: Raw -11490.395996 + Penalty 1179.225127 = -10311.170869 nChanged 4 SP:Iteration 4Q (80.086534 sec): 3 clusters Score: Raw -11497.665165 + Penalty 1180.055759 = -10317.609406 nChanged 1 SP:Iteration 5Q (80.087160 sec): 3 clusters Score: Raw -11498.248893 + Penalty 1180.055759 = -10318.193134 nChanged 0 SP:Iteration 6F (80.087837 sec): 3 clusters Score: Raw -11498.248893 + Penalty 1180.055759 = -10318.193134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.088699 sec): 2 clusters Score: Raw -5948.453291 + Penalty 378.145513 = -5570.307778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.089175 sec): 3 clusters Score: Raw -5921.942740 + Penalty 762.422416 = -5159.520324 nChanged 22 SP:Iteration 1F (80.089644 sec): 3 clusters Score: Raw -5954.043364 + Penalty 762.690053 = -5191.353311 nChanged 7 SP:Iteration 2F (80.090111 sec): 3 clusters Score: Raw -5962.447043 + Penalty 762.057862 = -5200.389181 nChanged 3 SP:Iteration 3Q (80.090574 sec): 3 clusters Score: Raw -5963.912593 + Penalty 760.906417 = -5203.006176 nChanged 1 SP:Iteration 4Q (80.091030 sec): 3 clusters Score: Raw -5964.980355 + Penalty 760.906417 = -5204.073938 nChanged 0 SP:Iteration 5F (80.091492 sec): 3 clusters Score: Raw -5964.980355 + Penalty 760.906417 = -5204.073938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.092277 sec): 2 clusters Score: Raw -4513.047021 + Penalty 530.101200 = -3982.945820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.092689 sec): 3 clusters Score: Raw -4540.856232 + Penalty 1060.384347 = -3480.471885 nChanged 13 SP:Iteration 1F (80.093096 sec): 3 clusters Score: Raw -4569.599250 + Penalty 1058.602606 = -3510.996645 nChanged 8 SP:Iteration 2F (80.093500 sec): 3 clusters Score: Raw -4584.823410 + Penalty 1058.602606 = -3526.220804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.095034 sec): 2 clusters Score: Raw -19744.522864 + Penalty 809.046612 = -18935.476252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.095962 sec): 3 clusters Score: Raw -19660.018058 + Penalty 1618.383068 = -18041.634990 nChanged 80 SP:Iteration 1F (80.096883 sec): 3 clusters Score: Raw -19772.548279 + Penalty 1618.570502 = -18153.977777 nChanged 21 SP:Iteration 2F (80.097786 sec): 3 clusters Score: Raw -19806.871657 + Penalty 1619.034363 = -18187.837294 nChanged 6 SP:Iteration 3Q (80.098647 sec): 3 clusters Score: Raw -19814.368468 + Penalty 1619.501199 = -18194.867269 nChanged 2 SP:Iteration 4Q (80.099500 sec): 3 clusters Score: Raw -19815.293773 + Penalty 1619.717788 = -18195.575986 nChanged 1 SP:Iteration 5Q (80.100356 sec): 3 clusters Score: Raw -19818.865053 + Penalty 1620.008484 = -18198.856569 nChanged 1 SP:Iteration 6Q (80.101205 sec): 3 clusters Score: Raw -19823.582601 + Penalty 1621.242212 = -18202.340389 nChanged 4 SP:Iteration 7Q (80.102060 sec): 3 clusters Score: Raw -19828.178057 + Penalty 1622.539797 = -18205.638260 nChanged 4 SP:Iteration 8Q (80.102907 sec): 3 clusters Score: Raw -19836.439300 + Penalty 1624.356163 = -18212.083137 nChanged 5 SP:Iteration 9Q (80.103756 sec): 3 clusters Score: Raw -19846.922326 + Penalty 1626.489965 = -18220.432362 nChanged 6 SP:Iteration 10F (80.104630 sec): 3 clusters Score: Raw -19863.385205 + Penalty 1627.731901 = -18235.653303 nChanged 5 SP:Iteration 11Q (80.105476 sec): 3 clusters Score: Raw -19870.153769 + Penalty 1627.640275 = -18242.513495 nChanged 2 SP:Iteration 12Q (80.106308 sec): 3 clusters Score: Raw -19872.406244 + Penalty 1627.390848 = -18245.015397 nChanged 1 SP:Iteration 13Q (80.107148 sec): 3 clusters Score: Raw -19875.562242 + Penalty 1626.740563 = -18248.821679 nChanged 2 SP:Iteration 14Q (80.107979 sec): 3 clusters Score: Raw -19877.469150 + Penalty 1626.740563 = -18250.728586 nChanged 0 SP:Iteration 15F (80.108858 sec): 3 clusters Score: Raw -19877.469150 + Penalty 1626.740563 = -18250.728586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.110236 sec): 2 clusters Score: Raw -11703.258921 + Penalty 896.064390 = -10807.194531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.111044 sec): 3 clusters Score: Raw -11707.550012 + Penalty 1792.992562 = -9914.557450 nChanged 59 SP:Iteration 1F (80.111837 sec): 3 clusters Score: Raw -11829.606966 + Penalty 1793.364773 = -10036.242194 nChanged 18 SP:Iteration 2F (80.112632 sec): 3 clusters Score: Raw -11881.915688 + Penalty 1793.603197 = -10088.312492 nChanged 10 SP:Iteration 3Q (80.113382 sec): 3 clusters Score: Raw -11912.159186 + Penalty 1793.863967 = -10118.295220 nChanged 11 SP:Iteration 4Q (80.114124 sec): 3 clusters Score: Raw -11933.323089 + Penalty 1793.863967 = -10139.459122 nChanged 2 SP:Iteration 5Q (80.114862 sec): 3 clusters Score: Raw -11936.752856 + Penalty 1793.863967 = -10142.888889 nChanged 0 SP:Iteration 6F (80.115652 sec): 3 clusters Score: Raw -11936.752856 + Penalty 1793.863967 = -10142.888889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.117045 sec): 2 clusters Score: Raw -16681.600627 + Penalty 341.903772 = -16339.696855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.117900 sec): 3 clusters Score: Raw -16508.529781 + Penalty 707.262415 = -15801.267366 nChanged 111 SP:Iteration 1F (80.118755 sec): 3 clusters Score: Raw -16603.210618 + Penalty 722.964431 = -15880.246187 nChanged 30 SP:Iteration 2F (80.119592 sec): 3 clusters Score: Raw -16640.628484 + Penalty 736.082743 = -15904.545741 nChanged 19 SP:Iteration 3F (80.120449 sec): 3 clusters Score: Raw -16660.839808 + Penalty 751.699281 = -15909.140527 nChanged 18 SP:Iteration 4Q (80.121275 sec): 3 clusters Score: Raw -16684.269023 + Penalty 759.035673 = -15925.233350 nChanged 10 SP:Iteration 5Q (80.122118 sec): 3 clusters Score: Raw -16691.445377 + Penalty 759.169521 = -15932.275856 nChanged 4 SP:Iteration 6Q (80.122920 sec): 3 clusters Score: Raw -16695.604945 + Penalty 763.581321 = -15932.023625 nChanged 3 SP:Iteration 7F (80.123778 sec): 3 clusters Score: Raw -16700.536957 + Penalty 766.913428 = -15933.623529 nChanged 3 SP:Iteration 8Q (80.124603 sec): 3 clusters Score: Raw -16704.706044 + Penalty 767.882843 = -15936.823201 nChanged 1 SP:Iteration 9Q (80.125428 sec): 3 clusters Score: Raw -16705.279241 + Penalty 768.048852 = -15937.230390 nChanged 1 SP:Iteration 10F (80.126286 sec): 3 clusters Score: Raw -16705.671698 + Penalty 770.683474 = -15934.988223 nChanged 1 SP:Iteration 11F (80.127144 sec): 3 clusters Score: Raw -16706.851843 + Penalty 774.540801 = -15932.311041 nChanged 2 SP:Iteration 12F (80.128002 sec): 3 clusters Score: Raw -16708.667754 + Penalty 777.126682 = -15931.541072 nChanged 1 SP:Iteration 13F (80.128860 sec): 3 clusters Score: Raw -16710.473515 + Penalty 779.898421 = -15930.575094 nChanged 3 SP:Iteration 14F (80.129721 sec): 3 clusters Score: Raw -16717.718541 + Penalty 781.911671 = -15935.806870 nChanged 1 SP:Iteration 15Q (80.130528 sec): 3 clusters Score: Raw -16718.046278 + Penalty 784.887298 = -15933.158980 nChanged 1 SP:Iteration 16F (80.131387 sec): 3 clusters Score: Raw -16718.593767 + Penalty 784.887298 = -15933.706469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.132347 sec): 2 clusters Score: Raw -7373.567551 + Penalty 780.045893 = -6593.521659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.132888 sec): 3 clusters Score: Raw -7408.451969 + Penalty 1560.111348 = -5848.340621 nChanged 21 SP:Iteration 1F (80.133420 sec): 3 clusters Score: Raw -7457.845824 + Penalty 1560.474178 = -5897.371646 nChanged 8 SP:Iteration 2Q (80.133930 sec): 3 clusters Score: Raw -7487.481364 + Penalty 1560.824481 = -5926.656883 nChanged 3 SP:Iteration 3Q (80.134464 sec): 3 clusters Score: Raw -7499.224652 + Penalty 1560.904842 = -5938.319810 nChanged 1 SP:Iteration 4Q (80.134966 sec): 3 clusters Score: Raw -7500.794066 + Penalty 1561.213215 = -5939.580851 nChanged 1 SP:Iteration 5Q (80.135468 sec): 3 clusters Score: Raw -7507.182351 + Penalty 1561.213215 = -5945.969135 nChanged 0 SP:Iteration 6F (80.135995 sec): 3 clusters Score: Raw -7507.182351 + Penalty 1561.213215 = -5945.969135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.136762 sec): 2 clusters Score: Raw -4769.977854 + Penalty 481.472949 = -4288.504906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.137162 sec): 3 clusters Score: Raw -4777.560394 + Penalty 960.244899 = -3817.315495 nChanged 11 SP:Iteration 1F (80.137556 sec): 3 clusters Score: Raw -4801.582281 + Penalty 960.163807 = -3841.418474 nChanged 2 SP:Iteration 2Q (80.137941 sec): 3 clusters Score: Raw -4803.339415 + Penalty 960.163807 = -3843.175608 nChanged 0 SP:Iteration 3F (80.138361 sec): 3 clusters Score: Raw -4803.339415 + Penalty 960.163807 = -3843.175608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.138879 sec): 2 clusters Score: Raw -885.338567 + Penalty 225.501848 = -659.836719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.139126 sec): 3 clusters Score: Raw -905.617657 + Penalty 442.884593 = -462.733064 nChanged 1 SP:Iteration 1Q (80.139360 sec): 3 clusters Score: Raw -911.203898 + Penalty 442.884593 = -468.319305 nChanged 0 SP:Iteration 2F (80.139599 sec): 3 clusters Score: Raw -911.203898 + Penalty 442.884593 = -468.319305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.140679 sec): 2 clusters Score: Raw -6284.757347 + Penalty 566.207427 = -5718.549920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.141120 sec): 3 clusters Score: Raw -6290.527622 + Penalty 1137.142832 = -5153.384790 nChanged 12 SP:Iteration 1F (80.141563 sec): 3 clusters Score: Raw -6312.005804 + Penalty 1138.345787 = -5173.660017 nChanged 1 SP:Iteration 2Q (80.142010 sec): 3 clusters Score: Raw -6315.289742 + Penalty 1138.671164 = -5176.618578 nChanged 1 SP:Iteration 3Q (80.142433 sec): 3 clusters Score: Raw -6317.180187 + Penalty 1138.671164 = -5178.509023 nChanged 0 SP:Iteration 4F (80.142866 sec): 3 clusters Score: Raw -6317.180187 + Penalty 1138.671164 = -5178.509023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.144153 sec): 2 clusters Score: Raw -12452.043313 + Penalty 347.949646 = -12104.093666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.144877 sec): 3 clusters Score: Raw -12328.484329 + Penalty 696.693938 = -11631.790391 nChanged 74 SP:Iteration 1F (80.145603 sec): 3 clusters Score: Raw -12388.648641 + Penalty 701.137862 = -11687.510779 nChanged 28 SP:Iteration 2F (80.146335 sec): 3 clusters Score: Raw -12413.183157 + Penalty 705.067691 = -11708.115466 nChanged 14 SP:Iteration 3Q (80.147048 sec): 3 clusters Score: Raw -12427.172171 + Penalty 706.566717 = -11720.605454 nChanged 12 SP:Iteration 4Q (80.147759 sec): 3 clusters Score: Raw -12440.937184 + Penalty 709.556613 = -11731.380570 nChanged 10 SP:Iteration 5Q (80.148461 sec): 3 clusters Score: Raw -12450.028458 + Penalty 712.475162 = -11737.553296 nChanged 6 SP:Iteration 6Q (80.149171 sec): 3 clusters Score: Raw -12456.708915 + Penalty 715.408305 = -11741.300610 nChanged 3 SP:Iteration 7Q (80.149873 sec): 3 clusters Score: Raw -12457.823929 + Penalty 716.578435 = -11741.245494 nChanged 1 SP:Iteration 8F (80.150617 sec): 3 clusters Score: Raw -12458.204091 + Penalty 716.578435 = -11741.625656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.151626 sec): 2 clusters Score: Raw -9693.777188 + Penalty 684.025332 = -9009.751856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.152186 sec): 3 clusters Score: Raw -9689.714000 + Penalty 1369.029727 = -8320.684272 nChanged 28 SP:Iteration 1F (80.152733 sec): 3 clusters Score: Raw -9739.211764 + Penalty 1370.844174 = -8368.367590 nChanged 7 SP:Iteration 2Q (80.153272 sec): 3 clusters Score: Raw -9750.451058 + Penalty 1372.147196 = -8378.303862 nChanged 2 SP:Iteration 3Q (80.153803 sec): 3 clusters Score: Raw -9754.219632 + Penalty 1372.147196 = -8382.072436 nChanged 0 SP:Iteration 4F (80.154351 sec): 3 clusters Score: Raw -9754.219632 + Penalty 1372.147196 = -8382.072436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.154926 sec): 2 clusters Score: Raw -1568.285499 + Penalty 172.434957 = -1395.850541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.155207 sec): 3 clusters Score: Raw -1578.125680 + Penalty 346.161927 = -1231.963753 nChanged 2 SP:Iteration 1F (80.155482 sec): 3 clusters Score: Raw -1585.201879 + Penalty 346.161927 = -1239.039952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.156917 sec): 2 clusters Score: Raw -13686.680102 + Penalty 772.905009 = -12913.775093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.157748 sec): 3 clusters Score: Raw -13683.020910 + Penalty 1544.164353 = -12138.856557 nChanged 65 SP:Iteration 1F (80.158554 sec): 3 clusters Score: Raw -13761.998477 + Penalty 1542.949171 = -12219.049306 nChanged 13 SP:Iteration 2Q (80.159343 sec): 3 clusters Score: Raw -13782.382143 + Penalty 1542.307301 = -12240.074842 nChanged 7 SP:Iteration 3Q (80.160110 sec): 3 clusters Score: Raw -13791.599118 + Penalty 1541.788411 = -12249.810708 nChanged 3 SP:Iteration 4Q (80.160860 sec): 3 clusters Score: Raw -13794.454372 + Penalty 1541.302792 = -12253.151579 nChanged 2 SP:Iteration 5Q (80.161624 sec): 3 clusters Score: Raw -13798.082382 + Penalty 1541.022681 = -12257.059701 nChanged 1 SP:Iteration 6Q (80.162371 sec): 3 clusters Score: Raw -13800.289178 + Penalty 1541.022681 = -12259.266497 nChanged 0 SP:Iteration 7F (80.163157 sec): 3 clusters Score: Raw -13800.289178 + Penalty 1541.022681 = -12259.266497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.163979 sec): 2 clusters Score: Raw -4953.409672 + Penalty 107.137780 = -4846.271892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.164423 sec): 3 clusters Score: Raw -4913.301300 + Penalty 211.558631 = -4701.742669 nChanged 33 SP:Iteration 1F (80.164853 sec): 3 clusters Score: Raw -4958.939246 + Penalty 218.057023 = -4740.882222 nChanged 10 SP:Iteration 2F (80.165289 sec): 3 clusters Score: Raw -4979.155972 + Penalty 219.737050 = -4759.418922 nChanged 3 SP:Iteration 3Q (80.165708 sec): 3 clusters Score: Raw -4986.003354 + Penalty 220.811503 = -4765.191851 nChanged 3 SP:Iteration 4Q (80.166127 sec): 3 clusters Score: Raw -4992.270760 + Penalty 220.470371 = -4771.800389 nChanged 1 SP:Iteration 5Q (80.166537 sec): 3 clusters Score: Raw -4992.823593 + Penalty 219.741816 = -4773.081777 nChanged 1 SP:Iteration 6Q (80.166954 sec): 3 clusters Score: Raw -4993.401965 + Penalty 219.530077 = -4773.871888 nChanged 1 SP:Iteration 7Q (80.167369 sec): 3 clusters Score: Raw -4994.696905 + Penalty 219.530077 = -4775.166828 nChanged 0 SP:Iteration 8F (80.167803 sec): 3 clusters Score: Raw -4994.696905 + Penalty 219.530077 = -4775.166828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.168376 sec): 2 clusters Score: Raw -1207.469034 + Penalty 309.122512 = -898.346522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.168632 sec): 3 clusters Score: Raw -1233.808904 + Penalty 618.413932 = -615.394972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.169516 sec): 2 clusters Score: Raw -6946.152506 + Penalty 536.234640 = -6409.917866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.170009 sec): 3 clusters Score: Raw -6929.972667 + Penalty 1073.079950 = -5856.892717 nChanged 26 SP:Iteration 1F (80.170494 sec): 3 clusters Score: Raw -6964.912665 + Penalty 1073.051512 = -5891.861153 nChanged 2 SP:Iteration 2Q (80.170971 sec): 3 clusters Score: Raw -6968.323440 + Penalty 1073.051512 = -5895.271928 nChanged 0 SP:Iteration 3F (80.171454 sec): 3 clusters Score: Raw -6968.323440 + Penalty 1073.051512 = -5895.271928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.172360 sec): 2 clusters Score: Raw -8107.076067 + Penalty 524.315325 = -7582.760742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.172889 sec): 3 clusters Score: Raw -8092.433211 + Penalty 1051.020231 = -7041.412981 nChanged 30 SP:Iteration 1F (80.173409 sec): 3 clusters Score: Raw -8125.515591 + Penalty 1055.532952 = -7069.982639 nChanged 7 SP:Iteration 2Q (80.173919 sec): 3 clusters Score: Raw -8134.957384 + Penalty 1063.150483 = -7071.806900 nChanged 5 SP:Iteration 3Q (80.174412 sec): 3 clusters Score: Raw -8142.542596 + Penalty 1063.994895 = -7078.547701 nChanged 2 SP:Iteration 4Q (80.174906 sec): 3 clusters Score: Raw -8144.142322 + Penalty 1064.219993 = -7079.922329 nChanged 1 SP:Iteration 5Q (80.175399 sec): 3 clusters Score: Raw -8145.393128 + Penalty 1065.398263 = -7079.994866 nChanged 1 SP:Iteration 6Q (80.175891 sec): 3 clusters Score: Raw -8146.017962 + Penalty 1066.854541 = -7079.163421 nChanged 2 SP:Iteration 7F (80.176396 sec): 3 clusters Score: Raw -8147.006563 + Penalty 1070.370879 = -7076.635683 nChanged 1 SP:Iteration 8F (80.176900 sec): 3 clusters Score: Raw -8149.871794 + Penalty 1073.086316 = -7076.785478 nChanged 1 SP:Iteration 9Q (80.177390 sec): 3 clusters Score: Raw -8151.126283 + Penalty 1073.086316 = -7078.039967 nChanged 0 SP:Iteration 10F (80.177896 sec): 3 clusters Score: Raw -8151.126283 + Penalty 1073.086316 = -7078.039967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.178668 sec): 2 clusters Score: Raw -3665.865096 + Penalty 240.534444 = -3425.330653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.179073 sec): 3 clusters Score: Raw -3709.095244 + Penalty 506.027987 = -3203.067257 nChanged 21 SP:Iteration 1F (80.179472 sec): 3 clusters Score: Raw -3759.245579 + Penalty 503.745835 = -3255.499744 nChanged 3 SP:Iteration 2Q (80.179852 sec): 3 clusters Score: Raw -3768.405226 + Penalty 507.219238 = -3261.185988 nChanged 1 SP:Iteration 3Q (80.180227 sec): 3 clusters Score: Raw -3768.929486 + Penalty 507.219238 = -3261.710248 nChanged 0 SP:Iteration 4F (80.180623 sec): 3 clusters Score: Raw -3768.929486 + Penalty 507.219238 = -3261.710248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.182399 sec): 2 clusters Score: Raw -21504.490650 + Penalty 927.978259 = -20576.512390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.183463 sec): 3 clusters Score: Raw -21401.726750 + Penalty 1857.877541 = -19543.849209 nChanged 123 SP:Iteration 1F (80.184560 sec): 3 clusters Score: Raw -21578.862291 + Penalty 1859.193815 = -19719.668476 nChanged 29 SP:Iteration 2F (80.185624 sec): 3 clusters Score: Raw -21642.497942 + Penalty 1859.303166 = -19783.194776 nChanged 25 SP:Iteration 3F (80.186686 sec): 3 clusters Score: Raw -21708.095016 + Penalty 1860.077333 = -19848.017682 nChanged 18 SP:Iteration 4Q (80.187717 sec): 3 clusters Score: Raw -21744.948028 + Penalty 1861.450821 = -19883.497207 nChanged 9 SP:Iteration 5Q (80.188741 sec): 3 clusters Score: Raw -21754.487228 + Penalty 1861.773215 = -19892.714012 nChanged 3 SP:Iteration 6Q (80.189769 sec): 3 clusters Score: Raw -21758.212473 + Penalty 1861.859988 = -19896.352485 nChanged 3 SP:Iteration 7Q (80.190792 sec): 3 clusters Score: Raw -21767.843086 + Penalty 1861.378881 = -19906.464204 nChanged 4 SP:Iteration 8Q (80.191813 sec): 3 clusters Score: Raw -21785.915180 + Penalty 1862.046043 = -19923.869137 nChanged 4 SP:Iteration 9Q (80.192831 sec): 3 clusters Score: Raw -21797.541283 + Penalty 1863.138580 = -19934.402703 nChanged 3 SP:Iteration 10F (80.193897 sec): 3 clusters Score: Raw -21803.142267 + Penalty 1863.634154 = -19939.508113 nChanged 4 SP:Iteration 11Q (80.194922 sec): 3 clusters Score: Raw -21807.435043 + Penalty 1863.917061 = -19943.517982 nChanged 2 SP:Iteration 12Q (80.195946 sec): 3 clusters Score: Raw -21810.990753 + Penalty 1863.771391 = -19947.219362 nChanged 1 SP:Iteration 13Q (80.196965 sec): 3 clusters Score: Raw -21812.365244 + Penalty 1863.618921 = -19948.746323 nChanged 1 SP:Iteration 14Q (80.197979 sec): 3 clusters Score: Raw -21813.228788 + Penalty 1864.465905 = -19948.762883 nChanged 1 SP:Iteration 15Q (80.199004 sec): 3 clusters Score: Raw -21813.641519 + Penalty 1864.465905 = -19949.175614 nChanged 0 SP:Iteration 16F (80.200072 sec): 3 clusters Score: Raw -21813.641519 + Penalty 1864.465905 = -19949.175614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.200802 sec): 2 clusters Score: Raw -4154.466825 + Penalty 542.933798 = -3611.533027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.201171 sec): 3 clusters Score: Raw -4216.217852 + Penalty 1088.945164 = -3127.272688 nChanged 3 SP:Iteration 1Q (80.201517 sec): 3 clusters Score: Raw -4223.826307 + Penalty 1088.945164 = -3134.881144 nChanged 0 SP:Iteration 2F (80.201878 sec): 3 clusters Score: Raw -4223.826307 + Penalty 1088.945164 = -3134.881144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.202379 sec): 2 clusters Score: Raw -618.799387 + Penalty 261.287102 = -357.512285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.202613 sec): 3 clusters Score: Raw -666.283676 + Penalty 533.435142 = -132.848534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.203259 sec): 2 clusters Score: Raw -2855.036711 + Penalty 156.012319 = -2699.024392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.203597 sec): 3 clusters Score: Raw -2863.080443 + Penalty 376.216355 = -2486.864088 nChanged 15 SP:Iteration 1F (80.203928 sec): 3 clusters Score: Raw -2890.583802 + Penalty 378.392958 = -2512.190843 nChanged 1 SP:Iteration 2Q (80.204253 sec): 3 clusters Score: Raw -2891.347541 + Penalty 378.392958 = -2512.954583 nChanged 0 SP:Iteration 3F (80.204584 sec): 3 clusters Score: Raw -2891.347541 + Penalty 378.392958 = -2512.954583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.205085 sec): 2 clusters Score: Raw -698.518192 + Penalty 263.439307 = -435.078886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.205343 sec): 3 clusters Score: Raw -736.743902 + Penalty 544.506485 = -192.237417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.205922 sec): 2 clusters Score: Raw -2170.747715 + Penalty 347.821564 = -1822.926151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.206214 sec): 3 clusters Score: Raw -2185.085642 + Penalty 695.583162 = -1489.502480 nChanged 1 SP:Iteration 1Q (80.206496 sec): 3 clusters Score: Raw -2187.303568 + Penalty 695.583162 = -1491.720406 nChanged 0 SP:Iteration 2F (80.206781 sec): 3 clusters Score: Raw -2187.303568 + Penalty 695.583162 = -1491.720406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.207270 sec): 2 clusters Score: Raw -422.181897 + Penalty 156.128143 = -266.053754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.207496 sec): 3 clusters Score: Raw -436.330579 + Penalty 307.994906 = -128.335673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.209222 sec): 2 clusters Score: Raw -21350.268672 + Penalty 722.405918 = -20627.862754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.210233 sec): 3 clusters Score: Raw -21206.787053 + Penalty 1445.519646 = -19761.267407 nChanged 113 SP:Iteration 1F (80.211216 sec): 3 clusters Score: Raw -21305.600892 + Penalty 1446.117398 = -19859.483494 nChanged 29 SP:Iteration 2F (80.212200 sec): 3 clusters Score: Raw -21333.287723 + Penalty 1446.504958 = -19886.782765 nChanged 16 SP:Iteration 3Q (80.213173 sec): 3 clusters Score: Raw -21356.382623 + Penalty 1447.631363 = -19908.751259 nChanged 18 SP:Iteration 4Q (80.214142 sec): 3 clusters Score: Raw -21382.109894 + Penalty 1448.098779 = -19934.011115 nChanged 9 SP:Iteration 5Q (80.215107 sec): 3 clusters Score: Raw -21396.608265 + Penalty 1449.535519 = -19947.072746 nChanged 7 SP:Iteration 6Q (80.216067 sec): 3 clusters Score: Raw -21406.332004 + Penalty 1450.679300 = -19955.652703 nChanged 8 SP:Iteration 7Q (80.217022 sec): 3 clusters Score: Raw -21418.122388 + Penalty 1451.372143 = -19966.750246 nChanged 4 SP:Iteration 8Q (80.217972 sec): 3 clusters Score: Raw -21422.566710 + Penalty 1450.892846 = -19971.673864 nChanged 2 SP:Iteration 9Q (80.218920 sec): 3 clusters Score: Raw -21423.904657 + Penalty 1450.706119 = -19973.198538 nChanged 1 SP:Iteration 10F (80.219904 sec): 3 clusters Score: Raw -21424.439082 + Penalty 1450.706119 = -19973.732964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.220562 sec): 2 clusters Score: Raw -3340.006452 + Penalty 