FileBase DT1_rLS_20150727_2232um ElecNo 4 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.40 and 0.60 GB. - 8 bytes per element (scalar), 27017300 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.19 and 0.29 GB. - 8 bytes per element (scalar), 12968304 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.05 and 0.07 GB. - 2 bytes per element (data_int), 12968304 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.04 GB. - 1 bytes per element (char), 12968304 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.04 GB. - 1 bytes per element (char), 12968304 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=540346, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.69 and 1.04 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 540346 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 540346 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 18 (716 points): Lose 50.661091 but Gain 2144.994305 Iteration 0F (13.690932 sec): 19 clusters Score: Raw -34126974.000174 + Penalty 38609.897491 = -34088364.102684 nChanged 510244 Deleting Class 2 (870 points): Lose 1411.498709 but Gain 2144.994305 Iteration 1F (20.129471 sec): 18 clusters Score: Raw -38495407.417094 + Penalty 36464.903186 = -38458942.513908 nChanged 220810 Deleting Class 4 (720 points): Lose 1634.267937 but Gain 2144.994305 Iteration 2F (26.256342 sec): 17 clusters Score: Raw -39398381.310930 + Penalty 34319.908881 = -39364061.402050 nChanged 109134 Iteration 3F (32.035035 sec): 17 clusters Score: Raw -39800797.090416 + Penalty 34319.908881 = -39766477.181535 nChanged 63366 Iteration 4F (37.842750 sec): 17 clusters Score: Raw -39958206.481956 + Penalty 34319.908881 = -39923886.573075 nChanged 41096 Iteration 5F (43.629925 sec): 17 clusters Score: Raw -40026549.505557 + Penalty 34319.908881 = -39992229.596677 nChanged 31513 Iteration 6F (49.405747 sec): 17 clusters Score: Raw -40072585.641948 + Penalty 34319.908881 = -40038265.733068 nChanged 27525 Iteration 7F (55.303957 sec): 17 clusters Score: Raw -40105157.579498 + Penalty 34319.908881 = -40070837.670618 nChanged 24346 Iteration 8Q (57.706218 sec): 17 clusters Score: Raw -40127576.242577 + Penalty 34319.908881 = -40093256.333696 nChanged 20966 Iteration 9Q (60.338329 sec): 17 clusters Score: Raw -40146287.339240 + Penalty 34319.908881 = -40111967.430360 nChanged 18191 Iteration 10Q (62.884824 sec): 17 clusters Score: Raw -40163558.011819 + Penalty 34319.908881 = -40129238.102939 nChanged 17546 Iteration 11Q (65.362346 sec): 17 clusters Score: Raw -40182537.577369 + Penalty 34319.908881 = -40148217.668488 nChanged 16423 Iteration 12Q (67.660155 sec): 17 clusters Score: Raw -40201241.294239 + Penalty 34319.908881 = -40166921.385358 nChanged 13990 Iteration 13Q (69.900093 sec): 17 clusters Score: Raw -40211400.358928 + Penalty 34319.908881 = -40177080.450047 nChanged 10762 Iteration 14Q (72.204918 sec): 17 clusters Score: Raw -40216274.051597 + Penalty 34319.908881 = -40181954.142717 nChanged 8379 Iteration 15Q (74.664686 sec): 17 clusters Score: Raw -40218930.218558 + Penalty 34319.908881 = -40184610.309678 nChanged 6527 Iteration 16Q (77.090388 sec): 17 clusters Score: Raw -40220821.499155 + Penalty 34319.908881 = -40186501.590275 nChanged 5694 Iteration 17Q (79.427256 sec): 17 clusters Score: Raw -40222444.806639 + Penalty 34319.908881 = -40188124.897758 nChanged 5062 Iteration 18Q (81.917363 sec): 17 clusters Score: Raw -40224181.362182 + Penalty 34319.908881 = -40189861.453301 nChanged 4740 Iteration 19Q (84.188834 sec): 17 clusters Score: Raw -40225869.345659 + Penalty 34319.908881 = -40191549.436778 nChanged 4401 Writing temp clu file Because OldScore, -40189861.453301, is greater than current (better) Score,-40191549.436778 Compute initial score before splitting: Score: Raw -40225869.345659 + Penalty 34319.908881 = -40191549.436778 Trying to split cluster 1 (15811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.508013 sec): 2 clusters Score: Raw -1149184.055826 + Penalty 1571.124942 = -1147612.930884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.572416 sec): 3 clusters Score: Raw -1139736.113642 + Penalty 3142.249883 = -1136593.863759 nChanged 7094 SP:Iteration 1F (84.656952 sec): 3 clusters Score: Raw -1143862.293628 + Penalty 3142.249883 = -1140720.043744 nChanged 1153 SP:Iteration 2F (84.740003 sec): 3 clusters Score: Raw -1144714.342308 + Penalty 3142.249883 = -1141572.092424 nChanged 1301 SP:Iteration 3F (84.821684 sec): 3 clusters Score: Raw -1145853.477471 + Penalty 3142.249883 = -1142711.227588 nChanged 1480 SP:Iteration 4F (84.898214 sec): 3 clusters Score: Raw -1147412.268231 + Penalty 3142.249883 = -1144270.018348 nChanged 1611 SP:Iteration 5F (84.971292 sec): 3 clusters Score: Raw -1149365.184396 + Penalty 3142.249883 = -1146222.934513 nChanged 1345 SP:Iteration 6F (85.048380 sec): 3 clusters Score: Raw -1150914.899047 + Penalty 3142.249883 = -1147772.649164 nChanged 834 SP:Iteration 7F (85.117290 sec): 3 clusters Score: Raw -1151627.048733 + Penalty 3142.249883 = -1148484.798849 nChanged 453 SP:Iteration 8Q (85.196349 sec): 3 clusters Score: Raw -1151884.746736 + Penalty 3142.249883 = -1148742.496852 nChanged 276 SP:Iteration 9Q (85.273705 sec): 3 clusters Score: Raw -1151995.730833 + Penalty 3142.249883 = -1148853.480950 nChanged 161 SP:Iteration 10Q (85.350062 sec): 3 clusters Score: Raw -1152039.688036 + Penalty 3142.249883 = -1148897.438152 nChanged 109 SP:Iteration 11Q (85.424956 sec): 3 clusters Score: Raw -1152068.439965 + Penalty 3142.249883 = -1148926.190082 nChanged 102 SP:Iteration 12Q (85.489319 sec): 3 clusters Score: Raw -1152090.797072 + Penalty 3142.249883 = -1148948.547189 nChanged 84 SP:Iteration 13Q (85.577113 sec): 3 clusters Score: Raw -1152109.263297 + Penalty 3142.249883 = -1148967.013414 nChanged 81 SP:Iteration 14Q (85.652228 sec): 3 clusters Score: Raw -1152129.589134 + Penalty 3142.249883 = -1148987.339250 nChanged 75 SP:Iteration 15Q (85.716435 sec): 3 clusters Score: Raw -1152143.850131 + Penalty 3142.249883 = -1149001.600248 nChanged 65 SP:Iteration 16Q (85.792132 sec): 3 clusters Score: Raw -1152155.033713 + Penalty 3142.249883 = -1149012.783830 nChanged 54 SP:Iteration 17Q (85.876469 sec): 3 clusters Score: Raw -1152164.081723 + Penalty 3142.249883 = -1149021.831840 nChanged 42 SP:Iteration 18Q (85.954701 sec): 3 clusters Score: Raw -1152169.683027 + Penalty 3142.249883 = -1149027.433143 nChanged 38 SP:Iteration 19Q (86.018378 sec): 3 clusters Score: Raw -1152173.846882 + Penalty 3142.249883 = -1149031.596999 nChanged 24 SP:Iteration 20F (86.092734 sec): 3 clusters Score: Raw -1152175.794583 + Penalty 3142.249883 = -1149033.544699 nChanged 16 SP:Iteration 21Q (86.180404 sec): 3 clusters Score: Raw -1152177.097591 + Penalty 3142.249883 = -1149034.847707 nChanged 15 SP:Iteration 22Q (86.255780 sec): 3 clusters Score: Raw -1152178.265125 + Penalty 3142.249883 = -1149036.015242 nChanged 9 SP:Iteration 23Q (86.321147 sec): 3 clusters Score: Raw -1152179.085871 + Penalty 3142.249883 = -1149036.835987 nChanged 9 SP:Iteration 24Q (86.391796 sec): 3 clusters Score: Raw -1152180.079247 + Penalty 3142.249883 = -1149037.829364 nChanged 12 SP:Iteration 25Q (86.466775 sec): 3 clusters Score: Raw -1152180.743056 + Penalty 3142.249883 = -1149038.493173 nChanged 3 SP:Iteration 26Q (86.544037 sec): 3 clusters Score: Raw -1152180.827442 + Penalty 3142.249883 = -1149038.577559 nChanged 4 SP:Iteration 27Q (86.631571 sec): 3 clusters Score: Raw -1152181.148113 + Penalty 3142.249883 = -1149038.898230 nChanged 6 SP:Iteration 28Q (86.698219 sec): 3 clusters Score: Raw -1152181.496747 + Penalty 3142.249883 = -1149039.246864 nChanged 1 SP:Iteration 29Q (86.766763 sec): 3 clusters Score: Raw -1152181.521200 + Penalty 3142.249883 = -1149039.271317 nChanged 1 SP:Iteration 30Q (86.844495 sec): 3 clusters Score: Raw -1152181.618422 + Penalty 3142.249883 = -1149039.368539 nChanged 1 SP:Iteration 31Q (86.917841 sec): 3 clusters Score: Raw -1152181.657478 + Penalty 3142.249883 = -1149039.407594 nChanged 1 SP:Iteration 32Q (87.001605 sec): 3 clusters Score: Raw -1152181.704730 + Penalty 3142.249883 = -1149039.454847 nChanged 0 SP:Iteration 33F (87.077689 sec): 3 clusters Score: Raw -1152181.704730 + Penalty 3142.249883 = -1149039.454847 nChanged 0 Score: Raw -40229612.071633 + Penalty 36464.903186 = -40193147.168447 Splitting cluster 1 changes total score from -40191549.436778 to -40193147.168447 So it's getting split into cluster 2. Trying to split cluster 3 (13433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.926838 sec): 2 clusters Score: Raw -1055420.374780 + Penalty 1544.638817 = -1053875.735962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.992390 sec): 3 clusters Score: Raw -1047620.560327 + Penalty 3089.277635 = -1044531.282692 nChanged 5965 SP:Iteration 1F (93.065671 sec): 3 clusters Score: Raw -1051172.203613 + Penalty 3089.277635 = -1048082.925978 nChanged 1214 SP:Iteration 2F (93.122727 sec): 3 clusters Score: Raw -1053560.336371 + Penalty 3089.277635 = -1050471.058736 nChanged 1864 SP:Iteration 3F (93.190680 sec): 3 clusters Score: Raw -1062367.285604 + Penalty 3089.277635 = -1059278.007969 nChanged 2106 SP:Iteration 4F (93.266139 sec): 3 clusters Score: Raw -1072444.571571 + Penalty 3089.277635 = -1069355.293936 nChanged 948 SP:Iteration 5F (93.338521 sec): 3 clusters Score: Raw -1074582.986493 + Penalty 3089.277635 = -1071493.708859 nChanged 267 SP:Iteration 6Q (93.403684 sec): 3 clusters Score: Raw -1075677.682320 + Penalty 3089.277635 = -1072588.404685 nChanged 107 SP:Iteration 7Q (93.470598 sec): 3 clusters Score: Raw -1076542.156896 + Penalty 3089.277635 = -1073452.879261 nChanged 34 SP:Iteration 8Q (93.523936 sec): 3 clusters Score: Raw -1077297.221292 + Penalty 3089.277635 = -1074207.943657 nChanged 4 SP:Iteration 9Q (93.588748 sec): 3 clusters Score: Raw -1077380.377840 + Penalty 3089.277635 = -1074291.100205 nChanged 0 SP:Iteration 10F (93.660585 sec): 3 clusters Score: Raw -1077380.377840 + Penalty 3089.277635 = -1074291.100205 nChanged 0 Score: Raw -40251572.074693 + Penalty 38609.897491 = -40212962.177202 Splitting cluster 3 changes total score from -40191549.436778 to -40212962.177202 So it's getting split into cluster 4. Trying to split cluster 5 (73172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.926896 sec): 2 clusters Score: Raw -5704391.862314 + Penalty 1820.092318 = -5702571.769996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.096870 sec): 3 clusters Score: Raw -5657495.537260 + Penalty 3640.184637 = -5653855.352624 nChanged 34593 SP:Iteration 1F (100.262950 sec): 3 clusters Score: Raw -5679007.314559 + Penalty 3640.184637 = -5675367.129922 nChanged 4711 SP:Iteration 2F (100.428099 sec): 3 clusters Score: Raw -5683175.585692 + Penalty 3640.184637 = -5679535.401055 nChanged 6567 SP:Iteration 3F (100.601031 sec): 3 clusters Score: Raw -5691542.027641 + Penalty 3640.184637 = -5687901.843004 nChanged 8217 SP:Iteration 4F (100.770914 sec): 3 clusters Score: Raw -5702974.759226 + Penalty 3640.184637 = -5699334.574590 nChanged 7749 SP:Iteration 5F (100.934432 sec): 3 clusters Score: Raw -5713252.616925 + Penalty 3640.184637 = -5709612.432288 nChanged 6132 SP:Iteration 6F (101.122411 sec): 3 clusters Score: Raw -5722729.517360 + Penalty 3640.184637 = -5719089.332723 nChanged 4647 SP:Iteration 7F (101.289364 sec): 3 clusters Score: Raw -5732390.690678 + Penalty 3640.184637 = -5728750.506041 nChanged 2812 SP:Iteration 8Q (101.462409 sec): 3 clusters Score: Raw -5735713.455190 + Penalty 3640.184637 = -5732073.270554 nChanged 1496 SP:Iteration 9Q (101.616128 sec): 3 clusters Score: Raw -5736357.955490 + Penalty 3640.184637 = -5732717.770853 nChanged 702 SP:Iteration 10Q (101.787036 sec): 3 clusters Score: Raw -5736501.111618 + Penalty 3640.184637 = -5732860.926981 nChanged 357 SP:Iteration 11Q (101.945598 sec): 3 clusters Score: Raw -5736542.050337 + Penalty 3640.184637 = -5732901.865701 nChanged 213 SP:Iteration 12Q (102.102867 sec): 3 clusters Score: Raw -5736556.856278 + Penalty 3640.184637 = -5732916.671641 nChanged 119 SP:Iteration 13Q (102.259734 sec): 3 clusters Score: Raw -5736563.082548 + Penalty 3640.184637 = -5732922.897911 nChanged 80 SP:Iteration 14Q (102.416250 sec): 3 clusters Score: Raw -5736566.326979 + Penalty 3640.184637 = -5732926.142342 nChanged 49 SP:Iteration 15Q (102.570268 sec): 3 clusters Score: Raw -5736567.980262 + Penalty 3640.184637 = -5732927.795625 nChanged 35 SP:Iteration 16Q (102.732406 sec): 3 clusters Score: Raw -5736568.973707 + Penalty 3640.184637 = -5732928.789070 nChanged 26 SP:Iteration 17Q (102.876038 sec): 3 clusters Score: Raw -5736569.752915 + Penalty 3640.184637 = -5732929.568278 nChanged 30 SP:Iteration 18Q (103.050184 sec): 3 clusters Score: Raw -5736570.409648 + Penalty 3640.184637 = -5732930.225011 nChanged 19 SP:Iteration 19Q (103.216292 sec): 3 clusters Score: Raw -5736570.879215 + Penalty 3640.184637 = -5732930.694578 nChanged 13 SP:Iteration 20F (103.377865 sec): 3 clusters Score: Raw -5736571.124595 + Penalty 3640.184637 = -5732930.939958 nChanged 7 SP:Iteration 21Q (103.554155 sec): 3 clusters Score: Raw -5736571.255417 + Penalty 3640.184637 = -5732931.070780 nChanged 5 SP:Iteration 22Q (103.714728 sec): 3 clusters Score: Raw -5736571.334458 + Penalty 3640.184637 = -5732931.149822 nChanged 5 SP:Iteration 23Q (103.866608 sec): 3 clusters Score: Raw -5736571.406761 + Penalty 3640.184637 = -5732931.222124 nChanged 5 SP:Iteration 24Q (104.029639 sec): 3 clusters Score: Raw -5736571.513930 + Penalty 3640.184637 = -5732931.329294 nChanged 6 SP:Iteration 25Q (104.188148 sec): 3 clusters Score: Raw -5736571.596488 + Penalty 3640.184637 = -5732931.411851 nChanged 2 SP:Iteration 26Q (104.345773 sec): 3 clusters Score: Raw -5736571.607698 + Penalty 3640.184637 = -5732931.423061 nChanged 2 SP:Iteration 27Q (104.510512 sec): 3 clusters Score: Raw -5736571.632443 + Penalty 3640.184637 = -5732931.447806 nChanged 0 SP:Iteration 28F (104.685739 sec): 3 clusters Score: Raw -5736571.632443 + Penalty 3640.184637 = -5732931.447806 nChanged 0 Score: Raw -40283751.844821 + Penalty 40754.891796 = -40242996.953025 Splitting cluster 5 changes total score from -40191549.436778 to -40242996.953025 So it's getting split into cluster 18. Trying to split cluster 6 (54972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.607112 sec): 2 clusters Score: Raw -4330629.929620 + Penalty 1773.619127 = -4328856.310493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.742352 sec): 3 clusters Score: Raw -4295610.001545 + Penalty 3547.238254 = -4292062.763291 nChanged 25855 SP:Iteration 1F (111.892722 sec): 3 clusters Score: Raw -4310500.285831 + Penalty 3547.238254 = -4306953.047577 nChanged 2528 SP:Iteration 2Q (112.031597 sec): 3 clusters Score: Raw -4311593.094496 + Penalty 3547.238254 = -4308045.856242 nChanged 3058 SP:Iteration 3F (112.162557 sec): 3 clusters Score: Raw -4313349.814233 + Penalty 3547.238254 = -4309802.575979 nChanged 3695 SP:Iteration 4F (112.298873 sec): 3 clusters Score: Raw -4316088.551020 + Penalty 3547.238254 = -4312541.312765 nChanged 4222 SP:Iteration 5F (112.448182 sec): 3 clusters Score: Raw -4319509.501228 + Penalty 3547.238254 = -4315962.262974 nChanged 4119 SP:Iteration 6F (112.590878 sec): 3 clusters Score: Raw -4322512.718238 + Penalty 3547.238254 = -4318965.479984 nChanged 3320 SP:Iteration 7F (112.734950 sec): 3 clusters Score: Raw -4324412.704370 + Penalty 3547.238254 = -4320865.466115 nChanged 2468 SP:Iteration 8Q (112.878472 sec): 3 clusters Score: Raw -4325497.550994 + Penalty 3547.238254 = -4321950.312740 nChanged 1770 SP:Iteration 9Q (113.007260 sec): 3 clusters Score: Raw -4326116.070354 + Penalty 3547.238254 = -4322568.832100 nChanged 1346 SP:Iteration 10Q (113.163636 sec): 3 clusters Score: Raw -4326504.675585 + Penalty 3547.238254 = -4322957.437331 nChanged 1039 SP:Iteration 11Q (113.300888 sec): 3 clusters Score: Raw -4326782.363627 + Penalty 3547.238254 = -4323235.125373 nChanged 909 SP:Iteration 12Q (113.438434 sec): 3 clusters Score: Raw -4326998.552997 + Penalty 3547.238254 = -4323451.314743 nChanged 746 SP:Iteration 13Q (113.572775 sec): 3 clusters Score: Raw -4327170.641842 + Penalty 3547.238254 = -4323623.403588 nChanged 665 SP:Iteration 14Q (113.712868 sec): 3 clusters Score: Raw -4327320.547899 + Penalty 3547.238254 = -4323773.309645 nChanged 631 SP:Iteration 15Q (113.849639 sec): 3 clusters Score: Raw -4327457.937448 + Penalty 3547.238254 = -4323910.699193 nChanged 565 SP:Iteration 16Q (113.983064 sec): 3 clusters Score: Raw -4327582.629578 + Penalty 3547.238254 = -4324035.391324 nChanged 536 SP:Iteration 17Q (114.136002 sec): 3 clusters Score: Raw -4327699.720273 + Penalty 3547.238254 = -4324152.482018 nChanged 557 SP:Iteration 18Q (114.279105 sec): 3 clusters Score: Raw -4327824.936493 + Penalty 3547.238254 = -4324277.698239 nChanged 544 SP:Iteration 19Q (114.422237 sec): 3 clusters Score: Raw -4327944.099883 + Penalty 3547.238254 = -4324396.861629 nChanged 517 SP:Iteration 20F (114.557914 sec): 3 clusters Score: Raw -4328066.022855 + Penalty 3547.238254 = -4324518.784601 nChanged 532 SP:Iteration 21Q (114.697714 sec): 3 clusters Score: Raw -4328194.463824 + Penalty 3547.238254 = -4324647.225570 nChanged 576 SP:Iteration 22Q (114.849848 sec): 3 clusters Score: Raw -4328340.882453 + Penalty 3547.238254 = -4324793.644198 nChanged 617 SP:Iteration 23Q (114.997138 sec): 3 clusters Score: Raw -4328498.866495 + Penalty 3547.238254 = -4324951.628241 nChanged 589 SP:Iteration 24Q (115.140960 sec): 3 clusters Score: Raw -4328657.525137 + Penalty 3547.238254 = -4325110.286883 nChanged 586 SP:Iteration 25Q (115.281919 sec): 3 clusters Score: Raw -4328811.993803 + Penalty 3547.238254 = -4325264.755549 nChanged 578 SP:Iteration 26Q (115.427379 sec): 3 clusters Score: Raw -4328961.392425 + Penalty 3547.238254 = -4325414.154170 nChanged 559 SP:Iteration 27Q (115.578798 sec): 3 clusters Score: Raw -4329114.161086 + Penalty 3547.238254 = -4325566.922831 nChanged 565 SP:Iteration 28Q (115.721461 sec): 3 clusters Score: Raw -4329268.503062 + Penalty 3547.238254 = -4325721.264808 nChanged 534 SP:Iteration 29Q (115.856284 sec): 3 clusters Score: Raw -4329389.345262 + Penalty 3547.238254 = -4325842.107008 nChanged 509 SP:Iteration 30Q (115.996786 sec): 3 clusters Score: Raw -4329500.145321 + Penalty 3547.238254 = -4325952.907067 nChanged 472 SP:Iteration 31Q (116.135892 sec): 3 clusters Score: Raw -4329597.075692 + Penalty 3547.238254 = -4326049.837438 nChanged 453 SP:Iteration 32Q (116.271178 sec): 3 clusters Score: Raw -4329682.650536 + Penalty 3547.238254 = -4326135.412282 nChanged 368 SP:Iteration 33Q (116.418323 sec): 3 clusters Score: Raw -4329750.346171 + Penalty 3547.238254 = -4326203.107917 nChanged 366 SP:Iteration 34Q (116.553573 sec): 3 clusters Score: Raw -4329819.009674 + Penalty 3547.238254 = -4326271.771420 nChanged 366 SP:Iteration 35Q (116.681980 sec): 3 clusters Score: Raw -4329887.160067 + Penalty 3547.238254 = -4326339.921813 nChanged 385 SP:Iteration 36Q (116.825734 sec): 3 clusters Score: Raw -4329959.243395 + Penalty 3547.238254 = -4326412.005141 nChanged 370 SP:Iteration 37Q (116.960092 sec): 3 clusters Score: Raw -4330023.273737 + Penalty 3547.238254 = -4326476.035483 nChanged 365 SP:Iteration 38Q (117.093470 sec): 3 clusters Score: Raw -4330086.851104 + Penalty 3547.238254 = -4326539.612850 nChanged 337 SP:Iteration 39Q (117.216328 sec): 3 clusters Score: Raw -4330144.926366 + Penalty 3547.238254 = -4326597.688112 nChanged 338 SP:Iteration 40F (117.362677 sec): 3 clusters Score: Raw -4330219.373719 + Penalty 3547.238254 = -4326672.135465 nChanged 364 SP:Iteration 41Q (117.497188 sec): 3 clusters Score: Raw -4330287.918456 + Penalty 3547.238254 = -4326740.680201 nChanged 349 SP:Iteration 42Q (117.641530 sec): 3 clusters Score: Raw -4330348.295239 + Penalty 3547.238254 = -4326801.056985 nChanged 348 SP:Iteration 43Q (117.779837 sec): 3 clusters Score: Raw -4330399.272248 + Penalty 3547.238254 = -4326852.033994 nChanged 320 SP:Iteration 44Q (117.922790 sec): 3 clusters Score: Raw -4330446.191114 + Penalty 3547.238254 = -4326898.952860 nChanged 309 SP:Iteration 45Q (118.062996 sec): 3 clusters Score: Raw -4330486.981872 + Penalty 3547.238254 = -4326939.743618 nChanged 312 SP:Iteration 46Q (118.196518 sec): 3 clusters Score: Raw -4330527.123101 + Penalty 3547.238254 = -4326979.884847 nChanged 300 SP:Iteration 47Q (118.332688 sec): 3 clusters Score: Raw -4330567.346587 + Penalty 3547.238254 = -4327020.108333 nChanged 300 SP:Iteration 48Q (118.461768 sec): 3 clusters Score: Raw -4330608.670103 + Penalty 3547.238254 = -4327061.431849 nChanged 277 SP:Iteration 49Q (118.604771 sec): 3 clusters Score: Raw -4330642.970727 + Penalty 3547.238254 = -4327095.732473 nChanged 255 SP:Iteration 50Q (118.740459 sec): 3 clusters Score: Raw -4330669.327677 + Penalty 3547.238254 = -4327122.089423 nChanged 244 SP:Iteration 51Q (118.880347 sec): 3 clusters Score: Raw -4330695.766025 + Penalty 3547.238254 = -4327148.527771 nChanged 233 SP:Iteration 52Q (119.018502 sec): 3 clusters Score: Raw -4330719.961003 + Penalty 3547.238254 = -4327172.722749 nChanged 205 SP:Iteration 53Q (119.148281 sec): 3 clusters Score: Raw -4330740.251421 + Penalty 3547.238254 = -4327193.013167 nChanged 205 SP:Iteration 54Q (119.297951 sec): 3 clusters Score: Raw -4330759.695503 + Penalty 3547.238254 = -4327212.457249 nChanged 205 SP:Iteration 55Q (119.434603 sec): 3 clusters Score: Raw -4330779.418712 + Penalty 3547.238254 = -4327232.180458 nChanged 185 SP:Iteration 56Q (119.571886 sec): 3 clusters Score: Raw -4330796.221570 + Penalty 3547.238254 = -4327248.983316 nChanged 189 SP:Iteration 57Q (119.706630 sec): 3 clusters Score: Raw -4330814.794462 + Penalty 3547.238254 = -4327267.556208 nChanged 188 SP:Iteration 58Q (119.837298 sec): 3 clusters Score: Raw -4330831.465156 + Penalty 3547.238254 = -4327284.226902 nChanged 183 SP:Iteration 59Q (119.971638 sec): 3 clusters Score: Raw -4330848.455211 + Penalty 3547.238254 = -4327301.216957 nChanged 190 SP:Iteration 60F (120.105012 sec): 3 clusters Score: Raw -4330867.212778 + Penalty 3547.238254 = -4327319.974523 nChanged 194 SP:Iteration 61Q (120.247780 sec): 3 clusters Score: Raw -4330884.681727 + Penalty 3547.238254 = -4327337.443473 nChanged 169 SP:Iteration 62Q (120.373773 sec): 3 clusters Score: Raw -4330899.312476 + Penalty 3547.238254 = -4327352.074221 nChanged 193 SP:Iteration 63Q (120.500040 sec): 3 clusters Score: Raw -4330919.608112 + Penalty 3547.238254 = -4327372.369858 nChanged 215 SP:Iteration 64Q (120.644684 sec): 3 clusters Score: Raw -4330946.556359 + Penalty 3547.238254 = -4327399.318104 nChanged 225 SP:Iteration 65Q (120.776284 sec): 3 clusters Score: Raw -4330979.126069 + Penalty 3547.238254 = -4327431.887814 nChanged 243 SP:Iteration 66Q (120.907000 sec): 3 clusters Score: Raw -4331010.748982 + Penalty 3547.238254 = -4327463.510728 nChanged 230 SP:Iteration 67Q (121.036883 sec): 3 clusters Score: Raw -4331043.228769 + Penalty 3547.238254 = -4327495.990515 nChanged 208 SP:Iteration 68Q (121.171022 sec): 3 clusters Score: Raw -4331074.112663 + Penalty 3547.238254 = -4327526.874409 nChanged 229 SP:Iteration 69Q (121.303720 sec): 3 clusters Score: Raw -4331104.681633 + Penalty 3547.238254 = -4327557.443379 nChanged 219 SP:Iteration 70Q (121.425765 sec): 3 clusters Score: Raw -4331135.403094 + Penalty 3547.238254 = -4327588.164840 nChanged 206 SP:Iteration 71Q (121.556656 sec): 3 clusters Score: Raw -4331162.251751 + Penalty 3547.238254 = -4327615.013496 nChanged 208 SP:Iteration 72Q (121.686623 sec): 3 clusters Score: Raw -4331186.641726 + Penalty 3547.238254 = -4327639.403472 nChanged 215 SP:Iteration 73Q (121.815453 sec): 3 clusters Score: Raw -4331211.808668 + Penalty 3547.238254 = -4327664.570414 nChanged 216 SP:Iteration 74Q (121.955258 sec): 3 clusters Score: Raw -4331238.077428 + Penalty 3547.238254 = -4327690.839174 nChanged 224 SP:Iteration 75Q (122.090387 sec): 3 clusters Score: Raw -4331266.790795 + Penalty 3547.238254 = -4327719.552541 nChanged 213 SP:Iteration 76Q (122.216000 sec): 3 clusters Score: Raw -4331292.775176 + Penalty 3547.238254 = -4327745.536922 nChanged 199 SP:Iteration 77Q (122.335593 sec): 3 clusters Score: Raw -4331319.337604 + Penalty 3547.238254 = -4327772.099350 nChanged 191 SP:Iteration 78Q (122.491280 sec): 3 clusters Score: Raw -4331347.429971 + Penalty 3547.238254 = -4327800.191717 nChanged 225 SP:Iteration 79Q (122.625352 sec): 3 clusters Score: Raw -4331382.295076 + Penalty 3547.238254 = -4327835.056822 nChanged 231 SP:Iteration 80F (122.766749 sec): 3 clusters Score: Raw -4331417.137783 + Penalty 3547.238254 = -4327869.899529 nChanged 236 SP:Iteration 81Q (122.906068 sec): 3 clusters Score: Raw -4331453.734386 + Penalty 3547.238254 = -4327906.496132 nChanged 231 SP:Iteration 82Q (123.034423 sec): 3 clusters Score: Raw -4331488.781597 + Penalty 3547.238254 = -4327941.543343 nChanged 216 SP:Iteration 83Q (123.167345 sec): 3 clusters Score: Raw -4331520.095766 + Penalty 3547.238254 = -4327972.857512 nChanged 201 SP:Iteration 84Q (123.302807 sec): 3 clusters Score: Raw -4331547.790005 + Penalty 3547.238254 = -4328000.551751 nChanged 189 SP:Iteration 85Q (123.433696 sec): 3 clusters Score: Raw -4331574.810438 + Penalty 3547.238254 = -4328027.572183 nChanged 174 SP:Iteration 86Q (123.580214 sec): 3 clusters Score: Raw -4331597.990297 + Penalty 3547.238254 = -4328050.752043 nChanged 161 SP:Iteration 87Q (123.720941 sec): 3 clusters Score: Raw -4331618.272070 + Penalty 3547.238254 = -4328071.033816 nChanged 156 SP:Iteration 88Q (123.846754 sec): 3 clusters Score: Raw -4331638.858212 + Penalty 3547.238254 = -4328091.619958 nChanged 162 SP:Iteration 89Q (123.977692 sec): 3 clusters Score: Raw -4331663.020541 + Penalty 3547.238254 = -4328115.782287 nChanged 182 SP:Iteration 90Q (124.106961 sec): 3 clusters Score: Raw -4331691.133443 + Penalty 3547.238254 = -4328143.895189 nChanged 177 SP:Iteration 91Q (124.232285 sec): 3 clusters Score: Raw -4331715.486822 + Penalty 3547.238254 = -4328168.248568 nChanged 183 SP:Iteration 92Q (124.361395 sec): 3 clusters Score: Raw -4331741.945848 + Penalty 3547.238254 = -4328194.707594 nChanged 182 SP:Iteration 93Q (124.482237 sec): 3 clusters Score: Raw -4331769.927423 + Penalty 3547.238254 = -4328222.689169 nChanged 174 SP:Iteration 94Q (124.627457 sec): 3 clusters Score: Raw -4331798.341196 + Penalty 3547.238254 = -4328251.102942 nChanged 182 SP:Iteration 95Q (124.756313 sec): 3 clusters Score: Raw -4331837.957443 + Penalty 3547.238254 = -4328290.719189 nChanged 195 SP:Iteration 96Q (124.890390 sec): 3 clusters Score: Raw -4331884.410122 + Penalty 3547.238254 = -4328337.171867 nChanged 199 SP:Iteration 97Q (125.018956 sec): 3 clusters Score: Raw -4331948.838402 + Penalty 3547.238254 = -4328401.600147 nChanged 218 SP:Iteration 98Q (125.148016 sec): 3 clusters Score: Raw -4332062.900885 + Penalty 3547.238254 = -4328515.662631 nChanged 284 SP:Iteration 99Q (125.276631 sec): 3 clusters Score: Raw -4332292.355157 + Penalty 3547.238254 = -4328745.116903 nChanged 336 SP:Iteration 100F (125.404556 sec): 3 clusters Score: Raw -4332638.254241 + Penalty 3547.238254 = -4329091.015987 nChanged 368 SP:Iteration 101Q (125.536569 sec): 3 clusters Score: Raw -4332947.393183 + Penalty 3547.238254 = -4329400.154929 nChanged 330 SP:Iteration 102Q (125.652135 sec): 3 clusters Score: Raw -4333081.099910 + Penalty 3547.238254 = -4329533.861656 nChanged 258 SP:Iteration 103Q (125.789130 sec): 3 clusters Score: Raw -4333132.346491 + Penalty 3547.238254 = -4329585.108237 nChanged 178 SP:Iteration 104Q (125.915140 sec): 3 clusters Score: Raw -4333163.698665 + Penalty 3547.238254 = -4329616.460411 nChanged 130 SP:Iteration 105Q (126.033647 sec): 3 clusters Score: Raw -4333179.618216 + Penalty 3547.238254 = -4329632.379961 nChanged 84 SP:Iteration 106Q (126.164786 sec): 3 clusters Score: Raw -4333187.859085 + Penalty 3547.238254 = -4329640.620831 nChanged 49 SP:Iteration 107Q (126.296488 sec): 3 clusters Score: Raw -4333191.135177 + Penalty 3547.238254 = -4329643.896923 nChanged 39 SP:Iteration 108Q (126.430830 sec): 3 clusters Score: Raw -4333193.643971 + Penalty 3547.238254 = -4329646.405717 nChanged 30 SP:Iteration 109Q (126.558010 sec): 3 clusters Score: Raw -4333195.187430 + Penalty 3547.238254 = -4329647.949176 nChanged 19 SP:Iteration 110Q (126.678230 sec): 3 clusters Score: Raw -4333196.355851 + Penalty 3547.238254 = -4329649.117597 nChanged 18 SP:Iteration 111Q (126.806800 sec): 3 clusters Score: Raw -4333197.347589 + Penalty 3547.238254 = -4329650.109335 nChanged 12 SP:Iteration 112Q (126.934856 sec): 3 clusters Score: Raw -4333197.923287 + Penalty 3547.238254 = -4329650.685032 nChanged 7 SP:Iteration 113Q (127.053995 sec): 3 clusters Score: Raw -4333198.188029 + Penalty 3547.238254 = -4329650.949775 nChanged 7 SP:Iteration 114Q (127.176686 sec): 3 clusters Score: Raw -4333198.492839 + Penalty 3547.238254 = -4329651.254585 nChanged 9 SP:Iteration 115Q (127.316054 sec): 3 clusters Score: Raw -4333198.981463 + Penalty 3547.238254 = -4329651.743209 nChanged 9 SP:Iteration 116Q (127.442203 sec): 3 clusters Score: Raw -4333199.344480 + Penalty 3547.238254 = -4329652.106226 nChanged 7 SP:Iteration 117Q (127.562493 sec): 3 clusters Score: Raw -4333199.674960 + Penalty 3547.238254 = -4329652.436706 nChanged 6 SP:Iteration 118Q (127.678623 sec): 3 clusters Score: Raw -4333199.910913 + Penalty 3547.238254 = -4329652.672659 nChanged 4 SP:Iteration 119Q (127.806860 sec): 3 clusters Score: Raw -4333200.045083 + Penalty 3547.238254 = -4329652.806829 nChanged 2 SP:Iteration 120F (127.941792 sec): 3 clusters Score: Raw -4333200.148554 + Penalty 3547.238254 = -4329652.910300 nChanged 1 SP:Iteration 121Q (128.077775 sec): 3 clusters Score: Raw -4333200.202150 + Penalty 3547.238254 = -4329652.963895 nChanged 3 SP:Iteration 122Q (128.209205 sec): 3 clusters Score: Raw -4333200.337581 + Penalty 3547.238254 = -4329653.099327 nChanged 3 SP:Iteration 123Q (128.336120 sec): 3 clusters Score: Raw -4333200.434762 + Penalty 3547.238254 = -4329653.196508 nChanged 0 SP:Iteration 124F (128.473646 sec): 3 clusters Score: Raw -4333200.434762 + Penalty 3547.238254 = -4329653.196508 nChanged 0 Score: Raw -40286322.349963 + Penalty 42899.886101 = -40243422.463863 Splitting cluster 6 changes total score from -40191549.436778 to -40243422.463863 So it's getting split into cluster 20. Trying to split cluster 7 (3104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.626331 sec): 2 clusters Score: Raw -155303.010076 + Penalty 1306.572618 = -153996.437458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.677268 sec): 3 clusters Score: Raw -154098.414806 + Penalty 2613.145236 = -151485.269569 nChanged 1302 SP:Iteration 1F (135.721935 sec): 3 clusters Score: Raw -156363.326272 + Penalty 2613.145236 = -153750.181036 nChanged 463 SP:Iteration 2F (135.780545 sec): 3 clusters Score: Raw -157313.799017 + Penalty 2613.145236 = -154700.653781 nChanged 293 SP:Iteration 3F (135.832347 sec): 3 clusters Score: Raw -157993.934307 + Penalty 2613.145236 = -155380.789070 nChanged 226 SP:Iteration 4F (135.872865 sec): 3 clusters Score: Raw -158623.361787 + Penalty 2613.145236 = -156010.216551 nChanged 210 SP:Iteration 5F (135.931604 sec): 3 clusters Score: Raw -159454.058658 + Penalty 2613.145236 = -156840.913421 nChanged 150 SP:Iteration 6Q (135.984939 sec): 3 clusters Score: Raw -160072.547647 + Penalty 2613.145236 = -157459.402411 nChanged 128 SP:Iteration 7Q (136.026323 sec): 3 clusters Score: Raw -160421.243165 + Penalty 2613.145236 = -157808.097928 nChanged 110 SP:Iteration 8Q (136.087010 sec): 3 clusters Score: Raw -160632.270336 + Penalty 2613.145236 = -158019.125100 nChanged 92 SP:Iteration 9Q (136.136497 sec): 3 clusters Score: Raw -160809.149307 + Penalty 2613.145236 = -158196.004070 nChanged 65 SP:Iteration 10Q (136.187140 sec): 3 clusters Score: Raw -160862.661565 + Penalty 2613.145236 = -158249.516329 nChanged 48 SP:Iteration 11Q (136.231486 sec): 3 clusters Score: Raw -160887.067139 + Penalty 2613.145236 = -158273.921902 nChanged 49 SP:Iteration 12Q (136.284626 sec): 3 clusters Score: Raw -160931.808102 + Penalty 2613.145236 = -158318.662865 nChanged 63 SP:Iteration 13Q (136.343568 sec): 3 clusters Score: Raw -161033.321103 + Penalty 2613.145236 = -158420.175867 nChanged 84 SP:Iteration 14Q (136.385455 sec): 3 clusters Score: Raw -161161.401657 + Penalty 2613.145236 = -158548.256420 nChanged 152 SP:Iteration 15Q (136.442126 sec): 3 clusters Score: Raw -161490.093194 + Penalty 2613.145236 = -158876.947957 nChanged 168 SP:Iteration 16F (136.484202 sec): 3 clusters Score: Raw -161850.649995 + Penalty 2613.145236 = -159237.504759 nChanged 81 SP:Iteration 17Q (136.532653 sec): 3 clusters Score: Raw -161947.111993 + Penalty 2613.145236 = -159333.966756 nChanged 26 SP:Iteration 18Q (136.580718 sec): 3 clusters Score: Raw -161961.313702 + Penalty 2613.145236 = -159348.168466 nChanged 7 SP:Iteration 19Q (136.639325 sec): 3 clusters Score: Raw -161967.838006 + Penalty 2613.145236 = -159354.692769 nChanged 4 SP:Iteration 20F (136.693634 sec): 3 clusters Score: Raw -161969.963238 + Penalty 2613.145236 = -159356.818001 nChanged 1 SP:Iteration 21Q (136.745364 sec): 3 clusters Score: Raw -161970.016080 + Penalty 2613.145236 = -159356.870844 nChanged 1 SP:Iteration 22Q (136.792404 sec): 3 clusters Score: Raw -161970.137074 + Penalty 2613.145236 = -159356.991837 nChanged 1 SP:Iteration 23Q (136.845367 sec): 3 clusters Score: Raw -161970.187523 + Penalty 2613.145236 = -159357.042286 nChanged 0 SP:Iteration 24F (136.889616 sec): 3 clusters Score: Raw -161970.187523 + Penalty 2613.145236 = -159357.042286 nChanged 0 Score: Raw -40292989.527410 + Penalty 45044.880406 = -40247944.647005 Splitting cluster 7 changes total score from -40191549.436778 to -40247944.647005 So it's getting split into cluster 21. Trying to split cluster 8 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.302724 sec): 2 clusters Score: Raw -114344.401156 + Penalty 1206.038566 = -113138.362590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.346493 sec): 3 clusters Score: Raw -113819.553266 + Penalty 2412.077133 = -111407.476133 nChanged 626 SP:Iteration 1F (144.394588 sec): 3 clusters Score: Raw -115139.315606 + Penalty 2412.077133 = -112727.238473 nChanged 298 SP:Iteration 2F (144.441308 sec): 3 clusters Score: Raw -116298.333955 + Penalty 2412.077133 = -113886.256822 nChanged 150 SP:Iteration 3F (144.486824 sec): 3 clusters Score: Raw -116852.386389 + Penalty 2412.077133 = -114440.309256 nChanged 67 SP:Iteration 4Q (144.545348 sec): 3 clusters Score: Raw -117100.984797 + Penalty 2412.077133 = -114688.907664 nChanged 61 SP:Iteration 5Q (144.597110 sec): 3 clusters Score: Raw -117340.380244 + Penalty 2412.077133 = -114928.303111 nChanged 53 SP:Iteration 6Q (144.644611 sec): 3 clusters Score: Raw -117477.428139 + Penalty 2412.077133 = -115065.351006 nChanged 53 SP:Iteration 7Q (144.692222 sec): 3 clusters Score: Raw -117604.236864 + Penalty 2412.077133 = -115192.159731 nChanged 52 SP:Iteration 8Q (144.734209 sec): 3 clusters Score: Raw -117730.883019 + Penalty 2412.077133 = -115318.805886 nChanged 56 SP:Iteration 9Q (144.776882 sec): 3 clusters Score: Raw -117844.273071 + Penalty 2412.077133 = -115432.195938 nChanged 60 SP:Iteration 10Q (144.831481 sec): 3 clusters Score: Raw -117974.232865 + Penalty 2412.077133 = -115562.155732 nChanged 63 SP:Iteration 11Q (144.884282 sec): 3 clusters Score: Raw -118128.788685 + Penalty 2412.077133 = -115716.711552 nChanged 43 SP:Iteration 12Q (144.933310 sec): 3 clusters Score: Raw -118227.643234 + Penalty 2412.077133 = -115815.566101 nChanged 29 SP:Iteration 13Q (144.968481 sec): 3 clusters Score: Raw -118276.821190 + Penalty 2412.077133 = -115864.744057 nChanged 13 SP:Iteration 14Q (145.024634 sec): 3 clusters Score: Raw -118289.149678 + Penalty 2412.077133 = -115877.072545 nChanged 8 SP:Iteration 15Q (145.077621 sec): 3 clusters Score: Raw -118294.408864 + Penalty 2412.077133 = -115882.331731 nChanged 3 SP:Iteration 16Q (145.123568 sec): 3 clusters Score: Raw -118296.804657 + Penalty 2412.077133 = -115884.727524 nChanged 2 SP:Iteration 17Q (145.177731 sec): 3 clusters Score: Raw -118297.497737 + Penalty 2412.077133 = -115885.420604 nChanged 0 SP:Iteration 18F (145.222099 sec): 3 clusters Score: Raw -118297.497737 + Penalty 2412.077133 = -115885.420604 nChanged 0 Score: Raw -40296942.623991 + Penalty 47189.874711 = -40249752.749280 Splitting cluster 8 changes total score from -40191549.436778 to -40249752.749280 So it's getting split into cluster 22. Trying to split cluster 9 (11181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.052895 sec): 2 clusters Score: Raw -812113.180480 + Penalty 1514.820318 = -810598.360162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.119411 sec): 3 clusters Score: Raw -805783.507050 + Penalty 3029.640636 = -802753.866414 nChanged 4888 SP:Iteration 1F (153.174277 sec): 3 clusters Score: Raw -809267.569290 + Penalty 3029.640636 = -806237.928654 nChanged 1148 SP:Iteration 2F (153.249210 sec): 3 clusters Score: Raw -810559.984889 + Penalty 3029.640636 = -807530.344253 nChanged 1116 SP:Iteration 3F (153.311028 sec): 3 clusters Score: Raw -811734.507957 + Penalty 3029.640636 = -808704.867321 nChanged 991 SP:Iteration 4F (153.376943 sec): 3 clusters Score: Raw -812702.550449 + Penalty 3029.640636 = -809672.909812 nChanged 809 SP:Iteration 5F (153.438736 sec): 3 clusters Score: Raw -813394.270736 + Penalty 3029.640636 = -810364.630100 nChanged 599 SP:Iteration 6F (153.510053 sec): 3 clusters Score: Raw -813825.509095 + Penalty 3029.640636 = -810795.868459 nChanged 451 SP:Iteration 7Q (153.575611 sec): 3 clusters Score: Raw -814126.275604 + Penalty 3029.640636 = -811096.634968 nChanged 364 SP:Iteration 8Q (153.632244 sec): 3 clusters Score: Raw -814365.792736 + Penalty 3029.640636 = -811336.152100 nChanged 280 SP:Iteration 9Q (153.699227 sec): 3 clusters Score: Raw -814542.622182 + Penalty 3029.640636 = -811512.981546 nChanged 233 SP:Iteration 10Q (153.755766 sec): 3 clusters Score: Raw -814677.398840 + Penalty 3029.640636 = -811647.758204 nChanged 175 SP:Iteration 11Q (153.831221 sec): 3 clusters Score: Raw -814763.713800 + Penalty 3029.640636 = -811734.073164 nChanged 126 SP:Iteration 12Q (153.888173 sec): 3 clusters Score: Raw -814813.439773 + Penalty 3029.640636 = -811783.799136 nChanged 93 SP:Iteration 13Q (153.957955 sec): 3 clusters Score: Raw -814844.634731 + Penalty 3029.640636 = -811814.994094 nChanged 75 SP:Iteration 14Q (154.028190 sec): 3 clusters Score: Raw -814866.151592 + Penalty 3029.640636 = -811836.510956 nChanged 64 SP:Iteration 15Q (154.081783 sec): 3 clusters Score: Raw -814883.088279 + Penalty 3029.640636 = -811853.447643 nChanged 48 SP:Iteration 16Q (154.150649 sec): 3 clusters Score: Raw -814894.331356 + Penalty 3029.640636 = -811864.690720 nChanged 39 SP:Iteration 17Q (154.216030 sec): 3 clusters Score: Raw -814903.101241 + Penalty 3029.640636 = -811873.460604 nChanged 36 SP:Iteration 18Q (154.278476 sec): 3 clusters Score: Raw -814912.469089 + Penalty 3029.640636 = -811882.828452 nChanged 35 SP:Iteration 19Q (154.345448 sec): 3 clusters Score: Raw -814920.129471 + Penalty 3029.640636 = -811890.488835 nChanged 24 SP:Iteration 20F (154.410059 sec): 3 clusters Score: Raw -814925.934723 + Penalty 3029.640636 = -811896.294087 nChanged 19 SP:Iteration 21Q (154.472764 sec): 3 clusters Score: Raw -814930.247727 + Penalty 3029.640636 = -811900.607091 nChanged 16 SP:Iteration 22Q (154.526918 sec): 3 clusters Score: Raw -814933.391823 + Penalty 3029.640636 = -811903.751186 nChanged 10 SP:Iteration 23Q (154.594379 sec): 3 clusters Score: Raw -814935.440405 + Penalty 3029.640636 = -811905.799769 nChanged 9 SP:Iteration 24Q (154.659990 sec): 3 clusters Score: Raw -814937.790506 + Penalty 3029.640636 = -811908.149870 nChanged 7 SP:Iteration 25Q (154.719583 sec): 3 clusters Score: Raw -814939.356536 + Penalty 3029.640636 = -811909.715900 nChanged 8 SP:Iteration 26Q (154.784141 sec): 3 clusters Score: Raw -814941.069649 + Penalty 3029.640636 = -811911.429012 nChanged 3 SP:Iteration 27Q (154.852670 sec): 3 clusters Score: Raw -814941.472457 + Penalty 3029.640636 = -811911.831821 nChanged 0 SP:Iteration 28F (154.906588 sec): 3 clusters Score: Raw -814941.472457 + Penalty 3029.640636 = -811911.831821 nChanged 0 Score: Raw -40299770.915968 + Penalty 49334.869016 = -40250436.046952 Splitting cluster 9 changes total score from -40191549.436778 to -40250436.046952 So it's getting split into cluster 23. Trying to split cluster 10 (139542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.961825 sec): 2 clusters Score: Raw -10827780.239783 + Penalty 1924.994648 = -10825855.245135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.261592 sec): 3 clusters Score: Raw -10736114.548857 + Penalty 3849.989296 = -10732264.559562 nChanged 67364 SP:Iteration 1F (163.554271 sec): 3 clusters Score: Raw -10779500.236699 + Penalty 3849.989296 = -10775650.247404 nChanged 10229 SP:Iteration 2F (163.840250 sec): 3 clusters Score: Raw -10789810.151322 + Penalty 3849.989296 = -10785960.162027 nChanged 14579 SP:Iteration 3F (164.126044 sec): 3 clusters Score: Raw -10812424.222315 + Penalty 3849.989296 = -10808574.233019 nChanged 17395 SP:Iteration 4F (164.406134 sec): 3 clusters Score: Raw -10846493.957372 + Penalty 3849.989296 = -10842643.968076 nChanged 15707 SP:Iteration 5F (164.682858 sec): 3 clusters Score: Raw -10885556.230634 + Penalty 3849.989296 = -10881706.241338 nChanged 10775 SP:Iteration 6F (164.971951 sec): 3 clusters Score: Raw -10921721.763470 + Penalty 3849.989296 = -10917871.774174 nChanged 4599 SP:Iteration 7Q (165.211076 sec): 3 clusters Score: Raw -10930453.819238 + Penalty 3849.989296 = -10926603.829942 nChanged 1267 SP:Iteration 8Q (165.449180 sec): 3 clusters Score: Raw -10930938.820565 + Penalty 3849.989296 = -10927088.831269 nChanged 334 SP:Iteration 9Q (165.689191 sec): 3 clusters Score: Raw -10931008.011706 + Penalty 3849.989296 = -10927158.022411 nChanged 183 SP:Iteration 10Q (165.929372 sec): 3 clusters Score: Raw -10931031.468101 + Penalty 3849.989296 = -10927181.478806 nChanged 127 SP:Iteration 11Q (166.170444 sec): 3 clusters Score: Raw -10931042.810501 + Penalty 3849.989296 = -10927192.821205 nChanged 74 SP:Iteration 12Q (166.410176 sec): 3 clusters Score: Raw -10931047.017827 + Penalty 3849.989296 = -10927197.028531 nChanged 52 SP:Iteration 13Q (166.647475 sec): 3 clusters Score: Raw -10931049.012378 + Penalty 3849.989296 = -10927199.023082 nChanged 41 SP:Iteration 14Q (166.897479 sec): 3 clusters Score: Raw -10931050.303423 + Penalty 3849.989296 = -10927200.314127 nChanged 22 SP:Iteration 15Q (167.146916 sec): 3 clusters Score: Raw -10931050.699211 + Penalty 3849.989296 = -10927200.709915 nChanged 13 SP:Iteration 16Q (167.383143 sec): 3 clusters Score: Raw -10931050.898303 + Penalty 3849.989296 = -10927200.909007 nChanged 10 SP:Iteration 17Q (167.616665 sec): 3 clusters Score: Raw -10931051.046519 + Penalty 3849.989296 = -10927201.057223 nChanged 7 SP:Iteration 18Q (167.846986 sec): 3 clusters Score: Raw -10931051.142338 + Penalty 3849.989296 = -10927201.153043 nChanged 6 SP:Iteration 19Q (168.074188 sec): 3 clusters Score: Raw -10931051.204162 + Penalty 3849.989296 = -10927201.214866 nChanged 5 SP:Iteration 20F (168.365278 sec): 3 clusters Score: Raw -10931051.262166 + Penalty 3849.989296 = -10927201.272870 nChanged 3 SP:Iteration 21Q (168.585337 sec): 3 clusters Score: Raw -10931051.293656 + Penalty 3849.989296 = -10927201.304360 nChanged 3 SP:Iteration 22Q (168.818739 sec): 3 clusters Score: Raw -10931051.328240 + Penalty 3849.989296 = -10927201.338944 nChanged 1 SP:Iteration 23Q (169.049299 sec): 3 clusters Score: Raw -10931051.344062 + Penalty 3849.989296 = -10927201.354766 nChanged 2 SP:Iteration 24Q (169.280877 sec): 3 clusters Score: Raw -10931051.363317 + Penalty 3849.989296 = -10927201.374021 nChanged 2 SP:Iteration 25Q (169.517312 sec): 3 clusters Score: Raw -10931051.373244 + Penalty 3849.989296 = -10927201.383949 nChanged 2 SP:Iteration 26Q (169.748600 sec): 3 clusters Score: Raw -10931051.383601 + Penalty 3849.989296 = -10927201.394305 nChanged 2 SP:Iteration 27Q (169.976334 sec): 3 clusters Score: Raw -10931051.395015 + Penalty 3849.989296 = -10927201.405719 nChanged 0 SP:Iteration 28F (170.264136 sec): 3 clusters Score: Raw -10931051.395015 + Penalty 3849.989296 = -10927201.405719 nChanged 0 Score: Raw -40403042.071199 + Penalty 51479.863321 = -40351562.207878 Splitting cluster 10 changes total score from -40191549.436778 to -40351562.207878 So it's getting split into cluster 24. Trying to split cluster 11 (109880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.867570 sec): 2 clusters Score: Raw -8440438.204830 + Penalty 1886.160923 = -8438552.043908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.102042 sec): 3 clusters Score: Raw -8369003.395628 + Penalty 3772.321846 = -8365231.073782 nChanged 52411 SP:Iteration 1F (179.332237 sec): 3 clusters Score: Raw -8399299.288767 + Penalty 3772.321846 = -8395526.966922 nChanged 3739 SP:Iteration 2Q (179.580825 sec): 3 clusters Score: Raw -8400231.042084 + Penalty 3772.321846 = -8396458.720238 nChanged 3775 SP:Iteration 3Q (179.818854 sec): 3 clusters Score: Raw -8401244.144007 + Penalty 3772.321846 = -8397471.822162 nChanged 3934 SP:Iteration 4Q (180.057562 sec): 3 clusters Score: Raw -8402453.576641 + Penalty 3772.321846 = -8398681.254796 nChanged 4211 SP:Iteration 5Q (180.289971 sec): 3 clusters Score: Raw -8403945.144612 + Penalty 3772.321846 = -8400172.822766 nChanged 4688 SP:Iteration 6Q (180.548679 sec): 3 clusters Score: Raw -8405873.664122 + Penalty 3772.321846 = -8402101.342276 nChanged 5270 SP:Iteration 7Q (180.791370 sec): 3 clusters Score: Raw -8408421.663715 + Penalty 3772.321846 = -8404649.341869 nChanged 6233 SP:Iteration 8F (181.028187 sec): 3 clusters Score: Raw -8412142.891772 + Penalty 3772.321846 = -8408370.569926 nChanged 7346 SP:Iteration 9F (181.255119 sec): 3 clusters Score: Raw -8417366.958796 + Penalty 3772.321846 = -8413594.636950 nChanged 8034 SP:Iteration 10F (181.487996 sec): 3 clusters Score: Raw -8423903.934601 + Penalty 3772.321846 = -8420131.612755 nChanged 7488 SP:Iteration 11F (181.725740 sec): 3 clusters Score: Raw -8430432.899443 + Penalty 3772.321846 = -8426660.577598 nChanged 5673 SP:Iteration 12F (181.963507 sec): 3 clusters Score: Raw -8435461.400908 + Penalty 3772.321846 = -8431689.079062 nChanged 3359 SP:Iteration 13Q (182.188333 sec): 3 clusters Score: Raw -8438362.119567 + Penalty 3772.321846 = -8434589.797721 nChanged 1728 SP:Iteration 14Q (182.390198 sec): 3 clusters Score: Raw -8439774.528833 + Penalty 3772.321846 = -8436002.206987 nChanged 783 SP:Iteration 15Q (182.585247 sec): 3 clusters Score: Raw -8440359.237696 + Penalty 3772.321846 = -8436586.915850 nChanged 415 SP:Iteration 16Q (182.780731 sec): 3 clusters Score: Raw -8440682.854662 + Penalty 3772.321846 = -8436910.532816 nChanged 272 SP:Iteration 17Q (182.974806 sec): 3 clusters Score: Raw -8440921.555669 + Penalty 3772.321846 = -8437149.233823 nChanged 198 SP:Iteration 18Q (183.170154 sec): 3 clusters Score: Raw -8441267.329317 + Penalty 3772.321846 = -8437495.007471 nChanged 143 SP:Iteration 19Q (183.357991 sec): 3 clusters Score: Raw -8441442.512947 + Penalty 3772.321846 = -8437670.191102 nChanged 150 SP:Iteration 20F (183.586970 sec): 3 clusters Score: Raw -8441500.537306 + Penalty 3772.321846 = -8437728.215461 nChanged 100 SP:Iteration 21Q (183.760764 sec): 3 clusters Score: Raw -8441532.609327 + Penalty 3772.321846 = -8437760.287481 nChanged 78 SP:Iteration 22Q (183.953373 sec): 3 clusters Score: Raw -8441556.434489 + Penalty 3772.321846 = -8437784.112644 nChanged 62 SP:Iteration 23Q (184.144067 sec): 3 clusters Score: Raw -8441573.317097 + Penalty 3772.321846 = -8437800.995252 nChanged 56 SP:Iteration 24Q (184.323939 sec): 3 clusters Score: Raw -8441589.298696 + Penalty 3772.321846 = -8437816.976851 nChanged 47 SP:Iteration 25Q (184.508161 sec): 3 clusters Score: Raw -8441601.286850 + Penalty 3772.321846 = -8437828.965005 nChanged 46 SP:Iteration 26Q (184.705329 sec): 3 clusters Score: Raw -8441612.580547 + Penalty 3772.321846 = -8437840.258702 nChanged 47 SP:Iteration 27Q (184.883596 sec): 3 clusters Score: Raw -8441624.241513 + Penalty 3772.321846 = -8437851.919667 nChanged 49 SP:Iteration 28Q (185.062330 sec): 3 clusters Score: Raw -8441635.743227 + Penalty 3772.321846 = -8437863.421381 nChanged 50 SP:Iteration 29Q (185.252401 sec): 3 clusters Score: Raw -8441646.166032 + Penalty 3772.321846 = -8437873.844186 nChanged 41 SP:Iteration 30Q (185.431348 sec): 3 clusters Score: Raw -8441655.765398 + Penalty 3772.321846 = -8437883.443552 nChanged 47 SP:Iteration 31Q (185.614297 sec): 3 clusters Score: Raw -8441666.497915 + Penalty 3772.321846 = -8437894.176070 nChanged 36 SP:Iteration 32Q (185.794375 sec): 3 clusters Score: Raw -8441672.749160 + Penalty 3772.321846 = -8437900.427315 nChanged 28 SP:Iteration 33Q (185.982760 sec): 3 clusters Score: Raw -8441676.584403 + Penalty 3772.321846 = -8437904.262558 nChanged 19 SP:Iteration 34Q (186.175951 sec): 3 clusters Score: Raw -8441680.843287 + Penalty 3772.321846 = -8437908.521442 nChanged 27 SP:Iteration 35Q (186.353755 sec): 3 clusters Score: Raw -8441686.050335 + Penalty 3772.321846 = -8437913.728490 nChanged 32 SP:Iteration 36Q (186.553569 sec): 3 clusters Score: Raw -8441691.775238 + Penalty 3772.321846 = -8437919.453392 nChanged 26 SP:Iteration 37Q (186.741813 sec): 3 clusters Score: Raw -8441696.777421 + Penalty 3772.321846 = -8437924.455576 nChanged 23 SP:Iteration 38Q (186.927062 sec): 3 clusters Score: Raw -8441701.023102 + Penalty 3772.321846 = -8437928.701256 nChanged 26 SP:Iteration 39Q (187.109594 sec): 3 clusters Score: Raw -8441705.624129 + Penalty 3772.321846 = -8437933.302283 nChanged 22 SP:Iteration 40F (187.345465 sec): 3 clusters Score: Raw -8441708.737198 + Penalty 3772.321846 = -8437936.415353 nChanged 8 SP:Iteration 41Q (187.544214 sec): 3 clusters Score: Raw -8441709.623109 + Penalty 3772.321846 = -8437937.301264 nChanged 11 SP:Iteration 42Q (187.732616 sec): 3 clusters Score: Raw -8441711.510992 + Penalty 3772.321846 = -8437939.189147 nChanged 13 SP:Iteration 43Q (187.909662 sec): 3 clusters Score: Raw -8441713.629880 + Penalty 3772.321846 = -8437941.308034 nChanged 12 SP:Iteration 44Q (188.101649 sec): 3 clusters Score: Raw -8441715.465270 + Penalty 3772.321846 = -8437943.143425 nChanged 14 SP:Iteration 45Q (188.294842 sec): 3 clusters Score: Raw -8441717.600735 + Penalty 3772.321846 = -8437945.278890 nChanged 14 SP:Iteration 46Q (188.486442 sec): 3 clusters Score: Raw -8441719.670182 + Penalty 3772.321846 = -8437947.348336 nChanged 18 SP:Iteration 47Q (188.675694 sec): 3 clusters Score: Raw -8441722.397105 + Penalty 3772.321846 = -8437950.075260 nChanged 11 SP:Iteration 48Q (188.870426 sec): 3 clusters Score: Raw -8441723.801382 + Penalty 3772.321846 = -8437951.479536 nChanged 4 SP:Iteration 49Q (189.050875 sec): 3 clusters Score: Raw -8441724.392205 + Penalty 3772.321846 = -8437952.070359 nChanged 4 SP:Iteration 50Q (189.234691 sec): 3 clusters Score: Raw -8441724.869261 + Penalty 3772.321846 = -8437952.547416 nChanged 6 SP:Iteration 51Q (189.415553 sec): 3 clusters Score: Raw -8441725.512615 + Penalty 3772.321846 = -8437953.190769 nChanged 4 SP:Iteration 52Q (189.596996 sec): 3 clusters Score: Raw -8441725.950584 + Penalty 3772.321846 = -8437953.628738 nChanged 4 SP:Iteration 53Q (189.779334 sec): 3 clusters Score: Raw -8441726.345515 + Penalty 3772.321846 = -8437954.023669 nChanged 3 SP:Iteration 54Q (189.963437 sec): 3 clusters Score: Raw -8441726.843035 + Penalty 3772.321846 = -8437954.521189 nChanged 7 SP:Iteration 55Q (190.153065 sec): 3 clusters Score: Raw -8441727.653902 + Penalty 3772.321846 = -8437955.332056 nChanged 4 SP:Iteration 56Q (190.342433 sec): 3 clusters Score: Raw -8441728.050992 + Penalty 3772.321846 = -8437955.729147 nChanged 4 SP:Iteration 57Q (190.521558 sec): 3 clusters Score: Raw -8441728.680416 + Penalty 3772.321846 = -8437956.358570 nChanged 4 SP:Iteration 58Q (190.713134 sec): 3 clusters Score: Raw -8441729.015239 + Penalty 3772.321846 = -8437956.693394 nChanged 5 SP:Iteration 59Q (190.905338 sec): 3 clusters Score: Raw -8441729.508202 + Penalty 3772.321846 = -8437957.186356 nChanged 1 SP:Iteration 60F (191.144831 sec): 3 clusters Score: Raw -8441729.576439 + Penalty 3772.321846 = -8437957.254594 nChanged 2 SP:Iteration 61Q (191.340061 sec): 3 clusters Score: Raw -8441729.861952 + Penalty 3772.321846 = -8437957.540107 nChanged 4 SP:Iteration 62Q (191.524226 sec): 3 clusters Score: Raw -8441730.283954 + Penalty 3772.321846 = -8437957.962108 nChanged 6 SP:Iteration 63Q (191.708895 sec): 3 clusters Score: Raw -8441731.139925 + Penalty 3772.321846 = -8437958.818079 nChanged 8 SP:Iteration 64Q (191.896904 sec): 3 clusters Score: Raw -8441732.153466 + Penalty 3772.321846 = -8437959.831620 nChanged 8 SP:Iteration 65Q (192.082564 sec): 3 clusters Score: Raw -8441733.317606 + Penalty 3772.321846 = -8437960.995760 nChanged 12 SP:Iteration 66Q (192.266610 sec): 3 clusters Score: Raw -8441735.367757 + Penalty 3772.321846 = -8437963.045912 nChanged 13 SP:Iteration 67Q (192.452038 sec): 3 clusters Score: Raw -8441738.386231 + Penalty 3772.321846 = -8437966.064385 nChanged 23 SP:Iteration 68Q (192.647001 sec): 3 clusters Score: Raw -8441741.969611 + Penalty 3772.321846 = -8437969.647766 nChanged 25 SP:Iteration 69Q (192.831401 sec): 3 clusters Score: Raw -8441746.567085 + Penalty 3772.321846 = -8437974.245240 nChanged 30 SP:Iteration 70Q (193.023981 sec): 3 clusters Score: Raw -8441752.295775 + Penalty 3772.321846 = -8437979.973929 nChanged 32 SP:Iteration 71Q (193.217316 sec): 3 clusters Score: Raw -8441758.807967 + Penalty 3772.321846 = -8437986.486122 nChanged 36 SP:Iteration 72Q (193.413601 sec): 3 clusters Score: Raw -8441764.350673 + Penalty 3772.321846 = -8437992.028828 nChanged 32 SP:Iteration 73Q (193.606945 sec): 3 clusters Score: Raw -8441769.917593 + Penalty 3772.321846 = -8437997.595747 nChanged 33 SP:Iteration 74Q (193.797975 sec): 3 clusters Score: Raw -8441775.504683 + Penalty 3772.321846 = -8438003.182837 nChanged 33 SP:Iteration 75Q (193.978104 sec): 3 clusters Score: Raw -8441781.879040 + Penalty 3772.321846 = -8438009.557194 nChanged 36 SP:Iteration 76Q (194.171447 sec): 3 clusters Score: Raw -8441789.453383 + Penalty 3772.321846 = -8438017.131538 nChanged 50 SP:Iteration 77Q (194.364926 sec): 3 clusters Score: Raw -8441797.648626 + Penalty 3772.321846 = -8438025.326781 nChanged 38 SP:Iteration 78Q (194.544229 sec): 3 clusters Score: Raw -8441802.018326 + Penalty 3772.321846 = -8438029.696480 nChanged 33 SP:Iteration 79Q (194.746230 sec): 3 clusters Score: Raw -8441805.937349 + Penalty 3772.321846 = -8438033.615504 nChanged 28 SP:Iteration 80F (194.984236 sec): 3 clusters Score: Raw -8441810.546879 + Penalty 3772.321846 = -8438038.225034 nChanged 34 SP:Iteration 81Q (195.184277 sec): 3 clusters Score: Raw -8441816.060919 + Penalty 3772.321846 = -8438043.739074 nChanged 27 SP:Iteration 82Q (195.383015 sec): 3 clusters Score: Raw -8441820.168458 + Penalty 3772.321846 = -8438047.846613 nChanged 38 SP:Iteration 83Q (195.574003 sec): 3 clusters Score: Raw -8441826.050913 + Penalty 3772.321846 = -8438053.729068 nChanged 38 SP:Iteration 84Q (195.766215 sec): 3 clusters Score: Raw -8441831.764144 + Penalty 3772.321846 = -8438059.442298 nChanged 33 SP:Iteration 85Q (195.959119 sec): 3 clusters Score: Raw -8441836.788394 + Penalty 3772.321846 = -8438064.466549 nChanged 30 SP:Iteration 86Q (196.139094 sec): 3 clusters Score: Raw -8441840.829441 + Penalty 3772.321846 = -8438068.507595 nChanged 33 SP:Iteration 87Q (196.330058 sec): 3 clusters Score: Raw -8441845.344437 + Penalty 3772.321846 = -8438073.022592 nChanged 28 SP:Iteration 88Q (196.525195 sec): 3 clusters Score: Raw -8441849.745758 + Penalty 3772.321846 = -8438077.423913 nChanged 29 SP:Iteration 89Q (196.714821 sec): 3 clusters Score: Raw -8441854.174881 + Penalty 3772.321846 = -8438081.853035 nChanged 24 SP:Iteration 90Q (196.900161 sec): 3 clusters Score: Raw -8441856.999323 + Penalty 3772.321846 = -8438084.677478 nChanged 17 SP:Iteration 91Q (197.083696 sec): 3 clusters Score: Raw -8441859.079790 + Penalty 3772.321846 = -8438086.757945 nChanged 15 SP:Iteration 92Q (197.270909 sec): 3 clusters Score: Raw -8441860.425173 + Penalty 3772.321846 = -8438088.103327 nChanged 11 SP:Iteration 93Q (197.465703 sec): 3 clusters Score: Raw -8441861.762388 + Penalty 3772.321846 = -8438089.440543 nChanged 15 SP:Iteration 94Q (197.655041 sec): 3 clusters Score: Raw -8441863.188865 + Penalty 3772.321846 = -8438090.867019 nChanged 12 SP:Iteration 95Q (197.846761 sec): 3 clusters Score: Raw -8441864.078911 + Penalty 3772.321846 = -8438091.757065 nChanged 6 SP:Iteration 96Q (198.039387 sec): 3 clusters Score: Raw -8441864.826708 + Penalty 3772.321846 = -8438092.504863 nChanged 10 SP:Iteration 97Q (198.227532 sec): 3 clusters Score: Raw -8441865.750804 + Penalty 3772.321846 = -8438093.428958 nChanged 13 SP:Iteration 98Q (198.412743 sec): 3 clusters Score: Raw -8441867.136039 + Penalty 3772.321846 = -8438094.814194 nChanged 9 SP:Iteration 99Q (198.603975 sec): 3 clusters Score: Raw -8441867.808302 + Penalty 3772.321846 = -8438095.486456 nChanged 4 SP:Iteration 100F (198.837726 sec): 3 clusters Score: Raw -8441868.069900 + Penalty 3772.321846 = -8438095.748054 nChanged 4 SP:Iteration 101Q (199.034223 sec): 3 clusters Score: Raw -8441868.438024 + Penalty 3772.321846 = -8438096.116178 nChanged 7 SP:Iteration 102Q (199.236385 sec): 3 clusters Score: Raw -8441868.951512 + Penalty 3772.321846 = -8438096.629667 nChanged 6 SP:Iteration 103Q (199.428145 sec): 3 clusters Score: Raw -8441869.740649 + Penalty 3772.321846 = -8438097.418803 nChanged 4 SP:Iteration 104Q (199.620104 sec): 3 clusters Score: Raw -8441869.982590 + Penalty 3772.321846 = -8438097.660744 nChanged 3 SP:Iteration 105Q (199.806678 sec): 3 clusters Score: Raw -8441870.076427 + Penalty 3772.321846 = -8438097.754581 nChanged 1 SP:Iteration 106Q (199.995999 sec): 3 clusters Score: Raw -8441870.116880 + Penalty 3772.321846 = -8438097.795034 nChanged 0 SP:Iteration 107F (200.234613 sec): 3 clusters Score: Raw -8441870.116880 + Penalty 3772.321846 = -8438097.795034 nChanged 0 Trying to split cluster 12 (11187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.293599 sec): 2 clusters Score: Raw -867891.700931 + Penalty 1514.907496 = -866376.793435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.347735 sec): 3 clusters Score: Raw -861500.196499 + Penalty 3029.814992 = -858470.381506 nChanged 4915 SP:Iteration 1F (200.411060 sec): 3 clusters Score: Raw -864877.430754 + Penalty 3029.814992 = -861847.615761 nChanged 997 SP:Iteration 2F (200.487083 sec): 3 clusters Score: Raw -866156.105724 + Penalty 3029.814992 = -863126.290731 nChanged 1079 SP:Iteration 3F (200.545628 sec): 3 clusters Score: Raw -868021.080585 + Penalty 3029.814992 = -864991.265593 nChanged 1122 SP:Iteration 4F (200.613442 sec): 3 clusters Score: Raw -869854.345555 + Penalty 3029.814992 = -866824.530563 nChanged 818 SP:Iteration 5F (200.682821 sec): 3 clusters Score: Raw -870616.899969 + Penalty 3029.814992 = -867587.084977 nChanged 491 SP:Iteration 6Q (200.746864 sec): 3 clusters Score: Raw -870932.238337 + Penalty 3029.814992 = -867902.423345 nChanged 363 SP:Iteration 7Q (200.821088 sec): 3 clusters Score: Raw -871226.588549 + Penalty 3029.814992 = -868196.773557 nChanged 391 SP:Iteration 8Q (200.887657 sec): 3 clusters Score: Raw -871656.900223 + Penalty 3029.814992 = -868627.085230 nChanged 525 SP:Iteration 9Q (200.951776 sec): 3 clusters Score: Raw -872601.341211 + Penalty 3029.814992 = -869571.526218 nChanged 803 SP:Iteration 10F (201.009592 sec): 3 clusters Score: Raw -875623.050241 + Penalty 3029.814992 = -872593.235248 nChanged 1029 SP:Iteration 11F (201.090924 sec): 3 clusters Score: Raw -883093.644442 + Penalty 3029.814992 = -880063.829450 nChanged 576 SP:Iteration 12F (201.158089 sec): 3 clusters Score: Raw -887146.268450 + Penalty 3029.814992 = -884116.453458 nChanged 48 SP:Iteration 13Q (201.215776 sec): 3 clusters Score: Raw -887837.777426 + Penalty 3029.814992 = -884807.962434 nChanged 4 SP:Iteration 14Q (201.285029 sec): 3 clusters Score: Raw -887845.242723 + Penalty 3029.814992 = -884815.427731 nChanged 0 SP:Iteration 15F (201.354061 sec): 3 clusters Score: Raw -887845.242723 + Penalty 3029.814992 = -884815.427731 nChanged 0 Score: Raw -40422995.612991 + Penalty 53624.857626 = -40369370.755365 Splitting cluster 12 changes total score from -40191549.436778 to -40369370.755365 So it's getting split into cluster 25. Trying to split cluster 13 (50351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.146642 sec): 2 clusters Score: Raw -3992096.074752 + Penalty 1759.350736 = -3990336.724016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.279996 sec): 3 clusters Score: Raw -3960288.205083 + Penalty 3518.701472 = -3956769.503612 nChanged 23747 SP:Iteration 1F (210.414146 sec): 3 clusters Score: Raw -3975706.396460 + Penalty 3518.701472 = -3972187.694988 nChanged 3557 SP:Iteration 2F (210.547802 sec): 3 clusters Score: Raw -3978944.956146 + Penalty 3518.701472 = -3975426.254674 nChanged 4387 SP:Iteration 3F (210.677789 sec): 3 clusters Score: Raw -3983279.602524 + Penalty 3518.701472 = -3979760.901052 nChanged 4642 SP:Iteration 4F (210.810645 sec): 3 clusters Score: Raw -3987452.916383 + Penalty 3518.701472 = -3983934.214912 nChanged 3928 SP:Iteration 5F (210.938898 sec): 3 clusters Score: Raw -3990223.078909 + Penalty 3518.701472 = -3986704.377437 nChanged 2735 SP:Iteration 6F (211.060569 sec): 3 clusters Score: Raw -3991654.426495 + Penalty 3518.701472 = -3988135.725024 nChanged 1805 SP:Iteration 7Q (211.204446 sec): 3 clusters Score: Raw -3992383.368831 + Penalty 3518.701472 = -3988864.667359 nChanged 1273 SP:Iteration 8Q (211.332883 sec): 3 clusters Score: Raw -3992859.967094 + Penalty 3518.701472 = -3989341.265623 nChanged 997 SP:Iteration 9Q (211.473013 sec): 3 clusters Score: Raw -3993193.705917 + Penalty 3518.701472 = -3989675.004445 nChanged 912 SP:Iteration 10Q (211.603996 sec): 3 clusters Score: Raw -3993497.394054 + Penalty 3518.701472 = -3989978.692583 nChanged 872 SP:Iteration 11Q (211.734085 sec): 3 clusters Score: Raw -3993790.084621 + Penalty 3518.701472 = -3990271.383150 nChanged 835 SP:Iteration 12Q (211.857258 sec): 3 clusters Score: Raw -3994059.797584 + Penalty 3518.701472 = -3990541.096112 nChanged 794 SP:Iteration 13Q (211.998333 sec): 3 clusters Score: Raw -3994314.933512 + Penalty 3518.701472 = -3990796.232041 nChanged 758 SP:Iteration 14Q (212.122588 sec): 3 clusters Score: Raw -3994548.176833 + Penalty 3518.701472 = -3991029.475361 nChanged 671 SP:Iteration 15Q (212.273154 sec): 3 clusters Score: Raw -3994748.633608 + Penalty 3518.701472 = -3991229.932137 nChanged 626 SP:Iteration 16Q (212.407777 sec): 3 clusters Score: Raw -3994926.798906 + Penalty 3518.701472 = -3991408.097434 nChanged 534 SP:Iteration 17Q (212.541900 sec): 3 clusters Score: Raw -3995065.565379 + Penalty 3518.701472 = -3991546.863907 nChanged 504 SP:Iteration 18Q (212.661574 sec): 3 clusters Score: Raw -3995200.516250 + Penalty 3518.701472 = -3991681.814778 nChanged 487 SP:Iteration 19Q (212.803653 sec): 3 clusters Score: Raw -3995322.557412 + Penalty 3518.701472 = -3991803.855941 nChanged 408 SP:Iteration 20F (212.922949 sec): 3 clusters Score: Raw -3995410.289621 + Penalty 3518.701472 = -3991891.588150 nChanged 336 SP:Iteration 21Q (213.065466 sec): 3 clusters Score: Raw -3995485.780276 + Penalty 3518.701472 = -3991967.078804 nChanged 339 SP:Iteration 22Q (213.186609 sec): 3 clusters Score: Raw -3995556.043159 + Penalty 3518.701472 = -3992037.341687 nChanged 319 SP:Iteration 23Q (213.319755 sec): 3 clusters Score: Raw -3995624.491796 + Penalty 3518.701472 = -3992105.790324 nChanged 304 SP:Iteration 24Q (213.464626 sec): 3 clusters Score: Raw -3995682.513556 + Penalty 3518.701472 = -3992163.812085 nChanged 285 SP:Iteration 25Q (213.584008 sec): 3 clusters Score: Raw -3995733.351657 + Penalty 3518.701472 = -3992214.650186 nChanged 249 SP:Iteration 26Q (213.714399 sec): 3 clusters Score: Raw -3995771.607212 + Penalty 3518.701472 = -3992252.905741 nChanged 233 SP:Iteration 27Q (213.847625 sec): 3 clusters Score: Raw -3995803.627849 + Penalty 3518.701472 = -3992284.926377 nChanged 208 SP:Iteration 28Q (213.966825 sec): 3 clusters Score: Raw -3995828.693425 + Penalty 3518.701472 = -3992309.991954 nChanged 167 SP:Iteration 29Q (214.101545 sec): 3 clusters Score: Raw -3995849.786229 + Penalty 3518.701472 = -3992331.084758 nChanged 163 SP:Iteration 30Q (214.235175 sec): 3 clusters Score: Raw -3995868.220482 + Penalty 3518.701472 = -3992349.519010 nChanged 132 SP:Iteration 31Q (214.365995 sec): 3 clusters Score: Raw -3995881.719803 + Penalty 3518.701472 = -3992363.018332 nChanged 111 SP:Iteration 32Q (214.489106 sec): 3 clusters Score: Raw -3995891.175211 + Penalty 3518.701472 = -3992372.473740 nChanged 94 SP:Iteration 33Q (214.626768 sec): 3 clusters Score: Raw -3995898.505836 + Penalty 3518.701472 = -3992379.804364 nChanged 75 SP:Iteration 34Q (214.754308 sec): 3 clusters Score: Raw -3995903.495864 + Penalty 3518.701472 = -3992384.794392 nChanged 70 SP:Iteration 35Q (214.874953 sec): 3 clusters Score: Raw -3995908.043753 + Penalty 3518.701472 = -3992389.342281 nChanged 59 SP:Iteration 36Q (215.014643 sec): 3 clusters Score: Raw -3995911.241909 + Penalty 3518.701472 = -3992392.540437 nChanged 56 SP:Iteration 37Q (215.141223 sec): 3 clusters Score: Raw -3995914.226592 + Penalty 3518.701472 = -3992395.525121 nChanged 42 SP:Iteration 38Q (215.261750 sec): 3 clusters Score: Raw -3995917.094961 + Penalty 3518.701472 = -3992398.393489 nChanged 43 SP:Iteration 39Q (215.402470 sec): 3 clusters Score: Raw -3995919.799292 + Penalty 3518.701472 = -3992401.097821 nChanged 38 SP:Iteration 40F (215.528467 sec): 3 clusters Score: Raw -3995922.453369 + Penalty 3518.701472 = -3992403.751897 nChanged 40 SP:Iteration 41Q (215.665389 sec): 3 clusters Score: Raw -3995924.765359 + Penalty 3518.701472 = -3992406.063887 nChanged 38 SP:Iteration 42Q (215.793327 sec): 3 clusters Score: Raw -3995926.784172 + Penalty 3518.701472 = -3992408.082701 nChanged 32 SP:Iteration 43Q (215.925107 sec): 3 clusters Score: Raw -3995927.953523 + Penalty 3518.701472 = -3992409.252052 nChanged 30 SP:Iteration 44Q (216.048764 sec): 3 clusters Score: Raw -3995929.015594 + Penalty 3518.701472 = -3992410.314122 nChanged 27 SP:Iteration 45Q (216.180744 sec): 3 clusters Score: Raw -3995930.167029 + Penalty 3518.701472 = -3992411.465558 nChanged 26 SP:Iteration 46Q (216.312357 sec): 3 clusters Score: Raw -3995931.307813 + Penalty 3518.701472 = -3992412.606341 nChanged 25 SP:Iteration 47Q (216.444037 sec): 3 clusters Score: Raw -3995932.777129 + Penalty 3518.701472 = -3992414.075657 nChanged 28 SP:Iteration 48Q (216.577120 sec): 3 clusters Score: Raw -3995934.097179 + Penalty 3518.701472 = -3992415.395707 nChanged 40 SP:Iteration 49Q (216.697704 sec): 3 clusters Score: Raw -3995936.024150 + Penalty 3518.701472 = -3992417.322679 nChanged 33 SP:Iteration 50Q (216.835848 sec): 3 clusters Score: Raw -3995938.120787 + Penalty 3518.701472 = -3992419.419316 nChanged 34 SP:Iteration 51Q (216.959586 sec): 3 clusters Score: Raw -3995939.994812 + Penalty 3518.701472 = -3992421.293341 nChanged 35 SP:Iteration 52Q (217.082927 sec): 3 clusters Score: Raw -3995941.865552 + Penalty 3518.701472 = -3992423.164080 nChanged 34 SP:Iteration 53Q (217.215208 sec): 3 clusters Score: Raw -3995943.637773 + Penalty 3518.701472 = -3992424.936301 nChanged 32 SP:Iteration 54Q (217.351919 sec): 3 clusters Score: Raw -3995945.076770 + Penalty 3518.701472 = -3992426.375299 nChanged 28 SP:Iteration 55Q (217.481404 sec): 3 clusters Score: Raw -3995946.102426 + Penalty 3518.701472 = -3992427.400955 nChanged 18 SP:Iteration 56Q (217.605790 sec): 3 clusters Score: Raw -3995946.740582 + Penalty 3518.701472 = -3992428.039111 nChanged 16 SP:Iteration 57Q (217.729674 sec): 3 clusters Score: Raw -3995947.257141 + Penalty 3518.701472 = -3992428.555669 nChanged 13 SP:Iteration 58Q (217.859502 sec): 3 clusters Score: Raw -3995947.827558 + Penalty 3518.701472 = -3992429.126086 nChanged 18 SP:Iteration 59Q (217.982150 sec): 3 clusters Score: Raw -3995948.583126 + Penalty 3518.701472 = -3992429.881655 nChanged 18 SP:Iteration 60F (218.115174 sec): 3 clusters Score: Raw -3995949.555331 + Penalty 3518.701472 = -3992430.853859 nChanged 23 SP:Iteration 61Q (218.231713 sec): 3 clusters Score: Raw -3995951.067882 + Penalty 3518.701472 = -3992432.366411 nChanged 28 SP:Iteration 62Q (218.358719 sec): 3 clusters Score: Raw -3995952.977181 + Penalty 3518.701472 = -3992434.275709 nChanged 31 SP:Iteration 63Q (218.499050 sec): 3 clusters Score: Raw -3995955.031530 + Penalty 3518.701472 = -3992436.330058 nChanged 29 SP:Iteration 64Q (218.625990 sec): 3 clusters Score: Raw -3995956.866180 + Penalty 3518.701472 = -3992438.164708 nChanged 30 SP:Iteration 65Q (218.757674 sec): 3 clusters Score: Raw -3995958.685308 + Penalty 3518.701472 = -3992439.983836 nChanged 24 SP:Iteration 66Q (218.873347 sec): 3 clusters Score: Raw -3995959.945190 + Penalty 3518.701472 = -3992441.243718 nChanged 30 SP:Iteration 67Q (219.015052 sec): 3 clusters Score: Raw -3995961.610355 + Penalty 3518.701472 = -3992442.908884 nChanged 38 SP:Iteration 68Q (219.127686 sec): 3 clusters Score: Raw -3995963.855120 + Penalty 3518.701472 = -3992445.153648 nChanged 38 SP:Iteration 69Q (219.261686 sec): 3 clusters Score: Raw -3995966.195425 + Penalty 3518.701472 = -3992447.493953 nChanged 35 SP:Iteration 70Q (219.377008 sec): 3 clusters Score: Raw -3995968.602795 + Penalty 3518.701472 = -3992449.901324 nChanged 36 SP:Iteration 71Q (219.527192 sec): 3 clusters Score: Raw -3995970.776050 + Penalty 3518.701472 = -3992452.074578 nChanged 28 SP:Iteration 72Q (219.656677 sec): 3 clusters Score: Raw -3995971.967040 + Penalty 3518.701472 = -3992453.265568 nChanged 24 SP:Iteration 73Q (219.786607 sec): 3 clusters Score: Raw -3995972.758925 + Penalty 3518.701472 = -3992454.057453 nChanged 14 SP:Iteration 74Q (219.911266 sec): 3 clusters Score: Raw -3995973.182625 + Penalty 3518.701472 = -3992454.481153 nChanged 12 SP:Iteration 75Q (220.039647 sec): 3 clusters Score: Raw -3995973.564867 + Penalty 3518.701472 = -3992454.863395 nChanged 13 SP:Iteration 76Q (220.171546 sec): 3 clusters Score: Raw -3995974.026627 + Penalty 3518.701472 = -3992455.325156 nChanged 9 SP:Iteration 77Q (220.298170 sec): 3 clusters Score: Raw -3995974.208910 + Penalty 3518.701472 = -3992455.507439 nChanged 5 SP:Iteration 78Q (220.426281 sec): 3 clusters Score: Raw -3995974.348333 + Penalty 3518.701472 = -3992455.646862 nChanged 7 SP:Iteration 79Q (220.537481 sec): 3 clusters Score: Raw -3995974.511505 + Penalty 3518.701472 = -3992455.810034 nChanged 12 SP:Iteration 80F (220.677588 sec): 3 clusters Score: Raw -3995974.881721 + Penalty 3518.701472 = -3992456.180250 nChanged 7 SP:Iteration 81Q (220.794997 sec): 3 clusters Score: Raw -3995975.067085 + Penalty 3518.701472 = -3992456.365613 nChanged 6 SP:Iteration 82Q (220.934708 sec): 3 clusters Score: Raw -3995975.241666 + Penalty 3518.701472 = -3992456.540194 nChanged 2 SP:Iteration 83Q (221.067631 sec): 3 clusters Score: Raw -3995975.283634 + Penalty 3518.701472 = -3992456.582162 nChanged 1 SP:Iteration 84Q (221.194069 sec): 3 clusters Score: Raw -3995975.297052 + Penalty 3518.701472 = -3992456.595580 nChanged 1 SP:Iteration 85Q (221.321294 sec): 3 clusters Score: Raw -3995975.310532 + Penalty 3518.701472 = -3992456.609061 nChanged 1 SP:Iteration 86Q (221.463295 sec): 3 clusters Score: Raw -3995975.327714 + Penalty 3518.701472 = -3992456.626242 nChanged 0 SP:Iteration 87F (221.597941 sec): 3 clusters Score: Raw -3995975.327714 + Penalty 3518.701472 = -3992456.626242 nChanged 0 Score: Raw -40426874.865954 + Penalty 55769.851931 = -40371105.014023 Splitting cluster 13 changes total score from -40191549.436778 to -40371105.014023 So it's getting split into cluster 26. Trying to split cluster 14 (13816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.727301 sec): 2 clusters Score: Raw -979173.726106 + Penalty 1549.207176 = -977624.518930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.794487 sec): 3 clusters Score: Raw -971285.055178 + Penalty 3098.414351 = -968186.640827 nChanged 6117 SP:Iteration 1F (230.867766 sec): 3 clusters Score: Raw -976838.489620 + Penalty 3098.414351 = -973740.075268 nChanged 1646 SP:Iteration 2F (230.941374 sec): 3 clusters Score: Raw -979465.380811 + Penalty 3098.414351 = -976366.966459 nChanged 1354 SP:Iteration 3F (231.012908 sec): 3 clusters Score: Raw -981515.539035 + Penalty 3098.414351 = -978417.124684 nChanged 1035 SP:Iteration 4F (231.084176 sec): 3 clusters Score: Raw -982586.041010 + Penalty 3098.414351 = -979487.626658 nChanged 754 SP:Iteration 5F (231.143947 sec): 3 clusters Score: Raw -983329.785970 + Penalty 3098.414351 = -980231.371619 nChanged 687 SP:Iteration 6Q (231.221804 sec): 3 clusters Score: Raw -983982.423654 + Penalty 3098.414351 = -980884.009303 nChanged 613 SP:Iteration 7Q (231.294757 sec): 3 clusters Score: Raw -984566.758202 + Penalty 3098.414351 = -981468.343850 nChanged 518 SP:Iteration 8Q (231.358600 sec): 3 clusters Score: Raw -985107.476644 + Penalty 3098.414351 = -982009.062293 nChanged 486 SP:Iteration 9Q (231.430173 sec): 3 clusters Score: Raw -985696.457889 + Penalty 3098.414351 = -982598.043538 nChanged 379 SP:Iteration 10Q (231.496740 sec): 3 clusters Score: Raw -986140.001560 + Penalty 3098.414351 = -983041.587209 nChanged 263 SP:Iteration 11Q (231.562591 sec): 3 clusters Score: Raw -986462.927572 + Penalty 3098.414351 = -983364.513220 nChanged 192 SP:Iteration 12Q (231.627469 sec): 3 clusters Score: Raw -986674.007769 + Penalty 3098.414351 = -983575.593418 nChanged 149 SP:Iteration 13Q (231.693785 sec): 3 clusters Score: Raw -986815.503905 + Penalty 3098.414351 = -983717.089553 nChanged 109 SP:Iteration 14Q (231.756216 sec): 3 clusters Score: Raw -986907.518262 + Penalty 3098.414351 = -983809.103911 nChanged 83 SP:Iteration 15Q (231.812877 sec): 3 clusters Score: Raw -986970.749437 + Penalty 3098.414351 = -983872.335086 nChanged 59 SP:Iteration 16Q (231.889646 sec): 3 clusters Score: Raw -987022.114141 + Penalty 3098.414351 = -983923.699790 nChanged 62 SP:Iteration 17Q (231.956617 sec): 3 clusters Score: Raw -987076.363114 + Penalty 3098.414351 = -983977.948763 nChanged 58 SP:Iteration 18Q (232.021875 sec): 3 clusters Score: Raw -987115.430719 + Penalty 3098.414351 = -984017.016368 nChanged 48 SP:Iteration 19Q (232.086324 sec): 3 clusters Score: Raw -987152.386595 + Penalty 3098.414351 = -984053.972244 nChanged 42 SP:Iteration 20F (232.157569 sec): 3 clusters Score: Raw -987191.895668 + Penalty 3098.414351 = -984093.481317 nChanged 36 SP:Iteration 21Q (232.224827 sec): 3 clusters Score: Raw -987217.520757 + Penalty 3098.414351 = -984119.106406 nChanged 31 SP:Iteration 22Q (232.278748 sec): 3 clusters Score: Raw -987234.140466 + Penalty 3098.414351 = -984135.726115 nChanged 21 SP:Iteration 23Q (232.344550 sec): 3 clusters Score: Raw -987242.370408 + Penalty 3098.414351 = -984143.956057 nChanged 17 SP:Iteration 24Q (232.417678 sec): 3 clusters Score: Raw -987248.352831 + Penalty 3098.414351 = -984149.938480 nChanged 15 SP:Iteration 25Q (232.484901 sec): 3 clusters Score: Raw -987254.406570 + Penalty 3098.414351 = -984155.992218 nChanged 14 SP:Iteration 26Q (232.553192 sec): 3 clusters Score: Raw -987259.198668 + Penalty 3098.414351 = -984160.784317 nChanged 16 SP:Iteration 27Q (232.618249 sec): 3 clusters Score: Raw -987264.887519 + Penalty 3098.414351 = -984166.473167 nChanged 12 SP:Iteration 28Q (232.670668 sec): 3 clusters Score: Raw -987268.897327 + Penalty 3098.414351 = -984170.482976 nChanged 8 SP:Iteration 29Q (232.747715 sec): 3 clusters Score: Raw -987271.416458 + Penalty 3098.414351 = -984173.002107 nChanged 7 SP:Iteration 30Q (232.812725 sec): 3 clusters Score: Raw -987273.110464 + Penalty 3098.414351 = -984174.696112 nChanged 2 SP:Iteration 31Q (232.882087 sec): 3 clusters Score: Raw -987273.596971 + Penalty 3098.414351 = -984175.182620 nChanged 3 SP:Iteration 32Q (232.944357 sec): 3 clusters Score: Raw -987274.215519 + Penalty 3098.414351 = -984175.801168 nChanged 4 SP:Iteration 33Q (233.008737 sec): 3 clusters Score: Raw -987274.646512 + Penalty 3098.414351 = -984176.232161 nChanged 4 SP:Iteration 34Q (233.064117 sec): 3 clusters Score: Raw -987275.189826 + Penalty 3098.414351 = -984176.775475 nChanged 5 SP:Iteration 35Q (233.132508 sec): 3 clusters Score: Raw -987276.047946 + Penalty 3098.414351 = -984177.633595 nChanged 5 SP:Iteration 36Q (233.195316 sec): 3 clusters Score: Raw -987277.102029 + Penalty 3098.414351 = -984178.687678 nChanged 2 SP:Iteration 37Q (233.254526 sec): 3 clusters Score: Raw -987277.379646 + Penalty 3098.414351 = -984178.965295 nChanged 1 SP:Iteration 38Q (233.305783 sec): 3 clusters Score: Raw -987277.456272 + Penalty 3098.414351 = -984179.041920 nChanged 0 SP:Iteration 39F (233.374692 sec): 3 clusters Score: Raw -987277.456272 + Penalty 3098.414351 = -984179.041920 nChanged 0 Score: Raw -40434978.596119 + Penalty 57914.846236 = -40377063.749883 Splitting cluster 14 changes total score from -40191549.436778 to -40377063.749883 So it's getting split into cluster 27. Trying to split cluster 15 (7610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.963460 sec): 2 clusters Score: Raw -586786.739788 + Penalty 1452.297998 = -585334.441790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.017868 sec): 3 clusters Score: Raw -582682.065184 + Penalty 2904.595997 = -579777.469187 nChanged 3218 SP:Iteration 1F (243.080227 sec): 3 clusters Score: Raw -584393.301904 + Penalty 2904.595997 = -581488.705907 nChanged 604 SP:Iteration 2F (243.134676 sec): 3 clusters Score: Raw -584784.888220 + Penalty 2904.595997 = -581880.292223 nChanged 566 SP:Iteration 3F (243.207567 sec): 3 clusters Score: Raw -585244.246467 + Penalty 2904.595997 = -582339.650471 nChanged 606 SP:Iteration 4F (243.264957 sec): 3 clusters Score: Raw -585884.522222 + Penalty 2904.595997 = -582979.926226 nChanged 666 SP:Iteration 5F (243.323660 sec): 3 clusters Score: Raw -586687.144069 + Penalty 2904.595997 = -583782.548073 nChanged 639 SP:Iteration 6F (243.373486 sec): 3 clusters Score: Raw -587360.562939 + Penalty 2904.595997 = -584455.966942 nChanged 466 SP:Iteration 7F (243.438996 sec): 3 clusters Score: Raw -587791.097670 + Penalty 2904.595997 = -584886.501674 nChanged 317 SP:Iteration 8Q (243.490640 sec): 3 clusters Score: Raw -588063.787855 + Penalty 2904.595997 = -585159.191858 nChanged 245 SP:Iteration 9Q (243.560730 sec): 3 clusters Score: Raw -588298.314849 + Penalty 2904.595997 = -585393.718852 nChanged 223 SP:Iteration 10Q (243.618518 sec): 3 clusters Score: Raw -588549.026188 + Penalty 2904.595997 = -585644.430191 nChanged 229 SP:Iteration 11Q (243.679104 sec): 3 clusters Score: Raw -588775.324556 + Penalty 2904.595997 = -585870.728560 nChanged 205 SP:Iteration 12Q (243.733409 sec): 3 clusters Score: Raw -588967.389326 + Penalty 2904.595997 = -586062.793329 nChanged 181 SP:Iteration 13Q (243.787827 sec): 3 clusters Score: Raw -589143.970164 + Penalty 2904.595997 = -586239.374167 nChanged 171 SP:Iteration 14Q (243.851253 sec): 3 clusters Score: Raw -589298.218579 + Penalty 2904.595997 = -586393.622583 nChanged 155 SP:Iteration 15Q (243.907723 sec): 3 clusters Score: Raw -589422.520959 + Penalty 2904.595997 = -586517.924962 nChanged 133 SP:Iteration 16Q (243.969298 sec): 3 clusters Score: Raw -589532.391350 + Penalty 2904.595997 = -586627.795353 nChanged 145 SP:Iteration 17Q (244.019339 sec): 3 clusters Score: Raw -589672.200629 + Penalty 2904.595997 = -586767.604633 nChanged 170 SP:Iteration 18Q (244.084751 sec): 3 clusters Score: Raw -589870.993093 + Penalty 2904.595997 = -586966.397096 nChanged 215 SP:Iteration 19Q (244.140824 sec): 3 clusters Score: Raw -590261.821811 + Penalty 2904.595997 = -587357.225815 nChanged 292 SP:Iteration 20F (244.200432 sec): 3 clusters Score: Raw -591415.571653 + Penalty 2904.595997 = -588510.975656 nChanged 389 SP:Iteration 21F (244.258341 sec): 3 clusters Score: Raw -596268.347878 + Penalty 2904.595997 = -593363.751881 nChanged 147 SP:Iteration 22Q (244.319476 sec): 3 clusters Score: Raw -597066.451511 + Penalty 2904.595997 = -594161.855515 nChanged 94 SP:Iteration 23Q (244.371172 sec): 3 clusters Score: Raw -597170.467153 + Penalty 2904.595997 = -594265.871157 nChanged 63 SP:Iteration 24Q (244.429216 sec): 3 clusters Score: Raw -597242.394659 + Penalty 2904.595997 = -594337.798662 nChanged 60 SP:Iteration 25Q (244.494947 sec): 3 clusters Score: Raw -597336.931529 + Penalty 2904.595997 = -594432.335532 nChanged 56 SP:Iteration 26Q (244.552133 sec): 3 clusters Score: Raw -597438.272862 + Penalty 2904.595997 = -594533.676866 nChanged 55 SP:Iteration 27Q (244.604002 sec): 3 clusters Score: Raw -597591.785352 + Penalty 2904.595997 = -594687.189355 nChanged 66 SP:Iteration 28Q (244.663727 sec): 3 clusters Score: Raw -597874.217801 + Penalty 2904.595997 = -594969.621805 nChanged 57 SP:Iteration 29Q (244.721904 sec): 3 clusters Score: Raw -598290.618439 + Penalty 2904.595997 = -595386.022442 nChanged 34 SP:Iteration 30Q (244.776585 sec): 3 clusters Score: Raw -598851.006230 + Penalty 2904.595997 = -595946.410234 nChanged 26 SP:Iteration 31Q (244.835967 sec): 3 clusters Score: Raw -599700.330792 + Penalty 2904.595997 = -596795.734795 nChanged 5 SP:Iteration 32Q (244.891220 sec): 3 clusters Score: Raw -599807.279944 + Penalty 2904.595997 = -596902.683948 nChanged 0 SP:Iteration 33F (244.951617 sec): 3 clusters Score: Raw -599807.279944 + Penalty 2904.595997 = -596902.683948 nChanged 0 Score: Raw -40447999.136275 + Penalty 60059.840541 = -40387939.295734 Splitting cluster 15 changes total score from -40191549.436778 to -40387939.295734 So it's getting split into cluster 28. Trying to split cluster 16 (18182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.766319 sec): 2 clusters Score: Raw -1202043.698638 + Penalty 1593.830448 = -1200449.868190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.847610 sec): 3 clusters Score: Raw -1191498.774204 + Penalty 3187.660896 = -1188311.113308 nChanged 8333 SP:Iteration 1F (254.926493 sec): 3 clusters Score: Raw -1199695.202470 + Penalty 3187.660896 = -1196507.541574 nChanged 2308 SP:Iteration 2F (255.006390 sec): 3 clusters Score: Raw -1202629.256832 + Penalty 3187.660896 = -1199441.595936 nChanged 1802 SP:Iteration 3F (255.074299 sec): 3 clusters Score: Raw -1204306.586757 + Penalty 3187.660896 = -1201118.925861 nChanged 1268 SP:Iteration 4F (255.163864 sec): 3 clusters Score: Raw -1205355.642672 + Penalty 3187.660896 = -1202167.981776 nChanged 924 SP:Iteration 5F (255.233615 sec): 3 clusters Score: Raw -1206064.979829 + Penalty 3187.660896 = -1202877.318933 nChanged 686 SP:Iteration 6Q (255.314787 sec): 3 clusters Score: Raw -1206458.824626 + Penalty 3187.660896 = -1203271.163730 nChanged 578 SP:Iteration 7Q (255.394223 sec): 3 clusters Score: Raw -1206774.238484 + Penalty 3187.660896 = -1203586.577588 nChanged 483 SP:Iteration 8Q (255.485305 sec): 3 clusters Score: Raw -1207019.296036 + Penalty 3187.660896 = -1203831.635140 nChanged 429 SP:Iteration 9Q (255.547524 sec): 3 clusters Score: Raw -1207225.117268 + Penalty 3187.660896 = -1204037.456372 nChanged 381 SP:Iteration 10Q (255.636237 sec): 3 clusters Score: Raw -1207402.298384 + Penalty 3187.660896 = -1204214.637488 nChanged 370 SP:Iteration 11Q (255.710632 sec): 3 clusters Score: Raw -1207572.691402 + Penalty 3187.660896 = -1204385.030506 nChanged 337 SP:Iteration 12Q (255.790024 sec): 3 clusters Score: Raw -1207726.381537 + Penalty 3187.660896 = -1204538.720641 nChanged 308 SP:Iteration 13Q (255.864265 sec): 3 clusters Score: Raw -1207860.732005 + Penalty 3187.660896 = -1204673.071108 nChanged 310 SP:Iteration 14Q (255.947107 sec): 3 clusters Score: Raw -1207990.073335 + Penalty 3187.660896 = -1204802.412439 nChanged 306 SP:Iteration 15Q (256.025770 sec): 3 clusters Score: Raw -1208110.017009 + Penalty 3187.660896 = -1204922.356113 nChanged 286 SP:Iteration 16Q (256.096583 sec): 3 clusters Score: Raw -1208216.067964 + Penalty 3187.660896 = -1205028.407068 nChanged 265 SP:Iteration 17Q (256.179222 sec): 3 clusters Score: Raw -1208331.401953 + Penalty 3187.660896 = -1205143.741057 nChanged 281 SP:Iteration 18Q (256.255280 sec): 3 clusters Score: Raw -1208453.611348 + Penalty 3187.660896 = -1205265.950451 nChanged 278 SP:Iteration 19Q (256.331873 sec): 3 clusters Score: Raw -1208557.787456 + Penalty 3187.660896 = -1205370.126560 nChanged 245 SP:Iteration 20F (256.408025 sec): 3 clusters Score: Raw -1208644.055279 + Penalty 3187.660896 = -1205456.394382 nChanged 231 SP:Iteration 21Q (256.485581 sec): 3 clusters Score: Raw -1208732.569397 + Penalty 3187.660896 = -1205544.908501 nChanged 227 SP:Iteration 22Q (256.566742 sec): 3 clusters Score: Raw -1208817.803857 + Penalty 3187.660896 = -1205630.142961 nChanged 220 SP:Iteration 23Q (256.642315 sec): 3 clusters Score: Raw -1208894.417246 + Penalty 3187.660896 = -1205706.756350 nChanged 194 SP:Iteration 24Q (256.714104 sec): 3 clusters Score: Raw -1208953.036186 + Penalty 3187.660896 = -1205765.375290 nChanged 160 SP:Iteration 25Q (256.787169 sec): 3 clusters Score: Raw -1209005.272586 + Penalty 3187.660896 = -1205817.611689 nChanged 135 SP:Iteration 26Q (256.862133 sec): 3 clusters Score: Raw -1209044.522899 + Penalty 3187.660896 = -1205856.862003 nChanged 118 SP:Iteration 27Q (256.931520 sec): 3 clusters Score: Raw -1209076.469097 + Penalty 3187.660896 = -1205888.808201 nChanged 128 SP:Iteration 28Q (257.017258 sec): 3 clusters Score: Raw -1209109.541434 + Penalty 3187.660896 = -1205921.880538 nChanged 110 SP:Iteration 29Q (257.098172 sec): 3 clusters Score: Raw -1209136.527313 + Penalty 3187.660896 = -1205948.866417 nChanged 102 SP:Iteration 30Q (257.177305 sec): 3 clusters Score: Raw -1209154.795121 + Penalty 3187.660896 = -1205967.134225 nChanged 98 SP:Iteration 31Q (257.244321 sec): 3 clusters Score: Raw -1209172.660841 + Penalty 3187.660896 = -1205984.999944 nChanged 81 SP:Iteration 32Q (257.319704 sec): 3 clusters Score: Raw -1209185.823529 + Penalty 3187.660896 = -1205998.162633 nChanged 73 SP:Iteration 33Q (257.394869 sec): 3 clusters Score: Raw -1209200.341171 + Penalty 3187.660896 = -1206012.680275 nChanged 76 SP:Iteration 34Q (257.483353 sec): 3 clusters Score: Raw -1209213.987359 + Penalty 3187.660896 = -1206026.326463 nChanged 66 SP:Iteration 35Q (257.559715 sec): 3 clusters Score: Raw -1209226.954084 + Penalty 3187.660896 = -1206039.293188 nChanged 53 SP:Iteration 36Q (257.635268 sec): 3 clusters Score: Raw -1209237.093069 + Penalty 3187.660896 = -1206049.432172 nChanged 54 SP:Iteration 37Q (257.710583 sec): 3 clusters Score: Raw -1209248.169066 + Penalty 3187.660896 = -1206060.508170 nChanged 60 SP:Iteration 38Q (257.787090 sec): 3 clusters Score: Raw -1209259.261471 + Penalty 3187.660896 = -1206071.600575 nChanged 49 SP:Iteration 39Q (257.862144 sec): 3 clusters Score: Raw -1209267.374570 + Penalty 3187.660896 = -1206079.713674 nChanged 47 SP:Iteration 40F (257.938292 sec): 3 clusters Score: Raw -1209276.032064 + Penalty 3187.660896 = -1206088.371168 nChanged 45 SP:Iteration 41Q (257.997645 sec): 3 clusters Score: Raw -1209282.411081 + Penalty 3187.660896 = -1206094.750185 nChanged 47 SP:Iteration 42Q (258.073847 sec): 3 clusters Score: Raw -1209289.262866 + Penalty 3187.660896 = -1206101.601970 nChanged 44 SP:Iteration 43Q (258.150685 sec): 3 clusters Score: Raw -1209297.674652 + Penalty 3187.660896 = -1206110.013756 nChanged 35 SP:Iteration 44Q (258.220618 sec): 3 clusters Score: Raw -1209303.838820 + Penalty 3187.660896 = -1206116.177924 nChanged 30 SP:Iteration 45Q (258.299602 sec): 3 clusters Score: Raw -1209307.579005 + Penalty 3187.660896 = -1206119.918109 nChanged 26 SP:Iteration 46Q (258.374353 sec): 3 clusters Score: Raw -1209310.041811 + Penalty 3187.660896 = -1206122.380915 nChanged 20 SP:Iteration 47Q (258.440271 sec): 3 clusters Score: Raw -1209311.528316 + Penalty 3187.660896 = -1206123.867420 nChanged 13 SP:Iteration 48Q (258.520774 sec): 3 clusters Score: Raw -1209312.816588 + Penalty 3187.660896 = -1206125.155691 nChanged 9 SP:Iteration 49Q (258.598650 sec): 3 clusters Score: Raw -1209313.498834 + Penalty 3187.660896 = -1206125.837938 nChanged 13 SP:Iteration 50Q (258.670419 sec): 3 clusters Score: Raw -1209314.570119 + Penalty 3187.660896 = -1206126.909223 nChanged 9 SP:Iteration 51Q (258.743116 sec): 3 clusters Score: Raw -1209315.179881 + Penalty 3187.660896 = -1206127.518985 nChanged 9 SP:Iteration 52Q (258.822779 sec): 3 clusters Score: Raw -1209315.928805 + Penalty 3187.660896 = -1206128.267909 nChanged 10 SP:Iteration 53Q (258.900907 sec): 3 clusters Score: Raw -1209316.801786 + Penalty 3187.660896 = -1206129.140890 nChanged 15 SP:Iteration 54Q (258.978899 sec): 3 clusters Score: Raw -1209318.056691 + Penalty 3187.660896 = -1206130.395795 nChanged 13 SP:Iteration 55Q (259.044473 sec): 3 clusters Score: Raw -1209319.201340 + Penalty 3187.660896 = -1206131.540444 nChanged 11 SP:Iteration 56Q (259.124208 sec): 3 clusters Score: Raw -1209319.918348 + Penalty 3187.660896 = -1206132.257452 nChanged 2 SP:Iteration 57Q (259.204161 sec): 3 clusters Score: Raw -1209320.017278 + Penalty 3187.660896 = -1206132.356382 nChanged 0 SP:Iteration 58F (259.270163 sec): 3 clusters Score: Raw -1209320.017278 + Penalty 3187.660896 = -1206132.356382 nChanged 0 Score: Raw -40455275.454915 + Penalty 62204.834846 = -40393070.620069 Splitting cluster 16 changes total score from -40191549.436778 to -40393070.620069 So it's getting split into cluster 29. Trying to split cluster 17 (8372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.266912 sec): 2 clusters Score: Raw -636151.491648 + Penalty 1467.805314 = -634683.686334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.331408 sec): 3 clusters Score: Raw -631558.611974 + Penalty 2935.610627 = -628623.001346 nChanged 3578 SP:Iteration 1F (269.391912 sec): 3 clusters Score: Raw -633756.042438 + Penalty 2935.610627 = -630820.431811 nChanged 796 SP:Iteration 2F (269.450776 sec): 3 clusters Score: Raw -635137.994636 + Penalty 2935.610627 = -632202.384009 nChanged 959 SP:Iteration 3F (269.515189 sec): 3 clusters Score: Raw -637478.728441 + Penalty 2935.610627 = -634543.117814 nChanged 961 SP:Iteration 4F (269.566572 sec): 3 clusters Score: Raw -639154.183206 + Penalty 2935.610627 = -636218.572579 nChanged 690 SP:Iteration 5F (269.640691 sec): 3 clusters Score: Raw -640437.917172 + Penalty 2935.610627 = -637502.306545 nChanged 449 SP:Iteration 6F (269.705464 sec): 3 clusters Score: Raw -641472.540547 + Penalty 2935.610627 = -638536.929920 nChanged 302 SP:Iteration 7Q (269.761818 sec): 3 clusters Score: Raw -642026.833701 + Penalty 2935.610627 = -639091.223074 nChanged 231 SP:Iteration 8Q (269.825570 sec): 3 clusters Score: Raw -642508.956661 + Penalty 2935.610627 = -639573.346033 nChanged 249 SP:Iteration 9Q (269.877157 sec): 3 clusters Score: Raw -643945.717008 + Penalty 2935.610627 = -641010.106381 nChanged 341 SP:Iteration 10Q (269.934931 sec): 3 clusters Score: Raw -647820.591524 + Penalty 2935.610627 = -644884.980896 nChanged 319 SP:Iteration 11Q (269.990149 sec): 3 clusters Score: Raw -650048.931588 + Penalty 2935.610627 = -647113.320961 nChanged 219 SP:Iteration 12Q (270.060546 sec): 3 clusters Score: Raw -650903.215546 + Penalty 2935.610627 = -647967.604919 nChanged 99 SP:Iteration 13Q (270.118458 sec): 3 clusters Score: Raw -651620.979464 + Penalty 2935.610627 = -648685.368837 nChanged 37 SP:Iteration 14Q (270.165434 sec): 3 clusters Score: Raw -651873.627496 + Penalty 2935.610627 = -648938.016868 nChanged 11 SP:Iteration 15Q (270.226946 sec): 3 clusters Score: Raw -651887.729049 + Penalty 2935.610627 = -648952.118422 nChanged 3 SP:Iteration 16Q (270.281407 sec): 3 clusters Score: Raw -651893.229995 + Penalty 2935.610627 = -648957.619368 nChanged 0 SP:Iteration 17F (270.346890 sec): 3 clusters Score: Raw -651893.229995 + Penalty 2935.610627 = -648957.619368 nChanged 0 Score: Raw -40471017.193262 + Penalty 64349.829151 = -40406667.364111 Splitting cluster 17 changes total score from -40191549.436778 to -40406667.364111 So it's getting split into cluster 30. Trying to split cluster 19 (7929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.393549 sec): 2 clusters Score: Raw -560313.537193 + Penalty 1458.970858 = -558854.566335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.457895 sec): 3 clusters Score: Raw -556051.488565 + Penalty 2917.941716 = -553133.546849 nChanged 3320 SP:Iteration 1F (280.520557 sec): 3 clusters Score: Raw -558459.330371 + Penalty 2917.941716 = -555541.388655 nChanged 774 SP:Iteration 2F (280.583143 sec): 3 clusters Score: Raw -559276.209786 + Penalty 2917.941716 = -556358.268069 nChanged 749 SP:Iteration 3F (280.645027 sec): 3 clusters Score: Raw -560324.662018 + Penalty 2917.941716 = -557406.720302 nChanged 790 SP:Iteration 4F (280.705251 sec): 3 clusters Score: Raw -561587.128530 + Penalty 2917.941716 = -558669.186814 nChanged 658 SP:Iteration 5F (280.756928 sec): 3 clusters Score: Raw -562376.842222 + Penalty 2917.941716 = -559458.900505 nChanged 428 SP:Iteration 6F (280.831764 sec): 3 clusters Score: Raw -562696.371838 + Penalty 2917.941716 = -559778.430122 nChanged 246 SP:Iteration 7Q (280.883028 sec): 3 clusters Score: Raw -562807.479600 + Penalty 2917.941716 = -559889.537884 nChanged 157 SP:Iteration 8Q (280.944387 sec): 3 clusters Score: Raw -562876.827779 + Penalty 2917.941716 = -559958.886063 nChanged 111 SP:Iteration 9Q (280.999412 sec): 3 clusters Score: Raw -562926.041892 + Penalty 2917.941716 = -560008.100176 nChanged 89 SP:Iteration 10Q (281.059431 sec): 3 clusters Score: Raw -562963.334305 + Penalty 2917.941716 = -560045.392588 nChanged 75 SP:Iteration 11Q (281.114781 sec): 3 clusters Score: Raw -562988.176654 + Penalty 2917.941716 = -560070.234938 nChanged 60 SP:Iteration 12Q (281.168333 sec): 3 clusters Score: Raw -563004.992385 + Penalty 2917.941716 = -560087.050669 nChanged 43 SP:Iteration 13Q (281.226097 sec): 3 clusters Score: Raw -563016.591828 + Penalty 2917.941716 = -560098.650112 nChanged 44 SP:Iteration 14Q (281.291222 sec): 3 clusters Score: Raw -563026.783704 + Penalty 2917.941716 = -560108.841988 nChanged 33 SP:Iteration 15Q (281.346561 sec): 3 clusters Score: Raw -563033.407700 + Penalty 2917.941716 = -560115.465984 nChanged 20 SP:Iteration 16Q (281.417913 sec): 3 clusters Score: Raw -563038.387149 + Penalty 2917.941716 = -560120.445433 nChanged 15 SP:Iteration 17Q (281.473638 sec): 3 clusters Score: Raw -563041.589358 + Penalty 2917.941716 = -560123.647642 nChanged 14 SP:Iteration 18Q (281.536707 sec): 3 clusters Score: Raw -563043.746303 + Penalty 2917.941716 = -560125.804587 nChanged 8 SP:Iteration 19Q (281.597495 sec): 3 clusters Score: Raw -563044.825059 + Penalty 2917.941716 = -560126.883343 nChanged 6 SP:Iteration 20F (281.655524 sec): 3 clusters Score: Raw -563045.474429 + Penalty 2917.941716 = -560127.532713 nChanged 6 SP:Iteration 21Q (281.718871 sec): 3 clusters Score: Raw -563046.145686 + Penalty 2917.941716 = -560128.203970 nChanged 5 SP:Iteration 22Q (281.767198 sec): 3 clusters Score: Raw -563046.800564 + Penalty 2917.941716 = -560128.858848 nChanged 5 SP:Iteration 23Q (281.840583 sec): 3 clusters Score: Raw -563047.488204 + Penalty 2917.941716 = -560129.546488 nChanged 5 SP:Iteration 24Q (281.890974 sec): 3 clusters Score: Raw -563048.300479 + Penalty 2917.941716 = -560130.358763 nChanged 3 SP:Iteration 25Q (281.950616 sec): 3 clusters Score: Raw -563048.654437 + Penalty 2917.941716 = -560130.712721 nChanged 2 SP:Iteration 26Q (282.018903 sec): 3 clusters Score: Raw -563049.003962 + Penalty 2917.941716 = -560131.062246 nChanged 3 SP:Iteration 27Q (282.075143 sec): 3 clusters Score: Raw -563049.355161 + Penalty 2917.941716 = -560131.413445 nChanged 2 SP:Iteration 28Q (282.145508 sec): 3 clusters Score: Raw -563049.612382 + Penalty 2917.941716 = -560131.670666 nChanged 2 SP:Iteration 29Q (282.209754 sec): 3 clusters Score: Raw -563049.785824 + Penalty 2917.941716 = -560131.844108 nChanged 1 SP:Iteration 30Q (282.271263 sec): 3 clusters Score: Raw -563049.855151 + Penalty 2917.941716 = -560131.913435 nChanged 0 SP:Iteration 31F (282.331339 sec): 3 clusters Score: Raw -563049.855151 + Penalty 2917.941716 = -560131.913435 nChanged 0 Score: Raw -40473753.511220 + Penalty 66494.823456 = -40407258.687764 Splitting cluster 19 changes total score from -40191549.436778 to -40407258.687764 So it's getting split into cluster 31. Iteration 20F (303.952635 sec): 32 clusters Score: Raw -40500747.952978 + Penalty 66494.823456 = -40434253.129522 nChanged 28560 Iteration 21F (314.784043 sec): 32 clusters Score: Raw -40517455.627307 + Penalty 66494.823456 = -40450960.803851 nChanged 14537 Iteration 22Q (318.908034 sec): 32 clusters Score: Raw -40527779.106178 + Penalty 66494.823456 = -40461284.282722 nChanged 12254 Iteration 23Q (322.699505 sec): 32 clusters Score: Raw -40537498.223024 + Penalty 66494.823456 = -40471003.399568 nChanged 11056 Iteration 24Q (326.554741 sec): 32 clusters Score: Raw -40545789.227681 + Penalty 66494.823456 = -40479294.404225 nChanged 9843 Iteration 25Q (330.433804 sec): 32 clusters Score: Raw -40551850.890769 + Penalty 66494.823456 = -40485356.067313 nChanged 8988 Iteration 26Q (334.406744 sec): 32 clusters Score: Raw -40556905.580230 + Penalty 66494.823456 = -40490410.756774 nChanged 8515 Iteration 27Q (338.189978 sec): 32 clusters Score: Raw -40562344.051720 + Penalty 66494.823456 = -40495849.228264 nChanged 8468 Iteration 28Q (342.318104 sec): 32 clusters Score: Raw -40567345.799039 + Penalty 66494.823456 = -40500850.975583 nChanged 7964 Iteration 29Q (346.403421 sec): 32 clusters Score: Raw -40570627.319894 + Penalty 66494.823456 = -40504132.496438 nChanged 7349 Iteration 30Q (350.467271 sec): 32 clusters Score: Raw -40573341.696563 + Penalty 66494.823456 = -40506846.873107 nChanged 6928 Iteration 31Q (354.330744 sec): 32 clusters Score: Raw -40575848.782246 + Penalty 66494.823456 = -40509353.958790 nChanged 6376 Iteration 32Q (357.909392 sec): 32 clusters Score: Raw -40578143.443184 + Penalty 66494.823456 = -40511648.619728 nChanged 5901 Iteration 33Q (361.479895 sec): 32 clusters Score: Raw -40580183.683102 + Penalty 66494.823456 = -40513688.859646 nChanged 5431 Iteration 34Q (365.295066 sec): 32 clusters Score: Raw -40582035.799577 + Penalty 66494.823456 = -40515540.976121 nChanged 5117 Iteration 35Q (368.877757 sec): 32 clusters Score: Raw -40583903.400570 + Penalty 66494.823456 = -40517408.577114 nChanged 4922 Iteration 36Q (372.123818 sec): 32 clusters Score: Raw -40586141.166267 + Penalty 66494.823456 = -40519646.342810 nChanged 5062 Iteration 37Q (375.550780 sec): 32 clusters Score: Raw -40589505.211698 + Penalty 66494.823456 = -40523010.388242 nChanged 5602 Iteration 38Q (379.245691 sec): 32 clusters Score: Raw -40596780.903446 + Penalty 66494.823456 = -40530286.079990 nChanged 6281 Iteration 39Q (382.764637 sec): 32 clusters Score: Raw -40612827.530759 + Penalty 66494.823456 = -40546332.707303 nChanged 5481 Iteration 40F (393.457067 sec): 32 clusters Score: Raw -40626496.842211 + Penalty 66494.823456 = -40560002.018755 nChanged 4864 Iteration 41Q (396.854453 sec): 32 clusters Score: Raw -40630362.594647 + Penalty 66494.823456 = -40563867.771191 nChanged 4078 Iteration 42Q (400.585863 sec): 32 clusters Score: Raw -40632034.646099 + Penalty 66494.823456 = -40565539.822643 nChanged 3278 Iteration 43Q (404.311515 sec): 32 clusters Score: Raw -40632896.695004 + Penalty 66494.823456 = -40566401.871547 nChanged 2685 Iteration 44Q (407.921277 sec): 32 clusters Score: Raw -40633411.021084 + Penalty 66494.823456 = -40566916.197627 nChanged 2307 Iteration 45Q (411.497663 sec): 32 clusters Score: Raw -40633790.567320 + Penalty 66494.823456 = -40567295.743864 nChanged 2071 Iteration 46Q (415.450988 sec): 32 clusters Score: Raw -40634112.235286 + Penalty 66494.823456 = -40567617.411829 nChanged 1817 Iteration 47Q (419.224518 sec): 32 clusters Score: Raw -40634366.747196 + Penalty 66494.823456 = -40567871.923740 nChanged 1616 Iteration 48Q (422.784629 sec): 32 clusters Score: Raw -40634618.833430 + Penalty 66494.823456 = -40568124.009974 nChanged 1586 Iteration 49Q (426.534635 sec): 32 clusters Score: Raw -40634854.006235 + Penalty 66494.823456 = -40568359.182779 nChanged 1471 Iteration 50Q (430.426591 sec): 32 clusters Score: Raw -40635044.903503 + Penalty 66494.823456 = -40568550.080047 nChanged 1291 Iteration 51Q (433.974836 sec): 32 clusters Score: Raw -40635217.206230 + Penalty 66494.823456 = -40568722.382773 nChanged 1159 Iteration 52Q (437.816332 sec): 32 clusters Score: Raw -40635370.435982 + Penalty 66494.823456 = -40568875.612526 nChanged 1018 Iteration 53Q (441.445526 sec): 32 clusters Score: Raw -40635490.306768 + Penalty 66494.823456 = -40568995.483311 nChanged 930 Iteration 54Q (445.117653 sec): 32 clusters Score: Raw -40635592.216696 + Penalty 66494.823456 = -40569097.393239 nChanged 880 Iteration 55Q (448.832728 sec): 32 clusters Score: Raw -40635687.038906 + Penalty 66494.823456 = -40569192.215449 nChanged 797 Iteration 56Q (452.393403 sec): 32 clusters Score: Raw -40635762.872878 + Penalty 66494.823456 = -40569268.049422 nChanged 735 Iteration 57Q (456.136843 sec): 32 clusters Score: Raw -40635822.294185 + Penalty 66494.823456 = -40569327.470729 nChanged 668 Iteration 58Q (459.827539 sec): 32 clusters Score: Raw -40635889.628062 + Penalty 66494.823456 = -40569394.804606 nChanged 599 Writing temp clu file Because OldScore, -40569327.470729, is greater than current (better) Score,-40569394.804606 Compute initial score before splitting: Score: Raw -40635889.628062 + Penalty 66494.823456 = -40569394.804606 Trying to split cluster 1 (7502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (460.064880 sec): 2 clusters Score: Raw -523118.181152 + Penalty 1449.975301 = -521668.205851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (460.127666 sec): 3 clusters Score: Raw -518995.602412 + Penalty 2899.950602 = -516095.651809 nChanged 3224 SP:Iteration 1F (460.177531 sec): 3 clusters Score: Raw -521022.285602 + Penalty 2899.950602 = -518122.335000 nChanged 611 SP:Iteration 2F (460.247094 sec): 3 clusters Score: Raw -521440.328533 + Penalty 2899.950602 = -518540.377930 nChanged 509 SP:Iteration 3F (460.311092 sec): 3 clusters Score: Raw -521815.050285 + Penalty 2899.950602 = -518915.099683 nChanged 474 SP:Iteration 4F (460.370806 sec): 3 clusters Score: Raw -522222.276008 + Penalty 2899.950602 = -519322.325406 nChanged 499 SP:Iteration 5F (460.431715 sec): 3 clusters Score: Raw -522698.360197 + Penalty 2899.950602 = -519798.409594 nChanged 431 SP:Iteration 6F (460.494478 sec): 3 clusters Score: Raw -523075.321296 + Penalty 2899.950602 = -520175.370694 nChanged 373 SP:Iteration 7Q (460.554095 sec): 3 clusters Score: Raw -523376.389638 + Penalty 2899.950602 = -520476.439036 nChanged 292 SP:Iteration 8Q (460.611576 sec): 3 clusters Score: Raw -523648.186039 + Penalty 2899.950602 = -520748.235436 nChanged 254 SP:Iteration 9Q (460.686852 sec): 3 clusters Score: Raw -523920.569126 + Penalty 2899.950602 = -521020.618524 nChanged 269 SP:Iteration 10Q (460.738192 sec): 3 clusters Score: Raw -524172.388746 + Penalty 2899.950602 = -521272.438143 nChanged 269 SP:Iteration 11Q (460.806556 sec): 3 clusters Score: Raw -524410.859469 + Penalty 2899.950602 = -521510.908867 nChanged 301 SP:Iteration 12Q (460.870851 sec): 3 clusters Score: Raw -524641.751701 + Penalty 2899.950602 = -521741.801098 nChanged 286 SP:Iteration 13Q (460.930024 sec): 3 clusters Score: Raw -524886.857810 + Penalty 2899.950602 = -521986.907208 nChanged 278 SP:Iteration 14Q (460.987302 sec): 3 clusters Score: Raw -525184.687750 + Penalty 2899.950602 = -522284.737147 nChanged 280 SP:Iteration 15Q (461.045975 sec): 3 clusters Score: Raw -525584.664487 + Penalty 2899.950602 = -522684.713885 nChanged 261 SP:Iteration 16Q (461.102571 sec): 3 clusters Score: Raw -526062.046848 + Penalty 2899.950602 = -523162.096245 nChanged 224 SP:Iteration 17Q (461.157898 sec): 3 clusters Score: Raw -526689.459981 + Penalty 2899.950602 = -523789.509379 nChanged 144 SP:Iteration 18Q (461.209605 sec): 3 clusters Score: Raw -527196.719075 + Penalty 2899.950602 = -524296.768472 nChanged 76 SP:Iteration 19Q (461.262808 sec): 3 clusters Score: Raw -527313.755518 + Penalty 2899.950602 = -524413.804916 nChanged 44 SP:Iteration 20F (461.327124 sec): 3 clusters Score: Raw -527357.003638 + Penalty 2899.950602 = -524457.053036 nChanged 12 SP:Iteration 21Q (461.373699 sec): 3 clusters Score: Raw -527362.543954 + Penalty 2899.950602 = -524462.593352 nChanged 1 SP:Iteration 22Q (461.428323 sec): 3 clusters Score: Raw -527362.651614 + Penalty 2899.950602 = -524462.701012 nChanged 0 SP:Iteration 23F (461.497955 sec): 3 clusters Score: Raw -527362.651614 + Penalty 2899.950602 = -524462.701012 nChanged 0 Score: Raw -40640173.162974 + Penalty 68639.817761 = -40571533.345213 Splitting cluster 1 changes total score from -40569394.804606 to -40571533.345213 So it's getting split into cluster 32. Trying to split cluster 2 (30541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.840373 sec): 2 clusters Score: Raw -2319471.910891 + Penalty 1678.109115 = -2317793.801777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.940192 sec): 3 clusters Score: Raw -2300603.342337 + Penalty 3356.218230 = -2297247.124107 nChanged 14053 SP:Iteration 1F (473.043490 sec): 3 clusters Score: Raw -2308445.527038 + Penalty 3356.218230 = -2305089.308808 nChanged 1446 SP:Iteration 2Q (473.139364 sec): 3 clusters Score: Raw -2308924.068085 + Penalty 3356.218230 = -2305567.849855 nChanged 1372 SP:Iteration 3Q (473.251247 sec): 3 clusters Score: Raw -2309418.919892 + Penalty 3356.218230 = -2306062.701662 nChanged 1380 SP:Iteration 4Q (473.346853 sec): 3 clusters Score: Raw -2309996.066044 + Penalty 3356.218230 = -2306639.847815 nChanged 1463 SP:Iteration 5Q (473.444714 sec): 3 clusters Score: Raw -2310693.319109 + Penalty 3356.218230 = -2307337.100880 nChanged 1564 SP:Iteration 6F (473.541402 sec): 3 clusters Score: Raw -2311468.339680 + Penalty 3356.218230 = -2308112.121450 nChanged 1598 SP:Iteration 7F (473.634501 sec): 3 clusters Score: Raw -2312379.273519 + Penalty 3356.218230 = -2309023.055290 nChanged 1608 SP:Iteration 8F (473.733784 sec): 3 clusters Score: Raw -2313338.972171 + Penalty 3356.218230 = -2309982.753941 nChanged 1511 SP:Iteration 9Q (473.821099 sec): 3 clusters Score: Raw -2314176.659067 + Penalty 3356.218230 = -2310820.440837 nChanged 1278 SP:Iteration 10Q (473.929152 sec): 3 clusters Score: Raw -2314757.943626 + Penalty 3356.218230 = -2311401.725397 nChanged 972 SP:Iteration 11Q (474.026547 sec): 3 clusters Score: Raw -2315082.480349 + Penalty 3356.218230 = -2311726.262119 nChanged 667 SP:Iteration 12Q (474.130257 sec): 3 clusters Score: Raw -2315242.769239 + Penalty 3356.218230 = -2311886.551009 nChanged 451 SP:Iteration 13Q (474.229102 sec): 3 clusters Score: Raw -2315325.343636 + Penalty 3356.218230 = -2311969.125407 nChanged 328 SP:Iteration 14Q (474.320390 sec): 3 clusters Score: Raw -2315371.553510 + Penalty 3356.218230 = -2312015.335280 nChanged 219 SP:Iteration 15Q (474.425614 sec): 3 clusters Score: Raw -2315400.045823 + Penalty 3356.218230 = -2312043.827594 nChanged 179 SP:Iteration 16Q (474.522837 sec): 3 clusters Score: Raw -2315423.853715 + Penalty 3356.218230 = -2312067.635485 nChanged 174 SP:Iteration 17Q (474.622657 sec): 3 clusters Score: Raw -2315446.917414 + Penalty 3356.218230 = -2312090.699184 nChanged 177 SP:Iteration 18Q (474.719128 sec): 3 clusters Score: Raw -2315469.519678 + Penalty 3356.218230 = -2312113.301448 nChanged 176 SP:Iteration 19Q (474.821869 sec): 3 clusters Score: Raw -2315492.157086 + Penalty 3356.218230 = -2312135.938856 nChanged 177 SP:Iteration 20F (474.909966 sec): 3 clusters Score: Raw -2315516.480666 + Penalty 3356.218230 = -2312160.262436 nChanged 185 SP:Iteration 21Q (475.003794 sec): 3 clusters Score: Raw -2315545.072247 + Penalty 3356.218230 = -2312188.854017 nChanged 193 SP:Iteration 22Q (475.110538 sec): 3 clusters Score: Raw -2315574.918437 + Penalty 3356.218230 = -2312218.700207 nChanged 187 SP:Iteration 23Q (475.206879 sec): 3 clusters Score: Raw -2315604.092154 + Penalty 3356.218230 = -2312247.873924 nChanged 205 SP:Iteration 24Q (475.299162 sec): 3 clusters Score: Raw -2315640.490203 + Penalty 3356.218230 = -2312284.271973 nChanged 221 SP:Iteration 25Q (475.408812 sec): 3 clusters Score: Raw -2315677.861189 + Penalty 3356.218230 = -2312321.642959 nChanged 209 SP:Iteration 26Q (475.522444 sec): 3 clusters Score: Raw -2315709.928983 + Penalty 3356.218230 = -2312353.710753 nChanged 205 SP:Iteration 27Q (475.613465 sec): 3 clusters Score: Raw -2315741.435082 + Penalty 3356.218230 = -2312385.216852 nChanged 191 SP:Iteration 28Q (475.719288 sec): 3 clusters Score: Raw -2315771.830761 + Penalty 3356.218230 = -2312415.612531 nChanged 220 SP:Iteration 29Q (475.818111 sec): 3 clusters Score: Raw -2315806.598101 + Penalty 3356.218230 = -2312450.379871 nChanged 219 SP:Iteration 30Q (475.917000 sec): 3 clusters Score: Raw -2315839.181370 + Penalty 3356.218230 = -2312482.963140 nChanged 221 SP:Iteration 31Q (476.015585 sec): 3 clusters Score: Raw -2315879.347590 + Penalty 3356.218230 = -2312523.129360 nChanged 264 SP:Iteration 32Q (476.113829 sec): 3 clusters Score: Raw -2315928.657394 + Penalty 3356.218230 = -2312572.439164 nChanged 267 SP:Iteration 33Q (476.215531 sec): 3 clusters Score: Raw -2315979.524878 + Penalty 3356.218230 = -2312623.306649 nChanged 273 SP:Iteration 34Q (476.314503 sec): 3 clusters Score: Raw -2316032.310861 + Penalty 3356.218230 = -2312676.092631 nChanged 261 SP:Iteration 35Q (476.400154 sec): 3 clusters Score: Raw -2316081.343871 + Penalty 3356.218230 = -2312725.125641 nChanged 260 SP:Iteration 36Q (476.500336 sec): 3 clusters Score: Raw -2316129.773925 + Penalty 3356.218230 = -2312773.555695 nChanged 268 SP:Iteration 37Q (476.612218 sec): 3 clusters Score: Raw -2316179.555512 + Penalty 3356.218230 = -2312823.337283 nChanged 276 SP:Iteration 38Q (476.712824 sec): 3 clusters Score: Raw -2316228.160064 + Penalty 3356.218230 = -2312871.941834 nChanged 290 SP:Iteration 39Q (476.812979 sec): 3 clusters Score: Raw -2316287.035460 + Penalty 3356.218230 = -2312930.817231 nChanged 304 SP:Iteration 40F (476.902507 sec): 3 clusters Score: Raw -2316349.733258 + Penalty 3356.218230 = -2312993.515029 nChanged 299 SP:Iteration 41Q (477.012200 sec): 3 clusters Score: Raw -2316414.404008 + Penalty 3356.218230 = -2313058.185778 nChanged 310 SP:Iteration 42Q (477.112403 sec): 3 clusters Score: Raw -2316490.843940 + Penalty 3356.218230 = -2313134.625710 nChanged 344 SP:Iteration 43Q (477.198438 sec): 3 clusters Score: Raw -2316588.788005 + Penalty 3356.218230 = -2313232.569775 nChanged 398 SP:Iteration 44Q (477.297204 sec): 3 clusters Score: Raw -2316711.779413 + Penalty 3356.218230 = -2313355.561183 nChanged 444 SP:Iteration 45Q (477.408932 sec): 3 clusters Score: Raw -2316866.723864 + Penalty 3356.218230 = -2313510.505634 nChanged 437 SP:Iteration 46Q (477.508528 sec): 3 clusters Score: Raw -2317017.617299 + Penalty 3356.218230 = -2313661.399069 nChanged 437 SP:Iteration 47Q (477.608514 sec): 3 clusters Score: Raw -2317173.845973 + Penalty 3356.218230 = -2313817.627744 nChanged 436 SP:Iteration 48Q (477.707769 sec): 3 clusters Score: Raw -2317335.053068 + Penalty 3356.218230 = -2313978.834838 nChanged 446 SP:Iteration 49Q (477.796421 sec): 3 clusters Score: Raw -2317499.776956 + Penalty 3356.218230 = -2314143.558727 nChanged 433 SP:Iteration 50Q (477.905322 sec): 3 clusters Score: Raw -2317655.071203 + Penalty 3356.218230 = -2314298.852974 nChanged 428 SP:Iteration 51Q (478.010962 sec): 3 clusters Score: Raw -2317807.097068 + Penalty 3356.218230 = -2314450.878838 nChanged 420 SP:Iteration 52Q (478.113835 sec): 3 clusters Score: Raw -2317951.269647 + Penalty 3356.218230 = -2314595.051417 nChanged 408 SP:Iteration 53Q (478.199518 sec): 3 clusters Score: Raw -2318081.203706 + Penalty 3356.218230 = -2314724.985476 nChanged 390 SP:Iteration 54Q (478.305569 sec): 3 clusters Score: Raw -2318220.199832 + Penalty 3356.218230 = -2314863.981603 nChanged 375 SP:Iteration 55Q (478.404157 sec): 3 clusters Score: Raw -2318352.073449 + Penalty 3356.218230 = -2314995.855219 nChanged 382 SP:Iteration 56Q (478.496601 sec): 3 clusters Score: Raw -2318480.209830 + Penalty 3356.218230 = -2315123.991600 nChanged 384 SP:Iteration 57Q (478.594035 sec): 3 clusters Score: Raw -2318602.176065 + Penalty 3356.218230 = -2315245.957835 nChanged 362 SP:Iteration 58Q (478.678073 sec): 3 clusters Score: Raw -2318725.701499 + Penalty 3356.218230 = -2315369.483270 nChanged 372 SP:Iteration 59Q (478.784181 sec): 3 clusters Score: Raw -2318848.990741 + Penalty 3356.218230 = -2315492.772511 nChanged 349 SP:Iteration 60F (478.873908 sec): 3 clusters Score: Raw -2318985.765635 + Penalty 3356.218230 = -2315629.547405 nChanged 336 SP:Iteration 61Q (478.968201 sec): 3 clusters Score: Raw -2319104.610041 + Penalty 3356.218230 = -2315748.391811 nChanged 321 SP:Iteration 62Q (479.069643 sec): 3 clusters Score: Raw -2319205.003938 + Penalty 3356.218230 = -2315848.785708 nChanged 312 SP:Iteration 63Q (479.152095 sec): 3 clusters Score: Raw -2319301.398547 + Penalty 3356.218230 = -2315945.180317 nChanged 292 SP:Iteration 64Q (479.260243 sec): 3 clusters Score: Raw -2319378.175559 + Penalty 3356.218230 = -2316021.957330 nChanged 243 SP:Iteration 65Q (479.353961 sec): 3 clusters Score: Raw -2319437.268557 + Penalty 3356.218230 = -2316081.050327 nChanged 221 SP:Iteration 66Q (479.441758 sec): 3 clusters Score: Raw -2319488.507874 + Penalty 3356.218230 = -2316132.289645 nChanged 215 SP:Iteration 67Q (479.537934 sec): 3 clusters Score: Raw -2319541.714488 + Penalty 3356.218230 = -2316185.496259 nChanged 187 SP:Iteration 68Q (479.633830 sec): 3 clusters Score: Raw -2319583.774162 + Penalty 3356.218230 = -2316227.555932 nChanged 176 SP:Iteration 69Q (479.724046 sec): 3 clusters Score: Raw -2319620.672311 + Penalty 3356.218230 = -2316264.454081 nChanged 156 SP:Iteration 70Q (479.820427 sec): 3 clusters Score: Raw -2319655.746390 + Penalty 3356.218230 = -2316299.528160 nChanged 140 SP:Iteration 71Q (479.913386 sec): 3 clusters Score: Raw -2319687.299326 + Penalty 3356.218230 = -2316331.081096 nChanged 128 SP:Iteration 72Q (480.002025 sec): 3 clusters Score: Raw -2319712.284440 + Penalty 3356.218230 = -2316356.066211 nChanged 138 SP:Iteration 73Q (480.105590 sec): 3 clusters Score: Raw -2319735.782601 + Penalty 3356.218230 = -2316379.564372 nChanged 116 SP:Iteration 74Q (480.185096 sec): 3 clusters Score: Raw -2319756.916346 + Penalty 3356.218230 = -2316400.698116 nChanged 119 SP:Iteration 75Q (480.285463 sec): 3 clusters Score: Raw -2319778.436341 + Penalty 3356.218230 = -2316422.218111 nChanged 110 SP:Iteration 76Q (480.373966 sec): 3 clusters Score: Raw -2319797.455157 + Penalty 3356.218230 = -2316441.236927 nChanged 96 SP:Iteration 77Q (480.470237 sec): 3 clusters Score: Raw -2319810.828368 + Penalty 3356.218230 = -2316454.610138 nChanged 95 SP:Iteration 78Q (480.565391 sec): 3 clusters Score: Raw -2319824.151535 + Penalty 3356.218230 = -2316467.933306 nChanged 95 SP:Iteration 79Q (480.654992 sec): 3 clusters Score: Raw -2319838.145353 + Penalty 3356.218230 = -2316481.927123 nChanged 75 SP:Iteration 80F (480.752035 sec): 3 clusters Score: Raw -2319848.912328 + Penalty 3356.218230 = -2316492.694098 nChanged 83 SP:Iteration 81Q (480.837620 sec): 3 clusters Score: Raw -2319861.935622 + Penalty 3356.218230 = -2316505.717392 nChanged 83 SP:Iteration 82Q (480.918587 sec): 3 clusters Score: Raw -2319874.082681 + Penalty 3356.218230 = -2316517.864451 nChanged 83 SP:Iteration 83Q (481.018324 sec): 3 clusters Score: Raw -2319886.865980 + Penalty 3356.218230 = -2316530.647751 nChanged 83 SP:Iteration 84Q (481.110184 sec): 3 clusters Score: Raw -2319898.054242 + Penalty 3356.218230 = -2316541.836013 nChanged 72 SP:Iteration 85Q (481.207430 sec): 3 clusters Score: Raw -2319908.027432 + Penalty 3356.218230 = -2316551.809202 nChanged 74 SP:Iteration 86Q (481.300574 sec): 3 clusters Score: Raw -2319918.618041 + Penalty 3356.218230 = -2316562.399811 nChanged 71 SP:Iteration 87Q (481.390638 sec): 3 clusters Score: Raw -2319929.079617 + Penalty 3356.218230 = -2316572.861387 nChanged 65 SP:Iteration 88Q (481.476402 sec): 3 clusters Score: Raw -2319938.892284 + Penalty 3356.218230 = -2316582.674054 nChanged 61 SP:Iteration 89Q (481.567030 sec): 3 clusters Score: Raw -2319948.056806 + Penalty 3356.218230 = -2316591.838577 nChanged 68 SP:Iteration 90Q (481.657314 sec): 3 clusters Score: Raw -2319958.067946 + Penalty 3356.218230 = -2316601.849716 nChanged 64 SP:Iteration 91Q (481.747417 sec): 3 clusters Score: Raw -2319966.677444 + Penalty 3356.218230 = -2316610.459214 nChanged 59 SP:Iteration 92Q (481.840393 sec): 3 clusters Score: Raw -2319975.448882 + Penalty 3356.218230 = -2316619.230652 nChanged 58 SP:Iteration 93Q (481.932137 sec): 3 clusters Score: Raw -2319983.514192 + Penalty 3356.218230 = -2316627.295962 nChanged 65 SP:Iteration 94Q (482.022127 sec): 3 clusters Score: Raw -2319992.401636 + Penalty 3356.218230 = -2316636.183406 nChanged 57 SP:Iteration 95Q (482.109221 sec): 3 clusters Score: Raw -2320000.767585 + Penalty 3356.218230 = -2316644.549355 nChanged 55 SP:Iteration 96Q (482.207669 sec): 3 clusters Score: Raw -2320007.587455 + Penalty 3356.218230 = -2316651.369226 nChanged 61 SP:Iteration 97Q (482.301710 sec): 3 clusters Score: Raw -2320017.501818 + Penalty 3356.218230 = -2316661.283588 nChanged 74 SP:Iteration 98Q (482.389845 sec): 3 clusters Score: Raw -2320030.171987 + Penalty 3356.218230 = -2316673.953757 nChanged 77 SP:Iteration 99Q (482.485838 sec): 3 clusters Score: Raw -2320042.897902 + Penalty 3356.218230 = -2316686.679673 nChanged 75 SP:Iteration 100F (482.583382 sec): 3 clusters Score: Raw -2320056.512009 + Penalty 3356.218230 = -2316700.293780 nChanged 70 SP:Iteration 101Q (482.675960 sec): 3 clusters Score: Raw -2320070.043338 + Penalty 3356.218230 = -2316713.825109 nChanged 74 SP:Iteration 102Q (482.755757 sec): 3 clusters Score: Raw -2320084.264117 + Penalty 3356.218230 = -2316728.045887 nChanged 74 SP:Iteration 103Q (482.851922 sec): 3 clusters Score: Raw -2320096.782064 + Penalty 3356.218230 = -2316740.563834 nChanged 76 SP:Iteration 104Q (482.946469 sec): 3 clusters Score: Raw -2320108.928752 + Penalty 3356.218230 = -2316752.710522 nChanged 58 SP:Iteration 105Q (483.044306 sec): 3 clusters Score: Raw -2320119.173208 + Penalty 3356.218230 = -2316762.954978 nChanged 58 SP:Iteration 106Q (483.140609 sec): 3 clusters Score: Raw -2320129.519358 + Penalty 3356.218230 = -2316773.301129 nChanged 47 SP:Iteration 107Q (483.235404 sec): 3 clusters Score: Raw -2320136.417984 + Penalty 3356.218230 = -2316780.199755 nChanged 41 SP:Iteration 108Q (483.320574 sec): 3 clusters Score: Raw -2320142.887681 + Penalty 3356.218230 = -2316786.669451 nChanged 55 SP:Iteration 109Q (483.412486 sec): 3 clusters Score: Raw -2320151.817861 + Penalty 3356.218230 = -2316795.599632 nChanged 52 SP:Iteration 110Q (483.511849 sec): 3 clusters Score: Raw -2320160.313608 + Penalty 3356.218230 = -2316804.095378 nChanged 61 SP:Iteration 111Q (483.606812 sec): 3 clusters Score: Raw -2320171.106381 + Penalty 3356.218230 = -2316814.888152 nChanged 46 SP:Iteration 112Q (483.705031 sec): 3 clusters Score: Raw -2320180.412041 + Penalty 3356.218230 = -2316824.193811 nChanged 51 SP:Iteration 113Q (483.799874 sec): 3 clusters Score: Raw -2320190.459450 + Penalty 3356.218230 = -2316834.241221 nChanged 47 SP:Iteration 114Q (483.887556 sec): 3 clusters Score: Raw -2320200.959649 + Penalty 3356.218230 = -2316844.741419 nChanged 53 SP:Iteration 115Q (483.977880 sec): 3 clusters Score: Raw -2320212.588779 + Penalty 3356.218230 = -2316856.370549 nChanged 52 SP:Iteration 116Q (484.066475 sec): 3 clusters Score: Raw -2320223.841835 + Penalty 3356.218230 = -2316867.623605 nChanged 55 SP:Iteration 117Q (484.157390 sec): 3 clusters Score: Raw -2320235.015201 + Penalty 3356.218230 = -2316878.796972 nChanged 52 SP:Iteration 118Q (484.247071 sec): 3 clusters Score: Raw -2320245.393034 + Penalty 3356.218230 = -2316889.174804 nChanged 44 SP:Iteration 119Q (484.347528 sec): 3 clusters Score: Raw -2320255.393270 + Penalty 3356.218230 = -2316899.175040 nChanged 54 SP:Iteration 120F (484.437851 sec): 3 clusters Score: Raw -2320268.555731 + Penalty 3356.218230 = -2316912.337501 nChanged 45 SP:Iteration 121Q (484.536826 sec): 3 clusters Score: Raw -2320279.033380 + Penalty 3356.218230 = -2316922.815151 nChanged 43 SP:Iteration 122Q (484.627728 sec): 3 clusters Score: Raw -2320289.450752 + Penalty 3356.218230 = -2316933.232523 nChanged 47 SP:Iteration 123Q (484.722938 sec): 3 clusters Score: Raw -2320303.337466 + Penalty 3356.218230 = -2316947.119236 nChanged 54 SP:Iteration 124Q (484.814304 sec): 3 clusters Score: Raw -2320318.248486 + Penalty 3356.218230 = -2316962.030257 nChanged 48 SP:Iteration 125Q (484.906001 sec): 3 clusters Score: Raw -2320326.845724 + Penalty 3356.218230 = -2316970.627495 nChanged 36 SP:Iteration 126Q (484.996486 sec): 3 clusters Score: Raw -2320333.368916 + Penalty 3356.218230 = -2316977.150686 nChanged 40 SP:Iteration 127Q (485.087401 sec): 3 clusters Score: Raw -2320341.454161 + Penalty 3356.218230 = -2316985.235931 nChanged 49 SP:Iteration 128Q (485.178174 sec): 3 clusters Score: Raw -2320351.062600 + Penalty 3356.218230 = -2316994.844370 nChanged 41 SP:Iteration 129Q (485.273982 sec): 3 clusters Score: Raw -2320358.941532 + Penalty 3356.218230 = -2317002.723303 nChanged 33 SP:Iteration 130Q (485.363654 sec): 3 clusters Score: Raw -2320365.328429 + Penalty 3356.218230 = -2317009.110200 nChanged 31 SP:Iteration 131Q (485.453480 sec): 3 clusters Score: Raw -2320372.088542 + Penalty 3356.218230 = -2317015.870313 nChanged 24 SP:Iteration 132Q (485.542662 sec): 3 clusters Score: Raw -2320376.342876 + Penalty 3356.218230 = -2317020.124647 nChanged 26 SP:Iteration 133Q (485.635052 sec): 3 clusters Score: Raw -2320380.321562 + Penalty 3356.218230 = -2317024.103333 nChanged 23 SP:Iteration 134Q (485.716054 sec): 3 clusters Score: Raw -2320383.403470 + Penalty 3356.218230 = -2317027.185240 nChanged 8 SP:Iteration 135Q (485.804843 sec): 3 clusters Score: Raw -2320384.385182 + Penalty 3356.218230 = -2317028.166953 nChanged 6 SP:Iteration 136Q (485.904897 sec): 3 clusters Score: Raw -2320385.315668 + Penalty 3356.218230 = -2317029.097438 nChanged 8 SP:Iteration 137Q (485.995563 sec): 3 clusters Score: Raw -2320386.614813 + Penalty 3356.218230 = -2317030.396583 nChanged 8 SP:Iteration 138Q (486.085558 sec): 3 clusters Score: Raw -2320387.654137 + Penalty 3356.218230 = -2317031.435907 nChanged 8 SP:Iteration 139Q (486.172353 sec): 3 clusters Score: Raw -2320388.835347 + Penalty 3356.218230 = -2317032.617117 nChanged 7 SP:Iteration 140F (486.268921 sec): 3 clusters Score: Raw -2320390.261960 + Penalty 3356.218230 = -2317034.043730 nChanged 8 SP:Iteration 141Q (486.358337 sec): 3 clusters Score: Raw -2320391.577962 + Penalty 3356.218230 = -2317035.359733 nChanged 5 SP:Iteration 142Q (486.449404 sec): 3 clusters Score: Raw -2320392.382176 + Penalty 3356.218230 = -2317036.163946 nChanged 8 SP:Iteration 143Q (486.528938 sec): 3 clusters Score: Raw -2320393.264396 + Penalty 3356.218230 = -2317037.046166 nChanged 8 SP:Iteration 144Q (486.613732 sec): 3 clusters Score: Raw -2320395.175771 + Penalty 3356.218230 = -2317038.957541 nChanged 15 SP:Iteration 145Q (486.712930 sec): 3 clusters Score: Raw -2320398.680220 + Penalty 3356.218230 = -2317042.461990 nChanged 18 SP:Iteration 146Q (486.799232 sec): 3 clusters Score: Raw -2320401.119599 + Penalty 3356.218230 = -2317044.901370 nChanged 11 SP:Iteration 147Q (486.886060 sec): 3 clusters Score: Raw -2320403.199125 + Penalty 3356.218230 = -2317046.980896 nChanged 9 SP:Iteration 148Q (486.965630 sec): 3 clusters Score: Raw -2320405.865597 + Penalty 3356.218230 = -2317049.647367 nChanged 10 SP:Iteration 149Q (487.067069 sec): 3 clusters Score: Raw -2320407.586858 + Penalty 3356.218230 = -2317051.368628 nChanged 13 SP:Iteration 150Q (487.150392 sec): 3 clusters Score: Raw -2320409.100285 + Penalty 3356.218230 = -2317052.882055 nChanged 13 SP:Iteration 151Q (487.241623 sec): 3 clusters Score: Raw -2320411.031141 + Penalty 3356.218230 = -2317054.812912 nChanged 9 SP:Iteration 152Q (487.329666 sec): 3 clusters Score: Raw -2320412.734285 + Penalty 3356.218230 = -2317056.516056 nChanged 9 SP:Iteration 153Q (487.416097 sec): 3 clusters Score: Raw -2320414.245398 + Penalty 3356.218230 = -2317058.027168 nChanged 9 SP:Iteration 154Q (487.493653 sec): 3 clusters Score: Raw -2320415.912912 + Penalty 3356.218230 = -2317059.694682 nChanged 8 SP:Iteration 155Q (487.587111 sec): 3 clusters Score: Raw -2320416.998844 + Penalty 3356.218230 = -2317060.780615 nChanged 7 SP:Iteration 156Q (487.678684 sec): 3 clusters Score: Raw -2320417.911341 + Penalty 3356.218230 = -2317061.693111 nChanged 3 SP:Iteration 157Q (487.757304 sec): 3 clusters Score: Raw -2320418.582849 + Penalty 3356.218230 = -2317062.364620 nChanged 3 SP:Iteration 158Q (487.850334 sec): 3 clusters Score: Raw -2320419.074299 + Penalty 3356.218230 = -2317062.856069 nChanged 3 SP:Iteration 159Q (487.944420 sec): 3 clusters Score: Raw -2320419.428854 + Penalty 3356.218230 = -2317063.210624 nChanged 5 SP:Iteration 160F (488.033635 sec): 3 clusters Score: Raw -2320420.167885 + Penalty 3356.218230 = -2317063.949655 nChanged 4 SP:Iteration 161Q (488.124976 sec): 3 clusters Score: Raw -2320421.158762 + Penalty 3356.218230 = -2317064.940533 nChanged 4 SP:Iteration 162Q (488.220911 sec): 3 clusters Score: Raw -2320421.700188 + Penalty 3356.218230 = -2317065.481958 nChanged 5 SP:Iteration 163Q (488.308689 sec): 3 clusters Score: Raw -2320422.277021 + Penalty 3356.218230 = -2317066.058791 nChanged 4 SP:Iteration 164Q (488.404811 sec): 3 clusters Score: Raw -2320422.752868 + Penalty 3356.218230 = -2317066.534638 nChanged 4 SP:Iteration 165Q (488.491791 sec): 3 clusters Score: Raw -2320423.356647 + Penalty 3356.218230 = -2317067.138418 nChanged 3 SP:Iteration 166Q (488.579956 sec): 3 clusters Score: Raw -2320423.779505 + Penalty 3356.218230 = -2317067.561276 nChanged 4 SP:Iteration 167Q (488.670953 sec): 3 clusters Score: Raw -2320424.498081 + Penalty 3356.218230 = -2317068.279851 nChanged 6 SP:Iteration 168Q (488.758977 sec): 3 clusters Score: Raw -2320425.634692 + Penalty 3356.218230 = -2317069.416462 nChanged 4 SP:Iteration 169Q (488.846949 sec): 3 clusters Score: Raw -2320426.430495 + Penalty 3356.218230 = -2317070.212266 nChanged 10 SP:Iteration 170Q (488.925798 sec): 3 clusters Score: Raw -2320428.060061 + Penalty 3356.218230 = -2317071.841831 nChanged 6 SP:Iteration 171Q (489.015572 sec): 3 clusters Score: Raw -2320428.916766 + Penalty 3356.218230 = -2317072.698537 nChanged 4 SP:Iteration 172Q (489.110150 sec): 3 clusters Score: Raw -2320429.384167 + Penalty 3356.218230 = -2317073.165937 nChanged 4 SP:Iteration 173Q (489.197382 sec): 3 clusters Score: Raw -2320429.806863 + Penalty 3356.218230 = -2317073.588633 nChanged 3 SP:Iteration 174Q (489.288675 sec): 3 clusters Score: Raw -2320430.131198 + Penalty 3356.218230 = -2317073.912968 nChanged 3 SP:Iteration 175Q (489.379919 sec): 3 clusters Score: Raw -2320430.496631 + Penalty 3356.218230 = -2317074.278402 nChanged 1 SP:Iteration 176Q (489.460973 sec): 3 clusters Score: Raw -2320430.884454 + Penalty 3356.218230 = -2317074.666224 nChanged 3 SP:Iteration 177Q (489.555195 sec): 3 clusters Score: Raw -2320431.617996 + Penalty 3356.218230 = -2317075.399766 nChanged 4 SP:Iteration 178Q (489.647350 sec): 3 clusters Score: Raw -2320432.045352 + Penalty 3356.218230 = -2317075.827123 nChanged 0 SP:Iteration 179F (489.745745 sec): 3 clusters Score: Raw -2320432.045352 + Penalty 3356.218230 = -2317075.827123 nChanged 0 Trying to split cluster 3 (13799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.793497 sec): 2 clusters Score: Raw -1107913.447487 + Penalty 1549.007103 = -1106364.440384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.868321 sec): 3 clusters Score: Raw -1099824.295581 + Penalty 3098.014207 = -1096726.281374 nChanged 6130 SP:Iteration 1F (489.942471 sec): 3 clusters Score: Raw -1103208.320635 + Penalty 3098.014207 = -1100110.306429 nChanged 733 SP:Iteration 2F (490.016445 sec): 3 clusters Score: Raw -1103497.822292 + Penalty 3098.014207 = -1100399.808085 nChanged 655 SP:Iteration 3Q (490.089674 sec): 3 clusters Score: Raw -1103750.959845 + Penalty 3098.014207 = -1100652.945638 nChanged 577 SP:Iteration 4Q (490.160883 sec): 3 clusters Score: Raw -1104005.508634 + Penalty 3098.014207 = -1100907.494428 nChanged 598 SP:Iteration 5Q (490.231876 sec): 3 clusters Score: Raw -1104315.375872 + Penalty 3098.014207 = -1101217.361665 nChanged 636 SP:Iteration 6Q (490.304781 sec): 3 clusters Score: Raw -1104693.204211 + Penalty 3098.014207 = -1101595.190005 nChanged 677 SP:Iteration 7Q (490.375539 sec): 3 clusters Score: Raw -1105153.967686 + Penalty 3098.014207 = -1102055.953480 nChanged 716 SP:Iteration 8F (490.448924 sec): 3 clusters Score: Raw -1105635.339134 + Penalty 3098.014207 = -1102537.324927 nChanged 698 SP:Iteration 9F (490.513252 sec): 3 clusters Score: Raw -1106096.193620 + Penalty 3098.014207 = -1102998.179413 nChanged 626 SP:Iteration 10Q (490.594795 sec): 3 clusters Score: Raw -1106563.069210 + Penalty 3098.014207 = -1103465.055004 nChanged 588 SP:Iteration 11Q (490.666356 sec): 3 clusters Score: Raw -1107095.652026 + Penalty 3098.014207 = -1103997.637820 nChanged 525 SP:Iteration 12Q (490.737992 sec): 3 clusters Score: Raw -1107508.471988 + Penalty 3098.014207 = -1104410.457782 nChanged 463 SP:Iteration 13Q (490.802431 sec): 3 clusters Score: Raw -1107748.782858 + Penalty 3098.014207 = -1104650.768651 nChanged 351 SP:Iteration 14Q (490.862989 sec): 3 clusters Score: Raw -1107878.814941 + Penalty 3098.014207 = -1104780.800734 nChanged 277 SP:Iteration 15Q (490.933130 sec): 3 clusters Score: Raw -1107963.100268 + Penalty 3098.014207 = -1104865.086062 nChanged 209 SP:Iteration 16Q (491.002012 sec): 3 clusters Score: Raw -1108016.999676 + Penalty 3098.014207 = -1104918.985469 nChanged 187 SP:Iteration 17Q (491.078357 sec): 3 clusters Score: Raw -1108058.603389 + Penalty 3098.014207 = -1104960.589182 nChanged 135 SP:Iteration 18Q (491.144280 sec): 3 clusters Score: Raw -1108086.632923 + Penalty 3098.014207 = -1104988.618717 nChanged 130 SP:Iteration 19Q (491.221849 sec): 3 clusters Score: Raw -1108114.974078 + Penalty 3098.014207 = -1105016.959871 nChanged 103 SP:Iteration 20F (491.281119 sec): 3 clusters Score: Raw -1108133.619762 + Penalty 3098.014207 = -1105035.605556 nChanged 77 SP:Iteration 21Q (491.347407 sec): 3 clusters Score: Raw -1108144.613101 + Penalty 3098.014207 = -1105046.598895 nChanged 62 SP:Iteration 22Q (491.428339 sec): 3 clusters Score: Raw -1108154.523212 + Penalty 3098.014207 = -1105056.509006 nChanged 62 SP:Iteration 23Q (491.489555 sec): 3 clusters Score: Raw -1108163.032307 + Penalty 3098.014207 = -1105065.018101 nChanged 54 SP:Iteration 24Q (491.560226 sec): 3 clusters Score: Raw -1108170.883815 + Penalty 3098.014207 = -1105072.869608 nChanged 46 SP:Iteration 25Q (491.628863 sec): 3 clusters Score: Raw -1108179.110260 + Penalty 3098.014207 = -1105081.096053 nChanged 56 SP:Iteration 26Q (491.689434 sec): 3 clusters Score: Raw -1108186.071430 + Penalty 3098.014207 = -1105088.057223 nChanged 43 SP:Iteration 27Q (491.763764 sec): 3 clusters Score: Raw -1108190.490498 + Penalty 3098.014207 = -1105092.476292 nChanged 42 SP:Iteration 28Q (491.831575 sec): 3 clusters Score: Raw -1108195.238410 + Penalty 3098.014207 = -1105097.224204 nChanged 32 SP:Iteration 29Q (491.891090 sec): 3 clusters Score: Raw -1108199.404098 + Penalty 3098.014207 = -1105101.389892 nChanged 34 SP:Iteration 30Q (491.969108 sec): 3 clusters Score: Raw -1108203.523587 + Penalty 3098.014207 = -1105105.509380 nChanged 26 SP:Iteration 31Q (492.037396 sec): 3 clusters Score: Raw -1108206.232450 + Penalty 3098.014207 = -1105108.218243 nChanged 22 SP:Iteration 32Q (492.115503 sec): 3 clusters Score: Raw -1108208.123306 + Penalty 3098.014207 = -1105110.109099 nChanged 16 SP:Iteration 33Q (492.185831 sec): 3 clusters Score: Raw -1108209.725044 + Penalty 3098.014207 = -1105111.710838 nChanged 19 SP:Iteration 34Q (492.254790 sec): 3 clusters Score: Raw -1108211.587492 + Penalty 3098.014207 = -1105113.573285 nChanged 17 SP:Iteration 35Q (492.325290 sec): 3 clusters Score: Raw -1108213.116968 + Penalty 3098.014207 = -1105115.102762 nChanged 16 SP:Iteration 36Q (492.394005 sec): 3 clusters Score: Raw -1108214.652891 + Penalty 3098.014207 = -1105116.638684 nChanged 18 SP:Iteration 37Q (492.465304 sec): 3 clusters Score: Raw -1108216.189184 + Penalty 3098.014207 = -1105118.174978 nChanged 18 SP:Iteration 38Q (492.536038 sec): 3 clusters Score: Raw -1108217.757604 + Penalty 3098.014207 = -1105119.743398 nChanged 18 SP:Iteration 39Q (492.596078 sec): 3 clusters Score: Raw -1108219.540438 + Penalty 3098.014207 = -1105121.526232 nChanged 15 SP:Iteration 40F (492.667904 sec): 3 clusters Score: Raw -1108221.199442 + Penalty 3098.014207 = -1105123.185236 nChanged 14 SP:Iteration 41Q (492.740694 sec): 3 clusters Score: Raw -1108222.672259 + Penalty 3098.014207 = -1105124.658052 nChanged 16 SP:Iteration 42Q (492.807202 sec): 3 clusters Score: Raw -1108224.323748 + Penalty 3098.014207 = -1105126.309541 nChanged 19 SP:Iteration 43Q (492.889775 sec): 3 clusters Score: Raw -1108226.276177 + Penalty 3098.014207 = -1105128.261970 nChanged 13 SP:Iteration 44Q (492.955614 sec): 3 clusters Score: Raw -1108227.846865 + Penalty 3098.014207 = -1105129.832658 nChanged 12 SP:Iteration 45Q (493.024121 sec): 3 clusters Score: Raw -1108229.175305 + Penalty 3098.014207 = -1105131.161098 nChanged 18 SP:Iteration 46Q (493.095515 sec): 3 clusters Score: Raw -1108230.948007 + Penalty 3098.014207 = -1105132.933801 nChanged 16 SP:Iteration 47Q (493.157867 sec): 3 clusters Score: Raw -1108232.752173 + Penalty 3098.014207 = -1105134.737967 nChanged 13 SP:Iteration 48Q (493.238527 sec): 3 clusters Score: Raw -1108234.271220 + Penalty 3098.014207 = -1105136.257013 nChanged 13 SP:Iteration 49Q (493.308818 sec): 3 clusters Score: Raw -1108235.312660 + Penalty 3098.014207 = -1105137.298453 nChanged 6 SP:Iteration 50Q (493.374303 sec): 3 clusters Score: Raw -1108235.719388 + Penalty 3098.014207 = -1105137.705181 nChanged 3 SP:Iteration 51Q (493.449139 sec): 3 clusters Score: Raw -1108235.916233 + Penalty 3098.014207 = -1105137.902026 nChanged 5 SP:Iteration 52Q (493.513770 sec): 3 clusters Score: Raw -1108236.371955 + Penalty 3098.014207 = -1105138.357749 nChanged 8 SP:Iteration 53Q (493.586764 sec): 3 clusters Score: Raw -1108236.933305 + Penalty 3098.014207 = -1105138.919098 nChanged 5 SP:Iteration 54Q (493.647795 sec): 3 clusters Score: Raw -1108237.322596 + Penalty 3098.014207 = -1105139.308389 nChanged 3 SP:Iteration 55Q (493.726356 sec): 3 clusters Score: Raw -1108237.498829 + Penalty 3098.014207 = -1105139.484623 nChanged 3 SP:Iteration 56Q (493.798602 sec): 3 clusters Score: Raw -1108237.756293 + Penalty 3098.014207 = -1105139.742087 nChanged 3 SP:Iteration 57Q (493.856387 sec): 3 clusters Score: Raw -1108237.964571 + Penalty 3098.014207 = -1105139.950365 nChanged 5 SP:Iteration 58Q (493.926174 sec): 3 clusters Score: Raw -1108238.260294 + Penalty 3098.014207 = -1105140.246087 nChanged 1 SP:Iteration 59Q (493.995917 sec): 3 clusters Score: Raw -1108238.325334 + Penalty 3098.014207 = -1105140.311127 nChanged 1 SP:Iteration 60F (494.063937 sec): 3 clusters Score: Raw -1108238.413939 + Penalty 3098.014207 = -1105140.399733 nChanged 2 SP:Iteration 61Q (494.135503 sec): 3 clusters Score: Raw -1108238.518289 + Penalty 3098.014207 = -1105140.504083 nChanged 0 SP:Iteration 62F (494.204531 sec): 3 clusters Score: Raw -1108238.518289 + Penalty 3098.014207 = -1105140.504083 nChanged 0 Trying to split cluster 4 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.232165 sec): 2 clusters Score: Raw -144265.857002 + Penalty 1214.373727 = -143051.483276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.282456 sec): 3 clusters Score: Raw -143538.911393 + Penalty 2428.747454 = -141110.163939 nChanged 618 SP:Iteration 1F (494.326508 sec): 3 clusters Score: Raw -143937.864532 + Penalty 2428.747454 = -141509.117078 nChanged 152 SP:Iteration 2F (494.381912 sec): 3 clusters Score: Raw -144052.663259 + Penalty 2428.747454 = -141623.915805 nChanged 86 SP:Iteration 3Q (494.430092 sec): 3 clusters Score: Raw -144106.141060 + Penalty 2428.747454 = -141677.393606 nChanged 55 SP:Iteration 4Q (494.483063 sec): 3 clusters Score: Raw -144141.620886 + Penalty 2428.747454 = -141712.873432 nChanged 33 SP:Iteration 5Q (494.530892 sec): 3 clusters Score: Raw -144159.596539 + Penalty 2428.747454 = -141730.849085 nChanged 25 SP:Iteration 6Q (494.566944 sec): 3 clusters Score: Raw -144176.136288 + Penalty 2428.747454 = -141747.388834 nChanged 19 SP:Iteration 7Q (494.622008 sec): 3 clusters Score: Raw -144186.290317 + Penalty 2428.747454 = -141757.542864 nChanged 18 SP:Iteration 8Q (494.662410 sec): 3 clusters Score: Raw -144195.754089 + Penalty 2428.747454 = -141767.006635 nChanged 17 SP:Iteration 9Q (494.704860 sec): 3 clusters Score: Raw -144201.297153 + Penalty 2428.747454 = -141772.549700 nChanged 9 SP:Iteration 10Q (494.746083 sec): 3 clusters Score: Raw -144204.799753 + Penalty 2428.747454 = -141776.052300 nChanged 6 SP:Iteration 11Q (494.802918 sec): 3 clusters Score: Raw -144207.062082 + Penalty 2428.747454 = -141778.314629 nChanged 7 SP:Iteration 12Q (494.841470 sec): 3 clusters Score: Raw -144210.865513 + Penalty 2428.747454 = -141782.118060 nChanged 8 SP:Iteration 