460.056866 = -2879.949586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.220892 sec): 3 clusters Score: Raw -3370.819041 + Penalty 918.914288 = -2451.904753 nChanged 2 SP:Iteration 1Q (80.221208 sec): 3 clusters Score: Raw -3376.183164 + Penalty 917.825168 = -2458.357995 nChanged 3 SP:Iteration 2Q (80.221523 sec): 3 clusters Score: Raw -3388.194740 + Penalty 917.825168 = -2470.369571 nChanged 0 SP:Iteration 3F (80.221845 sec): 3 clusters Score: Raw -3388.194740 + Penalty 917.825168 = -2470.369571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.222425 sec): 2 clusters Score: Raw -1531.037078 + Penalty 305.472274 = -1225.564804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.222698 sec): 3 clusters Score: Raw -1589.003356 + Penalty 596.865415 = -992.137940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.223267 sec): 2 clusters Score: Raw -1465.728494 + Penalty 290.025917 = -1175.702577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.223529 sec): 3 clusters Score: Raw -1498.066049 + Penalty 587.131683 = -910.934366 nChanged 1 SP:Iteration 1Q (80.223781 sec): 3 clusters Score: Raw -1502.740615 + Penalty 587.131683 = -915.608932 nChanged 0 SP:Iteration 2F (80.224038 sec): 3 clusters Score: Raw -1502.740615 + Penalty 587.131683 = -915.608932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.224784 sec): 2 clusters Score: Raw -4564.852487 + Penalty 408.025864 = -4156.826623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.225181 sec): 3 clusters Score: Raw -4580.995332 + Penalty 816.247087 = -3764.748245 nChanged 11 SP:Iteration 1F (80.225569 sec): 3 clusters Score: Raw -4604.834390 + Penalty 817.092134 = -3787.742256 nChanged 3 SP:Iteration 2Q (80.225948 sec): 3 clusters Score: Raw -4608.652282 + Penalty 818.170368 = -3790.481914 nChanged 1 SP:Iteration 3Q (80.226324 sec): 3 clusters Score: Raw -4609.494587 + Penalty 817.864745 = -3791.629842 nChanged 1 SP:Iteration 4Q (80.226700 sec): 3 clusters Score: Raw -4613.579348 + Penalty 818.114537 = -3795.464810 nChanged 1 SP:Iteration 5Q (80.227075 sec): 3 clusters Score: Raw -4614.723553 + Penalty 816.577096 = -3798.146456 nChanged 1 SP:Iteration 6Q (80.227449 sec): 3 clusters Score: Raw -4616.020093 + Penalty 814.620919 = -3801.399174 nChanged 1 SP:Iteration 7Q (80.227823 sec): 3 clusters Score: Raw -4620.068118 + Penalty 814.620919 = -3805.447199 nChanged 0 SP:Iteration 8F (80.228211 sec): 3 clusters Score: Raw -4620.068118 + Penalty 814.620919 = -3805.447199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.229314 sec): 2 clusters Score: Raw -11524.805189 + Penalty 696.605100 = -10828.200089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.229977 sec): 3 clusters Score: Raw -11506.711924 + Penalty 1384.818571 = -10121.893353 nChanged 45 SP:Iteration 1F (80.230631 sec): 3 clusters Score: Raw -11587.275213 + Penalty 1384.545278 = -10202.729935 nChanged 14 SP:Iteration 2F (80.231283 sec): 3 clusters Score: Raw -11624.660339 + Penalty 1387.613705 = -10237.046634 nChanged 6 SP:Iteration 3Q (80.231926 sec): 3 clusters Score: Raw -11633.707705 + Penalty 1387.838631 = -10245.869074 nChanged 3 SP:Iteration 4Q (80.232549 sec): 3 clusters Score: Raw -11646.565728 + Penalty 1388.338107 = -10258.227621 nChanged 1 SP:Iteration 5Q (80.233149 sec): 3 clusters Score: Raw -11648.332515 + Penalty 1388.338107 = -10259.994408 nChanged 0 SP:Iteration 6F (80.233836 sec): 3 clusters Score: Raw -11648.332515 + Penalty 1388.338107 = -10259.994408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.234803 sec): 2 clusters Score: Raw -8804.749529 + Penalty 272.046421 = -8532.703108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.235365 sec): 3 clusters Score: Raw -8712.987988 + Penalty 559.787322 = -8153.200667 nChanged 52 SP:Iteration 1F (80.235914 sec): 3 clusters Score: Raw -8774.224635 + Penalty 586.819423 = -8187.405212 nChanged 22 SP:Iteration 2F (80.236463 sec): 3 clusters Score: Raw -8798.716962 + Penalty 607.475284 = -8191.241678 nChanged 12 SP:Iteration 3F (80.237011 sec): 3 clusters Score: Raw -8812.678579 + Penalty 624.027989 = -8188.650590 nChanged 9 SP:Iteration 4F (80.237562 sec): 3 clusters Score: Raw -8826.080613 + Penalty 631.884303 = -8194.196310 nChanged 5 SP:Iteration 5Q (80.238096 sec): 3 clusters Score: Raw -8835.809466 + Penalty 647.264597 = -8188.544870 nChanged 2 SP:Iteration 6F (80.238654 sec): 3 clusters Score: Raw -8840.573443 + Penalty 647.264597 = -8193.308847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.239570 sec): 2 clusters Score: Raw -6094.080619 + Penalty 471.124218 = -5622.956401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.240084 sec): 3 clusters Score: Raw -6077.148270 + Penalty 942.139650 = -5135.008620 nChanged 28 SP:Iteration 1F (80.240652 sec): 3 clusters Score: Raw -6130.837672 + Penalty 941.071435 = -5189.766237 nChanged 10 SP:Iteration 2F (80.241158 sec): 3 clusters Score: Raw -6150.848152 + Penalty 942.554825 = -5208.293328 nChanged 7 SP:Iteration 3Q (80.241652 sec): 3 clusters Score: Raw -6165.028580 + Penalty 943.484266 = -5221.544314 nChanged 3 SP:Iteration 4Q (80.242153 sec): 3 clusters Score: Raw -6171.213751 + Penalty 943.321744 = -5227.892007 nChanged 1 SP:Iteration 5Q (80.242655 sec): 3 clusters Score: Raw -6172.877801 + Penalty 942.864397 = -5230.013404 nChanged 1 SP:Iteration 6Q (80.243153 sec): 3 clusters Score: Raw -6174.323445 + Penalty 942.864397 = -5231.459049 nChanged 0 SP:Iteration 7F (80.243672 sec): 3 clusters Score: Raw -6174.323445 + Penalty 942.864397 = -5231.459049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.244195 sec): 2 clusters Score: Raw -874.650711 + Penalty 281.086740 = -593.563971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.244440 sec): 3 clusters Score: Raw -945.060712 + Penalty 563.075689 = -381.985023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.244924 sec): 2 clusters Score: Raw -406.321673 + Penalty 195.123989 = -211.197683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.245145 sec): 3 clusters Score: Raw -415.057041 + Penalty 390.247979 = -24.809062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.245635 sec): 2 clusters Score: Raw -565.576041 + Penalty 248.339236 = -317.236805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.245860 sec): 3 clusters Score: Raw -573.477120 + Penalty 529.612042 = -43.865078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.246537 sec): 2 clusters Score: Raw -3402.934833 + Penalty 141.085845 = -3261.848988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.246897 sec): 3 clusters Score: Raw -3370.125414 + Penalty 291.481669 = -3078.643746 nChanged 18 SP:Iteration 1F (80.247261 sec): 3 clusters Score: Raw -3394.217842 + Penalty 314.618250 = -3079.599592 nChanged 13 SP:Iteration 2F (80.247624 sec): 3 clusters Score: Raw -3415.361188 + Penalty 323.183105 = -3092.178082 nChanged 2 SP:Iteration 3Q (80.247962 sec): 3 clusters Score: Raw -3419.061455 + Penalty 332.776893 = -3086.284562 nChanged 1 SP:Iteration 4F (80.248314 sec): 3 clusters Score: Raw -3421.857169 + Penalty 332.531452 = -3089.325717 nChanged 1 SP:Iteration 5Q (80.248646 sec): 3 clusters Score: Raw -3422.849189 + Penalty 332.531452 = -3090.317737 nChanged 0 SP:Iteration 6F (80.248998 sec): 3 clusters Score: Raw -3422.849189 + Penalty 332.531452 = -3090.317737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.249509 sec): 2 clusters Score: Raw -854.876845 + Penalty 286.838277 = -568.038568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.249748 sec): 3 clusters Score: Raw -876.782804 + Penalty 569.703155 = -307.079649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.250250 sec): 2 clusters Score: Raw -341.860160 + Penalty 167.896513 = -173.963647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.250468 sec): 3 clusters Score: Raw -339.129350 + Penalty 362.031433 = 22.902083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.250960 sec): 2 clusters Score: Raw -558.112050 + Penalty 213.184979 = -344.927072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.251187 sec): 3 clusters Score: Raw -569.678048 + Penalty 422.961264 = -146.716784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.251651 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.251840 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.252405 sec): 2 clusters Score: Raw -1776.838945 + Penalty 336.698935 = -1440.140011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.252685 sec): 3 clusters Score: Raw -1847.574371 + Penalty 675.546533 = -1172.027837 nChanged 2 SP:Iteration 1Q (80.252950 sec): 3 clusters Score: Raw -1858.102469 + Penalty 675.546533 = -1182.555936 nChanged 0 SP:Iteration 2F (80.253225 sec): 3 clusters Score: Raw -1858.102469 + Penalty 675.546533 = -1182.555936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.253745 sec): 2 clusters Score: Raw -1102.748584 + Penalty 266.070012 = -836.678572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.253994 sec): 3 clusters Score: Raw -1111.340865 + Penalty 537.349972 = -573.990892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.254473 sec): 2 clusters Score: Raw -352.815329 + Penalty 187.310447 = -165.504883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.254692 sec): 3 clusters Score: Raw -356.230488 + Penalty 377.717548 = 21.487060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.255211 sec): 2 clusters Score: Raw -1149.510732 + Penalty 323.561588 = -825.949143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.255458 sec): 3 clusters Score: Raw -1185.589208 + Penalty 651.050532 = -534.538676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.256553 sec): 2 clusters Score: Raw -12022.878210 + Penalty 872.988911 = -11149.889299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.257185 sec): 3 clusters Score: Raw -12100.620714 + Penalty 1745.499440 = -10355.121274 nChanged 23 SP:Iteration 1F (80.257827 sec): 3 clusters Score: Raw -12143.324457 + Penalty 1745.317078 = -10398.007379 nChanged 4 SP:Iteration 2Q (80.258493 sec): 3 clusters Score: Raw -12153.644173 + Penalty 1745.216989 = -10408.427184 nChanged 1 SP:Iteration 3Q (80.259109 sec): 3 clusters Score: Raw -12156.035270 + Penalty 1745.278252 = -10410.757018 nChanged 1 SP:Iteration 4Q (80.259727 sec): 3 clusters Score: Raw -12158.404817 + Penalty 1745.278252 = -10413.126565 nChanged 0 SP:Iteration 5F (80.260401 sec): 3 clusters Score: Raw -12158.404817 + Penalty 1745.278252 = -10413.126565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.261276 sec): 2 clusters Score: Raw -7677.664848 + Penalty 589.694921 = -7087.969927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.261770 sec): 3 clusters Score: Raw -7678.912138 + Penalty 1181.718709 = -6497.193429 nChanged 9 SP:Iteration 1F (80.262264 sec): 3 clusters Score: Raw -7696.478462 + Penalty 1182.135713 = -6514.342749 nChanged 2 SP:Iteration 2Q (80.262742 sec): 3 clusters Score: Raw -7699.020075 + Penalty 1181.675010 = -6517.345065 nChanged 2 SP:Iteration 3Q (80.263226 sec): 3 clusters Score: Raw -7702.032966 + Penalty 1180.417196 = -6521.615770 nChanged 4 SP:Iteration 4Q (80.263704 sec): 3 clusters Score: Raw -7710.345412 + Penalty 1180.230175 = -6530.115237 nChanged 1 SP:Iteration 5Q (80.264185 sec): 3 clusters Score: Raw -7711.380458 + Penalty 1180.230175 = -6531.150283 nChanged 0 SP:Iteration 6F (80.264671 sec): 3 clusters Score: Raw -7711.380458 + Penalty 1180.230175 = -6531.150283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.265305 sec): 2 clusters Score: Raw -2988.458777 + Penalty 465.673759 = -2522.785018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.265629 sec): 3 clusters Score: Raw -3105.902220 + Penalty 931.257508 = -2174.644712 nChanged 2 SP:Iteration 1Q (80.265931 sec): 3 clusters Score: Raw -3111.028981 + Penalty 931.347519 = -2179.681462 nChanged 1 SP:Iteration 2Q (80.266232 sec): 3 clusters Score: Raw -3114.519135 + Penalty 931.347519 = -2183.171616 nChanged 0 SP:Iteration 3F (80.266549 sec): 3 clusters Score: Raw -3114.519135 + Penalty 931.347519 = -2183.171616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.267046 sec): 2 clusters Score: Raw -655.484315 + Penalty 239.486906 = -415.997409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.267281 sec): 3 clusters Score: Raw -673.247061 + Penalty 465.209272 = -208.037790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.267992 sec): 2 clusters Score: Raw -4189.501683 + Penalty 483.788578 = -3705.713104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.268380 sec): 3 clusters Score: Raw -4227.739134 + Penalty 967.548429 = -3260.190705 nChanged 10 SP:Iteration 1F (80.268763 sec): 3 clusters Score: Raw -4245.482467 + Penalty 967.911096 = -3277.571371 nChanged 3 SP:Iteration 2Q (80.269133 sec): 3 clusters Score: Raw -4251.883592 + Penalty 967.911096 = -3283.972496 nChanged 0 SP:Iteration 3F (80.269517 sec): 3 clusters Score: Raw -4251.883592 + Penalty 967.911096 = -3283.972496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.270001 sec): 2 clusters Score: Raw -347.943591 + Penalty 152.768850 = -195.174741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.270220 sec): 3 clusters Score: Raw -356.950264 + Penalty 313.534851 = -43.415413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.270705 sec): 2 clusters Score: Raw -419.731675 + Penalty 154.868960 = -264.862715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.270929 sec): 3 clusters Score: Raw -438.056248 + Penalty 312.948733 = -125.107515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.271433 sec): 2 clusters Score: Raw -403.566911 + Penalty 172.563589 = -231.003323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.271654 sec): 3 clusters Score: Raw -410.665852 + Penalty 353.206215 = -57.459637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.272130 sec): 2 clusters Score: Raw -269.857859 + Penalty 153.557830 = -116.300029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.272345 sec): 3 clusters Score: Raw -264.766568 + Penalty 307.747388 = 42.980820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.272841 sec): 2 clusters Score: Raw -647.497698 + Penalty 242.108865 = -405.388833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.273072 sec): 3 clusters Score: Raw -667.444662 + Penalty 494.953949 = -172.490713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.273562 sec): 2 clusters Score: Raw -532.831122 + Penalty 192.202042 = -340.629081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.273789 sec): 3 clusters Score: Raw -550.453980 + Penalty 383.348481 = -167.105499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.274277 sec): 2 clusters Score: Raw -513.204654 + Penalty 224.159948 = -289.044706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.274501 sec): 3 clusters Score: Raw -521.561885 + Penalty 450.658081 = -70.903804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.275065 sec): 2 clusters Score: Raw -1842.059678 + Penalty 241.267424 = -1600.792254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.275345 sec): 3 clusters Score: Raw -1863.053930 + Penalty 488.195132 = -1374.858797 nChanged 3 SP:Iteration 1F (80.275621 sec): 3 clusters Score: Raw -1871.281831 + Penalty 488.195132 = -1383.086699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.276229 sec): 2 clusters Score: Raw -2703.547818 + Penalty 495.686289 = -2207.861530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.276541 sec): 3 clusters Score: Raw -2781.020025 + Penalty 996.254159 = -1784.765867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.277021 sec): 2 clusters Score: Raw -303.925335 + Penalty 162.171668 = -141.753668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.277238 sec): 3 clusters Score: Raw -305.176206 + Penalty 325.590979 = 20.414773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.277724 sec): 2 clusters Score: Raw -489.065679 + Penalty 191.109299 = -297.956380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.277948 sec): 3 clusters Score: Raw -491.689438 + Penalty 387.763722 = -103.925716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.278426 sec): 2 clusters Score: Raw -346.940894 + Penalty 151.318422 = -195.622472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.278662 sec): 3 clusters Score: Raw -349.689665 + Penalty 295.897912 = -53.791752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.279156 sec): 2 clusters Score: Raw -579.845448 + Penalty 235.986204 = -343.859244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.279385 sec): 3 clusters Score: Raw -602.865567 + Penalty 470.194660 = -132.670907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.279977 sec): 2 clusters Score: Raw -2413.651531 + Penalty 440.220097 = -1973.431434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.280281 sec): 3 clusters Score: Raw -2484.291189 + Penalty 880.607479 = -1603.683710 nChanged 1 SP:Iteration 1Q (80.280567 sec): 3 clusters Score: Raw -2488.172315 + Penalty 880.607479 = -1607.564835 nChanged 0 SP:Iteration 2F (80.280864 sec): 3 clusters Score: Raw -2488.172315 + Penalty 880.607479 = -1607.564835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.281449 sec): 2 clusters Score: Raw -2176.728964 + Penalty 356.213838 = -1820.515126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.281743 sec): 3 clusters Score: Raw -2205.229860 + Penalty 712.543730 = -1492.686129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.282238 sec): 2 clusters Score: Raw -615.741984 + Penalty 221.961110 = -393.780874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.282467 sec): 3 clusters Score: Raw -629.377441 + Penalty 445.266595 = -184.110846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.282969 sec): 2 clusters Score: Raw -811.887254 + Penalty 284.860668 = -527.026586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.283206 sec): 3 clusters Score: Raw -849.909467 + Penalty 565.576082 = -284.333385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.283677 sec): 2 clusters Score: Raw -155.658225 + Penalty 93.221758 = -62.436466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.283871 sec): 2 clusters Score: Raw -155.658225 + Penalty 93.221758 = -62.436466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.284365 sec): 2 clusters Score: Raw -527.277746 + Penalty 176.195033 = -351.082713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.284594 sec): 3 clusters Score: Raw -539.732575 + Penalty 352.390066 = -187.342510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.285092 sec): 2 clusters Score: Raw -711.605571 + Penalty 254.676736 = -456.928835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.285329 sec): 3 clusters Score: Raw -723.226524 + Penalty 550.409188 = -172.817336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.285807 sec): 2 clusters Score: Raw -310.886660 + Penalty 168.273569 = -142.613091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.286023 sec): 3 clusters Score: Raw -305.162563 + Penalty 361.141212 = 55.978650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.286523 sec): 2 clusters Score: Raw -413.244566 + Penalty 212.038672 = -201.205893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.286742 sec): 3 clusters Score: Raw -424.618589 + Penalty 424.077344 = -0.541244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.287220 sec): 2 clusters Score: Raw -308.731920 + Penalty 160.011917 = -148.720003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.287435 sec): 3 clusters Score: Raw -308.432938 + Penalty 327.266759 = 18.833820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.287924 sec): 2 clusters Score: Raw -530.041419 + Penalty 227.414633 = -302.626786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.288151 sec): 3 clusters Score: Raw -557.041772 + Penalty 454.752061 = -102.289710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.288634 sec): 2 clusters Score: Raw -416.717327 + Penalty 197.780810 = -218.936517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.288854 sec): 3 clusters Score: Raw -423.019591 + Penalty 395.561620 = -27.457971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.289335 sec): 2 clusters Score: Raw -367.817324 + Penalty 192.228525 = -175.588799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.289554 sec): 3 clusters Score: Raw -368.518804 + Penalty 381.107231 = 12.588427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.290020 sec): 2 clusters Score: Raw -158.024776 + Penalty 88.772677 = -69.252099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.290222 sec): 3 clusters Score: Raw -151.122683 + Penalty 185.578990 = 34.456307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.290710 sec): 2 clusters Score: Raw -498.215386 + Penalty 235.204297 = -263.011089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.290936 sec): 3 clusters Score: Raw -527.088097 + Penalty 470.408594 = -56.679503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.291428 sec): 2 clusters Score: Raw -581.803755 + Penalty 263.701578 = -318.102177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.291656 sec): 3 clusters Score: Raw -612.364851 + Penalty 514.744529 = -97.620322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.292136 sec): 2 clusters Score: Raw -393.831086 + Penalty 154.692880 = -239.138206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.292354 sec): 3 clusters Score: Raw -400.206778 + Penalty 291.398998 = -108.807780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.292825 sec): 2 clusters Score: Raw -206.909833 + Penalty 139.928309 = -66.981523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.293038 sec): 3 clusters Score: Raw -200.887229 + Penalty 279.856619 = 78.969390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.293577 sec): 2 clusters Score: Raw -996.317856 + Penalty 224.955653 = -771.362204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.293828 sec): 3 clusters Score: Raw -1018.278944 + Penalty 455.649630 = -562.629314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.294300 sec): 2 clusters Score: Raw -204.663669 + Penalty 117.728514 = -86.935155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.294511 sec): 3 clusters Score: Raw -202.563251 + Penalty 236.478456 = 33.915205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.294985 sec): 2 clusters Score: Raw -251.748048 + Penalty 140.529002 = -111.219046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.295181 sec): 2 clusters Score: Raw -251.748048 + Penalty 140.529002 = -111.219046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.295650 sec): 2 clusters Score: Raw -207.347696 + Penalty 117.858067 = -89.489629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.295863 sec): 3 clusters Score: Raw -202.903249 + Penalty 235.716134 = 32.812885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.296328 sec): 2 clusters Score: Raw -107.119068 + Penalty 69.538672 = -37.580396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.296535 sec): 3 clusters Score: Raw -99.353784 + Penalty 139.077343 = 39.723560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.297011 sec): 2 clusters Score: Raw -304.408301 + Penalty 182.634704 = -121.773598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.297227 sec): 3 clusters Score: Raw -307.137860 + Penalty 366.052674 = 58.914814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.297692 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.297885 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.298343 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.298529 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.298995 sec): 2 clusters Score: Raw -104.992886 + Penalty 60.055759 = -44.937126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.299190 sec): 2 clusters Score: Raw -104.992886 + Penalty 60.055759 = -44.937126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.299656 sec): 2 clusters Score: Raw -97.751117 + Penalty 42.603912 = -55.147204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.299867 sec): 3 clusters Score: Raw -92.936786 + Penalty 85.207825 = -7.728961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.300334 sec): 2 clusters Score: Raw -101.484549 + Penalty 60.117463 = -41.367086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.300535 sec): 3 clusters Score: Raw -96.002501 + Penalty 120.234926 = 24.232424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 240 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.301040 sec): 2 clusters Score: Raw -726.395623 + Penalty 58.236304 = -668.159319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.301274 sec): 3 clusters Score: Raw -737.022296 + Penalty 113.445881 = -623.576415 nChanged 0 Deleting Class 176 (12 points): Lose 89.393016 but Gain 1119.322684 Iteration 119Q (80.513806 sec): 118 clusters Score: Raw -1544661.789533 + Penalty 106107.540695 = -1438554.248838 nChanged 16 Deleting Class 23 (12 points): Lose 68.624315 but Gain 1098.145202 Iteration 120F (82.572591 sec): 117 clusters Score: Raw -1544627.720634 + Penalty 105030.271674 = -1439597.448960 nChanged 19 Deleting Class 204 (2 points): Lose 29.655136 but Gain 1058.165465 Iteration 121Q (82.768976 sec): 116 clusters Score: Raw -1544638.808550 + Penalty 104000.787915 = -1440638.020635 nChanged 8 Deleting Class 74 (11 points): Lose 67.557789 but Gain 1092.365016 Iteration 122Q (82.966728 sec): 115 clusters Score: Raw -1544586.900319 + Penalty 102995.628190 = -1441591.272129 nChanged 20 Deleting Class 149 (8 points): Lose 54.064533 but Gain 1075.526250 Iteration 123Q (83.165186 sec): 114 clusters Score: Raw -1544573.878237 + Penalty 101935.154838 = -1442638.723400 nChanged 10 Deleting Class 168 (10 points): Lose 60.796187 but Gain 1077.413015 Iteration 124Q (83.360559 sec): 113 clusters Score: Raw -1544526.329741 + Penalty 100862.121418 = -1443664.208323 nChanged 12 Deleting Class 165 (7 points): Lose 31.052076 but Gain 1041.951981 Iteration 125Q (83.556248 sec): 112 clusters Score: Raw -1544511.282841 + Penalty 99825.320284 = -1444685.962558 nChanged 10 Deleting Class 76 (17 points): Lose 61.557604 but Gain 1067.850562 Iteration 126Q (83.749274 sec): 111 clusters Score: Raw -1544459.703480 + Penalty 98777.899187 = -1445681.804292 nChanged 19 Deleting Class 192 (4 points): Lose 63.021553 but Gain 1064.640014 Iteration 127Q (83.942123 sec): 110 clusters Score: Raw -1544423.730205 + Penalty 97758.941462 = -1446664.788743 nChanged 11 Deleting Class 87 (21 points): Lose 105.108273 but Gain 1103.835886 Iteration 128Q (84.132762 sec): 109 clusters Score: Raw -1544341.188436 + Penalty 96659.064783 = -1447682.123653 nChanged 25 Deleting Class 52 (13 points): Lose 79.782837 but Gain 1074.463908 Iteration 129Q (84.323887 sec): 108 clusters Score: Raw -1544295.361914 + Penalty 95627.152768 = -1448668.209146 nChanged 21 Deleting Class 210 (6 points): Lose 82.562966 but Gain 1075.118292 Iteration 130F (86.246912 sec): 107 clusters Score: Raw -1544244.400959 + Penalty 94566.329460 = -1449678.071499 nChanged 12 Deleting Class 86 (7 points): Lose 25.212225 but Gain 1015.294119 Iteration 131Q (86.436427 sec): 106 clusters Score: Raw -1544238.320852 + Penalty 93567.715696 = -1450670.605156 nChanged 11 Deleting Class 101 (5 points): Lose 18.093221 but Gain 1006.353111 Iteration 132Q (86.623734 sec): 105 clusters Score: Raw -1544234.757406 + Penalty 92560.763906 = -1451673.993500 nChanged 10 Deleting Class 132 (16 points): Lose 97.515609 but Gain 1083.676586 Iteration 133Q (86.810032 sec): 104 clusters Score: Raw -1544147.337074 + Penalty 91577.947288 = -1452569.389786 nChanged 21 Deleting Class 117 (56 points): Lose 325.086407 but Gain 1298.840224 Iteration 134Q (86.998092 sec): 103 clusters Score: Raw -1543873.386040 + Penalty 90410.771181 = -1453462.614860 nChanged 61 Deleting Class 111 (10 points): Lose 53.919986 but Gain 1026.821571 Iteration 135Q (87.188305 sec): 102 clusters Score: Raw -1543994.460667 + Penalty 89427.917621 = -1454566.543046 nChanged 25 Deleting Class 127 (14 points): Lose 102.883688 but Gain 1073.189549 Iteration 136Q (87.374295 sec): 101 clusters Score: Raw -1543955.748286 + Penalty 88427.478796 = -1455528.269489 nChanged 27 Deleting Class 58 (66 points): Lose 190.975136 but Gain 1158.206335 Iteration 137Q (87.558806 sec): 100 clusters Score: Raw -1543818.565552 + Penalty 87316.443347 = -1456502.122205 nChanged 76 Deleting Class 94 (58 points): Lose 209.297254 but Gain 1174.101844 Iteration 138Q (87.745291 sec): 99 clusters Score: Raw -1543718.499872 + Penalty 86143.151717 = -1457575.348155 nChanged 79 Deleting Class 140 (14 points): Lose 54.307890 but Gain 1017.871852 Iteration 139Q (87.931425 sec): 98 clusters Score: Raw -1543790.006346 + Penalty 85120.247491 = -1458669.758855 nChanged 37 Deleting Class 22 (2 points): Lose 5.102024 but Gain 967.802409 Iteration 140F (89.651122 sec): 97 clusters Score: Raw -1543817.069969 + Penalty 84151.523958 = -1459665.546011 nChanged 16 Deleting Class 200 (7 points): Lose 61.173958 but Gain 1019.705925 Iteration 141Q (89.832976 sec): 96 clusters Score: Raw -1543781.381473 + Penalty 83166.450147 = -1460614.931326 nChanged 19 Deleting Class 79 (1 points): Lose 4.376740 but Gain 962.899354 Iteration 142Q (90.013301 sec): 95 clusters Score: Raw -1543809.947804 + Penalty 82206.598752 = -1461603.349052 nChanged 14 Deleting Class 158 (8 points): Lose 45.691900 but Gain 1003.205928 Iteration 143Q (90.196030 sec): 94 clusters Score: Raw -1543775.697707 + Penalty 81233.740613 = -1462541.957094 nChanged 15 Deleting Class 95 (13 points): Lose 41.055175 but Gain 984.817217 Iteration 144Q (90.374388 sec): 93 clusters Score: Raw -1543758.329676 + Penalty 80283.371114 = -1463474.958562 nChanged 20 Deleting Class 54 (15 points): Lose 89.112217 but Gain 1026.068885 Iteration 145Q (90.554519 sec): 92 clusters Score: Raw -1543702.452808 + Penalty 79271.623245 = -1464430.829564 nChanged 21 Deleting Class 73 (8 points): Lose 56.234984 but Gain 989.729706 Iteration 146Q (90.731926 sec): 91 clusters Score: Raw -1543679.840504 + Penalty 78282.008056 = -1465397.832448 nChanged 14 Deleting Class 153 (11 points): Lose 70.242261 but Gain 1000.324369 Iteration 147Q (90.908599 sec): 90 clusters Score: Raw -1543623.575678 + Penalty 77323.771498 = -1466299.804179 nChanged 18 Deleting Class 103 (13 points): Lose 71.956079 but Gain 995.599228 Iteration 148Q (91.085443 sec): 89 clusters Score: Raw -1543585.759921 + Penalty 76353.162423 = -1467232.597498 nChanged 19 Deleting Class 50 (85 points): Lose 365.828228 but Gain 1288.006920 Iteration 149Q (91.261364 sec): 88 clusters Score: Raw -1543245.189102 + Penalty 75146.830474 = -1468098.358628 nChanged 90 Deleting Class 230 (2 points): Lose 4.818304 but Gain 913.864602 Iteration 150F (92.814314 sec): 87 clusters Score: Raw -1543415.171136 + Penalty 74240.428793 = -1469174.742343 nChanged 31 Deleting Class 151 (6 points): Lose 34.645709 but Gain 941.944412 Iteration 151Q (92.988421 sec): 86 clusters Score: Raw -1543434.974780 + Penalty 73311.580475 = -1470123.394304 nChanged 28 Deleting Class 119 (6 points): Lose 51.912225 but Gain 954.658247 Iteration 152Q (93.161762 sec): 85 clusters Score: Raw -1543431.422586 + Penalty 72384.884366 = -1471046.538219 nChanged 28 Deleting Class 141 (6 points): Lose 89.140545 but Gain 990.578396 Iteration 153Q (93.336644 sec): 84 clusters Score: Raw -1543382.357286 + Penalty 71412.143849 = -1471970.213438 nChanged 29 Deleting Class 199 (5 points): Lose 22.987661 but Gain 920.967679 Iteration 154Q (93.509798 sec): 83 clusters Score: Raw -1543405.542488 + Penalty 70488.055554 = -1472917.486934 nChanged 23 Deleting Class 43 (28 points): Lose 100.903585 but Gain 993.758079 Iteration 155Q (93.680395 sec): 82 clusters Score: Raw -1543333.981273 + Penalty 69515.485341 = -1473818.495932 nChanged 47 Deleting Class 131 (12 points): Lose 49.840797 but Gain 942.148725 Iteration 156Q (93.851360 sec): 81 clusters Score: Raw -1543337.768091 + Penalty 68582.988332 = -1474754.779759 nChanged 28 Deleting Class 220 (2 points): Lose 16.041823 but Gain 907.469669 Iteration 157Q (94.022381 sec): 80 clusters Score: Raw -1543348.427364 + Penalty 67690.209657 = -1475658.217707 nChanged 17 Deleting Class 237 (2 points): Lose 24.285933 but Gain 914.803540 Iteration 158Q (94.189299 sec): 79 clusters Score: Raw -1543336.900947 + Penalty 66773.835830 = -1476563.065117 nChanged 8 Deleting Class 85 (24 points): Lose 64.451144 but Gain 944.838837 Iteration 159Q (94.355217 sec): 78 clusters Score: Raw -1543286.256947 + Penalty 65828.649456 = -1477457.607491 nChanged 27 Deleting Class 120 (11 points): Lose 61.972784 but Gain 942.348766 Iteration 160F (95.720672 sec): 77 clusters Score: Raw -1543258.164301 + Penalty 64935.273444 = -1478322.890857 nChanged 22 Deleting Class 77 (7 points): Lose 29.765814 but Gain 910.063190 Iteration 161Q (95.886754 sec): 76 clusters Score: Raw -1543256.143933 + Penalty 64065.393207 = -1479190.750726 nChanged 14 Deleting Class 55 (42 points): Lose 107.632509 but Gain 981.540554 Iteration 162Q (96.051270 sec): 75 clusters Score: Raw -1543165.176888 + Penalty 63092.885510 = -1480072.291378 nChanged 46 Deleting Class 78 (11 points): Lose 64.859255 but Gain 937.732663 Iteration 163Q (96.216505 sec): 74 clusters Score: Raw -1543153.117859 + Penalty 62160.300310 = -1480992.817550 nChanged 15 Deleting Class 133 (3 points): Lose 24.491240 but Gain 895.005060 Iteration 164Q (96.384633 sec): 73 clusters Score: Raw -1543144.547638 + Penalty 61306.091069 = -1481838.456569 nChanged 10 Deleting Class 72 (21 points): Lose 108.979115 but Gain 973.809110 Iteration 165Q (96.547320 sec): 72 clusters Score: Raw -1543048.454030 + Penalty 60361.328480 = -1482687.125550 nChanged 26 Deleting Class 11 (4 points): Lose 30.883960 but Gain 892.966852 Iteration 166Q (96.708919 sec): 71 clusters Score: Raw -1543069.742192 + Penalty 59469.430748 = -1483600.311444 nChanged 11 Deleting Class 194 (4 points): Lose 35.570973 but Gain 895.733587 Iteration 167Q (96.869573 sec): 70 clusters Score: Raw -1543043.833948 + Penalty 58573.688901 = -1484470.145047 nChanged 8 Deleting Class 91 (158 points): Lose 394.882956 but Gain 1232.588589 Iteration 168Q (97.028888 sec): 69 clusters Score: Raw -1542657.313289 + Penalty 57458.998847 = -1485198.314441 nChanged 163 Deleting Class 166 (3 points): Lose 21.285415 but Gain 852.290242 Iteration 169Q (97.193196 sec): 68 clusters Score: Raw -1542876.093149 + Penalty 56609.660447 = -1486266.432703 nChanged 37 Deleting Class 100 (8 points): Lose 53.073168 but Gain 875.296320 Iteration 170F (98.392074 sec): 67 clusters Score: Raw -1542847.307550 + Penalty 55753.279750 = -1487094.027799 nChanged 37 Deleting Class 130 (53 points): Lose 210.516801 but Gain 1023.456613 Iteration 171Q (98.550711 sec): 66 clusters Score: Raw -1542662.859422 + Penalty 54784.272379 = -1487878.587043 nChanged 75 Deleting Class 121 (8 points): Lose 47.448350 but Gain 849.280675 Iteration 172Q (98.711615 sec): 65 clusters Score: Raw -1542733.872926 + Penalty 53938.738292 = -1488795.134634 nChanged 40 Deleting Class 98 (7 points): Lose 27.769397 but Gain 828.065480 Iteration 173Q (98.867768 sec): 64 clusters Score: Raw -1542737.656968 + Penalty 53127.080231 = -1489610.576737 nChanged 32 Deleting Class 60 (30 points): Lose 101.270910 but Gain 899.409825 Iteration 174Q (99.023808 sec): 63 clusters Score: Raw -1542664.690554 + Penalty 52248.607998 = -1490416.082556 nChanged 44 Deleting Class 81 (39 points): Lose 169.480129 but Gain 964.945580 Iteration 175Q (99.180016 sec): 62 clusters Score: Raw -1542550.483443 + Penalty 51296.341104 = -1491254.142339 nChanged 53 Deleting Class 104 (11 points): Lose 54.226502 but Gain 845.435421 Iteration 176Q (99.338851 sec): 61 clusters Score: Raw -1542579.401946 + Penalty 50450.005798 = -1492129.396148 nChanged 30 Deleting Class 56 (12 points): Lose 58.844646 but Gain 847.768741 Iteration 177Q (99.490961 sec): 60 clusters Score: Raw -1542545.372668 + Penalty 49602.475532 = -1492942.897136 nChanged 30 Deleting Class 25 (44 points): Lose 198.984581 but Gain 977.880664 Iteration 178Q (99.644096 sec): 59 clusters Score: Raw -1542373.813124 + Penalty 48619.282812 = -1493754.530312 nChanged 63 Deleting Class 97 (101 points): Lose 357.189871 but Gain 1133.382008 Iteration 179Q (99.797128 sec): 58 clusters Score: Raw -1542134.150814 + Penalty 47346.361772 = -1494787.789041 nChanged 145 Deleting Class 59 (48 points): Lose 233.815212 but Gain 1004.792831 Iteration 180F (100.840730 sec): 57 clusters Score: Raw -1542113.270711 + Penalty 46386.529606 = -1495726.741105 nChanged 100 Deleting Class 35 (23 points): Lose 105.309261 but Gain 863.575644 Iteration 181Q (100.991243 sec): 56 clusters Score: Raw -1542147.373853 + Penalty 45527.088635 = -1496620.285218 nChanged 50 Deleting Class 13 (124 points): Lose 764.934427 but Gain 1512.854477 Iteration 182Q (101.139523 sec): 55 clusters Score: Raw -1541431.261464 + Penalty 44095.902782 = -1497335.358682 nChanged 142 Deleting Class 178 (8 points): Lose 42.524675 but Gain 784.650512 Iteration 183Q (101.290903 sec): 54 clusters Score: Raw -1541854.119322 + Penalty 43338.383929 = -1498515.735393 nChanged 54 Deleting Class 99 (10 points): Lose 47.907967 but Gain 783.885104 Iteration 184Q (101.439156 sec): 53 clusters Score: Raw -1541869.131520 + Penalty 42571.759857 = -1499297.371663 nChanged 44 Deleting Class 34 (132 points): Lose 450.750855 but Gain 1155.792435 Iteration 185Q (101.586401 sec): 52 clusters Score: Raw -1541461.540463 + Penalty 41444.741994 = -1500016.798470 nChanged 159 Deleting Class 16 (6 points): Lose 32.531967 but Gain 734.276138 Iteration 186Q (101.735404 sec): 51 clusters Score: Raw -1541689.543236 + Penalty 40733.562362 = -1500955.980874 nChanged 69 Deleting Class 36 (172 points): Lose 554.930867 but Gain 1260.502217 Iteration 187Q (101.878715 sec): 50 clusters Score: Raw -1541188.904092 + Penalty 39551.663944 = -1501637.240148 nChanged 215 Deleting Class 136 (16 points): Lose 84.217859 but Gain 746.449863 Iteration 188Q (102.025554 sec): 49 clusters Score: Raw -1541401.379669 + Penalty 38811.807256 = -1502589.572413 nChanged 93 Deleting Class 233 (2 points): Lose 24.690839 but Gain 648.300978 Iteration 189Q (102.168898 sec): 48 clusters Score: Raw -1541437.255913 + Penalty 38160.524410 = -1503276.731503 nChanged 59 Deleting Class 33 (172 points): Lose 954.363933 but Gain 1547.593584 Iteration 190F (103.053599 sec): 47 clusters Score: Raw -1540511.620156 + Penalty 37112.732851 = -1503398.887305 nChanged 206 Deleting Class 193 (31 points): Lose 179.769246 but Gain 777.141410 Iteration 191Q (103.202204 sec): 46 clusters Score: Raw -1540948.095788 + Penalty 36355.285534 = -1504592.810254 nChanged 112 Deleting Class 112 (41 points): Lose 141.528000 but Gain 699.411324 Iteration 192Q (103.352100 sec): 45 clusters Score: Raw -1540936.529297 + Penalty 35675.879069 = -1505260.650229 nChanged 98 Deleting Class 5 (115 points): Lose 273.055037 but Gain 788.127485 Iteration 193Q (103.490377 sec): 44 clusters Score: Raw -1540757.019648 + Penalty 34914.227904 = -1505842.791744 nChanged 160 Deleting Class 45 (220 points): Lose 633.220188 but Gain 1115.617494 Iteration 194Q (103.630069 sec): 43 clusters Score: Raw -1540316.617605 + Penalty 33897.368560 = -1506419.249045 nChanged 273 Deleting Class 61 (116 points): Lose 640.420376 but Gain 1133.112100 Iteration 195Q (103.771919 sec): 42 clusters Score: Raw -1540086.959237 + Penalty 32977.888425 = -1507109.070811 nChanged 199 Deleting Class 44 (341 points): Lose 868.422546 but Gain 1260.336186 Iteration 196Q (103.909781 sec): 41 clusters Score: Raw -1539686.969904 + Penalty 31872.654508 = -1507814.315396 nChanged 399 Deleting Class 39 (44 points): Lose 150.682143 but Gain 521.456533 Iteration 197Q (104.048523 sec): 40 clusters Score: Raw -1540128.952361 + Penalty 31371.323747 = -1508757.628613 nChanged 147 Deleting Class 128 (54 points): Lose 809.545288 but Gain 1154.370296 Iteration 198Q (104.182835 sec): 39 clusters Score: Raw -1539467.193187 + Penalty 30254.630766 = -1509212.562421 nChanged 123 Deleting Class 28 (285 points): Lose 771.092379 but Gain 957.760447 Iteration 199Q (104.314278 sec): 38 clusters Score: Raw -1539179.649218 + Penalty 29322.147184 = -1509857.502034 nChanged 313 Deleting Class 240 (30 points): Lose 118.253527 but Gain 325.865491 Iteration 200F (104.996082 sec): 37 clusters Score: Raw -1539563.741588 + Penalty 29008.602246 = -1510555.139342 nChanged 105 Deleting Class 63 (198 points): Lose 398.243918 but Gain 578.621075 Iteration 201Q (105.127507 sec): 36 clusters Score: Raw -1539266.046085 + Penalty 28434.401530 = -1510831.644556 nChanged 262 Deleting Class 53 (93 points): Lose 347.151131 but Gain 497.935473 Iteration 202Q (105.259285 sec): 35 clusters Score: Raw -1539196.566352 + Penalty 27899.371625 = -1511297.194728 nChanged 147 Deleting Class 38 (420 points): Lose 1311.229405 but Gain 1459.167039 Iteration 203Q (105.387692 sec): 34 clusters Score: Raw -1538039.014475 + Penalty 26610.759289 = -1511428.255185 nChanged 481 Deleting Class 224 (2 points): Lose 24.596880 but Gain 168.181003 Iteration 204Q (105.520474 sec): 33 clusters Score: Raw -1538758.148357 + Penalty 26434.024472 = -1512324.123884 nChanged 128 Deleting Class 40 (364 points): Lose 1271.111865 but Gain 1402.695059 Iteration 205Q (105.646355 sec): 32 clusters Score: Raw -1537541.042827 + Penalty 25110.690845 = -1512430.351983 nChanged 448 Iteration 206Q (105.776055 sec): 32 clusters Score: Raw -1538339.820819 + Penalty 25106.881671 = -1513232.939148 nChanged 110 Iteration 207Q (105.899518 sec): 32 clusters Score: Raw -1538397.285431 + Penalty 25121.672991 = -1513275.612441 nChanged 78 Iteration 208Q (106.023132 sec): 32 clusters Score: Raw -1538431.166710 + Penalty 25132.165402 = -1513299.001308 nChanged 52 Iteration 209Q (106.146741 sec): 32 clusters Score: Raw -1538448.782605 + Penalty 25136.671433 = -1513312.111172 nChanged 46 Iteration 210F (106.732766 sec): 32 clusters Score: Raw -1538466.061256 + Penalty 25139.656951 = -1513326.404306 nChanged 35 Iteration 211Q (106.858494 sec): 32 clusters Score: Raw -1538476.485924 + Penalty 25141.698439 = -1513334.787485 nChanged 31 Iteration 212Q (106.983476 sec): 32 clusters Score: Raw -1538487.392165 + Penalty 25143.023565 = -1513344.368601 nChanged 19 Iteration 213Q (107.107803 sec): 32 clusters Score: Raw -1538492.802948 + Penalty 25147.349209 = -1513345.453739 nChanged 17 Iteration 214Q (107.232257 sec): 32 clusters Score: Raw -1538498.529537 + Penalty 25149.083156 = -1513349.446381 nChanged 14 Iteration 215Q (107.356690 sec): 32 clusters Score: Raw -1538501.494998 + Penalty 25148.557225 = -1513352.937773 nChanged 12 Iteration 216Q (107.480346 sec): 32 clusters Score: Raw -1538502.152093 + Penalty 25150.786786 = -1513351.365307 nChanged 11 Iteration 217F (108.065658 sec): 32 clusters Score: Raw -1538502.564429 + Penalty 25150.834340 = -1513351.730090 nChanged 4 Iteration 218Q (108.190553 sec): 32 clusters Score: Raw -1538502.682352 + Penalty 25151.299384 = -1513351.382968 nChanged 5 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1538502.682352 + Penalty 25151.299384 = -1513351.382968Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.321687 sec): 2 clusters Score: Raw -45464.385136 + Penalty 153.390236 = -45310.994900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.323816 sec): 3 clusters Score: Raw -44838.203848 + Penalty 327.304832 = -44510.899016 nChanged 445 SP:Iteration 1F (108.325861 sec): 3 clusters Score: Raw -45200.787734 + Penalty 362.979918 = -44837.807817 nChanged 142 SP:Iteration 2F (108.327881 sec): 3 clusters Score: Raw -45324.176774 + Penalty 396.821471 = -44927.355303 nChanged 55 SP:Iteration 3F (108.329882 sec): 3 clusters Score: Raw -45384.855146 + Penalty 443.311716 = -44941.543430 nChanged 44 SP:Iteration 4Q (108.331885 sec): 3 clusters Score: Raw -45438.927718 + Penalty 503.321451 = -44935.606267 nChanged 29 SP:Iteration 5F (108.333867 sec): 3 clusters Score: Raw -45478.754935 + Penalty 563.478477 = -44915.276458 nChanged 19 SP:Iteration 6F (108.335846 sec): 3 clusters Score: Raw -45512.586001 + Penalty 605.422384 = -44907.163617 nChanged 14 SP:Iteration 7F (108.337860 sec): 3 clusters Score: Raw -45539.236423 + Penalty 663.370681 = -44875.865742 nChanged 9 SP:Iteration 8F (108.339833 sec): 3 clusters Score: Raw -45565.770739 + Penalty 688.666661 = -44877.104079 nChanged 4 SP:Iteration 9Q (108.341412 sec): 3 clusters Score: Raw -45571.720373 + Penalty 688.666661 = -44883.053713 nChanged 0 SP:Iteration 10F (108.343384 sec): 3 clusters Score: Raw -45571.720373 + Penalty 688.666661 = -44883.053713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.344423 sec): 2 clusters Score: Raw -7451.799697 + Penalty 93.685320 = -7358.114378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.344965 sec): 3 clusters Score: Raw -7358.244115 + Penalty 198.373430 = -7159.870685 nChanged 72 SP:Iteration 1F (108.345525 sec): 3 clusters Score: Raw -7411.651693 + Penalty 214.578691 = -7197.073001 nChanged 30 SP:Iteration 2F (108.346074 sec): 3 clusters Score: Raw -7445.492317 + Penalty 221.221103 = -7224.271214 nChanged 10 SP:Iteration 3F (108.346626 sec): 3 clusters Score: Raw -7453.120806 + Penalty 227.392357 = -7225.728449 nChanged 3 SP:Iteration 4Q (108.347165 sec): 3 clusters Score: Raw -7454.997068 + Penalty 234.882625 = -7220.114444 nChanged 3 SP:Iteration 5F (108.347715 sec): 3 clusters Score: Raw -7456.468531 + Penalty 247.466509 = -7209.002022 nChanged 4 SP:Iteration 6F (108.348264 sec): 3 clusters Score: Raw -7459.600609 + Penalty 251.935528 = -7207.665081 nChanged 1 SP:Iteration 7F (108.348815 sec): 3 clusters Score: Raw -7459.876967 + Penalty 256.732511 = -7203.144456 nChanged 1 SP:Iteration 8F (108.349361 sec): 3 clusters Score: Raw -7460.040796 + Penalty 261.912305 = -7198.128491 nChanged 1 SP:Iteration 9F (108.349898 sec): 3 clusters Score: Raw -7460.602685 + Penalty 273.059057 = -7187.543628 nChanged 2 SP:Iteration 10F (108.350435 sec): 3 clusters Score: Raw -7465.552964 + Penalty 277.582070 = -7187.970894 nChanged 1 SP:Iteration 11Q (108.350940 sec): 3 clusters Score: Raw -7467.663526 + Penalty 277.582070 = -7190.081456 nChanged 0 SP:Iteration 12F (108.351477 sec): 3 clusters Score: Raw -7467.663526 + Penalty 277.582070 = -7190.081456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.352564 sec): 2 clusters Score: Raw -9485.390522 + Penalty 161.257279 = -9324.133243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.353183 sec): 3 clusters Score: Raw -9391.166410 + Penalty 309.725877 = -9081.440533 nChanged 70 SP:Iteration 1F (108.353787 sec): 3 clusters Score: Raw -9453.808674 + Penalty 307.772700 = -9146.035974 nChanged 23 SP:Iteration 2F (108.354386 sec): 3 clusters Score: Raw -9480.974596 + Penalty 309.109017 = -9171.865579 nChanged 12 SP:Iteration 3F (108.354981 sec): 3 clusters Score: Raw -9494.865725 + Penalty 318.872542 = -9175.993183 nChanged 9 SP:Iteration 4Q (108.355568 sec): 3 clusters Score: Raw -9504.347660 + Penalty 318.228740 = -9186.118920 nChanged 6 SP:Iteration 5Q (108.356151 sec): 3 clusters Score: Raw -9509.524310 + Penalty 319.621325 = -9189.902985 nChanged 4 SP:Iteration 6Q (108.356735 sec): 3 clusters Score: Raw -9512.592591 + Penalty 318.547050 = -9194.045542 nChanged 2 SP:Iteration 7Q (108.357317 sec): 3 clusters Score: Raw -9514.098579 + Penalty 320.336467 = -9193.762113 nChanged 1 SP:Iteration 8F (108.357906 sec): 3 clusters Score: Raw -9514.361229 + Penalty 320.336467 = -9194.024762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.366288 sec): 2 clusters Score: Raw -76383.558923 + Penalty 58.369446 = -76325.189477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.369706 sec): 3 clusters Score: Raw -75293.841092 + Penalty 121.389155 = -75172.451938 nChanged 781 SP:Iteration 1F (108.373112 sec): 3 clusters Score: Raw -75835.932809 + Penalty 124.525292 = -75711.407518 nChanged 184 SP:Iteration 2F (108.376557 sec): 3 clusters Score: Raw -76065.557274 + Penalty 130.645441 = -75934.911833 nChanged 144 SP:Iteration 3F (108.380121 sec): 3 clusters Score: Raw -76244.393823 + Penalty 128.969911 = -76115.423912 nChanged 79 SP:Iteration 4Q (108.383604 sec): 3 clusters Score: Raw -76327.916080 + Penalty 133.598324 = -76194.317755 nChanged 37 SP:Iteration 5Q (108.386890 sec): 3 clusters Score: Raw -76371.865869 + Penalty 124.151575 = -76247.714293 nChanged 13 SP:Iteration 6Q (108.389923 sec): 3 clusters Score: Raw -76389.629426 + Penalty 127.488859 = -76262.140567 nChanged 5 SP:Iteration 7Q (108.392842 sec): 3 clusters Score: Raw -76393.145016 + Penalty 129.199045 = -76263.945971 nChanged 2 SP:Iteration 8Q (108.395737 sec): 3 clusters Score: Raw -76393.466196 + Penalty 129.199045 = -76264.267151 nChanged 0 SP:Iteration 9F (108.399241 sec): 3 clusters Score: Raw -76393.466196 + Penalty 129.199045 = -76264.267151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.400554 sec): 2 clusters Score: Raw -9062.225889 + Penalty 692.237784 = -8369.988105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.401157 sec): 3 clusters Score: Raw -9046.119454 + Penalty 1384.211496 = -7661.907958 nChanged 33 SP:Iteration 1F (108.401769 sec): 3 clusters Score: Raw -9101.937917 + Penalty 1384.508532 = -7717.429384 nChanged 12 SP:Iteration 2F (108.402357 sec): 3 clusters Score: Raw -9131.569081 + Penalty 1387.792763 = -7743.776318 nChanged 9 SP:Iteration 3Q (108.402923 sec): 3 clusters Score: Raw -9155.133849 + Penalty 1388.699561 = -7766.434288 nChanged 3 SP:Iteration 4Q (108.403477 sec): 3 clusters Score: Raw -9162.826053 + Penalty 1388.766018 = -7774.060035 nChanged 2 SP:Iteration 5Q (108.404030 sec): 3 clusters Score: Raw -9167.083783 + Penalty 1388.565383 = -7778.518400 nChanged 1 SP:Iteration 6Q (108.404583 sec): 3 clusters Score: Raw -9168.753537 + Penalty 1388.710188 = -7780.043348 nChanged 1 SP:Iteration 7Q (108.405136 sec): 3 clusters Score: Raw -9173.509993 + Penalty 1389.631565 = -7783.878427 nChanged 2 SP:Iteration 8Q (108.405687 sec): 3 clusters Score: Raw -9177.258048 + Penalty 1390.598856 = -7786.659191 nChanged 1 SP:Iteration 9Q (108.406238 sec): 3 clusters Score: Raw -9178.091755 + Penalty 1391.833270 = -7786.258485 nChanged 2 SP:Iteration 10F (108.406833 sec): 3 clusters Score: Raw -9180.048873 + Penalty 1391.837992 = -7788.210880 nChanged 1 SP:Iteration 11Q (108.407384 sec): 3 clusters Score: Raw -9180.383735 + Penalty 1391.837992 = -7788.545742 nChanged 0 SP:Iteration 12F (108.407969 sec): 3 clusters Score: Raw -9180.383735 + Penalty 1391.837992 = -7788.545742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.409981 sec): 2 clusters Score: Raw -23547.648141 + Penalty 66.527418 = -23481.120723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.411173 sec): 3 clusters Score: Raw -23227.419817 + Penalty 127.600697 = -23099.819120 nChanged 236 SP:Iteration 1F (108.412335 sec): 3 clusters Score: Raw -23416.980715 + Penalty 124.390634 = -23292.590081 nChanged 35 SP:Iteration 2F (108.413495 sec): 3 clusters Score: Raw -23434.997871 + Penalty 123.693059 = -23311.304813 nChanged 16 SP:Iteration 3Q (108.414647 sec): 3 clusters Score: Raw -23445.375092 + Penalty 120.652394 = -23324.722698 nChanged 18 SP:Iteration 4Q (108.415765 sec): 3 clusters Score: Raw -23453.788842 + Penalty 119.728237 = -23334.060605 nChanged 24 SP:Iteration 5Q (108.416875 sec): 3 clusters Score: Raw -23471.560982 + Penalty 119.551548 = -23352.009435 nChanged 25 SP:Iteration 6Q (108.417995 sec): 3 clusters Score: Raw -23492.252932 + Penalty 117.079395 = -23375.173536 nChanged 27 SP:Iteration 7F (108.419076 sec): 3 clusters Score: Raw -23512.384659 + Penalty 114.664134 = -23397.720526 nChanged 25 SP:Iteration 8Q (108.420065 sec): 3 clusters Score: Raw -23533.575686 + Penalty 112.516604 = -23421.059082 nChanged 14 SP:Iteration 9Q (108.421038 sec): 3 clusters Score: Raw -23542.212024 + Penalty 113.661150 = -23428.550874 nChanged 8 SP:Iteration 10F (108.422088 sec): 3 clusters Score: Raw -23547.453529 + Penalty 116.749638 = -23430.703891 nChanged 9 SP:Iteration 11Q (108.423032 sec): 3 clusters Score: Raw -23552.246170 + Penalty 118.994556 = -23433.251614 nChanged 4 SP:Iteration 12Q (108.423970 sec): 3 clusters Score: Raw -23554.816166 + Penalty 121.427674 = -23433.388492 nChanged 5 SP:Iteration 13Q (108.424902 sec): 3 clusters Score: Raw -23557.861551 + Penalty 125.202141 = -23432.659409 nChanged 4 SP:Iteration 14F (108.425959 sec): 3 clusters Score: Raw -23559.374477 + Penalty 119.104259 = -23440.270219 nChanged 2 SP:Iteration 15Q (108.426872 sec): 3 clusters Score: Raw -23560.355940 + Penalty 119.189019 = -23441.166921 nChanged 1 SP:Iteration 16Q (108.427781 sec): 3 clusters Score: Raw -23561.054268 + Penalty 120.509991 = -23440.544277 nChanged 1 SP:Iteration 17F (108.428819 sec): 3 clusters Score: Raw -23561.834622 + Penalty 120.509991 = -23441.324631 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 9 (21331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.528126 sec): 2 clusters Score: Raw -903681.654056 + Penalty 265.347305 = -903416.306751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.570487 sec): 3 clusters Score: Raw -889354.341657 + Penalty 533.875316 = -888820.466341 nChanged 10200 SP:Iteration 1F (108.612055 sec): 3 clusters Score: Raw -895286.489823 + Penalty 535.850046 = -894750.639776 nChanged 2743 SP:Iteration 2F (108.653456 sec): 3 clusters Score: Raw -896621.314832 + Penalty 541.527971 = -896079.786861 nChanged 1674 SP:Iteration 3F (108.695169 sec): 3 clusters Score: Raw -897438.313578 + Penalty 554.059379 = -896884.254199 nChanged 1419 SP:Iteration 4F (108.736394 sec): 3 clusters Score: Raw -898213.779964 + Penalty 572.120484 = -897641.659480 nChanged 1259 SP:Iteration 5F (108.777834 sec): 3 clusters Score: Raw -899143.373798 + Penalty 596.870326 = -898546.503472 nChanged 1200 SP:Iteration 6F (108.818221 sec): 3 clusters Score: Raw -900360.259431 + Penalty 623.911985 = -899736.347445 nChanged 1036 SP:Iteration 7Q (108.860132 sec): 3 clusters Score: Raw -901313.414272 + Penalty 645.810331 = -900667.603941 nChanged 746 SP:Iteration 8Q (108.900985 sec): 3 clusters Score: Raw -901814.238252 + Penalty 659.694108 = -901154.544144 nChanged 544 SP:Iteration 9Q (108.939915 sec): 3 clusters Score: Raw -902124.454648 + Penalty 669.325367 = -901455.129281 nChanged 432 SP:Iteration 10F (108.979970 sec): 3 clusters Score: Raw -902349.533729 + Penalty 680.074122 = -901669.459607 nChanged 392 SP:Iteration 11Q (109.015521 sec): 3 clusters Score: Raw -902555.716640 + Penalty 695.783565 = -901859.933074 nChanged 341 SP:Iteration 12Q (109.050362 sec): 3 clusters Score: Raw -902745.972953 + Penalty 716.759573 = -902029.213379 nChanged 346 SP:Iteration 13Q (109.084888 sec): 3 clusters Score: Raw -902975.413829 + Penalty 744.247962 = -902231.165868 nChanged 295 SP:Iteration 14Q (109.118739 sec): 3 clusters Score: Raw -903214.599027 + Penalty 772.972907 = -902441.626120 nChanged 234 SP:Iteration 15Q (109.152654 sec): 3 clusters Score: Raw -903407.497498 + Penalty 786.901095 = -902620.596403 nChanged 162 SP:Iteration 16Q (109.185624 sec): 3 clusters Score: Raw -903521.606049 + Penalty 789.854585 = -902731.751464 nChanged 125 SP:Iteration 17Q (109.218081 sec): 3 clusters Score: Raw -903591.204911 + Penalty 798.286053 = -902792.918858 nChanged 93 SP:Iteration 18Q (109.250232 sec): 3 clusters Score: Raw -903634.721820 + Penalty 807.721407 = -902827.000413 nChanged 64 SP:Iteration 19Q (109.282250 sec): 3 clusters Score: Raw -903661.442521 + Penalty 814.364764 = -902847.077756 nChanged 65 SP:Iteration 20F (109.321283 sec): 3 clusters Score: Raw -903684.997086 + Penalty 814.219698 = -902870.777388 nChanged 41 SP:Iteration 21Q (109.353595 sec): 3 clusters Score: Raw -903699.558053 + Penalty 819.792925 = -902879.765128 nChanged 42 SP:Iteration 22Q (109.385327 sec): 3 clusters Score: Raw -903715.287745 + Penalty 825.199969 = -902890.087776 nChanged 38 SP:Iteration 23Q (109.417016 sec): 3 clusters Score: Raw -903730.721061 + Penalty 842.326556 = -902888.394506 nChanged 25 SP:Iteration 24F (109.456394 sec): 3 clusters Score: Raw -903739.346504 + Penalty 852.905980 = -902886.440524 nChanged 23 SP:Iteration 25F (109.495379 sec): 3 clusters Score: Raw -903748.659742 + Penalty 853.695316 = -902894.964425 nChanged 20 SP:Iteration 26Q (109.526668 sec): 3 clusters Score: Raw -903755.528108 + Penalty 862.734199 = -902892.793909 nChanged 16 SP:Iteration 27F (109.565765 sec): 3 clusters Score: Raw -903761.116452 + Penalty 871.828101 = -902889.288351 nChanged 11 SP:Iteration 28F (109.604755 sec): 3 clusters Score: Raw -903764.025184 + Penalty 870.599028 = -902893.426156 nChanged 11 SP:Iteration 29Q (109.635944 sec): 3 clusters Score: Raw -903766.148698 + Penalty 873.531845 = -902892.616854 nChanged 5 SP:Iteration 30F (109.674974 sec): 3 clusters Score: Raw -903767.257616 + Penalty 876.818746 = -902890.438870 nChanged 3 SP:Iteration 31F (109.714714 sec): 3 clusters Score: Raw -903767.795093 + Penalty 879.947981 = -902887.847112 nChanged 2 SP:Iteration 32F (109.754126 sec): 3 clusters Score: Raw -903768.115455 + Penalty 881.334159 = -902886.781295 nChanged 2 SP:Iteration 33F (109.793017 sec): 3 clusters Score: Raw -903768.333431 + Penalty 880.876714 = -902887.456717 nChanged 1 SP:Iteration 34Q (109.824164 sec): 3 clusters Score: Raw -903768.385099 + Penalty 882.881114 = -902885.503985 nChanged 1 SP:Iteration 35F (109.863473 sec): 3 clusters Score: Raw -903768.493766 + Penalty 884.313781 = -902884.179984 nChanged 1 SP:Iteration 36F (109.902536 sec): 3 clusters Score: Raw -903768.557765 + Penalty 884.313781 = -902884.243984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.916020 sec): 2 clusters Score: Raw -17201.025520 + Penalty 636.029808 = -16564.995712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.916914 sec): 3 clusters Score: Raw -17096.781497 + Penalty 1271.815324 = -15824.966173 nChanged 87 SP:Iteration 1F (109.917807 sec): 3 clusters Score: Raw -17179.551846 + Penalty 1270.228981 = -15909.322865 nChanged 25 SP:Iteration 2F (109.918685 sec): 3 clusters Score: Raw -17212.768270 + Penalty 1271.113153 = -15941.655117 nChanged 12 SP:Iteration 3Q (109.919551 sec): 3 clusters Score: Raw -17234.511414 + Penalty 1270.919560 = -15963.591854 nChanged 7 SP:Iteration 4Q (109.920411 sec): 3 clusters Score: Raw -17245.291728 + Penalty 1270.626351 = -15974.665376 nChanged 4 SP:Iteration 5Q (109.921271 sec): 3 clusters Score: Raw -17249.976738 + Penalty 1270.206450 = -15979.770288 nChanged 3 SP:Iteration 6Q (109.922128 sec): 3 clusters Score: Raw -17253.046601 + Penalty 1269.978258 = -15983.068343 nChanged 2 SP:Iteration 7Q (109.922991 sec): 3 clusters Score: Raw -17253.742459 + Penalty 1269.644049 = -15984.098410 nChanged 2 SP:Iteration 8Q (109.923848 sec): 3 clusters Score: Raw -17254.378936 + Penalty 1269.644049 = -15984.734887 nChanged 0 SP:Iteration 9F (109.924726 sec): 3 clusters Score: Raw -17254.378936 + Penalty 1269.644049 = -15984.734887 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.927905 sec): 2 clusters Score: Raw -30488.500376 + Penalty 161.380318 = -30327.120058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.929424 sec): 3 clusters Score: Raw -30078.056094 + Penalty 326.468974 = -29751.587121 nChanged 284 SP:Iteration 1F (109.930884 sec): 3 clusters Score: Raw -30236.939978 + Penalty 325.061049 = -29911.878929 nChanged 77 SP:Iteration 2F (109.932382 sec): 3 clusters Score: Raw -30311.404218 + Penalty 323.310870 = -29988.093348 nChanged 63 SP:Iteration 3F (109.933864 sec): 3 clusters Score: Raw -30364.598724 + Penalty 321.299889 = -30043.298835 nChanged 48 SP:Iteration 4F (109.935337 sec): 3 clusters Score: Raw -30387.670059 + Penalty 319.504950 = -30068.165109 nChanged 22 SP:Iteration 5Q (109.936767 sec): 3 clusters Score: Raw -30400.119096 + Penalty 318.164788 = -30081.954308 nChanged 24 SP:Iteration 6Q (109.938197 sec): 3 clusters Score: Raw -30419.339824 + Penalty 316.652604 = -30102.687220 nChanged 27 SP:Iteration 7Q (109.939622 sec): 3 clusters Score: Raw -30442.602473 + Penalty 314.001218 = -30128.601255 nChanged 16 SP:Iteration 8Q (109.941039 sec): 3 clusters Score: Raw -30453.085615 + Penalty 312.427018 = -30140.658597 nChanged 12 SP:Iteration 9Q (109.942487 sec): 3 clusters Score: Raw -30457.872815 + Penalty 312.242730 = -30145.630085 nChanged 9 SP:Iteration 10F (109.943972 sec): 3 clusters Score: Raw -30460.113911 + Penalty 311.588704 = -30148.525207 nChanged 8 SP:Iteration 11Q (109.945386 sec): 3 clusters Score: Raw -30464.026946 + Penalty 311.521578 = -30152.505368 nChanged 5 SP:Iteration 12Q (109.946784 sec): 3 clusters Score: Raw -30465.051489 + Penalty 310.560377 = -30154.491112 nChanged 3 SP:Iteration 13Q (109.948217 sec): 3 clusters Score: Raw -30468.011051 + Penalty 310.397031 = -30157.614020 nChanged 1 SP:Iteration 14Q (109.949636 sec): 3 clusters Score: Raw -30468.157718 + Penalty 310.397031 = -30157.760687 nChanged 0 SP:Iteration 15F (109.951146 sec): 3 clusters Score: Raw -30468.157718 + Penalty 310.397031 = -30157.760687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 14 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.954710 sec): 2 clusters Score: Raw -46053.499323 + Penalty 712.217802 = -45341.281521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.956808 sec): 3 clusters Score: Raw -45549.719572 + Penalty 1424.118600 = -44125.600972 nChanged 333 SP:Iteration 1F (109.958884 sec): 3 clusters Score: Raw -45756.146328 + Penalty 1424.137725 = -44332.008603 nChanged 121 SP:Iteration 2F (109.960905 sec): 3 clusters Score: Raw -45855.541256 + Penalty 1425.900464 = -44429.640792 nChanged 71 SP:Iteration 3F (109.962918 sec): 3 clusters Score: Raw -45910.897069 + Penalty 1427.845756 = -44483.051313 nChanged 42 SP:Iteration 4Q (109.964927 sec): 3 clusters Score: Raw -45956.285103 + Penalty 1428.456197 = -44527.828905 nChanged 36 SP:Iteration 5Q (109.966927 sec): 3 clusters Score: Raw -45989.416747 + Penalty 1428.931844 = -44560.484904 nChanged 23 SP:Iteration 6Q (109.968919 sec): 3 clusters Score: Raw -46011.329930 + Penalty 1429.712277 = -44581.617653 nChanged 21 SP:Iteration 7Q (109.970899 sec): 3 clusters Score: Raw -46026.836896 + Penalty 1430.181322 = -44596.655574 nChanged 19 SP:Iteration 8Q (109.972875 sec): 3 clusters Score: Raw -46039.468060 + Penalty 1430.744308 = -44608.723752 nChanged 14 SP:Iteration 9Q (109.974847 sec): 3 clusters Score: Raw -46046.976941 + Penalty 1431.842846 = -44615.134095 nChanged 15 SP:Iteration 10F (109.976852 sec): 3 clusters Score: Raw -46053.758916 + Penalty 1432.972802 = -44620.786114 nChanged 12 SP:Iteration 11Q (109.978817 sec): 3 clusters Score: Raw -46062.399186 + Penalty 1433.606236 = -44628.792950 nChanged 9 SP:Iteration 12Q (109.980784 sec): 3 clusters Score: Raw -46070.190304 + Penalty 1434.282415 = -44635.907889 nChanged 9 SP:Iteration 13Q (109.982748 sec): 3 clusters Score: Raw -46074.320395 + Penalty 1434.229516 = -44640.090879 nChanged 3 SP:Iteration 14Q (109.984708 sec): 3 clusters Score: Raw -46076.165920 + Penalty 1433.857664 = -44642.308256 nChanged 6 SP:Iteration 15Q (109.986664 sec): 3 clusters Score: Raw -46080.886230 + Penalty 1434.198007 = -44646.688223 nChanged 3 SP:Iteration 16Q (109.988654 sec): 3 clusters Score: Raw -46082.208496 + Penalty 1434.504387 = -44647.704109 nChanged 3 SP:Iteration 17Q (109.990608 sec): 3 clusters Score: Raw -46084.337346 + Penalty 1434.934094 = -44649.403252 nChanged 2 SP:Iteration 18Q (109.992565 sec): 3 clusters Score: Raw -46084.761802 + Penalty 1435.243945 = -44649.517857 nChanged 1 SP:Iteration 19Q (109.994623 sec): 3 clusters Score: Raw -46084.797205 + Penalty 1435.243945 = -44649.553260 nChanged 0 SP:Iteration 20F (109.996633 sec): 3 clusters Score: Raw -46084.797205 + Penalty 1435.243945 = -44649.553260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.999296 sec): 2 clusters Score: Raw -20435.848394 + Penalty 63.377013 = -20372.471381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.000339 sec): 3 clusters Score: Raw -20171.389841 + Penalty 126.037230 = -20045.352611 nChanged 197 SP:Iteration 1F (110.001399 sec): 3 clusters Score: Raw -20423.770815 + Penalty 126.474375 = -20297.296440 nChanged 14 SP:Iteration 2Q (110.002428 sec): 3 clusters Score: Raw -20431.788711 + Penalty 125.521803 = -20306.266908 nChanged 8 SP:Iteration 3Q (110.003425 sec): 3 clusters Score: Raw -20437.754054 + Penalty 124.990949 = -20312.763105 nChanged 7 SP:Iteration 4Q (110.004416 sec): 3 clusters Score: Raw -20440.737121 + Penalty 125.104785 = -20315.632336 nChanged 2 SP:Iteration 5Q (110.005407 sec): 3 clusters Score: Raw -20441.345981 + Penalty 124.506726 = -20316.839255 nChanged 1 SP:Iteration 6Q (110.006396 sec): 3 clusters Score: Raw -20441.439320 + Penalty 124.506726 = -20316.932594 nChanged 0 SP:Iteration 7F (110.007449 sec): 3 clusters Score: Raw -20441.439320 + Penalty 124.506726 = -20316.932594 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.017711 sec): 2 clusters Score: Raw -40278.041453 + Penalty 629.384473 = -39648.656980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.019580 sec): 3 clusters Score: Raw -39839.040203 + Penalty 1286.278727 = -38552.761476 nChanged 300 SP:Iteration 1F (110.021441 sec): 3 clusters Score: Raw -40075.316354 + Penalty 1312.548373 = -38762.767981 nChanged 91 SP:Iteration 2F (110.023309 sec): 3 clusters Score: Raw -40187.432517 + Penalty 1327.488889 = -38859.943628 nChanged 57 SP:Iteration 3F (110.025180 sec): 3 clusters Score: Raw -40248.537022 + Penalty 1339.220584 = -38909.316438 nChanged 32 SP:Iteration 4Q (110.027060 sec): 3 clusters Score: Raw -40283.923727 + Penalty 1349.199203 = -38934.724524 nChanged 24 SP:Iteration 5Q (110.028914 sec): 3 clusters Score: Raw -40314.559300 + Penalty 1353.571124 = -38960.988177 nChanged 19 SP:Iteration 6Q (110.030699 sec): 3 clusters Score: Raw -40328.189063 + Penalty 1358.287618 = -38969.901444 nChanged 11 SP:Iteration 7Q (110.032473 sec): 3 clusters Score: Raw -40338.007296 + Penalty 1364.092498 = -38973.914797 nChanged 13 SP:Iteration 8Q (110.034240 sec): 3 clusters Score: Raw -40351.316146 + Penalty 1370.411564 = -38980.904581 nChanged 16 SP:Iteration 9Q (110.036000 sec): 3 clusters Score: Raw -40367.166619 + Penalty 1375.131183 = -38992.035436 nChanged 10 SP:Iteration 10F (110.037883 sec): 3 clusters Score: Raw -40378.832820 + Penalty 1377.832932 = -39000.999887 nChanged 5 SP:Iteration 11Q (110.039624 sec): 3 clusters Score: Raw -40382.879650 + Penalty 1380.457882 = -39002.421768 nChanged 3 SP:Iteration 12Q (110.041363 sec): 3 clusters Score: Raw -40386.860864 + Penalty 1379.595971 = -39007.264892 nChanged 2 SP:Iteration 13Q (110.043101 sec): 3 clusters Score: Raw -40387.987175 + Penalty 1378.329982 = -39009.657193 nChanged 3 SP:Iteration 14Q (110.044889 sec): 3 clusters Score: Raw -40389.778625 + Penalty 1378.329982 = -39011.448642 nChanged 0 SP:Iteration 15F (110.046850 sec): 3 clusters Score: Raw -40389.778625 + Penalty 1378.329982 = -39011.448642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.049018 sec): 2 clusters Score: Raw -25054.498397 + Penalty 216.807650 = -24837.690748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.050227 sec): 3 clusters Score: Raw -24783.255437 + Penalty 438.824723 = -24344.430714 nChanged 202 SP:Iteration 1F (110.051400 sec): 3 clusters Score: Raw -24954.315191 + Penalty 454.229059 = -24500.086132 nChanged 74 SP:Iteration 2F (110.052561 sec): 3 clusters Score: Raw -25044.859644 + Penalty 490.438250 = -24554.421394 nChanged 39 SP:Iteration 3F (110.053744 sec): 3 clusters Score: Raw -25094.688196 + Penalty 523.733206 = -24570.954990 nChanged 16 SP:Iteration 4Q (110.054920 sec): 3 clusters Score: Raw -25116.664719 + Penalty 524.912586 = -24591.752133 nChanged 4 SP:Iteration 5Q (110.056055 sec): 3 clusters Score: Raw -25122.859585 + Penalty 524.226588 = -24598.632997 nChanged 2 SP:Iteration 6Q (110.057143 sec): 3 clusters Score: Raw -25125.893216 + Penalty 532.384444 = -24593.508771 nChanged 1 SP:Iteration 7F (110.058285 sec): 3 clusters Score: Raw -25128.774482 + Penalty 532.384444 = -24596.390037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.059503 sec): 2 clusters Score: Raw -11731.064130 + Penalty 307.177548 = -11423.886582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.060194 sec): 3 clusters Score: Raw -11627.785271 + Penalty 617.205079 = -11010.580192 nChanged 73 SP:Iteration 1F (110.060875 sec): 3 clusters Score: Raw -11692.833202 + Penalty 625.394971 = -11067.438231 nChanged 21 SP:Iteration 2F (110.061561 sec): 3 clusters Score: Raw -11728.588010 + Penalty 634.256144 = -11094.331866 nChanged 11 SP:Iteration 3Q (110.062237 sec): 3 clusters Score: Raw -11741.235830 + Penalty 643.559780 = -11097.676050 nChanged 11 SP:Iteration 4Q (110.062906 sec): 3 clusters Score: Raw -11753.827792 + Penalty 651.645010 = -11102.182782 nChanged 9 SP:Iteration 5Q (110.063569 sec): 3 clusters Score: Raw -11768.290270 + Penalty 655.602031 = -11112.688238 nChanged 6 SP:Iteration 6Q (110.064224 sec): 3 clusters Score: Raw -11773.806126 + Penalty 660.945286 = -11112.860840 nChanged 5 SP:Iteration 7Q (110.064878 sec): 3 clusters Score: Raw -11780.100185 + Penalty 670.124090 = -11109.976095 nChanged 7 SP:Iteration 8F (110.065567 sec): 3 clusters Score: Raw -11791.121022 + Penalty 678.150541 = -11112.970481 nChanged 5 SP:Iteration 9Q (110.066215 sec): 3 clusters Score: Raw -11796.875485 + Penalty 681.521212 = -11115.354273 nChanged 3 SP:Iteration 10F (110.066908 sec): 3 clusters Score: Raw -11804.248791 + Penalty 686.942839 = -11117.305951 nChanged 2 SP:Iteration 11Q (110.067555 sec): 3 clusters Score: Raw -11805.634300 + Penalty 692.346612 = -11113.287688 nChanged 2 SP:Iteration 12F (110.068246 sec): 3 clusters Score: Raw -11806.740524 + Penalty 695.335992 = -11111.404533 nChanged 1 SP:Iteration 13F (110.068935 sec): 3 clusters Score: Raw -11807.123106 + Penalty 695.335992 = -11111.787115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.079087 sec): 2 clusters Score: Raw -89260.337436 + Penalty 457.633598 = -88802.703838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.082889 sec): 3 clusters Score: Raw -88129.063895 + Penalty 912.486895 = -87216.577000 nChanged 850 SP:Iteration 1F (110.086681 sec): 3 clusters Score: Raw -88683.998838 + Penalty 924.798041 = -87759.200798 nChanged 218 SP:Iteration 2F (110.090499 sec): 3 clusters Score: Raw -88829.642590 + Penalty 942.432098 = -87887.210492 nChanged 132 SP:Iteration 3F (110.094331 sec): 3 clusters Score: Raw -88940.590133 + Penalty 969.133513 = -87971.456620 nChanged 120 SP:Iteration 4F (110.098226 sec): 3 clusters Score: Raw -89057.227465 + Penalty 994.158168 = -88063.069298 nChanged 95 SP:Iteration 5Q (110.102121 sec): 3 clusters Score: Raw -89161.684833 + Penalty 1027.329812 = -88134.355021 nChanged 64 SP:Iteration 6Q (110.105970 sec): 3 clusters Score: Raw -89222.282395 + Penalty 1053.751031 = -88168.531363 nChanged 40 SP:Iteration 7Q (110.109748 sec): 3 clusters Score: Raw -89256.135655 + Penalty 1071.252633 = -88184.883022 nChanged 21 SP:Iteration 8Q (110.113477 sec): 3 clusters Score: Raw -89274.303699 + Penalty 1087.407480 = -88186.896219 nChanged 24 SP:Iteration 9Q (110.117546 sec): 3 clusters Score: Raw -89298.777372 + Penalty 1105.006651 = -88193.770722 nChanged 16 SP:Iteration 10F (110.121458 sec): 3 clusters Score: Raw -89317.601652 + Penalty 1117.491735 = -88200.109917 nChanged 11 SP:Iteration 11Q (110.125155 sec): 3 clusters Score: Raw -89329.706279 + Penalty 1139.315433 = -88190.390846 nChanged 11 SP:Iteration 12F (110.129069 sec): 3 clusters Score: Raw -89341.522658 + Penalty 1156.029832 = -88185.492826 nChanged 9 SP:Iteration 13F (110.132977 sec): 3 clusters Score: Raw -89355.335498 + Penalty 1171.778369 = -88183.557129 nChanged 10 SP:Iteration 14F (110.136892 sec): 3 clusters Score: Raw -89368.650244 + Penalty 1177.758144 = -88190.892101 nChanged 3 SP:Iteration 15Q (110.140293 sec): 3 clusters Score: Raw -89370.685946 + Penalty 1182.614638 = -88188.071308 nChanged 2 SP:Iteration 16F (110.144210 sec): 3 clusters Score: Raw -89372.857940 + Penalty 1183.254557 = -88189.603383 nChanged 3 SP:Iteration 17Q (110.147603 sec): 3 clusters Score: Raw -89375.263149 + Penalty 1183.254557 = -88192.008592 nChanged 0 SP:Iteration 18F (110.151550 sec): 3 clusters Score: Raw -89375.263149 + Penalty 1183.254557 = -88192.008592 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.158793 sec): 2 clusters Score: Raw -56022.683520 + Penalty 236.010276 = -55786.673244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.161412 sec): 3 clusters Score: Raw -55275.041214 + Penalty 492.676842 = -54782.364372 nChanged 510 SP:Iteration 1F (110.163891 sec): 3 clusters Score: Raw -55734.373608 + Penalty 501.582856 = -55232.790752 nChanged 147 SP:Iteration 2F (110.166324 sec): 3 clusters Score: Raw -55839.097696 + Penalty 510.073871 = -55329.023824 nChanged 59 SP:Iteration 3Q (110.168718 sec): 3 clusters Score: Raw -55866.488314 + Penalty 515.408516 = -55351.079797 nChanged 44 SP:Iteration 4Q (110.171073 sec): 3 clusters Score: Raw -55897.742206 + Penalty 520.886041 = -55376.856165 nChanged 42 SP:Iteration 5Q (110.173394 sec): 3 clusters Score: Raw -55926.256505 + Penalty 532.622954 = -55393.633551 nChanged 37 SP:Iteration 6Q (110.175687 sec): 3 clusters Score: Raw -55947.638192 + Penalty 542.099374 = -55405.538818 nChanged 32 SP:Iteration 7Q (110.177955 sec): 3 clusters Score: Raw -55968.319714 + Penalty 549.495882 = -55418.823832 nChanged 31 SP:Iteration 8Q (110.180194 sec): 3 clusters Score: Raw -55991.864608 + Penalty 563.301013 = -55428.563595 nChanged 33 SP:Iteration 9Q (110.182399 sec): 3 clusters Score: Raw -56023.300735 + Penalty 577.839099 = -55445.461636 nChanged 24 SP:Iteration 10F (110.184771 sec): 3 clusters Score: Raw -56048.144554 + Penalty 603.650798 = -55444.493756 nChanged 20 SP:Iteration 11F (110.187110 sec): 3 clusters Score: Raw -56064.909983 + Penalty 610.588994 = -55454.320988 nChanged 7 SP:Iteration 12Q (110.189125 sec): 3 clusters Score: Raw -56068.474172 + Penalty 615.511294 = -55452.962878 nChanged 2 SP:Iteration 13F (110.191467 sec): 3 clusters Score: Raw -56069.109773 + Penalty 619.283559 = -55449.826214 nChanged 4 SP:Iteration 14F (110.193812 sec): 3 clusters Score: Raw -56071.922581 + Penalty 618.098130 = -55453.824451 nChanged 5 SP:Iteration 15Q (110.195797 sec): 3 clusters Score: Raw -56077.199882 + Penalty 626.183548 = -55451.016334 nChanged 3 SP:Iteration 16F (110.198178 sec): 3 clusters Score: Raw -56077.789970 + Penalty 628.400031 = -55449.389938 nChanged 1 SP:Iteration 17F (110.200517 sec): 3 clusters Score: Raw -56078.599708 + Penalty 628.274834 = -55450.324874 nChanged 1 SP:Iteration 18Q (110.202460 sec): 3 clusters Score: Raw -56079.335882 + Penalty 628.274834 = -55451.061048 nChanged 0 SP:Iteration 19F (110.204799 sec): 3 clusters Score: Raw -56079.335882 + Penalty 628.274834 = -55451.061048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.207548 sec): 2 clusters Score: Raw -13872.926064 + Penalty 469.362788 = -13403.563276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.208395 sec): 3 clusters Score: Raw -13746.258747 + Penalty 936.694357 = -12809.564389 nChanged 87 SP:Iteration 1F (110.209221 sec): 3 clusters Score: Raw -13842.938570 + Penalty 938.030802 = -12904.907768 nChanged 34 SP:Iteration 2F (110.210045 sec): 3 clusters Score: Raw -13886.145830 + Penalty 931.460037 = -12954.685793 nChanged 18 SP:Iteration 3F (110.210865 sec): 3 clusters Score: Raw -13936.800672 + Penalty 928.575800 = -13008.224872 nChanged 12 SP:Iteration 4Q (110.211659 sec): 3 clusters Score: Raw -13959.674125 + Penalty 925.386167 = -13034.287958 nChanged 10 SP:Iteration 5Q (110.212446 sec): 3 clusters Score: Raw -13974.534058 + Penalty 922.684041 = -13051.850017 nChanged 8 SP:Iteration 6Q (110.213233 sec): 3 clusters Score: Raw -13988.593517 + Penalty 923.908472 = -13064.685044 nChanged 11 SP:Iteration 7Q (110.214021 sec): 3 clusters Score: Raw -14002.251617 + Penalty 924.805568 = -13077.446049 nChanged 6 SP:Iteration 8Q (110.214807 sec): 3 clusters Score: Raw -14005.139986 + Penalty 925.034622 = -13080.105365 nChanged 1 SP:Iteration 9Q (110.215592 sec): 3 clusters Score: Raw -14006.941526 + Penalty 925.034622 = -13081.906904 nChanged 0 SP:Iteration 10F (110.216414 sec): 3 clusters Score: Raw -14006.941526 + Penalty 925.034622 = -13081.906904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.218140 sec): 2 clusters Score: Raw -11519.027892 + Penalty 589.761005 = -10929.266888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.218809 sec): 3 clusters Score: Raw -11483.757004 + Penalty 1187.359083 = -10296.397921 nChanged 44 SP:Iteration 1F (110.219473 sec): 3 clusters Score: Raw -11551.779923 + Penalty 1194.292715 = -10357.487208 nChanged 20 SP:Iteration 2F (110.220140 sec): 3 clusters Score: Raw -11592.839456 + Penalty 1200.425191 = -10392.414266 nChanged 10 SP:Iteration 3Q (110.220791 sec): 3 clusters Score: Raw -11608.972886 + Penalty 1203.806441 = -10405.166444 nChanged 4 SP:Iteration 4Q (110.221435 sec): 3 clusters Score: Raw -11614.904560 + Penalty 1209.141981 = -10405.762579 nChanged 2 SP:Iteration 5Q (110.222079 sec): 3 clusters Score: Raw -11620.598711 + Penalty 1208.944230 = -10411.654481 nChanged 1 SP:Iteration 6Q (110.222720 sec): 3 clusters Score: Raw -11621.418836 + Penalty 1208.944230 = -10412.474607 nChanged 0 SP:Iteration 7F (110.223388 sec): 3 clusters Score: Raw -11621.418836 + Penalty 1208.944230 = -10412.474607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.224774 sec): 2 clusters Score: Raw -7984.796717 + Penalty 603.717944 = -7381.078773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.225353 sec): 3 clusters Score: Raw -7973.912693 + Penalty 1216.191325 = -6757.721368 nChanged 35 SP:Iteration 1F (110.225922 sec): 3 clusters Score: Raw -8050.497454 + Penalty 1227.129621 = -6823.367833 nChanged 12 SP:Iteration 2F (110.226488 sec): 3 clusters Score: Raw -8079.859143 + Penalty 1230.394305 = -6849.464839 nChanged 10 SP:Iteration 3F (110.227089 sec): 3 clusters Score: Raw -8131.022585 + Penalty 1227.257676 = -6903.764908 nChanged 6 SP:Iteration 4Q (110.227618 sec): 3 clusters Score: Raw -8152.364458 + Penalty 1221.232488 = -6931.131970 nChanged 5 SP:Iteration 5Q (110.228139 sec): 3 clusters Score: Raw -8174.081452 + Penalty 1222.116045 = -6951.965407 nChanged 4 SP:Iteration 6Q (110.228655 sec): 3 clusters Score: Raw -8204.209441 + Penalty 1223.285063 = -6980.924378 nChanged 4 SP:Iteration 7Q (110.229163 sec): 3 clusters Score: Raw -8224.056012 + Penalty 1222.195387 = -7001.860625 nChanged 1 SP:Iteration 8Q (110.229668 sec): 3 clusters Score: Raw -8230.252030 + Penalty 1221.004098 = -7009.247932 nChanged 1 SP:Iteration 9Q (110.230170 sec): 3 clusters Score: Raw -8233.848223 + Penalty 1219.060387 = -7014.787837 nChanged 2 SP:Iteration 10F (110.230737 sec): 3 clusters Score: Raw -8255.461782 + Penalty 1212.167095 = -7043.294687 nChanged 5 SP:Iteration 11Q (110.231242 sec): 3 clusters Score: Raw -8336.780307 + Penalty 1211.984357 = -7124.795950 nChanged 1 SP:Iteration 12Q (110.231745 sec): 3 clusters Score: Raw -8339.631843 + Penalty 1211.071230 = -7128.560613 nChanged 2 SP:Iteration 13Q (110.232245 sec): 3 clusters Score: Raw -8355.064939 + Penalty 1212.268130 = -7142.796809 nChanged 2 SP:Iteration 14Q (110.232741 sec): 3 clusters Score: Raw -8361.009918 + Penalty 1212.482617 = -7148.527302 nChanged 2 SP:Iteration 15Q (110.233236 sec): 3 clusters Score: Raw -8369.342818 + Penalty 1210.579482 = -7158.763336 nChanged 5 SP:Iteration 16Q (110.233728 sec): 3 clusters Score: Raw -8402.234130 + Penalty 1210.502922 = -7191.731209 nChanged 1 SP:Iteration 17Q (110.234214 sec): 3 clusters Score: Raw -8404.552812 + Penalty 1210.502922 = -7194.049891 nChanged 0 SP:Iteration 18F (110.234780 sec): 3 clusters Score: Raw -8404.552812 + Penalty 1210.502922 = -7194.049891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.237477 sec): 2 clusters Score: Raw -20143.095829 + Penalty 811.683874 = -19331.411956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.238444 sec): 3 clusters Score: Raw -20049.599953 + Penalty 1623.344452 = -18426.255501 nChanged 92 SP:Iteration 1F (110.239399 sec): 3 clusters Score: Raw -20178.386648 + Penalty 1622.956787 = -18555.429861 nChanged 26 SP:Iteration 2F (110.240351 sec): 3 clusters Score: Raw -20212.251754 + Penalty 1622.634436 = -18589.617318 nChanged 10 SP:Iteration 3Q (110.241283 sec): 3 clusters Score: Raw -20229.649505 + Penalty 1622.519244 = -18607.130261 nChanged 6 SP:Iteration 4Q (110.242209 sec): 3 clusters Score: Raw -20238.686753 + Penalty 1622.225281 = -18616.461471 nChanged 7 SP:Iteration 5Q (110.243133 sec): 3 clusters Score: Raw -20245.248666 + Penalty 1621.967287 = -18623.281379 nChanged 5 SP:Iteration 6Q (110.244057 sec): 3 clusters Score: Raw -20250.473075 + Penalty 1621.441532 = -18629.031543 nChanged 3 SP:Iteration 7Q (110.244982 sec): 3 clusters Score: Raw -20259.885059 + Penalty 1620.757789 = -18639.127270 nChanged 3 SP:Iteration 8Q (110.245902 sec): 3 clusters Score: Raw -20270.083786 + Penalty 1620.329482 = -18649.754303 nChanged 3 SP:Iteration 9Q (110.246821 sec): 3 clusters Score: Raw -20278.473168 + Penalty 1619.688089 = -18658.785080 nChanged 6 SP:Iteration 10F (110.247778 sec): 3 clusters Score: Raw -20287.122861 + Penalty 1619.887112 = -18667.235750 nChanged 4 SP:Iteration 11Q (110.248689 sec): 3 clusters Score: Raw -20292.769705 + Penalty 1620.162220 = -18672.607485 nChanged 2 SP:Iteration 12Q (110.249597 sec): 3 clusters Score: Raw -20299.124852 + Penalty 1620.163189 = -18678.961662 nChanged 3 SP:Iteration 13Q (110.250504 sec): 3 clusters Score: Raw -20305.264346 + Penalty 1620.163189 = -18685.101157 nChanged 0 SP:Iteration 14F (110.251457 sec): 3 clusters Score: Raw -20305.264346 + Penalty 1620.163189 = -18685.101157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.254525 sec): 2 clusters Score: Raw -14560.372695 + Penalty 916.758325 = -13643.614370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.255531 sec): 3 clusters Score: Raw -14491.335301 + Penalty 1836.624031 = -12654.711270 nChanged 88 SP:Iteration 1F (110.256511 sec): 3 clusters Score: Raw -14622.973314 + Penalty 1837.597969 = -12785.375345 nChanged 36 SP:Iteration 2F (110.257487 sec): 3 clusters Score: Raw -14679.133209 + Penalty 1838.758593 = -12840.374616 nChanged 15 SP:Iteration 3Q (110.258438 sec): 3 clusters Score: Raw -14708.536055 + Penalty 1838.545580 = -12869.990475 nChanged 14 SP:Iteration 4Q (110.259368 sec): 3 clusters Score: Raw -14737.941088 + Penalty 1838.989971 = -12898.951117 nChanged 7 SP:Iteration 5Q (110.260292 sec): 3 clusters Score: Raw -14747.074616 + Penalty 1839.229577 = -12907.845040 nChanged 3 SP:Iteration 6Q (110.261212 sec): 3 clusters Score: Raw -14750.829385 + Penalty 1839.363164 = -12911.466221 nChanged 2 SP:Iteration 7Q (110.262150 sec): 3 clusters Score: Raw -14752.356750 + Penalty 1839.363164 = -12912.993586 nChanged 0 SP:Iteration 8F (110.263117 sec): 3 clusters Score: Raw -14752.356750 + Penalty 1839.363164 = -12912.993586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.265781 sec): 2 clusters Score: Raw -24896.927964 + Penalty 445.466367 = -24451.461597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.267011 sec): 3 clusters Score: Raw -24628.857283 + Penalty 898.538602 = -23730.318681 nChanged 158 SP:Iteration 1F (110.268218 sec): 3 clusters Score: Raw -24736.696001 + Penalty 912.296388 = -23824.399613 nChanged 58 SP:Iteration 2F (110.269416 sec): 3 clusters Score: Raw -24789.773622 + Penalty 930.532184 = -23859.241438 nChanged 40 SP:Iteration 3F (110.270604 sec): 3 clusters Score: Raw -24830.792808 + Penalty 953.405499 = -23877.387310 nChanged 29 SP:Iteration 4F (110.271790 sec): 3 clusters Score: Raw -24864.410844 + Penalty 972.480419 = -23891.930425 nChanged 24 SP:Iteration 5Q (110.272964 sec): 3 clusters Score: Raw -24888.102738 + Penalty 981.184418 = -23906.918319 nChanged 11 SP:Iteration 6Q (110.274124 sec): 3 clusters Score: Raw -24899.453464 + Penalty 994.011112 = -23905.442353 nChanged 14 SP:Iteration 7F (110.275341 sec): 3 clusters Score: Raw -24912.836094 + Penalty 1001.798684 = -23911.037410 nChanged 11 SP:Iteration 8Q (110.276489 sec): 3 clusters Score: Raw -24920.750152 + Penalty 1012.973970 = -23907.776182 nChanged 8 SP:Iteration 9F (110.277697 sec): 3 clusters Score: Raw -24928.523565 + Penalty 1019.444352 = -23909.079213 nChanged 4 SP:Iteration 10F (110.278927 sec): 3 clusters Score: Raw -24932.198893 + Penalty 1026.658111 = -23905.540783 nChanged 4 SP:Iteration 11F (110.280152 sec): 3 clusters Score: Raw -24937.823579 + Penalty 1035.850702 = -23901.972877 nChanged 5 SP:Iteration 12F (110.281349 sec): 3 clusters Score: Raw -24948.613753 + Penalty 1049.342653 = -23899.271101 nChanged 6 SP:Iteration 13F (110.282517 sec): 3 clusters Score: Raw -24961.042213 + Penalty 1057.396318 = -23903.645895 nChanged 4 SP:Iteration 14Q (110.283606 sec): 3 clusters Score: Raw -24966.976118 + Penalty 1067.217717 = -23899.758401 nChanged 4 SP:Iteration 15F (110.284775 sec): 3 clusters Score: Raw -24972.743813 + Penalty 1069.660707 = -23903.083106 nChanged 4 SP:Iteration 16Q (110.285848 sec): 3 clusters Score: Raw -24977.120257 + Penalty 1071.852284 = -23905.267973 nChanged 1 SP:Iteration 17Q (110.286919 sec): 3 clusters Score: Raw -24977.984795 + Penalty 1071.852284 = -23906.132511 nChanged 0 SP:Iteration 18F (110.288084 sec): 3 clusters Score: Raw -24977.984795 + Penalty 1071.852284 = -23906.132511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.291532 sec): 2 clusters Score: Raw -21712.474366 + Penalty 474.665003 = -21237.809363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.292708 sec): 3 clusters Score: Raw -21470.553372 + Penalty 960.159969 = -20510.393404 nChanged 159 SP:Iteration 1F (110.293874 sec): 3 clusters Score: Raw -21633.680802 + Penalty 973.950750 = -20659.730052 nChanged 61 SP:Iteration 2F (110.295042 sec): 3 clusters Score: Raw -21697.684453 + Penalty 979.517154 = -20718.167298 nChanged 25 SP:Iteration 3Q (110.296196 sec): 3 clusters Score: Raw -21720.162165 + Penalty 980.930114 = -20739.232051 nChanged 11 SP:Iteration 4Q (110.297346 sec): 3 clusters Score: Raw -21730.038342 + Penalty 983.687178 = -20746.351165 nChanged 10 SP:Iteration 5Q (110.298489 sec): 3 clusters Score: Raw -21738.294016 + Penalty 984.261462 = -20754.032554 nChanged 8 SP:Iteration 6Q (110.299627 sec): 3 clusters Score: Raw -21742.267074 + Penalty 986.951640 = -20755.315434 nChanged 4 SP:Iteration 7Q (110.300764 sec): 3 clusters Score: Raw -21746.977338 + Penalty 989.832557 = -20757.144780 nChanged 7 SP:Iteration 8Q (110.301900 sec): 3 clusters Score: Raw -21752.376824 + Penalty 996.298721 = -20756.078102 nChanged 7 SP:Iteration 9F (110.303071 sec): 3 clusters Score: Raw -21756.358089 + Penalty 997.783105 = -20758.574984 nChanged 2 SP:Iteration 10F (110.304241 sec): 3 clusters Score: Raw -21757.455712 + Penalty 999.322987 = -20758.132726 nChanged 2 SP:Iteration 11F (110.305411 sec): 3 clusters Score: Raw -21758.258255 + Penalty 1000.853251 = -20757.405004 nChanged 2 SP:Iteration 12F (110.306601 sec): 3 clusters Score: Raw -21759.040984 + Penalty 1001.527604 = -20757.513380 nChanged 3 SP:Iteration 13Q (110.307730 sec): 3 clusters Score: Raw -21760.461843 + Penalty 1002.719510 = -20757.742333 nChanged 1 SP:Iteration 14Q (110.308861 sec): 3 clusters Score: Raw -21760.662246 + Penalty 1003.226069 = -20757.436177 nChanged 1 SP:Iteration 15F (110.310033 sec): 3 clusters Score: Raw -21760.823770 + Penalty 1003.226069 = -20757.597701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.311631 sec): 2 clusters Score: Raw -6321.463278 + Penalty 119.743563 = -6201.719716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.312151 sec): 3 clusters Score: Raw -6256.687658 + Penalty 248.459911 = -6008.227747 nChanged 47 SP:Iteration 1F (110.312658 sec): 3 clusters Score: Raw -6323.546738 + Penalty 250.695819 = -6072.850919 nChanged 13 SP:Iteration 2F (110.313161 sec): 3 clusters Score: Raw -6342.600164 + Penalty 250.368899 = -6092.231266 nChanged 3 SP:Iteration 3Q (110.313657 sec): 3 clusters Score: Raw -6345.643614 + Penalty 249.199543 = -6096.444071 nChanged 2 SP:Iteration 4Q (110.314154 sec): 3 clusters Score: Raw -6347.792821 + Penalty 249.199543 = -6098.593278 nChanged 0 SP:Iteration 5F (110.314656 sec): 3 clusters Score: Raw -6347.792821 + Penalty 249.199543 = -6098.593278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.315841 sec): 2 clusters Score: Raw -4291.628291 + Penalty 278.858086 = -4012.770205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.316311 sec): 3 clusters Score: Raw -4307.392020 + Penalty 557.438656 = -3749.953365 nChanged 22 SP:Iteration 1F (110.316773 sec): 3 clusters Score: Raw -4357.879690 + Penalty 558.421472 = -3799.458218 nChanged 13 SP:Iteration 2F (110.317234 sec): 3 clusters Score: Raw -4394.175330 + Penalty 556.984939 = -3837.190390 nChanged 7 SP:Iteration 3F (110.317689 sec): 3 clusters Score: Raw -4413.864415 + Penalty 558.491695 = -3855.372720 nChanged 1 SP:Iteration 4Q (110.318123 sec): 3 clusters Score: Raw -4417.002963 + Penalty 557.128455 = -3859.874508 nChanged 1 SP:Iteration 5Q (110.318554 sec): 3 clusters Score: Raw -4419.894408 + Penalty 556.771115 = -3863.123293 nChanged 1 SP:Iteration 6Q (110.319010 sec): 3 clusters Score: Raw -4424.979091 + Penalty 556.931699 = -3868.047392 nChanged 1 SP:Iteration 7Q (110.319440 sec): 3 clusters Score: Raw -4427.138939 + Penalty 556.931699 = -3870.207240 nChanged 0 SP:Iteration 8F (110.319895 sec): 3 clusters Score: Raw -4427.138939 + Penalty 556.931699 = -3870.207240 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 49 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.322413 sec): 2 clusters Score: Raw -26294.010213 + Penalty 951.135805 = -25342.874408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.323725 sec): 3 clusters Score: Raw -26127.078623 + Penalty 1902.200415 = -24224.878208 nChanged 165 SP:Iteration 1F (110.325022 sec): 3 clusters Score: Raw -26304.771258 + Penalty 1902.500133 = -24402.271125 nChanged 46 SP:Iteration 2F (110.326339 sec): 3 clusters Score: Raw -26372.697121 + Penalty 1902.618308 = -24470.078813 nChanged 34 SP:Iteration 3F (110.327645 sec): 3 clusters Score: Raw -26439.475284 + Penalty 1902.836438 = -24536.638847 nChanged 25 SP:Iteration 4Q (110.328918 sec): 3 clusters Score: Raw -26475.157862 + Penalty 1902.496614 = -24572.661248 nChanged 17 SP:Iteration 5Q (110.330198 sec): 3 clusters Score: Raw -26500.427207 + Penalty 1903.285568 = -24597.141639 nChanged 11 SP:Iteration 6Q (110.331454 sec): 3 clusters Score: Raw -26512.890654 + Penalty 1903.530522 = -24609.360133 nChanged 4 SP:Iteration 7Q (110.332712 sec): 3 clusters Score: Raw -26516.683713 + Penalty 1903.459052 = -24613.224661 nChanged 1 SP:Iteration 8Q (110.333972 sec): 3 clusters Score: Raw -26518.843146 + Penalty 1903.528497 = -24615.314649 nChanged 3 SP:Iteration 9Q (110.335227 sec): 3 clusters Score: Raw -26524.528676 + Penalty 1903.706389 = -24620.822287 nChanged 3 SP:Iteration 10F (110.336528 sec): 3 clusters Score: Raw -26528.026367 + Penalty 1904.032791 = -24623.993576 nChanged 2 SP:Iteration 11Q (110.337769 sec): 3 clusters Score: Raw -26531.556228 + Penalty 1904.271134 = -24627.285095 nChanged 1 SP:Iteration 12Q (110.339012 sec): 3 clusters Score: Raw -26533.013907 + Penalty 1904.340159 = -24628.673748 nChanged 1 SP:Iteration 13Q (110.340290 sec): 3 clusters Score: Raw -26533.463406 + Penalty 1904.340159 = -24629.123247 nChanged 0 SP:Iteration 14F (110.341592 sec): 3 clusters Score: Raw -26533.463406 + Penalty 1904.340159 = -24629.123247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 57 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.345062 sec): 2 clusters Score: Raw -33888.654457 + Penalty 821.666366 = -33066.988092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.346658 sec): 3 clusters Score: Raw -33611.739013 + Penalty 1641.704606 = -31970.034407 nChanged 208 SP:Iteration 1F (110.348220 sec): 3 clusters Score: Raw -33839.963256 + Penalty 1642.035486 = -32197.927770 nChanged 82 SP:Iteration 2F (110.349754 sec): 3 clusters Score: Raw -33979.898603 + Penalty 1642.800156 = -32337.098448 nChanged 50 SP:Iteration 3F (110.351280 sec): 3 clusters Score: Raw -34058.269142 + Penalty 1643.142186 = -32415.126955 nChanged 31 SP:Iteration 4Q (110.352798 sec): 3 clusters Score: Raw -34093.829615 + Penalty 1643.798107 = -32450.031509 nChanged 21 SP:Iteration 5Q (110.354287 sec): 3 clusters Score: Raw -34136.714328 + Penalty 1644.260877 = -32492.453451 nChanged 16 SP:Iteration 6Q (110.355746 sec): 3 clusters Score: Raw -34161.731829 + Penalty 1644.911741 = -32516.820089 nChanged 14 SP:Iteration 7Q (110.357192 sec): 3 clusters Score: Raw -34176.548227 + Penalty 1645.264941 = -32531.283286 nChanged 13 SP:Iteration 8Q (110.358673 sec): 3 clusters Score: Raw -34186.078284 + Penalty 1645.040842 = -32541.037442 nChanged 9 SP:Iteration 9Q (110.360147 sec): 3 clusters Score: Raw -34193.804220 + Penalty 1645.092326 = -32548.711894 nChanged 4 SP:Iteration 10F (110.361730 sec): 3 clusters Score: Raw -34199.925675 + Penalty 1645.595509 = -32554.330166 nChanged 6 SP:Iteration 11Q (110.363183 sec): 3 clusters Score: Raw -34209.570256 + Penalty 1645.877172 = -32563.693084 nChanged 7 SP:Iteration 12Q (110.364676 sec): 3 clusters Score: Raw -34217.506869 + Penalty 1646.280489 = -32571.226379 nChanged 6 SP:Iteration 13Q (110.366118 sec): 3 clusters Score: Raw -34223.262509 + Penalty 1646.484727 = -32576.777781 nChanged 2 SP:Iteration 14Q (110.367559 sec): 3 clusters Score: Raw -34224.659708 + Penalty 1646.484727 = -32578.174981 nChanged 0 SP:Iteration 15F (110.369151 sec): 3 clusters Score: Raw -34224.659708 + Penalty 1646.484727 = -32578.174981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.371879 sec): 2 clusters Score: Raw -13625.963659 + Penalty 695.487957 = -12930.475701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.372633 sec): 3 clusters Score: Raw -13580.304023 + Penalty 1392.627324 = -12187.676699 nChanged 58 SP:Iteration 1F (110.373373 sec): 3 clusters Score: Raw -13654.969915 + Penalty 1393.976027 = -12260.993888 nChanged 13 SP:Iteration 2Q (110.374101 sec): 3 clusters Score: Raw -13681.471565 + Penalty 1393.319734 = -12288.151831 nChanged 6 SP:Iteration 3Q (110.374849 sec): 3 clusters Score: Raw -13685.210387 + Penalty 1393.807238 = -12291.403149 nChanged 1 SP:Iteration 4Q (110.375583 sec): 3 clusters Score: Raw -13687.611182 + Penalty 1394.910577 = -12292.700605 nChanged 2 SP:Iteration 5Q (110.376300 sec): 3 clusters Score: Raw -13689.299880 + Penalty 1395.232630 = -12294.067250 nChanged 1 SP:Iteration 6Q (110.377021 sec): 3 clusters Score: Raw -13690.302000 + Penalty 1395.567256 = -12294.734745 nChanged 1 SP:Iteration 7Q (110.377743 sec): 3 clusters Score: Raw -13692.367758 + Penalty 1396.024004 = -12296.343754 nChanged 2 SP:Iteration 8Q (110.378457 sec): 3 clusters Score: Raw -13695.489903 + Penalty 1396.076463 = -12299.413440 nChanged 1 SP:Iteration 9Q (110.379172 sec): 3 clusters Score: Raw -13695.874726 + Penalty 