13Q (494.887384 sec): 3 clusters Score: Raw -144214.837786 + Penalty 2428.747454 = -141786.090332 nChanged 8 SP:Iteration 14Q (494.932006 sec): 3 clusters Score: Raw -144217.581799 + Penalty 2428.747454 = -141788.834345 nChanged 8 SP:Iteration 15Q (494.985151 sec): 3 clusters Score: Raw -144220.723727 + Penalty 2428.747454 = -141791.976274 nChanged 8 SP:Iteration 16Q (495.027448 sec): 3 clusters Score: Raw -144224.592433 + Penalty 2428.747454 = -141795.844980 nChanged 9 SP:Iteration 17Q (495.075862 sec): 3 clusters Score: Raw -144227.763215 + Penalty 2428.747454 = -141799.015761 nChanged 8 SP:Iteration 18Q (495.122263 sec): 3 clusters Score: Raw -144231.162801 + Penalty 2428.747454 = -141802.415347 nChanged 6 SP:Iteration 19Q (495.176423 sec): 3 clusters Score: Raw -144234.106964 + Penalty 2428.747454 = -141805.359510 nChanged 9 SP:Iteration 20F (495.217628 sec): 3 clusters Score: Raw -144236.830612 + Penalty 2428.747454 = -141808.083159 nChanged 5 SP:Iteration 21Q (495.268204 sec): 3 clusters Score: Raw -144238.536648 + Penalty 2428.747454 = -141809.789195 nChanged 4 SP:Iteration 22Q (495.307286 sec): 3 clusters Score: Raw -144241.733634 + Penalty 2428.747454 = -141812.986181 nChanged 5 SP:Iteration 23Q (495.361405 sec): 3 clusters Score: Raw -144245.044529 + Penalty 2428.747454 = -141816.297075 nChanged 12 SP:Iteration 24Q (495.407507 sec): 3 clusters Score: Raw -144252.049963 + Penalty 2428.747454 = -141823.302509 nChanged 15 SP:Iteration 25Q (495.447934 sec): 3 clusters Score: Raw -144259.290563 + Penalty 2428.747454 = -141830.543110 nChanged 15 SP:Iteration 26Q (495.502429 sec): 3 clusters Score: Raw -144272.494424 + Penalty 2428.747454 = -141843.746970 nChanged 18 SP:Iteration 27Q (495.551101 sec): 3 clusters Score: Raw -144283.917034 + Penalty 2428.747454 = -141855.169581 nChanged 20 SP:Iteration 28Q (495.602863 sec): 3 clusters Score: Raw -144298.169826 + Penalty 2428.747454 = -141869.422372 nChanged 23 SP:Iteration 29Q (495.649321 sec): 3 clusters Score: Raw -144318.245686 + Penalty 2428.747454 = -141889.498233 nChanged 22 SP:Iteration 30Q (495.691685 sec): 3 clusters Score: Raw -144333.284662 + Penalty 2428.747454 = -141904.537209 nChanged 33 SP:Iteration 31Q (495.745493 sec): 3 clusters Score: Raw -144356.721100 + Penalty 2428.747454 = -141927.973647 nChanged 25 SP:Iteration 32Q (495.803793 sec): 3 clusters Score: Raw -144369.892556 + Penalty 2428.747454 = -141941.145102 nChanged 18 SP:Iteration 33Q (495.846676 sec): 3 clusters Score: Raw -144377.145893 + Penalty 2428.747454 = -141948.398439 nChanged 10 SP:Iteration 34Q (495.885759 sec): 3 clusters Score: Raw -144382.190521 + Penalty 2428.747454 = -141953.443067 nChanged 11 SP:Iteration 35Q (495.937084 sec): 3 clusters Score: Raw -144388.644072 + Penalty 2428.747454 = -141959.896618 nChanged 16 SP:Iteration 36Q (495.982723 sec): 3 clusters Score: Raw -144398.294295 + Penalty 2428.747454 = -141969.546841 nChanged 24 SP:Iteration 37Q (496.032141 sec): 3 clusters Score: Raw -144417.119028 + Penalty 2428.747454 = -141988.371575 nChanged 33 SP:Iteration 38Q (496.079194 sec): 3 clusters Score: Raw -144440.240742 + Penalty 2428.747454 = -142011.493288 nChanged 26 SP:Iteration 39Q (496.129372 sec): 3 clusters Score: Raw -144460.209441 + Penalty 2428.747454 = -142031.461988 nChanged 24 SP:Iteration 40F (496.175762 sec): 3 clusters Score: Raw -144478.140478 + Penalty 2428.747454 = -142049.393025 nChanged 17 SP:Iteration 41Q (496.223877 sec): 3 clusters Score: Raw -144492.151609 + Penalty 2428.747454 = -142063.404155 nChanged 19 SP:Iteration 42Q (496.259850 sec): 3 clusters Score: Raw -144505.899235 + Penalty 2428.747454 = -142077.151782 nChanged 20 SP:Iteration 43Q (496.314665 sec): 3 clusters Score: Raw -144524.276920 + Penalty 2428.747454 = -142095.529467 nChanged 16 SP:Iteration 44Q (496.367139 sec): 3 clusters Score: Raw -144536.515948 + Penalty 2428.747454 = -142107.768494 nChanged 18 SP:Iteration 45Q (496.406470 sec): 3 clusters Score: Raw -144549.609910 + Penalty 2428.747454 = -142120.862456 nChanged 13 SP:Iteration 46Q (496.459676 sec): 3 clusters Score: Raw -144558.987590 + Penalty 2428.747454 = -142130.240137 nChanged 17 SP:Iteration 47Q (496.502275 sec): 3 clusters Score: Raw -144572.039332 + Penalty 2428.747454 = -142143.291878 nChanged 11 SP:Iteration 48Q (496.549395 sec): 3 clusters Score: Raw -144580.840600 + Penalty 2428.747454 = -142152.093146 nChanged 10 SP:Iteration 49Q (496.599994 sec): 3 clusters Score: Raw -144586.090905 + Penalty 2428.747454 = -142157.343451 nChanged 8 SP:Iteration 50Q (496.656775 sec): 3 clusters Score: Raw -144590.154153 + Penalty 2428.747454 = -142161.406699 nChanged 6 SP:Iteration 51Q (496.704308 sec): 3 clusters Score: Raw -144593.812903 + Penalty 2428.747454 = -142165.065449 nChanged 8 SP:Iteration 52Q (496.751608 sec): 3 clusters Score: Raw -144600.072096 + Penalty 2428.747454 = -142171.324643 nChanged 4 SP:Iteration 53Q (496.798874 sec): 3 clusters Score: Raw -144604.272328 + Penalty 2428.747454 = -142175.524874 nChanged 6 SP:Iteration 54Q (496.835095 sec): 3 clusters Score: Raw -144613.468572 + Penalty 2428.747454 = -142184.721118 nChanged 6 SP:Iteration 55Q (496.885291 sec): 3 clusters Score: Raw -144623.325567 + Penalty 2428.747454 = -142194.578113 nChanged 7 SP:Iteration 56Q (496.936314 sec): 3 clusters Score: Raw -144628.558174 + Penalty 2428.747454 = -142199.810720 nChanged 4 SP:Iteration 57Q (496.985874 sec): 3 clusters Score: Raw -144632.456413 + Penalty 2428.747454 = -142203.708959 nChanged 5 SP:Iteration 58Q (497.030745 sec): 3 clusters Score: Raw -144636.861903 + Penalty 2428.747454 = -142208.114449 nChanged 4 SP:Iteration 59Q (497.071501 sec): 3 clusters Score: Raw -144640.118756 + Penalty 2428.747454 = -142211.371303 nChanged 3 SP:Iteration 60F (497.118909 sec): 3 clusters Score: Raw -144642.592812 + Penalty 2428.747454 = -142213.845358 nChanged 4 SP:Iteration 61Q (497.159564 sec): 3 clusters Score: Raw -144645.118654 + Penalty 2428.747454 = -142216.371201 nChanged 1 SP:Iteration 62Q (497.215982 sec): 3 clusters Score: Raw -144645.942288 + Penalty 2428.747454 = -142217.194834 nChanged 5 SP:Iteration 63Q (497.248913 sec): 3 clusters Score: Raw -144649.669735 + Penalty 2428.747454 = -142220.922281 nChanged 2 SP:Iteration 64Q (497.307652 sec): 3 clusters Score: Raw -144652.037963 + Penalty 2428.747454 = -142223.290510 nChanged 2 SP:Iteration 65Q (497.349113 sec): 3 clusters Score: Raw -144654.141567 + Penalty 2428.747454 = -142225.394113 nChanged 4 SP:Iteration 66Q (497.395027 sec): 3 clusters Score: Raw -144656.879394 + Penalty 2428.747454 = -142228.131941 nChanged 1 SP:Iteration 67Q (497.437184 sec): 3 clusters Score: Raw -144657.369463 + Penalty 2428.747454 = -142228.622010 nChanged 2 SP:Iteration 68Q (497.482741 sec): 3 clusters Score: Raw -144659.310417 + Penalty 2428.747454 = -142230.562964 nChanged 1 SP:Iteration 69Q (497.539209 sec): 3 clusters Score: Raw -144659.807808 + Penalty 2428.747454 = -142231.060354 nChanged 1 SP:Iteration 70Q (497.586011 sec): 3 clusters Score: Raw -144660.225225 + Penalty 2428.747454 = -142231.477771 nChanged 1 SP:Iteration 71Q (497.642606 sec): 3 clusters Score: Raw -144661.077650 + Penalty 2428.747454 = -142232.330196 nChanged 3 SP:Iteration 72Q (497.674410 sec): 3 clusters Score: Raw -144662.598901 + Penalty 2428.747454 = -142233.851448 nChanged 0 SP:Iteration 73F (497.717217 sec): 3 clusters Score: Raw -144662.598901 + Penalty 2428.747454 = -142233.851448 nChanged 0 Trying to split cluster 5 (21514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.782007 sec): 2 clusters Score: Raw -1700485.495895 + Penalty 1621.174614 = -1698864.321280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.868980 sec): 3 clusters Score: Raw -1687596.791518 + Penalty 3242.349229 = -1684354.442289 nChanged 9750 SP:Iteration 1F (497.950465 sec): 3 clusters Score: Raw -1693065.686881 + Penalty 3242.349229 = -1689823.337653 nChanged 1144 SP:Iteration 2F (498.031068 sec): 3 clusters Score: Raw -1693624.101536 + Penalty 3242.349229 = -1690381.752307 nChanged 1133 SP:Iteration 3F (498.124297 sec): 3 clusters Score: Raw -1694253.408647 + Penalty 3242.349229 = -1691011.059418 nChanged 1176 SP:Iteration 4F (498.205328 sec): 3 clusters Score: Raw -1694957.946090 + Penalty 3242.349229 = -1691715.596862 nChanged 1212 SP:Iteration 5F (498.287353 sec): 3 clusters Score: Raw -1695766.522606 + Penalty 3242.349229 = -1692524.173378 nChanged 1322 SP:Iteration 6F (498.370575 sec): 3 clusters Score: Raw -1696710.610116 + Penalty 3242.349229 = -1693468.260888 nChanged 1365 SP:Iteration 7F (498.450859 sec): 3 clusters Score: Raw -1697684.436606 + Penalty 3242.349229 = -1694442.087377 nChanged 1283 SP:Iteration 8F (498.529318 sec): 3 clusters Score: Raw -1698554.117600 + Penalty 3242.349229 = -1695311.768371 nChanged 1142 SP:Iteration 9F (498.618900 sec): 3 clusters Score: Raw -1699318.916562 + Penalty 3242.349229 = -1696076.567333 nChanged 986 SP:Iteration 10Q (498.698126 sec): 3 clusters Score: Raw -1699910.405915 + Penalty 3242.349229 = -1696668.056686 nChanged 810 SP:Iteration 11Q (498.779578 sec): 3 clusters Score: Raw -1700377.314338 + Penalty 3242.349229 = -1697134.965109 nChanged 716 SP:Iteration 12Q (498.871933 sec): 3 clusters Score: Raw -1700782.198141 + Penalty 3242.349229 = -1697539.848912 nChanged 548 SP:Iteration 13Q (498.962735 sec): 3 clusters Score: Raw -1701054.927644 + Penalty 3242.349229 = -1697812.578416 nChanged 422 SP:Iteration 14Q (499.048638 sec): 3 clusters Score: Raw -1701237.414362 + Penalty 3242.349229 = -1697995.065133 nChanged 318 SP:Iteration 15Q (499.123096 sec): 3 clusters Score: Raw -1701344.214354 + Penalty 3242.349229 = -1698101.865126 nChanged 255 SP:Iteration 16Q (499.209431 sec): 3 clusters Score: Raw -1701419.829420 + Penalty 3242.349229 = -1698177.480191 nChanged 217 SP:Iteration 17Q (499.297135 sec): 3 clusters Score: Raw -1701478.456429 + Penalty 3242.349229 = -1698236.107200 nChanged 189 SP:Iteration 18Q (499.378118 sec): 3 clusters Score: Raw -1701526.987973 + Penalty 3242.349229 = -1698284.638744 nChanged 181 SP:Iteration 19Q (499.462112 sec): 3 clusters Score: Raw -1701572.270427 + Penalty 3242.349229 = -1698329.921198 nChanged 175 SP:Iteration 20F (499.547288 sec): 3 clusters Score: Raw -1701612.408214 + Penalty 3242.349229 = -1698370.058986 nChanged 166 SP:Iteration 21Q (499.634308 sec): 3 clusters Score: Raw -1701648.055872 + Penalty 3242.349229 = -1698405.706643 nChanged 143 SP:Iteration 22Q (499.709680 sec): 3 clusters Score: Raw -1701674.969268 + Penalty 3242.349229 = -1698432.620040 nChanged 144 SP:Iteration 23Q (499.795794 sec): 3 clusters Score: Raw -1701701.835423 + Penalty 3242.349229 = -1698459.486194 nChanged 143 SP:Iteration 24Q (499.878309 sec): 3 clusters Score: Raw -1701729.235956 + Penalty 3242.349229 = -1698486.886727 nChanged 160 SP:Iteration 25Q (499.947452 sec): 3 clusters Score: Raw -1701760.847954 + Penalty 3242.349229 = -1698518.498726 nChanged 155 SP:Iteration 26Q (500.027749 sec): 3 clusters Score: Raw -1701789.880993 + Penalty 3242.349229 = -1698547.531765 nChanged 141 SP:Iteration 27Q (500.117223 sec): 3 clusters Score: Raw -1701815.786967 + Penalty 3242.349229 = -1698573.437738 nChanged 140 SP:Iteration 28Q (500.202604 sec): 3 clusters Score: Raw -1701842.549271 + Penalty 3242.349229 = -1698600.200042 nChanged 152 SP:Iteration 29Q (500.282236 sec): 3 clusters Score: Raw -1701870.426213 + Penalty 3242.349229 = -1698628.076984 nChanged 138 SP:Iteration 30Q (500.358838 sec): 3 clusters Score: Raw -1701896.232012 + Penalty 3242.349229 = -1698653.882784 nChanged 150 SP:Iteration 31Q (500.452366 sec): 3 clusters Score: Raw -1701926.017501 + Penalty 3242.349229 = -1698683.668272 nChanged 147 SP:Iteration 32Q (500.534155 sec): 3 clusters Score: Raw -1701956.915700 + Penalty 3242.349229 = -1698714.566471 nChanged 146 SP:Iteration 33Q (500.617886 sec): 3 clusters Score: Raw -1701986.496884 + Penalty 3242.349229 = -1698744.147655 nChanged 150 SP:Iteration 34Q (500.703492 sec): 3 clusters Score: Raw -1702014.378266 + Penalty 3242.349229 = -1698772.029037 nChanged 144 SP:Iteration 35Q (500.786846 sec): 3 clusters Score: Raw -1702042.619469 + Penalty 3242.349229 = -1698800.270241 nChanged 147 SP:Iteration 36Q (500.862117 sec): 3 clusters Score: Raw -1702070.822400 + Penalty 3242.349229 = -1698828.473172 nChanged 141 SP:Iteration 37Q (500.949260 sec): 3 clusters Score: Raw -1702096.891575 + Penalty 3242.349229 = -1698854.542346 nChanged 135 SP:Iteration 38Q (501.032265 sec): 3 clusters Score: Raw -1702120.636226 + Penalty 3242.349229 = -1698878.286997 nChanged 130 SP:Iteration 39Q (501.117387 sec): 3 clusters Score: Raw -1702144.855738 + Penalty 3242.349229 = -1698902.506509 nChanged 129 SP:Iteration 40F (501.193340 sec): 3 clusters Score: Raw -1702169.197286 + Penalty 3242.349229 = -1698926.848057 nChanged 125 SP:Iteration 41Q (501.282047 sec): 3 clusters Score: Raw -1702192.537717 + Penalty 3242.349229 = -1698950.188488 nChanged 123 SP:Iteration 42Q (501.361833 sec): 3 clusters Score: Raw -1702212.616341 + Penalty 3242.349229 = -1698970.267113 nChanged 101 SP:Iteration 43Q (501.450008 sec): 3 clusters Score: Raw -1702228.455869 + Penalty 3242.349229 = -1698986.106640 nChanged 87 SP:Iteration 44Q (501.530988 sec): 3 clusters Score: Raw -1702241.580696 + Penalty 3242.349229 = -1698999.231468 nChanged 78 SP:Iteration 45Q (501.610909 sec): 3 clusters Score: Raw -1702251.429011 + Penalty 3242.349229 = -1699009.079782 nChanged 67 SP:Iteration 46Q (501.693093 sec): 3 clusters Score: Raw -1702260.215890 + Penalty 3242.349229 = -1699017.866661 nChanged 67 SP:Iteration 47Q (501.770278 sec): 3 clusters Score: Raw -1702269.316752 + Penalty 3242.349229 = -1699026.967524 nChanged 72 SP:Iteration 48Q (501.852645 sec): 3 clusters Score: Raw -1702278.221674 + Penalty 3242.349229 = -1699035.872445 nChanged 70 SP:Iteration 49Q (501.933528 sec): 3 clusters Score: Raw -1702287.143167 + Penalty 3242.349229 = -1699044.793938 nChanged 50 SP:Iteration 50Q (502.009520 sec): 3 clusters Score: Raw -1702292.103772 + Penalty 3242.349229 = -1699049.754543 nChanged 38 SP:Iteration 51Q (502.090326 sec): 3 clusters Score: Raw -1702296.358798 + Penalty 3242.349229 = -1699054.009570 nChanged 39 SP:Iteration 52Q (502.166008 sec): 3 clusters Score: Raw -1702300.686329 + Penalty 3242.349229 = -1699058.337100 nChanged 41 SP:Iteration 53Q (502.251697 sec): 3 clusters Score: Raw -1702304.942863 + Penalty 3242.349229 = -1699062.593634 nChanged 34 SP:Iteration 54Q (502.341517 sec): 3 clusters Score: Raw -1702308.165371 + Penalty 3242.349229 = -1699065.816142 nChanged 35 SP:Iteration 55Q (502.424640 sec): 3 clusters Score: Raw -1702311.266464 + Penalty 3242.349229 = -1699068.917236 nChanged 33 SP:Iteration 56Q (502.506861 sec): 3 clusters Score: Raw -1702314.514765 + Penalty 3242.349229 = -1699072.165537 nChanged 33 SP:Iteration 57Q (502.588622 sec): 3 clusters Score: Raw -1702317.564517 + Penalty 3242.349229 = -1699075.215289 nChanged 28 SP:Iteration 58Q (502.668421 sec): 3 clusters Score: Raw -1702320.488638 + Penalty 3242.349229 = -1699078.139409 nChanged 24 SP:Iteration 59Q (502.754745 sec): 3 clusters Score: Raw -1702322.749471 + Penalty 3242.349229 = -1699080.400242 nChanged 30 SP:Iteration 60F (502.837679 sec): 3 clusters Score: Raw -1702325.667440 + Penalty 3242.349229 = -1699083.318211 nChanged 23 SP:Iteration 61Q (502.920916 sec): 3 clusters Score: Raw -1702327.485139 + Penalty 3242.349229 = -1699085.135910 nChanged 21 SP:Iteration 62Q (503.002306 sec): 3 clusters Score: Raw -1702329.337207 + Penalty 3242.349229 = -1699086.987979 nChanged 17 SP:Iteration 63Q (503.083437 sec): 3 clusters Score: Raw -1702330.866188 + Penalty 3242.349229 = -1699088.516959 nChanged 18 SP:Iteration 64Q (503.159903 sec): 3 clusters Score: Raw -1702332.211999 + Penalty 3242.349229 = -1699089.862771 nChanged 12 SP:Iteration 65Q (503.244190 sec): 3 clusters Score: Raw -1702333.277566 + Penalty 3242.349229 = -1699090.928337 nChanged 9 SP:Iteration 66Q (503.326380 sec): 3 clusters Score: Raw -1702334.066113 + Penalty 3242.349229 = -1699091.716884 nChanged 5 SP:Iteration 67Q (503.402699 sec): 3 clusters Score: Raw -1702334.454422 + Penalty 3242.349229 = -1699092.105193 nChanged 7 SP:Iteration 68Q (503.481267 sec): 3 clusters Score: Raw -1702335.032147 + Penalty 3242.349229 = -1699092.682918 nChanged 9 SP:Iteration 69Q (503.561986 sec): 3 clusters Score: Raw -1702335.767637 + Penalty 3242.349229 = -1699093.418408 nChanged 10 SP:Iteration 70Q (503.637029 sec): 3 clusters Score: Raw -1702336.265325 + Penalty 3242.349229 = -1699093.916096 nChanged 4 SP:Iteration 71Q (503.711520 sec): 3 clusters Score: Raw -1702336.526922 + Penalty 3242.349229 = -1699094.177693 nChanged 2 SP:Iteration 72Q (503.803157 sec): 3 clusters Score: Raw -1702336.580305 + Penalty 3242.349229 = -1699094.231076 nChanged 2 SP:Iteration 73Q (503.883873 sec): 3 clusters Score: Raw -1702336.634398 + Penalty 3242.349229 = -1699094.285169 nChanged 1 SP:Iteration 74Q (503.968108 sec): 3 clusters Score: Raw -1702336.656512 + Penalty 3242.349229 = -1699094.307283 nChanged 0 SP:Iteration 75F (504.056458 sec): 3 clusters Score: Raw -1702336.656512 + Penalty 3242.349229 = -1699094.307283 nChanged 0 Score: Raw -40642024.323592 + Penalty 70784.812066 = -40571239.511526 Splitting cluster 5 changes total score from -40569394.804606 to -40571239.511526 So it's getting split into cluster 33. Trying to split cluster 6 (11724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.682273 sec): 2 clusters Score: Raw -926379.611154 + Penalty 1522.526412 = -924857.084742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.750686 sec): 3 clusters Score: Raw -919683.660532 + Penalty 3045.052823 = -916638.607709 nChanged 5141 SP:Iteration 1F (515.822295 sec): 3 clusters Score: Raw -922497.990719 + Penalty 3045.052823 = -919452.937896 nChanged 769 SP:Iteration 2F (515.886170 sec): 3 clusters Score: Raw -922898.439276 + Penalty 3045.052823 = -919853.386453 nChanged 716 SP:Iteration 3F (515.958254 sec): 3 clusters Score: Raw -923311.517020 + Penalty 3045.052823 = -920266.464197 nChanged 659 SP:Iteration 4F (516.023087 sec): 3 clusters Score: Raw -923721.770812 + Penalty 3045.052823 = -920676.717988 nChanged 706 SP:Iteration 5F (516.080679 sec): 3 clusters Score: Raw -924163.858438 + Penalty 3045.052823 = -921118.805615 nChanged 664 SP:Iteration 6F (516.149788 sec): 3 clusters Score: Raw -924565.653949 + Penalty 3045.052823 = -921520.601126 nChanged 587 SP:Iteration 7F (516.209553 sec): 3 clusters Score: Raw -924915.185163 + Penalty 3045.052823 = -921870.132340 nChanged 510 SP:Iteration 8Q (516.275565 sec): 3 clusters Score: Raw -925223.898459 + Penalty 3045.052823 = -922178.845636 nChanged 466 SP:Iteration 9Q (516.340463 sec): 3 clusters Score: Raw -925501.270777 + Penalty 3045.052823 = -922456.217953 nChanged 409 SP:Iteration 10Q (516.403515 sec): 3 clusters Score: Raw -925748.419440 + Penalty 3045.052823 = -922703.366617 nChanged 358 SP:Iteration 11Q (516.465860 sec): 3 clusters Score: Raw -925956.932725 + Penalty 3045.052823 = -922911.879902 nChanged 275 SP:Iteration 12Q (516.546730 sec): 3 clusters Score: Raw -926105.082103 + Penalty 3045.052823 = -923060.029280 nChanged 250 SP:Iteration 13Q (516.613676 sec): 3 clusters Score: Raw -926231.762406 + Penalty 3045.052823 = -923186.709583 nChanged 194 SP:Iteration 14Q (516.673703 sec): 3 clusters Score: Raw -926331.035263 + Penalty 3045.052823 = -923285.982440 nChanged 173 SP:Iteration 15Q (516.743764 sec): 3 clusters Score: Raw -926424.648551 + Penalty 3045.052823 = -923379.595728 nChanged 159 SP:Iteration 16Q (516.798035 sec): 3 clusters Score: Raw -926503.803911 + Penalty 3045.052823 = -923458.751088 nChanged 138 SP:Iteration 17Q (516.866379 sec): 3 clusters Score: Raw -926565.923371 + Penalty 3045.052823 = -923520.870548 nChanged 120 SP:Iteration 18Q (516.932015 sec): 3 clusters Score: Raw -926616.283210 + Penalty 3045.052823 = -923571.230386 nChanged 101 SP:Iteration 19Q (516.998572 sec): 3 clusters Score: Raw -926655.694151 + Penalty 3045.052823 = -923610.641328 nChanged 80 SP:Iteration 20F (517.073300 sec): 3 clusters Score: Raw -926682.215333 + Penalty 3045.052823 = -923637.162510 nChanged 75 SP:Iteration 21Q (517.128183 sec): 3 clusters Score: Raw -926704.932309 + Penalty 3045.052823 = -923659.879485 nChanged 65 SP:Iteration 22Q (517.204847 sec): 3 clusters Score: Raw -926724.825580 + Penalty 3045.052823 = -923679.772757 nChanged 61 SP:Iteration 23Q (517.271914 sec): 3 clusters Score: Raw -926739.687611 + Penalty 3045.052823 = -923694.634788 nChanged 41 SP:Iteration 24Q (517.338317 sec): 3 clusters Score: Raw -926748.914788 + Penalty 3045.052823 = -923703.861964 nChanged 27 SP:Iteration 25Q (517.401231 sec): 3 clusters Score: Raw -926756.199810 + Penalty 3045.052823 = -923711.146987 nChanged 27 SP:Iteration 26Q (517.465730 sec): 3 clusters Score: Raw -926761.828657 + Penalty 3045.052823 = -923716.775834 nChanged 22 SP:Iteration 27Q (517.524291 sec): 3 clusters Score: Raw -926766.031343 + Penalty 3045.052823 = -923720.978520 nChanged 14 SP:Iteration 28Q (517.590913 sec): 3 clusters Score: Raw -926769.183743 + Penalty 3045.052823 = -923724.130920 nChanged 17 SP:Iteration 29Q (517.662681 sec): 3 clusters Score: Raw -926772.103159 + Penalty 3045.052823 = -923727.050336 nChanged 15 SP:Iteration 30Q (517.716575 sec): 3 clusters Score: Raw -926775.298781 + Penalty 3045.052823 = -923730.245958 nChanged 16 SP:Iteration 31Q (517.782389 sec): 3 clusters Score: Raw -926778.485191 + Penalty 3045.052823 = -923733.432367 nChanged 11 SP:Iteration 32Q (517.856872 sec): 3 clusters Score: Raw -926780.327741 + Penalty 3045.052823 = -923735.274918 nChanged 12 SP:Iteration 33Q (517.921496 sec): 3 clusters Score: Raw -926781.885748 + Penalty 3045.052823 = -923736.832925 nChanged 11 SP:Iteration 34Q (517.974810 sec): 3 clusters Score: Raw -926784.222171 + Penalty 3045.052823 = -923739.169347 nChanged 13 SP:Iteration 35Q (518.042207 sec): 3 clusters Score: Raw -926785.554108 + Penalty 3045.052823 = -923740.501285 nChanged 5 SP:Iteration 36Q (518.114507 sec): 3 clusters Score: Raw -926786.547717 + Penalty 3045.052823 = -923741.494894 nChanged 7 SP:Iteration 37Q (518.171988 sec): 3 clusters Score: Raw -926787.287971 + Penalty 3045.052823 = -923742.235148 nChanged 8 SP:Iteration 38Q (518.238864 sec): 3 clusters Score: Raw -926788.280253 + Penalty 3045.052823 = -923743.227430 nChanged 10 SP:Iteration 39Q (518.290978 sec): 3 clusters Score: Raw -926789.747299 + Penalty 3045.052823 = -923744.694476 nChanged 9 SP:Iteration 40F (518.366484 sec): 3 clusters Score: Raw -926791.254099 + Penalty 3045.052823 = -923746.201275 nChanged 3 SP:Iteration 41Q (518.418527 sec): 3 clusters Score: Raw -926791.855113 + Penalty 3045.052823 = -923746.802290 nChanged 4 SP:Iteration 42Q (518.478564 sec): 3 clusters Score: Raw -926792.431186 + Penalty 3045.052823 = -923747.378363 nChanged 3 SP:Iteration 43Q (518.545642 sec): 3 clusters Score: Raw -926792.915324 + Penalty 3045.052823 = -923747.862501 nChanged 5 SP:Iteration 44Q (518.618835 sec): 3 clusters Score: Raw -926793.584707 + Penalty 3045.052823 = -923748.531884 nChanged 5 SP:Iteration 45Q (518.684863 sec): 3 clusters Score: Raw -926794.459089 + Penalty 3045.052823 = -923749.406265 nChanged 6 SP:Iteration 46Q (518.749669 sec): 3 clusters Score: Raw -926795.565524 + Penalty 3045.052823 = -923750.512701 nChanged 8 SP:Iteration 47Q (518.808077 sec): 3 clusters Score: Raw -926797.608972 + Penalty 3045.052823 = -923752.556148 nChanged 15 SP:Iteration 48Q (518.878037 sec): 3 clusters Score: Raw -926801.144551 + Penalty 3045.052823 = -923756.091728 nChanged 14 SP:Iteration 49Q (518.946593 sec): 3 clusters Score: Raw -926803.808396 + Penalty 3045.052823 = -923758.755573 nChanged 15 SP:Iteration 50Q (519.011915 sec): 3 clusters Score: Raw -926806.347869 + Penalty 3045.052823 = -923761.295046 nChanged 15 SP:Iteration 51Q (519.066179 sec): 3 clusters Score: Raw -926809.923520 + Penalty 3045.052823 = -923764.870697 nChanged 14 SP:Iteration 52Q (519.133804 sec): 3 clusters Score: Raw -926813.133462 + Penalty 3045.052823 = -923768.080639 nChanged 8 SP:Iteration 53Q (519.200634 sec): 3 clusters Score: Raw -926814.695641 + Penalty 3045.052823 = -923769.642818 nChanged 11 SP:Iteration 54Q (519.272218 sec): 3 clusters Score: Raw -926816.894703 + Penalty 3045.052823 = -923771.841880 nChanged 11 SP:Iteration 55Q (519.327749 sec): 3 clusters Score: Raw -926818.798780 + Penalty 3045.052823 = -923773.745957 nChanged 7 SP:Iteration 56Q (519.402603 sec): 3 clusters Score: Raw -926820.138623 + Penalty 3045.052823 = -923775.085799 nChanged 9 SP:Iteration 57Q (519.469361 sec): 3 clusters Score: Raw -926822.346738 + Penalty 3045.052823 = -923777.293915 nChanged 9 SP:Iteration 58Q (519.527111 sec): 3 clusters Score: Raw -926823.962658 + Penalty 3045.052823 = -923778.909835 nChanged 8 SP:Iteration 59Q (519.594306 sec): 3 clusters Score: Raw -926824.937177 + Penalty 3045.052823 = -923779.884353 nChanged 5 SP:Iteration 60F (519.661009 sec): 3 clusters Score: Raw -926825.758964 + Penalty 3045.052823 = -923780.706141 nChanged 4 SP:Iteration 61Q (519.730081 sec): 3 clusters Score: Raw -926826.618027 + Penalty 3045.052823 = -923781.565204 nChanged 5 SP:Iteration 62Q (519.796620 sec): 3 clusters Score: Raw -926827.405646 + Penalty 3045.052823 = -923782.352823 nChanged 5 SP:Iteration 63Q (519.848881 sec): 3 clusters Score: Raw -926827.915610 + Penalty 3045.052823 = -923782.862787 nChanged 4 SP:Iteration 64Q (519.927307 sec): 3 clusters Score: Raw -926828.489814 + Penalty 3045.052823 = -923783.436991 nChanged 2 SP:Iteration 65Q (519.994982 sec): 3 clusters Score: Raw -926828.991372 + Penalty 3045.052823 = -923783.938548 nChanged 4 SP:Iteration 66Q (520.057420 sec): 3 clusters Score: Raw -926829.611105 + Penalty 3045.052823 = -923784.558282 nChanged 3 SP:Iteration 67Q (520.116603 sec): 3 clusters Score: Raw -926830.401420 + Penalty 3045.052823 = -923785.348596 nChanged 5 SP:Iteration 68Q (520.169015 sec): 3 clusters Score: Raw -926831.345752 + Penalty 3045.052823 = -923786.292929 nChanged 5 SP:Iteration 69Q (520.237411 sec): 3 clusters Score: Raw -926832.045506 + Penalty 3045.052823 = -923786.992683 nChanged 4 SP:Iteration 70Q (520.294800 sec): 3 clusters Score: Raw -926832.556384 + Penalty 3045.052823 = -923787.503561 nChanged 2 SP:Iteration 71Q (520.364629 sec): 3 clusters Score: Raw -926832.828328 + Penalty 3045.052823 = -923787.775505 nChanged 1 SP:Iteration 72Q (520.423175 sec): 3 clusters Score: Raw -926832.954098 + Penalty 3045.052823 = -923787.901275 nChanged 0 SP:Iteration 73F (520.491252 sec): 3 clusters Score: Raw -926832.954098 + Penalty 3045.052823 = -923787.901275 nChanged 0 Trying to split cluster 7 (1124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.527722 sec): 2 clusters Score: Raw -53357.052310 + Penalty 1141.505467 = -52215.546843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.565821 sec): 3 clusters Score: Raw -53235.581279 + Penalty 2283.010935 = -50952.570344 nChanged 386 SP:Iteration 1F (520.616582 sec): 3 clusters Score: Raw -54099.183203 + Penalty 2283.010935 = -51816.172268 nChanged 170 SP:Iteration 2F (520.668562 sec): 3 clusters Score: Raw -54692.000752 + Penalty 2283.010935 = -52408.989817 nChanged 84 SP:Iteration 3F (520.723239 sec): 3 clusters Score: Raw -54988.528987 + Penalty 2283.010935 = -52705.518052 nChanged 38 SP:Iteration 4Q (520.762771 sec): 3 clusters Score: Raw -55190.481245 + Penalty 2283.010935 = -52907.470310 nChanged 27 SP:Iteration 5Q (520.810225 sec): 3 clusters Score: Raw -55255.712066 + Penalty 2283.010935 = -52972.701131 nChanged 12 SP:Iteration 6Q (520.859714 sec): 3 clusters Score: Raw -55291.641516 + Penalty 2283.010935 = -53008.630581 nChanged 10 SP:Iteration 7Q (520.910291 sec): 3 clusters Score: Raw -55311.579544 + Penalty 2283.010935 = -53028.568609 nChanged 4 SP:Iteration 8Q (520.962115 sec): 3 clusters Score: Raw -55315.235033 + Penalty 2283.010935 = -53032.224098 nChanged 4 SP:Iteration 9Q (521.014565 sec): 3 clusters Score: Raw -55319.757929 + Penalty 2283.010935 = -53036.746994 nChanged 2 SP:Iteration 10Q (521.064436 sec): 3 clusters Score: Raw -55322.896602 + Penalty 2283.010935 = -53039.885667 nChanged 0 SP:Iteration 11F (521.112759 sec): 3 clusters Score: Raw -55322.896602 + Penalty 2283.010935 = -53039.885667 nChanged 0 Score: Raw -40643990.167884 + Penalty 72929.806371 = -40571060.361512 Splitting cluster 7 changes total score from -40569394.804606 to -40571060.361512 So it's getting split into cluster 34. Trying to split cluster 8 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.699962 sec): 2 clusters Score: Raw -65326.095119 + Penalty 1103.024810 = -64223.070310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.745314 sec): 3 clusters Score: Raw -65079.006169 + Penalty 2206.049619 = -62872.956550 nChanged 261 SP:Iteration 1F (532.787101 sec): 3 clusters Score: Raw -65388.659714 + Penalty 2206.049619 = -63182.610095 nChanged 86 SP:Iteration 2F (532.824144 sec): 3 clusters Score: Raw -65539.626363 + Penalty 2206.049619 = -63333.576744 nChanged 48 SP:Iteration 3F (532.876450 sec): 3 clusters Score: Raw -65626.065432 + Penalty 2206.049619 = -63420.015813 nChanged 44 SP:Iteration 4Q (532.920094 sec): 3 clusters Score: Raw -65690.528354 + Penalty 2206.049619 = -63484.478735 nChanged 43 SP:Iteration 5Q (532.955024 sec): 3 clusters Score: Raw -65775.980851 + Penalty 2206.049619 = -63569.931231 nChanged 45 SP:Iteration 6F (532.999909 sec): 3 clusters Score: Raw -65869.722788 + Penalty 2206.049619 = -63663.673169 nChanged 44 SP:Iteration 7Q (533.045470 sec): 3 clusters Score: Raw -65971.523215 + Penalty 2206.049619 = -63765.473596 nChanged 38 SP:Iteration 8Q (533.096739 sec): 3 clusters Score: Raw -66075.624608 + Penalty 2206.049619 = -63869.574989 nChanged 38 SP:Iteration 9Q (533.134589 sec): 3 clusters Score: Raw -66161.279996 + Penalty 2206.049619 = -63955.230377 nChanged 26 SP:Iteration 10Q (533.193863 sec): 3 clusters Score: Raw -66212.313959 + Penalty 2206.049619 = -64006.264339 nChanged 21 SP:Iteration 11Q (533.245919 sec): 3 clusters Score: Raw -66251.851661 + Penalty 2206.049619 = -64045.802041 nChanged 9 SP:Iteration 12Q (533.292692 sec): 3 clusters Score: Raw -66275.791829 + Penalty 2206.049619 = -64069.742210 nChanged 6 SP:Iteration 13Q (533.337558 sec): 3 clusters Score: Raw -66283.927778 + Penalty 2206.049619 = -64077.878159 nChanged 1 SP:Iteration 14Q (533.374756 sec): 3 clusters Score: Raw -66284.932705 + Penalty 2206.049619 = -64078.883086 nChanged 1 SP:Iteration 15Q (533.425843 sec): 3 clusters Score: Raw -66286.939549 + Penalty 2206.049619 = -64080.889930 nChanged 3 SP:Iteration 16Q (533.470025 sec): 3 clusters Score: Raw -66294.333927 + Penalty 2206.049619 = -64088.284308 nChanged 2 SP:Iteration 17Q (533.521312 sec): 3 clusters Score: Raw -66298.030839 + Penalty 2206.049619 = -64091.981220 nChanged 1 SP:Iteration 18Q (533.573093 sec): 3 clusters Score: Raw -66300.582738 + Penalty 2206.049619 = -64094.533119 nChanged 1 SP:Iteration 19Q (533.622387 sec): 3 clusters Score: Raw -66302.430180 + Penalty 2206.049619 = -64096.380561 nChanged 0 SP:Iteration 20F (533.660388 sec): 3 clusters Score: Raw -66307.173989 + Penalty 2206.049619 = -64101.124370 nChanged 2 SP:Iteration 21Q (533.719462 sec): 3 clusters Score: Raw -66328.126327 + Penalty 2206.049619 = -64122.076707 nChanged 2 SP:Iteration 22Q (533.764458 sec): 3 clusters Score: Raw -66330.851512 + Penalty 2206.049619 = -64124.801893 nChanged 1 SP:Iteration 23Q (533.811989 sec): 3 clusters Score: Raw -66333.570644 + Penalty 2206.049619 = -64127.521025 nChanged 2 SP:Iteration 24Q (533.859810 sec): 3 clusters Score: Raw -66339.584045 + Penalty 2206.049619 = -64133.534426 nChanged 2 SP:Iteration 25Q (533.907192 sec): 3 clusters Score: Raw -66347.436568 + Penalty 2206.049619 = -64141.386949 nChanged 1 SP:Iteration 26Q (533.954711 sec): 3 clusters Score: Raw -66356.238005 + Penalty 2206.049619 = -64150.188386 nChanged 2 SP:Iteration 27Q (533.997231 sec): 3 clusters Score: Raw -66359.016958 + Penalty 2206.049619 = -64152.967338 nChanged 0 SP:Iteration 28F (534.035764 sec): 3 clusters Score: Raw -66359.016958 + Penalty 2206.049619 = -64152.967338 nChanged 0 Trying to split cluster 9 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.061758 sec): 2 clusters Score: Raw -99020.920510 + Penalty 1191.828519 = -97829.091990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.107524 sec): 3 clusters Score: Raw -98463.867515 + Penalty 2383.657039 = -96080.210476 nChanged 505 SP:Iteration 1F (534.163717 sec): 3 clusters Score: Raw -98965.914545 + Penalty 2383.657039 = -96582.257506 nChanged 143 SP:Iteration 2F (534.207002 sec): 3 clusters Score: Raw -99131.870786 + Penalty 2383.657039 = -96748.213747 nChanged 98 SP:Iteration 3F (534.259003 sec): 3 clusters Score: Raw -99237.217815 + Penalty 2383.657039 = -96853.560776 nChanged 60 SP:Iteration 4Q (534.307558 sec): 3 clusters Score: Raw -99309.915435 + Penalty 2383.657039 = -96926.258396 nChanged 50 SP:Iteration 5Q (534.355790 sec): 3 clusters Score: Raw -99358.983661 + Penalty 2383.657039 = -96975.326622 nChanged 31 SP:Iteration 6Q (534.395243 sec): 3 clusters Score: Raw -99398.875994 + Penalty 2383.657039 = -97015.218955 nChanged 27 SP:Iteration 7Q (534.452667 sec): 3 clusters Score: Raw -99425.591221 + Penalty 2383.657039 = -97041.934183 nChanged 22 SP:Iteration 8Q (534.498643 sec): 3 clusters Score: Raw -99441.047852 + Penalty 2383.657039 = -97057.390813 nChanged 19 SP:Iteration 9Q (534.538271 sec): 3 clusters Score: Raw -99458.836003 + Penalty 2383.657039 = -97075.178964 nChanged 9 SP:Iteration 10Q (534.586061 sec): 3 clusters Score: Raw -99466.969904 + Penalty 2383.657039 = -97083.312865 nChanged 13 SP:Iteration 11Q (534.641768 sec): 3 clusters Score: Raw -99479.828804 + Penalty 2383.657039 = -97096.171765 nChanged 11 SP:Iteration 12Q (534.686930 sec): 3 clusters Score: Raw -99492.895802 + Penalty 2383.657039 = -97109.238763 nChanged 10 SP:Iteration 13Q (534.734014 sec): 3 clusters Score: Raw -99503.148138 + Penalty 2383.657039 = -97119.491099 nChanged 15 SP:Iteration 14Q (534.787065 sec): 3 clusters Score: Raw -99513.480717 + Penalty 2383.657039 = -97129.823678 nChanged 10 SP:Iteration 15Q (534.831808 sec): 3 clusters Score: Raw -99521.612442 + Penalty 2383.657039 = -97137.955403 nChanged 11 SP:Iteration 16Q (534.871168 sec): 3 clusters Score: Raw -99528.025937 + Penalty 2383.657039 = -97144.368898 nChanged 4 SP:Iteration 17Q (534.928584 sec): 3 clusters Score: Raw -99531.636963 + Penalty 2383.657039 = -97147.979924 nChanged 3 SP:Iteration 18Q (534.972089 sec): 3 clusters Score: Raw -99537.184741 + Penalty 2383.657039 = -97153.527702 nChanged 6 SP:Iteration 19Q (535.020392 sec): 3 clusters Score: Raw -99545.576306 + Penalty 2383.657039 = -97161.919267 nChanged 5 SP:Iteration 20F (535.058451 sec): 3 clusters Score: Raw -99549.364036 + Penalty 2383.657039 = -97165.706997 nChanged 7 SP:Iteration 21Q (535.113537 sec): 3 clusters Score: Raw -99555.726381 + Penalty 2383.657039 = -97172.069342 nChanged 6 SP:Iteration 22Q (535.162947 sec): 3 clusters Score: Raw -99559.528919 + Penalty 2383.657039 = -97175.871880 nChanged 4 SP:Iteration 23Q (535.201793 sec): 3 clusters Score: Raw -99560.750542 + Penalty 2383.657039 = -97177.093503 nChanged 0 SP:Iteration 24F (535.255880 sec): 3 clusters Score: Raw -99560.750542 + Penalty 2383.657039 = -97177.093503 nChanged 0 Trying to split cluster 10 (69375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.384723 sec): 2 clusters Score: Raw -5540462.685911 + Penalty 1811.433301 = -5538651.252611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.544018 sec): 3 clusters Score: Raw -5496005.387062 + Penalty 3622.866602 = -5492382.520460 nChanged 32925 SP:Iteration 1F (535.717404 sec): 3 clusters Score: Raw -5515226.645918 + Penalty 3622.866602 = -5511603.779316 nChanged 3212 SP:Iteration 2Q (535.894415 sec): 3 clusters Score: Raw -5516816.470793 + Penalty 3622.866602 = -5513193.604191 nChanged 3953 SP:Iteration 3F (536.060881 sec): 3 clusters Score: Raw -5519683.197037 + Penalty 3622.866602 = -5516060.330435 nChanged 4902 SP:Iteration 4F (536.218310 sec): 3 clusters Score: Raw -5524065.615297 + Penalty 3622.866602 = -5520442.748695 nChanged 5690 SP:Iteration 5F (536.393272 sec): 3 clusters Score: Raw -5528914.694376 + Penalty 3622.866602 = -5525291.827774 nChanged 5367 SP:Iteration 6F (536.550661 sec): 3 clusters Score: Raw -5532929.746395 + Penalty 3622.866602 = -5529306.879793 nChanged 4513 SP:Iteration 7F (536.718174 sec): 3 clusters Score: Raw -5535643.157995 + Penalty 3622.866602 = -5532020.291394 nChanged 3453 SP:Iteration 8Q (536.882220 sec): 3 clusters Score: Raw -5537432.023912 + Penalty 3622.866602 = -5533809.157310 nChanged 2573 SP:Iteration 9Q (537.050156 sec): 3 clusters Score: Raw -5538640.923247 + Penalty 3622.866602 = -5535018.056646 nChanged 2027 SP:Iteration 10Q (537.224044 sec): 3 clusters Score: Raw -5539484.117351 + Penalty 3622.866602 = -5535861.250749 nChanged 1703 SP:Iteration 11Q (537.391737 sec): 3 clusters Score: Raw -5540153.427731 + Penalty 3622.866602 = -5536530.561130 nChanged 1469 SP:Iteration 12Q (537.561938 sec): 3 clusters Score: Raw -5540713.574873 + Penalty 3622.866602 = -5537090.708271 nChanged 1452 SP:Iteration 13Q (537.732918 sec): 3 clusters Score: Raw -5541251.220794 + Penalty 3622.866602 = -5537628.354193 nChanged 1416 SP:Iteration 14Q (537.900163 sec): 3 clusters Score: Raw -5541790.724174 + Penalty 3622.866602 = -5538167.857573 nChanged 1383 SP:Iteration 15Q (538.061228 sec): 3 clusters Score: Raw -5542343.852275 + Penalty 3622.866602 = -5538720.985673 nChanged 1333 SP:Iteration 16Q (538.221026 sec): 3 clusters Score: Raw -5542874.462577 + Penalty 3622.866602 = -5539251.595975 nChanged 1245 SP:Iteration 17Q (538.394024 sec): 3 clusters Score: Raw -5543402.825179 + Penalty 3622.866602 = -5539779.958577 nChanged 1192 SP:Iteration 18Q (538.563537 sec): 3 clusters Score: Raw -5543961.013932 + Penalty 3622.866602 = -5540338.147330 nChanged 1132 SP:Iteration 19Q (538.727056 sec): 3 clusters Score: Raw -5544498.030798 + Penalty 3622.866602 = -5540875.164197 nChanged 995 SP:Iteration 20F (538.896582 sec): 3 clusters Score: Raw -5545047.887370 + Penalty 3622.866602 = -5541425.020769 nChanged 964 SP:Iteration 21Q (539.057877 sec): 3 clusters Score: Raw -5545632.225734 + Penalty 3622.866602 = -5542009.359132 nChanged 885 SP:Iteration 22Q (539.228507 sec): 3 clusters Score: Raw -5546220.262858 + Penalty 3622.866602 = -5542597.396257 nChanged 754 SP:Iteration 23Q (539.378173 sec): 3 clusters Score: Raw -5546676.272595 + Penalty 3622.866602 = -5543053.405993 nChanged 642 SP:Iteration 24Q (539.533200 sec): 3 clusters Score: Raw -5546962.840862 + Penalty 3622.866602 = -5543339.974260 nChanged 434 SP:Iteration 25Q (539.692451 sec): 3 clusters Score: Raw -5547094.017383 + Penalty 3622.866602 = -5543471.150782 nChanged 328 SP:Iteration 26Q (539.842683 sec): 3 clusters Score: Raw -5547166.132510 + Penalty 3622.866602 = -5543543.265909 nChanged 237 SP:Iteration 27Q (540.002107 sec): 3 clusters Score: Raw -5547204.025928 + Penalty 3622.866602 = -5543581.159326 nChanged 170 SP:Iteration 28Q (540.155163 sec): 3 clusters Score: Raw -5547225.765061 + Penalty 3622.866602 = -5543602.898460 nChanged 131 SP:Iteration 29Q (540.303399 sec): 3 clusters Score: Raw -5547239.775553 + Penalty 3622.866602 = -5543616.908952 nChanged 83 SP:Iteration 30Q (540.447147 sec): 3 clusters Score: Raw -5547245.671135 + Penalty 3622.866602 = -5543622.804533 nChanged 64 SP:Iteration 31Q (540.595953 sec): 3 clusters Score: Raw -5547249.334913 + Penalty 3622.866602 = -5543626.468311 nChanged 46 SP:Iteration 32Q (540.751835 sec): 3 clusters Score: Raw -5547251.608263 + Penalty 3622.866602 = -5543628.741661 nChanged 35 SP:Iteration 33Q (540.913094 sec): 3 clusters Score: Raw -5547253.328447 + Penalty 3622.866602 = -5543630.461845 nChanged 36 SP:Iteration 34Q (541.070461 sec): 3 clusters Score: Raw -5547254.939090 + Penalty 3622.866602 = -5543632.072489 nChanged 37 SP:Iteration 35Q (541.212725 sec): 3 clusters Score: Raw -5547256.506427 + Penalty 3622.866602 = -5543633.639825 nChanged 25 SP:Iteration 36Q (541.364310 sec): 3 clusters Score: Raw -5547257.366600 + Penalty 3622.866602 = -5543634.499999 nChanged 24 SP:Iteration 37Q (541.514446 sec): 3 clusters Score: Raw -5547258.182022 + Penalty 3622.866602 = -5543635.315420 nChanged 17 SP:Iteration 38Q (541.666350 sec): 3 clusters Score: Raw -5547258.665241 + Penalty 3622.866602 = -5543635.798640 nChanged 9 SP:Iteration 39Q (541.815847 sec): 3 clusters Score: Raw -5547258.924199 + Penalty 3622.866602 = -5543636.057598 nChanged 11 SP:Iteration 40F (541.979587 sec): 3 clusters Score: Raw -5547259.228480 + Penalty 3622.866602 = -5543636.361878 nChanged 4 SP:Iteration 41Q (542.132606 sec): 3 clusters Score: Raw -5547259.356468 + Penalty 3622.866602 = -5543636.489867 nChanged 1 SP:Iteration 42Q (542.289990 sec): 3 clusters Score: Raw -5547259.377879 + Penalty 3622.866602 = -5543636.511277 nChanged 2 SP:Iteration 43Q (542.433387 sec): 3 clusters Score: Raw -5547259.414604 + Penalty 3622.866602 = -5543636.548002 nChanged 2 SP:Iteration 44Q (542.589112 sec): 3 clusters Score: Raw -5547259.436539 + Penalty 3622.866602 = -5543636.569938 nChanged 0 SP:Iteration 45F (542.756263 sec): 3 clusters Score: Raw -5547259.436539 + Penalty 3622.866602 = -5543636.569938 nChanged 0 Score: Raw -40650786.918512 + Penalty 75074.800676 = -40575712.117836 Splitting cluster 10 changes total score from -40569394.804606 to -40575712.117836 So it's getting split into cluster 35. Trying to split cluster 11 (46832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.113779 sec): 2 clusters Score: Raw -3679821.868447 + Penalty 1747.577326 = -3678074.291120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.236833 sec): 3 clusters Score: Raw -3650272.038528 + Penalty 3495.154653 = -3646776.883875 nChanged 21952 SP:Iteration 1F (555.364079 sec): 3 clusters Score: Raw -3663185.033350 + Penalty 3495.154653 = -3659689.878698 nChanged 2600 SP:Iteration 2F (555.492044 sec): 3 clusters Score: Raw -3664670.371613 + Penalty 3495.154653 = -3661175.216960 nChanged 3051 SP:Iteration 3F (555.615470 sec): 3 clusters Score: Raw -3666946.708836 + Penalty 3495.154653 = -3663451.554183 nChanged 3532 SP:Iteration 4F (555.745709 sec): 3 clusters Score: Raw -3670014.499857 + Penalty 3495.154653 = -3666519.345204 nChanged 3812 SP:Iteration 5F (555.873173 sec): 3 clusters Score: Raw -3673314.126183 + Penalty 3495.154653 = -3669818.971530 nChanged 3364 SP:Iteration 6F (556.003204 sec): 3 clusters Score: Raw -3675811.988188 + Penalty 3495.154653 = -3672316.833535 nChanged 2613 SP:Iteration 7F (556.130529 sec): 3 clusters Score: Raw -3677373.395816 + Penalty 3495.154653 = -3673878.241163 nChanged 1873 SP:Iteration 8Q (556.255948 sec): 3 clusters Score: Raw -3678283.604860 + Penalty 3495.154653 = -3674788.450207 nChanged 1283 SP:Iteration 9Q (556.391486 sec): 3 clusters Score: Raw -3678828.591927 + Penalty 3495.154653 = -3675333.437274 nChanged 998 SP:Iteration 10Q (556.517684 sec): 3 clusters Score: Raw -3679206.579730 + Penalty 3495.154653 = -3675711.425077 nChanged 820 SP:Iteration 11Q (556.643416 sec): 3 clusters Score: Raw -3679492.502245 + Penalty 3495.154653 = -3675997.347592 nChanged 711 SP:Iteration 12Q (556.766449 sec): 3 clusters Score: Raw -3679725.893624 + Penalty 3495.154653 = -3676230.738971 nChanged 655 SP:Iteration 13Q (556.892978 sec): 3 clusters Score: Raw -3679932.172016 + Penalty 3495.154653 = -3676437.017363 nChanged 623 SP:Iteration 14Q (557.021289 sec): 3 clusters Score: Raw -3680152.749457 + Penalty 3495.154653 = -3676657.594804 nChanged 649 SP:Iteration 15Q (557.154361 sec): 3 clusters Score: Raw -3680397.267462 + Penalty 3495.154653 = -3676902.112809 nChanged 688 SP:Iteration 16Q (557.281900 sec): 3 clusters Score: Raw -3680654.591546 + Penalty 3495.154653 = -3677159.436894 nChanged 668 SP:Iteration 17Q (557.411684 sec): 3 clusters Score: Raw -3680917.657990 + Penalty 3495.154653 = -3677422.503337 nChanged 676 SP:Iteration 18Q (557.532838 sec): 3 clusters Score: Raw -3681177.585174 + Penalty 3495.154653 = -3677682.430521 nChanged 642 SP:Iteration 19Q (557.664165 sec): 3 clusters Score: Raw -3681436.091458 + Penalty 3495.154653 = -3677940.936805 nChanged 641 SP:Iteration 20F (557.788923 sec): 3 clusters Score: Raw -3681714.361287 + Penalty 3495.154653 = -3678219.206634 nChanged 672 SP:Iteration 21Q (557.925985 sec): 3 clusters Score: Raw -3682027.716693 + Penalty 3495.154653 = -3678532.562040 nChanged 633 SP:Iteration 22Q (558.039489 sec): 3 clusters Score: Raw -3682318.121078 + Penalty 3495.154653 = -3678822.966425 nChanged 577 SP:Iteration 23Q (558.167539 sec): 3 clusters Score: Raw -3682550.936786 + Penalty 3495.154653 = -3679055.782133 nChanged 508 SP:Iteration 24Q (558.293370 sec): 3 clusters Score: Raw -3682738.095197 + Penalty 3495.154653 = -3679242.940545 nChanged 448 SP:Iteration 25Q (558.407293 sec): 3 clusters Score: Raw -3682872.755620 + Penalty 3495.154653 = -3679377.600967 nChanged 338 SP:Iteration 26Q (558.524887 sec): 3 clusters Score: Raw -3682949.667221 + Penalty 3495.154653 = -3679454.512568 nChanged 269 SP:Iteration 27Q (558.645404 sec): 3 clusters Score: Raw -3683001.199333 + Penalty 3495.154653 = -3679506.044680 nChanged 224 SP:Iteration 28Q (558.769451 sec): 3 clusters Score: Raw -3683040.714717 + Penalty 3495.154653 = -3679545.560064 nChanged 187 SP:Iteration 29Q (558.886778 sec): 3 clusters Score: Raw -3683066.780146 + Penalty 3495.154653 = -3679571.625494 nChanged 146 SP:Iteration 30Q (559.016593 sec): 3 clusters Score: Raw -3683084.924765 + Penalty 3495.154653 = -3679589.770112 nChanged 131 SP:Iteration 31Q (559.134414 sec): 3 clusters Score: Raw -3683099.732123 + Penalty 3495.154653 = -3679604.577470 nChanged 115 SP:Iteration 32Q (559.244951 sec): 3 clusters Score: Raw -3683114.038731 + Penalty 3495.154653 = -3679618.884078 nChanged 101 SP:Iteration 33Q (559.381954 sec): 3 clusters Score: Raw -3683124.076208 + Penalty 3495.154653 = -3679628.921555 nChanged 89 SP:Iteration 34Q (559.508827 sec): 3 clusters Score: Raw -3683131.820284 + Penalty 3495.154653 = -3679636.665631 nChanged 92 SP:Iteration 35Q (559.629406 sec): 3 clusters Score: Raw -3683139.102386 + Penalty 3495.154653 = -3679643.947733 nChanged 73 SP:Iteration 36Q (559.754300 sec): 3 clusters Score: Raw -3683143.760726 + Penalty 3495.154653 = -3679648.606074 nChanged 53 SP:Iteration 37Q (559.872767 sec): 3 clusters Score: Raw -3683146.674614 + Penalty 3495.154653 = -3679651.519961 nChanged 41 SP:Iteration 38Q (559.987820 sec): 3 clusters Score: Raw -3683149.079262 + Penalty 3495.154653 = -3679653.924609 nChanged 35 SP:Iteration 39Q (560.108466 sec): 3 clusters Score: Raw -3683150.826645 + Penalty 3495.154653 = -3679655.671992 nChanged 38 SP:Iteration 40F (560.252474 sec): 3 clusters Score: Raw -3683152.965933 + Penalty 3495.154653 = -3679657.811281 nChanged 40 SP:Iteration 41Q (560.377037 sec): 3 clusters Score: Raw -3683155.108038 + Penalty 3495.154653 = -3679659.953385 nChanged 33 SP:Iteration 42Q (560.502997 sec): 3 clusters Score: Raw -3683156.867684 + Penalty 3495.154653 = -3679661.713031 nChanged 29 SP:Iteration 43Q (560.616254 sec): 3 clusters Score: Raw -3683158.240315 + Penalty 3495.154653 = -3679663.085662 nChanged 27 SP:Iteration 44Q (560.740604 sec): 3 clusters Score: Raw -3683159.377903 + Penalty 3495.154653 = -3679664.223250 nChanged 19 SP:Iteration 45Q (560.864585 sec): 3 clusters Score: Raw -3683159.950611 + Penalty 3495.154653 = -3679664.795958 nChanged 14 SP:Iteration 46Q (560.988388 sec): 3 clusters Score: Raw -3683160.311362 + Penalty 3495.154653 = -3679665.156709 nChanged 20 SP:Iteration 47Q (561.102216 sec): 3 clusters Score: Raw -3683161.082774 + Penalty 3495.154653 = -3679665.928121 nChanged 15 SP:Iteration 48Q (561.229605 sec): 3 clusters Score: Raw -3683161.598014 + Penalty 3495.154653 = -3679666.443361 nChanged 9 SP:Iteration 49Q (561.352547 sec): 3 clusters Score: Raw -3683161.894819 + Penalty 3495.154653 = -3679666.740166 nChanged 5 SP:Iteration 50Q (561.476476 sec): 3 clusters Score: Raw -3683162.007514 + Penalty 3495.154653 = -3679666.852861 nChanged 5 SP:Iteration 51Q (561.588875 sec): 3 clusters Score: Raw -3683162.198639 + Penalty 3495.154653 = -3679667.043986 nChanged 5 SP:Iteration 52Q (561.722732 sec): 3 clusters Score: Raw -3683162.329419 + Penalty 3495.154653 = -3679667.174766 nChanged 5 SP:Iteration 53Q (561.839625 sec): 3 clusters Score: Raw -3683162.497371 + Penalty 3495.154653 = -3679667.342718 nChanged 4 SP:Iteration 54Q (561.957476 sec): 3 clusters Score: Raw -3683162.735142 + Penalty 3495.154653 = -3679667.580489 nChanged 6 SP:Iteration 55Q (562.081441 sec): 3 clusters Score: Raw -3683162.934008 + Penalty 3495.154653 = -3679667.779356 nChanged 7 SP:Iteration 56Q (562.204775 sec): 3 clusters Score: Raw -3683163.163154 + Penalty 3495.154653 = -3679668.008501 nChanged 4 SP:Iteration 57Q (562.327236 sec): 3 clusters Score: Raw -3683163.442248 + Penalty 3495.154653 = -3679668.287595 nChanged 3 SP:Iteration 58Q (562.446315 sec): 3 clusters Score: Raw -3683163.607789 + Penalty 3495.154653 = -3679668.453136 nChanged 8 SP:Iteration 59Q (562.569950 sec): 3 clusters Score: Raw -3683164.090289 + Penalty 3495.154653 = -3679668.935636 nChanged 8 SP:Iteration 60F (562.699764 sec): 3 clusters Score: Raw -3683164.382146 + Penalty 3495.154653 = -3679669.227493 nChanged 12 SP:Iteration 61Q (562.826495 sec): 3 clusters Score: Raw -3683164.858154 + Penalty 3495.154653 = -3679669.703501 nChanged 10 SP:Iteration 62Q (562.955500 sec): 3 clusters Score: Raw -3683165.134407 + Penalty 3495.154653 = -3679669.979754 nChanged 6 SP:Iteration 63Q (563.078565 sec): 3 clusters Score: Raw -3683165.286143 + Penalty 3495.154653 = -3679670.131490 nChanged 5 SP:Iteration 64Q (563.198403 sec): 3 clusters Score: Raw -3683165.426343 + Penalty 3495.154653 = -3679670.271690 nChanged 6 SP:Iteration 65Q (563.327710 sec): 3 clusters Score: Raw -3683165.730727 + Penalty 3495.154653 = -3679670.576074 nChanged 3 SP:Iteration 66Q (563.447007 sec): 3 clusters Score: Raw -3683165.876115 + Penalty 3495.154653 = -3679670.721462 nChanged 5 SP:Iteration 67Q (563.568779 sec): 3 clusters Score: Raw -3683166.103430 + Penalty 3495.154653 = -3679670.948777 nChanged 5 SP:Iteration 68Q (563.691488 sec): 3 clusters Score: Raw -3683166.316220 + Penalty 3495.154653 = -3679671.161567 nChanged 5 SP:Iteration 69Q (563.807228 sec): 3 clusters Score: Raw -3683166.582380 + Penalty 3495.154653 = -3679671.427727 nChanged 8 SP:Iteration 70Q (563.941431 sec): 3 clusters Score: Raw -3683166.884040 + Penalty 3495.154653 = -3679671.729387 nChanged 2 SP:Iteration 71Q (564.061609 sec): 3 clusters Score: Raw -3683166.953442 + Penalty 3495.154653 = -3679671.798789 nChanged 3 SP:Iteration 72Q (564.182900 sec): 3 clusters Score: Raw -3683167.044740 + Penalty 3495.154653 = -3679671.890087 nChanged 3 SP:Iteration 73Q (564.297983 sec): 3 clusters Score: Raw -3683167.209266 + Penalty 3495.154653 = -3679672.054613 nChanged 3 SP:Iteration 74Q (564.413099 sec): 3 clusters Score: Raw -3683167.326308 + Penalty 3495.154653 = -3679672.171655 nChanged 1 SP:Iteration 75Q (564.542229 sec): 3 clusters Score: Raw -3683167.346222 + Penalty 3495.154653 = -3679672.191569 nChanged 2 SP:Iteration 76Q (564.643413 sec): 3 clusters Score: Raw -3683167.419785 + Penalty 3495.154653 = -3679672.265132 nChanged 2 SP:Iteration 77Q (564.760815 sec): 3 clusters Score: Raw -3683167.485823 + Penalty 3495.154653 = -3679672.331170 nChanged 1 SP:Iteration 78Q (564.893080 sec): 3 clusters Score: Raw -3683167.507566 + Penalty 3495.154653 = -3679672.352913 nChanged 0 SP:Iteration 79F (565.023247 sec): 3 clusters Score: Raw -3683167.507566 + Penalty 3495.154653 = -3679672.352913 nChanged 0 Score: Raw -40654132.557631 + Penalty 77219.794981 = -40576912.762649 Splitting cluster 11 changes total score from -40569394.804606 to -40576912.762649 So it's getting split into cluster 36. Trying to split cluster 12 (15224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.714683 sec): 2 clusters Score: Raw -1211882.453462 + Penalty 1564.977116 = -1210317.476346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.782693 sec): 3 clusters Score: Raw -1202877.545899 + Penalty 3129.954233 = -1199747.591666 nChanged 6726 SP:Iteration 1F (577.862254 sec): 3 clusters Score: Raw -1206458.346296 + Penalty 3129.954233 = -1203328.392063 nChanged 820 SP:Iteration 2F (577.936901 sec): 3 clusters Score: Raw -1206786.232981 + Penalty 3129.954233 = -1203656.278748 nChanged 735 SP:Iteration 3Q (578.000445 sec): 3 clusters Score: Raw -1207070.702944 + Penalty 3129.954233 = -1203940.748711 nChanged 684 SP:Iteration 4Q (578.087492 sec): 3 clusters Score: Raw -1207333.902194 + Penalty 3129.954233 = -1204203.947961 nChanged 639 SP:Iteration 5Q (578.151340 sec): 3 clusters Score: Raw -1207618.403560 + Penalty 3129.954233 = -1204488.449327 nChanged 705 SP:Iteration 6Q (578.240220 sec): 3 clusters Score: Raw -1207968.522890 + Penalty 3129.954233 = -1204838.568657 nChanged 763 SP:Iteration 7F (578.312678 sec): 3 clusters Score: Raw -1208422.698480 + Penalty 3129.954233 = -1205292.744247 nChanged 901 SP:Iteration 8F (578.388138 sec): 3 clusters Score: Raw -1209033.174705 + Penalty 3129.954233 = -1205903.220472 nChanged 930 SP:Iteration 9F (578.450184 sec): 3 clusters Score: Raw -1209809.170317 + Penalty 3129.954233 = -1206679.216084 nChanged 926 SP:Iteration 10F (578.522485 sec): 3 clusters Score: Raw -1210647.078146 + Penalty 3129.954233 = -1207517.123913 nChanged 765 SP:Iteration 11F (578.604882 sec): 3 clusters Score: Raw -1211385.384063 + Penalty 3129.954233 = -1208255.429830 nChanged 587 SP:Iteration 12Q (578.678645 sec): 3 clusters Score: Raw -1211910.659038 + Penalty 3129.954233 = -1208780.704805 nChanged 383 SP:Iteration 13Q (578.739072 sec): 3 clusters Score: Raw -1212155.512641 + Penalty 3129.954233 = -1209025.558408 nChanged 233 SP:Iteration 14Q (578.816777 sec): 3 clusters Score: Raw -1212265.316302 + Penalty 3129.954233 = -1209135.362069 nChanged 150 SP:Iteration 15Q (578.890163 sec): 3 clusters Score: Raw -1212319.787800 + Penalty 3129.954233 = -1209189.833567 nChanged 114 SP:Iteration 16Q (578.959645 sec): 3 clusters Score: Raw -1212356.739757 + Penalty 3129.954233 = -1209226.785524 nChanged 92 SP:Iteration 17Q (579.023185 sec): 3 clusters Score: Raw -1212380.108041 + Penalty 3129.954233 = -1209250.153808 nChanged 65 SP:Iteration 18Q (579.101397 sec): 3 clusters Score: Raw -1212395.985758 + Penalty 3129.954233 = -1209266.031525 nChanged 65 SP:Iteration 19Q (579.177580 sec): 3 clusters Score: Raw -1212411.550708 + Penalty 3129.954233 = -1209281.596475 nChanged 45 SP:Iteration 20F (579.250063 sec): 3 clusters Score: Raw -1212421.451449 + Penalty 3129.954233 = -1209291.497216 nChanged 42 SP:Iteration 21Q (579.320337 sec): 3 clusters Score: Raw -1212430.447711 + Penalty 3129.954233 = -1209300.493478 nChanged 33 SP:Iteration 22Q (579.383478 sec): 3 clusters Score: Raw -1212439.033594 + Penalty 3129.954233 = -1209309.079361 nChanged 36 SP:Iteration 23Q (579.441887 sec): 3 clusters Score: Raw -1212448.691719 + Penalty 3129.954233 = -1209318.737486 nChanged 31 SP:Iteration 24Q (579.518468 sec): 3 clusters Score: Raw -1212454.206271 + Penalty 3129.954233 = -1209324.252038 nChanged 27 SP:Iteration 25Q (579.577028 sec): 3 clusters Score: Raw -1212457.813368 + Penalty 3129.954233 = -1209327.859135 nChanged 20 SP:Iteration 26Q (579.647121 sec): 3 clusters Score: Raw -1212461.643814 + Penalty 3129.954233 = -1209331.689581 nChanged 28 SP:Iteration 27Q (579.710761 sec): 3 clusters Score: Raw -1212467.368941 + Penalty 3129.954233 = -1209337.414708 nChanged 30 SP:Iteration 28Q (579.780737 sec): 3 clusters Score: Raw -1212474.709184 + Penalty 3129.954233 = -1209344.754951 nChanged 28 SP:Iteration 29Q (579.853849 sec): 3 clusters Score: Raw -1212481.528653 + Penalty 3129.954233 = -1209351.574420 nChanged 19 SP:Iteration 30Q (579.926816 sec): 3 clusters Score: Raw -1212485.818460 + Penalty 3129.954233 = -1209355.864227 nChanged 21 SP:Iteration 31Q (579.995515 sec): 3 clusters Score: Raw -1212489.926334 + Penalty 3129.954233 = -1209359.972101 nChanged 19 SP:Iteration 32Q (580.068908 sec): 3 clusters Score: Raw -1212492.486586 + Penalty 3129.954233 = -1209362.532353 nChanged 16 SP:Iteration 33Q (580.138966 sec): 3 clusters Score: Raw -1212494.530227 + Penalty 3129.954233 = -1209364.575994 nChanged 8 SP:Iteration 34Q (580.197447 sec): 3 clusters Score: Raw -1212495.790458 + Penalty 3129.954233 = -1209365.836225 nChanged 7 SP:Iteration 35Q (580.274968 sec): 3 clusters Score: Raw -1212496.368803 + Penalty 3129.954233 = -1209366.414570 nChanged 8 SP:Iteration 36Q (580.345788 sec): 3 clusters Score: Raw -1212497.382496 + Penalty 3129.954233 = -1209367.428263 nChanged 9 SP:Iteration 37Q (580.417459 sec): 3 clusters Score: Raw -1212498.631373 + Penalty 3129.954233 = -1209368.677140 nChanged 5 SP:Iteration 38Q (580.472923 sec): 3 clusters Score: Raw -1212499.614990 + Penalty 3129.954233 = -1209369.660757 nChanged 8 SP:Iteration 39Q (580.553666 sec): 3 clusters Score: Raw -1212501.046600 + Penalty 3129.954233 = -1209371.092367 nChanged 14 SP:Iteration 40F (580.622548 sec): 3 clusters Score: Raw -1212502.413033 + Penalty 3129.954233 = -1209372.458800 nChanged 3 SP:Iteration 41Q (580.696817 sec): 3 clusters Score: Raw -1212502.837997 + Penalty 3129.954233 = -1209372.883764 nChanged 5 SP:Iteration 42Q (580.765037 sec): 3 clusters Score: Raw -1212503.452583 + Penalty 3129.954233 = -1209373.498351 nChanged 3 SP:Iteration 43Q (580.833945 sec): 3 clusters Score: Raw -1212503.805567 + Penalty 3129.954233 = -1209373.851334 nChanged 0 SP:Iteration 44F (580.911666 sec): 3 clusters Score: Raw -1212503.805567 + Penalty 3129.954233 = -1209373.851334 nChanged 0 Trying to split cluster 13 (42106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.000313 sec): 2 clusters Score: Raw -3387164.543546 + Penalty 1730.291148 = -3385434.252397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.109196 sec): 3 clusters Score: Raw -3360775.671202 + Penalty 3460.582296 = -3357315.088905 nChanged 19634 SP:Iteration 1F (581.238778 sec): 3 clusters Score: Raw -3372103.058017 + Penalty 3460.582296 = -3368642.475721 nChanged 2043 SP:Iteration 2Q (581.362276 sec): 3 clusters Score: Raw -3372956.346290 + Penalty 3460.582296 = -3369495.763994 nChanged 2130 SP:Iteration 3F (581.476580 sec): 3 clusters Score: Raw -3373953.886469 + Penalty 3460.582296 = -3370493.304173 nChanged 2238 SP:Iteration 4F (581.603531 sec): 3 clusters Score: Raw -3375105.123701 + Penalty 3460.582296 = -3371644.541405 nChanged 2304 SP:Iteration 5F (581.711508 sec): 3 clusters Score: Raw -3376356.794672 + Penalty 3460.582296 = -3372896.212376 nChanged 2320 SP:Iteration 6F (581.839211 sec): 3 clusters Score: Raw -3377704.783266 + Penalty 3460.582296 = -3374244.200969 nChanged 2215 SP:Iteration 7F (581.959629 sec): 3 clusters Score: Raw -3379073.333145 + Penalty 3460.582296 = -3375612.750848 nChanged 2069 SP:Iteration 8Q (582.069565 sec): 3 clusters Score: Raw -3380307.361524 + Penalty 3460.582296 = -3376846.779227 nChanged 1790 SP:Iteration 9Q (582.195466 sec): 3 clusters Score: Raw -3381231.363015 + Penalty 3460.582296 = -3377770.780719 nChanged 1371 SP:Iteration 10Q (582.311164 sec): 3 clusters Score: Raw -3381809.779995 + Penalty 3460.582296 = -3378349.197699 nChanged 998 SP:Iteration 11Q (582.438435 sec): 3 clusters Score: Raw -3382173.923017 + Penalty 3460.582296 = -3378713.340721 nChanged 812 SP:Iteration 12Q (582.554260 sec): 3 clusters Score: Raw -3382456.499443 + Penalty 3460.582296 = -3378995.917147 nChanged 734 SP:Iteration 13Q (582.676719 sec): 3 clusters Score: Raw -3382718.042498 + Penalty 3460.582296 = -3379257.460201 nChanged 661 SP:Iteration 14Q (582.790528 sec): 3 clusters Score: Raw -3382959.240690 + Penalty 3460.582296 = -3379498.658393 nChanged 656 SP:Iteration 15Q (582.909658 sec): 3 clusters Score: Raw -3383214.940180 + Penalty 3460.582296 = -3379754.357884 nChanged 662 SP:Iteration 16Q (583.015291 sec): 3 clusters Score: Raw -3383469.490511 + Penalty 3460.582296 = -3380008.908214 nChanged 649 SP:Iteration 17Q (583.141239 sec): 3 clusters Score: Raw -3383713.954901 + Penalty 3460.582296 = -3380253.372604 nChanged 627 SP:Iteration 18Q (583.252518 sec): 3 clusters Score: Raw -3383947.229317 + Penalty 3460.582296 = -3380486.647020 nChanged 608 SP:Iteration 19Q (583.374861 sec): 3 clusters Score: Raw -3384162.194730 + Penalty 3460.582296 = -3380701.612434 nChanged 544 SP:Iteration 20F (583.488326 sec): 3 clusters Score: Raw -3384331.700904 + Penalty 3460.582296 = -3380871.118608 nChanged 507 SP:Iteration 21Q (583.613055 sec): 3 clusters Score: Raw -3384483.465745 + Penalty 3460.582296 = -3381022.883448 nChanged 481 SP:Iteration 22Q (583.730218 sec): 3 clusters Score: Raw -3384627.329124 + Penalty 3460.582296 = -3381166.746828 nChanged 453 SP:Iteration 23Q (583.843269 sec): 3 clusters Score: Raw -3384767.853730 + Penalty 3460.582296 = -3381307.271434 nChanged 431 SP:Iteration 24Q (583.967281 sec): 3 clusters Score: Raw -3384884.021342 + Penalty 3460.582296 = -3381423.439046 nChanged 393 SP:Iteration 25Q (584.083558 sec): 3 clusters Score: Raw -3384987.612299 + Penalty 3460.582296 = -3381527.030003 nChanged 402 SP:Iteration 26Q (584.200219 sec): 3 clusters Score: Raw -3385103.344849 + Penalty 3460.582296 = -3381642.762553 nChanged 400 SP:Iteration 27Q (584.313739 sec): 3 clusters Score: Raw -3385233.362823 + Penalty 3460.582296 = -3381772.780526 nChanged 410 SP:Iteration 28Q (584.422268 sec): 3 clusters Score: Raw -3385365.464159 + Penalty 3460.582296 = -3381904.881862 nChanged 430 SP:Iteration 29Q (584.543881 sec): 3 clusters Score: Raw -3385521.416458 + Penalty 3460.582296 = -3382060.834162 nChanged 415 SP:Iteration 30Q (584.657354 sec): 3 clusters Score: Raw -3385687.515072 + Penalty 3460.582296 = -3382226.932775 nChanged 444 SP:Iteration 31Q (584.766102 sec): 3 clusters Score: Raw -3385877.006260 + Penalty 3460.582296 = -3382416.423963 nChanged 463 SP:Iteration 32Q (584.870192 sec): 3 clusters Score: Raw -3386098.528887 + Penalty 3460.582296 = -3382637.946591 nChanged 489 SP:Iteration 33Q (584.981683 sec): 3 clusters Score: Raw -3386357.434607 + Penalty 3460.582296 = -3382896.852311 nChanged 457 SP:Iteration 34Q (585.091407 sec): 3 clusters Score: Raw -3386586.767697 + Penalty 3460.582296 = -3383126.185401 nChanged 421 SP:Iteration 35Q (585.197882 sec): 3 clusters Score: Raw -3386781.387082 + Penalty 3460.582296 = -3383320.804785 nChanged 402 SP:Iteration 36Q (585.302574 sec): 3 clusters Score: Raw -3386991.376092 + Penalty 3460.582296 = -3383530.793796 nChanged 380 SP:Iteration 37Q (585.416238 sec): 3 clusters Score: Raw -3387223.909259 + Penalty 3460.582296 = -3383763.326963 nChanged 390 SP:Iteration 38Q (585.526274 sec): 3 clusters Score: Raw -3387455.754939 + Penalty 3460.582296 = -3383995.172643 nChanged 359 SP:Iteration 39Q (585.632251 sec): 3 clusters Score: Raw -3387664.779945 + Penalty 3460.582296 = -3384204.197649 nChanged 324 SP:Iteration 40F (585.749665 sec): 3 clusters Score: Raw -3387840.878968 + Penalty 3460.582296 = -3384380.296671 nChanged 321 SP:Iteration 41Q (585.866183 sec): 3 clusters Score: Raw -3388020.962794 + Penalty 3460.582296 = -3384560.380498 nChanged 304 SP:Iteration 42Q (585.973479 sec): 3 clusters Score: Raw -3388175.215590 + Penalty 3460.582296 = -3384714.633294 nChanged 291 SP:Iteration 43Q (586.067727 sec): 3 clusters Score: Raw -3388319.375767 + Penalty 3460.582296 = -3384858.793471 nChanged 268 SP:Iteration 44Q (586.188545 sec): 3 clusters Score: Raw -3388444.318103 + Penalty 3460.582296 = -3384983.735806 nChanged 259 SP:Iteration 45Q (586.283136 sec): 3 clusters Score: Raw -3388569.229310 + Penalty 3460.582296 = -3385108.647014 nChanged 267 SP:Iteration 46Q (586.400237 sec): 3 clusters Score: Raw -3388701.236194 + Penalty 3460.582296 = -3385240.653898 nChanged 277 SP:Iteration 47Q (586.510748 sec): 3 clusters Score: Raw -3388824.168601 + Penalty 3460.582296 = -3385363.586304 nChanged 235 SP:Iteration 48Q (586.607505 sec): 3 clusters Score: Raw -3388925.082657 + Penalty 3460.582296 = -3385464.500361 nChanged 225 SP:Iteration 49Q (586.725779 sec): 3 clusters Score: Raw -3389026.876452 + Penalty 3460.582296 = -3385566.294156 nChanged 211 SP:Iteration 50Q (586.830665 sec): 3 clusters Score: Raw -3389095.262739 + Penalty 3460.582296 = -3385634.680443 nChanged 185 SP:Iteration 51Q (586.925208 sec): 3 clusters Score: Raw -3389150.111148 + Penalty 3460.582296 = -3385689.528851 nChanged 152 SP:Iteration 52Q (587.037525 sec): 3 clusters Score: Raw -3389188.199582 + Penalty 3460.582296 = -3385727.617286 nChanged 114 SP:Iteration 53Q (587.149414 sec): 3 clusters Score: Raw -3389207.825503 + Penalty 3460.582296 = -3385747.243206 nChanged 85 SP:Iteration 54Q (587.257506 sec): 3 clusters Score: Raw -3389228.545623 + Penalty 3460.582296 = -3385767.963326 nChanged 78 SP:Iteration 55Q (587.368781 sec): 3 clusters Score: Raw -3389244.724548 + Penalty 3460.582296 = -3385784.142251 nChanged 56 SP:Iteration 56Q (587.485585 sec): 3 clusters Score: Raw -3389263.430817 + Penalty 3460.582296 = -3385802.848520 nChanged 66 SP:Iteration 57Q (587.586555 sec): 3 clusters Score: Raw -3389271.028314 + Penalty 3460.582296 = -3385810.446018 nChanged 52 SP:Iteration 58Q (587.692281 sec): 3 clusters Score: Raw -3389277.832857 + Penalty 3460.582296 = -3385817.250561 nChanged 41 SP:Iteration 59Q (587.803489 sec): 3 clusters Score: Raw -3389281.326470 + Penalty 3460.582296 = -3385820.744174 nChanged 31 SP:Iteration 60F (587.909795 sec): 3 clusters Score: Raw -3389555.974386 + Penalty 3460.582296 = -3386095.392090 nChanged 227 SP:Iteration 61Q (588.018547 sec): 3 clusters Score: Raw -3389763.992151 + Penalty 3460.582296 = -3386303.409855 nChanged 264 SP:Iteration 62Q (588.132308 sec): 3 clusters Score: Raw -3389914.300030 + Penalty 3460.582296 = -3386453.717734 nChanged 253 SP:Iteration 63Q (588.225371 sec): 3 clusters Score: Raw -3390020.116495 + Penalty 3460.582296 = -3386559.534198 nChanged 229 SP:Iteration 64Q (588.332135 sec): 3 clusters Score: Raw -3390093.154551 + Penalty 3460.582296 = -3386632.572254 nChanged 180 SP:Iteration 65Q (588.454446 sec): 3 clusters Score: Raw -3390141.686464 + Penalty 3460.582296 = -3386681.104168 nChanged 138 SP:Iteration 66Q (588.557090 sec): 3 clusters Score: Raw -3390172.294265 + Penalty 3460.582296 = -3386711.711968 nChanged 109 SP:Iteration 67Q (588.675791 sec): 3 clusters Score: Raw -3390191.736797 + Penalty 3460.582296 = -3386731.154501 nChanged 86 SP:Iteration 68Q (588.791588 sec): 3 clusters Score: Raw -3390205.181027 + Penalty 3460.582296 = -3386744.598731 nChanged 75 SP:Iteration 69Q (588.896719 sec): 3 clusters Score: Raw -3390215.918863 + Penalty 3460.582296 = -3386755.336567 nChanged 52 SP:Iteration 70Q (588.998331 sec): 3 clusters Score: Raw -3390221.663416 + Penalty 3460.582296 = -3386761.081120 nChanged 39 SP:Iteration 71Q (589.110666 sec): 3 clusters Score: Raw -3390224.826561 + Penalty 3460.582296 = -3386764.244265 nChanged 28 SP:Iteration 72Q (589.224088 sec): 3 clusters Score: Raw -3390227.246192 + Penalty 3460.582296 = -3386766.663896 nChanged 35 SP:Iteration 73Q (589.330896 sec): 3 clusters Score: Raw -3390229.616984 + Penalty 3460.582296 = -3386769.034687 nChanged 22 SP:Iteration 74Q (589.442529 sec): 3 clusters Score: Raw -3390230.832351 + Penalty 3460.582296 = -3386770.250054 nChanged 9 SP:Iteration 75Q (589.552787 sec): 3 clusters Score: Raw -3390231.211809 + Penalty 3460.582296 = -3386770.629512 nChanged 6 SP:Iteration 76Q (589.650453 sec): 3 clusters Score: Raw -3390231.460415 + Penalty 3460.582296 = -3386770.878119 nChanged 5 SP:Iteration 77Q (589.757655 sec): 3 clusters Score: Raw -3390231.631663 + Penalty 3460.582296 = -3386771.049367 nChanged 1 SP:Iteration 78Q (589.873893 sec): 3 clusters Score: Raw -3390231.655178 + Penalty 3460.582296 = -3386771.072882 nChanged 1 SP:Iteration 79Q (589.982956 sec): 3 clusters Score: Raw -3390231.672916 + Penalty 3460.582296 = -3386771.090620 nChanged 0 SP:Iteration 80F (590.093281 sec): 3 clusters Score: Raw -3390235.775059 + Penalty 3460.582296 = -3386775.192763 nChanged 2 SP:Iteration 81Q (590.205773 sec): 3 clusters Score: Raw -3390235.964775 + Penalty 3460.582296 = -3386775.382479 nChanged 4 SP:Iteration 82Q (590.318683 sec): 3 clusters Score: Raw -3390236.068555 + Penalty 3460.582296 = -3386775.486259 nChanged 2 SP:Iteration 83Q (590.441102 sec): 3 clusters Score: Raw -3390236.122224 + Penalty 3460.582296 = -3386775.539927 nChanged 1 SP:Iteration 84Q (590.543383 sec): 3 clusters Score: Raw -3390236.159159 + Penalty 3460.582296 = -3386775.576862 nChanged 1 SP:Iteration 85Q (590.643872 sec): 3 clusters Score: Raw -3390236.242320 + Penalty 3460.582296 = -3386775.660023 nChanged 2 SP:Iteration 86Q (590.750981 sec): 3 clusters Score: Raw -3390236.293402 + Penalty 3460.582296 = -3386775.711105 nChanged 0 SP:Iteration 87F (590.871104 sec): 3 clusters Score: Raw -3390236.293402 + Penalty 3460.582296 = -3386775.711105 nChanged 0 Score: Raw -40657204.307486 + Penalty 79364.789286 = -40577839.518200 Splitting cluster 13 changes total score from -40569394.804606 to -40577839.518200 So it's getting split into cluster 37. Trying to split cluster 14 (3944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.848637 sec): 2 clusters Score: Raw -293044.712903 + Penalty 1345.491991 = -291699.220912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.906230 sec): 3 clusters Score: Raw -291085.999976 + Penalty 2690.983983 = -288395.015994 nChanged 1581 SP:Iteration 1F (603.952618 sec): 3 clusters Score: Raw -292058.263106 + Penalty 2690.983983 = -289367.279123 nChanged 349 SP:Iteration 2F (604.008003 sec): 3 clusters Score: Raw -292429.743814 + Penalty 2690.983983 = -289738.759832 nChanged 318 SP:Iteration 3F (604.064601 sec): 3 clusters Score: Raw -292874.666446 + Penalty 2690.983983 = -290183.682464 nChanged 314 SP:Iteration 4F (604.112584 sec): 3 clusters Score: Raw -293326.552413 + Penalty 2690.983983 = -290635.568431 nChanged 317 SP:Iteration 5F (604.169193 sec): 3 clusters Score: Raw -293695.413329 + Penalty 2690.983983 = -291004.429347 nChanged 261 SP:Iteration 6F (604.225387 sec): 3 clusters Score: Raw -294043.766793 + Penalty 2690.983983 = -291352.782810 nChanged 200 SP:Iteration 7F (604.279037 sec): 3 clusters Score: Raw -294373.490191 + Penalty 2690.983983 = -291682.506209 nChanged 160 SP:Iteration 8Q (604.320702 sec): 3 clusters Score: Raw -294655.892988 + Penalty 2690.983983 = -291964.909006 nChanged 121 SP:Iteration 9Q (604.381409 sec): 3 clusters Score: Raw -294831.963656 + Penalty 2690.983983 = -292140.979673 nChanged 99 SP:Iteration 10Q (604.423626 sec): 3 clusters Score: Raw -294947.333387 + Penalty 2690.983983 = -292256.349404 nChanged 74 SP:Iteration 11Q (604.478752 sec): 3 clusters Score: Raw -295016.196395 + Penalty 2690.983983 = -292325.212412 nChanged 60 SP:Iteration 12Q (604.528390 sec): 3 clusters Score: Raw -295060.294184 + Penalty 2690.983983 = -292369.310201 nChanged 48 SP:Iteration 13Q (604.587293 sec): 3 clusters Score: Raw -295093.404900 + Penalty 2690.983983 = -292402.420917 nChanged 39 SP:Iteration 14Q (604.638383 sec): 3 clusters Score: Raw -295117.151203 + Penalty 2690.983983 = -292426.167220 nChanged 35 SP:Iteration 15Q (604.690173 sec): 3 clusters Score: Raw -295137.805317 + Penalty 2690.983983 = -292446.821335 nChanged 38 SP:Iteration 16Q (604.744232 sec): 3 clusters Score: Raw -295162.000227 + Penalty 2690.983983 = -292471.016244 nChanged 35 SP:Iteration 17Q (604.788847 sec): 3 clusters Score: Raw -295180.246877 + Penalty 2690.983983 = -292489.262894 nChanged 23 SP:Iteration 18Q (604.836320 sec): 3 clusters Score: Raw -295193.634855 + Penalty 2690.983983 = -292502.650872 nChanged 25 SP:Iteration 19Q (604.892822 sec): 3 clusters Score: Raw -295201.590493 + Penalty 2690.983983 = -292510.606510 nChanged 8 SP:Iteration 20F (604.940935 sec): 3 clusters Score: Raw -295203.346892 + Penalty 2690.983983 = -292512.362909 nChanged 4 SP:Iteration 21Q (604.993471 sec): 3 clusters Score: Raw -295204.194597 + Penalty 2690.983983 = -292513.210614 nChanged 2 SP:Iteration 22Q (605.040928 sec): 3 clusters Score: Raw -295204.522242 + Penalty 2690.983983 = -292513.538259 nChanged 2 SP:Iteration 23Q (605.106750 sec): 3 clusters Score: Raw -295205.063870 + Penalty 2690.983983 = -292514.079888 nChanged 1 SP:Iteration 24Q (605.155476 sec): 3 clusters Score: Raw -295205.314412 + Penalty 2690.983983 = -292514.330430 nChanged 0 SP:Iteration 25F (605.208988 sec): 3 clusters Score: Raw -295205.314412 + Penalty 2690.983983 = -292514.330430 nChanged 0 Score: Raw -40659364.908996 + Penalty 81509.783592 = -40577855.125404 Splitting cluster 14 changes total score from -40569394.804606 to -40577855.125404 So it's getting split into cluster 38. Trying to split cluster 15 (4097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.486472 sec): 2 clusters Score: Raw -314888.595886 + Penalty 1351.676670 = -313536.919216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.539343 sec): 3 clusters Score: Raw -312833.449355 + Penalty 2703.353340 = -310130.096014 nChanged 1604 SP:Iteration 1F (618.593218 sec): 3 clusters Score: Raw -313727.463423 + Penalty 2703.353340 = -311024.110083 nChanged 360 SP:Iteration 2F (618.646375 sec): 3 clusters Score: Raw -314037.622814 + Penalty 2703.353340 = -311334.269474 nChanged 343 SP:Iteration 3F (618.692250 sec): 3 clusters Score: Raw -314390.308031 + Penalty 2703.353340 = -311686.954691 nChanged 307 SP:Iteration 4F (618.744452 sec): 3 clusters Score: Raw -314767.701447 + Penalty 2703.353340 = -312064.348107 nChanged 271 SP:Iteration 5F (618.797126 sec): 3 clusters Score: Raw -315106.434922 + Penalty 2703.353340 = -312403.081582 nChanged 260 SP:Iteration 6F (618.859659 sec): 3 clusters Score: Raw -315445.997666 + Penalty 2703.353340 = -312742.644326 nChanged 205 SP:Iteration 7F (618.908461 sec): 3 clusters Score: Raw -315652.525296 + Penalty 2703.353340 = -312949.171955 nChanged 159 SP:Iteration 8Q (618.962593 sec): 3 clusters Score: Raw -315829.252019 + Penalty 2703.353340 = -313125.898679 nChanged 155 SP:Iteration 9Q (619.010114 sec): 3 clusters Score: Raw -316024.407227 + Penalty 2703.353340 = -313321.053887 nChanged 133 SP:Iteration 10Q (619.070586 sec): 3 clusters Score: Raw -316182.412996 + Penalty 2703.353340 = -313479.059656 nChanged 95 SP:Iteration 11Q (619.124379 sec): 3 clusters Score: Raw -316273.180243 + Penalty 2703.353340 = -313569.826902 nChanged 58 SP:Iteration 12Q (619.172094 sec): 3 clusters Score: Raw -316317.348199 + Penalty 2703.353340 = -313613.994859 nChanged 43 SP:Iteration 13Q (619.220962 sec): 3 clusters Score: Raw -316353.497378 + Penalty 2703.353340 = -313650.144038 nChanged 39 SP:Iteration 14Q (619.264935 sec): 3 clusters Score: Raw -316381.609639 + Penalty 2703.353340 = -313678.256299 nChanged 36 SP:Iteration 15Q (619.320324 sec): 3 clusters Score: Raw -316404.633079 + Penalty 2703.353340 = -313701.279739 nChanged 27 SP:Iteration 16Q (619.376268 sec): 3 clusters Score: Raw -316416.966141 + Penalty 2703.353340 = -313713.612801 nChanged 15 SP:Iteration 17Q (619.426765 sec): 3 clusters Score: Raw -316422.647101 + Penalty 2703.353340 = -313719.293761 nChanged 11 SP:Iteration 18Q (619.468059 sec): 3 clusters Score: Raw -316426.377361 + Penalty 2703.353340 = -313723.024021 nChanged 8 SP:Iteration 19Q (619.517306 sec): 3 clusters Score: Raw -316430.305667 + Penalty 2703.353340 = -313726.952327 nChanged 10 SP:Iteration 20F (619.582223 sec): 3 clusters Score: Raw -316436.319865 + Penalty 2703.353340 = -313732.966524 nChanged 10 SP:Iteration 21Q (619.629071 sec): 3 clusters Score: Raw -316440.186724 + Penalty 2703.353340 = -313736.833384 nChanged 8 SP:Iteration 22Q (619.695654 sec): 3 clusters Score: Raw -316442.224346 + Penalty 2703.353340 = -313738.871006 nChanged 4 SP:Iteration 23Q (619.753240 sec): 3 clusters Score: Raw -316443.376181 + Penalty 2703.353340 = -313740.022840 nChanged 3 SP:Iteration 24Q (619.803708 sec): 3 clusters Score: Raw -316444.171672 + Penalty 2703.353340 = -313740.818332 nChanged 4 SP:Iteration 25Q (619.864206 sec): 3 clusters Score: Raw -316445.433009 + Penalty 2703.353340 = -313742.079669 nChanged 4 SP:Iteration 26Q (619.909579 sec): 3 clusters Score: Raw -316446.450677 + Penalty 2703.353340 = -313743.097337 nChanged 3 SP:Iteration 27Q (619.975356 sec): 3 clusters Score: Raw -316447.105685 + Penalty 2703.353340 = -313743.752344 nChanged 5 SP:Iteration 28Q (620.028625 sec): 3 clusters Score: Raw -316449.166415 + Penalty 2703.353340 = -313745.813074 nChanged 0 SP:Iteration 29F (620.084454 sec): 3 clusters Score: Raw -316449.166415 + Penalty 2703.353340 = -313745.813074 nChanged 0 Score: Raw -40660925.479524 + Penalty 83654.777897 = -40577270.701628 Splitting cluster 15 changes total score from -40569394.804606 to -40577270.701628 So it's getting split into cluster 39. Trying to split cluster 16 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.821034 sec): 2 clusters Score: Raw -272973.320236 + Penalty 1352.862230 = -271620.458006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.876714 sec): 3 clusters Score: Raw -270987.649083 + Penalty 2705.724460 = -268281.924623 nChanged 1648 SP:Iteration 1F (633.924499 sec): 3 clusters Score: Raw -272284.816615 + Penalty 2705.724460 = -269579.092155 nChanged 471 SP:Iteration 2F (633.982573 sec): 3 clusters Score: Raw -272999.340361 + Penalty 2705.724460 = -270293.615901 nChanged 432 SP:Iteration 3F (634.024152 sec): 3 clusters Score: Raw -273771.790382 + Penalty 2705.724460 = -271066.065922 nChanged 378 SP:Iteration 4F (634.085149 sec): 3 clusters Score: Raw -274325.404794 + Penalty 2705.724460 = -271619.680334 nChanged 248 SP:Iteration 5F (634.129533 sec): 3 clusters Score: Raw -274626.319396 + Penalty 2705.724460 = -271920.594937 nChanged 196 SP:Iteration 6Q (634.177835 sec): 3 clusters Score: Raw -274833.081822 + Penalty 2705.724460 = -272127.357363 nChanged 138 SP:Iteration 7Q (634.235055 sec): 3 clusters Score: Raw -274952.289162 + Penalty 2705.724460 = -272246.564702 nChanged 125 SP:Iteration 8Q (634.292924 sec): 3 clusters Score: Raw -275038.126640 + Penalty 2705.724460 = -272332.402180 nChanged 90 SP:Iteration 9Q (634.345470 sec): 3 clusters Score: Raw -275090.701711 + Penalty 2705.724460 = -272384.977251 nChanged 70 SP:Iteration 10Q (634.388791 sec): 3 clusters Score: Raw -275119.097843 + Penalty 2705.724460 = -272413.373384 nChanged 47 SP:Iteration 11Q (634.443960 sec): 3 clusters Score: Raw -275136.151079 + Penalty 2705.724460 = -272430.426619 nChanged 42 SP:Iteration 12Q (634.494872 sec): 3 clusters Score: Raw -275148.942353 + Penalty 2705.724460 = -272443.217893 nChanged 30 SP:Iteration 13Q (634.549202 sec): 3 clusters Score: Raw -275158.668120 + Penalty 2705.724460 = -272452.943660 nChanged 15 SP:Iteration 14Q (634.610367 sec): 3 clusters Score: Raw -275162.529760 + Penalty 2705.724460 = -272456.805300 nChanged 12 SP:Iteration 15Q (634.662039 sec): 3 clusters Score: Raw -275165.075716 + Penalty 2705.724460 = -272459.351256 nChanged 8 SP:Iteration 16Q (634.710250 sec): 3 clusters Score: Raw -275168.225272 + Penalty 2705.724460 = -272462.500812 nChanged 9 SP:Iteration 17Q (634.768326 sec): 3 clusters Score: Raw -275170.391450 + Penalty 2705.724460 = -272464.666991 nChanged 3 SP:Iteration 18Q (634.816522 sec): 3 clusters Score: Raw -275170.795417 + Penalty 2705.724460 = -272465.070958 nChanged 1 SP:Iteration 19Q (634.875670 sec): 3 clusters Score: Raw -275170.955369 + Penalty 2705.724460 = -272465.230909 nChanged 1 SP:Iteration 20F (634.922091 sec): 3 clusters Score: Raw -275171.041037 + Penalty 2705.724460 = -272465.316577 nChanged 0 Score: Raw -40663123.200326 + Penalty 85799.772202 = -40577323.428124 Splitting cluster 16 changes total score from -40569394.804606 to -40577323.428124 So it's getting split into cluster 40. Trying to split cluster 17 (6055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.991614 sec): 2 clusters Score: Raw -480597.070477 + Penalty 1415.153944 = -479181.916533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.045316 sec): 3 clusters Score: Raw -477404.957962 + Penalty 2830.307888 = -474574.650074 nChanged 2486 SP:Iteration 1F (649.105801 sec): 3 clusters Score: Raw -479081.848544 + Penalty 2830.307888 = -476251.540655 nChanged 615 SP:Iteration 2F (649.164753 sec): 3 clusters Score: Raw -479887.666311 + Penalty 2830.307888 = -477057.358423 nChanged 672 SP:Iteration 3F (649.224217 sec): 3 clusters Score: Raw -480941.387297 + Penalty 2830.307888 = -478111.079409 nChanged 659 SP:Iteration 4F (649.276245 sec): 3 clusters Score: Raw -481756.461331 + Penalty 2830.307888 = -478926.153443 nChanged 468 SP:Iteration 5F (649.336703 sec): 3 clusters Score: Raw -482265.664478 + Penalty 2830.307888 = -479435.356589 nChanged 310 SP:Iteration 6F (649.385898 sec): 3 clusters Score: Raw -482602.987698 + Penalty 2830.307888 = -479772.679810 nChanged 207 SP:Iteration 7Q (649.445337 sec): 3 clusters Score: Raw -482819.497086 + Penalty 2830.307888 = -479989.189198 nChanged 154 SP:Iteration 8Q (649.513192 sec): 3 clusters Score: Raw -483018.281796 + Penalty 2830.307888 = -480187.973908 nChanged 125 SP:Iteration 9Q (649.569748 sec): 3 clusters Score: Raw -483165.049455 + Penalty 2830.307888 = -480334.741567 nChanged 110 SP:Iteration 10Q (649.614847 sec): 3 clusters Score: Raw -483263.969929 + Penalty 2830.307888 = -480433.662041 nChanged 94 SP:Iteration 11Q (649.671622 sec): 3 clusters Score: Raw -483376.354958 + Penalty 2830.307888 = -480546.047070 nChanged 111 SP:Iteration 12Q (649.735334 sec): 3 clusters Score: Raw -483465.394531 + Penalty 2830.307888 = -480635.086643 nChanged 103 SP:Iteration 13Q (649.782831 sec): 3 clusters Score: Raw -483532.573693 + Penalty 2830.307888 = -480702.265805 nChanged 81 SP:Iteration 14Q (649.840291 sec): 3 clusters Score: Raw -483579.748838 + Penalty 2830.307888 = -480749.440949 nChanged 69 SP:Iteration 15Q (649.895883 sec): 3 clusters Score: Raw -483610.117481 + Penalty 2830.307888 = -480779.809593 nChanged 44 SP:Iteration 16Q (649.961510 sec): 3 clusters Score: Raw -483623.669846 + Penalty 2830.307888 = -480793.361958 nChanged 26 SP:Iteration 17Q (650.005583 sec): 3 clusters Score: Raw -483630.615805 + Penalty 2830.307888 = -480800.307917 nChanged 27 SP:Iteration 18Q (650.063417 sec): 3 clusters Score: Raw -483638.105994 + Penalty 2830.307888 = -480807.798105 nChanged 25 SP:Iteration 19Q (650.125595 sec): 3 clusters Score: Raw -483644.029155 + Penalty 2830.307888 = -480813.721267 nChanged 15 SP:Iteration 20F (650.175729 sec): 3 clusters Score: Raw -483649.573834 + Penalty 2830.307888 = -480819.265946 nChanged 14 SP:Iteration 21Q (650.244108 sec): 3 clusters Score: Raw -483653.916701 + Penalty 2830.307888 = -480823.608812 nChanged 12 SP:Iteration 22Q (650.290128 sec): 3 clusters Score: Raw -483656.226946 + Penalty 2830.307888 = -480825.919057 nChanged 5 SP:Iteration 23Q (650.350523 sec): 3 clusters Score: Raw -483656.802653 + Penalty 2830.307888 = -480826.494764 nChanged 0 SP:Iteration 24F (650.406983 sec): 3 clusters Score: Raw -483656.802653 + Penalty 2830.307888 = -480826.494764 nChanged 0 Score: Raw -40666182.932501 + Penalty 87944.766507 = -40578238.165994 Splitting cluster 17 changes total score from -40569394.804606 to -40578238.165994 So it's getting split into cluster 41. Trying to split cluster 18 (40585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.838112 sec): 2 clusters Score: Raw -3273121.882146 + Penalty 1724.312496 = -3271397.569650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.949993 sec): 3 clusters Score: Raw -3247545.040715 + Penalty 3448.624991 = -3244096.415724 nChanged 18814 SP:Iteration 1F (665.076470 sec): 3 clusters Score: Raw -3258396.528773 + Penalty 3448.624991 = -3254947.903782 nChanged 1686 SP:Iteration 2Q (665.190340 sec): 3 clusters Score: Raw -3258931.375328 + Penalty 3448.624991 = -3255482.750337 nChanged 1713 SP:Iteration 3Q (665.317000 sec): 3 clusters Score: Raw -3259558.316771 + Penalty 3448.624991 = -3256109.691780 nChanged 1767 SP:Iteration 4Q (665.443524 sec): 3 clusters Score: Raw -3260316.695464 + Penalty 3448.624991 = -3256868.070473 nChanged 1921 SP:Iteration 5Q (665.563644 sec): 3 clusters Score: Raw -3261364.234052 + Penalty 3448.624991 = -3257915.609060 nChanged 2146 SP:Iteration 6F (665.680447 sec): 3 clusters Score: Raw -3262625.656133 + Penalty 3448.624991 = -3259177.031141 nChanged 2200 SP:Iteration 7F (665.791365 sec): 3 clusters Score: Raw -3264012.936429 + Penalty 3448.624991 = -3260564.311438 nChanged 2296 SP:Iteration 8F (665.921641 sec): 3 clusters Score: Raw -3265547.900111 + Penalty 3448.624991 = -3262099.275120 nChanged 2185 SP:Iteration 9F (666.038529 sec): 3 clusters Score: Raw -3267037.723957 + Penalty 3448.624991 = -3263589.098965 nChanged 1899 SP:Iteration 10Q (666.152054 sec): 3 clusters Score: Raw -3268110.326924 + Penalty 3448.624991 = -3264661.701933 nChanged 1428 SP:Iteration 11Q (666.273664 sec): 3 clusters Score: Raw -3268762.568840 + Penalty 3448.624991 = -3265313.943849 nChanged 1051 SP:Iteration 12Q (666.391970 sec): 3 clusters Score: Raw -3269224.732355 + Penalty 3448.624991 = -3265776.107364 nChanged 900 SP:Iteration 13Q (666.508328 sec): 3 clusters Score: Raw -3269638.830359 + Penalty 3448.624991 = -3266190.205368 nChanged 853 SP:Iteration 14Q (666.623413 sec): 3 clusters Score: Raw -3270067.726584 + Penalty 3448.624991 = -3266619.101593 nChanged 829 SP:Iteration 15Q (666.738701 sec): 3 clusters Score: Raw -3270515.631857 + Penalty 3448.624991 = -3267067.006866 nChanged 762 SP:Iteration 16Q (666.850314 sec): 3 clusters Score: Raw -3270913.508610 + Penalty 3448.624991 = -3267464.883619 nChanged 690 SP:Iteration 17Q (666.959203 sec): 3 clusters Score: Raw -3271277.693971 + Penalty 3448.624991 = -3267829.068980 nChanged 673 SP:Iteration 18Q (667.070982 sec): 3 clusters Score: Raw -3271606.951580 + Penalty 3448.624991 = -3268158.326589 nChanged 581 SP:Iteration 19Q (667.177016 sec): 3 clusters Score: Raw -3271882.031790 + Penalty 3448.624991 = -3268433.406798 nChanged 529 SP:Iteration 20F (667.303917 sec): 3 clusters Score: Raw -3272124.029336 + Penalty 3448.624991 = -3268675.404344 nChanged 485 SP:Iteration 21Q (667.414925 sec): 3 clusters Score: Raw -3272349.703641 + Penalty 3448.624991 = -3268901.078650 nChanged 436 SP:Iteration 22Q (667.512875 sec): 3 clusters Score: Raw -3272533.147558 + Penalty 3448.624991 = -3269084.522567 nChanged 371 SP:Iteration 23Q (667.617917 sec): 3 clusters Score: Raw -3272681.682136 + Penalty 3448.624991 = -3269233.057145 nChanged 333 SP:Iteration 24Q (667.727841 sec): 3 clusters Score: Raw -3272818.774391 + Penalty 3448.624991 = -3269370.149400 nChanged 299 SP:Iteration 25Q (667.830293 sec): 3 clusters Score: Raw -3272931.189948 + Penalty 3448.624991 = -3269482.564957 nChanged 258 SP:Iteration 26Q (667.948171 sec): 3 clusters Score: Raw -3273029.932481 + Penalty 3448.624991 = -3269581.307490 nChanged 255 SP:Iteration 27Q (668.058146 sec): 3 clusters Score: Raw -3273124.084835 + Penalty 3448.624991 = -3269675.459844 nChanged 242 SP:Iteration 28Q (668.160412 sec): 3 clusters Score: Raw -3273216.666828 + Penalty 3448.624991 = -3269768.041837 nChanged 236 SP:Iteration 29Q (668.272771 sec): 3 clusters Score: Raw -3273307.533336 + Penalty 3448.624991 = -3269858.908344 nChanged 215 SP:Iteration 30Q (668.375109 sec): 3 clusters Score: Raw -3273384.983046 + Penalty 3448.624991 = -3269936.358055 nChanged 197 SP:Iteration 31Q (668.468595 sec): 3 clusters Score: Raw -3273456.222562 + Penalty 3448.624991 = -3270007.597571 nChanged 187 SP:Iteration 32Q (668.586141 sec): 3 clusters Score: Raw -3273518.307115 + Penalty 3448.624991 = -3270069.682124 nChanged 159 SP:Iteration 33Q (668.678388 sec): 3 clusters Score: Raw -3273574.807858 + Penalty 3448.624991 = -3270126.182866 nChanged 132 SP:Iteration 34Q (668.794348 sec): 3 clusters Score: Raw -3273613.343868 + Penalty 3448.624991 = -3270164.718877 nChanged 121 SP:Iteration 35Q (668.900178 sec): 3 clusters Score: Raw -3273649.280492 + Penalty 3448.624991 = -3270200.655501 nChanged 101 SP:Iteration 36Q (669.005340 sec): 3 clusters Score: Raw -3273675.282539 + Penalty 3448.624991 = -3270226.657548 nChanged 95 SP:Iteration 37Q (669.109709 sec): 3 clusters Score: Raw -3273700.193640 + Penalty 3448.624991 = -3270251.568648 nChanged 91 SP:Iteration 38Q (669.217957 sec): 3 clusters Score: Raw -3273726.865765 + Penalty 3448.624991 = -3270278.240774 nChanged 88 SP:Iteration 39Q (669.312661 sec): 3 clusters Score: Raw -3273751.834187 + Penalty 3448.624991 = -3270303.209196 nChanged 81 SP:Iteration 40F (669.434819 sec): 3 clusters Score: Raw -3273775.723513 + Penalty 3448.624991 = -3270327.098522 nChanged 75 SP:Iteration 41Q (669.535809 sec): 3 clusters Score: Raw -3273798.071488 + Penalty 3448.624991 = -3270349.446497 nChanged 80 SP:Iteration 42Q (669.649434 sec): 3 clusters Score: Raw -3273820.702396 + Penalty 3448.624991 = -3270372.077404 nChanged 88 SP:Iteration 43Q (669.752933 sec): 3 clusters Score: Raw -3273844.816117 + Penalty 3448.624991 = -3270396.191126 nChanged 83 SP:Iteration 44Q (669.864068 sec): 3 clusters Score: Raw -3273869.676919 + Penalty 3448.624991 = -3270421.051928 nChanged 75 SP:Iteration 45Q (669.964525 sec): 3 clusters Score: Raw -3273892.034020 + Penalty 3448.624991 = -3270443.409029 nChanged 76 SP:Iteration 46Q (670.059579 sec): 3 clusters Score: Raw -3273917.060053 + Penalty 3448.624991 = -3270468.435061 nChanged 72 SP:Iteration 47Q (670.162812 sec): 3 clusters Score: Raw -3273935.048290 + Penalty 3448.624991 = -3270486.423299 nChanged 62 SP:Iteration 48Q (670.268834 sec): 3 clusters Score: Raw -3273952.869289 + Penalty 3448.624991 = -3270504.244298 nChanged 53 SP:Iteration 49Q (670.366824 sec): 3 clusters Score: Raw -3273967.434905 + Penalty 3448.624991 = -3270518.809914 nChanged 58 SP:Iteration 50Q (670.474354 sec): 3 clusters Score: Raw -3273981.046908 + Penalty 3448.624991 = -3270532.421917 nChanged 55 SP:Iteration 51Q (670.570751 sec): 3 clusters Score: Raw -3273993.829103 + Penalty 3448.624991 = -3270545.204111 nChanged 49 SP:Iteration 52Q (670.670097 sec): 3 clusters Score: Raw -3274007.495965 + Penalty 3448.624991 = -3270558.870974 nChanged 52 SP:Iteration 53Q (670.771902 sec): 3 clusters Score: Raw -3274020.473342 + Penalty 3448.624991 = -3270571.848351 nChanged 53 SP:Iteration 54Q (670.875667 sec): 3 clusters Score: Raw -3274034.239702 + Penalty 3448.624991 = -3270585.614711 nChanged 46 SP:Iteration 55Q (670.967879 sec): 3 clusters Score: Raw -3274045.512628 + Penalty 3448.624991 = -3270596.887637 nChanged 48 SP:Iteration 56Q (671.068311 sec): 3 clusters Score: Raw -3274056.161217 + Penalty 3448.624991 = -3270607.536226 nChanged 37 SP:Iteration 57Q (671.181744 sec): 3 clusters Score: Raw -3274063.355848 + Penalty 3448.624991 = -3270614.730857 nChanged 34 SP:Iteration 58Q (671.290224 sec): 3 clusters Score: Raw -3274070.936086 + Penalty 3448.624991 = -3270622.311095 nChanged 29 SP:Iteration 59Q (671.386742 sec): 3 clusters Score: Raw -3274077.341029 + Penalty 3448.624991 = -3270628.716038 nChanged 25 SP:Iteration 60F (671.506904 sec): 3 clusters Score: Raw -3274081.178133 + Penalty 3448.624991 = -3270632.553142 nChanged 20 SP:Iteration 61Q (671.613348 sec): 3 clusters Score: Raw -3274084.862890 + Penalty 3448.624991 = -3270636.237899 nChanged 14 SP:Iteration 62Q (671.706947 sec): 3 clusters Score: Raw -3274087.830485 + Penalty 3448.624991 = -3270639.205494 nChanged 7 SP:Iteration 63Q (671.805009 sec): 3 clusters Score: Raw -3274088.858994 + Penalty 3448.624991 = -3270640.234003 nChanged 7 SP:Iteration 64Q (671.924220 sec): 3 clusters Score: Raw -3274089.768020 + Penalty 3448.624991 = -3270641.143028 nChanged 6 SP:Iteration 65Q (672.019496 sec): 3 clusters Score: Raw -3274090.543031 + Penalty 3448.624991 = -3270641.918039 nChanged 7 SP:Iteration 66Q (672.125563 sec): 3 clusters Score: Raw -3274092.046227 + Penalty 3448.624991 = -3270643.421236 nChanged 9 SP:Iteration 67Q (672.226787 sec): 3 clusters Score: Raw -3274093.523988 + Penalty 3448.624991 = -3270644.898997 nChanged 7 SP:Iteration 68Q (672.327439 sec): 3 clusters Score: Raw -3274094.421960 + Penalty 3448.624991 = -3270645.796969 nChanged 7 SP:Iteration 69Q (672.437897 sec): 3 clusters Score: Raw -3274095.246326 + Penalty 3448.624991 = -3270646.621335 nChanged 6 SP:Iteration 70Q (672.534088 sec): 3 clusters Score: Raw -3274096.112301 + Penalty 3448.624991 = -3270647.487309 nChanged 9 SP:Iteration 71Q (672.630881 sec): 3 clusters Score: Raw -3274097.488821 + Penalty 3448.624991 = -3270648.863830 nChanged 5 SP:Iteration 72Q (672.739216 sec): 3 clusters Score: Raw -3274098.207053 + Penalty 3448.624991 = -3270649.582061 nChanged 7 SP:Iteration 73Q (672.850495 sec): 3 clusters Score: Raw -3274098.993514 + Penalty 3448.624991 = -3270650.368523 nChanged 2 SP:Iteration 74Q (672.949295 sec): 3 clusters Score: Raw -3274099.190586 + Penalty 3448.624991 = -3270650.565595 nChanged 0 SP:Iteration 75F (673.053304 sec): 3 clusters Score: Raw -3274099.190586 + Penalty 3448.624991 = -3270650.565595 nChanged 0 Trying to split cluster 19 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.089569 sec): 2 clusters Score: Raw -111990.937278 + Penalty 1216.118587 = -110774.818692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.138693 sec): 3 clusters Score: Raw -111292.605877 + Penalty 2432.237173 = -108860.368703 nChanged 632 SP:Iteration 1F (673.192406 sec): 3 clusters Score: Raw -111873.353443 + Penalty 2432.237173 = -109441.116270 nChanged 203 SP:Iteration 2F (673.241488 sec): 3 clusters Score: Raw -112165.746059 + Penalty 2432.237173 = -109733.508885 nChanged 158 SP:Iteration 3F (673.292776 sec): 3 clusters Score: Raw -112397.604383 + Penalty 2432.237173 = -109965.367210 nChanged 100 SP:Iteration 4F (673.329284 sec): 3 clusters Score: Raw -112520.493171 + Penalty 2432.237173 = -110088.255997 nChanged 74 SP:Iteration 5Q (673.391701 sec): 3 clusters Score: Raw -112611.104320 + Penalty 2432.237173 = -110178.867147 nChanged 57 SP:Iteration 6Q (673.430756 sec): 3 clusters Score: Raw -112685.478016 + Penalty 2432.237173 = -110253.240842 nChanged 52 SP:Iteration 7Q (673.487341 sec): 3 clusters Score: Raw -112785.577347 + Penalty 2432.237173 = -110353.340174 nChanged 53 SP:Iteration 8Q (673.526167 sec): 3 clusters Score: Raw -112898.743946 + Penalty 2432.237173 = -110466.506772 nChanged 41 SP:Iteration 9Q (673.575481 sec): 3 clusters Score: Raw -112985.119439 + Penalty 2432.237173 = -110552.882265 nChanged 36 SP:Iteration 10Q (673.629848 sec): 3 clusters Score: Raw -113057.778677 + Penalty 2432.237173 = -110625.541504 nChanged 42 SP:Iteration 11Q (673.681116 sec): 3 clusters Score: Raw -113117.045523 + Penalty 2432.237173 = -110684.808350 nChanged 30 SP:Iteration 12Q (673.733147 sec): 3 clusters Score: Raw -113160.301116 + Penalty 2432.237173 = -110728.063943 nChanged 27 SP:Iteration 13Q (673.776682 sec): 3 clusters Score: Raw -113202.030426 + Penalty 2432.237173 = -110769.793253 nChanged 23 SP:Iteration 14Q (673.835136 sec): 3 clusters Score: Raw -113227.538711 + Penalty 2432.237173 = -110795.301538 nChanged 17 SP:Iteration 15Q (673.882441 sec): 3 clusters Score: Raw -113244.739538 + Penalty 2432.237173 = -110812.502364 nChanged 10 SP:Iteration 16Q (673.929046 sec): 3 clusters Score: Raw -113256.271079 + Penalty 2432.237173 = -110824.033906 nChanged 14 SP:Iteration 17Q (673.974171 sec): 3 clusters Score: Raw -113272.195678 + Penalty 2432.237173 = -110839.958504 nChanged 17 SP:Iteration 18Q (674.010495 sec): 3 clusters Score: Raw -113292.897931 + Penalty 2432.237173 = -110860.660757 nChanged 20 SP:Iteration 19Q (674.057884 sec): 3 clusters Score: Raw -113323.473684 + Penalty 2432.237173 = -110891.236511 nChanged 12 SP:Iteration 20F (674.113034 sec): 3 clusters Score: Raw -113356.085201 + Penalty 2432.237173 = -110923.848028 nChanged 12 SP:Iteration 21Q (674.152449 sec): 3 clusters Score: Raw -113383.430214 + Penalty 2432.237173 = -110951.193041 nChanged 14 SP:Iteration 22Q (674.201421 sec): 3 clusters Score: Raw -113399.763356 + Penalty 2432.237173 = -110967.526183 nChanged 14 SP:Iteration 23Q (674.259598 sec): 3 clusters Score: Raw -113415.599112 + Penalty 2432.237173 = -110983.361938 nChanged 13 SP:Iteration 24Q (674.290561 sec): 3 clusters Score: Raw -113427.117169 + Penalty 2432.237173 = -110994.879996 nChanged 6 SP:Iteration 25Q (674.337326 sec): 3 clusters Score: Raw -113431.450231 + Penalty 2432.237173 = -110999.213057 nChanged 4 SP:Iteration 26Q (674.393836 sec): 3 clusters Score: Raw -113435.746213 + Penalty 2432.237173 = -111003.509040 nChanged 5 SP:Iteration 27Q (674.445041 sec): 3 clusters Score: Raw -113441.432186 + Penalty 2432.237173 = -111009.195012 nChanged 4 SP:Iteration 28Q (674.485103 sec): 3 clusters Score: Raw -113448.961696 + Penalty 2432.237173 = -111016.724523 nChanged 5 SP:Iteration 29Q (674.534011 sec): 3 clusters Score: Raw -113459.010463 + Penalty 2432.237173 = -111026.773289 nChanged 4 SP:Iteration 30Q (674.581501 sec): 3 clusters Score: Raw -113461.763214 + Penalty 2432.237173 = -111029.526041 nChanged 3 SP:Iteration 31Q (674.624115 sec): 3 clusters Score: Raw -113466.598758 + Penalty 2432.237173 = -111034.361585 nChanged 3 SP:Iteration 32Q (674.681042 sec): 3 clusters Score: Raw -113469.108185 + Penalty 2432.237173 = -111036.871011 nChanged 3 SP:Iteration 33Q (674.725936 sec): 3 clusters Score: Raw -113475.762845 + Penalty 2432.237173 = -111043.525672 nChanged 4 SP:Iteration 34Q (674.764385 sec): 3 clusters Score: Raw -113482.215119 + Penalty 2432.237173 = -111049.977946 nChanged 5 SP:Iteration 35Q (674.814085 sec): 3 clusters Score: Raw -113489.998670 + Penalty 2432.237173 = -111057.761496 nChanged 3 SP:Iteration 36Q (674.872126 sec): 3 clusters Score: Raw -113495.314051 + Penalty 2432.237173 = -111063.076878 nChanged 5 SP:Iteration 37Q (674.911349 sec): 3 clusters Score: Raw -113506.433257 + Penalty 2432.237173 = -111074.196084 nChanged 3 SP:Iteration 38Q (674.961457 sec): 3 clusters Score: Raw -113509.742103 + Penalty 2432.237173 = -111077.504930 nChanged 2 SP:Iteration 39Q (675.001943 sec): 3 clusters Score: Raw -113512.810406 + Penalty 2432.237173 = -111080.573232 nChanged 2 SP:Iteration 40F (675.048370 sec): 3 clusters Score: Raw -113513.630542 + Penalty 2432.237173 = -111081.393368 nChanged 2 SP:Iteration 41Q (675.093212 sec): 3 clusters Score: Raw -113515.172480 + Penalty 2432.237173 = -111082.935306 nChanged 1 SP:Iteration 42Q (675.136883 sec): 3 clusters Score: Raw -113515.404168 + Penalty 2432.237173 = -111083.166994 nChanged 0 SP:Iteration 43F (675.197124 sec): 3 clusters Score: Raw -113515.404168 + Penalty 2432.237173 = -111083.166994 nChanged 0 Score: Raw -40667707.399390 + Penalty 90089.760812 = -40577617.638578 Splitting cluster 19 changes total score from -40569394.804606 to -40577617.638578 So it's getting split into cluster 42. Trying to split cluster 20 (76836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.013892 sec): 2 clusters Score: Raw -6066719.541151 + Penalty 1828.032141 = -6064891.509010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.195292 sec): 3 clusters Score: Raw -6017127.783359 + Penalty 3656.064282 = -6013471.719078 nChanged 36650 SP:Iteration 1F (690.374106 sec): 3 clusters Score: Raw -6038439.874633 + Penalty 3656.064282 = -6034783.810351 nChanged 2810 SP:Iteration 2Q (690.562205 sec): 3 clusters Score: Raw -6039282.592236 + Penalty 3656.064282 = -6035626.527955 nChanged 2966 SP:Iteration 3Q (690.766704 sec): 3 clusters Score: Raw -6040288.485592 + Penalty 3656.064282 = -6036632.421310 nChanged 3239 SP:Iteration 4Q (690.953087 sec): 3 clusters Score: Raw -6041554.401936 + Penalty 3656.064282 = -6037898.337654 nChanged 3542 SP:Iteration 5Q (691.148068 sec): 3 clusters Score: Raw -6043231.541826 + Penalty 3656.064282 = -6039575.477544 nChanged 3902 SP:Iteration 6F (691.326500 sec): 3 clusters Score: Raw -6045310.190337 + Penalty 3656.064282 = -6041654.126056 nChanged 4191 SP:Iteration 7F (691.510642 sec): 3 clusters Score: Raw -6047843.131322 + Penalty 3656.064282 = -6044187.067040 nChanged 4368 SP:Iteration 8F (691.702021 sec): 3 clusters Score: Raw -6050768.602124 + Penalty 3656.064282 = -6047112.537843 nChanged 4287 SP:Iteration 9F (691.885286 sec): 3 clusters Score: Raw -6053712.492900 + Penalty 3656.064282 = -6050056.428619 nChanged 3931 SP:Iteration 10F (692.058210 sec): 3 clusters Score: Raw -6056312.422828 + Penalty 3656.064282 = -6052656.358546 nChanged 3451 SP:Iteration 11Q (692.244743 sec): 3 clusters Score: Raw -6058391.833498 + Penalty 3656.064282 = -6054735.769216 nChanged 2853 SP:Iteration 12Q (692.414625 sec): 3 clusters Score: Raw -6060046.042755 + Penalty 3656.064282 = -6056389.978473 nChanged 2476 SP:Iteration 13Q (692.597756 sec): 3 clusters Score: Raw -6061454.730860 + Penalty 3656.064282 = -6057798.666578 nChanged 2158 SP:Iteration 14Q (692.766448 sec): 3 clusters Score: Raw -6062684.008063 + Penalty 3656.064282 = -6059027.943782 nChanged 1917 SP:Iteration 15Q (692.937649 sec): 3 clusters Score: Raw -6063713.415002 + Penalty 3656.064282 = -6060057.350720 nChanged 1581 SP:Iteration 16Q (693.108965 sec): 3 clusters Score: Raw -6064565.929374 + Penalty 3656.064282 = -6060909.865092 nChanged 1338 SP:Iteration 17Q (693.272795 sec): 3 clusters Score: Raw -6065311.856683 + Penalty 3656.064282 = -6061655.792401 nChanged 1164 SP:Iteration 18Q (693.422129 sec): 3 clusters Score: Raw -6065951.759425 + Penalty 3656.064282 = -6062295.695144 nChanged 924 SP:Iteration 19Q (693.590242 sec): 3 clusters Score: Raw -6066446.776600 + Penalty 3656.064282 = -6062790.712318 nChanged 782 SP:Iteration 20F (693.765229 sec): 3 clusters Score: Raw -6066867.244360 + Penalty 3656.064282 = -6063211.180078 nChanged 629 SP:Iteration 21Q (693.936840 sec): 3 clusters Score: Raw -6067187.814986 + Penalty 3656.064282 = -6063531.750704 nChanged 488 SP:Iteration 22Q (694.101528 sec): 3 clusters Score: Raw -6067401.951071 + Penalty 3656.064282 = -6063745.886789 nChanged 403 SP:Iteration 23Q (694.265672 sec): 3 clusters Score: Raw -6067576.148691 + Penalty 3656.064282 = -6063920.084409 nChanged 349 SP:Iteration 24Q (694.421242 sec): 3 clusters Score: Raw -6067725.586473 + Penalty 3656.064282 = -6064069.522191 nChanged 294 SP:Iteration 25Q (694.586693 sec): 3 clusters Score: Raw -6067848.260857 + Penalty 3656.064282 = -6064192.196575 nChanged 225 SP:Iteration 26Q (694.736633 sec): 3 clusters Score: Raw -6067942.806884 + Penalty 3656.064282 = -6064286.742602 nChanged 216 SP:Iteration 27Q (694.904021 sec): 3 clusters Score: Raw -6068037.290140 + Penalty 3656.064282 = -6064381.225858 nChanged 207 SP:Iteration 28Q (695.069426 sec): 3 clusters Score: Raw -6068121.934585 + Penalty 3656.064282 = -6064465.870303 nChanged 166 SP:Iteration 29Q (695.225532 sec): 3 clusters Score: Raw -6068192.942020 + Penalty 3656.064282 = -6064536.877738 nChanged 160 SP:Iteration 30Q (695.382382 sec): 3 clusters Score: Raw -6068251.041038 + Penalty 3656.064282 = -6064594.976757 nChanged 141 SP:Iteration 31Q (695.540788 sec): 3 clusters Score: Raw -6068292.651826 + Penalty 3656.064282 = -6064636.587544 nChanged 108 SP:Iteration 32Q (695.702058 sec): 3 clusters Score: Raw -6068319.995040 + Penalty 3656.064282 = -6064663.930758 nChanged 107 SP:Iteration 33Q (695.857690 sec): 3 clusters Score: Raw -6068345.176068 + Penalty 3656.064282 = -6064689.111786 nChanged 88 SP:Iteration 34Q (696.013268 sec): 3 clusters Score: Raw -6068364.669056 + Penalty 3656.064282 = -6064708.604774 nChanged 73 SP:Iteration 35Q (696.166536 sec): 3 clusters Score: Raw -6068381.282204 + Penalty 3656.064282 = -6064725.217922 nChanged 65 SP:Iteration 36Q (696.318936 sec): 3 clusters Score: Raw -6068396.843193 + Penalty 3656.064282 = -6064740.778911 nChanged 63 SP:Iteration 37Q (696.470014 sec): 3 clusters Score: Raw -6068408.001050 + Penalty 3656.064282 = -6064751.936768 nChanged 45 SP:Iteration 38Q (696.619269 sec): 3 clusters Score: Raw -6068414.642021 + Penalty 3656.064282 = -6064758.577740 nChanged 25 SP:Iteration 39Q (696.781789 sec): 3 clusters Score: Raw -6068417.548394 + Penalty 3656.064282 = -6064761.484112 nChanged 22 SP:Iteration 40F (696.966107 sec): 3 clusters Score: Raw -6068420.395018 + Penalty 3656.064282 = -6064764.330737 nChanged 25 SP:Iteration 41Q (697.126387 sec): 3 clusters Score: Raw -6068424.260194 + Penalty 3656.064282 = -6064768.195912 nChanged 14 SP:Iteration 42Q (697.282226 sec): 3 clusters Score: Raw -6068426.040263 + Penalty 3656.064282 = -6064769.975981 nChanged 13 SP:Iteration 43Q (697.444148 sec): 3 clusters Score: Raw -6068426.953203 + Penalty 3656.064282 = -6064770.888921 nChanged 8 SP:Iteration 44Q (697.601847 sec): 3 clusters Score: Raw -6068427.580029 + Penalty 3656.064282 = -6064771.515747 nChanged 8 SP:Iteration 45Q (697.745668 sec): 3 clusters Score: Raw -6068428.327224 + Penalty 3656.064282 = -6064772.262942 nChanged 3 SP:Iteration 46Q (697.905017 sec): 3 clusters Score: Raw -6068428.620599 + Penalty 3656.064282 = -6064772.556317 nChanged 2 SP:Iteration 47Q (698.063241 sec): 3 clusters Score: Raw -6068428.711582 + Penalty 3656.064282 = -6064772.647300 nChanged 3 SP:Iteration 48Q (698.208982 sec): 3 clusters Score: Raw -6068428.863268 + Penalty 3656.064282 = -6064772.798987 nChanged 2 SP:Iteration 49Q (698.353405 sec): 3 clusters Score: Raw -6068429.123263 + Penalty 3656.064282 = -6064773.058981 nChanged 5 SP:Iteration 50Q (698.508523 sec): 3 clusters Score: Raw -6068429.595124 + Penalty 3656.064282 = -6064773.530842 nChanged 2 SP:Iteration 51Q (698.661829 sec): 3 clusters Score: Raw -6068429.797106 + Penalty 3656.064282 = -6064773.732824 nChanged 1 SP:Iteration 52Q (698.806650 sec): 3 clusters Score: Raw -6068429.853029 + Penalty 3656.064282 = -6064773.788748 nChanged 1 SP:Iteration 53Q (698.965661 sec): 3 clusters Score: Raw -6068429.911025 + Penalty 3656.064282 = -6064773.846743 nChanged 0 SP:Iteration 54F (699.149094 sec): 3 clusters Score: Raw -6068429.911025 + Penalty 3656.064282 = -6064773.846743 nChanged 0 Trying to split cluster 21 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (699.184659 sec): 2 clusters Score: Raw -35881.810745 + Penalty 1061.030561 = -34820.780184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (699.224367 sec): 3 clusters Score: Raw -35937.036441 + Penalty 2122.061122 = -33814.975318 nChanged 228 SP:Iteration 1F (699.275128 sec): 3 clusters Score: Raw -36617.257164 + Penalty 2122.061122 = -34495.196042 nChanged 78 SP:Iteration 2F (699.313587 sec): 3 clusters Score: Raw -36895.873659 + Penalty 2122.061122 = -34773.812537 nChanged 38 SP:Iteration 3F (699.370671 sec): 3 clusters Score: Raw -36988.050497 + Penalty 2122.061122 = -34865.989374 nChanged 18 SP:Iteration 4Q (699.411429 sec): 3 clusters Score: Raw -37018.361682 + Penalty 2122.061122 = -34896.300560 nChanged 11 SP:Iteration 5Q (699.450230 sec): 3 clusters Score: Raw -37029.709649 + Penalty 2122.061122 = -34907.648527 nChanged 2 SP:Iteration 6Q (699.502926 sec): 3 clusters Score: Raw -37031.783020 + Penalty 2122.061122 = -34909.721898 nChanged 2 SP:Iteration 7Q (699.541386 sec): 3 clusters Score: Raw -37037.285398 + Penalty 2122.061122 = -34915.224276 nChanged 2 SP:Iteration 8Q (699.594608 sec): 3 clusters Score: Raw -37040.389563 + Penalty 2122.061122 = -34918.328441 nChanged 3 SP:Iteration 9Q (699.643686 sec): 3 clusters Score: Raw -37043.566542 + Penalty 2122.061122 = -34921.505419 nChanged 0 SP:Iteration 10F (699.693087 sec): 3 clusters Score: Raw -37043.566542 + Penalty 2122.061122 = -34921.505419 nChanged 0 Score: Raw -40668869.155187 + Penalty 92234.755117 = -40576634.400070 Splitting cluster 21 changes total score from -40569394.804606 to -40576634.400070 So it's getting split into cluster 43. Trying to split cluster 22 (1843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.794541 sec): 2 clusters Score: Raw -125239.804334 + Penalty 1221.861868 = -124017.942465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.845107 sec): 3 clusters Score: Raw -124663.112882 + Penalty 2443.723736 = -122219.389146 nChanged 679 SP:Iteration 1F (714.884429 sec): 3 clusters Score: Raw -125983.809829 + Penalty 2443.723736 = -123540.086093 nChanged 257 SP:Iteration 2F (714.942376 sec): 3 clusters Score: Raw -126649.064246 + Penalty 2443.723736 = -124205.340510 nChanged 154 SP:Iteration 3F (714.993869 sec): 3 clusters Score: Raw -127036.869355 + Penalty 2443.723736 = -124593.145619 nChanged 72 SP:Iteration 4Q (715.039773 sec): 3 clusters Score: Raw -127231.545065 + Penalty 2443.723736 = -124787.821329 nChanged 42 SP:Iteration 5Q (715.077292 sec): 3 clusters Score: Raw -127365.032123 + Penalty 2443.723736 = -124921.308387 nChanged 22 SP:Iteration 6Q (715.124204 sec): 3 clusters Score: Raw -127435.312971 + Penalty 2443.723736 = -124991.589234 nChanged 9 SP:Iteration 7Q (715.177472 sec): 3 clusters Score: Raw -127453.938538 + Penalty 2443.723736 = -125010.214801 nChanged 5 SP:Iteration 8Q (715.219490 sec): 3 clusters Score: Raw -127486.690672 + Penalty 2443.723736 = -125042.966936 nChanged 5 SP:Iteration 9Q (715.260269 sec): 3 clusters Score: Raw -127505.137307 + Penalty 2443.723736 = -125061.413570 nChanged 3 SP:Iteration 10Q (715.315666 sec): 3 clusters Score: Raw -127511.625513 + Penalty 2443.723736 = -125067.901777 nChanged 1 SP:Iteration 11Q (715.362219 sec): 3 clusters Score: Raw -127512.161755 + Penalty 2443.723736 = -125068.438018 nChanged 0 SP:Iteration 12F (715.402926 sec): 3 clusters Score: Raw -127512.161755 + Penalty 2443.723736 = -125068.438018 nChanged 0 Score: Raw -40671141.512608 + Penalty 94379.749422 = -40576761.763186 Splitting cluster 22 changes total score from -40569394.804606 to -40576761.763186 So it's getting split into cluster 44. Trying to split cluster 23 (9468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (730.816741 sec): 2 clusters Score: Raw -698831.305952 + Penalty 1487.796858 = -697343.509094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (730.881291 sec): 3 clusters Score: Raw -693531.650362 + Penalty 2975.593715 = -690556.056646 nChanged 4115 SP:Iteration 1F (730.945086 sec): 3 clusters Score: Raw -696299.060982 + Penalty 2975.593715 = -693323.467267 nChanged 838 SP:Iteration 2F (730.995703 sec): 3 clusters Score: Raw -697260.628226 + Penalty 2975.593715 = -694285.034511 nChanged 926 SP:Iteration 3F (731.063746 sec): 3 clusters Score: Raw -698693.751602 + Penalty 2975.593715 = -695718.157887 nChanged 908 SP:Iteration 4F (731.119741 sec): 3 clusters Score: Raw -700372.458329 + Penalty 2975.593715 = -697396.864613 nChanged 730 SP:Iteration 5F (731.184993 sec): 3 clusters Score: Raw -701327.195862 + Penalty 2975.593715 = -698351.602146 nChanged 479 SP:Iteration 6F (731.246835 sec): 3 clusters Score: Raw -701712.967946 + Penalty 2975.593715 = -698737.374230 nChanged 273 SP:Iteration 7Q (731.311634 sec): 3 clusters Score: Raw -701860.849956 + Penalty 2975.593715 = -698885.256241 nChanged 156 SP:Iteration 8Q (731.363128 sec): 3 clusters Score: Raw -701926.886937 + Penalty 2975.593715 = -698951.293221 nChanged 98 SP:Iteration 9Q (731.435467 sec): 3 clusters Score: Raw -701956.953088 + Penalty 2975.593715 = -698981.359372 nChanged 75 SP:Iteration 10Q (731.495069 sec): 3 clusters Score: Raw -701975.593916 + Penalty 2975.593715 = -699000.000200 nChanged 42 SP:Iteration 11Q (731.555518 sec): 3 clusters Score: Raw -701983.736431 + Penalty 2975.593715 = -699008.142716 nChanged 33 SP:Iteration 12Q (731.610687 sec): 3 clusters Score: Raw -701989.879032 + Penalty 2975.593715 = -699014.285317 nChanged 18 SP:Iteration 13Q (731.678602 sec): 3 clusters Score: Raw -701992.666477 + Penalty 2975.593715 = -699017.072762 nChanged 15 SP:Iteration 14Q (731.729841 sec): 3 clusters Score: Raw -701995.112757 + Penalty 2975.593715 = -699019.519042 nChanged 13 SP:Iteration 15Q (731.802606 sec): 3 clusters Score: Raw -701996.662540 + Penalty 2975.593715 = -699021.068825 nChanged 13 SP:Iteration 16Q (731.861713 sec): 3 clusters Score: Raw -701997.914913 + Penalty 2975.593715 = -699022.321198 nChanged 4 SP:Iteration 17Q (731.926737 sec): 3 clusters Score: Raw -701998.211397 + Penalty 2975.593715 = -699022.617682 nChanged 2 SP:Iteration 18Q (731.987713 sec): 3 clusters Score: Raw -701998.317167 + Penalty 2975.593715 = -699022.723452 nChanged 0 SP:Iteration 19F (732.050597 sec): 3 clusters Score: Raw -701998.317167 + Penalty 2975.593715 = -699022.723452 nChanged 0 Score: Raw -40674308.523823 + Penalty 96524.743727 = -40577783.780096 Splitting cluster 23 changes total score from -40569394.804606 to -40577783.780096 So it's getting split into cluster 45. Trying to split cluster 24 (67402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.044034 sec): 2 clusters Score: Raw -5296919.781000 + Penalty 1806.744870 = -5295113.036130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.221140 sec): 3 clusters Score: Raw -5253707.633133 + Penalty 3613.489740 = -5250094.143393 nChanged 31964 SP:Iteration 1F (748.388175 sec): 3 clusters Score: Raw -5273692.715537 + Penalty 3613.489740 = -5270079.225796 nChanged 4064 SP:Iteration 2F (748.537501 sec): 3 clusters Score: Raw -5276433.544545 + Penalty 3613.489740 = -5272820.054805 nChanged 4813 SP:Iteration 3F (748.708883 sec): 3 clusters Score: Raw -5280026.203337 + Penalty 3613.489740 = -5276412.713597 nChanged 5095 SP:Iteration 4F (748.859898 sec): 3 clusters Score: Raw -5283923.799029 + Penalty 3613.489740 = -5280310.309288 nChanged 4924 SP:Iteration 5F (749.030689 sec): 3 clusters Score: Raw -5287666.373803 + Penalty 3613.489740 = -5284052.884063 nChanged 4213 SP:Iteration 6F (749.190695 sec): 3 clusters Score: Raw -5290889.108208 + Penalty 3613.489740 = -5287275.618468 nChanged 3437 SP:Iteration 7F (749.365824 sec): 3 clusters Score: Raw -5293464.636026 + Penalty 3613.489740 = -5289851.146286 nChanged 2660 SP:Iteration 8Q (749.537126 sec): 3 clusters Score: Raw -5295309.057659 + Penalty 3613.489740 = -5291695.567918 nChanged 2175 SP:Iteration 9Q (749.712157 sec): 3 clusters Score: Raw -5296776.204970 + Penalty 3613.489740 = -5293162.715230 nChanged 1853 SP:Iteration 10Q (749.885639 sec): 3 clusters Score: Raw -5298006.653736 + Penalty 3613.489740 = -5294393.163996 nChanged 1685 SP:Iteration 11Q (750.046260 sec): 3 clusters Score: Raw -5299092.643873 + Penalty 3613.489740 = -5295479.154132 nChanged 1551 SP:Iteration 12Q (750.216839 sec): 3 clusters Score: Raw -5300167.755078 + Penalty 3613.489740 = -5296554.265338 nChanged 1413 SP:Iteration 13Q (750.371295 sec): 3 clusters Score: Raw -5301153.491097 + Penalty 3613.489740 = -5297540.001357 nChanged 1290 SP:Iteration 14Q (750.524295 sec): 3 clusters Score: Raw -5302005.925602 + Penalty 3613.489740 = -5298392.435862 nChanged 1122 SP:Iteration 15Q (750.676706 sec): 3 clusters Score: Raw -5302728.419995 + Penalty 3613.489740 = -5299114.930255 nChanged 1070 SP:Iteration 16Q (750.835255 sec): 3 clusters Score: Raw -5303445.055274 + Penalty 3613.489740 = -5299831.565534 nChanged 1034 SP:Iteration 17Q (750.977078 sec): 3 clusters Score: Raw -5304219.795367 + Penalty 3613.489740 = -5300606.305627 nChanged 1083 SP:Iteration 18Q (751.135354 sec): 3 clusters Score: Raw -5305179.716496 + Penalty 3613.489740 = -5301566.226755 nChanged 1142 SP:Iteration 19Q (751.297955 sec): 3 clusters Score: Raw -5306538.747816 + Penalty 3613.489740 = -5302925.258076 nChanged 1185 SP:Iteration 20F (751.463074 sec): 3 clusters Score: Raw -5308267.641976 + Penalty 3613.489740 = -5304654.152236 nChanged 1164 SP:Iteration 21Q (751.621290 sec): 3 clusters Score: Raw -5309428.623035 + Penalty 3613.489740 = -5305815.133295 nChanged 925 SP:Iteration 22Q (751.767015 sec): 3 clusters Score: Raw -5309918.174366 + Penalty 3613.489740 = -5306304.684626 nChanged 640 SP:Iteration 23Q (751.914511 sec): 3 clusters Score: Raw -5310194.774547 + Penalty 3613.489740 = -5306581.284806 nChanged 473 SP:Iteration 24Q (752.063537 sec): 3 clusters Score: Raw -5310372.884264 + Penalty 3613.489740 = -5306759.394524 nChanged 374 SP:Iteration 25Q (752.202567 sec): 3 clusters Score: Raw -5310498.329327 + Penalty 3613.489740 = -5306884.839587 nChanged 328 SP:Iteration 26Q (752.350289 sec): 3 clusters Score: Raw -5310602.625852 + Penalty 3613.489740 = -5306989.136111 nChanged 303 SP:Iteration 27Q (752.488194 sec): 3 clusters Score: Raw -5310688.463697 + Penalty 3613.489740 = -5307074.973956 nChanged 277 SP:Iteration 28Q (752.650848 sec): 3 clusters Score: Raw -5310760.628263 + Penalty 3613.489740 = -5307147.138522 nChanged 263 SP:Iteration 29Q (752.796355 sec): 3 clusters Score: Raw -5310828.909859 + Penalty 3613.489740 = -5307215.420119 nChanged 250 SP:Iteration 30Q (752.928905 sec): 3 clusters Score: Raw -5310891.975169 + Penalty 3613.489740 = -5307278.485429 nChanged 267 SP:Iteration 31Q (753.077034 sec): 3 clusters Score: Raw -5310963.098974 + Penalty 3613.489740 = -5307349.609233 nChanged 233 SP:Iteration 32Q (753.239309 sec): 3 clusters Score: Raw -5311016.369737 + Penalty 3613.489740 = -5307402.879997 nChanged 205 SP:Iteration 33Q (753.383722 sec): 3 clusters Score: Raw -5311056.475680 + Penalty 3613.489740 = -5307442.985940 nChanged 194 SP:Iteration 34Q (753.527931 sec): 3 clusters Score: Raw -5311097.755035 + Penalty 3613.489740 = -5307484.265295 nChanged 164 SP:Iteration 35Q (753.675239 sec): 3 clusters Score: Raw -5311128.589703 + Penalty 3613.489740 = -5307515.099962 nChanged 160 SP:Iteration 36Q (753.820810 sec): 3 clusters Score: Raw -5311156.925005 + Penalty 3613.489740 = -5307543.435264 nChanged 148 SP:Iteration 37Q (753.968159 sec): 3 clusters Score: Raw -5311180.320279 + Penalty 3613.489740 = -5307566.830539 nChanged 121 SP:Iteration 38Q (754.100823 sec): 3 clusters Score: Raw -5311194.651042 + Penalty 3613.489740 = -5307581.161302 nChanged 117 SP:Iteration 39Q (754.246559 sec): 3 clusters Score: Raw -5311211.126476 + Penalty 3613.489740 = -5307597.636736 nChanged 93 SP:Iteration 40F (754.416616 sec): 3 clusters Score: Raw -5311288.272701 + Penalty 3613.489740 = -5307674.782961 nChanged 136 SP:Iteration 41Q (754.571136 sec): 3 clusters Score: Raw -5311330.957441 + Penalty 3613.489740 = -5307717.467701 nChanged 162 SP:Iteration 42Q (754.731205 sec): 3 clusters Score: Raw -5311366.780923 + Penalty 3613.489740 = -5307753.291183 nChanged 158 SP:Iteration 43Q (754.870063 sec): 3 clusters Score: Raw -5311396.702108 + Penalty 3613.489740 = -5307783.212368 nChanged 146 SP:Iteration 44Q (755.021628 sec): 3 clusters Score: Raw -5311421.803205 + Penalty 3613.489740 = -5307808.313464 nChanged 125 SP:Iteration 45Q (755.181883 sec): 3 clusters Score: Raw -5311439.249672 + Penalty 3613.489740 = -5307825.759932 nChanged 121 SP:Iteration 46Q (755.330410 sec): 3 clusters Score: Raw -5311453.145366 + Penalty 3613.489740 = -5307839.655625 nChanged 89 SP:Iteration 47Q (755.475464 sec): 3 clusters Score: Raw -5311462.367212 + Penalty 3613.489740 = -5307848.877472 nChanged 80 SP:Iteration 48Q (755.626925 sec): 3 clusters Score: Raw -5311469.470138 + Penalty 3613.489740 = -5307855.980398 nChanged 65 SP:Iteration 49Q (755.774334 sec): 3 clusters Score: Raw -5311475.300061 + Penalty 3613.489740 = -5307861.810321 nChanged 57 SP:Iteration 50Q (755.924039 sec): 3 clusters Score: Raw -5311478.482224 + Penalty 3613.489740 = -5307864.992484 nChanged 42 SP:Iteration 51Q (756.074952 sec): 3 clusters Score: Raw -5311480.738518 + Penalty 3613.489740 = -5307867.248778 nChanged 38 SP:Iteration 52Q (756.226585 sec): 3 clusters Score: Raw -5311483.143215 + Penalty 3613.489740 = -5307869.653475 nChanged 39 SP:Iteration 53Q (756.368421 sec): 3 clusters Score: Raw -5311485.238971 + Penalty 3613.489740 = -5307871.749230 nChanged 35 SP:Iteration 54Q (756.512722 sec): 3 clusters Score: Raw -5311486.995732 + Penalty 3613.489740 = -5307873.505992 nChanged 29 SP:Iteration 55Q (756.656998 sec): 3 clusters Score: Raw -5311488.122516 + Penalty 3613.489740 = -5307874.632776 nChanged 28 SP:Iteration 56Q (756.800027 sec): 3 clusters Score: Raw -5311488.967629 + Penalty 3613.489740 = -5307875.477889 nChanged 23 SP:Iteration 57Q (756.943402 sec): 3 clusters Score: Raw -5311489.977459 + Penalty 3613.489740 = -5307876.487719 nChanged 21 SP:Iteration 58Q (757.099149 sec): 3 clusters Score: Raw -5311490.897121 + Penalty 3613.489740 = -5307877.407381 nChanged 24 SP:Iteration 59Q (757.250509 sec): 3 clusters Score: Raw -5311491.821247 + Penalty 3613.489740 = -5307878.331507 nChanged 20 SP:Iteration 60F (757.407737 sec): 3 clusters Score: Raw -5311492.327053 + Penalty 3613.489740 = -5307878.837313 nChanged 14 SP:Iteration 61Q (757.580349 sec): 3 clusters Score: Raw -5311492.767066 + Penalty 3613.489740 = -5307879.277326 nChanged 11 SP:Iteration 62Q (757.720117 sec): 3 clusters Score: Raw -5311493.132784 + Penalty 3613.489740 = -5307879.643044 nChanged 7 SP:Iteration 63Q (757.873795 sec): 3 clusters Score: Raw -5311493.375213 + Penalty 3613.489740 = -5307879.885473 nChanged 7 SP:Iteration 64Q (758.022977 sec): 3 clusters Score: Raw -5311493.661080 + Penalty 3613.489740 = -5307880.171340 nChanged 9 SP:Iteration 65Q (758.173669 sec): 3 clusters Score: Raw -5311493.969792 + Penalty 3613.489740 = -5307880.480052 nChanged 14 SP:Iteration 66Q (758.313167 sec): 3 clusters Score: Raw -5311494.412536 + Penalty 3613.489740 = -5307880.922796 nChanged 13 SP:Iteration 67Q (758.474661 sec): 3 clusters Score: Raw -5311494.761121 + Penalty 3613.489740 = -5307881.271381 nChanged 11 SP:Iteration 68Q (758.614273 sec): 3 clusters Score: Raw -5311494.995113 + Penalty 3613.489740 = -5307881.505373 nChanged 5 SP:Iteration 69Q (758.772319 sec): 3 clusters Score: Raw -5311495.072687 + Penalty 3613.489740 = -5307881.582946 nChanged 7 SP:Iteration 70Q (758.923892 sec): 3 clusters Score: Raw -5311495.250557 + Penalty 3613.489740 = -5307881.760817 nChanged 7 SP:Iteration 71Q (759.070391 sec): 3 clusters Score: Raw -5311495.382247 + Penalty 3613.489740 = -5307881.892507 nChanged 7 SP:Iteration 72Q (759.217239 sec): 3 clusters Score: Raw -5311495.496910 + Penalty 3613.489740 = -5307882.007170 nChanged 2 SP:Iteration 73Q (759.370145 sec): 3 clusters Score: Raw -5311495.520120 + Penalty 3613.489740 = -5307882.030380 nChanged 0 SP:Iteration 74F (759.541380 sec): 3 clusters Score: Raw -5311495.520120 + Penalty 3613.489740 = -5307882.030380 nChanged 0 Score: Raw -40688884.262943 + Penalty 98669.738032 = -40590214.524911 Splitting cluster 24 changes total score from -40569394.804606 to -40590214.524911 So it's getting split into cluster 46. Trying to split cluster 25 (4121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.638444 sec): 2 clusters Score: Raw -331781.064287 + Penalty 1352.625809 = -330428.438478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.695770 sec): 3 clusters Score: Raw -329702.782246 + Penalty 2705.251618 = -326997.530628 nChanged 1678 SP:Iteration 1F (775.754221 sec): 3 clusters Score: Raw -330760.313260 + Penalty 2705.251618 = -328055.061642 nChanged 340 SP:Iteration 2F (775.801011 sec): 3 clusters Score: Raw -331023.416861 + Penalty 2705.251618 = -328318.165243 nChanged 279 SP:Iteration 3F (775.853129 sec): 3 clusters Score: Raw -331304.491245 + Penalty 2705.251618 = -328599.239627 nChanged 305 SP:Iteration 4F (775.903603 sec): 3 clusters Score: Raw -331623.336639 + Penalty 2705.251618 = -328918.085021 nChanged 306 SP:Iteration 5F (775.965165 sec): 3 clusters Score: Raw -331961.528513 + Penalty 2705.251618 = -329256.276895 nChanged 271 SP:Iteration 6F (776.012903 sec): 3 clusters Score: Raw -332234.425202 + Penalty 2705.251618 = -329529.173585 nChanged 235 SP:Iteration 7F (776.064665 sec): 3 clusters Score: Raw -332441.000468 + Penalty 2705.251618 = -329735.748851 nChanged 179 SP:Iteration 8Q (776.115001 sec): 3 clusters Score: Raw -332587.448494 + Penalty 2705.251618 = -329882.196876 nChanged 125 SP:Iteration 9Q (776.177758 sec): 3 clusters Score: Raw -332687.653377 + Penalty 2705.251618 = -329982.401759 nChanged 97 SP:Iteration 10Q (776.235041 sec): 3 clusters Score: Raw -332762.879149 + Penalty 2705.251618 = -330057.627532 nChanged 61 SP:Iteration 11Q (776.289099 sec): 3 clusters Score: Raw -332799.916694 + Penalty 2705.251618 = -330094.665076 nChanged 30 SP:Iteration 12Q (776.330710 sec): 3 clusters Score: Raw -332816.114445 + Penalty 2705.251618 = -330110.862827 nChanged 26 SP:Iteration 13Q (776.383169 sec): 3 clusters Score: Raw -332826.733148 + Penalty 2705.251618 = -330121.481531 nChanged 8 SP:Iteration 14Q (776.446111 sec): 3 clusters Score: Raw -332830.205229 + Penalty 2705.251618 = -330124.953611 nChanged 9 SP:Iteration 15Q (776.484645 sec): 3 clusters Score: Raw -332833.404881 + Penalty 2705.251618 = -330128.153263 nChanged 12 SP:Iteration 16Q (776.537619 sec): 3 clusters Score: Raw -332838.267722 + Penalty 2705.251618 = -330133.016104 nChanged 10 SP:Iteration 17Q (776.589845 sec): 3 clusters Score: Raw -332842.309655 + Penalty 2705.251618 = -330137.058037 nChanged 6 SP:Iteration 18Q (776.639811 sec): 3 clusters Score: Raw -332845.046325 + Penalty 2705.251618 = -330139.794708 nChanged 4 SP:Iteration 19Q (776.691409 sec): 3 clusters Score: Raw -332846.703691 + Penalty 2705.251618 = -330141.452073 nChanged 4 SP:Iteration 20F (776.742527 sec): 3 clusters Score: Raw -332848.214431 + Penalty 2705.251618 = -330142.962814 nChanged 3 SP:Iteration 21Q (776.797650 sec): 3 clusters Score: Raw -332849.201668 + Penalty 2705.251618 = -330143.950050 nChanged 2 SP:Iteration 22Q (776.848653 sec): 3 clusters Score: Raw -332849.712697 + Penalty 2705.251618 = -330144.461079 nChanged 2 SP:Iteration 23Q (776.897745 sec): 3 clusters Score: Raw -332850.397580 + Penalty 2705.251618 = -330145.145963 nChanged 0 SP:Iteration 24F (776.958881 sec): 3 clusters Score: Raw -332850.397580 + Penalty 2705.251618 = -330145.145963 nChanged 0 Trying to split cluster 26 (13270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.003760 sec): 2 clusters Score: Raw -1049616.545919 + Penalty 1542.654933 = -1048073.890986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (777.076872 sec): 3 clusters Score: Raw -1042003.282265 + Penalty 3085.309866 = -1038917.972399 nChanged 5782 SP:Iteration 1F (777.144268 sec): 3 clusters Score: Raw -1045297.644476 + Penalty 3085.309866 = -1042212.334610 nChanged 874 SP:Iteration 2F (777.215129 sec): 3 clusters Score: Raw -1045890.036101 + Penalty 3085.309866 = -1042804.726235 nChanged 822 SP:Iteration 3F (777.286937 sec): 3 clusters Score: Raw -1046600.964807 + Penalty 3085.309866 = -1043515.654941 nChanged 822 SP:Iteration 4F (777.357683 sec): 3 clusters Score: Raw -1047359.934414 + Penalty 3085.309866 = -1044274.624547 nChanged 832 SP:Iteration 5F (777.428453 sec): 3 clusters Score: Raw -1048042.396941 + Penalty 3085.309866 = -1044957.087074 nChanged 809 SP:Iteration 6F (777.486668 sec): 3 clusters Score: Raw -1048702.654442 + Penalty 3085.309866 = -1045617.344576 nChanged 712 SP:Iteration 7F (777.563860 sec): 3 clusters Score: Raw -1049302.819122 + Penalty 3085.309866 = -1046217.509256 nChanged 615 SP:Iteration 8Q (777.638105 sec): 3 clusters Score: Raw -1049819.522032 + Penalty 3085.309866 = -1046734.212165 nChanged 587 SP:Iteration 9Q (777.709997 sec): 3 clusters Score: Raw -1050249.148634 + Penalty 3085.309866 = -1047163.838768 nChanged 490 SP:Iteration 10Q (777.782851 sec): 3 clusters Score: Raw -1050594.725390 + Penalty 3085.309866 = -1047509.415524 nChanged 409 SP:Iteration 11Q (777.852542 sec): 3 clusters Score: Raw -1050844.883872 + Penalty 3085.309866 = -1047759.574005 nChanged 307 SP:Iteration 12Q (777.921870 sec): 3 clusters Score: Raw -1051006.357654 + Penalty 3085.309866 = -1047921.047788 nChanged 252 SP:Iteration 13Q (777.991336 sec): 3 clusters Score: Raw -1051108.224851 + Penalty 3085.309866 = -1048022.914985 nChanged 190 SP:Iteration 14Q (778.060958 sec): 3 clusters Score: Raw -1051190.476697 + Penalty 3085.309866 = -1048105.166831 nChanged 167 SP:Iteration 15Q (778.131255 sec): 3 clusters Score: Raw -1051269.315162 + Penalty 3085.309866 = -1048184.005296 nChanged 156 SP:Iteration 16Q (778.198982 sec): 3 clusters Score: Raw -1051350.858980 + Penalty 3085.309866 = -1048265.549113 nChanged 175 SP:Iteration 17Q (778.255247 sec): 3 clusters Score: Raw -1051443.964585 + Penalty 3085.309866 = -1048358.654718 nChanged 172 SP:Iteration 18Q (778.337765 sec): 3 clusters Score: Raw -1051544.357118 + Penalty 3085.309866 = -1048459.047251 nChanged 169 SP:Iteration 19Q (778.405350 sec): 3 clusters Score: Raw -1051640.229019 + Penalty 3085.309866 = -1048554.919153 nChanged 148 SP:Iteration 20F (778.468682 sec): 3 clusters Score: Raw -1051702.721499 + Penalty 3085.309866 = -1048617.411633 nChanged 117 SP:Iteration 21Q (778.533167 sec): 3 clusters Score: Raw -1051743.856136 + Penalty 3085.309866 = -1048658.546269 nChanged 88 SP:Iteration 22Q (778.604398 sec): 3 clusters Score: Raw -1051765.083787 + Penalty 3085.309866 = -1048679.773921 nChanged 61 SP:Iteration 23Q (778.674185 sec): 3 clusters Score: Raw -1051779.895825 + Penalty 3085.309866 = -1048694.585958 nChanged 53 SP:Iteration 24Q (778.731579 sec): 3 clusters Score: Raw -1051791.689172 + Penalty 3085.309866 = -1048706.379306 nChanged 41 SP:Iteration 25Q (778.804467 sec): 3 clusters Score: Raw -1051798.384102 + Penalty 3085.309866 = -1048713.074235 nChanged 34 SP:Iteration 26Q (778.877917 sec): 3 clusters Score: Raw -1051803.817923 + Penalty 3085.309866 = -1048718.508057 nChanged 25 SP:Iteration 27Q (778.944768 sec): 3 clusters Score: Raw -1051807.357127 + Penalty 3085.309866 = -1048722.047261 nChanged 18 SP:Iteration 28Q (779.002105 sec): 3 clusters Score: Raw -1051809.561838 + Penalty 3085.309866 = -1048724.251971 nChanged 11 SP:Iteration 29Q (779.081246 sec): 3 clusters Score: Raw -1051810.962273 + Penalty 3085.309866 = -1048725.652406 nChanged 14 SP:Iteration 30Q (779.149893 sec): 3 clusters Score: Raw -1051812.491343 + Penalty 3085.309866 = -1048727.181477 nChanged 9 SP:Iteration 31Q (779.220300 sec): 3 clusters Score: Raw -1051813.261729 + Penalty 3085.309866 = -1048727.951863 nChanged 8 SP:Iteration 32Q (779.291200 sec): 3 clusters Score: Raw -1051813.860822 + Penalty 3085.309866 = -1048728.550956 nChanged 5 SP:Iteration 33Q (779.348038 sec): 3 clusters Score: Raw -1051814.294023 + Penalty 3085.309866 = -1048728.984156 nChanged 2 SP:Iteration 34Q (779.427651 sec): 3 clusters Score: Raw -1051814.465798 + Penalty 3085.309866 = -1048729.155932 nChanged 1 SP:Iteration 35Q (779.496844 sec): 3 clusters Score: Raw -1051814.533803 + Penalty 3085.309866 = -1048729.223937 nChanged 1 SP:Iteration 36Q (779.553095 sec): 3 clusters Score: Raw -1051814.566126 + Penalty 3085.309866 = -1048729.256260 nChanged 0 SP:Iteration 37F (779.635867 sec): 3 clusters Score: Raw -1051814.566126 + Penalty 3085.309866 = -1048729.256260 nChanged 0 Score: Raw -40691082.283150 + Penalty 100814.732337 = -40590267.550813 Splitting cluster 26 changes total score from -40569394.804606 to -40590267.550813 So it's getting split into cluster 47. Trying to split cluster 27 (10409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.130411 sec): 2 clusters Score: Raw -752385.237561 + Penalty 1503.194241 = -750882.043321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.192955 sec): 3 clusters Score: Raw -746474.960710 + Penalty 3006.388481 = -743468.572229 nChanged 4447 SP:Iteration 1F (796.260364 sec): 3 clusters Score: Raw -749090.459031 + Penalty 3006.388481 = -746084.070550 nChanged 876 SP:Iteration 2F (796.325264 sec): 3 clusters Score: Raw -749804.304725 + Penalty 3006.388481 = -746797.916244 nChanged 862 SP:Iteration 3F (796.386544 sec): 3 clusters Score: Raw -750610.232524 + Penalty 3006.388481 = -747603.844043 nChanged 811 SP:Iteration 4F (796.446691 sec): 3 clusters Score: Raw -751301.115634 + Penalty 3006.388481 = -748294.727153 nChanged 652 SP:Iteration 5F (796.511894 sec): 3 clusters Score: Raw -751784.622755 + Penalty 3006.388481 = -748778.234274 nChanged 500 SP:Iteration 6Q (796.577656 sec): 3 clusters Score: Raw -752131.505200 + Penalty 3006.388481 = -749125.116719 nChanged 433 SP:Iteration 7Q (796.641849 sec): 3 clusters Score: Raw -752456.937920 + Penalty 3006.388481 = -749450.549439 nChanged 399 SP:Iteration 8Q (796.699103 sec): 3 clusters Score: Raw -752790.835622 + Penalty 3006.388481 = -749784.447141 nChanged 379 SP:Iteration 9Q (796.765079 sec): 3 clusters Score: Raw -753046.991454 + Penalty 3006.388481 = -750040.602973 nChanged 284 SP:Iteration 10Q (796.829219 sec): 3 clusters Score: Raw -753218.198220 + Penalty 3006.388481 = -750211.809739 nChanged 263 SP:Iteration 11Q (796.889213 sec): 3 clusters Score: Raw -753368.578114 + Penalty 3006.388481 = -750362.189633 nChanged 235 SP:Iteration 12Q (796.961568 sec): 3 clusters Score: Raw -753490.792627 + Penalty 3006.388481 = -750484.404145 nChanged 196 SP:Iteration 13Q (797.017790 sec): 3 clusters Score: Raw -753579.445238 + Penalty 3006.388481 = -750573.056757 nChanged 175 SP:Iteration 14Q (797.076371 sec): 3 clusters Score: Raw -753680.841554 + Penalty 3006.388481 = -750674.453073 nChanged 194 SP:Iteration 15Q (797.149477 sec): 3 clusters Score: Raw -753791.143814 + Penalty 3006.388481 = -750784.755333 nChanged 207 SP:Iteration 16Q (797.212102 sec): 3 clusters Score: Raw -753924.978711 + Penalty 3006.388481 = -750918.590230 nChanged 233 SP:Iteration 17Q (797.263705 sec): 3 clusters Score: Raw -754109.785755 + Penalty 3006.388481 = -751103.397274 nChanged 262 SP:Iteration 18Q (797.333423 sec): 3 clusters Score: Raw -754321.240995 + Penalty 3006.388481 = -751314.852514 nChanged 256 SP:Iteration 19Q (797.400721 sec): 3 clusters Score: Raw -754509.502650 + Penalty 3006.388481 = -751503.114169 nChanged 254 SP:Iteration 20F (797.464480 sec): 3 clusters Score: Raw -754705.206932 + Penalty 3006.388481 = -751698.818451 nChanged 255 SP:Iteration 21Q (797.520799 sec): 3 clusters Score: Raw -754884.826286 + Penalty 3006.388481 = -751878.437805 nChanged 200 SP:Iteration 22Q (797.586900 sec): 3 clusters Score: Raw -755005.843847 + Penalty 3006.388481 = -751999.455366 nChanged 175 SP:Iteration 23Q (797.640471 sec): 3 clusters Score: Raw -755110.923484 + Penalty 3006.388481 = -752104.535003 nChanged 185 SP:Iteration 24Q (797.704350 sec): 3 clusters Score: Raw -755226.288107 + Penalty 3006.388481 = -752219.899626 nChanged 167 SP:Iteration 25Q (797.766158 sec): 3 clusters Score: Raw -755316.714100 + Penalty 3006.388481 = -752310.325619 nChanged 155 SP:Iteration 26Q (797.835181 sec): 3 clusters Score: Raw -755388.077752 + Penalty 3006.388481 = -752381.689271 nChanged 127 SP:Iteration 27Q (797.888847 sec): 3 clusters Score: Raw -755446.322572 + Penalty 3006.388481 = -752439.934090 nChanged 116 SP:Iteration 28Q (797.967227 sec): 3 clusters Score: Raw -755495.906733 + Penalty 3006.388481 = -752489.518252 nChanged 116 SP:Iteration 29Q (798.040604 sec): 3 clusters Score: Raw -755539.443368 + Penalty 3006.388481 = -752533.054887 nChanged 92 SP:Iteration 30Q (798.105838 sec): 3 clusters Score: Raw -755567.655505 + Penalty 3006.388481 = -752561.267023 nChanged 69 SP:Iteration 31Q (798.151954 sec): 3 clusters Score: Raw -755590.821042 + Penalty 3006.388481 = -752584.432561 nChanged 73 SP:Iteration 32Q (798.219249 sec): 3 clusters Score: Raw -755617.610294 + Penalty 3006.388481 = -752611.221813 nChanged 73 SP:Iteration 33Q (798.283733 sec): 3 clusters Score: Raw -755644.407556 + Penalty 3006.388481 = -752638.019075 nChanged 65 SP:Iteration 34Q (798.349878 sec): 3 clusters Score: Raw -755662.710018 + Penalty 3006.388481 = -752656.321537 nChanged 66 SP:Iteration 35Q (798.410535 sec): 3 clusters Score: Raw -755678.451487 + Penalty 3006.388481 = -752672.063006 nChanged 53 SP:Iteration 36Q (798.472336 sec): 3 clusters Score: Raw -755692.674672 + Penalty 3006.388481 = -752686.286190 nChanged 51 SP:Iteration 37Q (798.537756 sec): 3 clusters Score: Raw -755704.898371 + Penalty 3006.388481 = -752698.509890 nChanged 51 SP:Iteration 38Q (798.605958 sec): 3 clusters Score: Raw -755717.959420 + Penalty 3006.388481 = -752711.570939 nChanged 48 SP:Iteration 39Q (798.671948 sec): 3 clusters Score: Raw -755728.713937 + Penalty 3006.388481 = -752722.325456 nChanged 44 SP:Iteration 40F (798.728321 sec): 3 clusters Score: Raw -755744.756661 + Penalty 3006.388481 = -752738.368180 nChanged 40 SP:Iteration 41Q (798.789174 sec): 3 clusters Score: Raw -755755.458584 + Penalty 3006.388481 = -752749.070103 nChanged 42 SP:Iteration 42Q (798.863584 sec): 3 clusters Score: Raw -755763.087569 + Penalty 3006.388481 = -752756.699088 nChanged 27 SP:Iteration 43Q (798.924775 sec): 3 clusters Score: Raw -755767.411608 + Penalty 3006.388481 = -752761.023127 nChanged 24 SP:Iteration 44Q (798.989593 sec): 3 clusters Score: Raw -755771.762595 + Penalty 3006.388481 = -752765.374114 nChanged 23 SP:Iteration 45Q (799.054130 sec): 3 clusters Score: Raw -755776.603495 + Penalty 3006.388481 = -752770.215014 nChanged 27 SP:Iteration 46Q (799.118417 sec): 3 clusters Score: Raw -755781.431825 + Penalty 3006.388481 = -752775.043344 nChanged 24 SP:Iteration 47Q (799.191399 sec): 3 clusters Score: Raw -755784.851430 + Penalty 3006.388481 = -752778.462949 nChanged 11 SP:Iteration 48Q (799.243862 sec): 3 clusters Score: Raw -755786.936357 + Penalty 3006.388481 = -752780.547876 nChanged 9 SP:Iteration 49Q (799.307112 sec): 3 clusters Score: Raw -755787.941279 + Penalty 3006.388481 = -752781.552798 nChanged 8 SP:Iteration 50Q (799.381010 sec): 3 clusters Score: Raw -755788.754632 + Penalty 3006.388481 = -752782.366151 nChanged 1 SP:Iteration 51Q (799.445927 sec): 3 clusters Score: Raw -755788.814338 + Penalty 3006.388481 = -752782.425857 nChanged 0 SP:Iteration 52F (799.504489 sec): 3 clusters Score: Raw -755788.814338 + Penalty 3006.388481 = -752782.425857 nChanged 0 Score: Raw -40694485.859927 + Penalty 102959.726642 = -40591526.133285 Splitting cluster 27 changes total score from -40569394.804606 to -40591526.133285 So it's getting split into cluster 48. Trying to split cluster 28 (5425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (816.271305 sec): 2 clusters Score: Raw -432827.161917 + Penalty 1397.300641 = -431429.861276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (816.331735 sec): 3 clusters Score: Raw -430002.038613 + Penalty 