1396.076463 = -12299.798263 nChanged 0 SP:Iteration 10F (110.379951 sec): 3 clusters Score: Raw -13695.874726 + Penalty 1396.076463 = -12299.798263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.382167 sec): 2 clusters Score: Raw -17451.884609 + Penalty 598.519511 = -16853.365098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.383338 sec): 3 clusters Score: Raw -17296.771938 + Penalty 1197.248926 = -16099.523011 nChanged 139 SP:Iteration 1F (110.384534 sec): 3 clusters Score: Raw -17435.277387 + Penalty 1198.526285 = -16236.751102 nChanged 52 SP:Iteration 2F (110.385696 sec): 3 clusters Score: Raw -17514.812828 + Penalty 1198.226947 = -16316.585881 nChanged 24 SP:Iteration 3Q (110.386838 sec): 3 clusters Score: Raw -17552.483028 + Penalty 1197.731512 = -16354.751516 nChanged 14 SP:Iteration 4Q (110.387974 sec): 3 clusters Score: Raw -17569.011370 + Penalty 1198.194403 = -16370.816968 nChanged 5 SP:Iteration 5Q (110.389098 sec): 3 clusters Score: Raw -17575.598692 + Penalty 1197.172535 = -16378.426157 nChanged 3 SP:Iteration 6Q (110.390312 sec): 3 clusters Score: Raw -17585.652616 + Penalty 1195.311231 = -16390.341385 nChanged 5 SP:Iteration 7Q (110.391706 sec): 3 clusters Score: Raw -17590.422326 + Penalty 1195.360837 = -16395.061489 nChanged 2 SP:Iteration 8Q (110.393051 sec): 3 clusters Score: Raw -17593.511778 + Penalty 1193.737810 = -16399.773968 nChanged 4 SP:Iteration 9Q (110.394243 sec): 3 clusters Score: Raw -17596.680863 + Penalty 1192.728984 = -16403.951878 nChanged 2 SP:Iteration 10F (110.395467 sec): 3 clusters Score: Raw -17600.794096 + Penalty 1193.359596 = -16407.434501 nChanged 3 SP:Iteration 11Q (110.396640 sec): 3 clusters Score: Raw -17609.227368 + Penalty 1192.026826 = -16417.200541 nChanged 3 SP:Iteration 12Q (110.397853 sec): 3 clusters Score: Raw -17611.126867 + Penalty 1192.243424 = -16418.883443 nChanged 2 SP:Iteration 13Q (110.399022 sec): 3 clusters Score: Raw -17614.047695 + Penalty 1191.926812 = -16422.120883 nChanged 1 SP:Iteration 14Q (110.400184 sec): 3 clusters Score: Raw -17615.158897 + Penalty 1191.926812 = -16423.232085 nChanged 0 SP:Iteration 15F (110.401408 sec): 3 clusters Score: Raw -17615.158897 + Penalty 1191.926812 = -16423.232085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.402321 sec): 2 clusters Score: Raw -5917.164485 + Penalty 263.267204 = -5653.897282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.402817 sec): 3 clusters Score: Raw -5898.649596 + Penalty 566.253558 = -5332.396037 nChanged 36 SP:Iteration 1F (110.403308 sec): 3 clusters Score: Raw -5965.279258 + Penalty 570.676214 = -5394.603044 nChanged 7 SP:Iteration 2Q (110.403775 sec): 3 clusters Score: Raw -5981.673666 + Penalty 569.202972 = -5412.470694 nChanged 3 SP:Iteration 3Q (110.404231 sec): 3 clusters Score: Raw -5984.548782 + Penalty 569.202972 = -5415.345810 nChanged 0 SP:Iteration 4F (110.404719 sec): 3 clusters Score: Raw -5984.548782 + Penalty 569.202972 = -5415.345810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.406119 sec): 2 clusters Score: Raw -13134.427287 + Penalty 879.302688 = -12255.124599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.406918 sec): 3 clusters Score: Raw -13164.247546 + Penalty 1759.294127 = -11404.953419 nChanged 50 SP:Iteration 1F (110.407689 sec): 3 clusters Score: Raw -13272.150042 + Penalty 1759.373251 = -11512.776792 nChanged 8 SP:Iteration 2Q (110.408399 sec): 3 clusters Score: Raw -13298.022583 + Penalty 1759.377329 = -11538.645253 nChanged 4 SP:Iteration 3Q (110.409093 sec): 3 clusters Score: Raw -13310.183469 + Penalty 1759.377329 = -11550.806139 nChanged 0 SP:Iteration 4F (110.409829 sec): 3 clusters Score: Raw -13310.183469 + Penalty 1759.377329 = -11550.806139 nChanged 0 Iteration 219F (111.017259 sec): 32 clusters Score: Raw -1538502.952643 + Penalty 25151.553744 = -1513351.398900 nChanged 6 Iteration 220F (111.600433 sec): 32 clusters Score: Raw -1538503.297587 + Penalty 25152.358115 = -1513350.939471 nChanged 7 Iteration 221F (112.185726 sec): 32 clusters Score: Raw -1538503.630032 + Penalty 25153.928489 = -1513349.701542 nChanged 8 Iteration 222F (112.771743 sec): 32 clusters Score: Raw -1538504.295061 + Penalty 25154.054117 = -1513350.240945 nChanged 12 Iteration 223Q (112.896423 sec): 32 clusters Score: Raw -1538505.526469 + Penalty 25154.638984 = -1513350.887485 nChanged 14 Iteration 224Q (113.021677 sec): 32 clusters Score: Raw -1538507.333435 + Penalty 25155.183600 = -1513352.149836 nChanged 14 Iteration 225Q (113.147057 sec): 32 clusters Score: Raw -1538509.154395 + Penalty 25156.548092 = -1513352.606303 nChanged 16 Iteration 226Q (113.271330 sec): 32 clusters Score: Raw -1538512.033864 + Penalty 25159.470366 = -1513352.563498 nChanged 14 Iteration 227F (113.858041 sec): 32 clusters Score: Raw -1538514.595925 + Penalty 25163.794715 = -1513350.801211 nChanged 14 Iteration 228F (114.442481 sec): 32 clusters Score: Raw -1538516.560472 + Penalty 25164.360863 = -1513352.199609 nChanged 9 Iteration 229Q (114.567654 sec): 32 clusters Score: Raw -1538517.288849 + Penalty 25164.877263 = -1513352.411586 nChanged 7 Iteration 230F (115.156589 sec): 32 clusters Score: Raw -1538517.792139 + Penalty 25165.513611 = -1513352.278528 nChanged 8 Iteration 231F (115.742753 sec): 32 clusters Score: Raw -1538518.328481 + Penalty 25167.243309 = -1513351.085172 nChanged 8 Iteration 232F (116.326512 sec): 32 clusters Score: Raw -1538518.695169 + Penalty 25167.272055 = -1513351.423114 nChanged 2 Iteration 233Q (116.450327 sec): 32 clusters Score: Raw -1538518.736579 + Penalty 25166.611275 = -1513352.125305 nChanged 1 Iteration 234Q (116.573943 sec): 32 clusters Score: Raw -1538518.788463 + Penalty 25166.611275 = -1513352.177188 nChanged 0 Iteration 235F (117.159263 sec): 32 clusters Score: Raw -1538518.788463 + Penalty 25166.611275 = -1513352.177188 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1538518.788463 + Penalty 25166.611275 = -1513352.177188Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.281285 sec): 2 clusters Score: Raw -45464.385136 + Penalty 153.390236 = -45310.994900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.283418 sec): 3 clusters Score: Raw -44834.169720 + Penalty 310.070653 = -44524.099068 nChanged 445 SP:Iteration 1F (117.285494 sec): 3 clusters Score: Raw -45159.052582 + Penalty 316.871682 = -44842.180900 nChanged 148 SP:Iteration 2F (117.287546 sec): 3 clusters Score: Raw -45251.922037 + Penalty 326.959715 = -44924.962322 nChanged 81 SP:Iteration 3F (117.289582 sec): 3 clusters Score: Raw -45307.799915 + Penalty 336.831143 = -44970.968772 nChanged 55 SP:Iteration 4F (117.291612 sec): 3 clusters Score: Raw -45351.305872 + Penalty 351.158661 = -45000.147212 nChanged 54 SP:Iteration 5F (117.293626 sec): 3 clusters Score: Raw -45395.341457 + Penalty 367.066422 = -45028.275036 nChanged 42 SP:Iteration 6Q (117.295633 sec): 3 clusters Score: Raw -45431.882196 + Penalty 392.566907 = -45039.315289 nChanged 33 SP:Iteration 7Q (117.297655 sec): 3 clusters Score: Raw -45459.110957 + Penalty 399.947836 = -45059.163121 nChanged 21 SP:Iteration 8Q (117.299683 sec): 3 clusters Score: Raw -45475.942906 + Penalty 407.079260 = -45068.863646 nChanged 19 SP:Iteration 9Q (117.301657 sec): 3 clusters Score: Raw -45487.230685 + Penalty 426.957380 = -45060.273304 nChanged 13 SP:Iteration 10F (117.303641 sec): 3 clusters Score: Raw -45498.132566 + Penalty 436.715841 = -45061.416724 nChanged 10 SP:Iteration 11Q (117.305507 sec): 3 clusters Score: Raw -45505.919015 + Penalty 447.246637 = -45058.672379 nChanged 9 SP:Iteration 12F (117.307488 sec): 3 clusters Score: Raw -45514.133324 + Penalty 451.263207 = -45062.870117 nChanged 5 SP:Iteration 13Q (117.309271 sec): 3 clusters Score: Raw -45517.287835 + Penalty 453.929663 = -45063.358172 nChanged 1 SP:Iteration 14Q (117.311046 sec): 3 clusters Score: Raw -45517.894734 + Penalty 453.929663 = -45063.965071 nChanged 0 SP:Iteration 15F (117.313033 sec): 3 clusters Score: Raw -45517.894734 + Penalty 453.929663 = -45063.965071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.314033 sec): 2 clusters Score: Raw -7451.799697 + Penalty 93.685320 = -7358.114378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.314569 sec): 3 clusters Score: Raw -7360.202762 + Penalty 187.343228 = -7172.859534 nChanged 54 SP:Iteration 1F (117.315102 sec): 3 clusters Score: Raw -7411.147928 + Penalty 187.590758 = -7223.557170 nChanged 22 SP:Iteration 2F (117.315627 sec): 3 clusters Score: Raw -7447.243623 + Penalty 188.324427 = -7258.919196 nChanged 13 SP:Iteration 3F (117.316150 sec): 3 clusters Score: Raw -7466.819095 + Penalty 188.668056 = -7278.151040 nChanged 3 SP:Iteration 4Q (117.316656 sec): 3 clusters Score: Raw -7467.653786 + Penalty 188.963581 = -7278.690206 nChanged 1 SP:Iteration 5Q (117.317160 sec): 3 clusters Score: Raw -7468.046727 + Penalty 188.963581 = -7279.083146 nChanged 0 SP:Iteration 6F (117.317682 sec): 3 clusters Score: Raw -7468.046727 + Penalty 188.963581 = -7279.083146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.318750 sec): 2 clusters Score: Raw -9317.279762 + Penalty 164.015416 = -9153.264346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.319395 sec): 3 clusters Score: Raw -9216.983181 + Penalty 353.498751 = -8863.484429 nChanged 71 SP:Iteration 1F (117.320012 sec): 3 clusters Score: Raw -9287.999590 + Penalty 374.492785 = -8913.506805 nChanged 21 SP:Iteration 2F (117.320629 sec): 3 clusters Score: Raw -9308.817058 + Penalty 383.458789 = -8925.358270 nChanged 5 SP:Iteration 3Q (117.321243 sec): 3 clusters Score: Raw -9311.319477 + Penalty 389.876871 = -8921.442606 nChanged 3 SP:Iteration 4F (117.321860 sec): 3 clusters Score: Raw -9315.885637 + Penalty 399.046204 = -8916.839432 nChanged 4 SP:Iteration 5F (117.322479 sec): 3 clusters Score: Raw -9320.050049 + Penalty 403.961402 = -8916.088647 nChanged 2 SP:Iteration 6F (117.323118 sec): 3 clusters Score: Raw -9322.441733 + Penalty 406.036091 = -8916.405642 nChanged 1 SP:Iteration 7Q (117.323749 sec): 3 clusters Score: Raw -9323.188895 + Penalty 406.036091 = -8917.152804 nChanged 0 SP:Iteration 8F (117.324459 sec): 3 clusters Score: Raw -9323.188895 + Penalty 406.036091 = -8917.152804 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.333172 sec): 2 clusters Score: Raw -76246.486641 + Penalty 58.056440 = -76188.430201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.336547 sec): 3 clusters Score: Raw -75152.746857 + Penalty 116.298732 = -75036.448125 nChanged 799 SP:Iteration 1F (117.339872 sec): 3 clusters Score: Raw -75753.339624 + Penalty 116.483103 = -75636.856520 nChanged 136 SP:Iteration 2F (117.343210 sec): 3 clusters Score: Raw -75834.671372 + Penalty 117.099110 = -75717.572262 nChanged 115 SP:Iteration 3F (117.346625 sec): 3 clusters Score: Raw -75903.296892 + Penalty 117.191710 = -75786.105182 nChanged 82 SP:Iteration 4Q (117.350000 sec): 3 clusters Score: Raw -75969.603702 + Penalty 117.083403 = -75852.520299 nChanged 73 SP:Iteration 5Q (117.353350 sec): 3 clusters Score: Raw -76013.223771 + Penalty 117.260829 = -75895.962942 nChanged 47 SP:Iteration 6Q (117.356695 sec): 3 clusters Score: Raw -76039.821836 + Penalty 117.398314 = -75922.423522 nChanged 43 SP:Iteration 7Q (117.360024 sec): 3 clusters Score: Raw -76054.254809 + Penalty 117.211050 = -75937.043759 nChanged 27 SP:Iteration 8Q (117.363372 sec): 3 clusters Score: Raw -76061.649473 + Penalty 117.305502 = -75944.343971 nChanged 22 SP:Iteration 9Q (117.366673 sec): 3 clusters Score: Raw -76067.751494 + Penalty 117.608296 = -75950.143199 nChanged 24 SP:Iteration 10F (117.370059 sec): 3 clusters Score: Raw -76073.532881 + Penalty 117.611573 = -75955.921308 nChanged 23 SP:Iteration 11Q (117.373348 sec): 3 clusters Score: Raw -76080.120223 + Penalty 117.688477 = -75962.431746 nChanged 24 SP:Iteration 12Q (117.376628 sec): 3 clusters Score: Raw -76086.120815 + Penalty 118.128016 = -75967.992799 nChanged 21 SP:Iteration 13Q (117.379896 sec): 3 clusters Score: Raw -76090.594981 + Penalty 118.469590 = -75972.125391 nChanged 15 SP:Iteration 14Q (117.383151 sec): 3 clusters Score: Raw -76093.817970 + Penalty 118.010401 = -75975.807569 nChanged 14 SP:Iteration 15Q (117.386395 sec): 3 clusters Score: Raw -76097.977685 + Penalty 118.341114 = -75979.636571 nChanged 17 SP:Iteration 16Q (117.389635 sec): 3 clusters Score: Raw -76102.822979 + Penalty 117.710653 = -75985.112326 nChanged 25 SP:Iteration 17Q (117.392860 sec): 3 clusters Score: Raw -76113.269863 + Penalty 117.313675 = -75995.956188 nChanged 30 SP:Iteration 18Q (117.396076 sec): 3 clusters Score: Raw -76126.729267 + Penalty 117.052907 = -76009.676360 nChanged 34 SP:Iteration 19Q (117.399292 sec): 3 clusters Score: Raw -76141.455945 + Penalty 115.969052 = -76025.486892 nChanged 30 SP:Iteration 20F (117.402727 sec): 3 clusters Score: Raw -76154.291755 + Penalty 115.270122 = -76039.021634 nChanged 26 SP:Iteration 21Q (117.405886 sec): 3 clusters Score: Raw -76163.836707 + Penalty 115.847905 = -76047.988802 nChanged 22 SP:Iteration 22Q (117.409060 sec): 3 clusters Score: Raw -76171.197129 + Penalty 116.491854 = -76054.705276 nChanged 18 SP:Iteration 23Q (117.412187 sec): 3 clusters Score: Raw -76176.840885 + Penalty 117.873526 = -76058.967359 nChanged 22 SP:Iteration 24Q (117.415339 sec): 3 clusters Score: Raw -76184.438305 + Penalty 118.196862 = -76066.241443 nChanged 16 SP:Iteration 25Q (117.418457 sec): 3 clusters Score: Raw -76190.599682 + Penalty 119.661368 = -76070.938314 nChanged 19 SP:Iteration 26Q (117.421543 sec): 3 clusters Score: Raw -76198.874094 + Penalty 121.352753 = -76077.521341 nChanged 22 SP:Iteration 27Q (117.424603 sec): 3 clusters Score: Raw -76209.504925 + Penalty 118.059104 = -76091.445821 nChanged 15 SP:Iteration 28Q (117.427736 sec): 3 clusters Score: Raw -76216.727512 + Penalty 119.070268 = -76097.657244 nChanged 13 SP:Iteration 29Q (117.430879 sec): 3 clusters Score: Raw -76223.609320 + Penalty 119.323367 = -76104.285953 nChanged 8 SP:Iteration 30F (117.434521 sec): 3 clusters Score: Raw -76225.732302 + Penalty 120.457199 = -76105.275103 nChanged 11 SP:Iteration 31Q (117.437490 sec): 3 clusters Score: Raw -76229.073690 + Penalty 119.412341 = -76109.661349 nChanged 11 SP:Iteration 32Q (117.440454 sec): 3 clusters Score: Raw -76233.441917 + Penalty 121.172603 = -76112.269313 nChanged 9 SP:Iteration 33Q (117.443403 sec): 3 clusters Score: Raw -76236.876782 + Penalty 123.057657 = -76113.819125 nChanged 9 SP:Iteration 34Q (117.446338 sec): 3 clusters Score: Raw -76238.959637 + Penalty 124.707451 = -76114.252187 nChanged 7 SP:Iteration 35Q (117.449266 sec): 3 clusters Score: Raw -76241.337901 + Penalty 124.756802 = -76116.581099 nChanged 8 SP:Iteration 36Q (117.452191 sec): 3 clusters Score: Raw -76243.747474 + Penalty 128.050979 = -76115.696496 nChanged 6 SP:Iteration 37F (117.455676 sec): 3 clusters Score: Raw -76244.922575 + Penalty 129.312158 = -76115.610417 nChanged 2 SP:Iteration 38F (117.459158 sec): 3 clusters Score: Raw -76245.070978 + Penalty 128.580886 = -76116.490092 nChanged 2 SP:Iteration 39Q (117.462069 sec): 3 clusters Score: Raw -76245.205020 + Penalty 129.960658 = -76115.244361 nChanged 2 SP:Iteration 40F (117.465554 sec): 3 clusters Score: Raw -76245.252139 + Penalty 130.710097 = -76114.542042 nChanged 1 SP:Iteration 41F (117.469041 sec): 3 clusters Score: Raw -76245.271641 + Penalty 132.210814 = -76113.060827 nChanged 3 SP:Iteration 42F (117.472530 sec): 3 clusters Score: Raw -76245.748322 + Penalty 134.699164 = -76111.049158 nChanged 3 SP:Iteration 43F (117.476020 sec): 3 clusters Score: Raw -76246.112549 + Penalty 135.708231 = -76110.404318 nChanged 1 SP:Iteration 44F (117.479510 sec): 3 clusters Score: Raw -76246.097081 + Penalty 135.708231 = -76110.388850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.480824 sec): 2 clusters Score: Raw -9062.225889 + Penalty 692.237784 = -8369.988105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.481434 sec): 3 clusters Score: Raw -9063.889271 + Penalty 1399.092703 = -7664.796568 nChanged 33 SP:Iteration 1F (117.482019 sec): 3 clusters Score: Raw -9121.966023 + Penalty 1405.484087 = -7716.481936 nChanged 14 SP:Iteration 2F (117.482602 sec): 3 clusters Score: Raw -9155.503266 + Penalty 1408.664742 = -7746.838524 nChanged 7 SP:Iteration 3Q (117.483155 sec): 3 clusters Score: Raw -9173.209235 + Penalty 1409.983835 = -7763.225400 nChanged 7 SP:Iteration 4Q (117.483704 sec): 3 clusters Score: Raw -9196.146369 + Penalty 1414.956216 = -7781.190154 nChanged 4 SP:Iteration 5Q (117.484248 sec): 3 clusters Score: Raw -9213.965761 + Penalty 1414.001638 = -7799.964123 nChanged 2 SP:Iteration 6Q (117.484789 sec): 3 clusters Score: Raw -9218.503224 + Penalty 1416.039642 = -7802.463582 nChanged 2 SP:Iteration 7Q (117.485327 sec): 3 clusters Score: Raw -9222.855707 + Penalty 1416.039642 = -7806.816065 nChanged 0 SP:Iteration 8F (117.486001 sec): 3 clusters Score: Raw -9222.855707 + Penalty 1416.039642 = -7806.816065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.488379 sec): 2 clusters Score: Raw -18306.657741 + Penalty 69.961161 = -18236.696581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.489363 sec): 3 clusters Score: Raw -18078.613891 + Penalty 140.005759 = -17938.608132 nChanged 176 SP:Iteration 1F (117.490337 sec): 3 clusters Score: Raw -18161.863462 + Penalty 140.448439 = -18021.415024 nChanged 15 SP:Iteration 2Q (117.491304 sec): 3 clusters Score: Raw -18165.958289 + Penalty 141.386520 = -18024.571769 nChanged 18 SP:Iteration 3Q (117.492274 sec): 3 clusters Score: Raw -18177.926547 + Penalty 143.588263 = -18034.338284 nChanged 33 SP:Iteration 4F (117.493255 sec): 3 clusters Score: Raw -18214.197106 + Penalty 146.653956 = -18067.543150 nChanged 40 SP:Iteration 5F (117.494245 sec): 3 clusters Score: Raw -18262.616742 + Penalty 148.628775 = -18113.987967 nChanged 33 SP:Iteration 6F (117.495242 sec): 3 clusters Score: Raw -18303.350067 + Penalty 151.248459 = -18152.101608 nChanged 15 SP:Iteration 7Q (117.496235 sec): 3 clusters Score: Raw -18314.931728 + Penalty 152.444009 = -18162.487719 nChanged 6 SP:Iteration 8Q (117.497191 sec): 3 clusters Score: Raw -18318.565582 + Penalty 152.983376 = -18165.582205 nChanged 2 SP:Iteration 9Q (117.498126 sec): 3 clusters Score: Raw -18319.435709 + Penalty 152.983376 = -18166.452333 nChanged 0 SP:Iteration 10F (117.499124 sec): 3 clusters Score: Raw -18319.435709 + Penalty 152.983376 = -18166.452333 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 9 (21456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.597860 sec): 2 clusters Score: Raw -908793.776664 + Penalty 264.354188 = -908529.422475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.640760 sec): 3 clusters Score: Raw -894310.901316 + Penalty 514.485613 = -893796.415703 nChanged 10257 SP:Iteration 1F (117.682244 sec): 3 clusters Score: Raw -900722.357456 + Penalty 491.439262 = -900230.918195 nChanged 3111 SP:Iteration 2F (117.723627 sec): 3 clusters Score: Raw -903070.971476 + Penalty 476.047221 = -902594.924255 nChanged 2248 SP:Iteration 3F (117.764701 sec): 3 clusters Score: Raw -905307.974850 + Penalty 475.743073 = -904832.231777 nChanged 1748 SP:Iteration 4F (117.804617 sec): 3 clusters Score: Raw -907032.185781 + Penalty 489.793450 = -906542.392331 nChanged 1054 SP:Iteration 5Q (117.845882 sec): 3 clusters Score: Raw -907996.401496 + Penalty 503.847692 = -907492.553804 nChanged 533 SP:Iteration 6Q (117.884802 sec): 3 clusters Score: Raw -908431.769077 + Penalty 524.708334 = -907907.060742 nChanged 278 SP:Iteration 7Q (117.919757 sec): 3 clusters Score: Raw -908675.895307 + Penalty 564.634133 = -908111.261174 nChanged 142 SP:Iteration 8Q (117.953808 sec): 3 clusters Score: Raw -908823.056693 + Penalty 558.098354 = -908264.958339 nChanged 34 SP:Iteration 9Q (117.985799 sec): 3 clusters Score: Raw -908854.364648 + Penalty 570.871434 = -908283.493214 nChanged 17 SP:Iteration 10F (118.024840 sec): 3 clusters Score: Raw -908865.175192 + Penalty 586.406395 = -908278.768797 nChanged 9 SP:Iteration 11F (118.064025 sec): 3 clusters Score: Raw -908870.365062 + Penalty 602.021236 = -908268.343826 nChanged 8 SP:Iteration 12F (118.103058 sec): 3 clusters Score: Raw -908872.955994 + Penalty 608.798206 = -908264.157788 nChanged 4 SP:Iteration 13F (118.142543 sec): 3 clusters Score: Raw -908874.753697 + Penalty 616.885381 = -908257.868315 nChanged 4 SP:Iteration 14F (118.182187 sec): 3 clusters Score: Raw -908875.611549 + Penalty 629.515597 = -908246.095952 nChanged 3 SP:Iteration 15F (118.221568 sec): 3 clusters Score: Raw -908877.157649 + Penalty 637.544795 = -908239.612854 nChanged 5 SP:Iteration 16F (118.261766 sec): 3 clusters Score: Raw -908879.366306 + Penalty 646.438064 = -908232.928242 nChanged 2 SP:Iteration 17F (118.301116 sec): 3 clusters Score: Raw -908880.292346 + Penalty 650.897749 = -908229.394597 nChanged 1 SP:Iteration 18F (118.340422 sec): 3 clusters Score: Raw -908881.293645 + Penalty 649.338152 = -908231.955494 nChanged 1 SP:Iteration 19Q (118.372079 sec): 3 clusters Score: Raw -908881.727755 + Penalty 652.401216 = -908229.326538 nChanged 1 SP:Iteration 20F (118.411227 sec): 3 clusters Score: Raw -908881.873310 + Penalty 651.480561 = -908230.392750 nChanged 1 SP:Iteration 21Q (118.442447 sec): 3 clusters Score: Raw -908881.893051 + Penalty 651.480561 = -908230.412491 nChanged 0 SP:Iteration 22F (118.481699 sec): 3 clusters Score: Raw -908881.893051 + Penalty 651.480561 = -908230.412491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.495338 sec): 2 clusters Score: Raw -17201.025520 + Penalty 636.029808 = -16564.995712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.496227 sec): 3 clusters Score: Raw -17092.534256 + Penalty 1272.750607 = -15819.783649 nChanged 88 SP:Iteration 1F (118.497098 sec): 3 clusters Score: Raw -17187.346356 + Penalty 1273.011429 = -15914.334927 nChanged 21 SP:Iteration 2F (118.497980 sec): 3 clusters Score: Raw -17210.589078 + Penalty 1273.532698 = -15937.056380 nChanged 12 SP:Iteration 3Q (118.498844 sec): 3 clusters Score: Raw -17227.931567 + Penalty 1274.000052 = -15953.931516 nChanged 8 SP:Iteration 4Q (118.499706 sec): 3 clusters Score: Raw -17239.365027 + Penalty 1273.855505 = -15965.509523 nChanged 10 SP:Iteration 5Q (118.500568 sec): 3 clusters Score: Raw -17251.009557 + Penalty 1274.353261 = -15976.656296 nChanged 10 SP:Iteration 6Q (118.501424 sec): 3 clusters Score: Raw -17265.159192 + Penalty 1274.073271 = -15991.085921 nChanged 7 SP:Iteration 7Q (118.502276 sec): 3 clusters Score: Raw -17276.287352 + Penalty 1273.701200 = -16002.586151 nChanged 7 SP:Iteration 8Q (118.503126 sec): 3 clusters Score: Raw -17290.721640 + Penalty 1273.953109 = -16016.768532 nChanged 4 SP:Iteration 9Q (118.503970 sec): 3 clusters Score: Raw -17296.401279 + Penalty 1274.270338 = -16022.130942 nChanged 4 SP:Iteration 10F (118.504848 sec): 3 clusters Score: Raw -17302.341647 + Penalty 1274.524343 = -16027.817304 nChanged 3 SP:Iteration 11Q (118.505688 sec): 3 clusters Score: Raw -17307.393604 + Penalty 1274.077718 = -16033.315885 nChanged 3 SP:Iteration 12Q (118.506525 sec): 3 clusters Score: Raw -17315.419694 + Penalty 1273.926588 = -16041.493106 nChanged 6 SP:Iteration 13Q (118.507360 sec): 3 clusters Score: Raw -17325.523387 + Penalty 1273.840761 = -16051.682626 nChanged 4 SP:Iteration 14Q (118.508190 sec): 3 clusters Score: Raw -17330.643658 + Penalty 1273.241731 = -16057.401927 nChanged 4 SP:Iteration 15Q (118.509019 sec): 3 clusters Score: Raw -17335.828297 + Penalty 1272.909585 = -16062.918712 nChanged 4 SP:Iteration 16Q (118.509846 sec): 3 clusters Score: Raw -17347.058915 + Penalty 1272.059617 = -16074.999298 nChanged 8 SP:Iteration 17Q (118.510675 sec): 3 clusters Score: Raw -17371.273198 + Penalty 1271.050647 = -16100.222551 nChanged 8 SP:Iteration 18Q (118.511496 sec): 3 clusters Score: Raw -17387.792783 + Penalty 1269.873257 = -16117.919526 nChanged 8 SP:Iteration 19Q (118.512315 sec): 3 clusters Score: Raw -17399.465411 + Penalty 1268.932669 = -16130.532742 nChanged 9 SP:Iteration 20F (118.513185 sec): 3 clusters Score: Raw -17423.882145 + Penalty 1269.619349 = -16154.262795 nChanged 5 SP:Iteration 21Q (118.514000 sec): 3 clusters Score: Raw -17454.035596 + Penalty 1269.047245 = -16184.988351 nChanged 4 SP:Iteration 22Q (118.514810 sec): 3 clusters Score: Raw -17460.916324 + Penalty 1267.722051 = -16193.194274 nChanged 8 SP:Iteration 23Q (118.515620 sec): 3 clusters Score: Raw -17474.265893 + Penalty 1268.357974 = -16205.907920 nChanged 7 SP:Iteration 24Q (118.516424 sec): 3 clusters Score: Raw -17483.123339 + Penalty 1268.483448 = -16214.639890 nChanged 2 SP:Iteration 25Q (118.517258 sec): 3 clusters Score: Raw -17485.271391 + Penalty 1268.921873 = -16216.349518 nChanged 1 SP:Iteration 26Q (118.518061 sec): 3 clusters Score: Raw -17486.357195 + Penalty 1268.921873 = -16217.435322 nChanged 0 SP:Iteration 27F (118.518926 sec): 3 clusters Score: Raw -17486.357195 + Penalty 1268.921873 = -16217.435322 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.522125 sec): 2 clusters Score: Raw -30488.500376 + Penalty 161.380318 = -30327.120058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.523621 sec): 3 clusters Score: Raw -30101.337815 + Penalty 325.383367 = -29775.954448 nChanged 285 SP:Iteration 1F (118.525098 sec): 3 clusters Score: Raw -30298.868274 + Penalty 324.808479 = -29974.059795 nChanged 81 SP:Iteration 2F (118.526592 sec): 3 clusters Score: Raw -30341.882564 + Penalty 322.376195 = -30019.506370 nChanged 41 SP:Iteration 3F (118.528060 sec): 3 clusters Score: Raw -30372.259084 + Penalty 321.169485 = -30051.089599 nChanged 41 SP:Iteration 4F (118.529512 sec): 3 clusters Score: Raw -30405.642912 + Penalty 321.471825 = -30084.171087 nChanged 29 SP:Iteration 5Q (118.530964 sec): 3 clusters Score: Raw -30423.017331 + Penalty 321.979116 = -30101.038216 nChanged 23 SP:Iteration 6Q (118.532445 sec): 3 clusters Score: Raw -30436.699637 + Penalty 322.436548 = -30114.263089 nChanged 12 SP:Iteration 7Q (118.533864 sec): 3 clusters Score: Raw -30441.899491 + Penalty 323.028418 = -30118.871073 nChanged 10 SP:Iteration 8Q (118.535268 sec): 3 clusters Score: Raw -30444.746121 + Penalty 323.384040 = -30121.362081 nChanged 7 SP:Iteration 9Q (118.536649 sec): 3 clusters Score: Raw -30445.908524 + Penalty 323.483412 = -30122.425111 nChanged 3 SP:Iteration 10F (118.538073 sec): 3 clusters Score: Raw -30446.426298 + Penalty 323.674026 = -30122.752272 nChanged 2 SP:Iteration 11Q (118.539456 sec): 3 clusters Score: Raw -30446.496815 + Penalty 323.674026 = -30122.822789 nChanged 0 SP:Iteration 12F (118.540883 sec): 3 clusters Score: Raw -30446.496815 + Penalty 323.674026 = -30122.822789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 14 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.544465 sec): 2 clusters Score: Raw -46053.499323 + Penalty 712.217802 = -45341.281521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.546520 sec): 3 clusters Score: Raw -45549.198165 + Penalty 1424.222146 = -44124.976019 nChanged 363 SP:Iteration 1F (118.548553 sec): 3 clusters Score: Raw -45791.425541 + Penalty 1424.523345 = -44366.902196 nChanged 106 SP:Iteration 2F (118.550581 sec): 3 clusters Score: Raw -45866.100087 + Penalty 1424.302961 = -44441.797126 nChanged 56 SP:Iteration 3F (118.552644 sec): 3 clusters Score: Raw -45901.108486 + Penalty 1424.284350 = -44476.824136 nChanged 35 SP:Iteration 4Q (118.554702 sec): 3 clusters Score: Raw -45929.235501 + Penalty 1424.700548 = -44504.534953 nChanged 32 SP:Iteration 5Q (118.556777 sec): 3 clusters Score: Raw -45946.093618 + Penalty 1424.928514 = -44521.165104 nChanged 23 SP:Iteration 6Q (118.558828 sec): 3 clusters Score: Raw -45961.439549 + Penalty 1425.578824 = -44535.860725 nChanged 22 SP:Iteration 7Q (118.560964 sec): 3 clusters Score: Raw -45972.740578 + Penalty 1425.957995 = -44546.782583 nChanged 19 SP:Iteration 8Q (118.563016 sec): 3 clusters Score: Raw -45980.439426 + Penalty 1427.074526 = -44553.364900 nChanged 14 SP:Iteration 9Q (118.565100 sec): 3 clusters Score: Raw -45988.245233 + Penalty 1428.440575 = -44559.804658 nChanged 13 SP:Iteration 10F (118.567205 sec): 3 clusters Score: Raw -45994.105711 + Penalty 1429.283477 = -44564.822234 nChanged 9 SP:Iteration 11Q (118.569237 sec): 3 clusters Score: Raw -45998.932210 + Penalty 1430.084436 = -44568.847774 nChanged 9 SP:Iteration 12Q (118.571270 sec): 3 clusters Score: Raw -46004.342928 + Penalty 1431.240891 = -44573.102037 nChanged 7 SP:Iteration 13Q (118.573262 sec): 3 clusters Score: Raw -46009.097882 + Penalty 1432.037806 = -44577.060076 nChanged 8 SP:Iteration 14Q (118.575252 sec): 3 clusters Score: Raw -46012.869695 + Penalty 1433.758730 = -44579.110964 nChanged 9 SP:Iteration 15Q (118.577242 sec): 3 clusters Score: Raw -46020.698416 + Penalty 1437.609478 = -44583.088938 nChanged 18 SP:Iteration 16Q (118.579230 sec): 3 clusters Score: Raw -46032.870830 + Penalty 1439.712005 = -44593.158826 nChanged 12 SP:Iteration 17Q (118.581218 sec): 3 clusters Score: Raw -46040.046216 + Penalty 1444.451333 = -44595.594883 nChanged 18 SP:Iteration 18Q (118.583200 sec): 3 clusters Score: Raw -46059.195612 + Penalty 1451.042178 = -44608.153434 nChanged 22 SP:Iteration 19Q (118.585179 sec): 3 clusters Score: Raw -46087.299838 + Penalty 1459.093612 = -44628.206226 nChanged 28 SP:Iteration 20F (118.587228 sec): 3 clusters Score: Raw -46118.480353 + Penalty 1468.641994 = -44649.838359 nChanged 28 SP:Iteration 21Q (118.589190 sec): 3 clusters Score: Raw -46146.459696 + Penalty 1477.891615 = -44668.568081 nChanged 20 SP:Iteration 22Q (118.591136 sec): 3 clusters Score: Raw -46162.307739 + Penalty 1483.051278 = -44679.256461 nChanged 14 SP:Iteration 23Q (118.593068 sec): 3 clusters Score: Raw -46172.376731 + Penalty 1486.127096 = -44686.249635 nChanged 10 SP:Iteration 24Q (118.594998 sec): 3 clusters Score: Raw -46179.602899 + Penalty 1490.329850 = -44689.273050 nChanged 16 SP:Iteration 25Q (118.596921 sec): 3 clusters Score: Raw -46196.862012 + Penalty 1490.776685 = -44706.085327 nChanged 7 SP:Iteration 26Q (118.598833 sec): 3 clusters Score: Raw -46204.385335 + Penalty 1492.255836 = -44712.129499 nChanged 4 SP:Iteration 27Q (118.600744 sec): 3 clusters Score: Raw -46206.909891 + Penalty 1493.163092 = -44713.746799 nChanged 1 SP:Iteration 28Q (118.602646 sec): 3 clusters Score: Raw -46207.050313 + Penalty 1493.338743 = -44713.711570 nChanged 1 SP:Iteration 29F (118.604710 sec): 3 clusters Score: Raw -46207.899723 + Penalty 1493.612662 = -44714.287062 nChanged 1 SP:Iteration 30F (118.606775 sec): 3 clusters Score: Raw -46208.253534 + Penalty 1493.988125 = -44714.265409 nChanged 2 SP:Iteration 31F (118.608837 sec): 3 clusters Score: Raw -46208.693745 + Penalty 1493.988125 = -44714.705620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.611441 sec): 2 clusters Score: Raw -20435.848394 + Penalty 63.377013 = -20372.471381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.612480 sec): 3 clusters Score: Raw -20176.418543 + Penalty 134.322838 = -20042.095705 nChanged 189 SP:Iteration 1F (118.613488 sec): 3 clusters Score: Raw -20372.964253 + Penalty 133.955575 = -20239.008678 nChanged 31 SP:Iteration 2F (118.614493 sec): 3 clusters Score: Raw -20389.354326 + Penalty 134.176500 = -20255.177827 nChanged 14 SP:Iteration 3Q (118.615457 sec): 3 clusters Score: Raw -20392.051940 + Penalty 133.683333 = -20258.368607 nChanged 7 SP:Iteration 4Q (118.616419 sec): 3 clusters Score: Raw -20392.918372 + Penalty 133.025814 = -20259.892559 nChanged 5 SP:Iteration 5Q (118.617381 sec): 3 clusters Score: Raw -20393.636319 + Penalty 132.816246 = -20260.820073 nChanged 4 SP:Iteration 6Q (118.618342 sec): 3 clusters Score: Raw -20394.126955 + Penalty 132.564629 = -20261.562327 nChanged 2 SP:Iteration 7Q (118.619302 sec): 3 clusters Score: Raw -20394.700281 + Penalty 133.123344 = -20261.576937 nChanged 4 SP:Iteration 8Q (118.620262 sec): 3 clusters Score: Raw -20395.787061 + Penalty 134.042474 = -20261.744587 nChanged 5 SP:Iteration 9Q (118.621217 sec): 3 clusters Score: Raw -20397.459532 + Penalty 134.558497 = -20262.901035 nChanged 6 SP:Iteration 10F (118.622218 sec): 3 clusters Score: Raw -20399.616800 + Penalty 135.843127 = -20263.773673 nChanged 6 SP:Iteration 11Q (118.623196 sec): 3 clusters Score: Raw -20400.925279 + Penalty 135.999337 = -20264.925941 nChanged 1 SP:Iteration 12Q (118.624141 sec): 3 clusters Score: Raw -20401.065485 + Penalty 136.266617 = -20264.798868 nChanged 1 SP:Iteration 13F (118.625142 sec): 3 clusters Score: Raw -20401.269910 + Penalty 136.266617 = -20265.003293 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.635097 sec): 2 clusters Score: Raw -40331.548126 + Penalty 629.821052 = -39701.727074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.636999 sec): 3 clusters Score: Raw -39866.058400 + Penalty 1259.947857 = -38606.110543 nChanged 303 SP:Iteration 1F (118.638830 sec): 3 clusters Score: Raw -40078.989033 + Penalty 1262.994958 = -38815.994075 nChanged 113 SP:Iteration 2F (118.640656 sec): 3 clusters Score: Raw -40191.419378 + Penalty 1266.006334 = -38925.413044 nChanged 76 SP:Iteration 3F (118.642472 sec): 3 clusters Score: Raw -40270.754500 + Penalty 1267.457956 = -39003.296543 nChanged 49 SP:Iteration 4F (118.644287 sec): 3 clusters Score: Raw -40317.176555 + Penalty 1268.956720 = -39048.219835 nChanged 35 SP:Iteration 5Q (118.646072 sec): 3 clusters Score: Raw -40343.147721 + Penalty 1269.087553 = -39074.060169 nChanged 23 SP:Iteration 6Q (118.647890 sec): 3 clusters Score: Raw -40362.511577 + Penalty 1268.555040 = -39093.956538 nChanged 15 SP:Iteration 7Q (118.649664 sec): 3 clusters Score: Raw -40372.197242 + Penalty 1268.134662 = -39104.062580 nChanged 12 SP:Iteration 8Q (118.651432 sec): 3 clusters Score: Raw -40381.162296 + Penalty 1266.301740 = -39114.860555 nChanged 15 SP:Iteration 9Q (118.653203 sec): 3 clusters Score: Raw -40393.468070 + Penalty 1266.226625 = -39127.241445 nChanged 18 SP:Iteration 10F (118.655068 sec): 3 clusters Score: Raw -40400.500153 + Penalty 1264.683525 = -39135.816628 nChanged 10 SP:Iteration 11Q (118.656884 sec): 3 clusters Score: Raw -40407.322951 + Penalty 1265.497526 = -39141.825425 nChanged 4 SP:Iteration 12Q (118.658712 sec): 3 clusters Score: Raw -40410.839541 + Penalty 1266.348523 = -39144.491018 nChanged 6 SP:Iteration 13Q (118.660615 sec): 3 clusters Score: Raw -40415.907975 + Penalty 1266.466333 = -39149.441642 nChanged 8 SP:Iteration 14Q (118.662417 sec): 3 clusters Score: Raw -40420.173981 + Penalty 1266.957122 = -39153.216859 nChanged 9 SP:Iteration 15Q (118.664173 sec): 3 clusters Score: Raw -40422.519347 + Penalty 1267.050270 = -39155.469077 nChanged 6 SP:Iteration 16Q (118.665922 sec): 3 clusters Score: Raw -40424.188405 + Penalty 1267.578572 = -39156.609833 nChanged 3 SP:Iteration 17Q (118.667671 sec): 3 clusters Score: Raw -40425.059849 + Penalty 1267.983706 = -39157.076143 nChanged 1 SP:Iteration 18Q (118.669417 sec): 3 clusters Score: Raw -40425.144295 + Penalty 1267.983706 = -39157.160589 nChanged 0 SP:Iteration 19F (118.671239 sec): 3 clusters Score: Raw -40425.144295 + Penalty 1267.983706 = -39157.160589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.674209 sec): 2 clusters Score: Raw -25054.498397 + Penalty 216.807650 = -24837.690748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.675423 sec): 3 clusters Score: Raw -24762.124212 + Penalty 439.222856 = -24322.901357 nChanged 209 SP:Iteration 1F (118.676602 sec): 3 clusters Score: Raw -24911.130339 + Penalty 444.423564 = -24466.706775 nChanged 57 SP:Iteration 2F (118.677770 sec): 3 clusters Score: Raw -24962.840058 + Penalty 446.763829 = -24516.076229 nChanged 25 SP:Iteration 3Q (118.678924 sec): 3 clusters Score: Raw -24982.695235 + Penalty 450.603227 = -24532.092008 nChanged 26 SP:Iteration 4Q (118.680066 sec): 3 clusters Score: Raw -25003.860592 + Penalty 464.212559 = -24539.648033 nChanged 29 SP:Iteration 5F (118.681222 sec): 3 clusters Score: Raw -25034.293875 + Penalty 468.298350 = -24565.995525 nChanged 18 SP:Iteration 6Q (118.682379 sec): 3 clusters Score: Raw -25053.858834 + Penalty 473.578101 = -24580.280733 nChanged 11 SP:Iteration 7Q (118.683482 sec): 3 clusters Score: Raw -25064.156711 + Penalty 474.059073 = -24590.097638 nChanged 5 SP:Iteration 8Q (118.684571 sec): 3 clusters Score: Raw -25066.403215 + Penalty 472.032209 = -24594.371006 nChanged 5 SP:Iteration 9Q (118.685668 sec): 3 clusters Score: Raw -25071.682077 + Penalty 470.188810 = -24601.493267 nChanged 2 SP:Iteration 10F (118.686824 sec): 3 clusters Score: Raw -25076.831245 + Penalty 469.101826 = -24607.729419 nChanged 1 SP:Iteration 11Q (118.687890 sec): 3 clusters Score: Raw -25077.094423 + Penalty 469.101826 = -24607.992597 nChanged 0 SP:Iteration 12F (118.689037 sec): 3 clusters Score: Raw -25077.094423 + Penalty 469.101826 = -24607.992597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.690309 sec): 2 clusters Score: Raw -11731.064130 + Penalty 307.177548 = -11423.886582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.691002 sec): 3 clusters Score: Raw -11614.563661 + Penalty 613.202684 = -11001.360977 nChanged 81 SP:Iteration 1F (118.691683 sec): 3 clusters Score: Raw -11676.299253 + Penalty 613.137395 = -11063.161858 nChanged 28 SP:Iteration 2F (118.692361 sec): 3 clusters Score: Raw -11692.759533 + Penalty 612.400955 = -11080.358579 nChanged 7 SP:Iteration 3Q (118.693035 sec): 3 clusters Score: Raw -11703.523927 + Penalty 613.253845 = -11090.270082 nChanged 6 SP:Iteration 4Q (118.693707 sec): 3 clusters Score: Raw -11714.376563 + Penalty 617.080679 = -11097.295884 nChanged 10 SP:Iteration 5Q (118.694375 sec): 3 clusters Score: Raw -11725.344723 + Penalty 621.258843 = -11104.085880 nChanged 6 SP:Iteration 6Q (118.695040 sec): 3 clusters Score: Raw -11730.669234 + Penalty 629.189151 = -11101.480083 nChanged 9 SP:Iteration 7F (118.695712 sec): 3 clusters Score: Raw -11740.093944 + Penalty 639.579928 = -11100.514015 nChanged 8 SP:Iteration 8F (118.696381 sec): 3 clusters Score: Raw -11751.888675 + Penalty 663.283220 = -11088.605454 nChanged 13 SP:Iteration 9F (118.697050 sec): 3 clusters Score: Raw -11770.755135 + Penalty 675.048857 = -11095.706278 nChanged 6 SP:Iteration 10F (118.697714 sec): 3 clusters Score: Raw -11780.335470 + Penalty 686.766162 = -11093.569307 nChanged 5 SP:Iteration 11F (118.698379 sec): 3 clusters Score: Raw -11786.961537 + Penalty 696.087409 = -11090.874128 nChanged 5 SP:Iteration 12F (118.699042 sec): 3 clusters Score: Raw -11793.450200 + Penalty 698.576492 = -11094.873708 nChanged 2 SP:Iteration 13Q (118.699670 sec): 3 clusters Score: Raw -11798.728537 + Penalty 708.066314 = -11090.662223 nChanged 6 SP:Iteration 14F (118.700335 sec): 3 clusters Score: Raw -11808.749974 + Penalty 717.818871 = -11090.931104 nChanged 4 SP:Iteration 15Q (118.700948 sec): 3 clusters Score: Raw -11813.598455 + Penalty 723.289420 = -11090.309035 nChanged 2 SP:Iteration 16F (118.701607 sec): 3 clusters Score: Raw -11814.933887 + Penalty 723.289420 = -11091.644467 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.711520 sec): 2 clusters Score: Raw -89260.337436 + Penalty 457.633598 = -88802.703838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.715307 sec): 3 clusters Score: Raw -88174.583446 + Penalty 926.392123 = -87248.191323 nChanged 799 SP:Iteration 1F (118.718982 sec): 3 clusters Score: Raw -88815.870256 + Penalty 937.186941 = -87878.683314 nChanged 226 SP:Iteration 2F (118.722627 sec): 3 clusters Score: Raw -89012.458564 + Penalty 950.832742 = -88061.625822 nChanged 143 SP:Iteration 3F (118.726242 sec): 3 clusters Score: Raw -89112.537119 + Penalty 959.396352 = -88153.140766 nChanged 93 SP:Iteration 4Q (118.729795 sec): 3 clusters Score: Raw -89188.761651 + Penalty 970.111311 = -88218.650340 nChanged 69 SP:Iteration 5Q (118.733321 sec): 3 clusters Score: Raw -89261.285536 + Penalty 975.481228 = -88285.804308 nChanged 47 SP:Iteration 6Q (118.736758 sec): 3 clusters Score: Raw -89320.557657 + Penalty 969.372290 = -88351.185367 nChanged 27 SP:Iteration 7Q (118.740138 sec): 3 clusters Score: Raw -89355.516756 + Penalty 965.424867 = -88390.091889 nChanged 25 SP:Iteration 8Q (118.743418 sec): 3 clusters Score: Raw -89369.282294 + Penalty 966.629752 = -88402.652542 nChanged 18 SP:Iteration 9Q (118.746665 sec): 3 clusters Score: Raw -89377.424509 + Penalty 964.292393 = -88413.132116 nChanged 9 SP:Iteration 10F (118.750223 sec): 3 clusters Score: Raw -89385.501751 + Penalty 963.097490 = -88422.404261 nChanged 8 SP:Iteration 11Q (118.753451 sec): 3 clusters Score: Raw -89387.920823 + Penalty 960.598081 = -88427.322742 nChanged 4 SP:Iteration 12Q (118.756707 sec): 3 clusters Score: Raw -89390.085541 + Penalty 960.536726 = -88429.548815 nChanged 4 SP:Iteration 13Q (118.760009 sec): 3 clusters Score: Raw -89391.422522 + Penalty 958.762960 = -88432.659562 nChanged 5 SP:Iteration 14Q (118.763369 sec): 3 clusters Score: Raw -89392.970746 + Penalty 955.568002 = -88437.402744 nChanged 6 SP:Iteration 15Q (118.766632 sec): 3 clusters Score: Raw -89395.284333 + Penalty 954.696570 = -88440.587764 nChanged 4 SP:Iteration 16Q (118.769843 sec): 3 clusters Score: Raw -89396.285719 + Penalty 954.474943 = -88441.810776 nChanged 5 SP:Iteration 17Q (118.773042 sec): 3 clusters Score: Raw -89397.351495 + Penalty 954.474943 = -88442.876552 nChanged 0 SP:Iteration 18F (118.776610 sec): 3 clusters Score: Raw -89397.351495 + Penalty 954.474943 = -88442.876552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.783340 sec): 2 clusters Score: Raw -55977.410461 + Penalty 236.047343 = -55741.363118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.785854 sec): 3 clusters Score: Raw -55202.793265 + Penalty 474.546116 = -54728.247149 nChanged 527 SP:Iteration 1F (118.788342 sec): 3 clusters Score: Raw -55510.689897 + Penalty 481.964990 = -55028.724907 nChanged 178 SP:Iteration 2F (118.790845 sec): 3 clusters Score: Raw -55631.149758 + Penalty 492.485265 = -55138.664493 nChanged 113 SP:Iteration 3F (118.793348 sec): 3 clusters Score: Raw -55702.378694 + Penalty 502.574682 = -55199.804012 nChanged 72 SP:Iteration 4F (118.795860 sec): 3 clusters Score: Raw -55748.374480 + Penalty 515.005586 = -55233.368894 nChanged 61 SP:Iteration 5Q (118.798377 sec): 3 clusters Score: Raw -55790.625850 + Penalty 531.662355 = -55258.963495 nChanged 61 SP:Iteration 6Q (118.800905 sec): 3 clusters Score: Raw -55836.282560 + Penalty 550.268320 = -55286.014240 nChanged 55 SP:Iteration 7Q (118.803434 sec): 3 clusters Score: Raw -55883.114377 + Penalty 563.573100 = -55319.541278 nChanged 45 SP:Iteration 8Q (118.805949 sec): 3 clusters Score: Raw -55916.335226 + Penalty 571.243401 = -55345.091825 nChanged 40 SP:Iteration 9Q (118.808439 sec): 3 clusters Score: Raw -55945.112200 + Penalty 579.898542 = -55365.213658 nChanged 33 SP:Iteration 10F (118.811016 sec): 3 clusters Score: Raw -55967.855491 + Penalty 593.683061 = -55374.172429 nChanged 29 SP:Iteration 11Q (118.813470 sec): 3 clusters Score: Raw -55988.994691 + Penalty 601.483864 = -55387.510827 nChanged 17 SP:Iteration 12Q (118.815877 sec): 3 clusters Score: Raw -56003.196163 + Penalty 602.951045 = -55400.245118 nChanged 12 SP:Iteration 13Q (118.818228 sec): 3 clusters Score: Raw -56015.343587 + Penalty 604.459490 = -55410.884097 nChanged 6 SP:Iteration 14Q (118.820518 sec): 3 clusters Score: Raw -56019.316314 + Penalty 611.076813 = -55408.239501 nChanged 3 SP:Iteration 15F (118.823214 sec): 3 clusters Score: Raw -56022.508516 + Penalty 616.836930 = -55405.671586 nChanged 2 SP:Iteration 16F (118.825802 sec): 3 clusters Score: Raw -56024.659467 + Penalty 620.644397 = -55404.015071 nChanged 2 SP:Iteration 17F (118.828424 sec): 3 clusters Score: Raw -56028.500371 + Penalty 626.284111 = -55402.216260 nChanged 3 SP:Iteration 18F (118.831018 sec): 3 clusters Score: Raw -56032.108668 + Penalty 630.663086 = -55401.445583 nChanged 2 SP:Iteration 19F (118.833609 sec): 3 clusters Score: Raw -56034.176455 + Penalty 631.796535 = -55402.379921 nChanged 2 SP:Iteration 20F (118.836210 sec): 3 clusters Score: Raw -56034.840984 + Penalty 631.796535 = -55403.044450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.838716 sec): 2 clusters Score: Raw -13872.926064 + Penalty 469.362788 = -13403.563276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.839571 sec): 3 clusters Score: Raw -13770.549138 + Penalty 938.439937 = -12832.109202 nChanged 104 SP:Iteration 1F (118.840408 sec): 3 clusters Score: Raw -13887.959213 + Penalty 935.130036 = -12952.829177 nChanged 26 SP:Iteration 2F (118.841239 sec): 3 clusters Score: Raw -13919.873885 + Penalty 934.735025 = -12985.138860 nChanged 11 SP:Iteration 3Q (118.842049 sec): 3 clusters Score: Raw -13935.901082 + Penalty 936.704193 = -12999.196890 nChanged 9 SP:Iteration 4Q (118.842860 sec): 3 clusters Score: Raw -13950.713167 + Penalty 937.010149 = -13013.703017 nChanged 9 SP:Iteration 5Q (118.843666 sec): 3 clusters Score: Raw -13962.081586 + Penalty 942.147842 = -13019.933744 nChanged 7 SP:Iteration 6Q (118.844470 sec): 3 clusters Score: Raw -13969.277165 + Penalty 945.362437 = -13023.914728 nChanged 6 SP:Iteration 7Q (118.845272 sec): 3 clusters Score: Raw -13975.098882 + Penalty 948.358418 = -13026.740464 nChanged 5 SP:Iteration 8Q (118.846072 sec): 3 clusters Score: Raw -13982.652683 + Penalty 951.661334 = -13030.991350 nChanged 3 SP:Iteration 9Q (118.846873 sec): 3 clusters Score: Raw -13987.690894 + Penalty 951.661334 = -13036.029560 nChanged 0 SP:Iteration 10F (118.847726 sec): 3 clusters Score: Raw -13987.690894 + Penalty 951.661334 = -13036.029560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.848908 sec): 2 clusters Score: Raw -11519.027892 + Penalty 589.761005 = -10929.266888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.849598 sec): 3 clusters Score: Raw -11473.377775 + Penalty 1176.057493 = -10297.320282 nChanged 47 SP:Iteration 1F (118.850287 sec): 3 clusters Score: Raw -11528.052576 + Penalty 1174.701793 = -10353.350783 nChanged 13 SP:Iteration 2F (118.850972 sec): 3 clusters Score: Raw -11545.399192 + Penalty 1174.344813 = -10371.054379 nChanged 8 SP:Iteration 3Q (118.851652 sec): 3 clusters Score: Raw -11565.097627 + Penalty 1174.218712 = -10390.878915 nChanged 6 SP:Iteration 4Q (118.852327 sec): 3 clusters Score: Raw -11581.703771 + Penalty 1173.693521 = -10408.010250 nChanged 5 SP:Iteration 5Q (118.853014 sec): 3 clusters Score: Raw -11590.987749 + Penalty 1174.533204 = -10416.454545 nChanged 4 SP:Iteration 6Q (118.853660 sec): 3 clusters Score: Raw -11603.456336 + Penalty 1176.014874 = -10427.441461 nChanged 4 SP:Iteration 7Q (118.854324 sec): 3 clusters Score: Raw -11610.106039 + Penalty 1174.852377 = -10435.253662 nChanged 3 SP:Iteration 8Q (118.854963 sec): 3 clusters Score: Raw -11614.383249 + Penalty 1172.651224 = -10441.732025 nChanged 3 SP:Iteration 9Q (118.855620 sec): 3 clusters Score: Raw -11620.153516 + Penalty 1172.323241 = -10447.830276 nChanged 2 SP:Iteration 10F (118.856286 sec): 3 clusters Score: Raw -11620.749302 + Penalty 1170.065750 = -10450.683551 nChanged 1 SP:Iteration 11Q (118.856944 sec): 3 clusters Score: Raw -11621.019400 + Penalty 1170.065750 = -10450.953650 nChanged 0 SP:Iteration 12F (118.857631 sec): 3 clusters Score: Raw -11621.019400 + Penalty 1170.065750 = -10450.953650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.858706 sec): 2 clusters Score: Raw -7984.796717 + Penalty 603.717944 = -7381.078773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.859317 