2794.601283 = -427207.437330 nChanged 2234 SP:Iteration 1F (816.382406 sec): 3 clusters Score: Raw -431317.419282 + Penalty 2794.601283 = -428522.817999 nChanged 478 SP:Iteration 2F (816.447734 sec): 3 clusters Score: Raw -431812.976643 + Penalty 2794.601283 = -429018.375360 nChanged 536 SP:Iteration 3F (816.502866 sec): 3 clusters Score: Raw -432608.915994 + Penalty 2794.601283 = -429814.314711 nChanged 602 SP:Iteration 4F (816.557482 sec): 3 clusters Score: Raw -433483.285909 + Penalty 2794.601283 = -430688.684626 nChanged 557 SP:Iteration 5F (816.606144 sec): 3 clusters Score: Raw -434158.783565 + Penalty 2794.601283 = -431364.182282 nChanged 366 SP:Iteration 6F (816.669376 sec): 3 clusters Score: Raw -434462.170067 + Penalty 2794.601283 = -431667.568784 nChanged 212 SP:Iteration 7Q (816.732165 sec): 3 clusters Score: Raw -434605.103876 + Penalty 2794.601283 = -431810.502593 nChanged 148 SP:Iteration 8Q (816.782797 sec): 3 clusters Score: Raw -434692.181104 + Penalty 2794.601283 = -431897.579821 nChanged 97 SP:Iteration 9Q (816.837530 sec): 3 clusters Score: Raw -434739.718251 + Penalty 2794.601283 = -431945.116968 nChanged 62 SP:Iteration 10Q (816.903740 sec): 3 clusters Score: Raw -434767.050180 + Penalty 2794.601283 = -431972.448897 nChanged 35 SP:Iteration 11Q (816.963268 sec): 3 clusters Score: Raw -434777.513562 + Penalty 2794.601283 = -431982.912279 nChanged 20 SP:Iteration 12Q (817.019580 sec): 3 clusters Score: Raw -434783.832886 + Penalty 2794.601283 = -431989.231603 nChanged 15 SP:Iteration 13Q (817.076109 sec): 3 clusters Score: Raw -434787.780101 + Penalty 2794.601283 = -431993.178818 nChanged 16 SP:Iteration 14Q (817.128943 sec): 3 clusters Score: Raw -434792.069938 + Penalty 2794.601283 = -431997.468655 nChanged 7 SP:Iteration 15Q (817.174669 sec): 3 clusters Score: Raw -434793.835996 + Penalty 2794.601283 = -431999.234713 nChanged 4 SP:Iteration 16Q (817.236156 sec): 3 clusters Score: Raw -434795.470638 + Penalty 2794.601283 = -432000.869355 nChanged 6 SP:Iteration 17Q (817.296636 sec): 3 clusters Score: Raw -434796.722185 + Penalty 2794.601283 = -432002.120902 nChanged 5 SP:Iteration 18Q (817.341354 sec): 3 clusters Score: Raw -434798.684107 + Penalty 2794.601283 = -432004.082824 nChanged 5 SP:Iteration 19Q (817.401729 sec): 3 clusters Score: Raw -434800.060347 + Penalty 2794.601283 = -432005.459064 nChanged 2 SP:Iteration 20F (817.455967 sec): 3 clusters Score: Raw -434800.521495 + Penalty 2794.601283 = -432005.920212 nChanged 0 Score: Raw -40696459.219505 + Penalty 105104.720947 = -40591354.498558 Splitting cluster 28 changes total score from -40569394.804606 to -40591354.498558 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (844.180598 sec): 50 clusters Score: Raw -40703316.134402 + Penalty 105104.720947 = -40598211.413455 nChanged 8675 Iteration 60F (861.304795 sec): 50 clusters Score: Raw -40708882.196434 + Penalty 105104.720947 = -40603777.475487 nChanged 7128 Iteration 61Q (866.972544 sec): 50 clusters Score: Raw -40711239.173774 + Penalty 105104.720947 = -40606134.452827 nChanged 3783 Iteration 62Q (872.667878 sec): 50 clusters Score: Raw -40712374.074219 + Penalty 105104.720947 = -40607269.353272 nChanged 2741 Iteration 63Q (878.556673 sec): 50 clusters Score: Raw -40713136.450330 + Penalty 105104.720947 = -40608031.729383 nChanged 2206 Iteration 64Q (884.031826 sec): 50 clusters Score: Raw -40713693.918113 + Penalty 105104.720947 = -40608589.197166 nChanged 1895 Iteration 65Q (889.821625 sec): 50 clusters Score: Raw -40714076.546721 + Penalty 105104.720947 = -40608971.825774 nChanged 1577 Iteration 66Q (895.468845 sec): 50 clusters Score: Raw -40714395.663355 + Penalty 105104.720947 = -40609290.942408 nChanged 1456 Iteration 67Q (901.139600 sec): 50 clusters Score: Raw -40714667.467322 + Penalty 105104.720947 = -40609562.746375 nChanged 1244 Iteration 68Q (906.823461 sec): 50 clusters Score: Raw -40714878.886790 + Penalty 105104.720947 = -40609774.165843 nChanged 1120 Iteration 69Q (912.204517 sec): 50 clusters Score: Raw -40715074.755103 + Penalty 105104.720947 = -40609970.034156 nChanged 1000 Iteration 70Q (917.611406 sec): 50 clusters Score: Raw -40715244.617833 + Penalty 105104.720947 = -40610139.896886 nChanged 934 Iteration 71Q (923.290205 sec): 50 clusters Score: Raw -40715392.911135 + Penalty 105104.720947 = -40610288.190188 nChanged 884 Iteration 72Q (929.079525 sec): 50 clusters Score: Raw -40715524.383797 + Penalty 105104.720947 = -40610419.662850 nChanged 860 Iteration 73Q (934.577122 sec): 50 clusters Score: Raw -40715663.647292 + Penalty 105104.720947 = -40610558.926345 nChanged 814 Iteration 74Q (940.424000 sec): 50 clusters Score: Raw -40715785.980937 + Penalty 105104.720947 = -40610681.259990 nChanged 757 Iteration 75Q (946.313221 sec): 50 clusters Score: Raw -40715885.041790 + Penalty 105104.720947 = -40610780.320843 nChanged 694 Iteration 76Q (952.008401 sec): 50 clusters Score: Raw -40715977.992192 + Penalty 105104.720947 = -40610873.271245 nChanged 646 Iteration 77Q (957.408140 sec): 50 clusters Score: Raw -40716058.068835 + Penalty 105104.720947 = -40610953.347888 nChanged 597 Iteration 78Q (962.934804 sec): 50 clusters Score: Raw -40716125.363042 + Penalty 105104.720947 = -40611020.642095 nChanged 539 Iteration 79Q (968.714727 sec): 50 clusters Score: Raw -40716181.754275 + Penalty 105104.720947 = -40611077.033328 nChanged 502 Iteration 80F (985.772414 sec): 50 clusters Score: Raw -40716393.522928 + Penalty 105104.720947 = -40611288.801981 nChanged 589 Iteration 81Q (991.791092 sec): 50 clusters Score: Raw -40716631.461292 + Penalty 105104.720947 = -40611526.740346 nChanged 620 Iteration 82Q (997.376681 sec): 50 clusters Score: Raw -40716743.499333 + Penalty 105104.720947 = -40611638.778386 nChanged 643 Iteration 83Q (1003.437496 sec): 50 clusters Score: Raw -40716840.362999 + Penalty 105104.720947 = -40611735.642052 nChanged 614 Iteration 84Q (1009.143458 sec): 50 clusters Score: Raw -40716931.963979 + Penalty 105104.720947 = -40611827.243032 nChanged 542 Iteration 85Q (1014.598435 sec): 50 clusters Score: Raw -40717009.728577 + Penalty 105104.720947 = -40611905.007630 nChanged 481 Iteration 86Q (1019.790257 sec): 50 clusters Score: Raw -40717075.935629 + Penalty 105104.720947 = -40611971.214682 nChanged 502 Iteration 87Q (1025.211964 sec): 50 clusters Score: Raw -40717143.275189 + Penalty 105104.720947 = -40612038.554242 nChanged 500 Iteration 88Q (1030.664678 sec): 50 clusters Score: Raw -40717208.591914 + Penalty 105104.720947 = -40612103.870967 nChanged 446 Iteration 89Q (1036.028057 sec): 50 clusters Score: Raw -40717270.295618 + Penalty 105104.720947 = -40612165.574671 nChanged 460 Iteration 90Q (1041.217151 sec): 50 clusters Score: Raw -40717332.175831 + Penalty 105104.720947 = -40612227.454884 nChanged 388 Iteration 91Q (1046.589232 sec): 50 clusters Score: Raw -40717390.362779 + Penalty 105104.720947 = -40612285.641832 nChanged 357 Iteration 92Q (1051.613839 sec): 50 clusters Score: Raw -40717445.137312 + Penalty 105104.720947 = -40612340.416365 nChanged 350 Iteration 93Q (1057.297247 sec): 50 clusters Score: Raw -40717501.317087 + Penalty 105104.720947 = -40612396.596140 nChanged 355 Iteration 94Q (1062.883384 sec): 50 clusters Score: Raw -40717561.744755 + Penalty 105104.720947 = -40612457.023809 nChanged 336 Iteration 95Q (1068.244202 sec): 50 clusters Score: Raw -40717619.914092 + Penalty 105104.720947 = -40612515.193145 nChanged 348 Iteration 96Q (1073.516859 sec): 50 clusters Score: Raw -40717678.531924 + Penalty 105104.720947 = -40612573.810977 nChanged 352 Iteration 97Q (1078.971204 sec): 50 clusters Score: Raw -40717735.993097 + Penalty 105104.720947 = -40612631.272150 nChanged 344 Iteration 98Q (1084.395628 sec): 50 clusters Score: Raw -40717783.366329 + Penalty 105104.720947 = -40612678.645382 nChanged 334 Writing temp clu file Because OldScore, -40612631.272150, is greater than current (better) Score,-40612678.645382 Won't try splitting - already at maximum number of clusters Iteration 99Q (1089.557716 sec): 50 clusters Score: Raw -40717831.370676 + Penalty 105104.720947 = -40612726.649729 nChanged 337 Iteration 100F (1106.494284 sec): 50 clusters Score: Raw -40717888.097155 + Penalty 105104.720947 = -40612783.376208 nChanged 344 Iteration 101Q (1112.340098 sec): 50 clusters Score: Raw -40717949.915888 + Penalty 105104.720947 = -40612845.194941 nChanged 336 Iteration 102Q (1118.006649 sec): 50 clusters Score: Raw -40718011.285064 + Penalty 105104.720947 = -40612906.564117 nChanged 344 Iteration 103Q (1123.362733 sec): 50 clusters Score: Raw -40718079.575077 + Penalty 105104.720947 = -40612974.854130 nChanged 356 Iteration 104Q (1128.920137 sec): 50 clusters Score: Raw -40718147.728500 + Penalty 105104.720947 = -40613043.007553 nChanged 396 Iteration 105Q (1134.536981 sec): 50 clusters Score: Raw -40718225.879196 + Penalty 105104.720947 = -40613121.158249 nChanged 439 Iteration 106Q (1140.482657 sec): 50 clusters Score: Raw -40718319.755087 + Penalty 105104.720947 = -40613215.034140 nChanged 445 Iteration 107Q (1145.665115 sec): 50 clusters Score: Raw -40718423.011499 + Penalty 105104.720947 = -40613318.290552 nChanged 453 Iteration 108Q (1151.070065 sec): 50 clusters Score: Raw -40718529.399240 + Penalty 105104.720947 = -40613424.678293 nChanged 455 Iteration 109Q (1156.759723 sec): 50 clusters Score: Raw -40718638.453644 + Penalty 105104.720947 = -40613533.732697 nChanged 458 Iteration 110Q (1162.320257 sec): 50 clusters Score: Raw -40718744.306980 + Penalty 105104.720947 = -40613639.586033 nChanged 427 Iteration 111Q (1167.816740 sec): 50 clusters Score: Raw -40718847.977160 + Penalty 105104.720947 = -40613743.256213 nChanged 483 Iteration 112Q (1173.409720 sec): 50 clusters Score: Raw -40718960.074349 + Penalty 105104.720947 = -40613855.353402 nChanged 522 Iteration 113Q (1179.173427 sec): 50 clusters Score: Raw -40719071.583995 + Penalty 105104.720947 = -40613966.863048 nChanged 526 Iteration 114Q (1184.516883 sec): 50 clusters Score: Raw -40719180.983925 + Penalty 105104.720947 = -40614076.262978 nChanged 489 Iteration 115Q (1189.712466 sec): 50 clusters Score: Raw -40719279.270898 + Penalty 105104.720947 = -40614174.549951 nChanged 503 Iteration 116Q (1195.280587 sec): 50 clusters Score: Raw -40719377.232731 + Penalty 105104.720947 = -40614272.511784 nChanged 506 Iteration 117Q (1201.084657 sec): 50 clusters Score: Raw -40719470.142018 + Penalty 105104.720947 = -40614365.421071 nChanged 473 Iteration 118Q (1206.667547 sec): 50 clusters Score: Raw -40719557.358216 + Penalty 105104.720947 = -40614452.637269 nChanged 463 Iteration 119Q (1212.274144 sec): 50 clusters Score: Raw -40719634.309586 + Penalty 105104.720947 = -40614529.588639 nChanged 444 Iteration 120F (1229.333896 sec): 50 clusters Score: Raw -40719768.368947 + Penalty 105104.720947 = -40614663.648000 nChanged 533 Iteration 121Q (1234.734387 sec): 50 clusters Score: Raw -40719944.043533 + Penalty 105104.720947 = -40614839.322586 nChanged 492 Iteration 122Q (1240.173287 sec): 50 clusters Score: Raw -40720091.795695 + Penalty 105104.720947 = -40614987.074748 nChanged 479 Iteration 123Q (1245.554351 sec): 50 clusters Score: Raw -40720246.799657 + Penalty 105104.720947 = -40615142.078710 nChanged 462 Iteration 124Q (1251.091584 sec): 50 clusters Score: Raw -40720361.082992 + Penalty 105104.720947 = -40615256.362045 nChanged 448 Iteration 125Q (1257.130749 sec): 50 clusters Score: Raw -40720454.097095 + Penalty 105104.720947 = -40615349.376148 nChanged 449 Iteration 126Q (1262.955210 sec): 50 clusters Score: Raw -40720551.839206 + Penalty 105104.720947 = -40615447.118259 nChanged 418 Iteration 127Q (1268.870708 sec): 50 clusters Score: Raw -40720646.024658 + Penalty 105104.720947 = -40615541.303711 nChanged 456 Iteration 128Q (1274.679534 sec): 50 clusters Score: Raw -40720736.191564 + Penalty 105104.720947 = -40615631.470617 nChanged 465 Iteration 129Q (1280.520816 sec): 50 clusters Score: Raw -40720818.023276 + Penalty 105104.720947 = -40615713.302329 nChanged 456 Iteration 130Q (1286.652451 sec): 50 clusters Score: Raw -40720887.993740 + Penalty 105104.720947 = -40615783.272793 nChanged 445 Iteration 131Q (1292.411321 sec): 50 clusters Score: Raw -40720961.613412 + Penalty 105104.720947 = -40615856.892465 nChanged 421 Iteration 132Q (1298.689032 sec): 50 clusters Score: Raw -40721021.473437 + Penalty 105104.720947 = -40615916.752490 nChanged 427 Iteration 133Q (1304.670049 sec): 50 clusters Score: Raw -40721077.816217 + Penalty 105104.720947 = -40615973.095270 nChanged 386 Iteration 134Q (1310.941865 sec): 50 clusters Score: Raw -40721127.041244 + Penalty 105104.720947 = -40616022.320297 nChanged 325 Iteration 135Q (1317.206696 sec): 50 clusters Score: Raw -40721174.123981 + Penalty 105104.720947 = -40616069.403034 nChanged 296 Iteration 136Q (1323.167940 sec): 50 clusters Score: Raw -40721215.756739 + Penalty 105104.720947 = -40616111.035792 nChanged 269 Iteration 137Q (1329.266441 sec): 50 clusters Score: Raw -40721254.595196 + Penalty 105104.720947 = -40616149.874249 nChanged 247 Iteration 138Q (1335.293383 sec): 50 clusters Score: Raw -40721287.394797 + Penalty 105104.720947 = -40616182.673850 nChanged 239 Writing temp clu file Because OldScore, -40616149.874249, is greater than current (better) Score,-40616182.673850 Won't try splitting - already at maximum number of clusters Iteration 139Q (1340.980660 sec): 50 clusters Score: Raw -40721321.994941 + Penalty 105104.720947 = -40616217.273994 nChanged 221 Iteration 140F (1358.126391 sec): 50 clusters Score: Raw -40721370.681050 + Penalty 105104.720947 = -40616265.960103 nChanged 201 Iteration 141Q (1363.898110 sec): 50 clusters Score: Raw -40721403.985099 + Penalty 105104.720947 = -40616299.264152 nChanged 178 Iteration 142Q (1369.704800 sec): 50 clusters Score: Raw -40721421.674071 + Penalty 105104.720947 = -40616316.953124 nChanged 173 Iteration 143Q (1375.721536 sec): 50 clusters Score: Raw -40721438.968141 + Penalty 105104.720947 = -40616334.247194 nChanged 168 Iteration 144Q (1381.015258 sec): 50 clusters Score: Raw -40721455.206653 + Penalty 105104.720947 = -40616350.485706 nChanged 161 Iteration 145Q (1386.300138 sec): 50 clusters Score: Raw -40721472.136941 + Penalty 105104.720947 = -40616367.415994 nChanged 147 Iteration 146Q (1392.323375 sec): 50 clusters Score: Raw -40721487.428498 + Penalty 105104.720947 = -40616382.707551 nChanged 154 Iteration 147Q (1398.239287 sec): 50 clusters Score: Raw -40721504.354561 + Penalty 105104.720947 = -40616399.633614 nChanged 144 Iteration 148Q (1403.287839 sec): 50 clusters Score: Raw -40721520.619053 + Penalty 105104.720947 = -40616415.898106 nChanged 134 Iteration 149Q (1408.404473 sec): 50 clusters Score: Raw -40721535.047364 + Penalty 105104.720947 = -40616430.326417 nChanged 141 Iteration 150Q (1413.781972 sec): 50 clusters Score: Raw -40721550.751311 + Penalty 105104.720947 = -40616446.030364 nChanged 132 Iteration 151Q (1419.186089 sec): 50 clusters Score: Raw -40721562.782501 + Penalty 105104.720947 = -40616458.061554 nChanged 127 Iteration 152Q (1424.739095 sec): 50 clusters Score: Raw -40721574.970276 + Penalty 105104.720947 = -40616470.249329 nChanged 119 Iteration 153Q (1429.693918 sec): 50 clusters Score: Raw -40721585.720263 + Penalty 105104.720947 = -40616480.999317 nChanged 102 Iteration 154Q (1435.381897 sec): 50 clusters Score: Raw -40721594.206340 + Penalty 105104.720947 = -40616489.485393 nChanged 85 Iteration 155Q (1440.673743 sec): 50 clusters Score: Raw -40721600.458552 + Penalty 105104.720947 = -40616495.737605 nChanged 83 Iteration 156Q (1445.752275 sec): 50 clusters Score: Raw -40721606.663353 + Penalty 105104.720947 = -40616501.942406 nChanged 85 Iteration 157Q (1451.060978 sec): 50 clusters Score: Raw -40721612.137033 + Penalty 105104.720947 = -40616507.416086 nChanged 82 Iteration 158Q (1456.800444 sec): 50 clusters Score: Raw -40721616.448534 + Penalty 105104.720947 = -40616511.727587 nChanged 80 Iteration 159Q (1462.336211 sec): 50 clusters Score: Raw -40721620.985520 + Penalty 105104.720947 = -40616516.264573 nChanged 75 Iteration 160F (1479.291720 sec): 50 clusters Score: Raw -40721625.530175 + Penalty 105104.720947 = -40616520.809228 nChanged 77 Iteration 161Q (1484.466298 sec): 50 clusters Score: Raw -40721630.993337 + Penalty 105104.720947 = -40616526.272390 nChanged 90 Iteration 162Q (1489.926203 sec): 50 clusters Score: Raw -40721638.273612 + Penalty 105104.720947 = -40616533.552665 nChanged 80 Iteration 163Q (1495.618486 sec): 50 clusters Score: Raw -40721642.031613 + Penalty 105104.720947 = -40616537.310666 nChanged 70 Iteration 164Q (1500.829006 sec): 50 clusters Score: Raw -40721644.887802 + Penalty 105104.720947 = -40616540.166855 nChanged 55 Iteration 165Q (1506.656114 sec): 50 clusters Score: Raw -40721647.549824 + Penalty 105104.720947 = -40616542.828877 nChanged 54 Iteration 166Q (1512.386390 sec): 50 clusters Score: Raw -40721650.483425 + Penalty 105104.720947 = -40616545.762478 nChanged 41 Iteration 167Q (1517.956926 sec): 50 clusters Score: Raw -40721652.811611 + Penalty 105104.720947 = -40616548.090664 nChanged 46 Iteration 168Q (1523.453762 sec): 50 clusters Score: Raw -40721655.306231 + Penalty 105104.720947 = -40616550.585284 nChanged 31 Iteration 169Q (1529.204843 sec): 50 clusters Score: Raw -40721657.215245 + Penalty 105104.720947 = -40616552.494298 nChanged 35 Iteration 170Q (1534.364309 sec): 50 clusters Score: Raw -40721659.474722 + Penalty 105104.720947 = -40616554.753775 nChanged 42 Iteration 171Q (1539.722420 sec): 50 clusters Score: Raw -40721661.720083 + Penalty 105104.720947 = -40616556.999136 nChanged 33 Iteration 172Q (1545.219936 sec): 50 clusters Score: Raw -40721663.730651 + Penalty 105104.720947 = -40616559.009704 nChanged 38 Iteration 173Q (1549.990311 sec): 50 clusters Score: Raw -40721665.959581 + Penalty 105104.720947 = -40616561.238634 nChanged 47 Iteration 174Q (1554.742080 sec): 50 clusters Score: Raw -40721669.187148 + Penalty 105104.720947 = -40616564.466201 nChanged 53 Iteration 175Q (1560.028389 sec): 50 clusters Score: Raw -40721672.972014 + Penalty 105104.720947 = -40616568.251067 nChanged 56 Iteration 176Q (1565.104080 sec): 50 clusters Score: Raw -40721677.124349 + Penalty 105104.720947 = -40616572.403402 nChanged 63 Iteration 177Q (1570.644466 sec): 50 clusters Score: Raw -40721681.717571 + Penalty 105104.720947 = -40616576.996624 nChanged 58 Iteration 178Q (1576.081202 sec): 50 clusters Score: Raw -40721685.509520 + Penalty 105104.720947 = -40616580.788573 nChanged 66 Writing temp clu file Because OldScore, -40616576.996624, is greater than current (better) Score,-40616580.788573 Won't try splitting - already at maximum number of clusters Iteration 179Q (1581.615982 sec): 50 clusters Score: Raw -40721691.592918 + Penalty 105104.720947 = -40616586.871971 nChanged 67 Iteration 180F (1598.606925 sec): 50 clusters Score: Raw -40721699.217229 + Penalty 105104.720947 = -40616594.496282 nChanged 71 Iteration 181Q (1604.549865 sec): 50 clusters Score: Raw -40721705.973962 + Penalty 105104.720947 = -40616601.253015 nChanged 80 Iteration 182Q (1610.465413 sec): 50 clusters Score: Raw -40721716.524902 + Penalty 105104.720947 = -40616611.803955 nChanged 101 Iteration 183Q (1615.787907 sec): 50 clusters Score: Raw -40721729.229980 + Penalty 105104.720947 = -40616624.509033 nChanged 102 Iteration 184Q (1621.303152 sec): 50 clusters Score: Raw -40721740.290054 + Penalty 105104.720947 = -40616635.569107 nChanged 103 Iteration 185Q (1626.649587 sec): 50 clusters Score: Raw -40721750.803114 + Penalty 105104.720947 = -40616646.082167 nChanged 98 Iteration 186Q (1631.817806 sec): 50 clusters Score: Raw -40721760.948127 + Penalty 105104.720947 = -40616656.227180 nChanged 103 Iteration 187Q (1638.065203 sec): 50 clusters Score: Raw -40721769.897699 + Penalty 105104.720947 = -40616665.176752 nChanged 97 Iteration 188Q (1645.285950 sec): 50 clusters Score: Raw -40721777.498562 + Penalty 105104.720947 = -40616672.777615 nChanged 89 Iteration 189Q (1651.966708 sec): 50 clusters Score: Raw -40721786.291645 + Penalty 105104.720947 = -40616681.570698 nChanged 82 Iteration 190Q (1658.642730 sec): 50 clusters Score: Raw -40721795.972633 + Penalty 105104.720947 = -40616691.251686 nChanged 88 Iteration 191Q (1665.348622 sec): 50 clusters Score: Raw -40721810.275513 + Penalty 105104.720947 = -40616705.554566 nChanged 101 Iteration 192Q (1671.405500 sec): 50 clusters Score: Raw -40721826.275204 + Penalty 105104.720947 = -40616721.554257 nChanged 107 Iteration 193Q (1678.439269 sec): 50 clusters Score: Raw -40721836.137321 + Penalty 105104.720947 = -40616731.416374 nChanged 88 Iteration 194Q (1684.841625 sec): 50 clusters Score: Raw -40721844.073791 + Penalty 105104.720947 = -40616739.352844 nChanged 107 Iteration 195Q (1691.478533 sec): 50 clusters Score: Raw -40721853.107266 + Penalty 105104.720947 = -40616748.386319 nChanged 113 Iteration 196Q (1698.106984 sec): 50 clusters Score: Raw -40721861.694970 + Penalty 105104.720947 = -40616756.974023 nChanged 124 Iteration 197Q (1704.550566 sec): 50 clusters Score: Raw -40721868.997754 + Penalty 105104.720947 = -40616764.276807 nChanged 97 Iteration 198Q (1711.591340 sec): 50 clusters Score: Raw -40721875.497849 + Penalty 105104.720947 = -40616770.776902 nChanged 95 Iteration 199Q (1717.977328 sec): 50 clusters Score: Raw -40721882.079411 + Penalty 105104.720947 = -40616777.358464 nChanged 100 Iteration 200F (1735.325848 sec): 50 clusters Score: Raw -40721888.860036 + Penalty 105104.720947 = -40616784.139089 nChanged 87 Iteration 201Q (1741.263884 sec): 50 clusters Score: Raw -40721893.560408 + Penalty 105104.720947 = -40616788.839461 nChanged 81 Iteration 202Q (1747.662186 sec): 50 clusters Score: Raw -40721898.164758 + Penalty 105104.720947 = -40616793.443811 nChanged 64 Iteration 203Q (1754.126690 sec): 50 clusters Score: Raw -40721902.755047 + Penalty 105104.720947 = -40616798.034100 nChanged 67 Iteration 204Q (1760.338593 sec): 50 clusters Score: Raw -40721908.434943 + Penalty 105104.720947 = -40616803.713996 nChanged 66 Iteration 205Q (1767.606452 sec): 50 clusters Score: Raw -40721913.152648 + Penalty 105104.720947 = -40616808.431701 nChanged 71 Iteration 206Q (1774.037441 sec): 50 clusters Score: Raw -40721917.463779 + Penalty 105104.720947 = -40616812.742832 nChanged 55 Iteration 207Q (1780.127141 sec): 50 clusters Score: Raw -40721921.411932 + Penalty 105104.720947 = -40616816.690985 nChanged 55 Iteration 208Q (1786.881162 sec): 50 clusters Score: Raw -40721924.851208 + Penalty 105104.720947 = -40616820.130261 nChanged 53 Iteration 209Q (1792.633468 sec): 50 clusters Score: Raw -40721928.174233 + Penalty 105104.720947 = -40616823.453286 nChanged 56 Iteration 210Q (1798.731671 sec): 50 clusters Score: Raw -40721930.549089 + Penalty 105104.720947 = -40616825.828142 nChanged 54 Iteration 211Q (1805.087038 sec): 50 clusters Score: Raw -40721932.565369 + Penalty 105104.720947 = -40616827.844422 nChanged 39 Iteration 212Q (1811.444747 sec): 50 clusters Score: Raw -40721934.109030 + Penalty 105104.720947 = -40616829.388083 nChanged 49 Iteration 213Q (1817.725938 sec): 50 clusters Score: Raw -40721936.252619 + Penalty 105104.720947 = -40616831.531672 nChanged 40 Iteration 214Q (1824.394718 sec): 50 clusters Score: Raw -40721937.594669 + Penalty 105104.720947 = -40616832.873722 nChanged 27 Iteration 215Q (1830.243811 sec): 50 clusters Score: Raw -40721938.780436 + Penalty 105104.720947 = -40616834.059489 nChanged 22 Iteration 216Q (1835.895989 sec): 50 clusters Score: Raw -40721939.948459 + Penalty 105104.720947 = -40616835.227512 nChanged 33 Iteration 217Q (1841.534238 sec): 50 clusters Score: Raw -40721941.950869 + Penalty 105104.720947 = -40616837.229922 nChanged 39 Iteration 218Q (1847.533447 sec): 50 clusters Score: Raw -40721945.342699 + Penalty 105104.720947 = -40616840.621752 nChanged 61 Writing temp clu file Because OldScore, -40616837.229922, is greater than current (better) Score,-40616840.621752 Won't try splitting - already at maximum number of clusters Iteration 219Q (1853.722889 sec): 50 clusters Score: Raw -40721948.889141 + Penalty 105104.720947 = -40616844.168194 nChanged 59 Iteration 220F (1870.965033 sec): 50 clusters Score: Raw -40721951.757092 + Penalty 105104.720947 = -40616847.036145 nChanged 57 Iteration 221Q (1877.650324 sec): 50 clusters Score: Raw -40721954.239852 + Penalty 105104.720947 = -40616849.518905 nChanged 58 Iteration 222Q (1884.352014 sec): 50 clusters Score: Raw -40721956.724500 + Penalty 105104.720947 = -40616852.003553 nChanged 46 Iteration 223Q (1890.708023 sec): 50 clusters Score: Raw -40721959.225388 + Penalty 105104.720947 = -40616854.504442 nChanged 44 Iteration 224Q (1897.085735 sec): 50 clusters Score: Raw -40721962.931083 + Penalty 105104.720947 = -40616858.210136 nChanged 47 Iteration 225Q (1903.323669 sec): 50 clusters Score: Raw -40721964.856978 + Penalty 105104.720947 = -40616860.136031 nChanged 36 Iteration 226Q (1909.470178 sec): 50 clusters Score: Raw -40721966.164239 + Penalty 105104.720947 = -40616861.443292 nChanged 31 Iteration 227Q (1916.085150 sec): 50 clusters Score: Raw -40721967.233060 + Penalty 105104.720947 = -40616862.512113 nChanged 23 Iteration 228Q (1922.307768 sec): 50 clusters Score: Raw -40721968.254589 + Penalty 105104.720947 = -40616863.533642 nChanged 29 Iteration 229Q (1928.616699 sec): 50 clusters Score: Raw -40721969.881019 + Penalty 105104.720947 = -40616865.160072 nChanged 33 Iteration 230Q (1935.397205 sec): 50 clusters Score: Raw -40721971.444443 + Penalty 105104.720947 = -40616866.723496 nChanged 37 Iteration 231Q (1941.573692 sec): 50 clusters Score: Raw -40721973.067723 + Penalty 105104.720947 = -40616868.346776 nChanged 32 Iteration 232Q (1948.009285 sec): 50 clusters Score: Raw -40721974.009686 + Penalty 105104.720947 = -40616869.288739 nChanged 22 Iteration 233Q (1954.437861 sec): 50 clusters Score: Raw -40721974.666372 + Penalty 105104.720947 = -40616869.945425 nChanged 26 Iteration 234Q (1960.534121 sec): 50 clusters Score: Raw -40721975.706876 + Penalty 105104.720947 = -40616870.985929 nChanged 26 Iteration 235Q (1966.675339 sec): 50 clusters Score: Raw -40721976.738273 + Penalty 105104.720947 = -40616872.017326 nChanged 32 Iteration 236Q (1972.663607 sec): 50 clusters Score: Raw -40721977.732935 + Penalty 105104.720947 = -40616873.011988 nChanged 25 Iteration 237Q (1979.175625 sec): 50 clusters Score: Raw -40721978.859864 + Penalty 105104.720947 = -40616874.138917 nChanged 36 Iteration 238Q (1985.757624 sec): 50 clusters Score: Raw -40721980.358402 + Penalty 105104.720947 = -40616875.637455 nChanged 36 Iteration 239Q (1992.095781 sec): 50 clusters Score: Raw -40721981.880917 + Penalty 105104.720947 = -40616877.159970 nChanged 26 Iteration 240F (2009.261238 sec): 50 clusters Score: Raw -40721982.993323 + Penalty 105104.720947 = -40616878.272376 nChanged 28 Iteration 241Q (2015.399214 sec): 50 clusters Score: Raw -40721984.439149 + Penalty 105104.720947 = -40616879.718202 nChanged 31 Iteration 242Q (2021.395337 sec): 50 clusters Score: Raw -40721985.660594 + Penalty 105104.720947 = -40616880.939647 nChanged 29 Iteration 243Q (2027.775081 sec): 50 clusters Score: Raw -40721986.726543 + Penalty 105104.720947 = -40616882.005596 nChanged 28 Iteration 244Q (2033.811903 sec): 50 clusters Score: Raw -40721987.847270 + Penalty 105104.720947 = -40616883.126323 nChanged 28 Iteration 245Q (2040.621739 sec): 50 clusters Score: Raw -40721989.315552 + Penalty 105104.720947 = -40616884.594605 nChanged 34 Iteration 246Q (2046.876826 sec): 50 clusters Score: Raw -40721990.655409 + Penalty 105104.720947 = -40616885.934462 nChanged 42 Iteration 247Q (2052.620354 sec): 50 clusters Score: Raw -40721992.499021 + Penalty 105104.720947 = -40616887.778074 nChanged 46 Iteration 248Q (2058.458252 sec): 50 clusters Score: Raw -40721994.652992 + Penalty 105104.720947 = -40616889.932045 nChanged 52 Iteration 249Q (2064.567506 sec): 50 clusters Score: Raw -40721996.637204 + Penalty 105104.720947 = -40616891.916257 nChanged 51 Iteration 250Q (2070.539060 sec): 50 clusters Score: Raw -40721998.574411 + Penalty 105104.720947 = -40616893.853464 nChanged 35 Iteration 251Q (2077.019466 sec): 50 clusters Score: Raw -40721999.935812 + Penalty 105104.720947 = -40616895.214865 nChanged 34 Iteration 252Q (2082.962779 sec): 50 clusters Score: Raw -40722001.521491 + Penalty 105104.720947 = -40616896.800544 nChanged 40 Iteration 253Q (2089.584946 sec): 50 clusters Score: Raw -40722003.202584 + Penalty 105104.720947 = -40616898.481637 nChanged 36 Iteration 254Q (2096.141512 sec): 50 clusters Score: Raw -40722004.641936 + Penalty 105104.720947 = -40616899.920989 nChanged 31 Iteration 255Q (2102.155566 sec): 50 clusters Score: Raw -40722005.913208 + Penalty 105104.720947 = -40616901.192261 nChanged 26 Iteration 256Q (2108.664038 sec): 50 clusters Score: Raw -40722007.139961 + Penalty 105104.720947 = -40616902.419014 nChanged 29 Iteration 257Q (2115.114282 sec): 50 clusters Score: Raw -40722008.500367 + Penalty 105104.720947 = -40616903.779420 nChanged 24 Iteration 258Q (2120.707498 sec): 50 clusters Score: Raw -40722009.461641 + Penalty 105104.720947 = -40616904.740694 nChanged 24 Writing temp clu file Because OldScore, -40616903.779420, is greater than current (better) Score,-40616904.740694 Won't try splitting - already at maximum number of clusters Iteration 259Q (2127.333300 sec): 50 clusters Score: Raw -40722010.328041 + Penalty 105104.720947 = -40616905.607094 nChanged 30 Iteration 260F (2144.513966 sec): 50 clusters Score: Raw -40722011.311012 + Penalty 105104.720947 = -40616906.590065 nChanged 26 Iteration 261Q (2150.897327 sec): 50 clusters Score: Raw -40722012.246799 + Penalty 105104.720947 = -40616907.525852 nChanged 31 Iteration 262Q (2157.209267 sec): 50 clusters Score: Raw -40722013.684692 + Penalty 105104.720947 = -40616908.963745 nChanged 31 Iteration 263Q (2163.555297 sec): 50 clusters Score: Raw -40722014.773518 + Penalty 105104.720947 = -40616910.052571 nChanged 33 Iteration 264Q (2170.202013 sec): 50 clusters Score: Raw -40722016.210163 + Penalty 105104.720947 = -40616911.489216 nChanged 44 Iteration 265Q (2176.220878 sec): 50 clusters Score: Raw -40722018.077947 + Penalty 105104.720947 = -40616913.357000 nChanged 48 Iteration 266Q (2182.414447 sec): 50 clusters Score: Raw -40722019.829456 + Penalty 105104.720947 = -40616915.108509 nChanged 57 Iteration 267Q (2188.824877 sec): 50 clusters Score: Raw -40722021.705958 + Penalty 105104.720947 = -40616916.985012 nChanged 50 Iteration 268Q (2195.166881 sec): 50 clusters Score: Raw -40722023.631009 + Penalty 105104.720947 = -40616918.910062 nChanged 53 Iteration 269Q (2201.114509 sec): 50 clusters Score: Raw -40722025.346200 + Penalty 105104.720947 = -40616920.625253 nChanged 42 Iteration 270Q (2206.922594 sec): 50 clusters Score: Raw -40722026.937998 + Penalty 105104.720947 = -40616922.217051 nChanged 51 Iteration 271Q (2212.827355 sec): 50 clusters Score: Raw -40722028.992885 + Penalty 105104.720947 = -40616924.271938 nChanged 44 Iteration 272Q (2219.568874 sec): 50 clusters Score: Raw -40722030.584020 + Penalty 105104.720947 = -40616925.863073 nChanged 38 Iteration 273Q (2225.676692 sec): 50 clusters Score: Raw -40722032.087516 + Penalty 105104.720947 = -40616927.366569 nChanged 35 Iteration 274Q (2231.858711 sec): 50 clusters Score: Raw -40722033.443737 + Penalty 105104.720947 = -40616928.722790 nChanged 46 Iteration 275Q (2238.295852 sec): 50 clusters Score: Raw -40722035.412711 + Penalty 105104.720947 = -40616930.691764 nChanged 53 Iteration 276Q (2244.471334 sec): 50 clusters Score: Raw -40722037.722850 + Penalty 105104.720947 = -40616933.001903 nChanged 54 Iteration 277Q (2250.327330 sec): 50 clusters Score: Raw -40722040.078302 + Penalty 105104.720947 = -40616935.357355 nChanged 52 Iteration 278Q (2256.798501 sec): 50 clusters Score: Raw -40722042.149266 + Penalty 105104.720947 = -40616937.428319 nChanged 39 Iteration 279Q (2262.381016 sec): 50 clusters Score: Raw -40722043.689484 + Penalty 105104.720947 = -40616938.968537 nChanged 48 Iteration 280F (2279.479631 sec): 50 clusters Score: Raw -40722045.607820 + Penalty 105104.720947 = -40616940.886873 nChanged 57 Iteration 281Q (2285.662424 sec): 50 clusters Score: Raw -40722048.472761 + Penalty 105104.720947 = -40616943.751814 nChanged 74 Iteration 282Q (2292.001995 sec): 50 clusters Score: Raw -40722051.806355 + Penalty 105104.720947 = -40616947.085408 nChanged 62 Iteration 283Q (2298.570315 sec): 50 clusters Score: Raw -40722054.396420 + Penalty 105104.720947 = -40616949.675473 nChanged 60 Iteration 284Q (2304.438206 sec): 50 clusters Score: Raw -40722057.683326 + Penalty 105104.720947 = -40616952.962379 nChanged 81 Iteration 285Q (2310.867217 sec): 50 clusters Score: Raw -40722062.009540 + Penalty 105104.720947 = -40616957.288593 nChanged 95 Iteration 286Q (2317.426668 sec): 50 clusters Score: Raw -40722066.943115 + Penalty 105104.720947 = -40616962.222168 nChanged 104 Iteration 287Q (2323.357445 sec): 50 clusters Score: Raw -40722071.959976 + Penalty 105104.720947 = -40616967.239029 nChanged 89 Iteration 288Q (2329.945968 sec): 50 clusters Score: Raw -40722077.370215 + Penalty 105104.720947 = -40616972.649268 nChanged 100 Iteration 289Q (2336.066008 sec): 50 clusters Score: Raw -40722084.658413 + Penalty 105104.720947 = -40616979.937466 nChanged 108 Iteration 290Q (2342.385353 sec): 50 clusters Score: Raw -40722093.475036 + Penalty 105104.720947 = -40616988.754089 nChanged 127 Iteration 291Q (2348.958452 sec): 50 clusters Score: Raw -40722101.931705 + Penalty 105104.720947 = -40616997.210758 nChanged 131 Iteration 292Q (2354.905582 sec): 50 clusters Score: Raw -40722111.297458 + Penalty 105104.720947 = -40617006.576511 nChanged 145 Iteration 293Q (2360.333752 sec): 50 clusters Score: Raw -40722122.148359 + Penalty 105104.720947 = -40617017.427412 nChanged 151 Iteration 294Q (2365.581879 sec): 50 clusters Score: Raw -40722133.270380 + Penalty 105104.720947 = -40617028.549433 nChanged 139 Iteration 295Q (2371.188064 sec): 50 clusters Score: Raw -40722142.226735 + Penalty 105104.720947 = -40617037.505788 nChanged 132 Iteration 296Q (2376.811917 sec): 50 clusters Score: Raw -40722149.667752 + Penalty 105104.720947 = -40617044.946805 nChanged 132 Iteration 297Q (2382.666573 sec): 50 clusters Score: Raw -40722157.665340 + Penalty 105104.720947 = -40617052.944393 nChanged 127 Iteration 298Q (2388.936917 sec): 50 clusters Score: Raw -40722164.855186 + Penalty 105104.720947 = -40617060.134239 nChanged 131 Writing temp clu file Because OldScore, -40617052.944393, is greater than current (better) Score,-40617060.134239 Won't try splitting - already at maximum number of clusters Iteration 299Q (2395.551271 sec): 50 clusters Score: Raw -40722172.072890 + Penalty 105104.720947 = -40617067.351943 nChanged 121 Iteration 300F (2412.670382 sec): 50 clusters Score: Raw -40722178.575553 + Penalty 105104.720947 = -40617073.854606 nChanged 125 Iteration 301Q (2419.028331 sec): 50 clusters Score: Raw -40722186.091152 + Penalty 105104.720947 = -40617081.370205 nChanged 131 Iteration 302Q (2424.896004 sec): 50 clusters Score: Raw -40722193.896603 + Penalty 105104.720947 = -40617089.175656 nChanged 123 Iteration 303Q (2431.433092 sec): 50 clusters Score: Raw -40722200.733160 + Penalty 105104.720947 = -40617096.012213 nChanged 115 Iteration 304Q (2437.576598 sec): 50 clusters Score: Raw -40722207.856097 + Penalty 105104.720947 = -40617103.135150 nChanged 131 Iteration 305Q (2443.934475 sec): 50 clusters Score: Raw -40722215.753896 + Penalty 105104.720947 = -40617111.032949 nChanged 129 Iteration 306Q (2450.156963 sec): 50 clusters Score: Raw -40722224.069991 + Penalty 105104.720947 = -40617119.349044 nChanged 127 Iteration 307Q (2455.994060 sec): 50 clusters Score: Raw -40722231.307627 + Penalty 105104.720947 = -40617126.586680 nChanged 119 Iteration 308Q (2462.531796 sec): 50 clusters Score: Raw -40722238.278858 + Penalty 105104.720947 = -40617133.557911 nChanged 126 Iteration 309Q (2469.165811 sec): 50 clusters Score: Raw -40722246.036829 + Penalty 105104.720947 = -40617141.315882 nChanged 146 Iteration 310Q (2474.886511 sec): 50 clusters Score: Raw -40722254.426560 + Penalty 105104.720947 = -40617149.705613 nChanged 146 Iteration 311Q (2480.656530 sec): 50 clusters Score: Raw -40722264.343407 + Penalty 105104.720947 = -40617159.622460 nChanged 155 Iteration 312Q (2487.337319 sec): 50 clusters Score: Raw -40722274.622970 + Penalty 105104.720947 = -40617169.902023 nChanged 154 Iteration 313Q (2493.373505 sec): 50 clusters Score: Raw -40722285.471583 + Penalty 105104.720947 = -40617180.750636 nChanged 185 Iteration 314Q (2499.861553 sec): 50 clusters Score: Raw -40722298.609179 + Penalty 105104.720947 = -40617193.888232 nChanged 169 Iteration 315Q (2506.213631 sec): 50 clusters Score: Raw -40722310.188059 + Penalty 105104.720947 = -40617205.467112 nChanged 159 Iteration 316Q (2512.336569 sec): 50 clusters Score: Raw -40722322.277627 + Penalty 105104.720947 = -40617217.556680 nChanged 174 Iteration 317Q (2518.862114 sec): 50 clusters Score: Raw -40722335.474360 + Penalty 105104.720947 = -40617230.753413 nChanged 164 Iteration 318Q (2525.383712 sec): 50 clusters Score: Raw -40722347.829532 + Penalty 105104.720947 = -40617243.108585 nChanged 178 Iteration 319Q (2531.361001 sec): 50 clusters Score: Raw -40722360.440182 + Penalty 105104.720947 = -40617255.719235 nChanged 174 Iteration 320F (2548.627254 sec): 50 clusters Score: Raw -40722372.702619 + Penalty 105104.720947 = -40617267.981672 nChanged 156 Iteration 321Q (2554.563485 sec): 50 clusters Score: Raw -40722383.002528 + Penalty 105104.720947 = -40617278.281581 nChanged 147 Iteration 322Q (2560.881843 sec): 50 clusters Score: Raw -40722391.933484 + Penalty 105104.720947 = -40617287.212537 nChanged 141 Iteration 323Q (2567.644565 sec): 50 clusters Score: Raw -40722401.490012 + Penalty 105104.720947 = -40617296.769065 nChanged 146 Iteration 324Q (2573.385149 sec): 50 clusters Score: Raw -40722411.086014 + Penalty 105104.720947 = -40617306.365067 nChanged 140 Iteration 325Q (2579.978970 sec): 50 clusters Score: Raw -40722419.871738 + Penalty 105104.720947 = -40617315.150791 nChanged 147 Iteration 326Q (2586.118067 sec): 50 clusters Score: Raw -40722430.039827 + Penalty 105104.720947 = -40617325.318880 nChanged 157 Iteration 327Q (2592.772997 sec): 50 clusters Score: Raw -40722440.821513 + Penalty 105104.720947 = -40617336.100566 nChanged 163 Iteration 328Q (2599.369784 sec): 50 clusters Score: Raw -40722453.307622 + Penalty 105104.720947 = -40617348.586675 nChanged 177 Iteration 329Q (2605.658321 sec): 50 clusters Score: Raw -40722463.981934 + Penalty 105104.720947 = -40617359.260987 nChanged 158 Iteration 330Q (2611.891048 sec): 50 clusters Score: Raw -40722475.485903 + Penalty 105104.720947 = -40617370.764956 nChanged 167 Iteration 331Q (2618.205999 sec): 50 clusters Score: Raw -40722487.496186 + Penalty 105104.720947 = -40617382.775239 nChanged 161 Iteration 332Q (2624.443668 sec): 50 clusters Score: Raw -40722498.900766 + Penalty 105104.720947 = -40617394.179819 nChanged 160 Iteration 333Q (2630.638630 sec): 50 clusters Score: Raw -40722510.378298 + Penalty 105104.720947 = -40617405.657351 nChanged 152 Iteration 334Q (2636.319232 sec): 50 clusters Score: Raw -40722521.685434 + Penalty 105104.720947 = -40617416.964487 nChanged 149 Iteration 335Q (2641.743881 sec): 50 clusters Score: Raw -40722534.173497 + Penalty 105104.720947 = -40617429.452550 nChanged 182 Iteration 336Q (2648.194143 sec): 50 clusters Score: Raw -40722549.764098 + Penalty 105104.720947 = -40617445.043152 nChanged 183 Iteration 337Q (2654.452051 sec): 50 clusters Score: Raw -40722566.419986 + Penalty 105104.720947 = -40617461.699039 nChanged 174 Iteration 338Q (2660.126995 sec): 50 clusters Score: Raw -40722584.962343 + Penalty 105104.720947 = -40617480.241396 nChanged 183 Writing temp clu file Because OldScore, -40617461.699039, is greater than current (better) Score,-40617480.241396 Won't try splitting - already at maximum number of clusters Iteration 339Q (2666.466567 sec): 50 clusters Score: Raw -40722598.538667 + Penalty 105104.720947 = -40617493.817720 nChanged 175 Iteration 340F (2683.621865 sec): 50 clusters Score: Raw -40722611.834447 + Penalty 105104.720947 = -40617507.113500 nChanged 183 Iteration 341Q (2689.522453 sec): 50 clusters Score: Raw -40722627.992725 + Penalty 105104.720947 = -40617523.271778 nChanged 189 Iteration 342Q (2695.611494 sec): 50 clusters Score: Raw -40722642.491598 + Penalty 105104.720947 = -40617537.770651 nChanged 172 Iteration 343Q (2701.527826 sec): 50 clusters Score: Raw -40722655.881998 + Penalty 105104.720947 = -40617551.161051 nChanged 162 Iteration 344Q (2707.819627 sec): 50 clusters Score: Raw -40722667.332734 + Penalty 105104.720947 = -40617562.611787 nChanged 168 Iteration 345Q (2713.471997 sec): 50 clusters Score: Raw -40722679.727767 + Penalty 105104.720947 = -40617575.006820 nChanged 162 Iteration 346Q (2719.032620 sec): 50 clusters Score: Raw -40722688.901633 + Penalty 105104.720947 = -40617584.180686 nChanged 147 Iteration 347Q (2725.188351 sec): 50 clusters Score: Raw -40722698.060685 + Penalty 105104.720947 = -40617593.339738 nChanged 170 Iteration 348Q (2731.362915 sec): 50 clusters Score: Raw -40722708.819262 + Penalty 105104.720947 = -40617604.098315 nChanged 158 Iteration 349Q (2737.105770 sec): 50 clusters Score: Raw -40722720.891443 + Penalty 105104.720947 = -40617616.170496 nChanged 169 Iteration 350Q (2743.679351 sec): 50 clusters Score: Raw -40722734.301031 + Penalty 105104.720947 = -40617629.580084 nChanged 172 Iteration 351Q (2750.150078 sec): 50 clusters Score: Raw -40722748.438375 + Penalty 105104.720947 = -40617643.717428 nChanged 165 Iteration 352Q (2756.233114 sec): 50 clusters Score: Raw -40722760.953948 + Penalty 105104.720947 = -40617656.233001 nChanged 164 Iteration 353Q (2762.384747 sec): 50 clusters Score: Raw -40722774.610257 + Penalty 105104.720947 = -40617669.889310 nChanged 176 Iteration 354Q (2768.354137 sec): 50 clusters Score: Raw -40722789.620085 + Penalty 105104.720947 = -40617684.899138 nChanged 176 Iteration 355Q (2774.772653 sec): 50 clusters Score: Raw -40722804.228405 + Penalty 105104.720947 = -40617699.507458 nChanged 166 Iteration 356Q (2781.212103 sec): 50 clusters Score: Raw -40722817.577034 + Penalty 105104.720947 = -40617712.856087 nChanged 180 Iteration 357Q (2787.804493 sec): 50 clusters Score: Raw -40722831.090688 + Penalty 105104.720947 = -40617726.369741 nChanged 160 Iteration 358Q (2794.397329 sec): 50 clusters Score: Raw -40722842.465134 + Penalty 105104.720947 = -40617737.744187 nChanged 155 Iteration 359Q (2800.898525 sec): 50 clusters Score: Raw -40722853.564516 + Penalty 105104.720947 = -40617748.843569 nChanged 156 Iteration 360F (2818.171725 sec): 50 clusters Score: Raw -40722863.499889 + Penalty 105104.720947 = -40617758.778942 nChanged 147 Iteration 361Q (2824.359259 sec): 50 clusters Score: Raw -40722872.963792 + Penalty 105104.720947 = -40617768.242845 nChanged 122 Iteration 362Q (2830.580588 sec): 50 clusters Score: Raw -40722882.522165 + Penalty 105104.720947 = -40617777.801218 nChanged 120 Iteration 363Q (2837.050295 sec): 50 clusters Score: Raw -40722892.030781 + Penalty 105104.720947 = -40617787.309834 nChanged 126 Iteration 364Q (2843.352652 sec): 50 clusters Score: Raw -40722902.342298 + Penalty 105104.720947 = -40617797.621351 nChanged 127 Iteration 365Q (2849.940876 sec): 50 clusters Score: Raw -40722911.412650 + Penalty 105104.720947 = -40617806.691703 nChanged 109 Iteration 366Q (2856.821638 sec): 50 clusters Score: Raw -40722917.748880 + Penalty 105104.720947 = -40617813.027933 nChanged 85 Iteration 367Q (2863.192407 sec): 50 clusters Score: Raw -40722924.413482 + Penalty 105104.720947 = -40617819.692535 nChanged 86 Iteration 368Q (2869.550993 sec): 50 clusters Score: Raw -40722929.837575 + Penalty 105104.720947 = -40617825.116629 nChanged 78 Iteration 369Q (2876.288541 sec): 50 clusters Score: Raw -40722935.669796 + Penalty 105104.720947 = -40617830.948849 nChanged 77 Iteration 370Q (2882.029221 sec): 50 clusters Score: Raw -40722939.865800 + Penalty 105104.720947 = -40617835.144853 nChanged 75 Iteration 371Q (2887.904058 sec): 50 clusters Score: Raw -40722944.642887 + Penalty 105104.720947 = -40617839.921940 nChanged 82 Iteration 372Q (2893.962078 sec): 50 clusters Score: Raw -40722949.424418 + Penalty 105104.720947 = -40617844.703471 nChanged 73 Iteration 373Q (2900.073782 sec): 50 clusters Score: Raw -40722954.205057 + Penalty 105104.720947 = -40617849.484110 nChanged 74 Iteration 374Q (2906.389514 sec): 50 clusters Score: Raw -40722957.799907 + Penalty 105104.720947 = -40617853.078960 nChanged 56 Iteration 375Q (2912.312781 sec): 50 clusters Score: Raw -40722960.897326 + Penalty 105104.720947 = -40617856.176380 nChanged 46 Iteration 376Q (2918.667298 sec): 50 clusters Score: Raw -40722962.868851 + Penalty 105104.720947 = -40617858.147904 nChanged 33 Iteration 377Q (2925.023658 sec): 50 clusters Score: Raw -40722964.352636 + Penalty 105104.720947 = -40617859.631689 nChanged 44 Iteration 378Q (2931.225563 sec): 50 clusters Score: Raw -40722966.056949 + Penalty 105104.720947 = -40617861.336002 nChanged 38 Writing temp clu file Because OldScore, -40617859.631689, is greater than current (better) Score,-40617861.336002 Won't try splitting - already at maximum number of clusters Iteration 379Q (2937.453548 sec): 50 clusters Score: Raw -40722967.693353 + Penalty 105104.720947 = -40617862.972406 nChanged 41 Iteration 380F (2954.622833 sec): 50 clusters Score: Raw -40722969.974851 + Penalty 105104.720947 = -40617865.253905 nChanged 43 Iteration 381Q (2961.124610 sec): 50 clusters Score: Raw -40722972.038290 + Penalty 105104.720947 = -40617867.317343 nChanged 32 Iteration 382Q (2967.423882 sec): 50 clusters Score: Raw -40722973.591957 + Penalty 105104.720947 = -40617868.871010 nChanged 31 Iteration 383Q (2973.582859 sec): 50 clusters Score: Raw -40722975.509033 + Penalty 105104.720947 = -40617870.788086 nChanged 37 Iteration 384Q (2980.074226 sec): 50 clusters Score: Raw -40722978.166160 + Penalty 105104.720947 = -40617873.445213 nChanged 35 Iteration 385Q (2986.049282 sec): 50 clusters Score: Raw -40722980.715421 + Penalty 105104.720947 = -40617875.994474 nChanged 36 Iteration 386Q (2992.425613 sec): 50 clusters Score: Raw -40722983.492164 + Penalty 105104.720947 = -40617878.771217 nChanged 59 Iteration 387Q (2998.596909 sec): 50 clusters Score: Raw -40722987.536799 + Penalty 105104.720947 = -40617882.815852 nChanged 67 Iteration 388Q (3004.407251 sec): 50 clusters Score: Raw -40722992.292488 + Penalty 105104.720947 = -40617887.571541 nChanged 67 Iteration 389Q (3010.422361 sec): 50 clusters Score: Raw -40722995.742123 + Penalty 105104.720947 = -40617891.021176 nChanged 67 Iteration 390Q (3017.154357 sec): 50 clusters Score: Raw -40722999.623273 + Penalty 105104.720947 = -40617894.902326 nChanged 70 Iteration 391Q (3023.354171 sec): 50 clusters Score: Raw -40723003.568693 + Penalty 105104.720947 = -40617898.847746 nChanged 84 Iteration 392Q (3029.782417 sec): 50 clusters Score: Raw -40723008.777132 + Penalty 105104.720947 = -40617904.056185 nChanged 79 Iteration 393Q (3036.236542 sec): 50 clusters Score: Raw -40723014.217084 + Penalty 105104.720947 = -40617909.496137 nChanged 82 Iteration 394Q (3042.221699 sec): 50 clusters Score: Raw -40723020.011981 + Penalty 105104.720947 = -40617915.291034 nChanged 80 Iteration 395Q (3048.841295 sec): 50 clusters Score: Raw -40723024.681710 + Penalty 105104.720947 = -40617919.960763 nChanged 68 Iteration 396Q (3055.343785 sec): 50 clusters Score: Raw -40723028.062739 + Penalty 105104.720947 = -40617923.341792 nChanged 63 Iteration 397Q (3061.812527 sec): 50 clusters Score: Raw -40723030.554533 + Penalty 105104.720947 = -40617925.833586 nChanged 45 Iteration 398Q (3068.551404 sec): 50 clusters Score: Raw -40723032.307777 + Penalty 105104.720947 = -40617927.586830 nChanged 34 Iteration 399Q (3074.741906 sec): 50 clusters Score: Raw -40723033.690160 + Penalty 105104.720947 = -40617928.969214 nChanged 31 Iteration 400F (3091.926136 sec): 50 clusters Score: Raw -40723035.692124 + Penalty 105104.720947 = -40617930.971177 nChanged 28 Iteration 401Q (3098.114255 sec): 50 clusters Score: Raw -40723037.423736 + Penalty 105104.720947 = -40617932.702790 nChanged 32 Iteration 402Q (3104.553999 sec): 50 clusters Score: Raw -40723039.356224 + Penalty 105104.720947 = -40617934.635277 nChanged 38 Iteration 403Q (3110.472283 sec): 50 clusters Score: Raw -40723041.674001 + Penalty 105104.720947 = -40617936.953054 nChanged 37 Iteration 404Q (3116.338278 sec): 50 clusters Score: Raw -40723043.835478 + Penalty 105104.720947 = -40617939.114531 nChanged 39 Iteration 405Q (3122.439616 sec): 50 clusters Score: Raw -40723046.937255 + Penalty 105104.720947 = -40617942.216308 nChanged 55 Iteration 406Q (3128.751290 sec): 50 clusters Score: Raw -40723050.621245 + Penalty 105104.720947 = -40617945.900298 nChanged 42 Iteration 407Q (3134.981122 sec): 50 clusters Score: Raw -40723053.984425 + Penalty 105104.720947 = -40617949.263478 nChanged 55 Iteration 408Q (3141.625711 sec): 50 clusters Score: Raw -40723057.287022 + Penalty 105104.720947 = -40617952.566075 nChanged 45 Iteration 409Q (3147.705550 sec): 50 clusters Score: Raw -40723059.551692 + Penalty 105104.720947 = -40617954.830745 nChanged 40 Iteration 410Q (3153.920955 sec): 50 clusters Score: Raw -40723062.103340 + Penalty 105104.720947 = -40617957.382393 nChanged 42 Iteration 411Q (3160.332658 sec): 50 clusters Score: Raw -40723064.860514 + Penalty 105104.720947 = -40617960.139567 nChanged 51 Iteration 412Q (3166.427989 sec): 50 clusters Score: Raw -40723067.213543 + Penalty 105104.720947 = -40617962.492596 nChanged 38 Iteration 413Q (3172.675849 sec): 50 clusters Score: Raw -40723070.050640 + Penalty 105104.720947 = -40617965.329693 nChanged 37 Iteration 414Q (3178.993545 sec): 50 clusters Score: Raw -40723074.114669 + Penalty 105104.720947 = -40617969.393723 nChanged 48 Iteration 415Q (3185.122148 sec): 50 clusters Score: Raw -40723078.765214 + Penalty 105104.720947 = -40617974.044267 nChanged 50 Iteration 416Q (3191.328946 sec): 50 clusters Score: Raw -40723082.839122 + Penalty 105104.720947 = -40617978.118175 nChanged 51 Iteration 417Q (3197.785527 sec): 50 clusters Score: Raw -40723086.798327 + Penalty 105104.720947 = -40617982.077380 nChanged 57 Iteration 418Q (3204.126790 sec): 50 clusters Score: Raw -40723091.487676 + Penalty 105104.720947 = -40617986.766729 nChanged 59 Writing temp clu file Because OldScore, -40617982.077380, is greater than current (better) Score,-40617986.766729 Won't try splitting - already at maximum number of clusters Iteration 419Q (3210.717534 sec): 50 clusters Score: Raw -40723097.518077 + Penalty 105104.720947 = -40617992.797130 nChanged 71 Iteration 420F (3227.971211 sec): 50 clusters Score: Raw -40723105.340866 + Penalty 105104.720947 = -40618000.619919 nChanged 75 Iteration 421Q (3234.493783 sec): 50 clusters Score: Raw -40723111.869723 + Penalty 105104.720947 = -40618007.148776 nChanged 67 Iteration 422Q (3240.996930 sec): 50 clusters Score: Raw -40723116.896579 + Penalty 105104.720947 = -40618012.175632 nChanged 66 Iteration 423Q (3246.895864 sec): 50 clusters Score: Raw -40723121.442846 + Penalty 105104.720947 = -40618016.721899 nChanged 54 Iteration 424Q (3252.540760 sec): 50 clusters Score: Raw -40723124.259306 + Penalty 105104.720947 = -40618019.538359 nChanged 45 Iteration 425Q (3258.364926 sec): 50 clusters Score: Raw -40723125.923162 + Penalty 105104.720947 = -40618021.202215 nChanged 39 Iteration 426Q (3264.301523 sec): 50 clusters Score: Raw -40723127.858746 + Penalty 105104.720947 = -40618023.137799 nChanged 41 Iteration 427Q (3271.098899 sec): 50 clusters Score: Raw -40723130.569698 + Penalty 105104.720947 = -40618025.848751 nChanged 37 Iteration 428Q (3277.549664 sec): 50 clusters Score: Raw -40723132.531190 + Penalty 105104.720947 = -40618027.810243 nChanged 41 Iteration 429Q (3283.609711 sec): 50 clusters Score: Raw -40723134.530168 + Penalty 105104.720947 = -40618029.809221 nChanged 39 Iteration 430Q (3290.036128 sec): 50 clusters Score: Raw -40723136.136655 + Penalty 105104.720947 = -40618031.415708 nChanged 35 Iteration 431Q (3296.184923 sec): 50 clusters Score: Raw -40723137.658125 + Penalty 105104.720947 = -40618032.937178 nChanged 22 Iteration 432Q (3301.865371 sec): 50 clusters Score: Raw -40723138.740727 + Penalty 105104.720947 = -40618034.019780 nChanged 17 Iteration 433Q (3308.252581 sec): 50 clusters Score: Raw -40723139.280973 + Penalty 105104.720947 = -40618034.560026 nChanged 14 Iteration 434Q (3313.625225 sec): 50 clusters Score: Raw -40723139.647115 + Penalty 105104.720947 = -40618034.926168 nChanged 6 Iteration 435Q (3319.426138 sec): 50 clusters Score: Raw -40723139.837416 + Penalty 105104.720947 = -40618035.116469 nChanged 3 Iteration 436Q (3325.596815 sec): 50 clusters Score: Raw -40723139.924076 + Penalty 105104.720947 = -40618035.203129 nChanged 2 Iteration 437Q (3331.013591 sec): 50 clusters Score: Raw -40723139.999720 + Penalty 105104.720947 = -40618035.278773 nChanged 2 Iteration 438Q (3337.573526 sec): 50 clusters Score: Raw -40723140.062117 + Penalty 105104.720947 = -40618035.341170 nChanged 5 Iteration 439Q (3343.437390 sec): 50 clusters Score: Raw -40723140.344484 + Penalty 105104.720947 = -40618035.623537 nChanged 9 Iteration 440F (3360.619709 sec): 50 clusters Score: Raw -40723140.641496 + Penalty 105104.720947 = -40618035.920549 nChanged 13 Iteration 441Q (3366.428357 sec): 50 clusters Score: Raw -40723141.028425 + Penalty 105104.720947 = -40618036.307478 nChanged 11 Iteration 442Q (3373.016898 sec): 50 clusters Score: Raw -40723141.350526 + Penalty 105104.720947 = -40618036.629579 nChanged 11 Iteration 443Q (3379.171238 sec): 50 clusters Score: Raw -40723141.703601 + Penalty 105104.720947 = -40618036.982654 nChanged 11 Iteration 444Q (3385.416744 sec): 50 clusters Score: Raw -40723142.019421 + Penalty 105104.720947 = -40618037.298474 nChanged 7 Iteration 445Q (3391.991078 sec): 50 clusters Score: Raw -40723142.195058 + Penalty 105104.720947 = -40618037.474112 nChanged 6 Iteration 446Q (3398.255989 sec): 50 clusters Score: Raw -40723142.380511 + Penalty 105104.720947 = -40618037.659564 nChanged 6 Iteration 447Q (3404.737664 sec): 50 clusters Score: Raw -40723142.576527 + Penalty 105104.720947 = -40618037.855580 nChanged 3 Iteration 448Q (3411.354179 sec): 50 clusters Score: Raw -40723142.629619 + Penalty 105104.720947 = -40618037.908672 nChanged 3 Iteration 449Q (3416.917669 sec): 50 clusters Score: Raw -40723142.674813 + Penalty 105104.720947 = -40618037.953866 nChanged 1 Iteration 450Q (3422.836777 sec): 50 clusters Score: Raw -40723142.736873 + Penalty 105104.720947 = -40618038.015927 nChanged 1 Iteration 451Q (3428.351888 sec): 50 clusters Score: Raw -40723142.772062 + Penalty 105104.720947 = -40618038.051115 nChanged 2 Iteration 452Q (3435.073787 sec): 50 clusters Score: Raw -40723142.880710 + Penalty 105104.720947 = -40618038.159763 nChanged 3 Iteration 453Q (3441.644114 sec): 50 clusters Score: Raw -40723143.023635 + Penalty 105104.720947 = -40618038.302688 nChanged 6 Iteration 454Q (3447.932649 sec): 50 clusters Score: Raw -40723143.311293 + Penalty 105104.720947 = -40618038.590346 nChanged 4 Iteration 455Q (3454.725265 sec): 50 clusters Score: Raw -40723143.457182 + Penalty 105104.720947 = -40618038.736235 nChanged 1 Iteration 456Q (3461.253621 sec): 50 clusters Score: Raw -40723143.475803 + Penalty 105104.720947 = -40618038.754856 nChanged 0 Iteration 457F (3478.424338 sec): 50 clusters Score: Raw -40723143.475803 + Penalty 105104.720947 = -40618038.754856 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3471.715266 seconds. 20->50 Clusters: Score -40618038.754856, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 540346 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 7 (1332 points): Lose 248.106255 but Gain 2144.994305 Iteration 0F (3485.826446 sec): 20 clusters Score: Raw -34081754.565377 + Penalty 40754.891796 = -34040999.673581 nChanged 511587 Iteration 1F (3492.724661 sec): 20 clusters Score: Raw -38646607.199227 + Penalty 40754.891796 = -38605852.307431 nChanged 173149 Iteration 2F (3499.609107 sec): 20 clusters Score: Raw -39290760.939169 + Penalty 40754.891796 = -39250006.047374 nChanged 64686 Iteration 3F (3506.519423 sec): 20 clusters Score: Raw -39570183.372254 + Penalty 40754.891796 = -39529428.480458 nChanged 64323 Iteration 4F (3513.380476 sec): 20 clusters Score: Raw -39775701.182712 + Penalty 40754.891796 = -39734946.290917 nChanged 65679 Iteration 5F (3520.226146 sec): 20 clusters Score: Raw -39948265.300744 + Penalty 40754.891796 = -39907510.408948 nChanged 48424 Iteration 6F (3527.127634 sec): 20 clusters Score: Raw -40046826.951896 + Penalty 40754.891796 = -40006072.060100 nChanged 34254 Iteration 7F (3534.001063 sec): 20 clusters Score: Raw -40103334.313545 + Penalty 40754.891796 = -40062579.421749 nChanged 28799 Iteration 8F (3540.864929 sec): 20 clusters Score: Raw -40150205.158521 + Penalty 40754.891796 = -40109450.266725 nChanged 27122 Iteration 9F (3547.649118 sec): 20 clusters Score: Raw -40182550.768452 + Penalty 40754.891796 = -40141795.876656 nChanged 23706 Iteration 10Q (3550.689356 sec): 20 clusters Score: Raw -40207180.705684 + Penalty 40754.891796 = -40166425.813889 nChanged 21327 Iteration 11Q (3553.514632 sec): 20 clusters Score: Raw -40227761.941396 + Penalty 40754.891796 = -40187007.049601 nChanged 19051 Iteration 12Q (3556.447401 sec): 20 clusters Score: Raw -40244188.273697 + Penalty 40754.891796 = -40203433.381902 nChanged 17311 Iteration 13Q (3559.539636 sec): 20 clusters Score: Raw -40258481.316853 + Penalty 40754.891796 = -40217726.425057 nChanged 15952 Iteration 14Q (3562.640380 sec): 20 clusters Score: Raw -40270702.470257 + Penalty 40754.891796 = -40229947.578461 nChanged 14490 Iteration 15Q (3565.625971 sec): 20 clusters Score: Raw -40280857.529127 + Penalty 40754.891796 = -40240102.637331 nChanged 13361 Iteration 16Q (3568.678131 sec): 20 clusters Score: Raw -40289786.189337 + Penalty 40754.891796 = -40249031.297542 nChanged 12310 Iteration 17Q (3571.773327 sec): 20 clusters Score: Raw -40298708.442251 + Penalty 40754.891796 = -40257953.550456 nChanged 11547 Iteration 18Q (3574.740574 sec): 20 clusters Score: Raw -40308407.248605 + Penalty 40754.891796 = -40267652.356809 nChanged 11715 Iteration 19Q (3577.875071 sec): 20 clusters Score: Raw -40322129.734719 + Penalty 40754.891796 = -40281374.842923 nChanged 11675 Writing temp clu file Because OldScore, -40267652.356809, is greater than current (better) Score,-40281374.842923 Compute initial score before splitting: Score: Raw -40322129.734719 + Penalty 40754.891796 = -40281374.842923 Trying to split cluster 1 (42264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3578.151668 sec): 2 clusters Score: Raw -3361146.534189 + Penalty 1730.899778 = -3359415.634411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3578.261854 sec): 3 clusters Score: Raw -3334543.759121 + Penalty 3461.799555 = -3331081.959566 nChanged 19940 SP:Iteration 1F (3578.381587 sec): 3 clusters Score: Raw -3347183.093398 + Penalty 3461.799555 = -3343721.293843 nChanged 3068 SP:Iteration 2F (3578.507128 sec): 3 clusters Score: Raw -3350074.488541 + Penalty 3461.799555 = -3346612.688986 nChanged 3890 SP:Iteration 3F (3578.628453 sec): 3 clusters Score: Raw -3353986.956949 + Penalty 3461.799555 = -3350525.157394 nChanged 4185 SP:Iteration 4F (3578.747373 sec): 3 clusters Score: Raw -3358110.437407 + Penalty 3461.799555 = -3354648.637852 nChanged 3580 SP:Iteration 5F (3578.872038 sec): 3 clusters Score: Raw -3361059.815114 + Penalty 3461.799555 = -3357598.015558 nChanged 2433 SP:Iteration 6F (3578.994509 sec): 3 clusters Score: Raw -3362657.497220 + Penalty 3461.799555 = -3359195.697665 nChanged 1515 SP:Iteration 7Q (3579.118404 sec): 3 clusters Score: Raw -3363515.524106 + Penalty 3461.799555 = -3360053.724551 nChanged 1062 SP:Iteration 8Q (3579.235164 sec): 3 clusters Score: Raw -3364020.865690 + Penalty 3461.799555 = -3360559.066135 nChanged 821 SP:Iteration 9Q (3579.354959 sec): 3 clusters Score: Raw -3364397.482119 + Penalty 3461.799555 = -3360935.682564 nChanged 678 SP:Iteration 10Q (3579.474752 sec): 3 clusters Score: Raw -3364686.400203 + Penalty 3461.799555 = -3361224.600648 nChanged 569 SP:Iteration 11Q (3579.594173 sec): 3 clusters Score: Raw -3364914.182282 + Penalty 3461.799555 = -3361452.382727 nChanged 525 SP:Iteration 12Q (3579.707673 sec): 3 clusters Score: Raw -3365109.679093 + Penalty 3461.799555 = -3361647.879538 nChanged 477 SP:Iteration 13Q (3579.822558 sec): 3 clusters Score: Raw -3365270.151425 + Penalty 3461.799555 = -3361808.351870 nChanged 413 SP:Iteration 14Q (3579.934347 sec): 3 clusters Score: Raw -3365391.209878 + Penalty 3461.799555 = -3361929.410323 nChanged 345 SP:Iteration 15Q (3580.042503 sec): 3 clusters Score: Raw -3365490.779421 + Penalty 3461.799555 = -3362028.979866 nChanged 299 SP:Iteration 16Q (3580.153392 sec): 3 clusters Score: Raw -3365569.145568 + Penalty 3461.799555 = -3362107.346013 nChanged 225 SP:Iteration 17Q (3580.271283 sec): 3 clusters Score: Raw -3365614.278322 + Penalty 3461.799555 = -3362152.478767 nChanged 195 SP:Iteration 18Q (3580.399245 sec): 3 clusters Score: Raw -3365646.958903 + Penalty 3461.799555 = -3362185.159348 nChanged 166 SP:Iteration 19Q (3580.513860 sec): 3 clusters Score: Raw -3365674.829984 + Penalty 3461.799555 = -3362213.030429 nChanged 162 SP:Iteration 20F (3580.625429 sec): 3 clusters Score: Raw -3365710.984752 + Penalty 3461.799555 = -3362249.185197 nChanged 146 SP:Iteration 21Q (3580.751989 sec): 3 clusters Score: Raw -3365734.192094 + Penalty 3461.799555 = -3362272.392539 nChanged 131 SP:Iteration 22Q (3580.862876 sec): 3 clusters Score: Raw -3365753.543821 + Penalty 3461.799555 = -3362291.744266 nChanged 113 SP:Iteration 23Q (3580.986571 sec): 3 clusters Score: Raw -3365772.637611 + Penalty 3461.799555 = -3362310.838056 nChanged 127 SP:Iteration 24Q (3581.096169 sec): 3 clusters Score: Raw -3365790.905567 + Penalty 3461.799555 = -3362329.106011 nChanged 118 SP:Iteration 25Q (3581.208796 sec): 3 clusters Score: Raw -3365807.619382 + Penalty 3461.799555 = -3362345.819826 nChanged 115 SP:Iteration 26Q (3581.327543 sec): 3 clusters Score: Raw -3365821.570438 + Penalty 3461.799555 = -3362359.770883 nChanged 99 SP:Iteration 27Q (3581.443692 sec): 3 clusters Score: Raw -3365833.103474 + Penalty 3461.799555 = -3362371.303919 nChanged 97 SP:Iteration 28Q (3581.551155 sec): 3 clusters Score: Raw -3365846.853421 + Penalty 3461.799555 = -3362385.053866 nChanged 88 SP:Iteration 29Q (3581.680193 sec): 3 clusters Score: Raw -3365859.637801 + Penalty 3461.799555 = -3362397.838246 nChanged 71 SP:Iteration 30Q (3581.796597 sec): 3 clusters Score: Raw -3365871.439319 + Penalty 3461.799555 = -3362409.639764 nChanged 89 SP:Iteration 31Q (3581.907669 sec): 3 clusters Score: Raw -3365884.786839 + Penalty 3461.799555 = -3362422.987284 nChanged 84 SP:Iteration 32Q (3582.016051 sec): 3 clusters Score: Raw -3365896.307972 + Penalty 3461.799555 = -3362434.508417 nChanged 84 SP:Iteration 33Q (3582.133842 sec): 3 clusters Score: Raw -3365908.746306 + Penalty 3461.799555 = -3362446.946751 nChanged 86 SP:Iteration 34Q (3582.243283 sec): 3 clusters Score: Raw -3365921.173534 + Penalty 3461.799555 = -3362459.373979 nChanged 77 SP:Iteration 35Q (3582.361549 sec): 3 clusters Score: Raw -3365931.860651 + Penalty 3461.799555 = -3362470.061096 nChanged 81 SP:Iteration 36Q (3582.466486 sec): 3 clusters Score: Raw -3365941.326718 + Penalty 3461.799555 = -3362479.527163 nChanged 66 SP:Iteration 37Q (3582.583731 sec): 3 clusters Score: Raw -3365950.270232 + Penalty 3461.799555 = -3362488.470677 nChanged 72 SP:Iteration 38Q (3582.707819 sec): 3 clusters Score: Raw -3365959.876561 + Penalty 3461.799555 = -3362498.077006 nChanged 82 SP:Iteration 39Q (3582.826205 sec): 3 clusters Score: Raw -3365970.201881 + Penalty 3461.799555 = -3362508.402326 nChanged 73 SP:Iteration 40F (3582.949384 sec): 3 clusters Score: Raw -3365981.050038 + Penalty 3461.799555 = -3362519.250483 nChanged 84 SP:Iteration 41Q (3583.051189 sec): 3 clusters Score: Raw -3365997.807286 + Penalty 3461.799555 = -3362536.007731 nChanged 96 SP:Iteration 42Q (3583.178820 sec): 3 clusters Score: Raw -3366012.923128 + Penalty 3461.799555 = -3362551.123573 nChanged 92 SP:Iteration 43Q (3583.283070 sec): 3 clusters Score: Raw -3366024.490930 + Penalty 3461.799555 = -3362562.691374 nChanged 87 SP:Iteration 44Q (3583.410320 sec): 3 clusters Score: Raw -3366037.539777 + Penalty 3461.799555 = -3362575.740222 nChanged 77 SP:Iteration 45Q (3583.524171 sec): 3 clusters Score: Raw -3366049.377740 + Penalty 3461.799555 = -3362587.578185 nChanged 75 SP:Iteration 46Q (3583.642536 sec): 3 clusters Score: Raw -3366058.774967 + Penalty 3461.799555 = -3362596.975412 nChanged 82 SP:Iteration 47Q (3583.755587 sec): 3 clusters Score: Raw -3366068.623728 + Penalty 3461.799555 = -3362606.824173 nChanged 75 SP:Iteration 48Q (3583.887864 sec): 3 clusters Score: Raw -3366075.894449 + Penalty 3461.799555 = -3362614.094893 nChanged 69 SP:Iteration 49Q (3583.995375 sec): 3 clusters Score: Raw -3366082.930002 + Penalty 3461.799555 = -3362621.130447 nChanged 61 SP:Iteration 50Q (3584.116379 sec): 3 clusters Score: Raw -3366087.553624 + Penalty 3461.799555 = -3362625.754069 nChanged 50 SP:Iteration 51Q (3584.240237 sec): 3 clusters Score: Raw -3366091.748511 + Penalty 3461.799555 = -3362629.948956 nChanged 42 SP:Iteration 52Q (3584.356582 sec): 3 clusters Score: Raw -3366093.938105 + Penalty 3461.799555 = -3362632.138550 nChanged 42 SP:Iteration 53Q (3584.472071 sec): 3 clusters Score: Raw -3366096.420011 + Penalty 3461.799555 = -3362634.620455 nChanged 42 SP:Iteration 54Q (3584.580217 sec): 3 clusters Score: Raw -3366098.514206 + Penalty 3461.799555 = -3362636.714651 nChanged 34 SP:Iteration 55Q (3584.701788 sec): 3 clusters Score: Raw -3366100.011897 + Penalty 3461.799555 = -3362638.212342 nChanged 20 SP:Iteration 56Q (3584.807839 sec): 3 clusters Score: Raw -3366100.940474 + Penalty 3461.799555 = -3362639.140919 nChanged 18 SP:Iteration 57Q (3584.912592 sec): 3 clusters Score: Raw -3366101.788010 + Penalty 3461.799555 = -3362639.988455 nChanged 15 SP:Iteration 58Q (3585.029239 sec): 3 clusters Score: Raw -3366102.217168 + Penalty 3461.799555 = -3362640.417613 nChanged 9 SP:Iteration 59Q (3585.146831 sec): 3 clusters Score: Raw -3366102.506786 + Penalty 3461.799555 = -3362640.707231 nChanged 10 SP:Iteration 60F (3585.272508 sec): 3 clusters Score: Raw -3366102.945101 + Penalty 3461.799555 = -3362641.145546 nChanged 12 SP:Iteration 61Q (3585.386491 sec): 3 clusters Score: Raw -3366103.366033 + Penalty 3461.799555 = -3362641.566478 nChanged 16 SP:Iteration 62Q (3585.503451 sec): 3 clusters Score: Raw -3366104.021663 + Penalty 3461.799555 = -3362642.222108 nChanged 12 SP:Iteration 63Q (3585.620549 sec): 3 clusters Score: Raw -3366104.331806 + Penalty 3461.799555 = -3362642.532251 nChanged 10 SP:Iteration 64Q (3585.738527 sec): 3 clusters Score: Raw -3366104.591878 + Penalty 3461.799555 = -3362642.792323 nChanged 8 SP:Iteration 65Q (3585.857097 sec): 3 clusters Score: Raw -3366104.843335 + Penalty 3461.799555 = -3362643.043780 nChanged 3 SP:Iteration 66Q (3585.977534 sec): 3 clusters Score: Raw -3366104.911376 + Penalty 3461.799555 = -3362643.111821 nChanged 3 SP:Iteration 67Q (3586.081127 sec): 3 clusters Score: Raw -3366104.985119 + Penalty 3461.799555 = -3362643.185564 nChanged 2 SP:Iteration 68Q (3586.203568 sec): 3 clusters Score: Raw -3366105.008809 + Penalty 3461.799555 = -3362643.209254 nChanged 1 SP:Iteration 69Q (3586.327814 sec): 3 clusters Score: Raw -3366105.024822 + Penalty 3461.799555 = -3362643.225267 nChanged 1 SP:Iteration 70Q (3586.441482 sec): 3 clusters Score: Raw -3366105.042752 + Penalty 3461.799555 = -3362643.243197 nChanged 2 SP:Iteration 71Q (3586.559750 sec): 3 clusters Score: Raw -3366105.102489 + Penalty 3461.799555 = -3362643.302934 nChanged 0 SP:Iteration 72F (3586.681071 sec): 3 clusters Score: Raw -3366105.102489 + Penalty 3461.799555 = -3362643.302934 nChanged 0 Score: Raw -40338172.443519 + Penalty 42899.886101 = -40295272.557418 Splitting cluster 1 changes total score from -40281374.842923 to -40295272.557418 So it's getting split into cluster 7. Trying to split cluster 2 (4673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3593.799446 sec): 2 clusters Score: Raw -359924.890930 + Penalty 1373.052938 = -358551.837992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3593.841264 sec): 3 clusters Score: Raw -357534.451161 + Penalty 2746.105876 = -354788.345284 nChanged 1912 SP:Iteration 1F (3593.903622 sec): 3 clusters Score: Raw -358873.173117 + Penalty 2746.105876 = -356127.067241 nChanged 483 SP:Iteration 2F (3593.960335 sec): 3 clusters Score: Raw -359572.846982 + Penalty 2746.105876 = -356826.741105 nChanged 492 SP:Iteration 3F (3594.001130 sec): 3 clusters Score: Raw -360614.357255 + Penalty 2746.105876 = -357868.251378 nChanged 471 SP:Iteration 4F (3594.060556 sec): 3 clusters Score: Raw -361955.639524 + Penalty 2746.105876 = -359209.533647 nChanged 385 SP:Iteration 5F (3594.109924 sec): 3 clusters Score: Raw -363702.780002 + Penalty 2746.105876 = -360956.674126 nChanged 343 SP:Iteration 6F (3594.160833 sec): 3 clusters Score: Raw -365750.749560 + Penalty 2746.105876 = -363004.643684 nChanged 204 SP:Iteration 7Q (3594.218699 sec): 3 clusters Score: Raw -366392.563858 + Penalty 2746.105876 = -363646.457982 nChanged 25 SP:Iteration 8Q (3594.270905 sec): 3 clusters Score: Raw -366432.223592 + Penalty 2746.105876 = -363686.117715 nChanged 1 SP:Iteration 9Q (3594.328582 sec): 3 clusters Score: Raw -366432.643819 + Penalty 2746.105876 = -363686.537943 nChanged 0 SP:Iteration 10F (3594.382653 sec): 3 clusters Score: Raw -366432.643819 + Penalty 2746.105876 = -363686.537943 nChanged 0 Score: Raw -40344680.196408 + Penalty 45044.880406 = -40299635.316002 Splitting cluster 2 changes total score from -40281374.842923 to -40299635.316002 So it's getting split into cluster 21. Trying to split cluster 3 (2353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3601.856826 sec): 2 clusters Score: Raw -116499.322460 + Penalty 1261.560038 = -115237.762422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3601.913578 sec): 3 clusters Score: Raw -115750.009627 + Penalty 2523.120076 = -113226.889551 nChanged 949 SP:Iteration 1F (3601.964367 sec): 3 clusters Score: Raw -117403.442350 + Penalty 2523.120076 = -114880.322274 nChanged 377 SP:Iteration 2F (3602.014014 sec): 3 clusters Score: Raw -118421.025082 + Penalty 2523.120076 = -115897.905005 nChanged 287 SP:Iteration 3F (3602.059506 sec): 3 clusters Score: Raw -119251.379485 + Penalty 2523.120076 = -116728.259408 nChanged 169 SP:Iteration 4F (3602.105432 sec): 3 clusters Score: Raw -119726.099369 + Penalty 2523.120076 = -117202.979293 nChanged 77 SP:Iteration 5Q (3602.160301 sec): 3 clusters Score: Raw -119909.484055 + Penalty 2523.120076 = -117386.363979 nChanged 54 SP:Iteration 6Q (3602.201604 sec): 3 clusters Score: Raw -120010.314958 + Penalty 2523.120076 = -117487.194881 nChanged 41 SP:Iteration 7Q (3602.252333 sec): 3 clusters Score: Raw -120078.834676 + Penalty 2523.120076 = -117555.714599 nChanged 52 SP:Iteration 8Q (3602.295738 sec): 3 clusters Score: Raw -120131.923682 + Penalty 2523.120076 = -117608.803605 nChanged 49 SP:Iteration 9Q (3602.351610 sec): 3 clusters Score: Raw -120176.264590 + Penalty 2523.120076 = -117653.144514 nChanged 51 SP:Iteration 10Q (3602.398654 sec): 3 clusters Score: Raw -120220.261862 + Penalty 2523.120076 = -117697.141786 nChanged 42 SP:Iteration 11Q (3602.449378 sec): 3 clusters Score: Raw -120271.279775 + Penalty 2523.120076 = -117748.159698 nChanged 56 SP:Iteration 12Q (3602.496686 sec): 3 clusters Score: Raw -120321.938950 + Penalty 2523.120076 = -117798.818874 nChanged 48 SP:Iteration 13Q (3602.543705 sec): 3 clusters Score: Raw -120365.830887 + Penalty 2523.120076 = -117842.710811 nChanged 39 SP:Iteration 14Q (3602.590398 sec): 3 clusters Score: Raw -120391.474026 + Penalty 2523.120076 = -117868.353949 nChanged 30 SP:Iteration 15Q (3602.633265 sec): 3 clusters Score: Raw -120410.378905 + Penalty 2523.120076 = -117887.258829 nChanged 28 SP:Iteration 16Q (3602.689008 sec): 3 clusters Score: Raw -120427.620596 + Penalty 2523.120076 = -117904.500519 nChanged 27 SP:Iteration 17Q (3602.733374 sec): 3 clusters Score: Raw -120441.789026 + Penalty 2523.120076 = -117918.668949 nChanged 23 SP:Iteration 18Q (3602.781685 sec): 3 clusters Score: Raw -120470.375897 + Penalty 2523.120076 = -117947.255821 nChanged 18 SP:Iteration 19Q (3602.822575 sec): 3 clusters Score: Raw -120484.399766 + Penalty 2523.120076 = -117961.279690 nChanged 15 SP:Iteration 20F (3602.872147 sec): 3 clusters Score: Raw -120519.154997 + Penalty 2523.120076 = -117996.034920 nChanged 22 SP:Iteration 21Q (3602.930127 sec): 3 clusters Score: Raw -120582.257043 + Penalty 2523.120076 = -118059.136966 nChanged 32 SP:Iteration 22Q (3602.981808 sec): 3 clusters Score: Raw -120605.074456 + Penalty 2523.120076 = -118081.954380 nChanged 23 SP:Iteration 23Q (3603.019922 sec): 3 clusters Score: Raw -120623.021584 + Penalty 2523.120076 = -118099.901507 nChanged 18 SP:Iteration 24Q (3603.066340 sec): 3 clusters Score: Raw -120636.438811 + Penalty 2523.120076 = -118113.318734 nChanged 12 SP:Iteration 25Q (3603.119326 sec): 3 clusters Score: Raw -120646.020827 + Penalty 2523.120076 = -118122.900751 nChanged 10 SP:Iteration 26Q (3603.167544 sec): 3 clusters Score: Raw -120648.254589 + Penalty 2523.120076 = -118125.134512 nChanged 1 SP:Iteration 27Q (3603.213607 sec): 3 clusters Score: Raw -120648.560832 + Penalty 2523.120076 = -118125.440755 nChanged 2 SP:Iteration 28Q (3603.263814 sec): 3 clusters Score: Raw -120649.098688 + Penalty 2523.120076 = -118125.978612 nChanged 1 SP:Iteration 29Q (3603.304726 sec): 3 clusters Score: Raw -120649.561652 + Penalty 2523.120076 = -118126.441576 nChanged 0 SP:Iteration 30F (3603.362543 sec): 3 clusters Score: Raw -120650.420275 + Penalty 2523.120076 = -118127.300199 nChanged 1 SP:Iteration 31Q (3603.406723 sec): 3 clusters Score: Raw -120654.897930 + Penalty 2523.120076 = -118131.777854 nChanged 1 SP:Iteration 32Q (3603.456439 sec): 3 clusters Score: Raw -120655.039182 + Penalty 2523.120076 = -118131.919106 nChanged 0 SP:Iteration 33F (3603.502024 sec): 3 clusters Score: Raw -120655.039182 + Penalty 2523.120076 = -118131.919106 nChanged 0 Score: Raw -40348835.913130 + Penalty 47189.874711 = -40301646.038419 Splitting cluster 3 changes total score from -40281374.842923 to -40301646.038419 So it's getting split into cluster 22. Trying to split cluster 4 (1954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3611.365708 sec): 2 clusters Score: Raw -121082.176121 + Penalty 1231.365498 = -119850.810624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3611.425111 sec): 3 clusters Score: Raw -120343.318167 + Penalty 2462.730996 = -117880.587172 nChanged 678 SP:Iteration 1F (3611.463234 sec): 3 clusters Score: Raw -120921.442499 + Penalty 2462.730996 = -118458.711504 nChanged 186 SP:Iteration 2F (3611.521641 sec): 3 clusters Score: Raw -121166.513595 + Penalty 2462.730996 = -118703.782600 nChanged 135 SP:Iteration 3F (3611.572306 sec): 3 clusters Score: Raw -121355.207354 + Penalty 2462.730996 = -118892.476359 nChanged 108 SP:Iteration 4F (3611.621915 sec): 3 clusters Score: Raw -121557.724317 + Penalty 2462.730996 = -119094.993322 nChanged 107 SP:Iteration 5F (3611.670889 sec): 3 clusters Score: Raw -121785.064608 + Penalty 2462.730996 = -119322.333612 nChanged 95 SP:Iteration 6Q (3611.720399 sec): 3 clusters Score: Raw -121991.289690 + Penalty 2462.730996 = -119528.558695 nChanged 95 SP:Iteration 7Q (3611.771245 sec): 3 clusters Score: Raw -122200.938483 + Penalty 2462.730996 = -119738.207488 nChanged 104 SP:Iteration 8F (3611.823744 sec): 3 clusters Score: Raw -122460.500078 + Penalty 2462.730996 = -119997.769082 nChanged 76 SP:Iteration 9Q (3611.863316 sec): 3 clusters Score: Raw -122637.768048 + Penalty 2462.730996 = -120175.037052 nChanged 55 SP:Iteration 10Q (3611.917573 sec): 3 clusters Score: Raw -122764.692887 + Penalty 2462.730996 = -120301.961891 nChanged 38 SP:Iteration 11Q (3611.966935 sec): 3 clusters Score: Raw -122814.175581 + Penalty 2462.730996 = -120351.444585 nChanged 30 SP:Iteration 12Q (3612.013975 sec): 3 clusters Score: Raw -122846.309315 + Penalty 2462.730996 = -120383.578320 nChanged 21 SP:Iteration 13Q (3612.066794 sec): 3 clusters Score: Raw -122868.917932 + Penalty 2462.730996 = -120406.186936 nChanged 14 SP:Iteration 14Q (3612.103930 sec): 3 clusters Score: Raw -122881.212302 + Penalty 2462.730996 = -120418.481306 nChanged 10 SP:Iteration 15Q (3612.162246 sec): 3 clusters Score: Raw -122889.748122 + Penalty 2462.730996 = -120427.017127 nChanged 10 SP:Iteration 16Q (3612.204059 sec): 3 clusters Score: Raw -122896.923209 + Penalty 2462.730996 = -120434.192213 nChanged 3 SP:Iteration 17Q (3612.256119 sec): 3 clusters Score: Raw -122898.376352 + Penalty 2462.730996 = -120435.645357 nChanged 3 SP:Iteration 18Q (3612.304260 sec): 3 clusters Score: Raw -122899.484152 + Penalty 2462.730996 = -120436.753157 nChanged 2 SP:Iteration 19Q (3612.355267 sec): 3 clusters Score: Raw -122900.420144 + Penalty 2462.730996 = -120437.689148 nChanged 2 SP:Iteration 20F (3612.410908 sec): 3 clusters Score: Raw -122904.316341 + Penalty 2462.730996 = -120441.585346 nChanged 3 SP:Iteration 21Q (3612.453678 sec): 3 clusters Score: Raw -122907.757086 + Penalty 2462.730996 = -120445.026090 nChanged 1 SP:Iteration 22Q (3612.504312 sec): 3 clusters Score: Raw -122908.176151 + Penalty 2462.730996 = -120445.445155 nChanged 1 SP:Iteration 23Q (3612.544295 sec): 3 clusters Score: Raw -122908.511219 + Penalty 2462.730996 = -120445.780223 nChanged 0 SP:Iteration 24F (3612.597546 sec): 3 clusters Score: Raw -122908.511219 + Penalty 2462.730996 = -120445.780223 nChanged 0 Score: Raw -40350662.248227 + Penalty 49334.869016 = -40301327.379211 Splitting cluster 4 changes total score from -40281374.842923 to -40301327.379211 So it's getting split into cluster 23. Trying to split cluster 5 (6671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3620.823226 sec): 2 clusters Score: Raw -502269.008047 + Penalty 1430.897821 = -500838.110226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3620.889009 sec): 3 clusters Score: Raw -498882.901974 + Penalty 2861.795642 = -496021.106332 nChanged 2870 SP:Iteration 1F (3620.946205 sec): 3 clusters Score: Raw -502238.664563 + Penalty 2861.795642 = -499376.868921 nChanged 724 SP:Iteration 2F (3621.002180 sec): 3 clusters Score: Raw -504368.923495 + Penalty 2861.795642 = -501507.127853 nChanged 746 SP:Iteration 3F (3621.056256 sec): 3 clusters Score: Raw -508148.386915 + Penalty 2861.795642 = -505286.591273 nChanged 1116 SP:Iteration 4F (3621.112230 sec): 3 clusters Score: Raw -511528.638695 + Penalty 2861.795642 = -508666.843052 nChanged 700 SP:Iteration 5F (3621.165562 sec): 3 clusters Score: Raw -514816.759724 + Penalty 2861.795642 = -511954.964081 nChanged 406 SP:Iteration 6F (3621.223417 sec): 3 clusters Score: Raw -520087.303021 + Penalty 2861.795642 = -517225.507379 nChanged 266 SP:Iteration 7Q (3621.281638 sec): 3 clusters Score: Raw -526910.658648 + Penalty 2861.795642 = -524048.863006 nChanged 70 SP:Iteration 8Q (3621.326564 sec): 3 clusters Score: Raw -527259.291857 + Penalty 2861.795642 = -524397.496215 nChanged 30 SP:Iteration 9Q (3621.384677 sec): 3 clusters Score: Raw -527473.609116 + Penalty 2861.795642 = -524611.813474 nChanged 14 SP:Iteration 10Q (3621.436823 sec): 3 clusters Score: Raw -527747.741832 + Penalty 2861.795642 = -524885.946190 nChanged 8 SP:Iteration 11Q (3621.485871 sec): 3 clusters Score: Raw -528018.971763 + Penalty 2861.795642 = -525157.176121 nChanged 1 SP:Iteration 12Q (3621.544124 sec): 3 clusters Score: Raw -528022.731469 + Penalty 2861.795642 = -525160.935826 nChanged 0 SP:Iteration 13F (3621.603162 sec): 3 clusters Score: Raw -528022.731469 + Penalty 2861.795642 = -525160.935826 nChanged 0 Score: Raw -40376415.971649 + Penalty 51479.863321 = -40324936.108328 Splitting cluster 5 changes total score from -40281374.842923 to -40324936.108328 So it's getting split into cluster 24. Trying to split cluster 6 (14921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3630.178740 sec): 2 clusters Score: Raw -1019960.624861 + Penalty 1561.710296 = -1018398.914566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3630.250433 sec): 3 clusters Score: Raw -1011215.879714 + Penalty 3123.420591 = -1008092.459123 nChanged 6665 SP:Iteration 1F (3630.317137 sec): 3 clusters Score: Raw -1015932.777814 + Penalty 3123.420591 = -1012809.357222 nChanged 1412 SP:Iteration 2F (3630.388027 sec): 3 clusters Score: Raw -1017228.779648 + Penalty 3123.420591 = -1014105.359057 nChanged 1311 SP:Iteration 3F (3630.458491 sec): 3 clusters Score: Raw -1018433.439606 + Penalty 3123.420591 = -1015310.019015 nChanged 1117 SP:Iteration 4F (3630.531151 sec): 3 clusters Score: Raw -1019584.384105 + Penalty 3123.420591 = -1016460.963514 nChanged 994 SP:Iteration 5F (3630.613516 sec): 3 clusters Score: Raw -1020707.867704 + Penalty 3123.420591 = -1017584.447113 nChanged 891 SP:Iteration 6F (3630.685854 sec): 3 clusters Score: Raw -1021556.216088 + Penalty 3123.420591 = -1018432.795497 nChanged 715 SP:Iteration 7Q (3630.763612 sec): 3 clusters Score: Raw -1022133.722273 + Penalty 3123.420591 = -1019010.301682 nChanged 593 SP:Iteration 8Q (3630.832287 sec): 3 clusters Score: Raw -1022582.431015 + Penalty 3123.420591 = -1019459.010424 nChanged 504 SP:Iteration 9Q (3630.903956 sec): 3 clusters Score: Raw -1022939.639902 + Penalty 3123.420591 = -1019816.219311 nChanged 399 SP:Iteration 10Q (3630.975232 sec): 3 clusters Score: Raw -1023179.119152 + Penalty 3123.420591 = -1020055.698561 nChanged 320 SP:Iteration 11Q (3631.045131 sec): 3 clusters Score: Raw -1023353.202167 + Penalty 3123.420591 = -1020229.781576 nChanged 274 SP:Iteration 12Q (3631.110675 sec): 3 clusters Score: Raw -1023502.439703 + Penalty 3123.420591 = -1020379.019112 nChanged 266 SP:Iteration 13Q (3631.189064 sec): 3 clusters Score: Raw -1023679.804665 + Penalty 3123.420591 = -1020556.384073 nChanged 284 SP:Iteration 14Q (3631.247773 sec): 3 clusters Score: Raw -1023862.503072 + Penalty 3123.420591 = -1020739.082481 nChanged 248 SP:Iteration 15Q (3631.329484 sec): 3 clusters Score: Raw -1024030.353584 + Penalty 3123.420591 = -1020906.932993 nChanged 255 SP:Iteration 16Q (3631.390435 sec): 3 clusters Score: Raw -1024222.019230 + Penalty 3123.420591 = -1021098.598638 nChanged 245 SP:Iteration 17Q (3631.456518 sec): 3 clusters Score: Raw -1024394.015898 + Penalty 3123.420591 = -1021270.595307 nChanged 208 SP:Iteration 18Q (3631.530537 sec): 3 clusters Score: Raw -1024550.729072 + Penalty 3123.420591 = -1021427.308481 nChanged 199 SP:Iteration 19Q (3631.597507 sec): 3 clusters Score: Raw -1024722.827666 + Penalty 3123.420591 = -1021599.407075 nChanged 208 SP:Iteration 20F (3631.668623 sec): 3 clusters Score: Raw -1024915.662805 + Penalty 3123.420591 = -1021792.242214 nChanged 212 SP:Iteration 21Q (3631.741304 sec): 3 clusters Score: Raw -1025096.299985 + Penalty 3123.420591 = -1021972.879394 nChanged 199 SP:Iteration 22Q (3631.809913 sec): 3 clusters Score: Raw -1025222.694684 + Penalty 3123.420591 = -1022099.274093 nChanged 148 SP:Iteration 23Q (3631.882687 sec): 3 clusters Score: Raw -1025294.326212 + Penalty 3123.420591 = -1022170.905621 nChanged 122 SP:Iteration 24Q (3631.958518 sec): 3 clusters Score: Raw -1025344.134645 + Penalty 3123.420591 = -1022220.714053 nChanged 93 SP:Iteration 25Q (3632.032409 sec): 3 clusters Score: Raw -1025384.753249 + Penalty 3123.420591 = -1022261.332658 nChanged 82 SP:Iteration 26Q (3632.102697 sec): 3 clusters Score: Raw -1025418.237650 + Penalty 3123.420591 = -1022294.817059 nChanged 66 SP:Iteration 27Q (3632.174171 sec): 3 clusters Score: Raw -1025438.134644 + Penalty 3123.420591 = -1022314.714052 nChanged 45 SP:Iteration 28Q (3632.245500 sec): 3 clusters Score: Raw -1025447.348732 + Penalty 3123.420591 = -1022323.928141 nChanged 30 SP:Iteration 29Q (3632.317318 sec): 3 clusters Score: Raw -1025452.730913 + Penalty 3123.420591 = -1022329.310322 nChanged 20 SP:Iteration 30Q (3632.382614 sec): 3 clusters Score: Raw -1025456.424993 + Penalty 3123.420591 = -1022333.004402 nChanged 19 SP:Iteration 31Q (3632.445665 sec): 3 clusters Score: Raw -1025459.274200 + Penalty 3123.420591 = -1022335.853609 nChanged 19 SP:Iteration 32Q (3632.525421 sec): 3 clusters Score: Raw -1025461.670164 + Penalty 3123.420591 = -1022338.249573 nChanged 16 SP:Iteration 33Q (3632.587447 sec): 3 clusters Score: Raw -1025463.622008 + Penalty 3123.420591 = -1022340.201416 nChanged 12 SP:Iteration 34Q (3632.669780 sec): 3 clusters Score: Raw -1025465.090279 + Penalty 3123.420591 = -1022341.669688 nChanged 9 SP:Iteration 35Q (3632.737078 sec): 3 clusters Score: Raw -1025465.792823 + Penalty 3123.420591 = -1022342.372232 nChanged 4 SP:Iteration 36Q (3632.797981 sec): 3 clusters Score: Raw -1025466.163626 + Penalty 3123.420591 = -1022342.743035 nChanged 5 SP:Iteration 37Q (3632.869457 sec): 3 clusters Score: Raw -1025466.795293 + Penalty 3123.420591 = -1022343.374702 nChanged 2 SP:Iteration 38Q (3632.931258 sec): 3 clusters Score: Raw -1025466.849092 + Penalty 3123.420591 = -1022343.428501 nChanged 2 SP:Iteration 39Q (3632.997307 sec): 3 clusters Score: Raw -1025466.913744 + Penalty 3123.420591 = -1022343.493152 nChanged 1 SP:Iteration 40F (3633.079540 sec): 3 clusters Score: Raw -1025466.962459 + Penalty 3123.420591 = -1022343.541868 nChanged 0 Score: Raw -40381922.309247 + Penalty 53624.857626 = -40328297.451621 Splitting cluster 6 changes total score from -40281374.842923 to -40328297.451621 So it's getting split into cluster 25. Trying to split cluster 8 (30898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3642.300674 sec): 2 clusters Score: Raw -2426021.084901 + Penalty 1679.997595 = -2424341.087307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3642.404729 sec): 3 clusters Score: Raw -2407113.610223 + Penalty 3359.995189 = -2403753.615034 nChanged 14286 SP:Iteration 1F (3642.508650 sec): 3 clusters Score: Raw -2423680.877714 + Penalty 3359.995189 = -2420320.882525 nChanged 4747 SP:Iteration 2F (3642.610143 sec): 3 clusters Score: Raw -2437767.227232 + Penalty 3359.995189 = -2434407.232043 nChanged 5979 SP:Iteration 3F (3642.716225 sec): 3 clusters Score: Raw -2447516.273259 + Penalty 3359.995189 = -2444156.278070 nChanged 2524 SP:Iteration 4F (3642.818791 sec): 3 clusters Score: Raw -2450879.254513 + Penalty 3359.995189 = -2447519.259324 nChanged 621 SP:Iteration 5Q (3642.917253 sec): 3 clusters Score: Raw -2451552.942592 + Penalty 3359.995189 = -2448192.947403 nChanged 210 SP:Iteration 6Q (3643.012187 sec): 3 clusters Score: Raw -2451728.263677 + Penalty 3359.995189 = -2448368.268488 nChanged 99 SP:Iteration 7Q (3643.118201 sec): 3 clusters Score: Raw -2451811.980869 + Penalty 3359.995189 = -2448451.985679 nChanged 78 SP:Iteration 8Q (3643.212922 sec): 3 clusters Score: Raw -2451885.179644 + Penalty 3359.995189 = -2448525.184455 nChanged 73 SP:Iteration 9Q (3643.309307 sec): 3 clusters Score: Raw -2451949.474314 + Penalty 3359.995189 = -2448589.479124 nChanged 69 SP:Iteration 10Q (3643.403640 sec): 3 clusters Score: Raw -2452028.098358 + Penalty 3359.995189 = -2448668.103169 nChanged 64 SP:Iteration 11Q (3643.495951 sec): 3 clusters Score: Raw -2452146.346699 + Penalty 3359.995189 = -2448786.351510 nChanged 69 SP:Iteration 12Q (3643.590535 sec): 3 clusters Score: Raw -2452373.886670 + Penalty 3359.995189 = -2449013.891480 nChanged 63 SP:Iteration 13Q (3643.684599 sec): 3 clusters Score: Raw -2452768.134275 + Penalty 3359.995189 = -2449408.139086 nChanged 45 SP:Iteration 14Q (3643.772230 sec): 3 clusters Score: Raw -2453565.959047 + Penalty 3359.995189 = -2450205.963858 nChanged 12 SP:Iteration 15Q (3643.858931 sec): 3 clusters Score: Raw -2453756.809642 + Penalty 3359.995189 = -2450396.814453 nChanged 0 SP:Iteration 16F (3643.955091 sec): 3 clusters Score: Raw -2453756.809642 + Penalty 3359.995189 = -2450396.814453 nChanged 0 Score: Raw -40409658.033988 + Penalty 55769.851931 = -40353888.182057 Splitting cluster 8 changes total score from -40281374.842923 to -40353888.182057 So it's getting split into cluster 26. Trying to split cluster 9 (8203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3653.151535 sec): 2 clusters Score: Raw -598298.434436 + Penalty 1464.491473 = -596833.942963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3653.212908 sec): 3 clusters Score: Raw -593727.276861 + Penalty 2928.982947 = -590798.293914 nChanged 3510 SP:Iteration 1F (3653.269030 sec): 3 clusters Score: Raw -595818.954574 + Penalty 2928.982947 = -592889.971628 nChanged 726 SP:Iteration 2F (3653.334416 sec): 3 clusters Score: Raw -596305.351337 + Penalty 2928.982947 = -593376.368390 nChanged 594 SP:Iteration 3F (3653.388490 sec): 3 clusters Score: Raw -596745.611863 + Penalty 2928.982947 = -593816.628917 nChanged 530 SP:Iteration 4F (3653.453113 sec): 3 clusters Score: Raw -597155.211328 + Penalty 2928.982947 = -594226.228381 nChanged 495 SP:Iteration 5F (3653.527337 sec): 3 clusters Score: Raw -597500.493165 + Penalty 2928.982947 = -594571.510218 nChanged 409 SP:Iteration 6Q (3653.580319 sec): 3 clusters Score: Raw -597734.237146 + Penalty 2928.982947 = -594805.254200 nChanged 312 SP:Iteration 7Q (3653.652660 sec): 3 clusters Score: Raw -597906.152172 + Penalty 2928.982947 = -594977.169226 nChanged 259 SP:Iteration 8Q (3653.705399 sec): 3 clusters Score: Raw -598045.809064 + Penalty 2928.982947 = -595116.826117 nChanged 221 SP:Iteration 9Q (3653.772131 sec): 3 clusters Score: Raw -598137.749986 + Penalty 2928.982947 = -595208.767039 nChanged 176 SP:Iteration 10Q (3653.834045 sec): 3 clusters Score: Raw -598210.426642 + Penalty 2928.982947 = -595281.443696 nChanged 160 SP:Iteration 11Q (3653.901361 sec): 3 clusters Score: Raw -598281.974805 + Penalty 2928.982947 = -595352.991859 nChanged 153 SP:Iteration 12Q (3653.965935 sec): 3 clusters Score: Raw -598362.537192 + Penalty 2928.982947 = -595433.554245 nChanged 123 SP:Iteration 13Q (3654.029046 sec): 3 clusters Score: Raw -598443.477741 + Penalty 2928.982947 = -595514.494795 nChanged 126 SP:Iteration 14Q (3654.093087 sec): 3 clusters Score: Raw -598516.265324 + Penalty 2928.982947 = -595587.282377 nChanged 134 SP:Iteration 15Q (3654.145139 sec): 3 clusters Score: Raw -598583.927900 + Penalty 2928.982947 = -595654.944953 nChanged 121 SP:Iteration 16Q (3654.210443 sec): 3 clusters Score: Raw -598646.655118 + Penalty 2928.982947 = -595717.672171 nChanged 94 SP:Iteration 17Q (3654.272534 sec): 3 clusters Score: Raw -598688.367088 + Penalty 2928.982947 = -595759.384142 nChanged 96 SP:Iteration 18Q (3654.321309 sec): 3 clusters Score: Raw -598722.010742 + Penalty 2928.982947 = -595793.027796 nChanged 83 SP:Iteration 19Q (3654.387240 sec): 3 clusters Score: Raw -598749.577480 + Penalty 2928.982947 = -595820.594534 nChanged 67 SP:Iteration 20F (3654.452293 sec): 3 clusters Score: Raw -598770.660114 + Penalty 2928.982947 = -595841.677167 nChanged 58 SP:Iteration 21Q (3654.508713 sec): 3 clusters Score: Raw -598786.967836 + Penalty 2928.982947 = -595857.984889 nChanged 44 SP:Iteration 22Q (3654.568171 sec): 3 clusters Score: Raw -598796.533957 + Penalty 2928.982947 = -595867.551010 nChanged 29 SP:Iteration 23Q (3654.623424 sec): 3 clusters Score: Raw -598803.159179 + Penalty 2928.982947 = -595874.176232 nChanged 21 SP:Iteration 24Q (3654.685040 sec): 3 clusters Score: Raw -598806.345483 + Penalty 2928.982947 = -595877.362536 nChanged 18 SP:Iteration 25Q (3654.741399 sec): 3 clusters Score: Raw -598809.746566 + Penalty 2928.982947 = -595880.763620 nChanged 13 SP:Iteration 26Q (3654.805120 sec): 3 clusters Score: Raw -598812.224803 + Penalty 2928.982947 = -595883.241856 nChanged 12 SP:Iteration 27Q (3654.868557 sec): 3 clusters Score: Raw -598814.676895 + Penalty 2928.982947 = -595885.693949 nChanged 15 SP:Iteration 28Q (3654.926757 sec): 3 clusters Score: Raw -598817.240555 + Penalty 2928.982947 = -595888.257608 nChanged 12 SP:Iteration 29Q (3654.988703 sec): 3 clusters Score: Raw -598819.100846 + Penalty 2928.982947 = -595890.117899 nChanged 10 SP:Iteration 30Q (3655.036987 sec): 3 clusters Score: Raw -598820.701447 + Penalty 2928.982947 = -595891.718501 nChanged 12 SP:Iteration 31Q (3655.103914 sec): 3 clusters Score: Raw -598822.185038 + Penalty 2928.982947 = -595893.202092 nChanged 11 SP:Iteration 32Q (3655.164126 sec): 3 clusters Score: Raw -598823.797283 + Penalty 2928.982947 = -595894.814337 nChanged 2 SP:Iteration 33Q (3655.224655 sec): 3 clusters Score: Raw -598823.994574 + Penalty 2928.982947 = -595895.011627 nChanged 2 SP:Iteration 34Q (3655.287234 sec): 3 clusters Score: Raw -598824.241958 + Penalty 2928.982947 = -595895.259011 nChanged 3 SP:Iteration 35Q (3655.336067 sec): 3 clusters Score: Raw -598824.786225 + Penalty 2928.982947 = -595895.803278 nChanged 2 SP:Iteration 36Q (3655.404005 sec): 3 clusters Score: Raw -598825.057318 + Penalty 2928.982947 = -595896.074371 nChanged 2 SP:Iteration 37Q (3655.460460 sec): 3 clusters Score: Raw -598825.176837 + Penalty 2928.982947 = -595896.193891 nChanged 3 SP:Iteration 38Q (3655.519351 sec): 3 clusters Score: Raw -598825.703962 + Penalty 2928.982947 = -595896.721015 nChanged 4 SP:Iteration 39Q (3655.566099 sec): 3 clusters Score: Raw -598826.110159 + Penalty 2928.982947 = -595897.127213 nChanged 3 SP:Iteration 40F (3655.636793 sec): 3 clusters Score: Raw -598826.527655 + Penalty 2928.982947 = -595897.544709 nChanged 4 SP:Iteration 41Q (3655.698493 sec): 3 clusters Score: Raw -598827.305000 + Penalty 2928.982947 = -595898.322054 nChanged 6 SP:Iteration 42Q (3655.751654 sec): 3 clusters Score: Raw -598828.387704 + Penalty 2928.982947 = -595899.404757 nChanged 5 SP:Iteration 43Q (3655.800393 sec): 3 clusters Score: Raw -598829.349643 + Penalty 2928.982947 = -595900.366696 nChanged 7 SP:Iteration 44Q (3655.859340 sec): 3 clusters Score: Raw -598830.341326 + Penalty 2928.982947 = -595901.358380 nChanged 5 SP:Iteration 45Q (3655.923871 sec): 3 clusters Score: Raw -598830.829153 + Penalty 2928.982947 = -595901.846207 nChanged 3 SP:Iteration 46Q (3655.986995 sec): 3 clusters Score: Raw -598831.188003 + Penalty 2928.982947 = -595902.205057 nChanged 8 SP:Iteration 47Q (3656.047420 sec): 3 clusters Score: Raw -598832.271670 + Penalty 2928.982947 = -595903.288724 nChanged 10 SP:Iteration 48Q (3656.109836 sec): 3 clusters Score: Raw -598833.575438 + Penalty 2928.982947 = -595904.592492 nChanged 5 SP:Iteration 49Q (3656.167729 sec): 3 clusters Score: Raw -598834.031041 + Penalty 2928.982947 = -595905.048094 nChanged 5 SP:Iteration 50Q (3656.219920 sec): 3 clusters Score: Raw -598834.418415 + Penalty 2928.982947 = -595905.435468 nChanged 4 SP:Iteration 51Q (3656.279383 sec): 3 clusters Score: Raw -598834.896617 + Penalty 2928.982947 = -595905.913671 nChanged 4 SP:Iteration 52Q (3656.337690 sec): 3 clusters Score: Raw -598835.393565 + Penalty 2928.982947 = -595906.410619 nChanged 5 SP:Iteration 53Q (3656.397167 sec): 3 clusters Score: Raw -598835.975644 + Penalty 2928.982947 = -595906.992698 nChanged 3 SP:Iteration 54Q (3656.461212 sec): 3 clusters Score: Raw -598836.424108 + Penalty 2928.982947 = -595907.441161 nChanged 1 SP:Iteration 55Q (3656.520052 sec): 3 clusters Score: Raw -598836.569867 + Penalty 2928.982947 = -595907.586920 nChanged 3 SP:Iteration 56Q (3656.567162 sec): 3 clusters Score: Raw -598836.972962 + Penalty 2928.982947 = -595907.990016 nChanged 5 SP:Iteration 57Q (3656.628366 sec): 3 clusters Score: Raw -598837.651403 + Penalty 2928.982947 = -595908.668456 nChanged 4 SP:Iteration 58Q (3656.680886 sec): 3 clusters Score: Raw -598838.099032 + Penalty 2928.982947 = -595909.116086 nChanged 1 SP:Iteration 59Q (3656.744995 sec): 3 clusters Score: Raw -598838.223531 + Penalty 2928.982947 = -595909.240584 nChanged 2 SP:Iteration 60F (3656.800498 sec): 3 clusters Score: Raw -598838.487039 + Penalty 2928.982947 = -595909.504092 nChanged 2 SP:Iteration 61Q (3656.866183 sec): 3 clusters Score: Raw -598838.725856 + Penalty 2928.982947 = -595909.742909 nChanged 3 SP:Iteration 62Q (3656.917113 sec): 3 clusters Score: Raw -598838.991362 + Penalty 2928.982947 = -595910.008416 nChanged 2 SP:Iteration 63Q (3656.990320 sec): 3 clusters Score: Raw -598839.203362 + Penalty 2928.982947 = -595910.220416 nChanged 2 SP:Iteration 64Q (3657.047459 sec): 3 clusters Score: Raw -598839.796724 + Penalty 2928.982947 = -595910.813778 nChanged 2 SP:Iteration 65Q (3657.096522 sec): 3 clusters Score: Raw -598840.364637 + Penalty 2928.982947 = -595911.381690 nChanged 5 SP:Iteration 66Q (3657.155634 sec): 3 clusters Score: Raw -598841.015777 + Penalty 2928.982947 = -595912.032831 nChanged 4 SP:Iteration 67Q (3657.226615 sec): 3 clusters Score: Raw -598841.594765 + Penalty 2928.982947 = -595912.611819 nChanged 3 SP:Iteration 68Q (3657.282676 sec): 3 clusters Score: Raw -598841.956147 + Penalty 2928.982947 = -595912.973200 nChanged 3 SP:Iteration 69Q (3657.328572 sec): 3 clusters Score: Raw -598842.587426 + Penalty 2928.982947 = -595913.604480 nChanged 6 SP:Iteration 70Q (3657.391956 sec): 3 clusters Score: Raw -598843.570845 + Penalty 2928.982947 = -595914.587898 nChanged 7 SP:Iteration 71Q (3657.443404 sec): 3 clusters Score: Raw -598844.443240 + Penalty 2928.982947 = -595915.460293 nChanged 4 SP:Iteration 72Q (3657.511113 sec): 3 clusters Score: Raw -598845.082391 + Penalty 2928.982947 = -595916.099444 nChanged 7 SP:Iteration 73Q (3657.564136 sec): 3 clusters Score: Raw -598845.932593 + Penalty 2928.982947 = -595916.949647 nChanged 4 SP:Iteration 74Q (3657.627014 sec): 3 clusters Score: Raw -598846.623175 + Penalty 2928.982947 = -595917.640228 nChanged 5 SP:Iteration 75Q (3657.681093 sec): 3 clusters Score: Raw -598847.408979 + Penalty 2928.982947 = -595918.426032 nChanged 5 SP:Iteration 76Q (3657.749936 sec): 3 clusters Score: Raw -598848.127102 + Penalty 2928.982947 = -595919.144155 nChanged 4 SP:Iteration 77Q (3657.817054 sec): 3 clusters Score: Raw -598848.554260 + Penalty 2928.982947 = -595919.571314 nChanged 3 SP:Iteration 78Q (3657.879262 sec): 3 clusters Score: Raw -598848.811504 + Penalty 2928.982947 = -595919.828557 nChanged 2 SP:Iteration 79Q (3657.940509 sec): 3 clusters Score: Raw -598849.014617 + Penalty 2928.982947 = -595920.031670 nChanged 0 SP:Iteration 80F (3657.996188 sec): 3 clusters Score: Raw -598849.014617 + Penalty 2928.982947 = -595920.031670 nChanged 0 Trying to split cluster 10 (50254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3658.092630 sec): 2 clusters Score: Raw -3948539.945245 + Penalty 1759.037382 = -3946780.907864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3658.221851 sec): 3 clusters Score: Raw -3916493.512808 + Penalty 3518.074763 = -3912975.438045 nChanged 23812 SP:Iteration 1F (3658.361836 sec): 3 clusters Score: Raw -3932714.136391 + Penalty 3518.074763 = -3929196.061628 nChanged 5007 SP:Iteration 2F (3658.500745 sec): 3 clusters Score: Raw -3940115.846671 + Penalty 3518.074763 = -3936597.771907 nChanged 6703 SP:Iteration 3F (3658.635297 sec): 3 clusters Score: Raw -3953352.639564 + Penalty 3518.074763 = -3949834.564801 nChanged 6174 SP:Iteration 4F (3658.758379 sec): 3 clusters Score: Raw -3968381.280676 + Penalty 3518.074763 = -3964863.205913 nChanged 3618 SP:Iteration 5F (3658.896959 sec): 3 clusters Score: Raw -3977200.773154 + Penalty 3518.074763 = -3973682.698391 nChanged 1310 SP:Iteration 6Q (3659.024599 sec): 3 clusters Score: Raw -3978609.583960 + Penalty 3518.074763 = -3975091.509197 nChanged 399 SP:Iteration 7Q (3659.141836 sec): 3 clusters Score: Raw -3978821.856372 + Penalty 3518.074763 = -3975303.781609 nChanged 163 SP:Iteration 8Q (3659.260745 sec): 3 clusters Score: Raw -3978868.056262 + Penalty 3518.074763 = -3975349.981499 nChanged 84 SP:Iteration 9Q (3659.371124 sec): 3 clusters Score: Raw -3978883.198457 + Penalty 3518.074763 = -3975365.123694 nChanged 51 SP:Iteration 10Q (3659.502095 sec): 3 clusters Score: Raw -3978889.017403 + Penalty 3518.074763 = -3975370.942640 nChanged 20 SP:Iteration 11Q (3659.611732 sec): 3 clusters Score: Raw -3978890.090081 + Penalty 3518.074763 = -3975372.015318 nChanged 5 SP:Iteration 12Q (3659.722627 sec): 3 clusters Score: Raw -3978890.321830 + Penalty 3518.074763 = -3975372.247067 nChanged 2 SP:Iteration 13Q (3659.846518 sec): 3 clusters Score: Raw -3978890.450029 + Penalty 3518.074763 = -3975372.375266 nChanged 1 SP:Iteration 14Q (3659.967284 sec): 3 clusters Score: Raw -3978890.478440 + Penalty 3518.074763 = -3975372.403677 nChanged 0 SP:Iteration 15F (3660.099262 sec): 3 clusters Score: Raw -3978890.478440 + Penalty 3518.074763 = -3975372.403677 nChanged 0 Score: Raw -40440008.567183 + Penalty 57914.846236 = -40382093.720947 Splitting cluster 10 changes total score from -40281374.842923 to -40382093.720947 So it's getting split into cluster 27. Trying to split cluster 11 (8432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3669.588642 sec): 2 clusters Score: Raw -601740.002553 + Penalty 1468.965757 = -600271.036796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3669.650589 sec): 3 clusters Score: Raw -597174.709122 + Penalty 2937.931513 = -594236.777609 nChanged 3616 SP:Iteration 1F (3669.712575 sec): 3 clusters Score: Raw -600315.371406 + Penalty 2937.931513 = -597377.439893 nChanged 1072 SP:Iteration 2F (3669.761254 sec): 3 clusters Score: Raw -602549.563236 + Penalty 2937.931513 = -599611.631723 nChanged 1058 SP:Iteration 3F (3669.820992 sec): 3 clusters Score: Raw -604991.418926 + Penalty 2937.931513 = -602053.487413 nChanged 755 SP:Iteration 4F (3669.892354 sec): 3 clusters Score: Raw -606476.280198 + Penalty 2937.931513 = -603538.348685 nChanged 369 SP:Iteration 5Q (3669.948832 sec): 3 clusters Score: Raw -606945.415301 + Penalty 2937.931513 = -604007.483788 nChanged 213 SP:Iteration 6Q (3669.998061 sec): 3 clusters Score: Raw -607209.872683 + Penalty 2937.931513 = -604271.941170 nChanged 153 SP:Iteration 7Q (3670.056571 sec): 3 clusters Score: Raw -607412.763521 + Penalty 2937.931513 = -604474.832008 nChanged 122 SP:Iteration 8Q (3670.112643 sec): 3 clusters Score: Raw -607640.138493 + Penalty 2937.931513 = -604702.206980 nChanged 119 SP:Iteration 9Q (3670.169234 sec): 3 clusters Score: Raw -607879.740749 + Penalty 2937.931513 = -604941.809236 nChanged 71 SP:Iteration 10Q (3670.238663 sec): 3 clusters Score: Raw -607998.688271 + Penalty 2937.931513 = -605060.756758 nChanged 45 SP:Iteration 11Q (3670.288333 sec): 3 clusters Score: Raw -608064.492983 + Penalty 2937.931513 = -605126.561470 nChanged 29 SP:Iteration 12Q (3670.359577 sec): 3 clusters Score: Raw -608091.868195 + Penalty 2937.931513 = -605153.936682 nChanged 24 SP:Iteration 13Q (3670.419881 sec): 3 clusters Score: Raw -608109.371200 + Penalty 2937.931513 = -605171.439687 nChanged 15 SP:Iteration 14Q (3670.472855 sec): 3 clusters Score: Raw -608119.207647 + Penalty 2937.931513 = -605181.276134 nChanged 10 SP:Iteration 15Q (3670.531697 sec): 3 clusters Score: Raw -608123.077279 + Penalty 2937.931513 = -605185.145766 nChanged 4 SP:Iteration 16Q (3670.586700 sec): 3 clusters Score: Raw -608123.816393 + Penalty 2937.931513 = -605185.884880 nChanged 0 SP:Iteration 17F (3670.646677 sec): 3 clusters Score: Raw -608123.816393 + Penalty 2937.931513 = -605185.884880 nChanged 0 Score: Raw -40446392.381024 + Penalty 60059.840541 = -40386332.540482 Splitting cluster 11 changes total score from -40281374.842923 to -40386332.540482 So it's getting split into cluster 28. Trying to split cluster 12 (49347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3680.867230 sec): 2 clusters Score: Raw -3862552.957176 + Penalty 1756.077741 = -3860796.879434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3680.983812 sec): 3 clusters Score: Raw -3831332.409854 + Penalty 3512.155482 = -3827820.254372 nChanged 23125 SP:Iteration 1F (3681.126143 sec): 3 clusters Score: Raw -3846665.292037 + Penalty 3512.155482 = -3843153.136555 nChanged 3852 SP:Iteration 2F (3681.256636 sec): 3 clusters Score: Raw -3850410.911520 + Penalty 3512.155482 = -3846898.756038 nChanged 4882 SP:Iteration 3F (3681.395704 sec): 3 clusters Score: Raw -3854959.029687 + Penalty 3512.155482 = -3851446.874205 nChanged 4975 SP:Iteration 4F (3681.526812 sec): 3 clusters Score: Raw -3859911.129705 + Penalty 3512.155482 = -3856398.974223 nChanged 4158 SP:Iteration 5F (3681.663049 sec): 3 clusters Score: Raw -3864653.031555 + Penalty 3512.155482 = -3861140.876073 nChanged 3001 SP:Iteration 6F (3681.789376 sec): 3 clusters Score: Raw -3869295.254747 + Penalty 3512.155482 = -3865783.099265 nChanged 2091 SP:Iteration 7Q (3681.926095 sec): 3 clusters Score: Raw -3872763.703940 + Penalty 3512.155482 = -3869251.548458 nChanged 1383 SP:Iteration 8Q (3682.055165 sec): 3 clusters Score: Raw -3873892.222581 + Penalty 3512.155482 = -3870380.067098 nChanged 804 SP:Iteration 9Q (3682.173345 sec): 3 clusters Score: Raw -3874321.839426 + Penalty 3512.155482 = -3870809.683944 nChanged 555 SP:Iteration 10Q (3682.285982 sec): 3 clusters Score: Raw -3874577.689674 + Penalty 3512.155482 = -3871065.534192 nChanged 426 SP:Iteration 11Q (3682.391631 sec): 3 clusters Score: Raw -3874760.043942 + Penalty 3512.155482 = -3871247.888460 nChanged 337 SP:Iteration 12Q (3682.521180 sec): 3 clusters Score: Raw -3874890.927787 + Penalty 3512.155482 = -3871378.772304 nChanged 283 SP:Iteration 13Q (3682.646141 sec): 3 clusters Score: Raw -3874990.692519 + Penalty 3512.155482 = -3871478.537037 nChanged 240 SP:Iteration 14Q (3682.762339 sec): 3 clusters Score: Raw -3875072.000104 + Penalty 3512.155482 = -3871559.844622 nChanged 215 SP:Iteration 15Q (3682.880703 sec): 3 clusters Score: Raw -3875142.493561 + Penalty 3512.155482 = -3871630.338079 nChanged 185 SP:Iteration 16Q (3683.001565 sec): 3 clusters Score: Raw -3875188.187775 + Penalty 3512.155482 = -3871676.032293 nChanged 160 SP:Iteration 17Q (3683.122844 sec): 3 clusters Score: Raw -3875220.059741 + Penalty 3512.155482 = -3871707.904259 nChanged 103 SP:Iteration 18Q (3683.250441 sec): 3 clusters Score: Raw -3875237.300577 + Penalty 3512.155482 = -3871725.145095 nChanged 84 SP:Iteration 19Q (3683.365526 sec): 3 clusters Score: Raw -3875250.667098 + Penalty 3512.155482 = -3871738.511616 nChanged 76 SP:Iteration 20F (3683.492973 sec): 3 clusters Score: Raw -3875262.506576 + Penalty 3512.155482 = -3871750.351094 nChanged 55 SP:Iteration 21Q (3683.630861 sec): 3 clusters Score: Raw -3875268.988147 + Penalty 3512.155482 = -3871756.832665 nChanged 49 SP:Iteration 22Q (3683.751322 sec): 3 clusters Score: Raw -3875272.801134 + Penalty 3512.155482 = -3871760.645652 nChanged 20 SP:Iteration 23Q (3683.860277 sec): 3 clusters Score: Raw -3875274.084372 + Penalty 3512.155482 = -3871761.928890 nChanged 14 SP:Iteration 24Q (3683.992170 sec): 3 clusters Score: Raw -3875274.829468 + Penalty 3512.155482 = -3871762.673986 nChanged 6 SP:Iteration 25Q (3684.108118 sec): 3 clusters Score: Raw -3875275.144023 + Penalty 3512.155482 = -3871762.988541 nChanged 6 SP:Iteration 26Q (3684.228163 sec): 3 clusters Score: Raw -3875275.541717 + Penalty 3512.155482 = -3871763.386235 nChanged 4 SP:Iteration 27Q (3684.337957 sec): 3 clusters Score: Raw -3875275.787775 + Penalty 3512.155482 = -3871763.632293 nChanged 7 SP:Iteration 28Q (3684.458563 sec): 3 clusters Score: Raw -3875276.074981 + Penalty 3512.155482 = -3871763.919499 nChanged 5 SP:Iteration 29Q (3684.567462 sec): 3 clusters Score: Raw -3875276.446704 + Penalty 3512.155482 = -3871764.291222 nChanged 5 SP:Iteration 30Q (3684.678043 sec): 3 clusters Score: Raw -3875276.634876 + Penalty 3512.155482 = -3871764.479394 nChanged 4 SP:Iteration 31Q (3684.794975 sec): 3 clusters Score: Raw -3875276.795448 + Penalty 3512.155482 = -3871764.639966 nChanged 4 SP:Iteration 32Q (3684.909869 sec): 3 clusters Score: Raw -3875277.012388 + Penalty 3512.155482 = -3871764.856905 nChanged 2 SP:Iteration 33Q (3685.019424 sec): 3 clusters Score: Raw -3875277.096320 + Penalty 3512.155482 = -3871764.940838 nChanged 0 SP:Iteration 34F (3685.144993 sec): 3 clusters Score: Raw -3875277.096320 + Penalty 3512.155482 = -3871764.940838 nChanged 0 Score: Raw -40459116.520168 + Penalty 62204.834846 = -40396911.685322 Splitting cluster 12 changes total score from -40281374.842923 to -40396911.685322 So it's getting split into cluster 29. Trying to split cluster 13 (7722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3695.289534 sec): 2 clusters Score: Raw -518714.045252 + Penalty 1454.672160 = -517259.373092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3695.348056 sec): 3 clusters Score: Raw -514527.133254 + Penalty 2909.344320 = -511617.788934 nChanged 3302 SP:Iteration 1F (3695.393928 sec): 3 clusters Score: Raw -517026.120570 + Penalty 2909.344320 = -514116.776250 nChanged 867 SP:Iteration 2F (3695.463664 sec): 3 clusters Score: Raw -518158.628273 + Penalty 2909.344320 = -515249.283953 nChanged 777 SP:Iteration 3F (3695.518390 sec): 3 clusters Score: Raw -519334.198013 + Penalty 2909.344320 = -516424.853693 nChanged 625 SP:Iteration 4F (3695.576058 sec): 3 clusters Score: Raw -520045.795772 + Penalty 2909.344320 = -517136.451452 nChanged 421 SP:Iteration 5F (3695.636721 sec): 3 clusters Score: Raw -520356.643872 + Penalty 2909.344320 = -517447.299552 nChanged 294 SP:Iteration 6Q (3695.696963 sec): 3 clusters Score: Raw -520555.784519 + Penalty 2909.344320 = -517646.440199 nChanged 217 SP:Iteration 7Q (3695.740475 sec): 3 clusters Score: Raw -520702.460536 + Penalty 2909.344320 = -517793.116216 nChanged 192 SP:Iteration 8Q (3695.798218 sec): 3 clusters Score: Raw -520825.912431 + Penalty 2909.344320 = -517916.568111 nChanged 171 SP:Iteration 9Q (3695.864714 sec): 3 clusters Score: Raw -520935.743130 + Penalty 2909.344320 = -518026.398810 nChanged 144 SP:Iteration 10Q (3695.920107 sec): 3 clusters Score: Raw -521013.802912 + Penalty 2909.344320 = -518104.458592 nChanged 137 SP:Iteration 11Q (3695.977644 sec): 3 clusters Score: Raw -521071.016799 + Penalty 2909.344320 = -518161.672479 nChanged 96 SP:Iteration 12Q (3696.032830 sec): 3 clusters Score: Raw -521103.318643 + Penalty 2909.344320 = -518193.974323 nChanged 77 SP:Iteration 13Q (3696.083070 sec): 3 clusters Score: Raw -521129.828541 + Penalty 2909.344320 = -518220.484221 nChanged 63 SP:Iteration 14Q (3696.147021 sec): 3 clusters Score: Raw -521151.310548 + Penalty 2909.344320 = -518241.966228 nChanged 53 SP:Iteration 15Q (3696.199819 sec): 3 clusters Score: Raw -521170.790423 + Penalty 2909.344320 = -518261.446103 nChanged 40 SP:Iteration 16Q (3696.256065 sec): 3 clusters Score: Raw -521187.756844 + Penalty 2909.344320 = -518278.412524 nChanged 44 SP:Iteration 17Q (3696.305429 sec): 3 clusters Score: Raw -521199.749822 + Penalty 2909.344320 = -518290.405502 nChanged 36 SP:Iteration 18Q (3696.377204 sec): 3 clusters Score: Raw -521213.997950 + Penalty 2909.344320 = -518304.653630 nChanged 35 SP:Iteration 19Q (3696.435729 sec): 3 clusters Score: Raw -521226.588436 + Penalty 2909.344320 = -518317.244116 nChanged 31 SP:Iteration 20F (3696.480614 sec): 3 clusters Score: Raw -521237.557907 + Penalty 2909.344320 = -518328.213587 nChanged 23 SP:Iteration 21Q (3696.547051 sec): 3 clusters Score: Raw -521244.962395 + Penalty 2909.344320 = -518335.618075 nChanged 20 SP:Iteration 22Q (3696.610364 sec): 3 clusters Score: Raw -521253.897252 + Penalty 2909.344320 = -518344.552932 nChanged 19 SP:Iteration 23Q (3696.655091 sec): 3 clusters Score: Raw -521256.495722 + Penalty 2909.344320 = -518347.151402 nChanged 13 SP:Iteration 24Q (3696.724020 sec): 3 clusters Score: Raw -521257.936757 + Penalty 2909.344320 = -518348.592437 nChanged 4 SP:Iteration 25Q (3696.768212 sec): 3 clusters Score: Raw -521258.362017 + Penalty 2909.344320 = -518349.017697 nChanged 3 SP:Iteration 26Q (3696.830740 sec): 3 clusters Score: Raw -521258.676755 + Penalty 2909.344320 = -518349.332435 nChanged 1 SP:Iteration 27Q (3696.887545 sec): 3 clusters Score: Raw -521258.807566 + Penalty 2909.344320 = -518349.463246 nChanged 3 SP:Iteration 28Q (3696.961931 sec): 3 clusters Score: Raw -521259.247300 + Penalty 2909.344320 = -518349.902980 nChanged 2 SP:Iteration 29Q (3697.015099 sec): 3 clusters Score: Raw -521259.586123 + Penalty 2909.344320 = -518350.241803 nChanged 3 SP:Iteration 30Q (3697.069801 sec): 3 clusters Score: Raw -521260.071968 + Penalty 2909.344320 = -518350.727648 nChanged 3 SP:Iteration 31Q (3697.140422 sec): 3 clusters Score: Raw -521260.426749 + Penalty 2909.344320 = -518351.082429 nChanged 1 SP:Iteration 32Q (3697.194709 sec): 3 clusters Score: Raw -521260.536742 + Penalty 2909.344320 = -518351.192422 nChanged 1 SP:Iteration 33Q (3697.248238 sec): 3 clusters Score: Raw -521260.616904 + Penalty 2909.344320 = -518351.272584 nChanged 0 SP:Iteration 34F (3697.304990 sec): 3 clusters Score: Raw -521260.616904 + Penalty 2909.344320 = -518351.272584 nChanged 0 Score: Raw -40461663.091820 + Penalty 64349.829151 = -40397313.262668 Splitting cluster 13 changes total score from -40281374.842923 to -40397313.262668 So it's getting split into cluster 30. Trying to split cluster 14 (3196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3707.774769 sec): 2 clusters Score: Raw -229856.357634 + Penalty 1311.318987 = -228545.038647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3707.839617 sec): 3 clusters Score: Raw -228392.492768 + Penalty 2622.637975 = -225769.854794 nChanged 1253 SP:Iteration 1F (3707.879522 sec): 3 clusters Score: Raw -229349.603984 + Penalty 2622.637975 = -226726.966009 nChanged 408 SP:Iteration 2F (3707.939631 sec): 3 clusters Score: Raw -230358.704810 + Penalty 2622.637975 = -227736.066836 nChanged 494 SP:Iteration 3F (3707.989468 sec): 3 clusters Score: Raw -231676.893155 + Penalty 2622.637975 = -229054.255180 nChanged 349 SP:Iteration 4F (3708.041932 sec): 3 clusters Score: Raw -232356.642795 + Penalty 2622.637975 = -229734.004820 nChanged 153 SP:Iteration 5Q (3708.080983 sec): 3 clusters Score: Raw -232607.435022 + Penalty 2622.637975 = -229984.797047 nChanged 92 SP:Iteration 6Q (3708.132893 sec): 3 clusters Score: Raw -232748.294800 + Penalty 2622.637975 = -230125.656825 nChanged 62 SP:Iteration 7Q (3708.178156 sec): 3 clusters Score: Raw -232848.287834 + Penalty 2622.637975 = -230225.649860 nChanged 44 SP:Iteration 8Q (3708.231171 sec): 3 clusters Score: Raw -232950.874341 + Penalty 2622.637975 = -230328.236366 nChanged 48 SP:Iteration 9Q (3708.284792 sec): 3 clusters Score: Raw -233067.956540 + Penalty 2622.637975 = -230445.318565 nChanged 44 SP:Iteration 10Q (3708.332795 sec): 3 clusters Score: Raw -233163.750650 + Penalty 2622.637975 = -230541.112675 nChanged 33 SP:Iteration 11Q (3708.388529 sec): 3 clusters Score: Raw -233210.990514 + Penalty 2622.637975 = -230588.352539 nChanged 24 SP:Iteration 12Q (3708.444653 sec): 3 clusters Score: Raw -233232.677671 + Penalty 2622.637975 = -230610.039696 nChanged 15 SP:Iteration 13Q (3708.507179 sec): 3 clusters Score: Raw -233244.751444 + Penalty 2622.637975 = -230622.113469 nChanged 11 SP:Iteration 14Q (3708.565361 sec): 3 clusters Score: Raw -233250.036516 + Penalty 2622.637975 = -230627.398541 nChanged 7 SP:Iteration 15Q (3708.614424 sec): 3 clusters Score: Raw -233252.794699 + Penalty 2622.637975 = -230630.156725 nChanged 3 SP:Iteration 16Q (3708.664780 sec): 3 clusters Score: Raw -233253.998584 + Penalty 2622.637975 = -230631.360609 nChanged 3 SP:Iteration 17Q (3708.701714 sec): 3 clusters Score: Raw -233255.385853 + Penalty 2622.637975 = -230632.747878 nChanged 1 SP:Iteration 18Q (3708.750808 sec): 3 clusters Score: Raw -233255.799394 + Penalty 2622.637975 = -230633.161419 nChanged 1 SP:Iteration 19Q (3708.809378 sec): 3 clusters Score: Raw -233256.293446 + Penalty 2622.637975 = -230633.655472 nChanged 2 SP:Iteration 20F (3708.861825 sec): 3 clusters Score: Raw -233256.894382 + Penalty 2622.637975 = -230634.256407 nChanged 0 Score: Raw -40465063.628567 + Penalty 66494.823456 = -40398568.805111 Splitting cluster 14 changes total score from -40281374.842923 to -40398568.805111 So it's getting split into cluster 31. Trying to split cluster 15 (127838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3719.603703 sec): 2 clusters Score: Raw -9935236.570235 + Penalty 1910.759356 = -9933325.810878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3719.884344 sec): 3 clusters Score: Raw -9851458.876477 + Penalty 3821.518713 = -9847637.357765 nChanged 61471 SP:Iteration 1F (3720.148482 sec): 3 clusters Score: Raw -9888790.596075 + Penalty 3821.518713 = -9884969.077362 nChanged 6283 SP:Iteration 2Q (3720.429782 sec): 3 clusters Score: Raw -9891820.541158 + Penalty 3821.518713 = -9887999.022446 nChanged 7437 SP:Iteration 3F (3720.690859 sec): 3 clusters Score: Raw -9896663.361051 + Penalty 3821.518713 = -9892841.842338 nChanged 8870 SP:Iteration 4F (3720.938424 sec): 3 clusters Score: Raw -9903867.491968 + Penalty 3821.518713 = -9900045.973255 nChanged 9645 SP:Iteration 5F (3721.198189 sec): 3 clusters Score: Raw -9912904.409228 + Penalty 3821.518713 = -9909082.890516 nChanged 9489 SP:Iteration 6F (3721.456495 sec): 3 clusters Score: Raw -9922206.931030 + Penalty 3821.518713 = -9918385.412317 nChanged 8134 SP:Iteration 7F (3721.720810 sec): 3 clusters Score: Raw -9929353.031680 + Penalty 3821.518713 = -9925531.512967 nChanged 6932 SP:Iteration 8F (3721.973576 sec): 3 clusters Score: Raw -9935955.787716 + Penalty 3821.518713 = -9932134.269003 nChanged 6781 SP:Iteration 9F (3722.248927 sec): 3 clusters Score: Raw -9945790.785086 + Penalty 3821.518713 = -9941969.266373 nChanged 7995 SP:Iteration 10F (3722.510730 sec): 3 clusters Score: Raw -9965809.617109 + Penalty 3821.518713 = -9961988.098396 nChanged 8843 SP:Iteration 11F (3722.766552 sec): 3 clusters Score: Raw -9996655.223076 + Penalty 3821.518713 = -9992833.704363 nChanged 5956 SP:Iteration 12Q (3722.999905 sec): 3 clusters Score: Raw -10013944.312501 + Penalty 3821.518713 = -10010122.793789 nChanged 2152 SP:Iteration 13Q (3723.223755 sec): 3 clusters Score: Raw -10015812.551876 + Penalty 3821.518713 = -10011991.033163 nChanged 648 SP:Iteration 14Q (3723.420642 sec): 3 clusters Score: Raw -10015992.836705 + Penalty 3821.518713 = -10012171.317992 nChanged 259 SP:Iteration 15Q (3723.628843 sec): 3 clusters Score: Raw -10016046.491251 + Penalty 3821.518713 = -10012224.972538 nChanged 175 SP:Iteration 16Q (3723.838264 sec): 3 clusters Score: Raw -10016074.244328 + Penalty 3821.518713 = -10012252.725615 nChanged 124 SP:Iteration 17Q (3724.060887 sec): 3 clusters Score: Raw -10016088.686414 + Penalty 3821.518713 = -10012267.167701 nChanged 89 SP:Iteration 18Q (3724.277943 sec): 3 clusters Score: Raw -10016095.561810 + Penalty 3821.518713 = -10012274.043097 nChanged 56 SP:Iteration 19Q (3724.509187 sec): 3 clusters Score: Raw -10016098.600503 + Penalty 3821.518713 = -10012277.081790 nChanged 44 SP:Iteration 20F (3724.769587 sec): 3 clusters Score: Raw -10016100.191500 + Penalty 3821.518713 = -10012278.672787 nChanged 24 SP:Iteration 21Q (3724.987639 sec): 3 clusters Score: Raw -10016100.887737 + Penalty 3821.518713 = -10012279.369024 nChanged 22 SP:Iteration 22Q (3725.194722 sec): 3 clusters Score: Raw -10016101.403756 + Penalty 3821.518713 = -10012279.885044 nChanged 12 SP:Iteration 23Q (3725.397927 sec): 3 clusters Score: Raw -10016101.600037 + Penalty 3821.518713 = -10012280.081324 nChanged 4 SP:Iteration 24Q (3725.607283 sec): 3 clusters Score: Raw -10016101.647088 + Penalty 3821.518713 = -10012280.128376 nChanged 3 SP:Iteration 25Q (3725.828133 sec): 3 clusters Score: Raw -10016101.676916 + Penalty 3821.518713 = -10012280.158203 nChanged 2 SP:Iteration 26Q (3726.046002 sec): 3 clusters Score: Raw -10016101.693122 + Penalty 3821.518713 = -10012280.174409 nChanged 0 SP:Iteration 27F (3726.305519 sec): 3 clusters Score: Raw -10016101.693122 + Penalty 3821.518713 = -10012280.174409 nChanged 0 Score: Raw -40545928.751455 + Penalty 68639.817761 = -40477288.933694 Splitting cluster 15 changes total score from -40281374.842923 to -40477288.933694 So it's getting split into cluster 32. Trying to split cluster 16 (14266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3737.475209 sec): 2 clusters Score: Raw -1138630.558437 + Penalty 1554.415584 = -1137076.142853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3737.535386 sec): 3 clusters Score: Raw -1130239.452664 + Penalty 3108.831168 = -1127130.621496 nChanged 6387 SP:Iteration 1F (3737.619292 sec): 3 clusters Score: Raw -1134072.008469 + Penalty 3108.831168 = -1130963.177301 nChanged 1054 SP:Iteration 2F (3737.687428 sec): 3 clusters Score: Raw -1134738.735032 + Penalty 3108.831168 = -1131629.903864 nChanged 1045 SP:Iteration 3F (3737.761909 sec): 3 clusters Score: Raw -1135616.448426 + Penalty 3108.831168 = -1132507.617258 nChanged 1196 SP:Iteration 4F (3737.832498 sec): 3 clusters Score: Raw -1136935.592288 + Penalty 3108.831168 = -1133826.761120 nChanged 1245 SP:Iteration 5F (3737.904975 sec): 3 clusters Score: Raw -1138419.847306 + Penalty 3108.831168 = -1135311.016138 nChanged 1088 SP:Iteration 6F (3737.978395 sec): 3 clusters Score: Raw -1139565.022793 + Penalty 3108.831168 = -1136456.191625 nChanged 762 SP:Iteration 7F (3738.056970 sec): 3 clusters Score: Raw -1140182.089992 + Penalty 3108.831168 = -1137073.258824 nChanged 437 SP:Iteration 8Q (3738.132917 sec): 3 clusters Score: Raw -1140422.343696 + Penalty 3108.831168 = -1137313.512528 nChanged 231 SP:Iteration 9Q (3738.195346 sec): 3 clusters Score: Raw -1140518.645247 + Penalty 3108.831168 = -1137409.814079 nChanged 159 SP:Iteration 10Q (3738.262816 sec): 3 clusters Score: Raw -1140566.938306 + Penalty 3108.831168 = -1137458.107138 nChanged 104 SP:Iteration 11Q (3738.342813 sec): 3 clusters Score: Raw -1140595.458592 + Penalty 3108.831168 = -1137486.627424 nChanged 61 SP:Iteration 12Q (3738.405834 sec): 3 clusters Score: Raw -1140608.545211 + Penalty 3108.831168 = -1137499.714043 nChanged 39 SP:Iteration 13Q (3738.475349 sec): 3 clusters Score: Raw -1140615.705559 + Penalty 3108.831168 = -1137506.874391 nChanged 30 SP:Iteration 14Q (3738.527561 sec): 3 clusters Score: Raw -1140620.656628 + Penalty 3108.831168 = -1137511.825460 nChanged 26 SP:Iteration 15Q (3738.598917 sec): 3 clusters Score: Raw -1140626.423357 + Penalty 3108.831168 = -1137517.592189 nChanged 17 SP:Iteration 16Q (3738.658052 sec): 3 clusters Score: Raw -1140628.274854 + Penalty 3108.831168 = -1137519.443686 nChanged 11 SP:Iteration 17Q (3738.723365 sec): 3 clusters Score: Raw -1140629.416098 + Penalty 3108.831168 = -1137520.584930 nChanged 14 SP:Iteration 18Q (3738.794265 sec): 3 clusters Score: Raw -1140630.591026 + Penalty 3108.831168 = -1137521.759858 nChanged 14 SP:Iteration 19Q (3738.864229 sec): 3 clusters Score: Raw -1140632.245810 + Penalty 3108.831168 = -1137523.414642 nChanged 15 SP:Iteration 20F (3738.925708 sec): 3 clusters Score: Raw -1140633.823479 + Penalty 3108.831168 = -1137524.992311 nChanged 11 SP:Iteration 21Q (3738.984874 sec): 3 clusters Score: Raw -1140634.989928 + Penalty 3108.831168 = -1137526.158760 nChanged 9 SP:Iteration 22Q (3739.057716 sec): 3 clusters Score: Raw -1140635.961646 + Penalty 3108.831168 = -1137527.130478 nChanged 10 SP:Iteration 23Q (3739.123980 sec): 3 clusters Score: Raw -1140637.223252 + Penalty 3108.831168 = -1137528.392084 nChanged 12 SP:Iteration 24Q (3739.193639 sec): 3 clusters Score: Raw -1140639.562590 + Penalty 3108.831168 = -1137530.731422 nChanged 10 SP:Iteration 25Q (3739.255157 sec): 3 clusters Score: Raw -1140642.064959 + Penalty 3108.831168 = -1137533.233791 nChanged 12 SP:Iteration 26Q (3739.322362 sec): 3 clusters Score: Raw -1140644.133233 + Penalty 3108.831168 = -1137535.302065 nChanged 13 SP:Iteration 27Q (3739.395563 sec): 3 clusters Score: Raw -1140646.011282 + Penalty 3108.831168 = -1137537.180114 nChanged 11 SP:Iteration 28Q (3739.456140 sec): 3 clusters Score: Raw -1140647.559834 + Penalty 3108.831168 = -1137538.728666 nChanged 14 SP:Iteration 29Q (3739.522909 sec): 3 clusters Score: Raw -1140649.327580 + Penalty 3108.831168 = -1137540.496412 nChanged 13 SP:Iteration 30Q (3739.597132 sec): 3 clusters Score: Raw -1140651.104533 + Penalty 3108.831168 = -1137542.273365 nChanged 10 SP:Iteration 31Q (3739.665593 sec): 3 clusters Score: Raw -1140652.696357 + Penalty 3108.831168 = -1137543.865189 nChanged 9 SP:Iteration 32Q (3739.739262 sec): 3 clusters Score: Raw -1140654.050772 + Penalty 3108.831168 = -1137545.219604 nChanged 14 SP:Iteration 33Q (3739.809409 sec): 3 clusters Score: Raw -1140655.986864 + Penalty 3108.831168 = -1137547.155696 nChanged 9 SP:Iteration 34Q (3739.883862 sec): 3 clusters Score: Raw -1140657.302915 + Penalty 3108.831168 = -1137548.471747 nChanged 11 SP:Iteration 35Q (3739.941400 sec): 3 clusters Score: Raw -1140659.028389 + Penalty 3108.831168 = -1137550.197221 nChanged 12 SP:Iteration 36Q (3740.012895 sec): 3 clusters Score: Raw -1140661.110979 + Penalty 3108.831168 = -1137552.279811 nChanged 11 SP:Iteration 37Q (3740.087312 sec): 3 clusters Score: Raw -1140663.783599 + Penalty 3108.831168 = -1137554.952431 nChanged 12 SP:Iteration 38Q (3740.160380 sec): 3 clusters Score: Raw -1140666.154664 + Penalty 3108.831168 = -1137557.323496 nChanged 10 SP:Iteration 39Q (3740.231537 sec): 3 clusters Score: Raw -1140667.378963 + Penalty 3108.831168 = -1137558.547795 nChanged 5 SP:Iteration 40F (3740.306386 sec): 3 clusters Score: Raw -1140667.684172 + Penalty 3108.831168 = -1137558.853005 nChanged 5 SP:Iteration 41Q (3740.378276 sec): 3 clusters Score: Raw -1140668.128346 + Penalty 3108.831168 = -1137559.297178 nChanged 1 SP:Iteration 42Q (3740.453634 sec): 3 clusters Score: Raw -1140668.355975 + Penalty 3108.831168 = -1137559.524807 nChanged 4 SP:Iteration 43Q (3740.520722 sec): 3 clusters Score: Raw -1140668.636218 + Penalty 3108.831168 = -1137559.805050 nChanged 2 SP:Iteration 44Q (3740.592891 sec): 3 clusters Score: Raw -1140668.736607 + Penalty 3108.831168 = -1137559.905439 nChanged 1 SP:Iteration 45Q (3740.666910 sec): 3 clusters Score: Raw -1140668.993722 + Penalty 3108.831168 = -1137560.162554 nChanged 3 SP:Iteration 46Q (3740.727450 sec): 3 clusters Score: Raw -1140669.738445 + Penalty 3108.831168 = -1137560.907277 nChanged 7 SP:Iteration 47Q (3740.798559 sec): 3 clusters Score: Raw -1140671.051699 + Penalty 3108.831168 = -1137562.220531 nChanged 5 SP:Iteration 48Q (3740.865174 sec): 3 clusters Score: Raw -1140671.490158 + Penalty 3108.831168 = -1137562.658990 nChanged 0 SP:Iteration 49F (3740.943713 sec): 3 clusters Score: Raw -1140671.490158 + Penalty 3108.831168 = -1137562.658990 nChanged 0 Score: Raw -40547969.683176 + Penalty 70784.812066 = -40477184.871109 Splitting cluster 16 changes total score from -40281374.842923 to -40477184.871109 So it's getting split into cluster 33. Trying to split cluster 17 (104346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3752.574354 sec): 2 clusters Score: Raw -8197809.387758 + Penalty 1877.763482 = -8195931.624277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3752.809165 sec): 3 clusters Score: Raw -8129811.838264 + Penalty 3755.526963 = -8126056.311301 nChanged 50228 SP:Iteration 1F (3753.028664 sec): 3 clusters Score: Raw -8160431.435405 + Penalty 3755.526963 = -8156675.908442 nChanged 5632 SP:Iteration 2F (3753.245943 sec): 3 clusters Score: Raw -8163557.700025 + Penalty 3755.526963 = -8159802.173062 nChanged 7284 SP:Iteration 3F (3753.471356 sec): 3 clusters Score: Raw -8168871.281881 + Penalty 3755.526963 = -8165115.754918 nChanged 8765 SP:Iteration 4F (3753.689588 sec): 3 clusters Score: Raw -8176024.060552 + Penalty 3755.526963 = -8172268.533589 nChanged 8892 SP:Iteration 5F (3753.902648 sec): 3 clusters Score: Raw -8183223.712538 + Penalty 3755.526963 = -8179468.185575 nChanged 7314 SP:Iteration 6F (3754.121549 sec): 3 clusters Score: Raw -8188963.654236 + Penalty 3755.526963 = -8185208.127273 nChanged 5443 SP:Iteration 7F (3754.342688 sec): 3 clusters Score: Raw -8193113.878999 + Penalty 3755.526963 = -8189358.352036 nChanged 3937 SP:Iteration 8Q (3754.563388 sec): 3 clusters Score: Raw -8195772.906320 + Penalty 3755.526963 = -8192017.379357 nChanged 3047 SP:Iteration 9Q (3754.789798 sec): 3 clusters Score: Raw -8197520.693109 + Penalty 3755.526963 = -8193765.166146 nChanged 2399 SP:Iteration 10Q (3755.020321 sec): 3 clusters Score: Raw -8198824.771485 + Penalty 3755.526963 = -8195069.244522 nChanged 2127 SP:Iteration 11Q (3755.235321 sec): 3 clusters Score: Raw -8200061.812591 + Penalty 3755.526963 = -8196306.285628 nChanged 1893 SP:Iteration 12Q (3755.437757 sec): 3 clusters Score: Raw -8201281.529357 + Penalty 3755.526963 = -8197526.002394 nChanged 1809 SP:Iteration 13Q (3755.647849 sec): 3 clusters Score: Raw -8202459.655712 + Penalty 3755.526963 = -8198704.128749 nChanged 1675 SP:Iteration 14Q (3755.848265 sec): 3 clusters Score: Raw -8203566.663102 + Penalty 3755.526963 = -8199811.136139 nChanged 1487 SP:Iteration 15Q (3756.052586 sec): 3 clusters Score: Raw -8204473.666515 + Penalty 3755.526963 = -8200718.139552 nChanged 1311 SP:Iteration 16Q (3756.254976 sec): 3 clusters Score: Raw -8205146.643897 + Penalty 3755.526963 = -8201391.116934 nChanged 1067 SP:Iteration 17Q (3756.468183 sec): 3 clusters Score: Raw -8205600.291575 + Penalty 3755.526963 = -8201844.764612 nChanged 839 SP:Iteration 18Q (3756.679171 sec): 3 clusters Score: Raw -8205887.242808 + Penalty 3755.526963 = -8202131.715844 nChanged 662 SP:Iteration 19Q (3756.882926 sec): 3 clusters Score: Raw -8206070.513627 + Penalty 3755.526963 = -8202314.986664 nChanged 537 SP:Iteration 20F (3757.099968 sec): 3 clusters Score: Raw -8206204.695495 + Penalty 3755.526963 = -8202449.168532 nChanged 480 SP:Iteration 21Q (3757.297818 sec): 3 clusters Score: Raw -8206310.051693 + Penalty 3755.526963 = -8202554.524729 nChanged 418 SP:Iteration 22Q (3757.493689 sec): 3 clusters Score: Raw -8206387.541897 + Penalty 3755.526963 = -8202632.014934 nChanged 345 SP:Iteration 23Q (3757.713167 sec): 3 clusters Score: Raw -8206436.702122 + Penalty 3755.526963 = -8202681.175159 nChanged 299 SP:Iteration 24Q (3757.924828 sec): 3 clusters Score: Raw -8206472.051979 + Penalty 3755.526963 = -8202716.525015 nChanged 240 SP:Iteration 25Q (3758.123823 sec): 3 clusters Score: Raw -8206499.889439 + Penalty 3755.526963 = -8202744.362476 nChanged 222 SP:Iteration 26Q (3758.319329 sec): 3 clusters Score: Raw -8206522.493929 + Penalty 3755.526963 = -8202766.966965 nChanged 188 SP:Iteration 27Q (3758.513186 sec): 3 clusters Score: Raw -8206538.254584 + Penalty 3755.526963 = -8202782.727621 nChanged 155 SP:Iteration 28Q (3758.715363 sec): 3 clusters Score: Raw -8206551.355916 + Penalty 3755.526963 = -8202795.828953 nChanged 144 SP:Iteration 29Q (3758.925166 sec): 3 clusters Score: Raw -8206564.600801 + Penalty 3755.526963 = -8202809.073837 nChanged 165 SP:Iteration 30Q (3759.129140 sec): 3 clusters Score: Raw -8206581.609981 + Penalty 3755.526963 = -8202826.083018 nChanged 142 SP:Iteration 31Q (3759.337005 sec): 3 clusters Score: Raw -8206594.772385 + Penalty 3755.526963 = -8202839.245422 nChanged 145 SP:Iteration 32Q (3759.533829 sec): 3 clusters Score: Raw -8206607.643291 + Penalty 3755.526963 = -8202852.116327 nChanged 138 SP:Iteration 33Q (3759.742303 sec): 3 clusters Score: Raw -8206617.854156 + Penalty 3755.526963 = -8202862.327192 nChanged 120 SP:Iteration 34Q (3759.943747 sec): 3 clusters Score: Raw -8206626.827423 + Penalty 3755.526963 = -8202871.300459 nChanged 124 SP:Iteration 35Q (3760.144537 sec): 3 clusters Score: Raw -8206634.986283 + Penalty 3755.526963 = -8202879.459320 nChanged 109 SP:Iteration 36Q (3760.348394 sec): 3 clusters Score: Raw -8206642.899766 + Penalty 3755.526963 = -8202887.372802 nChanged 128 SP:Iteration 37Q (3760.549407 sec): 3 clusters Score: Raw -8206651.508470 + Penalty 3755.526963 = -8202895.981507 nChanged 128 SP:Iteration 38Q (3760.732309 sec): 3 clusters Score: Raw -8206661.527336 + Penalty 3755.526963 = -8202906.000373 nChanged 125 SP:Iteration 39Q (3760.930582 sec): 3 clusters Score: Raw -8206670.269477 + Penalty 3755.526963 = -8202914.742514 nChanged 115 SP:Iteration 40F (3761.155176 sec): 3 clusters Score: Raw -8206676.819305 + Penalty 3755.526963 = -8202921.292342 nChanged 96 SP:Iteration 41Q (3761.360381 sec): 3 clusters Score: Raw -8206682.085935 + Penalty 3755.526963 = -8202926.558972 nChanged 92 SP:Iteration 42Q (3761.564956 sec): 3 clusters Score: Raw -8206687.295825 + Penalty 3755.526963 = -8202931.768862 nChanged 88 SP:Iteration 43Q (3761.771392 sec): 3 clusters Score: Raw -8206691.790445 + Penalty 3755.526963 = -8202936.263481 nChanged 70 SP:Iteration 44Q (3761.975133 sec): 3 clusters Score: Raw -8206694.947536 + Penalty 3755.526963 = -8202939.420573 nChanged 77 SP:Iteration 45Q (3762.173398 sec): 3 clusters Score: Raw -8206697.930137 + Penalty 3755.526963 = -8202942.403174 nChanged 60 SP:Iteration 46Q (3762.368013 sec): 3 clusters Score: Raw -8206699.943585 + Penalty 3755.526963 = -8202944.416622 nChanged 40 SP:Iteration 47Q (3762.572870 sec): 3 clusters Score: Raw -8206701.195470 + Penalty 3755.526963 = -8202945.668507 nChanged 40 SP:Iteration 48Q (3762.782089 sec): 3 clusters Score: Raw -8206702.326636 + Penalty 3755.526963 = -8202946.799672 nChanged 40 SP:Iteration 49Q (3762.984909 sec): 3 clusters Score: Raw -8206703.234289 + Penalty 3755.526963 = -8202947.707325 nChanged 26 SP:Iteration 50Q (3763.181701 sec): 3 clusters Score: Raw -8206703.783973 + Penalty 3755.526963 = -8202948.257010 nChanged 22 SP:Iteration 51Q (3763.370860 sec): 3 clusters Score: Raw -8206704.234442 + Penalty 3755.526963 = -8202948.707479 nChanged 19 SP:Iteration 52Q (3763.576685 sec): 3 clusters Score: Raw -8206704.681636 + Penalty 3755.526963 = -8202949.154673 nChanged 21 SP:Iteration 53Q (3763.774510 sec): 3 clusters Score: Raw -8206705.119824 + Penalty 3755.526963 = -8202949.592861 nChanged 13 SP:Iteration 54Q (3763.973141 sec): 3 clusters Score: Raw -8206705.456957 + Penalty 3755.526963 = -8202949.929994 nChanged 16 SP:Iteration 55Q (3764.171172 sec): 3 clusters Score: Raw -8206705.770822 + Penalty 3755.526963 = -8202950.243859 nChanged 14 SP:Iteration 56Q (3764.360392 sec): 3 clusters Score: Raw -8206706.060109 + Penalty 3755.526963 = -8202950.533146 nChanged 12 SP:Iteration 57Q (3764.553448 sec): 3 clusters Score: Raw -8206706.211061 + Penalty 3755.526963 = -8202950.684098 nChanged 12 SP:Iteration 58Q (3764.758852 sec): 3 clusters Score: Raw -8206706.560884 + Penalty 3755.526963 = -8202951.033920 nChanged 17 SP:Iteration 59Q (3764.955814 sec): 3 clusters Score: Raw -8206707.049047 + Penalty 3755.526963 = -8202951.522084 nChanged 19 SP:Iteration 60F (3765.177899 sec): 3 clusters Score: Raw -8206707.415845 + Penalty 3755.526963 = -8202951.888881 nChanged 16 SP:Iteration 61Q (3765.390593 sec): 3 clusters Score: Raw -8206707.801547 + Penalty 3755.526963 = -8202952.274584 nChanged 14 SP:Iteration 62Q (3765.600453 sec): 3 clusters Score: Raw -8206708.056680 + Penalty 3755.526963 = -8202952.529717 nChanged 13 SP:Iteration 63Q (3765.810012 sec): 3 clusters Score: Raw -8206708.304011 + Penalty 3755.526963 = -8202952.777048 nChanged 15 SP:Iteration 64Q (3766.014198 sec): 3 clusters Score: Raw -8206708.558156 + Penalty 3755.526963 = -8202953.031193 nChanged 14 SP:Iteration 65Q (3766.228764 sec): 3 clusters Score: Raw -8206708.862546 + Penalty 3755.526963 = -8202953.335583 nChanged 13 SP:Iteration 66Q (3766.422850 sec): 3 clusters Score: Raw -8206709.148252 + Penalty 3755.526963 = -8202953.621288 nChanged 22 SP:Iteration 67Q (3766.625065 sec): 3 clusters Score: Raw -8206709.697591 + Penalty 3755.526963 = -8202954.170628 nChanged 20 SP:Iteration 68Q (3766.830063 sec): 3 clusters Score: Raw -8206710.243423 + Penalty 3755.526963 = -8202954.716459 nChanged 26 SP:Iteration 69Q (3767.043972 sec): 3 clusters Score: Raw -8206710.903183 + Penalty 3755.526963 = -8202955.376220 nChanged 22 SP:Iteration 70Q (3767.248948 sec): 3 clusters Score: Raw -8206711.371055 + Penalty 3755.526963 = -8202955.844092 nChanged 21 SP:Iteration 71Q (3767.451112 sec): 3 clusters Score: Raw -8206711.745795 + Penalty 3755.526963 = -8202956.218832 nChanged 17 SP:Iteration 72Q (3767.646565 sec): 3 clusters Score: Raw -8206712.040431 + Penalty 3755.526963 = -8202956.513468 nChanged 21 SP:Iteration 73Q (3767.847978 sec): 3 clusters Score: Raw -8206712.419281 + Penalty 3755.526963 = -8202956.892318 nChanged 17 SP:Iteration 74Q (3768.058007 sec): 3 clusters Score: Raw -8206712.665921 + Penalty 3755.526963 = -8202957.138958 nChanged 15 SP:Iteration 75Q (3768.262798 sec): 3 clusters Score: Raw -8206712.857484 + Penalty 3755.526963 = -8202957.330520 nChanged 8 SP:Iteration 76Q (3768.465923 sec): 3 clusters Score: Raw -8206712.989901 + Penalty 3755.526963 = -8202957.462937 nChanged 10 SP:Iteration 77Q (3768.673788 sec): 3 clusters Score: Raw -8206713.166433 + Penalty 3755.526963 = -8202957.639470 nChanged 12 SP:Iteration 78Q (3768.892090 sec): 3 clusters Score: Raw -8206713.458108 + Penalty 3755.526963 = -8202957.931144 nChanged 14 SP:Iteration 79Q (3769.092140 sec): 3 clusters Score: Raw -8206713.714813 + Penalty 3755.526963 = -8202958.187850 nChanged 19 SP:Iteration 80F (3769.315341 sec): 3 clusters Score: Raw -8206714.142306 + Penalty 3755.526963 = -8202958.615343 nChanged 17 SP:Iteration 81Q (3769.502006 sec): 3 clusters Score: Raw -8206714.490855 + Penalty 3755.526963 = -8202958.963892 nChanged 14 SP:Iteration 82Q (3769.704267 sec): 3 clusters Score: Raw -8206714.860777 + Penalty 3755.526963 = -8202959.333814 nChanged 12 SP:Iteration 83Q (3769.906195 sec): 3 clusters Score: Raw -8206715.133247 + Penalty 3755.526963 = -8202959.606284 nChanged 17 SP:Iteration 