sec): 3 clusters Score: Raw -7984.156808 + Penalty 1207.435888 = -6776.720921 nChanged 36 SP:Iteration 1F (118.859923 sec): 3 clusters Score: Raw -8072.268807 + Penalty 1209.062546 = -6863.206261 nChanged 14 SP:Iteration 2F (118.860522 sec): 3 clusters Score: Raw -8111.026298 + Penalty 1209.661046 = -6901.365252 nChanged 6 SP:Iteration 3Q (118.861090 sec): 3 clusters Score: Raw -8133.836498 + Penalty 1209.235887 = -6924.600611 nChanged 5 SP:Iteration 4Q (118.861655 sec): 3 clusters Score: Raw -8156.053441 + Penalty 1210.070909 = -6945.982531 nChanged 5 SP:Iteration 5Q (118.862196 sec): 3 clusters Score: Raw -8169.543862 + Penalty 1211.475650 = -6958.068212 nChanged 2 SP:Iteration 6Q (118.862733 sec): 3 clusters Score: Raw -8179.324487 + Penalty 1214.785553 = -6964.538933 nChanged 3 SP:Iteration 7Q (118.863268 sec): 3 clusters Score: Raw -8194.567025 + Penalty 1218.038080 = -6976.528945 nChanged 7 SP:Iteration 8Q (118.863798 sec): 3 clusters Score: Raw -8227.698210 + Penalty 1214.581233 = -7013.116977 nChanged 6 SP:Iteration 9Q (118.864329 sec): 3 clusters Score: Raw -8247.567696 + Penalty 1212.129245 = -7035.438451 nChanged 3 SP:Iteration 10F (118.864920 sec): 3 clusters Score: Raw -8253.258006 + Penalty 1212.129245 = -7041.128760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.866609 sec): 2 clusters Score: Raw -20143.095829 + Penalty 811.683874 = -19331.411956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.867600 sec): 3 clusters Score: Raw -20061.133431 + Penalty 1625.370846 = -18435.762584 nChanged 87 SP:Iteration 1F (118.868592 sec): 3 clusters Score: Raw -20170.009611 + Penalty 1626.100824 = -18543.908787 nChanged 23 SP:Iteration 2F (118.869579 sec): 3 clusters Score: Raw -20198.558996 + Penalty 1626.023126 = -18572.535870 nChanged 7 SP:Iteration 3Q (118.870547 sec): 3 clusters Score: Raw -20206.121954 + Penalty 1625.760837 = -18580.361117 nChanged 2 SP:Iteration 4Q (118.871476 sec): 3 clusters Score: Raw -20207.125834 + Penalty 1625.760837 = -18581.364996 nChanged 0 SP:Iteration 5F (118.872422 sec): 3 clusters Score: Raw -20207.125834 + Penalty 1625.760837 = -18581.364996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.874121 sec): 2 clusters Score: Raw -14560.372695 + Penalty 916.758325 = -13643.614370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.875123 sec): 3 clusters Score: Raw -14524.634486 + Penalty 1832.750539 = -12691.883946 nChanged 89 SP:Iteration 1F (118.876110 sec): 3 clusters Score: Raw -14663.942611 + Penalty 1833.187442 = -12830.755169 nChanged 29 SP:Iteration 2F (118.877094 sec): 3 clusters Score: Raw -14716.843694 + Penalty 1833.314049 = -12883.529645 nChanged 16 SP:Iteration 3Q (118.878042 sec): 3 clusters Score: Raw -14740.918313 + Penalty 1833.336082 = -12907.582231 nChanged 5 SP:Iteration 4Q (118.878982 sec): 3 clusters Score: Raw -14752.047164 + Penalty 1833.336761 = -12918.710402 nChanged 2 SP:Iteration 5Q (118.879920 sec): 3 clusters Score: Raw -14754.484655 + Penalty 1833.368758 = -12921.115897 nChanged 2 SP:Iteration 6Q (118.880859 sec): 3 clusters Score: Raw -14755.621257 + Penalty 1833.368758 = -12922.252499 nChanged 0 SP:Iteration 7F (118.881841 sec): 3 clusters Score: Raw -14755.621257 + Penalty 1833.368758 = -12922.252499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.883901 sec): 2 clusters Score: Raw -24896.927964 + Penalty 445.466367 = -24451.461597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.885158 sec): 3 clusters Score: Raw -24626.611473 + Penalty 896.599362 = -23730.012111 nChanged 176 SP:Iteration 1F (118.886362 sec): 3 clusters Score: Raw -24766.102048 + Penalty 908.106890 = -23857.995159 nChanged 68 SP:Iteration 2F (118.887552 sec): 3 clusters Score: Raw -24828.795252 + Penalty 924.712006 = -23904.083245 nChanged 34 SP:Iteration 3F (118.888734 sec): 3 clusters Score: Raw -24859.803171 + Penalty 939.890068 = -23919.913102 nChanged 17 SP:Iteration 4Q (118.889916 sec): 3 clusters Score: Raw -24878.211193 + Penalty 953.775800 = -23924.435393 nChanged 17 SP:Iteration 5Q (118.891095 sec): 3 clusters Score: Raw -24899.053275 + Penalty 959.782430 = -23939.270844 nChanged 8 SP:Iteration 6Q (118.892260 sec): 3 clusters Score: Raw -24905.440880 + Penalty 960.069362 = -23945.371518 nChanged 2 SP:Iteration 7Q (118.893418 sec): 3 clusters Score: Raw -24906.779948 + Penalty 960.249506 = -23946.530442 nChanged 2 SP:Iteration 8Q (118.894575 sec): 3 clusters Score: Raw -24908.620692 + Penalty 961.396183 = -23947.224508 nChanged 1 SP:Iteration 9Q (118.895712 sec): 3 clusters Score: Raw -24909.082332 + Penalty 961.396183 = -23947.686149 nChanged 0 SP:Iteration 10F (118.896871 sec): 3 clusters Score: Raw -24909.082332 + Penalty 961.396183 = -23947.686149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.898958 sec): 2 clusters Score: Raw -21712.474366 + Penalty 474.665003 = -21237.809363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.900127 sec): 3 clusters Score: Raw -21502.069058 + Penalty 949.187538 = -20552.881521 nChanged 150 SP:Iteration 1F (118.901285 sec): 3 clusters Score: Raw -21608.398379 + Penalty 948.012878 = -20660.385501 nChanged 44 SP:Iteration 2F (118.902438 sec): 3 clusters Score: Raw -21645.867362 + Penalty 948.493606 = -20697.373756 nChanged 34 SP:Iteration 3F (118.903595 sec): 3 clusters Score: Raw -21673.608829 + Penalty 949.981221 = -20723.627608 nChanged 28 SP:Iteration 4F (118.904751 sec): 3 clusters Score: Raw -21694.581886 + Penalty 951.281213 = -20743.300673 nChanged 18 SP:Iteration 5Q (118.905893 sec): 3 clusters Score: Raw -21705.534459 + Penalty 952.192630 = -20753.341829 nChanged 13 SP:Iteration 6Q (118.907036 sec): 3 clusters Score: Raw -21713.120551 + Penalty 953.739336 = -20759.381214 nChanged 10 SP:Iteration 7Q (118.908178 sec): 3 clusters Score: Raw -21719.012286 + Penalty 955.784410 = -20763.227876 nChanged 12 SP:Iteration 8Q (118.909324 sec): 3 clusters Score: Raw -21726.099762 + Penalty 958.472510 = -20767.627252 nChanged 11 SP:Iteration 9Q (118.910475 sec): 3 clusters Score: Raw -21733.100675 + Penalty 960.886527 = -20772.214148 nChanged 10 SP:Iteration 10F (118.911644 sec): 3 clusters Score: Raw -21738.340275 + Penalty 964.881823 = -20773.458452 nChanged 8 SP:Iteration 11Q (118.912849 sec): 3 clusters Score: Raw -21745.034634 + Penalty 967.364060 = -20777.670574 nChanged 6 SP:Iteration 12Q (118.914138 sec): 3 clusters Score: Raw -21751.109608 + Penalty 971.087432 = -20780.022176 nChanged 7 SP:Iteration 13Q (118.915367 sec): 3 clusters Score: Raw -21759.563331 + Penalty 972.704143 = -20786.859189 nChanged 6 SP:Iteration 14Q (118.916578 sec): 3 clusters Score: Raw -21764.181979 + Penalty 973.752283 = -20790.429696 nChanged 5 SP:Iteration 15Q (118.917723 sec): 3 clusters Score: Raw -21766.636150 + Penalty 975.545492 = -20791.090657 nChanged 6 SP:Iteration 16Q (118.918879 sec): 3 clusters Score: Raw -21771.266219 + Penalty 974.470285 = -20796.795934 nChanged 3 SP:Iteration 17Q (118.920031 sec): 3 clusters Score: Raw -21779.040462 + Penalty 977.051030 = -20801.989432 nChanged 6 SP:Iteration 18Q (118.921187 sec): 3 clusters Score: Raw -21783.229114 + Penalty 981.630044 = -20801.599070 nChanged 7 SP:Iteration 19F (118.922370 sec): 3 clusters Score: Raw -21786.694797 + Penalty 983.396031 = -20803.298766 nChanged 3 SP:Iteration 20F (118.923580 sec): 3 clusters Score: Raw -21788.385997 + Penalty 985.089984 = -20803.296013 nChanged 4 SP:Iteration 21F (118.924761 sec): 3 clusters Score: Raw -21791.545275 + Penalty 988.832144 = -20802.713131 nChanged 5 SP:Iteration 22F (118.925944 sec): 3 clusters Score: Raw -21794.068329 + Penalty 988.960096 = -20805.108233 nChanged 5 SP:Iteration 23Q (118.927106 sec): 3 clusters Score: Raw -21797.693473 + Penalty 989.547014 = -20808.146459 nChanged 4 SP:Iteration 24Q (118.928268 sec): 3 clusters Score: Raw -21800.361295 + Penalty 992.578280 = -20807.783015 nChanged 2 SP:Iteration 25F (118.929453 sec): 3 clusters Score: Raw -21800.843848 + Penalty 992.578280 = -20808.265567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.930405 sec): 2 clusters Score: Raw -6321.463278 + Penalty 119.743563 = -6201.719716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.930928 sec): 3 clusters Score: Raw -6261.081940 + Penalty 239.487126 = -6021.594815 nChanged 54 SP:Iteration 1F (118.931456 sec): 3 clusters Score: Raw -6308.619234 + Penalty 239.487126 = -6069.132108 nChanged 10 SP:Iteration 2F (118.931968 sec): 3 clusters Score: Raw -6321.078792 + Penalty 239.179007 = -6081.899784 nChanged 8 SP:Iteration 3Q (118.932473 sec): 3 clusters Score: Raw -6328.277131 + Penalty 239.104023 = -6089.173108 nChanged 4 SP:Iteration 4Q (118.932975 sec): 3 clusters Score: Raw -6329.043185 + Penalty 238.905966 = -6090.137220 nChanged 1 SP:Iteration 5Q (118.933476 sec): 3 clusters Score: Raw -6329.525354 + Penalty 238.863102 = -6090.662252 nChanged 2 SP:Iteration 6Q (118.933976 sec): 3 clusters Score: Raw -6332.402967 + Penalty 239.043628 = -6093.359338 nChanged 1 SP:Iteration 7Q (118.934477 sec): 3 clusters Score: Raw -6333.173458 + Penalty 238.998938 = -6094.174520 nChanged 2 SP:Iteration 8Q (118.934977 sec): 3 clusters Score: Raw -6335.033070 + Penalty 238.422924 = -6096.610146 nChanged 7 SP:Iteration 9Q (118.935479 sec): 3 clusters Score: Raw -6343.254046 + Penalty 235.950038 = -6107.304008 nChanged 10 SP:Iteration 10F (118.935987 sec): 3 clusters Score: Raw -6366.653961 + Penalty 233.363732 = -6133.290229 nChanged 6 SP:Iteration 11Q (118.936482 sec): 3 clusters Score: Raw -6374.787261 + Penalty 232.253855 = -6142.533407 nChanged 5 SP:Iteration 12Q (118.936970 sec): 3 clusters Score: Raw -6383.478749 + Penalty 229.273552 = -6154.205196 nChanged 3 SP:Iteration 13Q (118.937467 sec): 3 clusters Score: Raw -6387.935755 + Penalty 228.871216 = -6159.064539 nChanged 2 SP:Iteration 14Q (118.937956 sec): 3 clusters Score: Raw -6392.223031 + Penalty 228.825747 = -6163.397284 nChanged 2 SP:Iteration 15Q (118.938445 sec): 3 clusters Score: Raw -6394.738107 + Penalty 228.905638 = -6165.832469 nChanged 1 SP:Iteration 16Q (118.938929 sec): 3 clusters Score: Raw -6398.468682 + Penalty 228.422197 = -6170.046485 nChanged 1 SP:Iteration 17Q (118.939409 sec): 3 clusters Score: Raw -6400.649935 + Penalty 228.422197 = -6172.227738 nChanged 0 SP:Iteration 18F (118.939925 sec): 3 clusters Score: Raw -6400.649935 + Penalty 228.422197 = -6172.227738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.940791 sec): 2 clusters Score: Raw -4254.647708 + Penalty 278.060980 = -3976.586728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.941265 sec): 3 clusters Score: Raw -4262.275093 + Penalty 581.379551 = -3680.895542 nChanged 35 SP:Iteration 1F (118.941744 sec): 3 clusters Score: Raw -4337.191088 + Penalty 588.143726 = -3749.047362 nChanged 6 SP:Iteration 2Q (118.942196 sec): 3 clusters Score: Raw -4354.688867 + Penalty 589.396599 = -3765.292268 nChanged 2 SP:Iteration 3Q (118.942645 sec): 3 clusters Score: Raw -4358.266173 + Penalty 592.671691 = -3765.594481 nChanged 1 SP:Iteration 4Q (118.943115 sec): 3 clusters Score: Raw -4360.048679 + Penalty 592.336804 = -3767.711875 nChanged 1 SP:Iteration 5Q (118.943565 sec): 3 clusters Score: Raw -4361.113844 + Penalty 593.257401 = -3767.856443 nChanged 1 SP:Iteration 6Q (118.944013 sec): 3 clusters Score: Raw -4361.675672 + Penalty 593.257401 = -3768.418271 nChanged 0 SP:Iteration 7F (118.944482 sec): 3 clusters Score: Raw -4361.675672 + Penalty 593.257401 = -3768.418271 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 49 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.946678 sec): 2 clusters Score: Raw -26294.010213 + Penalty 951.135805 = -25342.874408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.947994 sec): 3 clusters Score: Raw -26172.693016 + Penalty 1902.197854 = -24270.495162 nChanged 150 SP:Iteration 1F (118.949295 sec): 3 clusters Score: Raw -26323.509098 + Penalty 1902.493423 = -24421.015675 nChanged 44 SP:Iteration 2F (118.950591 sec): 3 clusters Score: Raw -26364.495803 + Penalty 1902.932571 = -24461.563232 nChanged 21 SP:Iteration 3Q (118.951854 sec): 3 clusters Score: Raw -26388.812385 + Penalty 1903.709021 = -24485.103364 nChanged 22 SP:Iteration 4Q (118.953108 sec): 3 clusters Score: Raw -26418.681812 + Penalty 1904.191435 = -24514.490377 nChanged 18 SP:Iteration 5Q (118.954378 sec): 3 clusters Score: Raw -26447.423409 + Penalty 1905.448566 = -24541.974843 nChanged 18 SP:Iteration 6Q (118.955620 sec): 3 clusters Score: Raw -26466.135915 + Penalty 1905.766845 = -24560.369070 nChanged 12 SP:Iteration 7Q (118.956861 sec): 3 clusters Score: Raw -26476.754998 + Penalty 1905.927601 = -24570.827397 nChanged 6 SP:Iteration 8Q (118.958103 sec): 3 clusters Score: Raw -26481.973208 + Penalty 1906.566366 = -24575.406842 nChanged 7 SP:Iteration 9Q (118.959331 sec): 3 clusters Score: Raw -26492.362798 + Penalty 1907.807343 = -24584.555456 nChanged 6 SP:Iteration 10F (118.960602 sec): 3 clusters Score: Raw -26501.454124 + Penalty 1907.928968 = -24593.525157 nChanged 6 SP:Iteration 11Q (118.961852 sec): 3 clusters Score: Raw -26509.853275 + Penalty 1907.787124 = -24602.066151 nChanged 8 SP:Iteration 12Q (118.963082 sec): 3 clusters Score: Raw -26524.051662 + Penalty 1907.493699 = -24616.557963 nChanged 6 SP:Iteration 13Q (118.964301 sec): 3 clusters Score: Raw -26532.219918 + Penalty 1908.146757 = -24624.073161 nChanged 7 SP:Iteration 14Q (118.965518 sec): 3 clusters Score: Raw -26549.548355 + Penalty 1907.017695 = -24642.530660 nChanged 10 SP:Iteration 15Q (118.966772 sec): 3 clusters Score: Raw -26566.118003 + Penalty 1905.585674 = -24660.532329 nChanged 10 SP:Iteration 16Q (118.968121 sec): 3 clusters Score: Raw -26576.839403 + Penalty 1905.517937 = -24671.321466 nChanged 6 SP:Iteration 17Q (118.969328 sec): 3 clusters Score: Raw -26584.694141 + Penalty 1906.299817 = -24678.394324 nChanged 5 SP:Iteration 18Q (118.970537 sec): 3 clusters Score: Raw -26591.619734 + Penalty 1905.323738 = -24686.295996 nChanged 4 SP:Iteration 19Q (118.971737 sec): 3 clusters Score: Raw -26599.769087 + Penalty 1905.390841 = -24694.378246 nChanged 3 SP:Iteration 20F (118.973000 sec): 3 clusters Score: Raw -26605.085580 + Penalty 1904.906781 = -24700.178799 nChanged 3 SP:Iteration 21Q (118.974222 sec): 3 clusters Score: Raw -26608.229194 + Penalty 1904.623165 = -24703.606029 nChanged 1 SP:Iteration 22Q (118.975424 sec): 3 clusters Score: Raw -26608.803611 + Penalty 1904.332644 = -24704.470968 nChanged 1 SP:Iteration 23Q (118.976626 sec): 3 clusters Score: Raw -26609.512229 + Penalty 1904.332644 = -24705.179585 nChanged 0 SP:Iteration 24F (118.977886 sec): 3 clusters Score: Raw -26609.512229 + Penalty 1904.332644 = -24705.179585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 57 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.980627 sec): 2 clusters Score: Raw -33888.654457 + Penalty 821.666366 = -33066.988092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.982237 sec): 3 clusters Score: Raw -33581.098560 + Penalty 1646.171838 = -31934.926722 nChanged 203 SP:Iteration 1F (118.983776 sec): 3 clusters Score: Raw -33780.858257 + Penalty 1655.353394 = -32125.504862 nChanged 84 SP:Iteration 2F (118.985316 sec): 3 clusters Score: Raw -33892.146657 + Penalty 1663.336193 = -32228.810465 nChanged 50 SP:Iteration 3F (118.986858 sec): 3 clusters Score: Raw -33963.657073 + Penalty 1666.938288 = -32296.718785 nChanged 35 SP:Iteration 4Q (118.988372 sec): 3 clusters Score: Raw -34011.797835 + Penalty 1673.071818 = -32338.726017 nChanged 38 SP:Iteration 5F (118.989919 sec): 3 clusters Score: Raw -34071.944708 + Penalty 1680.484267 = -32391.460441 nChanged 27 SP:Iteration 6Q (118.991419 sec): 3 clusters Score: Raw -34109.190803 + Penalty 1686.273539 = -32422.917264 nChanged 16 SP:Iteration 7Q (118.992902 sec): 3 clusters Score: Raw -34132.746620 + Penalty 1687.386359 = -32445.360261 nChanged 20 SP:Iteration 8Q (118.994415 sec): 3 clusters Score: Raw -34152.573082 + Penalty 1689.366318 = -32463.206764 nChanged 13 SP:Iteration 9Q (118.995906 sec): 3 clusters Score: Raw -34173.434169 + Penalty 1692.072339 = -32481.361830 nChanged 12 SP:Iteration 10F (118.997475 sec): 3 clusters Score: Raw -34197.225832 + Penalty 1692.722549 = -32504.503283 nChanged 9 SP:Iteration 11Q (118.998921 sec): 3 clusters Score: Raw -34215.404421 + Penalty 1692.660401 = -32522.744020 nChanged 7 SP:Iteration 12Q (119.000395 sec): 3 clusters Score: Raw -34223.843134 + Penalty 1691.816192 = -32532.026942 nChanged 2 SP:Iteration 13Q (119.001842 sec): 3 clusters Score: Raw -34224.773188 + Penalty 1691.816192 = -32532.956996 nChanged 0 SP:Iteration 14F (119.003414 sec): 3 clusters Score: Raw -34224.773188 + Penalty 1691.816192 = -32532.956996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.004817 sec): 2 clusters Score: Raw -13625.963659 + Penalty 695.487957 = -12930.475701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.005600 sec): 3 clusters Score: Raw -13566.410723 + Penalty 1392.317162 = -12174.093561 nChanged 53 SP:Iteration 1F (119.006370 sec): 3 clusters Score: Raw -13632.915920 + Penalty 1392.518463 = -12240.397457 nChanged 17 SP:Iteration 2F (119.007139 sec): 3 clusters Score: Raw -13665.857086 + Penalty 1393.250616 = -12272.606470 nChanged 11 SP:Iteration 3Q (119.007891 sec): 3 clusters Score: Raw -13681.002957 + Penalty 1393.188124 = -12287.814832 nChanged 3 SP:Iteration 4Q (119.008637 sec): 3 clusters Score: Raw -13685.839652 + Penalty 1393.052476 = -12292.787176 nChanged 2 SP:Iteration 5Q (119.009353 sec): 3 clusters Score: Raw -13687.730145 + Penalty 1393.052476 = -12294.677669 nChanged 0 SP:Iteration 6F (119.010094 sec): 3 clusters Score: Raw -13687.730145 + Penalty 1393.052476 = -12294.677669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.012097 sec): 2 clusters Score: Raw -17451.884609 + Penalty 598.519511 = -16853.365098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.013262 sec): 3 clusters Score: Raw -17318.004395 + Penalty 1201.653295 = -16116.351100 nChanged 137 SP:Iteration 1F (119.014406 sec): 3 clusters Score: Raw -17505.231904 + Penalty 1199.295122 = -16305.936782 nChanged 37 SP:Iteration 2F (119.015550 sec): 3 clusters Score: Raw -17556.213425 + Penalty 1197.990211 = -16358.223214 nChanged 15 SP:Iteration 3Q (119.016657 sec): 3 clusters Score: Raw -17581.959858 + Penalty 1197.300015 = -16384.659842 nChanged 14 SP:Iteration 4Q (119.017758 sec): 3 clusters Score: Raw -17603.483304 + Penalty 1197.079767 = -16406.403537 nChanged 9 SP:Iteration 5Q (119.018857 sec): 3 clusters Score: Raw -17610.812523 + Penalty 1196.522573 = -16414.289950 nChanged 8 SP:Iteration 6Q (119.019957 sec): 3 clusters Score: Raw -17628.301257 + Penalty 1196.557132 = -16431.744125 nChanged 7 SP:Iteration 7Q (119.021091 sec): 3 clusters Score: Raw -17638.433755 + Penalty 1196.619311 = -16441.814444 nChanged 8 SP:Iteration 8Q (119.022186 sec): 3 clusters Score: Raw -17648.122669 + Penalty 1196.673825 = -16451.448844 nChanged 6 SP:Iteration 9Q (119.023277 sec): 3 clusters Score: Raw -17655.974976 + Penalty 1196.655391 = -16459.319585 nChanged 5 SP:Iteration 10F (119.024426 sec): 3 clusters Score: Raw -17659.593783 + Penalty 1196.811816 = -16462.781967 nChanged 1 SP:Iteration 11Q (119.025502 sec): 3 clusters Score: Raw -17660.110186 + Penalty 1196.904905 = -16463.205282 nChanged 1 SP:Iteration 12Q (119.026580 sec): 3 clusters Score: Raw -17660.617886 + Penalty 1197.039430 = -16463.578456 nChanged 2 SP:Iteration 13Q (119.027674 sec): 3 clusters Score: Raw -17664.419939 + Penalty 1197.861142 = -16466.558797 nChanged 7 SP:Iteration 14Q (119.028765 sec): 3 clusters Score: Raw -17670.117878 + Penalty 1198.087933 = -16472.029946 nChanged 2 SP:Iteration 15Q (119.029856 sec): 3 clusters Score: Raw -17672.925956 + Penalty 1198.021771 = -16474.904185 nChanged 2 SP:Iteration 16Q (119.030945 sec): 3 clusters Score: Raw -17674.573416 + Penalty 1197.923257 = -16476.650159 nChanged 1 SP:Iteration 17Q (119.032035 sec): 3 clusters Score: Raw -17675.542118 + Penalty 1198.366321 = -16477.175797 nChanged 2 SP:Iteration 18Q (119.033125 sec): 3 clusters Score: Raw -17681.683767 + Penalty 1198.801503 = -16482.882264 nChanged 4 SP:Iteration 19Q (119.034210 sec): 3 clusters Score: Raw -17688.823871 + Penalty 1199.026904 = -16489.796967 nChanged 5 SP:Iteration 20F (119.035362 sec): 3 clusters Score: Raw -17699.677619 + Penalty 1199.574767 = -16500.102852 nChanged 6 SP:Iteration 21Q (119.036445 sec): 3 clusters Score: Raw -17710.989959 + Penalty 1199.663863 = -16511.326096 nChanged 3 SP:Iteration 22Q (119.037524 sec): 3 clusters Score: Raw -17720.315139 + Penalty 1200.475526 = -16519.839613 nChanged 6 SP:Iteration 23Q (119.038602 sec): 3 clusters Score: Raw -17726.398253 + Penalty 1200.897683 = -16525.500570 nChanged 2 SP:Iteration 24Q (119.039676 sec): 3 clusters Score: Raw -17731.477950 + Penalty 1200.710931 = -16530.767019 nChanged 1 SP:Iteration 25Q (119.040751 sec): 3 clusters Score: Raw -17731.940732 + Penalty 1200.710931 = -16531.229801 nChanged 0 SP:Iteration 26F (119.041905 sec): 3 clusters Score: Raw -17731.940732 + Penalty 1200.710931 = -16531.229801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.042798 sec): 2 clusters Score: Raw -5917.164485 + Penalty 263.267204 = -5653.897282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.043281 sec): 3 clusters Score: Raw -5879.371133 + Penalty 567.704150 = -5311.666982 nChanged 42 SP:Iteration 1F (119.043762 sec): 3 clusters Score: Raw -5936.897062 + Penalty 624.740431 = -5312.156632 nChanged 11 SP:Iteration 2F (119.044243 sec): 3 clusters Score: Raw -5969.957718 + Penalty 650.484744 = -5319.472974 nChanged 3 SP:Iteration 3Q (119.044696 sec): 3 clusters Score: Raw -5981.338006 + Penalty 650.364718 = -5330.973288 nChanged 3 SP:Iteration 4Q (119.045141 sec): 3 clusters Score: Raw -5989.887049 + Penalty 649.847665 = -5340.039385 nChanged 2 SP:Iteration 5Q (119.045584 sec): 3 clusters Score: Raw -5993.892866 + Penalty 658.326085 = -5335.566781 nChanged 1 SP:Iteration 6F (119.046065 sec): 3 clusters Score: Raw -6001.805378 + Penalty 658.326085 = -5343.479293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.047319 sec): 2 clusters Score: Raw -13134.427287 + Penalty 879.302688 = -12255.124599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.048035 sec): 3 clusters Score: Raw -13139.520082 + Penalty 1757.383434 = -11382.136648 nChanged 40 SP:Iteration 1F (119.048738 sec): 3 clusters Score: Raw -13227.356206 + Penalty 1757.518686 = -11469.837520 nChanged 15 SP:Iteration 2F (119.049458 sec): 3 clusters Score: Raw -13268.090289 + Penalty 1756.707850 = -11511.382439 nChanged 8 SP:Iteration 3Q (119.050136 sec): 3 clusters Score: Raw -13292.285769 + Penalty 1756.499924 = -11535.785844 nChanged 4 SP:Iteration 4Q (119.050803 sec): 3 clusters Score: Raw -13307.047075 + Penalty 1757.186785 = -11549.860290 nChanged 3 SP:Iteration 5Q (119.051465 sec): 3 clusters Score: Raw -13314.796008 + Penalty 1756.716450 = -11558.079558 nChanged 2 SP:Iteration 6Q (119.052123 sec): 3 clusters Score: Raw -13317.560432 + Penalty 1756.506333 = -11561.054099 nChanged 1 SP:Iteration 7Q (119.052783 sec): 3 clusters Score: Raw -13317.790241 + Penalty 1756.506333 = -11561.283908 nChanged 0 SP:Iteration 8F (119.053483 sec): 3 clusters Score: Raw -13317.790241 + Penalty 1756.506333 = -11561.283908 nChanged 0 Time taken for this iteration:118.013591 seconds. 300->32 Clusters: Score -1513352.177188, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =504.637886 ms) Total iterations: 2820 (time per iteration =42.232107 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7901203750.000000 (time per metric unit =15.072962ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 197530093750.000000 (time per metric unit=602.918465ps) That took 119.094541 seconds.