84Q (3770.090107 sec): 3 clusters Score: Raw -8206715.507018 + Penalty 3755.526963 = -8202959.980055 nChanged 16 SP:Iteration 85Q (3770.286794 sec): 3 clusters Score: Raw -8206715.912513 + Penalty 3755.526963 = -8202960.385550 nChanged 16 SP:Iteration 86Q (3770.490772 sec): 3 clusters Score: Raw -8206716.440030 + Penalty 3755.526963 = -8202960.913067 nChanged 18 SP:Iteration 87Q (3770.687055 sec): 3 clusters Score: Raw -8206716.825125 + Penalty 3755.526963 = -8202961.298162 nChanged 19 SP:Iteration 88Q (3770.899396 sec): 3 clusters Score: Raw -8206717.193417 + Penalty 3755.526963 = -8202961.666454 nChanged 20 SP:Iteration 89Q (3771.106210 sec): 3 clusters Score: Raw -8206717.572386 + Penalty 3755.526963 = -8202962.045422 nChanged 19 SP:Iteration 90Q (3771.296962 sec): 3 clusters Score: Raw -8206717.964910 + Penalty 3755.526963 = -8202962.437947 nChanged 25 SP:Iteration 91Q (3771.505484 sec): 3 clusters Score: Raw -8206718.435220 + Penalty 3755.526963 = -8202962.908257 nChanged 16 SP:Iteration 92Q (3771.704789 sec): 3 clusters Score: Raw -8206718.672421 + Penalty 3755.526963 = -8202963.145457 nChanged 13 SP:Iteration 93Q (3771.902417 sec): 3 clusters Score: Raw -8206718.892616 + Penalty 3755.526963 = -8202963.365653 nChanged 14 SP:Iteration 94Q (3772.096686 sec): 3 clusters Score: Raw -8206719.131866 + Penalty 3755.526963 = -8202963.604903 nChanged 10 SP:Iteration 95Q (3772.319165 sec): 3 clusters Score: Raw -8206719.266378 + Penalty 3755.526963 = -8202963.739415 nChanged 6 SP:Iteration 96Q (3772.522810 sec): 3 clusters Score: Raw -8206719.324476 + Penalty 3755.526963 = -8202963.797512 nChanged 8 SP:Iteration 97Q (3772.735401 sec): 3 clusters Score: Raw -8206719.423474 + Penalty 3755.526963 = -8202963.896511 nChanged 7 SP:Iteration 98Q (3772.953851 sec): 3 clusters Score: Raw -8206719.526655 + Penalty 3755.526963 = -8202963.999692 nChanged 9 SP:Iteration 99Q (3773.144929 sec): 3 clusters Score: Raw -8206719.734824 + Penalty 3755.526963 = -8202964.207860 nChanged 11 SP:Iteration 100F (3773.362736 sec): 3 clusters Score: Raw -8206719.908051 + Penalty 3755.526963 = -8202964.381088 nChanged 11 SP:Iteration 101Q (3773.566469 sec): 3 clusters Score: Raw -8206720.151996 + Penalty 3755.526963 = -8202964.625033 nChanged 10 SP:Iteration 102Q (3773.769610 sec): 3 clusters Score: Raw -8206720.377913 + Penalty 3755.526963 = -8202964.850949 nChanged 20 SP:Iteration 103Q (3773.963393 sec): 3 clusters Score: Raw -8206720.889489 + Penalty 3755.526963 = -8202965.362526 nChanged 27 SP:Iteration 104Q (3774.173734 sec): 3 clusters Score: Raw -8206721.513119 + Penalty 3755.526963 = -8202965.986156 nChanged 26 SP:Iteration 105Q (3774.395261 sec): 3 clusters Score: Raw -8206722.279452 + Penalty 3755.526963 = -8202966.752489 nChanged 33 SP:Iteration 106Q (3774.599274 sec): 3 clusters Score: Raw -8206723.167893 + Penalty 3755.526963 = -8202967.640930 nChanged 39 SP:Iteration 107Q (3774.825303 sec): 3 clusters Score: Raw -8206724.271061 + Penalty 3755.526963 = -8202968.744098 nChanged 37 SP:Iteration 108Q (3775.038109 sec): 3 clusters Score: Raw -8206725.486417 + Penalty 3755.526963 = -8202969.959454 nChanged 37 SP:Iteration 109Q (3775.238213 sec): 3 clusters Score: Raw -8206726.388682 + Penalty 3755.526963 = -8202970.861719 nChanged 35 SP:Iteration 110Q (3775.454533 sec): 3 clusters Score: Raw -8206727.261077 + Penalty 3755.526963 = -8202971.734114 nChanged 28 SP:Iteration 111Q (3775.661196 sec): 3 clusters Score: Raw -8206727.954142 + Penalty 3755.526963 = -8202972.427179 nChanged 24 SP:Iteration 112Q (3775.873221 sec): 3 clusters Score: Raw -8206728.576993 + Penalty 3755.526963 = -8202973.050029 nChanged 19 SP:Iteration 113Q (3776.068129 sec): 3 clusters Score: Raw -8206729.104269 + Penalty 3755.526963 = -8202973.577306 nChanged 23 SP:Iteration 114Q (3776.281756 sec): 3 clusters Score: Raw -8206729.815823 + Penalty 3755.526963 = -8202974.288860 nChanged 30 SP:Iteration 115Q (3776.490212 sec): 3 clusters Score: Raw -8206730.537658 + Penalty 3755.526963 = -8202975.010695 nChanged 32 SP:Iteration 116Q (3776.692360 sec): 3 clusters Score: Raw -8206731.188208 + Penalty 3755.526963 = -8202975.661245 nChanged 19 SP:Iteration 117Q (3776.894206 sec): 3 clusters Score: Raw -8206731.785312 + Penalty 3755.526963 = -8202976.258349 nChanged 17 SP:Iteration 118Q (3777.112623 sec): 3 clusters Score: Raw -8206732.160241 + Penalty 3755.526963 = -8202976.633278 nChanged 22 SP:Iteration 119Q (3777.316092 sec): 3 clusters Score: Raw -8206732.668593 + Penalty 3755.526963 = -8202977.141630 nChanged 12 SP:Iteration 120F (3777.544111 sec): 3 clusters Score: Raw -8206732.928085 + Penalty 3755.526963 = -8202977.401122 nChanged 21 SP:Iteration 121Q (3777.751517 sec): 3 clusters Score: Raw -8206733.325188 + Penalty 3755.526963 = -8202977.798225 nChanged 20 SP:Iteration 122Q (3777.951695 sec): 3 clusters Score: Raw -8206733.970410 + Penalty 3755.526963 = -8202978.443447 nChanged 21 SP:Iteration 123Q (3778.150378 sec): 3 clusters Score: Raw -8206734.342093 + Penalty 3755.526963 = -8202978.815130 nChanged 20 SP:Iteration 124Q (3778.359757 sec): 3 clusters Score: Raw -8206734.764663 + Penalty 3755.526963 = -8202979.237700 nChanged 20 SP:Iteration 125Q (3778.557817 sec): 3 clusters Score: Raw -8206735.202805 + Penalty 3755.526963 = -8202979.675842 nChanged 18 SP:Iteration 126Q (3778.757207 sec): 3 clusters Score: Raw -8206735.473314 + Penalty 3755.526963 = -8202979.946350 nChanged 11 SP:Iteration 127Q (3778.951474 sec): 3 clusters Score: Raw -8206735.773076 + Penalty 3755.526963 = -8202980.246112 nChanged 19 SP:Iteration 128Q (3779.149642 sec): 3 clusters Score: Raw -8206736.339816 + Penalty 3755.526963 = -8202980.812852 nChanged 22 SP:Iteration 129Q (3779.355368 sec): 3 clusters Score: Raw -8206736.940044 + Penalty 3755.526963 = -8202981.413081 nChanged 19 SP:Iteration 130Q (3779.558251 sec): 3 clusters Score: Raw -8206737.293371 + Penalty 3755.526963 = -8202981.766407 nChanged 18 SP:Iteration 131Q (3779.771104 sec): 3 clusters Score: Raw -8206737.585674 + Penalty 3755.526963 = -8202982.058711 nChanged 13 SP:Iteration 132Q (3779.971906 sec): 3 clusters Score: Raw -8206737.873472 + Penalty 3755.526963 = -8202982.346508 nChanged 7 SP:Iteration 133Q (3780.172464 sec): 3 clusters Score: Raw -8206738.029032 + Penalty 3755.526963 = -8202982.502069 nChanged 10 SP:Iteration 134Q (3780.379219 sec): 3 clusters Score: Raw -8206738.272073 + Penalty 3755.526963 = -8202982.745110 nChanged 14 SP:Iteration 135Q (3780.588693 sec): 3 clusters Score: Raw -8206738.506031 + Penalty 3755.526963 = -8202982.979067 nChanged 5 SP:Iteration 136Q (3780.809136 sec): 3 clusters Score: Raw -8206738.595170 + Penalty 3755.526963 = -8202983.068207 nChanged 1 SP:Iteration 137Q (3781.035474 sec): 3 clusters Score: Raw -8206738.620010 + Penalty 3755.526963 = -8202983.093047 nChanged 2 SP:Iteration 138Q (3781.247904 sec): 3 clusters Score: Raw -8206738.658268 + Penalty 3755.526963 = -8202983.131305 nChanged 3 SP:Iteration 139Q (3781.453312 sec): 3 clusters Score: Raw -8206738.679968 + Penalty 3755.526963 = -8202983.153005 nChanged 0 SP:Iteration 140F (3781.671950 sec): 3 clusters Score: Raw -8206738.679968 + Penalty 3755.526963 = -8202983.153005 nChanged 0 Score: Raw -40556898.975387 + Penalty 72929.806371 = -40483969.169015 Splitting cluster 17 changes total score from -40281374.842923 to -40483969.169015 So it's getting split into cluster 34. Trying to split cluster 18 (11588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3793.514104 sec): 2 clusters Score: Raw -846059.860608 + Penalty 1520.630371 = -844539.230237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3793.581486 sec): 3 clusters Score: Raw -839453.990833 + Penalty 3041.260742 = -836412.730092 nChanged 5087 SP:Iteration 1F (3793.643673 sec): 3 clusters Score: Raw -842804.657201 + Penalty 3041.260742 = -839763.396460 nChanged 1103 SP:Iteration 2F (3793.693832 sec): 3 clusters Score: Raw -844470.571572 + Penalty 3041.260742 = -841429.310831 nChanged 1258 SP:Iteration 3F (3793.770912 sec): 3 clusters Score: Raw -846727.038159 + Penalty 3041.260742 = -843685.777417 nChanged 1261 SP:Iteration 4F (3793.835235 sec): 3 clusters Score: Raw -849362.351828 + Penalty 3041.260742 = -846321.091086 nChanged 1045 SP:Iteration 5F (3793.885843 sec): 3 clusters Score: Raw -851395.232859 + Penalty 3041.260742 = -848353.972117 nChanged 801 SP:Iteration 6F (3793.952220 sec): 3 clusters Score: Raw -852497.419525 + Penalty 3041.260742 = -849456.158783 nChanged 405 SP:Iteration 7Q (3794.021691 sec): 3 clusters Score: Raw -852896.179753 + Penalty 3041.260742 = -849854.919011 nChanged 217 SP:Iteration 8Q (3794.073936 sec): 3 clusters Score: Raw -853020.996551 + Penalty 3041.260742 = -849979.735810 nChanged 111 SP:Iteration 9Q (3794.128899 sec): 3 clusters Score: Raw -853067.529029 + Penalty 3041.260742 = -850026.268288 nChanged 84 SP:Iteration 10Q (3794.199110 sec): 3 clusters Score: Raw -853092.224426 + Penalty 3041.260742 = -850050.963685 nChanged 44 SP:Iteration 11Q (3794.258814 sec): 3 clusters Score: Raw -853101.839330 + Penalty 3041.260742 = -850060.578588 nChanged 28 SP:Iteration 12Q (3794.320328 sec): 3 clusters Score: Raw -853107.444730 + Penalty 3041.260742 = -850066.183988 nChanged 27 SP:Iteration 13Q (3794.375870 sec): 3 clusters Score: Raw -853111.411254 + Penalty 3041.260742 = -850070.150513 nChanged 11 SP:Iteration 14Q (3794.444871 sec): 3 clusters Score: Raw -853112.459780 + Penalty 3041.260742 = -850071.199038 nChanged 6 SP:Iteration 15Q (3794.503010 sec): 3 clusters Score: Raw -853112.973644 + Penalty 3041.260742 = -850071.712903 nChanged 5 SP:Iteration 16Q (3794.571886 sec): 3 clusters Score: Raw -853113.596997 + Penalty 3041.260742 = -850072.336256 nChanged 5 SP:Iteration 17Q (3794.631607 sec): 3 clusters Score: Raw -853114.199797 + Penalty 3041.260742 = -850072.939055 nChanged 5 SP:Iteration 18Q (3794.699237 sec): 3 clusters Score: Raw -853114.963534 + Penalty 3041.260742 = -850073.702792 nChanged 8 SP:Iteration 19Q (3794.753264 sec): 3 clusters Score: Raw -853115.818282 + Penalty 3041.260742 = -850074.557541 nChanged 3 SP:Iteration 20F (3794.817575 sec): 3 clusters Score: Raw -853116.094145 + Penalty 3041.260742 = -850074.833403 nChanged 4 SP:Iteration 21Q (3794.890427 sec): 3 clusters Score: Raw -853116.460605 + Penalty 3041.260742 = -850075.199863 nChanged 3 SP:Iteration 22Q (3794.943749 sec): 3 clusters Score: Raw -853116.753419 + Penalty 3041.260742 = -850075.492677 nChanged 0 SP:Iteration 23F (3795.019203 sec): 3 clusters Score: Raw -853116.753419 + Penalty 3041.260742 = -850075.492677 nChanged 0 Score: Raw -40563955.868198 + Penalty 75074.800676 = -40488881.067521 Splitting cluster 18 changes total score from -40281374.842923 to -40488881.067521 So it's getting split into cluster 35. Trying to split cluster 19 (5448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3807.437001 sec): 2 clusters Score: Raw -434040.380363 + Penalty 1397.988125 = -432642.392238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3807.494601 sec): 3 clusters Score: Raw -431200.422726 + Penalty 2795.976251 = -428404.446475 nChanged 2232 SP:Iteration 1F (3807.542892 sec): 3 clusters Score: Raw -432509.873887 + Penalty 2795.976251 = -429713.897636 nChanged 492 SP:Iteration 2F (3807.594069 sec): 3 clusters Score: Raw -433134.734000 + Penalty 2795.976251 = -430338.757750 nChanged 600 SP:Iteration 3F (3807.650669 sec): 3 clusters Score: Raw -434259.258643 + Penalty 2795.976251 = -431463.282393 nChanged 645 SP:Iteration 4F (3807.710876 sec): 3 clusters Score: Raw -435275.811543 + Penalty 2795.976251 = -432479.835293 nChanged 534 SP:Iteration 5F (3807.765786 sec): 3 clusters Score: Raw -435818.495581 + Penalty 2795.976251 = -433022.519330 nChanged 284 SP:Iteration 6F (3807.816719 sec): 3 clusters Score: Raw -436037.818124 + Penalty 2795.976251 = -433241.841873 nChanged 167 SP:Iteration 7Q (3807.880894 sec): 3 clusters Score: Raw -436138.123523 + Penalty 2795.976251 = -433342.147272 nChanged 99 SP:Iteration 8Q (3807.933910 sec): 3 clusters Score: Raw -436191.699950 + Penalty 2795.976251 = -433395.723699 nChanged 75 SP:Iteration 9Q (3807.977600 sec): 3 clusters Score: Raw -436224.435311 + Penalty 2795.976251 = -433428.459060 nChanged 50 SP:Iteration 10Q (3808.030732 sec): 3 clusters Score: Raw -436242.716953 + Penalty 2795.976251 = -433446.740702 nChanged 30 SP:Iteration 11Q (3808.086522 sec): 3 clusters Score: Raw -436250.798376 + Penalty 2795.976251 = -433454.822126 nChanged 16 SP:Iteration 12Q (3808.141984 sec): 3 clusters Score: Raw -436255.682321 + Penalty 2795.976251 = -433459.706071 nChanged 15 SP:Iteration 13Q (3808.201778 sec): 3 clusters Score: Raw -436259.554499 + Penalty 2795.976251 = -433463.578248 nChanged 11 SP:Iteration 14Q (3808.258679 sec): 3 clusters Score: Raw -436263.193854 + Penalty 2795.976251 = -433467.217603 nChanged 3 SP:Iteration 15Q (3808.313353 sec): 3 clusters Score: Raw -436264.159682 + Penalty 2795.976251 = -433468.183431 nChanged 3 SP:Iteration 16Q (3808.367857 sec): 3 clusters Score: Raw -436264.926560 + Penalty 2795.976251 = -433468.950309 nChanged 2 SP:Iteration 17Q (3808.410783 sec): 3 clusters Score: Raw -436265.565548 + Penalty 2795.976251 = -433469.589298 nChanged 4 SP:Iteration 18Q (3808.471458 sec): 3 clusters Score: Raw -436266.345599 + Penalty 2795.976251 = -433470.369348 nChanged 1 SP:Iteration 19Q (3808.520331 sec): 3 clusters Score: Raw -436266.571360 + Penalty 2795.976251 = -433470.595110 nChanged 0 SP:Iteration 20F (3808.574870 sec): 3 clusters Score: Raw -436266.571360 + Penalty 2795.976251 = -433470.595110 nChanged 0 Score: Raw -40566182.059195 + Penalty 77219.794981 = -40488962.264214 Splitting cluster 19 changes total score from -40281374.842923 to -40488962.264214 So it's getting split into cluster 36. Trying to split cluster 20 (45833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3821.109551 sec): 2 clusters Score: Raw -3387384.432586 + Penalty 1744.073441 = -3385640.359145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3821.237377 sec): 3 clusters Score: Raw -3358661.320348 + Penalty 3488.146881 = -3355173.173466 nChanged 21455 SP:Iteration 1F (3821.350852 sec): 3 clusters Score: Raw -3374470.891530 + Penalty 3488.146881 = -3370982.744649 nChanged 5174 SP:Iteration 2F (3821.474025 sec): 3 clusters Score: Raw -3383614.595363 + Penalty 3488.146881 = -3380126.448481 nChanged 6251 SP:Iteration 3F (3821.610470 sec): 3 clusters Score: Raw -3397597.906737 + Penalty 3488.146881 = -3394109.759855 nChanged 5016 SP:Iteration 4F (3821.736103 sec): 3 clusters Score: Raw -3402724.258280 + Penalty 3488.146881 = -3399236.111399 nChanged 2308 SP:Iteration 5F (3821.862970 sec): 3 clusters Score: Raw -3403950.234794 + Penalty 3488.146881 = -3400462.087912 nChanged 951 SP:Iteration 6Q (3821.985188 sec): 3 clusters Score: Raw -3404249.835074 + Penalty 3488.146881 = -3400761.688193 nChanged 415 SP:Iteration 7Q (3822.102147 sec): 3 clusters Score: Raw -3404336.283163 + Penalty 3488.146881 = -3400848.136281 nChanged 216 SP:Iteration 8Q (3822.229584 sec): 3 clusters Score: Raw -3404364.644387 + Penalty 3488.146881 = -3400876.497506 nChanged 112 SP:Iteration 9Q (3822.366286 sec): 3 clusters Score: Raw -3404376.164977 + Penalty 3488.146881 = -3400888.018096 nChanged 63 SP:Iteration 10Q (3822.482404 sec): 3 clusters Score: Raw -3404380.557437 + Penalty 3488.146881 = -3400892.410556 nChanged 37 SP:Iteration 11Q (3822.621641 sec): 3 clusters Score: Raw -3404382.939951 + Penalty 3488.146881 = -3400894.793070 nChanged 31 SP:Iteration 12Q (3822.749506 sec): 3 clusters Score: Raw -3404384.556730 + Penalty 3488.146881 = -3400896.409849 nChanged 14 SP:Iteration 13Q (3822.862631 sec): 3 clusters Score: Raw -3404385.080212 + Penalty 3488.146881 = -3400896.933331 nChanged 8 SP:Iteration 14Q (3822.986104 sec): 3 clusters Score: Raw -3404385.321919 + Penalty 3488.146881 = -3400897.175038 nChanged 6 SP:Iteration 15Q (3823.119444 sec): 3 clusters Score: Raw -3404385.518135 + Penalty 3488.146881 = -3400897.371254 nChanged 4 SP:Iteration 16Q (3823.248127 sec): 3 clusters Score: Raw -3404385.647208 + Penalty 3488.146881 = -3400897.500327 nChanged 1 SP:Iteration 17Q (3823.377326 sec): 3 clusters Score: Raw -3404385.662628 + Penalty 3488.146881 = -3400897.515747 nChanged 3 SP:Iteration 18Q (3823.500985 sec): 3 clusters Score: Raw -3404385.708574 + Penalty 3488.146881 = -3400897.561692 nChanged 1 SP:Iteration 19Q (3823.626949 sec): 3 clusters Score: Raw -3404385.720215 + Penalty 3488.146881 = -3400897.573334 nChanged 0 SP:Iteration 20F (3823.755033 sec): 3 clusters Score: Raw -3404385.720215 + Penalty 3488.146881 = -3400897.573334 nChanged 0 Score: Raw -40583183.346824 + Penalty 79364.789286 = -40503818.557538 Splitting cluster 20 changes total score from -40281374.842923 to -40503818.557538 So it's getting split into cluster 37. Iteration 20F (3849.362383 sec): 38 clusters Score: Raw -40615541.726390 + Penalty 79364.789286 = -40536176.937103 nChanged 31375 Iteration 21F (3862.309365 sec): 38 clusters Score: Raw -40636152.418984 + Penalty 79364.789286 = -40556787.629698 nChanged 15136 Iteration 22Q (3867.423182 sec): 38 clusters Score: Raw -40644821.490492 + Penalty 79364.789286 = -40565456.701206 nChanged 9848 Iteration 23Q (3872.053582 sec): 38 clusters Score: Raw -40649176.877747 + Penalty 79364.789286 = -40569812.088461 nChanged 6809 Iteration 24Q (3876.824402 sec): 38 clusters Score: Raw -40651337.530094 + Penalty 79364.789286 = -40571972.740808 nChanged 4876 Iteration 25Q (3881.897863 sec): 38 clusters Score: Raw -40652426.837911 + Penalty 79364.789286 = -40573062.048625 nChanged 3532 Iteration 26Q (3886.467436 sec): 38 clusters Score: Raw -40653045.795445 + Penalty 79364.789286 = -40573681.006158 nChanged 2717 Iteration 27Q (3891.114208 sec): 38 clusters Score: Raw -40653441.006807 + Penalty 79364.789286 = -40574076.217521 nChanged 2236 Iteration 28Q (3895.885223 sec): 38 clusters Score: Raw -40653732.526621 + Penalty 79364.789286 = -40574367.737335 nChanged 1932 Iteration 29Q (3900.495861 sec): 38 clusters Score: Raw -40653972.237921 + Penalty 79364.789286 = -40574607.448635 nChanged 1661 Iteration 30Q (3905.385956 sec): 38 clusters Score: Raw -40654161.581431 + Penalty 79364.789286 = -40574796.792144 nChanged 1403 Iteration 31Q (3910.108017 sec): 38 clusters Score: Raw -40654325.790459 + Penalty 79364.789286 = -40574961.001173 nChanged 1275 Iteration 32Q (3914.792923 sec): 38 clusters Score: Raw -40654452.119646 + Penalty 79364.789286 = -40575087.330360 nChanged 1147 Iteration 33Q (3919.570115 sec): 38 clusters Score: Raw -40654553.182503 + Penalty 79364.789286 = -40575188.393217 nChanged 1040 Iteration 34Q (3924.460402 sec): 38 clusters Score: Raw -40654642.520290 + Penalty 79364.789286 = -40575277.731004 nChanged 999 Iteration 35Q (3929.010651 sec): 38 clusters Score: Raw -40654726.027564 + Penalty 79364.789286 = -40575361.238277 nChanged 924 Iteration 36Q (3933.923537 sec): 38 clusters Score: Raw -40654801.066737 + Penalty 79364.789286 = -40575436.277450 nChanged 897 Iteration 37Q (3938.224313 sec): 38 clusters Score: Raw -40654884.546506 + Penalty 79364.789286 = -40575519.757220 nChanged 880 Iteration 38Q (3943.299642 sec): 38 clusters Score: Raw -40654961.277706 + Penalty 79364.789286 = -40575596.488420 nChanged 860 Iteration 39Q (3948.152525 sec): 38 clusters Score: Raw -40655037.657640 + Penalty 79364.789286 = -40575672.868354 nChanged 859 Iteration 40F (3961.239313 sec): 38 clusters Score: Raw -40655219.352084 + Penalty 79364.789286 = -40575854.562797 nChanged 908 Iteration 41Q (3965.763557 sec): 38 clusters Score: Raw -40655379.267987 + Penalty 79364.789286 = -40576014.478701 nChanged 904 Iteration 42Q (3970.649084 sec): 38 clusters Score: Raw -40655506.082552 + Penalty 79364.789286 = -40576141.293265 nChanged 908 Iteration 43Q (3976.065146 sec): 38 clusters Score: Raw -40655622.360767 + Penalty 79364.789286 = -40576257.571480 nChanged 937 Iteration 44Q (3981.136365 sec): 38 clusters Score: Raw -40655747.779209 + Penalty 79364.789286 = -40576382.989922 nChanged 972 Iteration 45Q (3985.747175 sec): 38 clusters Score: Raw -40655887.219020 + Penalty 79364.789286 = -40576522.429734 nChanged 991 Iteration 46Q (3991.373575 sec): 38 clusters Score: Raw -40656050.088318 + Penalty 79364.789286 = -40576685.299032 nChanged 1051 Iteration 47Q (3996.608790 sec): 38 clusters Score: Raw -40656232.849247 + Penalty 79364.789286 = -40576868.059961 nChanged 1072 Iteration 48Q (4001.671150 sec): 38 clusters Score: Raw -40656412.168287 + Penalty 79364.789286 = -40577047.379000 nChanged 1087 Iteration 49Q (4006.412862 sec): 38 clusters Score: Raw -40656583.154300 + Penalty 79364.789286 = -40577218.365014 nChanged 1108 Iteration 50Q (4011.590827 sec): 38 clusters Score: Raw -40656767.247522 + Penalty 79364.789286 = -40577402.458236 nChanged 1153 Iteration 51Q (4016.706657 sec): 38 clusters Score: Raw -40656959.853609 + Penalty 79364.789286 = -40577595.064323 nChanged 1110 Iteration 52Q (4022.079545 sec): 38 clusters Score: Raw -40657135.538198 + Penalty 79364.789286 = -40577770.748912 nChanged 1092 Iteration 53Q (4027.229221 sec): 38 clusters Score: Raw -40657306.911461 + Penalty 79364.789286 = -40577942.122175 nChanged 959 Iteration 54Q (4032.142034 sec): 38 clusters Score: Raw -40657440.935972 + Penalty 79364.789286 = -40578076.146686 nChanged 938 Iteration 55Q (4036.530160 sec): 38 clusters Score: Raw -40657565.548734 + Penalty 79364.789286 = -40578200.759448 nChanged 927 Iteration 56Q (4041.693881 sec): 38 clusters Score: Raw -40657673.199962 + Penalty 79364.789286 = -40578308.410675 nChanged 916 Iteration 57Q (4046.345608 sec): 38 clusters Score: Raw -40657766.130944 + Penalty 79364.789286 = -40578401.341658 nChanged 798 Iteration 58Q (4051.447660 sec): 38 clusters Score: Raw -40657845.188609 + Penalty 79364.789286 = -40578480.399323 nChanged 791 Writing temp clu file Because OldScore, -40578401.341658, is greater than current (better) Score,-40578480.399323 Compute initial score before splitting: Score: Raw -40657845.188609 + Penalty 79364.789286 = -40578480.399323 Trying to split cluster 1 (25229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4051.698107 sec): 2 clusters Score: Raw -2045637.418514 + Penalty 1647.059278 = -2043990.359236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4051.785401 sec): 3 clusters Score: Raw -2030320.737041 + Penalty 3294.118557 = -2027026.618485 nChanged 11467 SP:Iteration 1F (4051.860233 sec): 3 clusters Score: Raw -2036408.001433 + Penalty 3294.118557 = -2033113.882877 nChanged 1318 SP:Iteration 2F (4051.963707 sec): 3 clusters Score: Raw -2036933.028859 + Penalty 3294.118557 = -2033638.910303 nChanged 1351 SP:Iteration 3F (4052.050581 sec): 3 clusters Score: Raw -2037624.150210 + Penalty 3294.118557 = -2034330.031653 nChanged 1549 SP:Iteration 4F (4052.143067 sec): 3 clusters Score: Raw -2038582.738084 + Penalty 3294.118557 = -2035288.619527 nChanged 1778 SP:Iteration 5F (4052.231302 sec): 3 clusters Score: Raw -2039843.290172 + Penalty 3294.118557 = -2036549.171615 nChanged 1846 SP:Iteration 6F (4052.321654 sec): 3 clusters Score: Raw -2041335.948034 + Penalty 3294.118557 = -2038041.829477 nChanged 1709 SP:Iteration 7F (4052.408575 sec): 3 clusters Score: Raw -2042870.916491 + Penalty 3294.118557 = -2039576.797934 nChanged 1300 SP:Iteration 8F (4052.504550 sec): 3 clusters Score: Raw -2044132.151020 + Penalty 3294.118557 = -2040838.032464 nChanged 890 SP:Iteration 9Q (4052.593428 sec): 3 clusters Score: Raw -2045012.566341 + Penalty 3294.118557 = -2041718.447784 nChanged 562 SP:Iteration 10Q (4052.682222 sec): 3 clusters Score: Raw -2045538.291675 + Penalty 3294.118557 = -2042244.173118 nChanged 419 SP:Iteration 11Q (4052.759866 sec): 3 clusters Score: Raw -2045852.280213 + Penalty 3294.118557 = -2042558.161656 nChanged 291 SP:Iteration 12Q (4052.858476 sec): 3 clusters Score: Raw -2046005.130947 + Penalty 3294.118557 = -2042711.012390 nChanged 198 SP:Iteration 13Q (4052.944397 sec): 3 clusters Score: Raw -2046101.968818 + Penalty 3294.118557 = -2042807.850262 nChanged 152 SP:Iteration 14Q (4053.011332 sec): 3 clusters Score: Raw -2046165.758107 + Penalty 3294.118557 = -2042871.639550 nChanged 141 SP:Iteration 15Q (4053.091292 sec): 3 clusters Score: Raw -2046220.626538 + Penalty 3294.118557 = -2042926.507982 nChanged 107 SP:Iteration 16Q (4053.181684 sec): 3 clusters Score: Raw -2046260.454385 + Penalty 3294.118557 = -2042966.335828 nChanged 86 SP:Iteration 17Q (4053.255232 sec): 3 clusters Score: Raw -2046289.986845 + Penalty 3294.118557 = -2042995.868288 nChanged 85 SP:Iteration 18Q (4053.345544 sec): 3 clusters Score: Raw -2046321.519144 + Penalty 3294.118557 = -2043027.400587 nChanged 84 SP:Iteration 19Q (4053.426843 sec): 3 clusters Score: Raw -2046347.465295 + Penalty 3294.118557 = -2043053.346738 nChanged 71 SP:Iteration 20F (4053.523556 sec): 3 clusters Score: Raw -2046366.528096 + Penalty 3294.118557 = -2043072.409539 nChanged 55 SP:Iteration 21Q (4053.611732 sec): 3 clusters Score: Raw -2046378.337272 + Penalty 3294.118557 = -2043084.218716 nChanged 39 SP:Iteration 22Q (4053.692642 sec): 3 clusters Score: Raw -2046384.741905 + Penalty 3294.118557 = -2043090.623348 nChanged 21 SP:Iteration 23Q (4053.777594 sec): 3 clusters Score: Raw -2046387.878182 + Penalty 3294.118557 = -2043093.759625 nChanged 20 SP:Iteration 24Q (4053.861477 sec): 3 clusters Score: Raw -2046390.685158 + Penalty 3294.118557 = -2043096.566602 nChanged 18 SP:Iteration 25Q (4053.936698 sec): 3 clusters Score: Raw -2046393.154514 + Penalty 3294.118557 = -2043099.035957 nChanged 14 SP:Iteration 26Q (4054.021054 sec): 3 clusters Score: Raw -2046395.094666 + Penalty 3294.118557 = -2043100.976109 nChanged 14 SP:Iteration 27Q (4054.114084 sec): 3 clusters Score: Raw -2046397.275025 + Penalty 3294.118557 = -2043103.156468 nChanged 19 SP:Iteration 28Q (4054.189335 sec): 3 clusters Score: Raw -2046399.444293 + Penalty 3294.118557 = -2043105.325736 nChanged 7 SP:Iteration 29Q (4054.279965 sec): 3 clusters Score: Raw -2046400.289436 + Penalty 3294.118557 = -2043106.170879 nChanged 2 SP:Iteration 30Q (4054.357907 sec): 3 clusters Score: Raw -2046400.691262 + Penalty 3294.118557 = -2043106.572705 nChanged 4 SP:Iteration 31Q (4054.447190 sec): 3 clusters Score: Raw -2046401.081262 + Penalty 3294.118557 = -2043106.962705 nChanged 2 SP:Iteration 32Q (4054.531954 sec): 3 clusters Score: Raw -2046401.231096 + Penalty 3294.118557 = -2043107.112539 nChanged 1 SP:Iteration 33Q (4054.610744 sec): 3 clusters Score: Raw -2046401.378259 + Penalty 3294.118557 = -2043107.259702 nChanged 1 SP:Iteration 34Q (4054.695977 sec): 3 clusters Score: Raw -2046401.444445 + Penalty 3294.118557 = -2043107.325888 nChanged 1 SP:Iteration 35Q (4054.776163 sec): 3 clusters Score: Raw -2046401.479624 + Penalty 3294.118557 = -2043107.361067 nChanged 1 SP:Iteration 36Q (4054.855582 sec): 3 clusters Score: Raw -2046401.561391 + Penalty 3294.118557 = -2043107.442834 nChanged 0 SP:Iteration 37F (4054.952288 sec): 3 clusters Score: Raw -2046401.561391 + Penalty 3294.118557 = -2043107.442834 nChanged 0 Trying to split cluster 2 (2308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4054.988252 sec): 2 clusters Score: Raw -180318.763029 + Penalty 1258.422202 = -179060.340827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4055.025976 sec): 3 clusters Score: Raw -179332.159093 + Penalty 2516.844404 = -176815.314689 nChanged 857 SP:Iteration 1F (4055.076680 sec): 3 clusters Score: Raw -179891.922266 + Penalty 2516.844404 = -177375.077862 nChanged 184 SP:Iteration 2F (4055.130519 sec): 3 clusters Score: Raw -180021.250445 + Penalty 2516.844404 = -177504.406041 nChanged 133 SP:Iteration 3F (4055.186041 sec): 3 clusters Score: Raw -180128.976444 + Penalty 2516.844404 = -177612.132040 nChanged 101 SP:Iteration 4Q (4055.238094 sec): 3 clusters Score: Raw -180215.474877 + Penalty 2516.844404 = -177698.630473 nChanged 92 SP:Iteration 5Q (4055.288929 sec): 3 clusters Score: Raw -180302.772664 + Penalty 2516.844404 = -177785.928260 nChanged 94 SP:Iteration 6Q (4055.339267 sec): 3 clusters Score: Raw -180389.315268 + Penalty 2516.844404 = -177872.470864 nChanged 95 SP:Iteration 7Q (4055.389279 sec): 3 clusters Score: Raw -180523.117329 + Penalty 2516.844404 = -178006.272925 nChanged 107 SP:Iteration 8Q (4055.428171 sec): 3 clusters Score: Raw -180619.626568 + Penalty 2516.844404 = -178102.782164 nChanged 73 SP:Iteration 9Q (4055.486845 sec): 3 clusters Score: Raw -180677.446218 + Penalty 2516.844404 = -178160.601814 nChanged 61 SP:Iteration 10Q (4055.534843 sec): 3 clusters Score: Raw -180718.451668 + Penalty 2516.844404 = -178201.607264 nChanged 42 SP:Iteration 11Q (4055.591084 sec): 3 clusters Score: Raw -180745.906005 + Penalty 2516.844404 = -178229.061601 nChanged 29 SP:Iteration 12Q (4055.641467 sec): 3 clusters Score: Raw -180764.331046 + Penalty 2516.844404 = -178247.486642 nChanged 24 SP:Iteration 13Q (4055.685538 sec): 3 clusters Score: Raw -180775.311837 + Penalty 2516.844404 = -178258.467433 nChanged 15 SP:Iteration 14Q (4055.747844 sec): 3 clusters Score: Raw -180783.545145 + Penalty 2516.844404 = -178266.700741 nChanged 21 SP:Iteration 15Q (4055.793640 sec): 3 clusters Score: Raw -180799.736333 + Penalty 2516.844404 = -178282.891929 nChanged 28 SP:Iteration 16Q (4055.835160 sec): 3 clusters Score: Raw -180821.785393 + Penalty 2516.844404 = -178304.940989 nChanged 25 SP:Iteration 17Q (4055.888564 sec): 3 clusters Score: Raw -180841.921948 + Penalty 2516.844404 = -178325.077544 nChanged 32 SP:Iteration 18Q (4055.943557 sec): 3 clusters Score: Raw -180862.898941 + Penalty 2516.844404 = -178346.054537 nChanged 15 SP:Iteration 19Q (4055.991309 sec): 3 clusters Score: Raw -180872.374215 + Penalty 2516.844404 = -178355.529811 nChanged 9 SP:Iteration 20F (4056.041416 sec): 3 clusters Score: Raw -180896.038095 + Penalty 2516.844404 = -178379.193691 nChanged 5 SP:Iteration 21Q (4056.093212 sec): 3 clusters Score: Raw -180905.896652 + Penalty 2516.844404 = -178389.052248 nChanged 5 SP:Iteration 22Q (4056.138221 sec): 3 clusters Score: Raw -180908.450426 + Penalty 2516.844404 = -178391.606022 nChanged 6 SP:Iteration 23Q (4056.199619 sec): 3 clusters Score: Raw -180910.833933 + Penalty 2516.844404 = -178393.989529 nChanged 4 SP:Iteration 24Q (4056.242743 sec): 3 clusters Score: Raw -180915.172201 + Penalty 2516.844404 = -178398.327797 nChanged 7 SP:Iteration 25Q (4056.301495 sec): 3 clusters Score: Raw -180919.899549 + Penalty 2516.844404 = -178403.055145 nChanged 7 SP:Iteration 26Q (4056.345720 sec): 3 clusters Score: Raw -180923.041375 + Penalty 2516.844404 = -178406.196971 nChanged 3 SP:Iteration 27Q (4056.406419 sec): 3 clusters Score: Raw -180924.374884 + Penalty 2516.844404 = -178407.530480 nChanged 0 SP:Iteration 28F (4056.458969 sec): 3 clusters Score: Raw -180924.374884 + Penalty 2516.844404 = -178407.530480 nChanged 0 Trying to split cluster 3 (1131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4056.486203 sec): 2 clusters Score: Raw -60546.673144 + Penalty 1142.514340 = -59404.158804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4056.524953 sec): 3 clusters Score: Raw -60234.521225 + Penalty 2285.028680 = -57949.492546 nChanged 400 SP:Iteration 1F (4056.576002 sec): 3 clusters Score: Raw -60846.523581 + Penalty 2285.028680 = -58561.494901 nChanged 114 SP:Iteration 2F (4056.620944 sec): 3 clusters Score: Raw -61095.346848 + Penalty 2285.028680 = -58810.318169 nChanged 90 SP:Iteration 3F (4056.670192 sec): 3 clusters Score: Raw -61328.819261 + Penalty 2285.028680 = -59043.790581 nChanged 69 SP:Iteration 4F (4056.718481 sec): 3 clusters Score: Raw -61507.531046 + Penalty 2285.028680 = -59222.502366 nChanged 48 SP:Iteration 5Q (4056.768304 sec): 3 clusters Score: Raw -61683.727739 + Penalty 2285.028680 = -59398.699060 nChanged 48 SP:Iteration 6Q (4056.816881 sec): 3 clusters Score: Raw -61857.255759 + Penalty 2285.028680 = -59572.227079 nChanged 41 SP:Iteration 7Q (4056.874090 sec): 3 clusters Score: Raw -61940.420934 + Penalty 2285.028680 = -59655.392254 nChanged 25 SP:Iteration 8Q (4056.910555 sec): 3 clusters Score: Raw -61983.443076 + Penalty 2285.028680 = -59698.414396 nChanged 12 SP:Iteration 9Q (4056.961437 sec): 3 clusters Score: Raw -62028.872044 + Penalty 2285.028680 = -59743.843364 nChanged 11 SP:Iteration 10Q (4057.008474 sec): 3 clusters Score: Raw -62059.836095 + Penalty 2285.028680 = -59774.807415 nChanged 12 SP:Iteration 11Q (4057.060466 sec): 3 clusters Score: Raw -62077.335803 + Penalty 2285.028680 = -59792.307123 nChanged 11 SP:Iteration 12Q (4057.106475 sec): 3 clusters Score: Raw -62088.111289 + Penalty 2285.028680 = -59803.082609 nChanged 7 SP:Iteration 13Q (4057.150893 sec): 3 clusters Score: Raw -62100.053816 + Penalty 2285.028680 = -59815.025137 nChanged 9 SP:Iteration 14Q (4057.186951 sec): 3 clusters Score: Raw -62110.881918 + Penalty 2285.028680 = -59825.853238 nChanged 10 SP:Iteration 15Q (4057.237725 sec): 3 clusters Score: Raw -62121.613711 + Penalty 2285.028680 = -59836.585032 nChanged 5 SP:Iteration 16Q (4057.287205 sec): 3 clusters Score: Raw -62125.400005 + Penalty 2285.028680 = -59840.371325 nChanged 3 SP:Iteration 17Q (4057.331878 sec): 3 clusters Score: Raw -62127.177039 + Penalty 2285.028680 = -59842.148359 nChanged 2 SP:Iteration 18Q (4057.383661 sec): 3 clusters Score: Raw -62128.254251 + Penalty 2285.028680 = -59843.225571 nChanged 2 SP:Iteration 19Q (4057.425641 sec): 3 clusters Score: Raw -62128.911371 + Penalty 2285.028680 = -59843.882691 nChanged 1 SP:Iteration 20F (4057.472666 sec): 3 clusters Score: Raw -62130.858724 + Penalty 2285.028680 = -59845.830045 nChanged 4 SP:Iteration 21Q (4057.519550 sec): 3 clusters Score: Raw -62136.216532 + Penalty 2285.028680 = -59851.187853 nChanged 2 SP:Iteration 22Q (4057.566978 sec): 3 clusters Score: Raw -62137.686410 + Penalty 2285.028680 = -59852.657730 nChanged 2 SP:Iteration 23Q (4057.615365 sec): 3 clusters Score: Raw -62138.929376 + Penalty 2285.028680 = -59853.900696 nChanged 0 SP:Iteration 24F (4057.670663 sec): 3 clusters Score: Raw -62138.929376 + Penalty 2285.028680 = -59853.900696 nChanged 0 Score: Raw -40659481.466889 + Penalty 81509.783592 = -40577971.683297 Splitting cluster 3 changes total score from -40578480.399323 to -40577971.683297 So it's not getting split. Trying to split cluster 4 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4071.202519 sec): 2 clusters Score: Raw -79358.984647 + Penalty 1155.885593 = -78203.099054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4071.252196 sec): 3 clusters Score: Raw -78940.971038 + Penalty 2311.771185 = -76629.199853 nChanged 386 SP:Iteration 1F (4071.291800 sec): 3 clusters Score: Raw -79341.392307 + Penalty 2311.771185 = -77029.621122 nChanged 109 SP:Iteration 2F (4071.342778 sec): 3 clusters Score: Raw -79455.687586 + Penalty 2311.771185 = -77143.916401 nChanged 63 SP:Iteration 3F (4071.400031 sec): 3 clusters Score: Raw -79523.866588 + Penalty 2311.771185 = -77212.095403 nChanged 42 SP:Iteration 4Q (4071.433735 sec): 3 clusters Score: Raw -79575.231202 + Penalty 2311.771185 = -77263.460017 nChanged 31 SP:Iteration 5Q (4071.483373 sec): 3 clusters Score: Raw -79610.578686 + Penalty 2311.771185 = -77298.807501 nChanged 21 SP:Iteration 6Q (4071.527602 sec): 3 clusters Score: Raw -79624.538159 + Penalty 2311.771185 = -77312.766973 nChanged 8 SP:Iteration 7Q (4071.585658 sec): 3 clusters Score: Raw -79631.450397 + Penalty 2311.771185 = -77319.679211 nChanged 6 SP:Iteration 8Q (4071.634300 sec): 3 clusters Score: Raw -79637.028468 + Penalty 2311.771185 = -77325.257283 nChanged 7 SP:Iteration 9Q (4071.672764 sec): 3 clusters Score: Raw -79641.461097 + Penalty 2311.771185 = -77329.689912 nChanged 9 SP:Iteration 10Q (4071.728794 sec): 3 clusters Score: Raw -79651.435138 + Penalty 2311.771185 = -77339.663953 nChanged 12 SP:Iteration 11Q (4071.769565 sec): 3 clusters Score: Raw -79662.377731 + Penalty 2311.771185 = -77350.606545 nChanged 10 SP:Iteration 12Q (4071.811488 sec): 3 clusters Score: Raw -79668.717798 + Penalty 2311.771185 = -77356.946612 nChanged 12 SP:Iteration 13Q (4071.862877 sec): 3 clusters Score: Raw -79677.193417 + Penalty 2311.771185 = -77365.422232 nChanged 7 SP:Iteration 14Q (4071.912488 sec): 3 clusters Score: Raw -79682.361263 + Penalty 2311.771185 = -77370.590078 nChanged 3 SP:Iteration 15Q (4071.963681 sec): 3 clusters Score: Raw -79686.149814 + Penalty 2311.771185 = -77374.378628 nChanged 5 SP:Iteration 16Q (4072.005094 sec): 3 clusters Score: Raw -79689.809206 + Penalty 2311.771185 = -77378.038021 nChanged 4 SP:Iteration 17Q (4072.053724 sec): 3 clusters Score: Raw -79695.762820 + Penalty 2311.771185 = -77383.991635 nChanged 3 SP:Iteration 18Q (4072.112878 sec): 3 clusters Score: Raw -79704.736520 + Penalty 2311.771185 = -77392.965334 nChanged 8 SP:Iteration 19Q (4072.147494 sec): 3 clusters Score: Raw -79710.754705 + Penalty 2311.771185 = -77398.983520 nChanged 8 SP:Iteration 20F (4072.191414 sec): 3 clusters Score: Raw -79717.796085 + Penalty 2311.771185 = -77406.024900 nChanged 7 SP:Iteration 21Q (4072.246666 sec): 3 clusters Score: Raw -79723.483108 + Penalty 2311.771185 = -77411.711922 nChanged 5 SP:Iteration 22Q (4072.300420 sec): 3 clusters Score: Raw -79727.899297 + Penalty 2311.771185 = -77416.128111 nChanged 6 SP:Iteration 23Q (4072.347632 sec): 3 clusters Score: Raw -79732.377070 + Penalty 2311.771185 = -77420.605885 nChanged 3 SP:Iteration 24Q (4072.393541 sec): 3 clusters Score: Raw -79734.129583 + Penalty 2311.771185 = -77422.358398 nChanged 4 SP:Iteration 25Q (4072.442040 sec): 3 clusters Score: Raw -79736.428950 + Penalty 2311.771185 = -77424.657764 nChanged 5 SP:Iteration 26Q (4072.484526 sec): 3 clusters Score: Raw -79739.190068 + Penalty 2311.771185 = -77427.418883 nChanged 3 SP:Iteration 27Q (4072.533310 sec): 3 clusters Score: Raw -79742.944310 + Penalty 2311.771185 = -77431.173125 nChanged 8 SP:Iteration 28Q (4072.588286 sec): 3 clusters Score: Raw -79753.756044 + Penalty 2311.771185 = -77441.984859 nChanged 5 SP:Iteration 29Q (4072.634859 sec): 3 clusters Score: Raw -79757.155520 + Penalty 2311.771185 = -77445.384334 nChanged 8 SP:Iteration 30Q (4072.670981 sec): 3 clusters Score: Raw -79763.078345 + Penalty 2311.771185 = -77451.307159 nChanged 4 SP:Iteration 31Q (4072.717311 sec): 3 clusters Score: Raw -79767.099643 + Penalty 2311.771185 = -77455.328458 nChanged 4 SP:Iteration 32Q (4072.773123 sec): 3 clusters Score: Raw -79769.244347 + Penalty 2311.771185 = -77457.473161 nChanged 2 SP:Iteration 33Q (4072.817212 sec): 3 clusters Score: Raw -79770.385083 + Penalty 2311.771185 = -77458.613898 nChanged 0 SP:Iteration 34F (4072.873721 sec): 3 clusters Score: Raw -79770.385083 + Penalty 2311.771185 = -77458.613898 nChanged 0 Trying to split cluster 5 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4072.886091 sec): 2 clusters Score: Raw -66976.132330 + Penalty 1107.363221 = -65868.769109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4072.938103 sec): 3 clusters Score: Raw -66782.086557 + Penalty 2214.726442 = -64567.360115 nChanged 282 SP:Iteration 1F (4072.988186 sec): 3 clusters Score: Raw -67221.450513 + Penalty 2214.726442 = -65006.724072 nChanged 130 SP:Iteration 2F (4073.040460 sec): 3 clusters Score: Raw -67550.439730 + Penalty 2214.726442 = -65335.713288 nChanged 86 SP:Iteration 3F (4073.081358 sec): 3 clusters Score: Raw -67866.941163 + Penalty 2214.726442 = -65652.214721 nChanged 73 SP:Iteration 4F (4073.133611 sec): 3 clusters Score: Raw -68039.415749 + Penalty 2214.726442 = -65824.689307 nChanged 33 SP:Iteration 5Q (4073.182599 sec): 3 clusters Score: Raw -68092.268793 + Penalty 2214.726442 = -65877.542352 nChanged 10 SP:Iteration 6Q (4073.221853 sec): 3 clusters Score: Raw -68107.750435 + Penalty 2214.726442 = -65893.023993 nChanged 1 SP:Iteration 7Q (4073.264551 sec): 3 clusters Score: Raw -68109.744199 + Penalty 2214.726442 = -65895.017757 nChanged 0 SP:Iteration 8F (4073.310630 sec): 3 clusters Score: Raw -68109.744199 + Penalty 2214.726442 = -65895.017757 nChanged 0 Score: Raw -40659022.822525 + Penalty 81509.783592 = -40577513.038933 Splitting cluster 5 changes total score from -40578480.399323 to -40577513.038933 So it's not getting split. Trying to split cluster 6 (11185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4086.847062 sec): 2 clusters Score: Raw -783403.626308 + Penalty 1514.878442 = -781888.747866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4086.905039 sec): 3 clusters Score: Raw -777160.361146 + Penalty 3029.756884 = -774130.604262 nChanged 4819 SP:Iteration 1F (4086.973332 sec): 3 clusters Score: Raw -780421.661669 + Penalty 3029.756884 = -777391.904785 nChanged 1114 SP:Iteration 2F (4087.033318 sec): 3 clusters Score: Raw -781600.666980 + Penalty 3029.756884 = -778570.910096 nChanged 1094 SP:Iteration 3F (4087.093385 sec): 3 clusters Score: Raw -782839.907116 + Penalty 3029.756884 = -779810.150232 nChanged 946 SP:Iteration 4F (4087.163622 sec): 3 clusters Score: Raw -783731.027359 + Penalty 3029.756884 = -780701.270475 nChanged 685 SP:Iteration 5F (4087.233533 sec): 3 clusters Score: Raw -784213.068920 + Penalty 3029.756884 = -781183.312036 nChanged 468 SP:Iteration 6Q (4087.302592 sec): 3 clusters Score: Raw -784470.685870 + Penalty 3029.756884 = -781440.928986 nChanged 320 SP:Iteration 7Q (4087.369774 sec): 3 clusters Score: Raw -784638.419820 + Penalty 3029.756884 = -781608.662936 nChanged 258 SP:Iteration 8Q (4087.435221 sec): 3 clusters Score: Raw -784746.141566 + Penalty 3029.756884 = -781716.384682 nChanged 188 SP:Iteration 9Q (4087.500279 sec): 3 clusters Score: Raw -784825.777199 + Penalty 3029.756884 = -781796.020315 nChanged 163 SP:Iteration 10Q (4087.558664 sec): 3 clusters Score: Raw -784892.148698 + Penalty 3029.756884 = -781862.391814 nChanged 130 SP:Iteration 11Q (4087.630826 sec): 3 clusters Score: Raw -784956.297306 + Penalty 3029.756884 = -781926.540422 nChanged 130 SP:Iteration 12Q (4087.695001 sec): 3 clusters Score: Raw -785008.824636 + Penalty 3029.756884 = -781979.067752 nChanged 108 SP:Iteration 13Q (4087.752654 sec): 3 clusters Score: Raw -785052.619106 + Penalty 3029.756884 = -782022.862222 nChanged 80 SP:Iteration 14Q (4087.829810 sec): 3 clusters Score: Raw -785080.751372 + Penalty 3029.756884 = -782050.994488 nChanged 77 SP:Iteration 15Q (4087.896230 sec): 3 clusters Score: Raw -785102.427938 + Penalty 3029.756884 = -782072.671054 nChanged 62 SP:Iteration 16Q (4087.959546 sec): 3 clusters Score: Raw -785120.182310 + Penalty 3029.756884 = -782090.425426 nChanged 63 SP:Iteration 17Q (4088.027098 sec): 3 clusters Score: Raw -785133.901461 + Penalty 3029.756884 = -782104.144577 nChanged 46 SP:Iteration 18Q (4088.091974 sec): 3 clusters Score: Raw -785140.934744 + Penalty 3029.756884 = -782111.177860 nChanged 34 SP:Iteration 19Q (4088.162550 sec): 3 clusters Score: Raw -785147.889364 + Penalty 3029.756884 = -782118.132480 nChanged 30 SP:Iteration 20F (4088.219871 sec): 3 clusters Score: Raw -785154.113073 + Penalty 3029.756884 = -782124.356189 nChanged 33 SP:Iteration 21Q (4088.293673 sec): 3 clusters Score: Raw -785160.962107 + Penalty 3029.756884 = -782131.205223 nChanged 31 SP:Iteration 22Q (4088.360026 sec): 3 clusters Score: Raw -785167.849621 + Penalty 3029.756884 = -782138.092737 nChanged 34 SP:Iteration 23Q (4088.421427 sec): 3 clusters Score: Raw -785177.006090 + Penalty 3029.756884 = -782147.249206 nChanged 48 SP:Iteration 24Q (4088.486205 sec): 3 clusters Score: Raw -785191.631198 + Penalty 3029.756884 = -782161.874314 nChanged 45 SP:Iteration 25Q (4088.542713 sec): 3 clusters Score: Raw -785212.837823 + Penalty 3029.756884 = -782183.080939 nChanged 57 SP:Iteration 26Q (4088.609509 sec): 3 clusters Score: Raw -785236.157371 + Penalty 3029.756884 = -782206.400487 nChanged 56 SP:Iteration 27Q (4088.671887 sec): 3 clusters Score: Raw -785255.366017 + Penalty 3029.756884 = -782225.609133 nChanged 63 SP:Iteration 28Q (4088.741733 sec): 3 clusters Score: Raw -785285.015744 + Penalty 3029.756884 = -782255.258860 nChanged 74 SP:Iteration 29Q (4088.808484 sec): 3 clusters Score: Raw -785316.966114 + Penalty 3029.756884 = -782287.209230 nChanged 70 SP:Iteration 30Q (4088.866552 sec): 3 clusters Score: Raw -785350.854930 + Penalty 3029.756884 = -782321.098046 nChanged 75 SP:Iteration 31Q (4088.940292 sec): 3 clusters Score: Raw -785386.907078 + Penalty 3029.756884 = -782357.150194 nChanged 89 SP:Iteration 32Q (4089.007229 sec): 3 clusters Score: Raw -785435.306773 + Penalty 3029.756884 = -782405.549889 nChanged 104 SP:Iteration 33Q (4089.073422 sec): 3 clusters Score: Raw -785486.933671 + Penalty 3029.756884 = -782457.176787 nChanged 93 SP:Iteration 34Q (4089.138917 sec): 3 clusters Score: Raw -785536.463786 + Penalty 3029.756884 = -782506.706902 nChanged 90 SP:Iteration 35Q (4089.205514 sec): 3 clusters Score: Raw -785572.984949 + Penalty 3029.756884 = -782543.228065 nChanged 75 SP:Iteration 36Q (4089.260060 sec): 3 clusters Score: Raw -785604.258082 + Penalty 3029.756884 = -782574.501198 nChanged 65 SP:Iteration 37Q (4089.334944 sec): 3 clusters Score: Raw -785629.841226 + Penalty 3029.756884 = -782600.084342 nChanged 74 SP:Iteration 38Q (4089.393794 sec): 3 clusters Score: Raw -785660.842844 + Penalty 3029.756884 = -782631.085960 nChanged 73 SP:Iteration 39Q (4089.459695 sec): 3 clusters Score: Raw -785687.586501 + Penalty 3029.756884 = -782657.829617 nChanged 66 SP:Iteration 40F (4089.526066 sec): 3 clusters Score: Raw -785707.009295 + Penalty 3029.756884 = -782677.252411 nChanged 53 SP:Iteration 41Q (4089.596691 sec): 3 clusters Score: Raw -785723.431464 + Penalty 3029.756884 = -782693.674580 nChanged 56 SP:Iteration 42Q (4089.664454 sec): 3 clusters Score: Raw -785741.454027 + Penalty 3029.756884 = -782711.697143 nChanged 61 SP:Iteration 43Q (4089.734138 sec): 3 clusters Score: Raw -785766.489782 + Penalty 3029.756884 = -782736.732898 nChanged 82 SP:Iteration 44Q (4089.792722 sec): 3 clusters Score: Raw -785798.794482 + Penalty 3029.756884 = -782769.037598 nChanged 72 SP:Iteration 45Q (4089.857725 sec): 3 clusters Score: Raw -785828.605628 + Penalty 3029.756884 = -782798.848744 nChanged 66 SP:Iteration 46Q (4089.919130 sec): 3 clusters Score: Raw -785856.802473 + Penalty 3029.756884 = -782827.045589 nChanged 69 SP:Iteration 47Q (4089.990784 sec): 3 clusters Score: Raw -785878.936515 + Penalty 3029.756884 = -782849.179631 nChanged 69 SP:Iteration 48Q (4090.047295 sec): 3 clusters Score: Raw -785903.740930 + Penalty 3029.756884 = -782873.984046 nChanged 63 SP:Iteration 49Q (4090.122431 sec): 3 clusters Score: Raw -785934.563830 + Penalty 3029.756884 = -782904.806946 nChanged 65 SP:Iteration 50Q (4090.177078 sec): 3 clusters Score: Raw -785959.014172 + Penalty 3029.756884 = -782929.257288 nChanged 46 SP:Iteration 51Q (4090.237376 sec): 3 clusters Score: Raw -785972.970010 + Penalty 3029.756884 = -782943.213126 nChanged 45 SP:Iteration 52Q (4090.312043 sec): 3 clusters Score: Raw -785985.679383 + Penalty 3029.756884 = -782955.922499 nChanged 36 SP:Iteration 53Q (4090.377570 sec): 3 clusters Score: Raw -785994.639468 + Penalty 3029.756884 = -782964.882584 nChanged 36 SP:Iteration 54Q (4090.430957 sec): 3 clusters Score: Raw -786002.771279 + Penalty 3029.756884 = -782973.014395 nChanged 28 SP:Iteration 55Q (4090.496514 sec): 3 clusters Score: Raw -786008.061360 + Penalty 3029.756884 = -782978.304476 nChanged 20 SP:Iteration 56Q (4090.558088 sec): 3 clusters Score: Raw -786011.260605 + Penalty 3029.756884 = -782981.503721 nChanged 18 SP:Iteration 57Q (4090.634528 sec): 3 clusters Score: Raw -786015.162156 + Penalty 3029.756884 = -782985.405272 nChanged 17 SP:Iteration 58Q (4090.701200 sec): 3 clusters Score: Raw -786017.267354 + Penalty 3029.756884 = -782987.510470 nChanged 11 SP:Iteration 59Q (4090.760169 sec): 3 clusters Score: Raw -786019.001744 + Penalty 3029.756884 = -782989.244860 nChanged 9 SP:Iteration 60F (4090.830124 sec): 3 clusters Score: Raw -786020.028210 + Penalty 3029.756884 = -782990.271326 nChanged 6 SP:Iteration 61Q (4090.897262 sec): 3 clusters Score: Raw -786020.856795 + Penalty 3029.756884 = -782991.099911 nChanged 6 SP:Iteration 62Q (4090.959638 sec): 3 clusters Score: Raw -786021.764052 + Penalty 3029.756884 = -782992.007168 nChanged 5 SP:Iteration 63Q (4091.025055 sec): 3 clusters Score: Raw -786022.394726 + Penalty 3029.756884 = -782992.637842 nChanged 2 SP:Iteration 64Q (4091.087719 sec): 3 clusters Score: Raw -786022.671178 + Penalty 3029.756884 = -782992.914294 nChanged 1 SP:Iteration 65Q (4091.158741 sec): 3 clusters Score: Raw -786022.715756 + Penalty 3029.756884 = -782992.958871 nChanged 2 SP:Iteration 66Q (4091.218989 sec): 3 clusters Score: Raw -786022.853567 + Penalty 3029.756884 = -782993.096683 nChanged 2 SP:Iteration 67Q (4091.279733 sec): 3 clusters Score: Raw -786023.147956 + Penalty 3029.756884 = -782993.391072 nChanged 1 SP:Iteration 68Q (4091.335442 sec): 3 clusters Score: Raw -786023.226775 + Penalty 3029.756884 = -782993.469891 nChanged 1 SP:Iteration 69Q (4091.403865 sec): 3 clusters Score: Raw -786023.295368 + Penalty 3029.756884 = -782993.538484 nChanged 2 SP:Iteration 70Q (4091.454379 sec): 3 clusters Score: Raw -786023.661570 + Penalty 3029.756884 = -782993.904686 nChanged 1 SP:Iteration 71Q (4091.526226 sec): 3 clusters Score: Raw -786023.919992 + Penalty 3029.756884 = -782994.163108 nChanged 2 SP:Iteration 72Q (4091.590312 sec): 3 clusters Score: Raw -786024.221848 + Penalty 3029.756884 = -782994.464964 nChanged 4 SP:Iteration 73Q (4091.643174 sec): 3 clusters Score: Raw -786024.659742 + Penalty 3029.756884 = -782994.902858 nChanged 3 SP:Iteration 74Q (4091.716817 sec): 3 clusters Score: Raw -786025.112096 + Penalty 3029.756884 = -782995.355212 nChanged 4 SP:Iteration 75Q (4091.772263 sec): 3 clusters Score: Raw -786025.922767 + Penalty 3029.756884 = -782996.165883 nChanged 3 SP:Iteration 76Q (4091.850211 sec): 3 clusters Score: Raw -786026.237642 + Penalty 3029.756884 = -782996.480758 nChanged 1 SP:Iteration 77Q (4091.904068 sec): 3 clusters Score: Raw -786026.545670 + Penalty 3029.756884 = -782996.788786 nChanged 2 SP:Iteration 78Q (4091.975694 sec): 3 clusters Score: Raw -786026.688573 + Penalty 3029.756884 = -782996.931689 nChanged 0 SP:Iteration 79F (4092.049142 sec): 3 clusters Score: Raw -786026.688573 + Penalty 3029.756884 = -782996.931689 nChanged 0 Score: Raw -40660512.272921 + Penalty 81509.783592 = -40579002.489330 Splitting cluster 6 changes total score from -40578480.399323 to -40579002.489330 So it's getting split into cluster 38. Trying to split cluster 7 (17341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4105.231425 sec): 2 clusters Score: Raw -1379244.378886 + Penalty 1586.134699 = -1377658.244187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4105.308115 sec): 3 clusters Score: Raw -1368841.060763 + Penalty 3172.269399 = -1365668.791364 nChanged 7823 SP:Iteration 1F (4105.378098 sec): 3 clusters Score: Raw -1373301.746087 + Penalty 3172.269399 = -1370129.476688 nChanged 1114 SP:Iteration 2F (4105.454004 sec): 3 clusters Score: Raw -1373982.766796 + Penalty 3172.269399 = -1370810.497397 nChanged 1167 SP:Iteration 3F (4105.525330 sec): 3 clusters Score: Raw -1374820.209903 + Penalty 3172.269399 = -1371647.940504 nChanged 1208 SP:Iteration 4F (4105.602677 sec): 3 clusters Score: Raw -1375747.852169 + Penalty 3172.269399 = -1372575.582770 nChanged 1248 SP:Iteration 5F (4105.678857 sec): 3 clusters Score: Raw -1376742.946163 + Penalty 3172.269399 = -1373570.676764 nChanged 1185 SP:Iteration 6F (4105.746581 sec): 3 clusters Score: Raw -1377837.558891 + Penalty 3172.269399 = -1374665.289493 nChanged 1106 SP:Iteration 7F (4105.818177 sec): 3 clusters Score: Raw -1378868.134861 + Penalty 3172.269399 = -1375695.865462 nChanged 921 SP:Iteration 8F (4105.899425 sec): 3 clusters Score: Raw -1379605.425500 + Penalty 3172.269399 = -1376433.156102 nChanged 632 SP:Iteration 9Q (4105.971309 sec): 3 clusters Score: Raw -1379986.824581 + Penalty 3172.269399 = -1376814.555182 nChanged 412 SP:Iteration 10Q (4106.054368 sec): 3 clusters Score: Raw -1380190.326347 + Penalty 3172.269399 = -1377018.056949 nChanged 279 SP:Iteration 11Q (4106.129111 sec): 3 clusters Score: Raw -1380302.348243 + Penalty 3172.269399 = -1377130.078844 nChanged 216 SP:Iteration 12Q (4106.202377 sec): 3 clusters Score: Raw -1380367.546747 + Penalty 3172.269399 = -1377195.277349 nChanged 163 SP:Iteration 13Q (4106.276893 sec): 3 clusters Score: Raw -1380406.897516 + Penalty 3172.269399 = -1377234.628117 nChanged 119 SP:Iteration 14Q (4106.354178 sec): 3 clusters Score: Raw -1380434.474832 + Penalty 3172.269399 = -1377262.205433 nChanged 102 SP:Iteration 15Q (4106.428054 sec): 3 clusters Score: Raw -1380455.646793 + Penalty 3172.269399 = -1377283.377395 nChanged 86 SP:Iteration 16Q (4106.513315 sec): 3 clusters Score: Raw -1380470.163951 + Penalty 3172.269399 = -1377297.894553 nChanged 70 SP:Iteration 17Q (4106.590603 sec): 3 clusters Score: Raw -1380481.286987 + Penalty 3172.269399 = -1377309.017588 nChanged 62 SP:Iteration 18Q (4106.652878 sec): 3 clusters Score: Raw -1380491.295639 + Penalty 3172.269399 = -1377319.026241 nChanged 48 SP:Iteration 19Q (4106.736243 sec): 3 clusters Score: Raw -1380499.160569 + Penalty 3172.269399 = -1377326.891171 nChanged 57 SP:Iteration 20F (4106.810500 sec): 3 clusters Score: Raw -1380509.874117 + Penalty 3172.269399 = -1377337.604719 nChanged 60 SP:Iteration 21Q (4106.886417 sec): 3 clusters Score: Raw -1380519.638827 + Penalty 3172.269399 = -1377347.369429 nChanged 57 SP:Iteration 22Q (4106.956749 sec): 3 clusters Score: Raw -1380526.865911 + Penalty 3172.269399 = -1377354.596513 nChanged 45 SP:Iteration 23Q (4107.030943 sec): 3 clusters Score: Raw -1380532.916042 + Penalty 3172.269399 = -1377360.646644 nChanged 46 SP:Iteration 24Q (4107.106012 sec): 3 clusters Score: Raw -1380539.516301 + Penalty 3172.269399 = -1377367.246903 nChanged 34 SP:Iteration 25Q (4107.191034 sec): 3 clusters Score: Raw -1380543.512147 + Penalty 3172.269399 = -1377371.242748 nChanged 35 SP:Iteration 26Q (4107.252133 sec): 3 clusters Score: Raw -1380548.490735 + Penalty 3172.269399 = -1377376.221336 nChanged 37 SP:Iteration 27Q (4107.327960 sec): 3 clusters Score: Raw -1380553.375678 + Penalty 3172.269399 = -1377381.106280 nChanged 32 SP:Iteration 28Q (4107.404544 sec): 3 clusters Score: Raw -1380557.685503 + Penalty 3172.269399 = -1377385.416104 nChanged 35 SP:Iteration 29Q (4107.477680 sec): 3 clusters Score: Raw -1380561.231576 + Penalty 3172.269399 = -1377388.962177 nChanged 33 SP:Iteration 30Q (4107.552260 sec): 3 clusters Score: Raw -1380564.911996 + Penalty 3172.269399 = -1377392.642598 nChanged 36 SP:Iteration 31Q (4107.636424 sec): 3 clusters Score: Raw -1380568.588431 + Penalty 3172.269399 = -1377396.319032 nChanged 32 SP:Iteration 32Q (4107.712223 sec): 3 clusters Score: Raw -1380572.462533 + Penalty 3172.269399 = -1377400.193135 nChanged 32 SP:Iteration 33Q (4107.788451 sec): 3 clusters Score: Raw -1380576.025613 + Penalty 3172.269399 = -1377403.756214 nChanged 32 SP:Iteration 34Q (4107.866908 sec): 3 clusters Score: Raw -1380579.906917 + Penalty 3172.269399 = -1377407.637519 nChanged 29 SP:Iteration 35Q (4107.937907 sec): 3 clusters Score: Raw -1380582.305528 + Penalty 3172.269399 = -1377410.036130 nChanged 23 SP:Iteration 36Q (4108.014892 sec): 3 clusters Score: Raw -1380584.207346 + Penalty 3172.269399 = -1377411.937947 nChanged 18 SP:Iteration 37Q (4108.092713 sec): 3 clusters Score: Raw -1380585.496149 + Penalty 3172.269399 = -1377413.226750 nChanged 18 SP:Iteration 38Q (4108.170382 sec): 3 clusters Score: Raw -1380586.667678 + Penalty 3172.269399 = -1377414.398279 nChanged 14 SP:Iteration 39Q (4108.242862 sec): 3 clusters Score: Raw -1380587.618101 + Penalty 3172.269399 = -1377415.348703 nChanged 15 SP:Iteration 40F (4108.309446 sec): 3 clusters Score: Raw -1380588.563192 + Penalty 3172.269399 = -1377416.293794 nChanged 8 SP:Iteration 41Q (4108.376838 sec): 3 clusters Score: Raw -1380589.299933 + Penalty 3172.269399 = -1377417.030535 nChanged 11 SP:Iteration 42Q (4108.451953 sec): 3 clusters Score: Raw -1380590.153137 + Penalty 3172.269399 = -1377417.883738 nChanged 10 SP:Iteration 43Q (4108.534874 sec): 3 clusters Score: Raw -1380590.750361 + Penalty 3172.269399 = -1377418.480962 nChanged 11 SP:Iteration 44Q (4108.606663 sec): 3 clusters Score: Raw -1380591.574991 + Penalty 3172.269399 = -1377419.305592 nChanged 6 SP:Iteration 45Q (4108.685775 sec): 3 clusters Score: Raw -1380591.958578 + Penalty 3172.269399 = -1377419.689180 nChanged 2 SP:Iteration 46Q (4108.756541 sec): 3 clusters Score: Raw -1380592.022436 + Penalty 3172.269399 = -1377419.753038 nChanged 1 SP:Iteration 47Q (4108.834585 sec): 3 clusters Score: Raw -1380592.055083 + Penalty 3172.269399 = -1377419.785684 nChanged 2 SP:Iteration 48Q (4108.908024 sec): 3 clusters Score: Raw -1380592.267560 + Penalty 3172.269399 = -1377419.998162 nChanged 3 SP:Iteration 49Q (4108.983754 sec): 3 clusters Score: Raw -1380592.449424 + Penalty 3172.269399 = -1377420.180025 nChanged 2 SP:Iteration 50Q (4109.062480 sec): 3 clusters Score: Raw -1380592.556201 + Penalty 3172.269399 = -1377420.286802 nChanged 3 SP:Iteration 51Q (4109.139687 sec): 3 clusters Score: Raw -1380592.698756 + Penalty 3172.269399 = -1377420.429357 nChanged 2 SP:Iteration 52Q (4109.215168 sec): 3 clusters Score: Raw -1380592.780957 + Penalty 3172.269399 = -1377420.511559 nChanged 1 SP:Iteration 53Q (4109.280377 sec): 3 clusters Score: Raw -1380592.806202 + Penalty 3172.269399 = -1377420.536804 nChanged 1 SP:Iteration 54Q (4109.359944 sec): 3 clusters Score: Raw -1380592.892871 + Penalty 3172.269399 = -1377420.623472 nChanged 2 SP:Iteration 55Q (4109.437181 sec): 3 clusters Score: Raw -1380592.958201 + Penalty 3172.269399 = -1377420.688803 nChanged 1 SP:Iteration 56Q (4109.508191 sec): 3 clusters Score: Raw -1380592.976893 + Penalty 3172.269399 = -1377420.707494 nChanged 0 SP:Iteration 57F (4109.583707 sec): 3 clusters Score: Raw -1380592.976893 + Penalty 3172.269399 = -1377420.707494 nChanged 0 Trying to split cluster 8 (40934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4109.668991 sec): 2 clusters Score: Raw -3272517.132023 + Penalty 1725.703898 = -3270791.428126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4109.791200 sec): 3 clusters Score: Raw -3246842.701768 + Penalty 3451.407795 = -3243391.293973 nChanged 19167 SP:Iteration 1F (4109.904200 sec): 3 clusters Score: Raw -3257945.878685 + Penalty 3451.407795 = -3254494.470890 nChanged 2128 SP:Iteration 2F (4110.025183 sec): 3 clusters Score: Raw -3258980.860356 + Penalty 3451.407795 = -3255529.452561 nChanged 2310 SP:Iteration 3F (4110.147182 sec): 3 clusters Score: Raw -3260570.850684 + Penalty 3451.407795 = -3257119.442889 nChanged 2877 SP:Iteration 4F (4110.264435 sec): 3 clusters Score: Raw -3263689.752706 + Penalty 3451.407795 = -3260238.344911 nChanged 3581 SP:Iteration 5F (4110.381592 sec): 3 clusters Score: Raw -3269628.368954 + Penalty 3451.407795 = -3266176.961159 nChanged 3891 SP:Iteration 6F (4110.503532 sec): 3 clusters Score: Raw -3277026.809351 + Penalty 3451.407795 = -3273575.401556 nChanged 3551 SP:Iteration 7F (4110.617062 sec): 3 clusters Score: Raw -3281139.422340 + Penalty 3451.407795 = -3277688.014545 nChanged 2571 SP:Iteration 8F (4110.731541 sec): 3 clusters Score: Raw -3283860.765881 + Penalty 3451.407795 = -3280409.358086 nChanged 1788 SP:Iteration 9Q (4110.859336 sec): 3 clusters Score: Raw -3285928.673761 + Penalty 3451.407795 = -3282477.265966 nChanged 1309 SP:Iteration 10Q (4110.963506 sec): 3 clusters Score: Raw -3287334.707433 + Penalty 3451.407795 = -3283883.299638 nChanged 894 SP:Iteration 11Q (4111.094049 sec): 3 clusters Score: Raw -3288173.664147 + Penalty 3451.407795 = -3284722.256352 nChanged 671 SP:Iteration 12Q (4111.199914 sec): 3 clusters Score: Raw -3288677.612673 + Penalty 3451.407795 = -3285226.204878 nChanged 470 SP:Iteration 13Q (4111.314257 sec): 3 clusters Score: Raw -3288928.947324 + Penalty 3451.407795 = -3285477.539529 nChanged 340 SP:Iteration 14Q (4111.423035 sec): 3 clusters Score: Raw -3289057.583570 + Penalty 3451.407795 = -3285606.175775 nChanged 223 SP:Iteration 15Q (4111.529918 sec): 3 clusters Score: Raw -3289110.385461 + Penalty 3451.407795 = -3285658.977666 nChanged 148 SP:Iteration 16Q (4111.631481 sec): 3 clusters Score: Raw -3289135.083895 + Penalty 3451.407795 = -3285683.676100 nChanged 91 SP:Iteration 17Q (4111.743155 sec): 3 clusters Score: Raw -3289147.835480 + Penalty 3451.407795 = -3285696.427685 nChanged 81 SP:Iteration 18Q (4111.853477 sec): 3 clusters Score: Raw -3289157.120860 + Penalty 3451.407795 = -3285705.713065 nChanged 71 SP:Iteration 19Q (4111.963683 sec): 3 clusters Score: Raw -3289166.010622 + Penalty 3451.407795 = -3285714.602827 nChanged 51 SP:Iteration 20F (4112.079048 sec): 3 clusters Score: Raw -3289170.726550 + Penalty 3451.407795 = -3285719.318755 nChanged 36 SP:Iteration 21Q (4112.190205 sec): 3 clusters Score: Raw -3289173.339586 + Penalty 3451.407795 = -3285721.931791 nChanged 22 SP:Iteration 22Q (4112.302688 sec): 3 clusters Score: Raw -3289174.423829 + Penalty 3451.407795 = -3285723.016034 nChanged 11 SP:Iteration 23Q (4112.408464 sec): 3 clusters Score: Raw -3289174.908550 + Penalty 3451.407795 = -3285723.500755 nChanged 10 SP:Iteration 24Q (4112.523164 sec): 3 clusters Score: Raw -3289175.293359 + Penalty 3451.407795 = -3285723.885564 nChanged 7 SP:Iteration 25Q (4112.634073 sec): 3 clusters Score: Raw -3289175.560671 + Penalty 3451.407795 = -3285724.152876 nChanged 4 SP:Iteration 26Q (4112.750337 sec): 3 clusters Score: Raw -3289175.691733 + Penalty 3451.407795 = -3285724.283938 nChanged 4 SP:Iteration 27Q (4112.858843 sec): 3 clusters Score: Raw -3289175.801994 + Penalty 3451.407795 = -3285724.394199 nChanged 2 SP:Iteration 28Q (4112.975186 sec): 3 clusters Score: Raw -3289175.868784 + Penalty 3451.407795 = -3285724.460989 nChanged 1 SP:Iteration 29Q (4113.086354 sec): 3 clusters Score: Raw -3289175.875010 + Penalty 3451.407795 = -3285724.467215 nChanged 0 SP:Iteration 30F (4113.200956 sec): 3 clusters Score: Raw -3289175.875010 + Penalty 3451.407795 = -3285724.467215 nChanged 0 Score: Raw -40677171.015908 + Penalty 83654.777897 = -40593516.238012 Splitting cluster 8 changes total score from -40578480.399323 to -40593516.238012 So it's getting split into cluster 39. Trying to split cluster 9 (8402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.093036 sec): 2 clusters Score: Raw -613384.376810 + Penalty 1468.386571 = -611915.990239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.150632 sec): 3 clusters Score: Raw -608739.636590 + Penalty 2936.773142 = -605802.863449 nChanged 3530 SP:Iteration 1F (4127.205264 sec): 3 clusters Score: Raw -610797.894294 + Penalty 2936.773142 = -607861.121153 nChanged 685 SP:Iteration 2F (4127.267630 sec): 3 clusters Score: Raw -611364.653080 + Penalty 2936.773142 = -608427.879938 nChanged 658 SP:Iteration 3F (4127.332246 sec): 3 clusters Score: Raw -611986.223156 + Penalty 2936.773142 = -609049.450014 nChanged 616 SP:Iteration 4F (4127.385368 sec): 3 clusters Score: Raw -612658.946213 + Penalty 2936.773142 = -609722.173071 nChanged 584 SP:Iteration 5F (4127.449308 sec): 3 clusters Score: Raw -613230.193778 + Penalty 2936.773142 = -610293.420636 nChanged 510 SP:Iteration 6F (4127.499344 sec): 3 clusters Score: Raw -613734.927889 + Penalty 2936.773142 = -610798.154747 nChanged 395 SP:Iteration 7Q (4127.567419 sec): 3 clusters Score: Raw -614109.245789 + Penalty 2936.773142 = -611172.472647 nChanged 349 SP:Iteration 8Q (4127.617478 sec): 3 clusters Score: Raw -614437.239247 + Penalty 2936.773142 = -611500.466106 nChanged 260 SP:Iteration 9Q (4127.684295 sec): 3 clusters Score: Raw -614682.630889 + Penalty 2936.773142 = -611745.857747 nChanged 198 SP:Iteration 10Q (4127.745114 sec): 3 clusters Score: Raw -614877.756465 + Penalty 2936.773142 = -611940.983324 nChanged 160 SP:Iteration 11Q (4127.804881 sec): 3 clusters Score: Raw -615055.937847 + Penalty 2936.773142 = -612119.164705 nChanged 130 SP:Iteration 12Q (4127.854463 sec): 3 clusters Score: Raw -615176.085044 + Penalty 2936.773142 = -612239.311902 nChanged 101 SP:Iteration 13Q (4127.909424 sec): 3 clusters Score: Raw -615241.825962 + Penalty 2936.773142 = -612305.052820 nChanged 71 SP:Iteration 14Q (4127.969670 sec): 3 clusters Score: Raw -615271.582099 + Penalty 2936.773142 = -612334.808958 nChanged 52 SP:Iteration 15Q (4128.036876 sec): 3 clusters Score: Raw -615291.701736 + Penalty 2936.773142 = -612354.928594 nChanged 49 SP:Iteration 16Q (4128.084558 sec): 3 clusters Score: Raw -615315.137047 + Penalty 2936.773142 = -612378.363905 nChanged 33 SP:Iteration 17Q (4128.147907 sec): 3 clusters Score: Raw -615325.669650 + Penalty 2936.773142 = -612388.896508 nChanged 27 SP:Iteration 18Q (4128.195165 sec): 3 clusters Score: Raw -615332.015419 + Penalty 2936.773142 = -612395.242277 nChanged 14 SP:Iteration 19Q (4128.262019 sec): 3 clusters Score: Raw -615335.916870 + Penalty 2936.773142 = -612399.143728 nChanged 11 SP:Iteration 20F (4128.305265 sec): 3 clusters Score: Raw -615339.740143 + Penalty 2936.773142 = -612402.967001 nChanged 16 SP:Iteration 21Q (4128.373785 sec): 3 clusters Score: Raw -615344.130941 + Penalty 2936.773142 = -612407.357799 nChanged 15 SP:Iteration 22Q (4128.428070 sec): 3 clusters Score: Raw -615348.422420 + Penalty 2936.773142 = -612411.649278 nChanged 15 SP:Iteration 23Q (4128.479011 sec): 3 clusters Score: Raw -615350.559493 + Penalty 2936.773142 = -612413.786351 nChanged 6 SP:Iteration 24Q (4128.535958 sec): 3 clusters Score: Raw -615351.975391 + Penalty 2936.773142 = -612415.202249 nChanged 5 SP:Iteration 25Q (4128.601644 sec): 3 clusters Score: Raw -615353.135569 + Penalty 2936.773142 = -612416.362428 nChanged 6 SP:Iteration 26Q (4128.657389 sec): 3 clusters Score: Raw -615354.182004 + Penalty 2936.773142 = -612417.408862 nChanged 2 SP:Iteration 27Q (4128.709855 sec): 3 clusters Score: Raw -615354.446733 + Penalty 2936.773142 = -612417.673591 nChanged 0 SP:Iteration 28F (4128.773388 sec): 3 clusters Score: Raw -615354.446733 + Penalty 2936.773142 = -612417.673591 nChanged 0 Score: Raw -40679141.085832 + Penalty 85799.772202 = -40593341.313630 Splitting cluster 9 changes total score from -40578480.399323 to -40593341.313630 So it's getting split into cluster 40. Trying to split cluster 10 (21177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4142.961702 sec): 2 clusters Score: Raw -1675687.701830 + Penalty 1618.609032 = -1674069.092798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4143.043153 sec): 3 clusters Score: Raw -1662980.615715 + Penalty 3237.218064 = -1659743.397651 nChanged 9557 SP:Iteration 1F (4143.117491 sec): 3 clusters Score: Raw -1668216.994780 + Penalty 3237.218064 = -1664979.776717 nChanged 1143 SP:Iteration 2F (4143.208156 sec): 3 clusters Score: Raw -1668670.317914 + Penalty 3237.218064 = -1665433.099850 nChanged 1046 SP:Iteration 3Q (4143.291078 sec): 3 clusters Score: Raw -1669155.174626 + Penalty 3237.218064 = -1665917.956562 nChanged 1082 SP:Iteration 4F (4143.370632 sec): 3 clusters Score: Raw -1669726.115916 + Penalty 3237.218064 = -1666488.897852 nChanged 1183 SP:Iteration 5F (4143.443974 sec): 3 clusters Score: Raw -1670486.375640 + Penalty 3237.218064 = -1667249.157576 nChanged 1257 SP:Iteration 6F (4143.524341 sec): 3 clusters Score: Raw -1671453.803089 + Penalty 3237.218064 = -1668216.585025 nChanged 1371 SP:Iteration 7F (4143.609581 sec): 3 clusters Score: Raw -1672585.306856 + Penalty 3237.218064 = -1669348.088792 nChanged 1311 SP:Iteration 8F (4143.691219 sec): 3 clusters Score: Raw -1673639.306169 + Penalty 3237.218064 = -1670402.088105 nChanged 1110 SP:Iteration 9F (4143.774659 sec): 3 clusters Score: Raw -1674516.712635 + Penalty 3237.218064 = -1671279.494571 nChanged 866 SP:Iteration 10Q (4143.860533 sec): 3 clusters Score: Raw -1675199.797699 + Penalty 3237.218064 = -1671962.579635 nChanged 730 SP:Iteration 11Q (4143.941215 sec): 3 clusters Score: Raw -1675760.480984 + Penalty 3237.218064 = -1672523.262920 nChanged 530 SP:Iteration 12Q (4144.020539 sec): 3 clusters Score: Raw -1676242.893210 + Penalty 3237.218064 = -1673005.675146 nChanged 494 SP:Iteration 13Q (4144.098811 sec): 3 clusters Score: Raw -1676712.797588 + Penalty 3237.218064 = -1673475.579524 nChanged 443 SP:Iteration 14Q (4144.177489 sec): 3 clusters Score: Raw -1677050.997707 + Penalty 3237.218064 = -1673813.779643 nChanged 348 SP:Iteration 15Q (4144.256686 sec): 3 clusters Score: Raw -1677240.908556 + Penalty 3237.218064 = -1674003.690492 nChanged 241 SP:Iteration 16Q (4144.334128 sec): 3 clusters Score: Raw -1677332.298431 + Penalty 3237.218064 = -1674095.080367 nChanged 175 SP:Iteration 17Q (4144.415818 sec): 3 clusters Score: Raw -1677387.705639 + Penalty 3237.218064 = -1674150.487575 nChanged 123 SP:Iteration 18Q (4144.493951 sec): 3 clusters Score: Raw -1677417.891731 + Penalty 3237.218064 = -1674180.673667 nChanged 97 SP:Iteration 19Q (4144.565060 sec): 3 clusters Score: Raw -1677436.492612 + Penalty 3237.218064 = -1674199.274548 nChanged 76 SP:Iteration 20F (4144.660547 sec): 3 clusters Score: Raw -1677452.586058 + Penalty 3237.218064 = -1674215.367994 nChanged 64 SP:Iteration 21Q (4144.737992 sec): 3 clusters Score: Raw -1677463.872760 + Penalty 3237.218064 = -1674226.654696 nChanged 78 SP:Iteration 22Q (4144.818277 sec): 3 clusters Score: Raw -1677476.987914 + Penalty 3237.218064 = -1674239.769850 nChanged 59 SP:Iteration 23Q (4144.899627 sec): 3 clusters Score: Raw -1677484.275382 + Penalty 3237.218064 = -1674247.057318 nChanged 35 SP:Iteration 24Q (4144.976850 sec): 3 clusters Score: Raw -1677487.747327 + Penalty 3237.218064 = -1674250.529263 nChanged 27 SP:Iteration 25Q (4145.051183 sec): 3 clusters Score: Raw -1677489.950193 + Penalty 3237.218064 = -1674252.732129 nChanged 15 SP:Iteration 26Q (4145.128403 sec): 3 clusters Score: Raw -1677491.296597 + Penalty 3237.218064 = -1674254.078533 nChanged 21 SP:Iteration 27Q (4145.208708 sec): 3 clusters Score: Raw -1677493.088892 + Penalty 3237.218064 = -1674255.870828 nChanged 14 SP:Iteration 28Q (4145.289191 sec): 3 clusters Score: Raw -1677494.525755 + Penalty 3237.218064 = -1674257.307691 nChanged 16 SP:Iteration 29Q (4145.371111 sec): 3 clusters Score: Raw -1677496.093947 + Penalty 3237.218064 = -1674258.875883 nChanged 16 SP:Iteration 30Q (4145.455833 sec): 3 clusters Score: Raw -1677497.489447 + Penalty 3237.218064 = -1674260.271383 nChanged 16 SP:Iteration 31Q (4145.536217 sec): 3 clusters Score: Raw -1677499.111653 + Penalty 3237.218064 = -1674261.893589 nChanged 21 SP:Iteration 32Q (4145.606249 sec): 3 clusters Score: Raw -1677500.698970 + Penalty 3237.218064 = -1674263.480906 nChanged 16 SP:Iteration 33Q (4145.686547 sec): 3 clusters Score: Raw -1677501.952387 + Penalty 3237.218064 = -1674264.734323 nChanged 12 SP:Iteration 34Q (4145.776374 sec): 3 clusters Score: Raw -1677503.004223 + Penalty 3237.218064 = -1674265.786160 nChanged 16 SP:Iteration 35Q (4145.847518 sec): 3 clusters Score: Raw -1677504.748341 + Penalty 3237.218064 = -1674267.530277 nChanged 15 SP:Iteration 36Q (4145.928738 sec): 3 clusters Score: Raw -1677506.785574 + Penalty 3237.218064 = -1674269.567510 nChanged 17 SP:Iteration 37Q (4145.998442 sec): 3 clusters Score: Raw -1677508.611877 + Penalty 3237.218064 = -1674271.393813 nChanged 17 SP:Iteration 38Q (4146.085590 sec): 3 clusters Score: Raw -1677509.826516 + Penalty 3237.218064 = -1674272.608452 nChanged 14 SP:Iteration 39Q (4146.165769 sec): 3 clusters Score: Raw -1677510.869890 + Penalty 3237.218064 = -1674273.651826 nChanged 15 SP:Iteration 40F (4146.246079 sec): 3 clusters Score: Raw -1677512.338029 + Penalty 3237.218064 = -1674275.119965 nChanged 14 SP:Iteration 41Q (4146.329667 sec): 3 clusters Score: Raw -1677513.164110 + Penalty 3237.218064 = -1674275.946046 nChanged 10 SP:Iteration 42Q (4146.411188 sec): 3 clusters Score: Raw -1677513.700873 + Penalty 3237.218064 = -1674276.482809 nChanged 5 SP:Iteration 43Q (4146.491852 sec): 3 clusters Score: Raw -1677514.080830 + Penalty 3237.218064 = -1674276.862766 nChanged 4 SP:Iteration 44Q (4146.573850 sec): 3 clusters Score: Raw -1677514.294525 + Penalty 3237.218064 = -1674277.076461 nChanged 3 SP:Iteration 45Q (4146.656151 sec): 3 clusters Score: Raw -1677514.396593 + Penalty 3237.218064 = -1674277.178529 nChanged 2 SP:Iteration 46Q (4146.742391 sec): 3 clusters Score: Raw -1677514.507027 + Penalty 3237.218064 = -1674277.288963 nChanged 2 SP:Iteration 47Q (4146.825011 sec): 3 clusters Score: Raw -1677514.617293 + Penalty 3237.218064 = -1674277.399229 nChanged 2 SP:Iteration 48Q (4146.901876 sec): 3 clusters Score: Raw -1677514.721154 + Penalty 3237.218064 = -1674277.503090 nChanged 2 SP:Iteration 49Q (4146.980449 sec): 3 clusters Score: Raw -1677514.840874 + Penalty 3237.218064 = -1674277.622810 nChanged 4 SP:Iteration 50Q (4147.050020 sec): 3 clusters Score: Raw -1677515.028027 + Penalty 3237.218064 = -1674277.809963 nChanged 3 SP:Iteration 51Q (4147.132811 sec): 3 clusters Score: Raw -1677515.382874 + Penalty 3237.218064 = -1674278.164810 nChanged 2 SP:Iteration 52Q (4147.216079 sec): 3 clusters Score: Raw -1677515.624877 + Penalty 3237.218064 = -1674278.406813 nChanged 4 SP:Iteration 53Q (4147.285776 sec): 3 clusters Score: Raw -1677516.072903 + Penalty 3237.218064 = -1674278.854839 nChanged 8 SP:Iteration 54Q (4147.366874 sec): 3 clusters Score: Raw -1677516.753147 + Penalty 3237.218064 = -1674279.535084 nChanged 6 SP:Iteration 55Q (4147.455228 sec): 3 clusters Score: Raw -1677517.135414 + Penalty 3237.218064 = -1674279.917350 nChanged 2 SP:Iteration 56Q (4147.537241 sec): 3 clusters Score: Raw -1677517.319800 + Penalty 3237.218064 = -1674280.101736 nChanged 6 SP:Iteration 57Q (4147.611086 sec): 3 clusters Score: Raw -1677517.892475 + Penalty 3237.218064 = -1674280.674411 nChanged 5 SP:Iteration 58Q (4147.697059 sec): 3 clusters Score: Raw -1677518.198906 + Penalty 3237.218064 = -1674280.980842 nChanged 3 SP:Iteration 59Q (4147.780373 sec): 3 clusters Score: Raw -1677518.365079 + Penalty 3237.218064 = -1674281.147015 nChanged 3 SP:Iteration 60F (4147.863720 sec): 3 clusters Score: Raw -1677518.551570 + Penalty 3237.218064 = -1674281.333506 nChanged 3 SP:Iteration 61Q (4147.936778 sec): 3 clusters Score: Raw -1677518.813171 + Penalty 3237.218064 = -1674281.595107 nChanged 0 SP:Iteration 62F (4148.014584 sec): 3 clusters Score: Raw -1677518.813171 + Penalty 3237.218064 = -1674281.595107 nChanged 0 Score: Raw -40680972.197172 + Penalty 87944.766507 = -40593027.430665 Splitting cluster 10 changes total score from -40578480.399323 to -40593027.430665 So it's getting split into cluster 41. Trying to split cluster 11 (5334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4162.223125 sec): 2 clusters Score: Raw -389763.508042 + Penalty 1394.551715 = -388368.956328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4162.272602 sec): 3 clusters Score: Raw -386960.146593 + Penalty 2789.103429 = -384171.043164 nChanged 2150 SP:Iteration 1F (4162.326465 sec): 3 clusters Score: Raw -388368.997103 + Penalty 2789.103429 = -385579.893674 nChanged 477 SP:Iteration 2F (4162.389091 sec): 3 clusters Score: Raw -388779.058699 + Penalty 2789.103429 = -385989.955269 nChanged 410 SP:Iteration 3F (4162.451416 sec): 3 clusters Score: Raw -389148.427881 + Penalty 2789.103429 = -386359.324452 nChanged 349 SP:Iteration 4F (4162.502329 sec): 3 clusters Score: Raw -389433.347229 + Penalty 2789.103429 = -386644.243800 nChanged 305 SP:Iteration 5F (4162.555977 sec): 3 clusters Score: Raw -389682.308778 + Penalty 2789.103429 = -386893.205349 nChanged 255 SP:Iteration 6Q (4162.618227 sec): 3 clusters Score: Raw -389866.050784 + Penalty 2789.103429 = -387076.947355 nChanged 197 SP:Iteration 7Q (4162.665388 sec): 3 clusters Score: Raw -390004.397117 + Penalty 2789.103429 = -387215.293688 nChanged 180 SP:Iteration 8Q (4162.719831 sec): 3 clusters Score: Raw -390128.807551 + Penalty 2789.103429 = -387339.704122 nChanged 148 SP:Iteration 9Q (4162.772792 sec): 3 clusters Score: Raw -390225.058149 + Penalty 2789.103429 = -387435.954720 nChanged 128 SP:Iteration 10Q (4162.825529 sec): 3 clusters Score: Raw -390304.890715 + Penalty 2789.103429 = -387515.787286 nChanged 115 SP:Iteration 11Q (4162.882254 sec): 3 clusters Score: Raw -390368.532422 + Penalty 2789.103429 = -387579.428993 nChanged 105 SP:Iteration 12Q (4162.939071 sec): 3 clusters Score: Raw -390419.000927 + Penalty 2789.103429 = -387629.897498 nChanged 86 SP:Iteration 13Q (4162.994661 sec): 3 clusters Score: Raw -390456.618656 + Penalty 2789.103429 = -387667.515227 nChanged 57 SP:Iteration 14Q (4163.037124 sec): 3 clusters Score: Raw -390481.946611 + Penalty 2789.103429 = -387692.843182 nChanged 60 SP:Iteration 15Q (4163.092085 sec): 3 clusters Score: Raw -390504.998486 + Penalty 2789.103429 = -387715.895057 nChanged 63 SP:Iteration 16Q (4163.151542 sec): 3 clusters Score: Raw -390527.509297 + Penalty 2789.103429 = -387738.405868 nChanged 48 SP:Iteration 17Q (4163.195964 sec): 3 clusters Score: Raw -390547.120890 + Penalty 2789.103429 = -387758.017461 nChanged 50 SP:Iteration 18Q (4163.256541 sec): 3 clusters Score: Raw -390564.354265 + Penalty 2789.103429 = -387775.250836 nChanged 47 SP:Iteration 19Q (4163.307925 sec): 3 clusters Score: Raw -390579.980974 + Penalty 2789.103429 = -387790.877545 nChanged 44 SP:Iteration 20F (4163.366675 sec): 3 clusters Score: Raw -390596.098445 + Penalty 2789.103429 = -387806.995016 nChanged 40 SP:Iteration 21Q (4163.408953 sec): 3 clusters Score: Raw -390608.704526 + Penalty 2789.103429 = -387819.601097 nChanged 34 SP:Iteration 22Q (4163.470177 sec): 3 clusters Score: Raw -390618.939855 + Penalty 2789.103429 = -387829.836426 nChanged 27 SP:Iteration 23Q (4163.517803 sec): 3 clusters Score: Raw -390625.486108 + Penalty 2789.103429 = -387836.382679 nChanged 22 SP:Iteration 24Q (4163.576747 sec): 3 clusters Score: Raw -390631.595296 + Penalty 2789.103429 = -387842.491867 nChanged 19 SP:Iteration 25Q (4163.621385 sec): 3 clusters Score: Raw -390636.543671 + Penalty 2789.103429 = -387847.440242 nChanged 15 SP:Iteration 26Q (4163.686135 sec): 3 clusters Score: Raw -390640.904770 + Penalty 2789.103429 = -387851.801341 nChanged 13 SP:Iteration 27Q (4163.745870 sec): 3 clusters Score: Raw -390643.661803 + Penalty 2789.103429 = -387854.558374 nChanged 4 SP:Iteration 28Q (4163.789575 sec): 3 clusters Score: Raw -390644.080108 + Penalty 2789.103429 = -387854.976679 nChanged 1 SP:Iteration 29Q (4163.850739 sec): 3 clusters Score: Raw -390644.357004 + Penalty 2789.103429 = -387855.253575 nChanged 0 SP:Iteration 30F (4163.912952 sec): 3 clusters Score: Raw -390644.357004 + Penalty 2789.103429 = -387855.253575 nChanged 0 Trying to split cluster 12 (5806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4163.935782 sec): 2 clusters Score: Raw -459654.320475 + Penalty 1408.330161 = -458245.990314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4164.002463 sec): 3 clusters Score: Raw -456612.525993 + Penalty 2816.660322 = -453795.865671 nChanged 2419 SP:Iteration 1F (4164.052097 sec): 3 clusters Score: Raw -458081.414842 + Penalty 2816.660322 = -455264.754520 nChanged 458 SP:Iteration 2F (4164.105165 sec): 3 clusters Score: Raw -458418.701849 + Penalty 2816.660322 = -455602.041527 nChanged 413 SP:Iteration 3F (4164.161749 sec): 3 clusters Score: Raw -458753.468419 + Penalty 2816.660322 = -455936.808097 nChanged 389 SP:Iteration 4F (4164.221383 sec): 3 clusters Score: Raw -459084.736506 + Penalty 2816.660322 = -456268.076184 nChanged 347 SP:Iteration 5F (4164.275175 sec): 3 clusters Score: Raw -459377.855335 + Penalty 2816.660322 = -456561.195013 nChanged 293 SP:Iteration 6F (4164.332017 sec): 3 clusters Score: Raw -459646.958411 + Penalty 2816.660322 = -456830.298089 nChanged 257 SP:Iteration 7Q (4164.390154 sec): 3 clusters Score: Raw -459915.337555 + Penalty 2816.660322 = -457098.677233 nChanged 223 SP:Iteration 8Q (4164.458329 sec): 3 clusters Score: Raw -460189.280546 + Penalty 2816.660322 = -457372.620224 nChanged 228 SP:Iteration 9Q (4164.512577 sec): 3 clusters Score: Raw -460408.382860 + Penalty 2816.660322 = -457591.722538 nChanged 165 SP:Iteration 10Q (4164.563039 sec): 3 clusters Score: Raw -460552.836538 + Penalty 2816.660322 = -457736.176216 nChanged 137 SP:Iteration 11Q (4164.619762 sec): 3 clusters Score: Raw -460654.267598 + Penalty 2816.660322 = -457837.607276 nChanged 112 SP:Iteration 12Q (4164.675440 sec): 3 clusters Score: Raw -460726.293543 + Penalty 2816.660322 = -457909.633221 nChanged 91 SP:Iteration 13Q (4164.733470 sec): 3 clusters Score: Raw -460777.155171 + Penalty 2816.660322 = -457960.494849 nChanged 74 SP:Iteration 14Q (4164.794373 sec): 3 clusters Score: Raw -460811.077441 + Penalty 2816.660322 = -457994.417119 nChanged 50 SP:Iteration 15Q (4164.840073 sec): 3 clusters Score: Raw -460831.319284 + Penalty 2816.660322 = -458014.658962 nChanged 33 SP:Iteration 16Q (4164.887882 sec): 3 clusters Score: Raw -460843.540218 + Penalty 2816.660322 = -458026.879896 nChanged 30 SP:Iteration 17Q (4164.949721 sec): 3 clusters Score: Raw -460855.857555 + Penalty 2816.660322 = -458039.197233 nChanged 33 SP:Iteration 18Q (4164.993753 sec): 3 clusters Score: Raw -460867.210317 + Penalty 2816.660322 = -458050.549995 nChanged 24 SP:Iteration 19Q (4165.057286 sec): 3 clusters Score: Raw -460874.677193 + Penalty 2816.660322 = -458058.016871 nChanged 17 SP:Iteration 20F (4165.102506 sec): 3 clusters Score: Raw -460879.084509 + Penalty 2816.660322 = -458062.424187 nChanged 16 SP:Iteration 21Q (4165.157385 sec): 3 clusters Score: Raw -460883.685073 + Penalty 2816.660322 = -458067.024751 nChanged 14 SP:Iteration 22Q (4165.211355 sec): 3 clusters Score: Raw -460887.014719 + Penalty 2816.660322 = -458070.354397 nChanged 10 SP:Iteration 23Q (4165.264229 sec): 3 clusters Score: Raw -460889.587934 + Penalty 2816.660322 = -458072.927612 nChanged 12 SP:Iteration 24Q (4165.328876 sec): 3 clusters Score: Raw -460893.230088 + Penalty 2816.660322 = -458076.569766 nChanged 9 SP:Iteration 25Q (4165.378798 sec): 3 clusters Score: Raw -460896.211071 + Penalty 2816.660322 = -458079.550749 nChanged 8 SP:Iteration 26Q (4165.431270 sec): 3 clusters Score: Raw -460898.992424 + Penalty 2816.660322 = -458082.332102 nChanged 7 SP:Iteration 27Q (4165.486899 sec): 3 clusters Score: Raw -460900.485248 + Penalty 2816.660322 = -458083.824926 nChanged 6 SP:Iteration 28Q (4165.545356 sec): 3 clusters Score: Raw -460901.933503 + Penalty 2816.660322 = -458085.273181 nChanged 4 SP:Iteration 29Q (4165.589067 sec): 3 clusters Score: Raw -460902.756175 + Penalty 2816.660322 = -458086.095853 nChanged 1 SP:Iteration 30Q (4165.649346 sec): 3 clusters Score: Raw -460903.047282 + Penalty 2816.660322 = -458086.386960 nChanged 1 SP:Iteration 31Q (4165.697028 sec): 3 clusters Score: Raw -460903.322458 + Penalty 2816.660322 = -458086.662136 nChanged 0 SP:Iteration 32F (4165.762207 sec): 3 clusters Score: Raw -460903.322458 + Penalty 2816.660322 = -458086.662136 nChanged 0 Trying to split cluster 13 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4165.780394 sec): 2 clusters Score: Raw -141934.286322 + Penalty 1250.412812 = -140683.873510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4165.829944 sec): 3 clusters Score: Raw -140974.326427 + Penalty 2500.825624 = -138473.500803 nChanged 784 SP:Iteration 1F (4165.878085 sec): 3 clusters Score: Raw -141642.304152 + Penalty 2500.825624 = -139141.478528 nChanged 210 SP:Iteration 2F (4165.928493 sec): 3 clusters Score: Raw -141935.239726 + Penalty 2500.825624 = -139434.414103 nChanged 178 SP:Iteration 3F (4165.974127 sec): 3 clusters Score: Raw -142189.352760 + Penalty 2500.825624 = -139688.527136 nChanged 147 SP:Iteration 4F (4166.017650 sec): 3 clusters Score: Raw -142415.423895 + Penalty 2500.825624 = -139914.598272 nChanged 136 SP:Iteration 5F (4166.069464 sec): 3 clusters Score: Raw -142627.469044 + Penalty 2500.825624 = -140126.643421 nChanged 111 SP:Iteration 6F (4166.115208 sec): 3 clusters Score: Raw -142850.578021 + Penalty 2500.825624 = -140349.752397 nChanged 88 SP:Iteration 7Q (4166.159434 sec): 3 clusters Score: Raw -143012.004961 + Penalty 2500.825624 = -140511.179337 nChanged 71 SP:Iteration 8Q (4166.222689 sec): 3 clusters Score: Raw -143113.363707 + Penalty 2500.825624 = -140612.538083 nChanged 50 SP:Iteration 9Q (4166.261488 sec): 3 clusters Score: Raw -143178.758112 + Penalty 2500.825624 = -140677.932489 nChanged 28 SP:Iteration 10Q (4166.313317 sec): 3 clusters Score: Raw -143216.971343 + Penalty 2500.825624 = -140716.145720 nChanged 23 SP:Iteration 11Q (4166.369706 sec): 3 clusters Score: Raw -143255.127743 + Penalty 2500.825624 = -140754.302120 nChanged 21 SP:Iteration 12Q (4166.423231 sec): 3 clusters Score: Raw -143276.559633 + Penalty 2500.825624 = -140775.734009 nChanged 18 SP:Iteration 13Q (4166.469692 sec): 3 clusters Score: Raw -143295.783773 + Penalty 2500.825624 = -140794.958150 nChanged 14 SP:Iteration 14Q (4166.506898 sec): 3 clusters Score: Raw -143309.746664 + Penalty 2500.825624 = -140808.921040 nChanged 17 SP:Iteration 15Q (4166.552795 sec): 3 clusters Score: Raw -143330.415790 + Penalty 2500.825624 = -140829.590167 nChanged 5 SP:Iteration 16Q (4166.600020 sec): 3 clusters Score: Raw -143338.339403 + Penalty 2500.825624 = -140837.513779 nChanged 8 SP:Iteration 17Q (4166.645533 sec): 3 clusters Score: Raw -143352.603500 + Penalty 2500.825624 = -140851.777877 nChanged 8 SP:Iteration 18Q (4166.696920 sec): 3 clusters Score: Raw -143360.362015 + Penalty 2500.825624 = -140859.536391 nChanged 7 SP:Iteration 19Q (4166.736770 sec): 3 clusters Score: Raw -143366.034789 + Penalty 2500.825624 = -140865.209166 nChanged 5 SP:Iteration 20F (4166.785516 sec): 3 clusters Score: Raw -143369.961641 + Penalty 2500.825624 = -140869.136017 nChanged 0 Score: Raw -40682407.872490 + Penalty 90089.760812 = -40592318.111679 Splitting cluster 13 changes total score from -40578480.399323 to -40592318.111679 So it's getting split into cluster 42. Trying to split cluster 14 (2178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4180.979177 sec): 2 clusters Score: Raw -165963.205930 + Penalty 1249.001374 = -164714.204555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4181.032401 sec): 3 clusters Score: Raw -165029.678613 + Penalty 2498.002749 = -162531.675865 nChanged 784 SP:Iteration 1F (4181.073634 sec): 3 clusters Score: Raw -165586.690866 + Penalty 2498.002749 = -163088.688118 nChanged 205 SP:Iteration 2F (4181.129667 sec): 3 clusters Score: Raw -165859.930994 + Penalty 2498.002749 = -163361.928246 nChanged 171 SP:Iteration 3F (4181.174965 sec): 3 clusters Score: Raw -166112.464083 + Penalty 2498.002749 = -163614.461335 nChanged 146 SP:Iteration 4F (4181.218915 sec): 3 clusters Score: Raw -166314.416776 + Penalty 2498.002749 = -163816.414028 nChanged 115 SP:Iteration 5F (4181.259526 sec): 3 clusters Score: Raw -166470.796276 + Penalty 2498.002749 = -163972.793527 nChanged 82 SP:Iteration 6Q (4181.320851 sec): 3 clusters Score: Raw -166557.401995 + Penalty 2498.002749 = -164059.399246 nChanged 68 SP:Iteration 7Q (4181.370138 sec): 3 clusters Score: Raw -166632.851589 + Penalty 2498.002749 = -164134.848840 nChanged 56 SP:Iteration 8Q (4181.408827 sec): 3 clusters Score: Raw -166694.870880 + Penalty 2498.002749 = -164196.868131 nChanged 47 SP:Iteration 9Q (4181.463674 sec): 3 clusters Score: Raw -166732.952576 + Penalty 2498.002749 = -164234.949828 nChanged 36 SP:Iteration 10Q (4181.517180 sec): 3 clusters Score: Raw -166756.733031 + Penalty 2498.002749 = -164258.730282 nChanged 31 SP:Iteration 11Q (4181.555666 sec): 3 clusters Score: Raw -166786.663762 + Penalty 2498.002749 = -164288.661013 nChanged 36 SP:Iteration 12Q (4181.606203 sec): 3 clusters Score: Raw -166822.156794 + Penalty 2498.002749 = -164324.154046 nChanged 27 SP:Iteration 13Q (4181.647657 sec): 3 clusters Score: Raw -166844.320630 + Penalty 2498.002749 = -164346.317882 nChanged 16 SP:Iteration 14Q (4181.696728 sec): 3 clusters Score: Raw -166853.345528 + Penalty 2498.002749 = -164355.342779 nChanged 10 SP:Iteration 15Q (4181.745741 sec): 3 clusters Score: Raw -166859.763082 + Penalty 2498.002749 = -164361.760333 nChanged 9 SP:Iteration 16Q (4181.800481 sec): 3 clusters Score: Raw -166865.275310 + Penalty 2498.002749 = -164367.272561 nChanged 9 SP:Iteration 17Q (4181.839236 sec): 3 clusters Score: Raw -166869.555444 + Penalty 2498.002749 = -164371.552695 nChanged 3 SP:Iteration 18Q (4181.884583 sec): 3 clusters Score: Raw -166871.229164 + Penalty 2498.002749 = -164373.226415 nChanged 4 SP:Iteration 19Q (4181.949270 sec): 3 clusters Score: Raw -166873.386829 + Penalty 2498.002749 = -164375.384080 nChanged 2 SP:Iteration 20F (4182.001552 sec): 3 clusters Score: Raw -166873.819737 + Penalty 2498.002749 = -164375.816989 nChanged 1 SP:Iteration 21Q (4182.046600 sec): 3 clusters Score: Raw -166874.018070 + Penalty 2498.002749 = -164376.015321 nChanged 2 SP:Iteration 22Q (4182.103156 sec): 3 clusters Score: Raw -166875.067824 + Penalty 2498.002749 = -164377.065076 nChanged 1 SP:Iteration 23Q (4182.150615 sec): 3 clusters Score: Raw -166875.275955 + Penalty 2498.002749 = -164377.273206 nChanged 0 SP:Iteration 24F (4182.204797 sec): 3 clusters Score: Raw -166875.275955 + Penalty 2498.002749 = -164377.273206 nChanged 0 Trying to split cluster 15 (63971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4182.323055 sec): 2 clusters Score: Raw -5045307.807175 + Penalty 1798.255084 = -5043509.552090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4182.480963 sec): 3 clusters Score: Raw -5004359.980311 + Penalty 3596.510169 = -5000763.470142 nChanged 30233 SP:Iteration 1F (4182.633224 sec): 3 clusters Score: Raw -5023579.373669 + Penalty 3596.510169 = -5019982.863500 nChanged 4021 SP:Iteration 2F (4182.782216 sec): 3 clusters Score: Raw -5026497.238923 + Penalty 3596.510169 = -5022900.728754 nChanged 4552 SP:Iteration 3F (4182.945644 sec): 3 clusters Score: Raw -5029833.139846 + Penalty 3596.510169 = -5026236.629677 nChanged 4692 SP:Iteration 4F (4183.095965 sec): 3 clusters Score: Raw -5032926.296936 + Penalty 3596.510169 = -5029329.786768 nChanged 4248 SP:Iteration 5F (4183.251729 sec): 3 clusters Score: Raw -5035412.528093 + Penalty 3596.510169 = -5031816.017924 nChanged 3628 SP:Iteration 6F (4183.415261 sec): 3 clusters Score: Raw -5037483.669589 + Penalty 3596.510169 = -5033887.159420 nChanged 3083 SP:Iteration 7Q (4183.576780 sec): 3 clusters Score: Raw -5039158.821559 + Penalty 3596.510169 = -5035562.311391 nChanged 2446 SP:Iteration 8Q (4183.722327 sec): 3 clusters Score: Raw -5040228.509678 + Penalty 3596.510169 = -5036631.999509 nChanged 1867 SP:Iteration 9Q (4183.885432 sec): 3 clusters Score: Raw -5040886.043083 + Penalty 3596.510169 = -5037289.532914 nChanged 1399 SP:Iteration 10Q (4184.045661 sec): 3 clusters Score: Raw -5041296.641151 + Penalty 3596.510169 = -5037700.130983 nChanged 1114 SP:Iteration 11Q (4184.206991 sec): 3 clusters Score: Raw -5041580.634372 + Penalty 3596.510169 = -5037984.124203 nChanged 872 SP:Iteration 12Q (4184.367847 sec): 3 clusters Score: Raw -5041776.031622 + Penalty 3596.510169 = -5038179.521453 nChanged 754 SP:Iteration 13Q (4184.526725 sec): 3 clusters Score: Raw -5041930.355267 + Penalty 3596.510169 = -5038333.845099 nChanged 705 SP:Iteration 14Q (4184.688413 sec): 3 clusters Score: Raw -5042068.007409 + Penalty 3596.510169 = -5038471.497241 nChanged 632 SP:Iteration 15Q (4184.845810 sec): 3 clusters Score: Raw -5042181.935187 + Penalty 3596.510169 = -5038585.425018 nChanged 557 SP:Iteration 16Q (4184.998619 sec): 3 clusters Score: Raw -5042279.439447 + Penalty 3596.510169 = -5038682.929278 nChanged 508 SP:Iteration 17Q (4185.159139 sec): 3 clusters Score: Raw -5042359.788696 + Penalty 3596.510169 = -5038763.278527 nChanged 481 SP:Iteration 18Q (4185.309704 sec): 3 clusters Score: Raw -5042439.317043 + Penalty 3596.510169 = -5038842.806874 nChanged 482 SP:Iteration 19Q (4185.473930 sec): 3 clusters Score: Raw -5042517.285858 + Penalty 3596.510169 = -5038920.775689 nChanged 475 SP:Iteration 20F (4185.633759 sec): 3 clusters Score: Raw -5042591.989867 + Penalty 3596.510169 = -5038995.479698 nChanged 508 SP:Iteration 21Q (4185.784155 sec): 3 clusters Score: Raw -5042675.765060 + Penalty 3596.510169 = -5039079.254892 nChanged 553 SP:Iteration 22Q (4185.933787 sec): 3 clusters Score: Raw -5042766.517345 + Penalty 3596.510169 = -5039170.007176 nChanged 540 SP:Iteration 23Q (4186.096803 sec): 3 clusters Score: Raw -5042863.713641 + Penalty 3596.510169 = -5039267.203472 nChanged 572 SP:Iteration 24Q (4186.252124 sec): 3 clusters Score: Raw -5042966.889126 + Penalty 3596.510169 = -5039370.378957 nChanged 582 SP:Iteration 25Q (4186.404460 sec): 3 clusters Score: Raw -5043067.722421 + Penalty 3596.510169 = -5039471.212252 nChanged 568 SP:Iteration 26Q (4186.567131 sec): 3 clusters Score: Raw -5043164.100715 + Penalty 3596.510169 = -5039567.590547 nChanged 553 SP:Iteration 27Q (4186.715688 sec): 3 clusters Score: Raw -5043255.489234 + Penalty 3596.510169 = -5039658.979065 nChanged 573 SP:Iteration 28Q (4186.869904 sec): 3 clusters Score: Raw -5043360.996823 + Penalty 3596.510169 = -5039764.486654 nChanged 600 SP:Iteration 29Q (4187.030981 sec): 3 clusters Score: Raw -5043483.263752 + Penalty 3596.510169 = -5039886.753584 nChanged 649 SP:Iteration 30Q (4187.184318 sec): 3 clusters Score: Raw -5043616.274679 + Penalty 3596.510169 = -5040019.764510 nChanged 635 SP:Iteration 31Q (4187.336003 sec): 3 clusters Score: Raw -5043747.283542 + Penalty 3596.510169 = -5040150.773373 nChanged 604 SP:Iteration 32Q (4187.483564 sec): 3 clusters Score: Raw -5043865.693454 + Penalty 3596.510169 = -5040269.183285 nChanged 604 SP:Iteration 33Q (4187.645508 sec): 3 clusters Score: Raw -5043986.734171 + Penalty 3596.510169 = -5040390.224002 nChanged 605 SP:Iteration 34Q (4187.798974 sec): 3 clusters Score: Raw -5044116.584090 + Penalty 3596.510169 = -5040520.073921 nChanged 640 SP:Iteration 35Q (4187.948980 sec): 3 clusters Score: Raw -5044254.114613 + Penalty 3596.510169 = -5040657.604445 nChanged 618 SP:Iteration 36Q (4188.089718 sec): 3 clusters Score: Raw -5044389.386327 + Penalty 3596.510169 = -5040792.876158 nChanged 616 SP:Iteration 37Q (4188.250174 sec): 3 clusters Score: Raw -5044531.928423 + Penalty 3596.510169 = -5040935.418254 nChanged 633 SP:Iteration 38Q (4188.397031 sec): 3 clusters Score: Raw -5044676.318894 + Penalty 3596.510169 = -5041079.808725 nChanged 581 SP:Iteration 39Q (4188.548378 sec): 3 clusters Score: Raw -5044793.157624 + Penalty 3596.510169 = -5041196.647455 nChanged 541 SP:Iteration 40F (4188.702832 sec): 3 clusters Score: Raw -5044897.751461 + Penalty 3596.510169 = -5041301.241292 nChanged 522 SP:Iteration 41Q (4188.861439 sec): 3 clusters Score: Raw -5044999.275230 + Penalty 3596.510169 = -5041402.765061 nChanged 533 SP:Iteration 42Q (4189.009313 sec): 3 clusters Score: Raw -5045105.892319 + Penalty 3596.510169 = -5041509.382150 nChanged 498 SP:Iteration 43Q (4189.171510 sec): 3 clusters Score: Raw -5045201.876878 + Penalty 3596.510169 = -5041605.366710 nChanged 452 SP:Iteration 44Q (4189.315535 sec): 3 clusters Score: Raw -5045287.462148 + Penalty 3596.510169 = -5041690.951979 nChanged 448 SP:Iteration 45Q (4189.482604 sec): 3 clusters Score: Raw -5045367.923971 + Penalty 3596.510169 = -5041771.413802 nChanged 411 SP:Iteration 46Q (4189.638632 sec): 3 clusters Score: Raw -5045432.819660 + Penalty 3596.510169 = -5041836.309491 nChanged 413 SP:Iteration 47Q (4189.797531 sec): 3 clusters Score: Raw -5045498.714549 + Penalty 3596.510169 = -5041902.204380 nChanged 373 SP:Iteration 48Q (4189.942273 sec): 3 clusters Score: Raw -5045557.029746 + Penalty 3596.510169 = -5041960.519577 nChanged 341 SP:Iteration 49Q (4190.086989 sec): 3 clusters Score: Raw -5045605.151896 + Penalty 3596.510169 = -5042008.641727 nChanged 337 SP:Iteration 50Q (4190.230224 sec): 3 clusters Score: Raw -5045655.448505 + Penalty 3596.510169 = -5042058.938337 nChanged 357 SP:Iteration 51Q (4190.379525 sec): 3 clusters Score: Raw -5045714.033646 + Penalty 3596.510169 = -5042117.523477 nChanged 353 SP:Iteration 52Q (4190.524412 sec): 3 clusters Score: Raw -5045774.385443 + Penalty 3596.510169 = -5042177.875274 nChanged 345 SP:Iteration 53Q (4190.665968 sec): 3 clusters Score: Raw -5045837.285014 + Penalty 3596.510169 = -5042240.774845 nChanged 364 SP:Iteration 54Q (4190.803584 sec): 3 clusters Score: Raw -5045905.821457 + Penalty 3596.510169 = -5042309.311288 nChanged 345 SP:Iteration 55Q (4190.965766 sec): 3 clusters Score: Raw -5045968.792287 + Penalty 3596.510169 = -5042372.282118 nChanged 335 SP:Iteration 56Q (4191.112365 sec): 3 clusters Score: Raw -5046029.510099 + Penalty 3596.510169 = -5042432.999930 nChanged 336 SP:Iteration 57Q (4191.258987 sec): 3 clusters Score: Raw -5046090.707460 + Penalty 3596.510169 = -5042494.197291 nChanged 340 SP:Iteration 58Q (4191.415226 sec): 3 clusters Score: Raw -5046157.618600 + Penalty 3596.510169 = -5042561.108432 nChanged 320 SP:Iteration 59Q (4191.557807 sec): 3 clusters Score: Raw -5046218.556950 + Penalty 3596.510169 = -5042622.046782 nChanged 314 SP:Iteration 60F (4191.713199 sec): 3 clusters Score: Raw -5046275.205124 + Penalty 3596.510169 = -5042678.694955 nChanged 284 SP:Iteration 61Q (4191.861150 sec): 3 clusters Score: Raw -5046329.656925 + Penalty 3596.510169 = -5042733.146756 nChanged 279 SP:Iteration 62Q (4191.993899 sec): 3 clusters Score: Raw -5046383.224206 + Penalty 3596.510169 = -5042786.714038 nChanged 257 SP:Iteration 63Q (4192.148938 sec): 3 clusters Score: Raw -5046434.524741 + Penalty 3596.510169 = -5042838.014572 nChanged 256 SP:Iteration 64Q (4192.287996 sec): 3 clusters Score: Raw -5046487.899974 + Penalty 3596.510169 = -5042891.389805 nChanged 253 SP:Iteration 65Q (4192.432414 sec): 3 clusters Score: Raw -5046531.338180 + Penalty 3596.510169 = -5042934.828011 nChanged 198 SP:Iteration 66Q (4192.572298 sec): 3 clusters Score: Raw -5046564.552624 + Penalty 3596.510169 = -5042968.042455 nChanged 198 SP:Iteration 67Q (4192.714116 sec): 3 clusters Score: Raw -5046602.968597 + Penalty 3596.510169 = -5043006.458428 nChanged 181 SP:Iteration 68Q (4192.852773 sec): 3 clusters Score: Raw -5046635.797563 + Penalty 3596.510169 = -5043039.287395 nChanged 181 SP:Iteration 69Q (4192.992389 sec): 3 clusters Score: Raw -5046665.017444 + Penalty 3596.510169 = -5043068.507275 nChanged 159 SP:Iteration 70Q (4193.136473 sec): 3 clusters Score: Raw -5046689.635467 + Penalty 3596.510169 = -5043093.125298 nChanged 171 SP:Iteration 71Q (4193.288092 sec): 3 clusters Score: Raw -5046715.883877 + Penalty 3596.510169 = -5043119.373708 nChanged 145 SP:Iteration 72Q (4193.416463 sec): 3 clusters Score: Raw -5046740.512347 + Penalty 3596.510169 = -5043144.002178 nChanged 149 SP:Iteration 73Q (4193.562927 sec): 3 clusters Score: Raw -5046766.189016 + Penalty 3596.510169 = -5043169.678847 nChanged 147 SP:Iteration 74Q (4193.695551 sec): 3 clusters Score: Raw -5046789.642559 + Penalty 3596.510169 = -5043193.132390 nChanged 125 SP:Iteration 75Q (4193.841985 sec): 3 clusters Score: Raw -5046807.404560 + Penalty 3596.510169 = -5043210.894391 nChanged 122 SP:Iteration 76Q (4193.982822 sec): 3 clusters Score: Raw -5046823.051287 + Penalty 3596.510169 = -5043226.541118 nChanged 108 SP:Iteration 77Q (4194.120776 sec): 3 clusters Score: Raw -5046836.591808 + Penalty 3596.510169 = -5043240.081639 nChanged 99 SP:Iteration 78Q (4194.263124 sec): 3 clusters Score: Raw -5046847.335159 + Penalty 3596.510169 = -5043250.824990 nChanged 64 SP:Iteration 79Q (4194.399224 sec): 3 clusters Score: Raw -5046854.924864 + Penalty 3596.510169 = -5043258.414696 nChanged 66 SP:Iteration 80F (4194.559604 sec): 3 clusters Score: Raw -5046862.276111 + Penalty 3596.510169 = -5043265.765943 nChanged 60 SP:Iteration 81Q (4194.693598 sec): 3 clusters Score: Raw -5046870.353495 + Penalty 3596.510169 = -5043273.843326 nChanged 69 SP:Iteration 82Q (4194.832301 sec): 3 clusters Score: Raw -5046879.772803 + Penalty 3596.510169 = -5043283.262635 nChanged 71 SP:Iteration 83Q (4194.971899 sec): 3 clusters Score: Raw -5046889.806713 + Penalty 3596.510169 = -5043293.296544 nChanged 83 SP:Iteration 84Q (4195.128461 sec): 3 clusters Score: Raw -5046903.158782 + Penalty 3596.510169 = -5043306.648614 nChanged 96 SP:Iteration 85Q (4195.259501 sec): 3 clusters Score: Raw -5046918.800594 + Penalty 3596.510169 = -5043322.290425 nChanged 95 SP:Iteration 86Q (4195.409546 sec): 3 clusters Score: Raw -5046934.595859 + Penalty 3596.510169 = -5043338.085690 nChanged 98 SP:Iteration 87Q (4195.551823 sec): 3 clusters Score: Raw -5046951.237869 + Penalty 3596.510169 = -5043354.727700 nChanged 91 SP:Iteration 88Q (4195.695199 sec): 3 clusters Score: Raw -5046967.685146 + Penalty 3596.510169 = -5043371.174978 nChanged 94 SP:Iteration 89Q (4195.835184 sec): 3 clusters Score: Raw -5046986.575173 + Penalty 3596.510169 = -5043390.065004 nChanged 104 SP:Iteration 90Q (4195.980536 sec): 3 clusters Score: Raw -5047007.953629 + Penalty 3596.510169 = -5043411.443460 nChanged 100 SP:Iteration 91Q (4196.126407 sec): 3 clusters Score: Raw -5047033.415155 + Penalty 3596.510169 = -5043436.904986 nChanged 115 SP:Iteration 92Q (4196.272251 sec): 3 clusters Score: Raw -5047066.047403 + Penalty 3596.510169 = -5043469.537235 nChanged 147 SP:Iteration 93Q (4196.409177 sec): 3 clusters Score: Raw -5047114.705939 + Penalty 3596.510169 = -5043518.195770 nChanged 154 SP:Iteration 94Q (4196.555579 sec): 3 clusters Score: Raw -5047159.005486 + Penalty 3596.510169 = -5043562.495317 nChanged 157 SP:Iteration 95Q (4196.692603 sec): 3 clusters Score: Raw -5047228.434403 + Penalty 3596.510169 = -5043631.924234 nChanged 180 SP:Iteration 96Q (4196.824961 sec): 3 clusters Score: Raw -5047316.163125 + Penalty 3596.510169 = -5043719.652956 nChanged 194 SP:Iteration 97Q (4196.962854 sec): 3 clusters Score: Raw -5047445.813068 + Penalty 3596.510169 = -5043849.302899 nChanged 235 SP:Iteration 98Q (4197.099564 sec): 3 clusters Score: Raw -5047618.761511 + Penalty 3596.510169 = -5044022.251343 nChanged 275 SP:Iteration 99Q (4197.246078 sec): 3 clusters Score: Raw -5047834.660282 + Penalty 3596.510169 = -5044238.150114 nChanged 285 SP:Iteration 100F (4197.402542 sec): 3 clusters Score: Raw -5048001.728335 + Penalty 3596.510169 = -5044405.218166 nChanged 250 SP:Iteration 101Q (4197.546838 sec): 3 clusters Score: Raw -5048086.510596 + Penalty 3596.510169 = -5044490.000427 nChanged 208 SP:Iteration 102Q (4197.671380 sec): 3 clusters Score: Raw -5048148.860542 + Penalty 3596.510169 = -5044552.350374 nChanged 210 SP:Iteration 103Q (4197.819487 sec): 3 clusters Score: Raw -5048217.102045 + Penalty 3596.510169 = -5044620.591876 nChanged 210 SP:Iteration 104Q (4197.943850 sec): 3 clusters Score: Raw -5048285.186602 + Penalty 3596.510169 = -5044688.676434 nChanged 206 SP:Iteration 105Q (4198.072713 sec): 3 clusters Score: Raw -5048341.602041 + Penalty 3596.510169 = -5044745.091872 nChanged 169 SP:Iteration 106Q (4198.203350 sec): 3 clusters Score: Raw -5048385.937363 + Penalty 3596.510169 = -5044789.427194 nChanged 153 SP:Iteration 107Q (4198.337272 sec): 3 clusters Score: Raw -5048419.250900 + Penalty 3596.510169 = -5044822.740731 nChanged 151 SP:Iteration 108Q (4198.471024 sec): 3 clusters Score: Raw -5048451.650371 + Penalty 3596.510169 = -5044855.140202 nChanged 153 SP:Iteration 109Q (4198.609652 sec): 3 clusters Score: Raw -5048488.827435 + Penalty 3596.510169 = -5044892.317266 nChanged 171 SP:Iteration 110Q (4198.731354 sec): 3 clusters Score: Raw -5048521.938456 + Penalty 3596.510169 = -5044925.428287 nChanged 151 SP:Iteration 111Q (4198.877631 sec): 3 clusters Score: Raw -5048549.171111 + Penalty 3596.510169 = -5044952.660942 nChanged 149 SP:Iteration 112Q (4199.012767 sec): 3 clusters Score: Raw -5048575.731428 + Penalty 3596.510169 = -5044979.221259 nChanged 167 SP:Iteration 113Q (4199.145778 sec): 3 clusters Score: Raw -5048606.514631 + Penalty 3596.510169 = -5045010.004462 nChanged 159 SP:Iteration 114Q (4199.269202 sec): 3 clusters Score: Raw -5048634.405419 + Penalty 3596.510169 = -5045037.895251 nChanged 139 SP:Iteration 115Q (4199.407754 sec): 3 clusters Score: Raw -5048656.992626 + Penalty 3596.510169 = -5045060.482457 nChanged 151 SP:Iteration 116Q (4199.546327 sec): 3 clusters Score: Raw -5048684.429600 + Penalty 3596.510169 = -5045087.919431 nChanged 142 SP:Iteration 117Q (4199.688502 sec): 3 clusters Score: Raw -5048705.096400 + Penalty 3596.510169 = -5045108.586231 nChanged 119 SP:Iteration 118Q (4199.832927 sec): 3 clusters Score: Raw -5048722.561528 + Penalty 3596.510169 = -5045126.051359 nChanged 106 SP:Iteration 119Q (4199.968281 sec): 3 clusters Score: Raw -5048737.026957 + Penalty 3596.510169 = -5045140.516789 nChanged 113 SP:Iteration 120F (4200.122141 sec): 3 clusters Score: Raw -5048764.902223 + Penalty 3596.510169 = -5045168.392054 nChanged 148 SP:Iteration 121Q (4200.255968 sec): 3 clusters Score: Raw -5048794.928199 + Penalty 3596.510169 = -5045198.418030 nChanged 160 SP:Iteration 122Q (4200.390632 sec): 3 clusters Score: Raw -5048826.058528 + Penalty 3596.510169 = -5045229.548359 nChanged 168 SP:Iteration 123Q (4200.522716 sec): 3 clusters Score: Raw -5048856.035562 + Penalty 3596.510169 = -5045259.525393 nChanged 180 SP:Iteration 124Q (4200.670007 sec): 3 clusters Score: Raw -5048889.649930 + Penalty 3596.510169 = -5045293.139761 nChanged 178 SP:Iteration 125Q (4200.798355 sec): 3 clusters Score: Raw -5048919.243564 + Penalty 3596.510169 = -5045322.733395 nChanged 167 SP:Iteration 126Q (4200.945353 sec): 3 clusters Score: Raw -5048946.450976 + Penalty 3596.510169 = -5045349.940807 nChanged 173 SP:Iteration 127Q (4201.083973 sec): 3 clusters Score: Raw -5048973.190517 + Penalty 3596.510169 = -5045376.680348 nChanged 143 SP:Iteration 128Q (4201.222104 sec): 3 clusters Score: Raw -5048994.159096 + Penalty 3596.510169 = -5045397.648927 nChanged 144 SP:Iteration 129Q (4201.358883 sec): 3 clusters Score: Raw -5049012.906706 + Penalty 3596.510169 = -5045416.396537 nChanged 131 SP:Iteration 130Q (4201.495290 sec): 3 clusters Score: Raw -5049030.575682 + Penalty 3596.510169 = -5045434.065513 nChanged 136 SP:Iteration 131Q (4201.636925 sec): 3 clusters Score: Raw -5049051.113713 + Penalty 3596.510169 = -5045454.603544 nChanged 147 SP:Iteration 132Q (4201.778621 sec): 3 clusters Score: Raw -5049076.287897 + Penalty 3596.510169 = -5045479.777728 nChanged 165 SP:Iteration 133Q (4201.913651 sec): 3 clusters Score: Raw -5049104.985147 + Penalty 3596.510169 = -5045508.474978 nChanged 185 SP:Iteration 134Q (4202.065974 sec): 3 clusters Score: Raw -5049141.388958 + Penalty 3596.510169 = -5045544.878789 nChanged 215 SP:Iteration 135Q (4202.222156 sec): 3 clusters Score: Raw -5049191.354486 + Penalty 3596.510169 = -5045594.844317 nChanged 250 SP:Iteration 136Q (4202.363309 sec): 3 clusters Score: Raw -5049250.913061 + Penalty 3596.510169 = -5045654.402892 nChanged 255 SP:Iteration 137Q (4202.502661 sec): 3 clusters Score: Raw -5049311.670598 + Penalty 3596.510169 = -5045715.160429 nChanged 261 SP:Iteration 138Q (4202.645405 sec): 3 clusters Score: Raw -5049383.012427 + Penalty 3596.510169 = -5045786.502258 nChanged 294 SP:Iteration 139Q (4202.783012 sec): 3 clusters Score: Raw -5049487.582191 + Penalty 3596.510169 = -5045891.072023 nChanged 343 SP:Iteration 140F (4202.937103 sec): 3 clusters Score: Raw -5049632.181219 + Penalty 3596.510169 = -5046035.671051 nChanged 371 SP:Iteration 141Q (4203.089632 sec): 3 clusters Score: Raw -5049826.648292 + Penalty 3596.510169 = -5046230.138123 nChanged 422 SP:Iteration 142Q (4203.220614 sec): 3 clusters Score: Raw -5050098.443307 + Penalty 3596.510169 = -5046501.933138 nChanged 454 SP:Iteration 143Q (4203.349603 sec): 3 clusters Score: Raw -5050377.329755 + Penalty 3596.510169 = -5046780.819587 nChanged 467 SP:Iteration 144Q (4203.479931 sec): 3 clusters Score: Raw -5050597.862747 + Penalty 3596.510169 = -5047001.352578 nChanged 457 SP:Iteration 145Q (4203.628033 sec): 3 clusters Score: Raw -5050764.859574 + Penalty 3596.510169 = -5047168.349406 nChanged 453 SP:Iteration 146Q (4203.768307 sec): 3 clusters Score: Raw -5050914.068576 + Penalty 3596.510169 = -5047317.558407 nChanged 415 SP:Iteration 147Q (4203.904627 sec): 3 clusters Score: Raw -5051038.140533 + Penalty 3596.510169 = -5047441.630364 nChanged 373 SP:Iteration 148Q (4204.045789 sec): 3 clusters Score: Raw -5051146.212493 + Penalty 3596.510169 = -5047549.702324 nChanged 377 SP:Iteration 149Q (4204.181465 sec): 3 clusters Score: Raw -5051261.203507 + Penalty 3596.510169 = -5047664.693338 nChanged 387 SP:Iteration 150Q (4204.329432 sec): 3 clusters Score: Raw -5051378.303088 + Penalty 3596.510169 = -5047781.792919 nChanged 390 SP:Iteration 151Q (4204.466918 sec): 3 clusters Score: Raw -5051498.407662 + Penalty 3596.510169 = -5047901.897494 nChanged 401 SP:Iteration 152Q (4204.609913 sec): 3 clusters Score: Raw -5051642.994307 + Penalty 3596.510169 = -5048046.484138 nChanged 446 SP:Iteration 153Q (4204.754367 sec): 3 clusters Score: Raw -5051801.506562 + Penalty 3596.510169 = -5048204.996394 nChanged 435 SP:Iteration 154Q (4204.893244 sec): 3 clusters Score: Raw -5051949.234214 + Penalty 3596.510169 = -5048352.724046 nChanged 435 SP:Iteration 155Q (4205.034284 sec): 3 clusters Score: Raw -5052088.500540 + Penalty 3596.510169 = -5048491.990372 nChanged 363 SP:Iteration 156Q (4205.179035 sec): 3 clusters Score: Raw -5052194.462834 + Penalty 3596.510169 = -5048597.952665 nChanged 309 SP:Iteration 157Q (4205.319545 sec): 3 clusters Score: Raw -5052262.646166 + Penalty 3596.510169 = -5048666.135997 nChanged 275 SP:Iteration 158Q (4205.463374 sec): 3 clusters Score: Raw -5052328.110926 + Penalty 3596.510169 = -5048731.600757 nChanged 249 SP:Iteration 159Q (4205.593805 sec): 3 clusters Score: Raw -5052379.438493 + Penalty 3596.510169 = -5048782.928325 nChanged 185 SP:Iteration 160F (4205.756196 sec): 3 clusters Score: Raw -5052982.961831 + Penalty 3596.510169 = -5049386.451663 nChanged 719 SP:Iteration 161Q (4205.883541 sec): 3 clusters Score: Raw -5053986.080808 + Penalty 3596.510169 = -5050389.570640 nChanged 1047 SP:Iteration 162Q (4206.038582 sec): 3 clusters Score: Raw -5055501.305773 + Penalty 3596.510169 = -5051904.795605 nChanged 1251 SP:Iteration 163Q (4206.178187 sec): 3 clusters Score: Raw -5057394.544738 + Penalty 3596.510169 = -5053798.034569 nChanged 1057 SP:Iteration 164Q (4206.321164 sec): 3 clusters Score: Raw -5058416.578379 + Penalty 3596.510169 = -5054820.068211 nChanged 724 SP:Iteration 165Q (4206.458448 sec): 3 clusters Score: Raw -5058815.407298 + Penalty 3596.510169 = -5055218.897129 nChanged 469 SP:Iteration 166Q (4206.606211 sec): 3 clusters Score: Raw -5058976.103547 + Penalty 3596.510169 = -5055379.593378 nChanged 354 SP:Iteration 167Q (4206.750164 sec): 3 clusters Score: Raw -5059075.487464 + Penalty 3596.510169 = -5055478.977295 nChanged 288 SP:Iteration 168Q (4206.891408 sec): 3 clusters Score: Raw -5059129.381112 + Penalty 3596.510169 = -5055532.870943 nChanged 186 SP:Iteration 169Q (4207.034231 sec): 3 clusters Score: Raw -5059159.951343 + Penalty 3596.510169 = -5055563.441175 nChanged 129 SP:Iteration 170Q (4207.181004 sec): 3 clusters Score: Raw -5059178.449928 + Penalty 3596.510169 = -5055581.939759 nChanged 75 SP:Iteration 171Q (4207.330971 sec): 3 clusters Score: Raw -5059193.366363 + Penalty 3596.510169 = -5055596.856194 nChanged 50 SP:Iteration 172Q (4207.469770 sec): 3 clusters Score: Raw -5059195.886527 + Penalty 3596.510169 = -5055599.376358 nChanged 37 SP:Iteration 173Q (4207.606577 sec): 3 clusters Score: Raw -5059197.581141 + Penalty 3596.510169 = -5055601.070972 nChanged 31 SP:Iteration 174Q (4207.749318 sec): 3 clusters Score: Raw -5059198.785077 + Penalty 3596.510169 = -5055602.274908 nChanged 24 SP:Iteration 175Q (4207.889896 sec): 3 clusters Score: Raw -5059199.692392 + Penalty 3596.510169 = -5055603.182223 nChanged 23 SP:Iteration 176Q (4208.022548 sec): 3 clusters Score: Raw -5059200.476550 + Penalty 3596.510169 = -5055603.966381 nChanged 18 SP:Iteration 177Q (4208.178969 sec): 3 clusters Score: Raw -5059201.173772 + Penalty 3596.510169 = -5055604.663604 nChanged 16 SP:Iteration 178Q (4208.323324 sec): 3 clusters Score: Raw -5059201.568766 + Penalty 3596.510169 = -5055605.058597 nChanged 9 SP:Iteration 179Q (4208.479788 sec): 3 clusters Score: Raw -5059201.770733 + Penalty 3596.510169 = -5055605.260564 nChanged 11 SP:Iteration 180F (4208.647765 sec): 3 clusters Score: Raw -5059219.195055 + Penalty 3596.510169 = -5055622.684887 nChanged 22 SP:Iteration 181Q (4208.794268 sec): 3 clusters Score: Raw -5059221.110747 + Penalty 3596.510169 = -5055624.600578 nChanged 20 SP:Iteration 182Q (4208.948635 sec): 3 clusters Score: Raw -5059221.741753 + Penalty 3596.510169 = -5055625.231584 nChanged 13 SP:Iteration 183Q (4209.087926 sec): 3 clusters Score: Raw -5059222.042005 + Penalty 3596.510169 = -5055625.531837 nChanged 9 SP:Iteration 184Q (4209.237587 sec): 3 clusters Score: Raw -5059222.193073 + Penalty 3596.510169 = -5055625.682904 nChanged 7 SP:Iteration 185Q (4209.386102 sec): 3 clusters Score: Raw -5059222.350887 + Penalty 3596.510169 = -5055625.840718 nChanged 5 SP:Iteration 186Q (4209.528459 sec): 3 clusters Score: Raw -5059222.443496 + Penalty 3596.510169 = -5055625.933327 nChanged 2 SP:Iteration 187Q (4209.679224 sec): 3 clusters Score: Raw -5059222.488729 + Penalty 3596.510169 = -5055625.978560 nChanged 3 SP:Iteration 188Q (4209.828342 sec): 3 clusters Score: Raw -5059222.544251 + Penalty 3596.510169 = -5055626.034083 nChanged 2 SP:Iteration 189Q (4209.981916 sec): 3 clusters Score: Raw -5059222.588496 + Penalty 3596.510169 = -5055626.078327 nChanged 2 SP:Iteration 190Q (4210.119920 sec): 3 clusters Score: Raw -5059222.614346 + Penalty 3596.510169 = -5055626.104177 nChanged 1 SP:Iteration 191Q (4210.269602 sec): 3 clusters Score: Raw -5059222.638089 + Penalty 3596.510169 = -5055626.127920 nChanged 1 SP:Iteration 192Q (4210.406380 sec): 3 clusters Score: Raw -5059222.661168 + Penalty 3596.510169 = -5055626.150999 nChanged 2 SP:Iteration 193Q (4210.546973 sec): 3 clusters Score: Raw -5059222.716014 + Penalty 3596.510169 = -5055626.205845 nChanged 2 SP:Iteration 194Q (4210.692396 sec): 3 clusters Score: Raw -5059222.744242 + Penalty 3596.510169 = -5055626.234073 nChanged 0 SP:Iteration 195F (4210.849250 sec): 3 clusters Score: Raw -5059222.744242 + Penalty 3596.510169 = -5055626.234073 nChanged 0 Score: Raw -40696322.809558 + Penalty 92234.755117 = -40604088.054441 Splitting cluster 15 changes total score from -40578480.399323 to -40604088.054441 So it's getting split into cluster 43. Trying to split cluster 16 (10359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4225.928044 sec): 2 clusters Score: Raw -840816.259738 + Penalty 1502.411785 = -839313.847952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4225.991981 sec): 3 clusters Score: Raw -834961.128738 + Penalty 3004.823570 = -831956.305168 nChanged 4454 SP:Iteration 1F (4226.053301 sec): 3 clusters Score: Raw -837342.614553 + Penalty 3004.823570 = -834337.790982 nChanged 645 SP:Iteration 2F (4226.115558 sec): 3 clusters Score: Raw -837658.721627 + Penalty 3004.823570 = -834653.898057 nChanged 567 SP:Iteration 3F (4226.168814 sec): 3 clusters Score: Raw -837939.460507 + Penalty 3004.823570 = -834934.636937 nChanged 493 SP:Iteration 4Q (4226.238625 sec): 3 clusters Score: Raw -838180.483691 + Penalty 3004.823570 = -835175.660121 nChanged 484 SP:Iteration 5Q (4226.296843 sec): 3 clusters Score: Raw -838414.426201 + Penalty 3004.823570 = -835409.602631 nChanged 445 SP:Iteration 6Q (4226.369757 sec): 3 clusters Score: Raw -838616.023306 + Penalty 3004.823570 = -835611.199736 nChanged 375 SP:Iteration 7Q (4226.437595 sec): 3 clusters Score: Raw -838769.585023 + Penalty 3004.823570 = -835764.761453 nChanged 327 SP:Iteration 8Q (4226.505466 sec): 3 clusters Score: Raw -838898.448093 + Penalty 3004.823570 = -835893.624522 nChanged 294 SP:Iteration 9Q (4226.560158 sec): 3 clusters Score: Raw -839010.238497 + Penalty 3004.823570 = -836005.414926 nChanged 276 SP:Iteration 10Q (4226.634681 sec): 3 clusters Score: Raw -839126.672289 + Penalty 3004.823570 = -836121.848719 nChanged 252 SP:Iteration 11Q (4226.693684 sec): 3 clusters Score: Raw -839230.005966 + Penalty 3004.823570 = -836225.182396 nChanged 241 SP:Iteration 12Q (4226.760924 sec): 3 clusters Score: Raw -839312.895796 + Penalty 3004.823570 = -836308.072226 nChanged 238 SP:Iteration 13Q (4226.840135 sec): 3 clusters Score: Raw -839396.608680 + Penalty 3004.823570 = -836391.785109 nChanged 241 SP:Iteration 14Q (4226.905505 sec): 3 clusters Score: Raw -839476.400496 + Penalty 3004.823570 = -836471.576925 nChanged 215 SP:Iteration 15Q (4226.957550 sec): 3 clusters Score: Raw -839546.219645 + Penalty 3004.823570 = -836541.396074 nChanged 200 SP:Iteration 16Q (4227.032756 sec): 3 clusters Score: Raw -839608.951928 + Penalty 3004.823570 = -836604.128357 nChanged 197 SP:Iteration 17Q (4227.094558 sec): 3 clusters Score: Raw -839663.220258 + Penalty 3004.823570 = -836658.396687 nChanged 179 SP:Iteration 18Q (4227.158784 sec): 3 clusters Score: Raw -839710.863536 + Penalty 3004.823570 = -836706.039965 nChanged 173 SP:Iteration 19Q (4227.218337 sec): 3 clusters Score: Raw -839747.504862 + Penalty 3004.823570 = -836742.681291 nChanged 131 SP:Iteration 20F (4227.281293 sec): 3 clusters Score: Raw -839774.433000 + Penalty 3004.823570 = -836769.609430 nChanged 95 SP:Iteration 21Q (4227.344454 sec): 3 clusters Score: Raw -839792.385197 + Penalty 3004.823570 = -836787.561627 nChanged 78 SP:Iteration 22Q (4227.420276 sec): 3 clusters Score: Raw -839806.882289 + Penalty 3004.823570 = -836802.058718 nChanged 70 SP:Iteration 23Q (4227.471496 sec): 3 clusters Score: Raw -839820.239195 + Penalty 3004.823570 = -836815.415625 nChanged 69 SP:Iteration 24Q (4227.546393 sec): 3 clusters Score: Raw -839831.769981 + Penalty 3004.823570 = -836826.946411 nChanged 62 SP:Iteration 25Q (4227.614720 sec): 3 clusters Score: Raw -839840.140332 + Penalty 3004.823570 = -836835.316762 nChanged 46 SP:Iteration 26Q (4227.676962 sec): 3 clusters Score: Raw -839845.865685 + Penalty 3004.823570 = -836841.042114 nChanged 42 SP:Iteration 27Q (4227.737798 sec): 3 clusters Score: Raw -839852.916393 + Penalty 3004.823570 = -836848.092822 nChanged 46 SP:Iteration 28Q (4227.803646 sec): 3 clusters Score: Raw -839860.226058 + Penalty 3004.823570 = -836855.402488 nChanged 43 SP:Iteration 29Q (4227.868400 sec): 3 clusters Score: Raw -839865.488978 + Penalty 3004.823570 = -836860.665408 nChanged 36 SP:Iteration 30Q (4227.934552 sec): 3 clusters Score: Raw -839870.593273 + Penalty 3004.823570 = -836865.769703 nChanged 40 SP:Iteration 31Q (4227.990744 sec): 3 clusters Score: Raw -839875.965661 + Penalty 3004.823570 = -836871.142091 nChanged 33 SP:Iteration 32Q (4228.062128 sec): 3 clusters Score: Raw -839880.667616 + Penalty 3004.823570 = -836875.844046 nChanged 31 SP:Iteration 33Q (4228.124959 sec): 3 clusters Score: Raw -839885.101779 + Penalty 3004.823570 = -836880.278208 nChanged 28 SP:Iteration 34Q (4228.186223 sec): 3 clusters Score: Raw -839888.656297 + Penalty 3004.823570 = -836883.832727 nChanged 19 SP:Iteration 35Q (4228.254684 sec): 3 clusters Score: Raw -839890.801137 + Penalty 3004.823570 = -836885.977567 nChanged 21 SP:Iteration 36Q (4228.308458 sec): 3 clusters Score: Raw -839893.903822 + Penalty 3004.823570 = -836889.080251 nChanged 21 SP:Iteration 37Q (4228.374776 sec): 3 clusters Score: Raw -839896.676160 + Penalty 3004.823570 = -836891.852589 nChanged 24 SP:Iteration 38Q (4228.429168 sec): 3 clusters Score: Raw -839900.324962 + Penalty 3004.823570 = -836895.501391 nChanged 27 SP:Iteration 39Q (4228.502482 sec): 3 clusters Score: Raw -839903.506091 + Penalty 3004.823570 = -836898.682521 nChanged 21 SP:Iteration 40F (4228.568096 sec): 3 clusters Score: Raw -839906.113916 + Penalty 3004.823570 = -836901.290346 nChanged 22 SP:Iteration 41Q (4228.633761 sec): 3 clusters Score: Raw -839908.263164 + Penalty 3004.823570 = -836903.439593 nChanged 21 SP:Iteration 42Q (4228.689126 sec): 3 clusters Score: Raw -839910.693725 + Penalty 3004.823570 = -836905.870155 nChanged 21 SP:Iteration 43Q (4228.762942 sec): 3 clusters Score: Raw -839912.981644 + Penalty 3004.823570 = -836908.158073 nChanged 18 SP:Iteration 44Q (4228.822267 sec): 3 clusters Score: Raw -839914.731468 + Penalty 3004.823570 = -836909.907898 nChanged 16 SP:Iteration 45Q (4228.895482 sec): 3 clusters Score: Raw -839916.553281 + Penalty 3004.823570 = -836911.729710 nChanged 14 SP:Iteration 46Q (4228.946961 sec): 3 clusters Score: Raw -839918.012459 + Penalty 3004.823570 = -836913.188889 nChanged 9 SP:Iteration 47Q (4229.020522 sec): 3 clusters Score: Raw -839918.778568 + Penalty 3004.823570 = -836913.954998 nChanged 7 SP:Iteration 48Q (4229.085414 sec): 3 clusters Score: Raw -839919.316949 + Penalty 3004.823570 = -836914.493378 nChanged 6 SP:Iteration 49Q (4229.150283 sec): 3 clusters Score: Raw -839919.783113 + Penalty 3004.823570 = -836914.959542 nChanged 5 SP:Iteration 50Q (4229.213124 sec): 3 clusters Score: Raw -839920.127035 + Penalty 3004.823570 = -836915.303465 nChanged 9 SP:Iteration 51Q (4229.279768 sec): 3 clusters Score: Raw -839921.180658 + Penalty 3004.823570 = -836916.357087 nChanged 7 SP:Iteration 52Q (4229.333959 sec): 3 clusters Score: Raw -839921.729123 + Penalty 3004.823570 = -836916.905553 nChanged 6 SP:Iteration 53Q (4229.393893 sec): 3 clusters Score: Raw -839922.161554 + Penalty 3004.823570 = -836917.337984 nChanged 5 SP:Iteration 54Q (4229.465483 sec): 3 clusters Score: Raw -839922.640058 + Penalty 3004.823570 = -836917.816488 nChanged 4 SP:Iteration 55Q (4229.529456 sec): 3 clusters Score: Raw -839922.926303 + Penalty 3004.823570 = -836918.102732 nChanged 4 SP:Iteration 56Q (4229.597200 sec): 3 clusters Score: Raw -839923.274747 + Penalty 3004.823570 = -836918.451177 nChanged 3 SP:Iteration 57Q (4229.668495 sec): 3 clusters Score: Raw -839923.450892 + Penalty 3004.823570 = -836918.627321 nChanged 3 SP:Iteration 58Q (4229.720172 sec): 3 clusters Score: Raw -839923.724618 + Penalty 3004.823570 = -836918.901047 nChanged 2 SP:Iteration 59Q (4229.789540 sec): 3 clusters Score: Raw -839923.886897 + Penalty 3004.823570 = -836919.063327 nChanged 3 SP:Iteration 60F (4229.858861 sec): 3 clusters Score: Raw -839924.139383 + Penalty 3004.823570 = -836919.315812 nChanged 3 SP:Iteration 61Q (4229.912617 sec): 3 clusters Score: Raw -839924.391284 + Penalty 3004.823570 = -836919.567713 nChanged 2 SP:Iteration 62Q (4229.977558 sec): 3 clusters Score: Raw -839924.489352 + Penalty 3004.823570 = -836919.665782 nChanged 2 SP:Iteration 63Q (4230.050343 sec): 3 clusters Score: Raw -839924.632326 + Penalty 3004.823570 = -836919.808756 nChanged 2 SP:Iteration 64Q (4230.113495 sec): 3 clusters Score: Raw -839924.750156 + Penalty 3004.823570 = -836919.926585 nChanged 2 SP:Iteration 65Q (4230.177742 sec): 3 clusters Score: Raw -839924.876235 + Penalty 3004.823570 = -836920.052665 nChanged 2 SP:Iteration 66Q (4230.238588 sec): 3 clusters Score: Raw -839925.079757 + Penalty 3004.823570 = -836920.256187 nChanged 2 SP:Iteration 67Q (4230.307466 sec): 3 clusters Score: Raw -839925.272183 + Penalty 3004.823570 = -836920.448613 nChanged 5 SP:Iteration 68Q (4230.366876 sec): 3 clusters Score: Raw -839925.771100 + Penalty 3004.823570 = -836920.947530 nChanged 7 SP:Iteration 69Q (4230.417471 sec): 3 clusters Score: Raw -839926.405125 + Penalty 3004.823570 = -836921.581555 nChanged 4 SP:Iteration 70Q (4230.488538 sec): 3 clusters Score: Raw -839926.799644 + Penalty 3004.823570 = -836921.976074 nChanged 3 SP:Iteration 71Q (4230.557045 sec): 3 clusters Score: Raw -839927.025621 + Penalty 3004.823570 = -836922.202051 nChanged 4 SP:Iteration 72Q (4230.610533 sec): 3 clusters Score: Raw -839927.424199 + Penalty 3004.823570 = -836922.600629 nChanged 4 SP:Iteration 73Q (4230.671329 sec): 3 clusters Score: Raw -839927.840194 + Penalty 3004.823570 = -836923.016624 nChanged 5 SP:Iteration 74Q (4230.723304 sec): 3 clusters Score: Raw -839928.174028 + Penalty 3004.823570 = -836923.350458 nChanged 2 SP:Iteration 75Q (4230.792041 sec): 3 clusters Score: Raw -839928.352311 + Penalty 3004.823570 = -836923.528741 nChanged 6 SP:Iteration 76Q (4230.845430 sec): 3 clusters Score: Raw -839928.735142 + Penalty 3004.823570 = -836923.911571 nChanged 3 SP:Iteration 77Q (4230.911013 sec): 3 clusters Score: Raw -839928.991146 + Penalty 3004.823570 = -836924.167575 nChanged 4 SP:Iteration 78Q (4230.978042 sec): 3 clusters Score: Raw -839929.408837 + Penalty 3004.823570 = -836924.585267 nChanged 5 SP:Iteration 79Q (4231.046723 sec): 3 clusters Score: Raw -839929.814487 + Penalty 3004.823570 = -836924.990917 nChanged 4 SP:Iteration 80F (4231.109719 sec): 3 clusters Score: Raw -839930.036445 + Penalty 3004.823570 = -836925.212874 nChanged 3 SP:Iteration 81Q (4231.163770 sec): 3 clusters Score: Raw -839930.388261 + Penalty 3004.823570 = -836925.564691 nChanged 3 SP:Iteration 82Q (4231.236589 sec): 3 clusters Score: Raw -839930.803898 + Penalty 3004.823570 = -836925.980327 nChanged 4 SP:Iteration 83Q (4231.305108 sec): 3 clusters Score: Raw -839931.182571 + Penalty 3004.823570 = -836926.359000 nChanged 4 SP:Iteration 84Q (4231.373731 sec): 3 clusters Score: Raw -839931.760831 + Penalty 3004.823570 = -836926.937261 nChanged 6 SP:Iteration 85Q (4231.426090 sec): 3 clusters Score: Raw -839932.339050 + Penalty 3004.823570 = -836927.515480 nChanged 9 SP:Iteration 86Q (4231.486785 sec): 3 clusters Score: Raw -839933.037533 + Penalty 3004.823570 = -836928.213962 nChanged 7 SP:Iteration 87Q (4231.565930 sec): 3 clusters Score: Raw -839933.787578 + Penalty 3004.823570 = -836928.964008 nChanged 6 SP:Iteration 88Q (4231.626504 sec): 3 clusters Score: Raw -839934.277289 + Penalty 3004.823570 = -836929.453719 nChanged 5 SP:Iteration 89Q (4231.690902 sec): 3 clusters Score: Raw -839934.684532 + Penalty 3004.823570 = -836929.860961 nChanged 5 SP:Iteration 90Q (4231.743441 sec): 3 clusters Score: Raw -839935.106146 + Penalty 3004.823570 = -836930.282575 nChanged 3 SP:Iteration 91Q (4231.808985 sec): 3 clusters Score: Raw -839935.286959 + Penalty 3004.823570 = -836930.463389 nChanged 0 SP:Iteration 92F (4231.869238 sec): 3 clusters Score: Raw -839935.286959 + Penalty 3004.823570 = -836930.463389 nChanged 0 Trying to split cluster 17 (87417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4232.022746 sec): 2 clusters Score: Raw -6886983.286139 + Penalty 1848.997321 = -6885134.288819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4232.223168 sec): 3 clusters Score: Raw -6830341.653549 + Penalty 3697.994641 = -6826643.658907 nChanged 41747 SP:Iteration 1F (4232.418037 sec): 3 clusters Score: Raw -6855367.329307 + Penalty 3697.994641 = -6851669.334665 nChanged 3718 SP:Iteration 2Q (4232.626277 sec): 3 clusters Score: Raw -6856783.880646 + Penalty 3697.994641 = -6853085.886005 nChanged 4161 SP:Iteration 3Q (4232.833980 sec): 3 clusters Score: Raw -6858628.329371 + Penalty 3697.994641 = -6854930.334730 nChanged 4702 SP:Iteration 4F (4233.035458 sec): 3 clusters Score: Raw -6860996.051923 + Penalty 3697.994641 = -6857298.057282 nChanged 5059 SP:Iteration 5F (4233.236624 sec): 3 clusters Score: Raw -6863944.138660 + Penalty 3697.994641 = -6860246.144018 nChanged 5412 SP:Iteration 6F (4233.429582 sec): 3 clusters Score: Raw -6867296.058726 + Penalty 3697.994641 = -6863598.064084 nChanged 5296 SP:Iteration 7F (4233.626943 sec): 3 clusters Score: Raw -6870655.091867 + Penalty 3697.994641 = -6866957.097225 nChanged 4680 SP:Iteration 8F (4233.819205 sec): 3 clusters Score: Raw -6873332.604599 + Penalty 3697.994641 = -6869634.609958 nChanged 3739 SP:Iteration 9Q (4234.020107 sec): 3 clusters Score: Raw -6875073.379407 + Penalty 3697.994641 = -6871375.384766 nChanged 2784 SP:Iteration 10Q (4234.225574 sec): 3 clusters Score: Raw -6876076.793823 + Penalty 3697.994641 = -6872378.799182 nChanged 1974 SP:Iteration 11Q (4234.415083 sec): 3 clusters Score: Raw -6876627.288855 + Penalty 3697.994641 = -6872929.294214 nChanged 1467 SP:Iteration 12Q (4234.612287 sec): 3 clusters Score: Raw -6876976.677702 + Penalty 3697.994641 = -6873278.683060 nChanged 1182 SP:Iteration 13Q (4234.813440 sec): 3 clusters Score: Raw -6877233.027854 + Penalty 3697.994641 = -6873535.033212 nChanged 930 SP:Iteration 14Q (4235.010436 sec): 3 clusters Score: Raw -6877404.258504 + Penalty 3697.994641 = -6873706.263862 nChanged 823 SP:Iteration 15Q (4235.214371 sec): 3 clusters Score: Raw -6877544.143237 + Penalty 3697.994641 = -6873846.148596 nChanged 764 SP:Iteration 16Q (4235.416766 sec): 3 clusters Score: Raw -6877671.654678 + Penalty 3697.994641 = -6873973.660037 nChanged 698 SP:Iteration 17Q (4235.615909 sec): 3 clusters Score: Raw -6877776.984060 + Penalty 3697.994641 = -6874078.989419 nChanged 658 SP:Iteration 18Q (4235.817602 sec): 3 clusters Score: Raw -6877866.765561 + Penalty 3697.994641 = -6874168.770920 nChanged 598 SP:Iteration 19Q (4236.019028 sec): 3 clusters Score: Raw -6877944.402355 + Penalty 3697.994641 = -6874246.407714 nChanged 546 SP:Iteration 20F (4236.219237 sec): 3 clusters Score: Raw -6878013.532414 + Penalty 3697.994641 = -6874315.537772 nChanged 517 SP:Iteration 21Q (4236.423470 sec): 3 clusters Score: Raw -6878077.548911 + Penalty 3697.994641 = -6874379.554270 nChanged 547 SP:Iteration 22Q (4236.632779 sec): 3 clusters Score: Raw -6878141.889487 + Penalty 3697.994641 = -6874443.894845 nChanged 518 SP:Iteration 23Q (4236.836547 sec): 3 clusters Score: Raw -6878203.374425 + Penalty 3697.994641 = -6874505.379783 nChanged 521 SP:Iteration 24Q (4237.036489 sec): 3 clusters Score: Raw -6878265.822365 + Penalty 3697.994641 = -6874567.827724 nChanged 519 SP:Iteration 25Q (4237.252988 sec): 3 clusters Score: Raw -6878328.781517 + Penalty 3697.994641 = -6874630.786875 nChanged 540 SP:Iteration 26Q (4237.456412 sec): 3 clusters Score: Raw -6878399.639081 + Penalty 3697.994641 = -6874701.644439 nChanged 562 SP:Iteration 27Q (4237.662880 sec): 3 clusters Score: Raw -6878473.492116 + Penalty 3697.994641 = -6874775.497475 nChanged 540 SP:Iteration 28Q (4237.871892 sec): 3 clusters Score: Raw -6878547.783591 + Penalty 3697.994641 = -6874849.788950 nChanged 583 SP:Iteration 29Q (4238.073183 sec): 3 clusters Score: Raw -6878628.463364 + Penalty 3697.994641 = -6874930.468723 nChanged 583 SP:Iteration 30Q (4238.269441 sec): 3 clusters Score: Raw -6878706.422787 + Penalty 3697.994641 = -6875008.428145 nChanged 551 SP:Iteration 31Q (4238.461724 sec): 3 clusters Score: Raw -6878775.123328 + Penalty 3697.994641 = -6875077.128686 nChanged 553 SP:Iteration 32Q (4238.662492 sec): 3 clusters Score: Raw -6878842.835485 + Penalty 3697.994641 = -6875144.840844 nChanged 525 SP:Iteration 33Q (4238.854913 sec): 3 clusters Score: Raw -6878906.501120 + Penalty 3697.994641 = -6875208.506479 nChanged 542 SP:Iteration 34Q (4239.050663 sec): 3 clusters Score: Raw -6878975.890107 + Penalty 3697.994641 = -6875277.895465 nChanged 566 SP:Iteration 35Q (4239.253713 sec): 3 clusters Score: Raw -6879046.773544 + Penalty 3697.994641 = -6875348.778903 nChanged 571 SP:Iteration 36Q (4239.447050 sec): 3 clusters Score: Raw -6879119.956710 + Penalty 3697.994641 = -6875421.962069 nChanged 584 SP:Iteration 37Q (4239.647361 sec): 3 clusters Score: Raw -6879192.337094 + Penalty 3697.994641 = -6875494.342453 nChanged 605 SP:Iteration 38Q (4239.841367 sec): 3 clusters Score: Raw -6879269.860969 + Penalty 3697.994641 = -6875571.866328 nChanged 633 SP:Iteration 39Q (4240.038981 sec): 3 clusters Score: Raw -6879352.233838 + Penalty 3697.994641 = -6875654.239197 nChanged 687 SP:Iteration 40F (4240.239093 sec): 3 clusters Score: Raw -6879451.372831 + Penalty 3697.994641 = -6875753.378189 nChanged 727 SP:Iteration 41Q (4240.433947 sec): 3 clusters Score: Raw -6879556.252323 + Penalty 3697.994641 = -6875858.257682 nChanged 708 SP:Iteration 42Q (4240.633588 sec): 3 clusters Score: Raw -6879664.477869 + Penalty 3697.994641 = -6875966.483227 nChanged 777 SP:Iteration 43Q (4240.830066 sec): 3 clusters Score: Raw -6879789.660770 + Penalty 3697.994641 = -6876091.666129 nChanged 793 SP:Iteration 44Q (4241.027361 sec): 3 clusters Score: Raw -6879921.895458 + Penalty 3697.994641 = -6876223.900816 nChanged 846 SP:Iteration 45Q (4241.233986 sec): 3 clusters Score: Raw -6880067.556549 + Penalty 3697.994641 = -6876369.561908 nChanged 861 SP:Iteration 46Q (4241.417170 sec): 3 clusters Score: Raw -6880225.426221 + Penalty 3697.994641 = -6876527.431580 nChanged 892 SP:Iteration 47Q (4241.623152 sec): 3 clusters Score: Raw -6880397.999977 + Penalty 3697.994641 = -6876700.005336 nChanged 938 SP:Iteration 48Q (4241.819692 sec): 3 clusters Score: Raw -6880593.210022 + Penalty 3697.994641 = -6876895.215380 nChanged 955 SP:Iteration 49Q (4242.011895 sec): 3 clusters Score: Raw -6880804.674221 + Penalty 3697.994641 = -6877106.679580 nChanged 1017 SP:Iteration 50Q (4242.213571 sec): 3 clusters Score: Raw -6881038.445148 + Penalty 3697.994641 = -6877340.450507 nChanged 1027 SP:Iteration 51Q (4242.412552 sec): 3 clusters Score: Raw -6881282.044465 + Penalty 3697.994641 = -6877584.049823 nChanged 1027 SP:Iteration 52Q (4242.613468 sec): 3 clusters Score: Raw -6881539.328436 + Penalty 3697.994641 = -6877841.333795 nChanged 1065 SP:Iteration 53Q (4242.802597 sec): 3 clusters Score: Raw -6881821.667919 + Penalty 3697.994641 = -6878123.673277 nChanged 1053 SP:Iteration 54Q (4242.981625 sec): 3 clusters Score: Raw -6882116.022719 + Penalty 3697.994641 = -6878418.028078 nChanged 1028 SP:Iteration 55Q (4243.174968 sec): 3 clusters Score: Raw -6882412.868150 + Penalty 3697.994641 = -6878714.873509 nChanged 1063 SP:Iteration 56Q (4243.370492 sec): 3 clusters Score: Raw -6882743.328965 + Penalty 3697.994641 = -6879045.334324 nChanged 1064 SP:Iteration 57Q (4243.566085 sec): 3 clusters Score: Raw -6883091.076909 + Penalty 3697.994641 = -6879393.082268 nChanged 1056 SP:Iteration 58Q (4243.756830 sec): 3 clusters Score: Raw -6883458.053477 + Penalty 3697.994641 = -6879760.058835 nChanged 1029 SP:Iteration 59Q (4243.943400 sec): 3 clusters Score: Raw -6883832.489344 + Penalty 3697.994641 = -6880134.494702 nChanged 1002 SP:Iteration 60F (4244.145605 sec): 3 clusters Score: Raw -6884217.171898 + Penalty 3697.994641 = -6880519.177256 nChanged 975 SP:Iteration 61Q (4244.337033 sec): 3 clusters Score: Raw -6884603.817632 + Penalty 3697.994641 = -6880905.822990 nChanged 929 SP:Iteration 62Q (4244.519067 sec): 3 clusters Score: Raw -6884980.753545 + Penalty 3697.994641 = -6881282.758904 nChanged 864 SP:Iteration 63Q (4244.701546 sec): 3 clusters Score: Raw -6885327.929620 + Penalty 3697.994641 = -6881629.934979 nChanged 802 SP:Iteration 64Q (4244.867786 sec): 3 clusters Score: Raw -6885632.795297 + Penalty 3697.994641 = -6881934.800656 nChanged 657 SP:Iteration 65Q (4245.047700 sec): 3 clusters Score: Raw -6885868.423088 + Penalty 3697.994641 = -6882170.428446 nChanged 537 SP:Iteration 66Q (4245.218853 sec): 3 clusters Score: Raw -6886062.977524 + Penalty 3697.994641 = -6882364.982883 nChanged 497 SP:Iteration 67Q (4245.390959 sec): 3 clusters Score: Raw -6886235.565512 + Penalty 3697.994641 = -6882537.570870 nChanged 465 SP:Iteration 68Q (4245.570882 sec): 3 clusters Score: Raw -6886402.300286 + Penalty 3697.994641 = -6882704.305645 nChanged 413 SP:Iteration 69Q (4245.744943 sec): 3 clusters Score: Raw -6886549.913558 + Penalty 3697.994641 = -6882851.918916 nChanged 357 SP:Iteration 70Q (4245.917033 sec): 3 clusters Score: Raw -6886665.771824 + Penalty 3697.994641 = -6882967.777182 nChanged 290 SP:Iteration 71Q (4246.084020 sec): 3 clusters Score: Raw -6886769.493278 + Penalty 3697.994641 = -6883071.498637 nChanged 295 SP:Iteration 72Q (4246.249312 sec): 3 clusters Score: Raw -6886877.817120 + Penalty 3697.994641 = -6883179.822478 nChanged 255 SP:Iteration 73Q (4246.414471 sec): 3 clusters Score: Raw -6886963.603666 + Penalty 3697.994641 = -6883265.609025 nChanged 204 SP:Iteration 74Q (4246.577374 sec): 3 clusters Score: Raw -6887029.413965 + Penalty 3697.994641 = -6883331.419324 nChanged 165 SP:Iteration 75Q (4246.741129 sec): 3 clusters Score: Raw -6887085.640344 + Penalty 3697.994641 = -6883387.645702 nChanged 158 SP:Iteration 76Q (4246.905354 sec): 3 clusters Score: Raw -6887137.351002 + Penalty 3697.994641 = -6883439.356361 nChanged 129 SP:Iteration 77Q (4247.072679 sec): 3 clusters Score: Raw -6887171.008386 + Penalty 3697.994641 = -6883473.013745 nChanged 104 SP:Iteration 78Q (4247.226650 sec): 3 clusters Score: Raw -6887197.974559 + Penalty 3697.994641 = -6883499.979917 nChanged 92 SP:Iteration 79Q (4247.392520 sec): 3 clusters Score: Raw -6887224.226714 + Penalty 3697.994641 = -6883526.232073 nChanged 77 SP:Iteration 80F (4247.597051 sec): 3 clusters Score: Raw -6887245.232916 + Penalty 3697.994641 = -6883547.238274 nChanged 67 SP:Iteration 81Q (4247.765629 sec): 3 clusters Score: Raw -6887263.795717 + Penalty 3697.994641 = -6883565.801075 nChanged 74 SP:Iteration 82Q (4247.925593 sec): 3 clusters Score: Raw -6887283.092717 + Penalty 3697.994641 = -6883585.098075 nChanged 52 SP:Iteration 83Q (4248.098190 sec): 3 clusters Score: Raw -6887293.747190 + Penalty 3697.994641 = -6883595.752549 nChanged 46 SP:Iteration 84Q (4248.261958 sec): 3 clusters Score: Raw -6887306.789804 + Penalty 3697.994641 = -6883608.795162 nChanged 45 SP:Iteration 85Q (4248.422510 sec): 3 clusters Score: Raw -6887319.409615 + Penalty 3697.994641 = -6883621.414973 nChanged 47 SP:Iteration 86Q (4248.591519 sec): 3 clusters Score: Raw -6887331.200197 + Penalty 3697.994641 = -6883633.205555 nChanged 39 SP:Iteration 87Q (4248.758944 sec): 3 clusters Score: Raw -6887340.795428 + Penalty 3697.994641 = -6883642.800787 nChanged 24 SP:Iteration 88Q (4248.913680 sec): 3 clusters Score: Raw -6887347.670270 + Penalty 3697.994641 = -6883649.675628 nChanged 23 SP:Iteration 89Q (4249.079904 sec): 3 clusters Score: Raw -6887354.046988 + Penalty 3697.994641 = -6883656.052347 nChanged 27 SP:Iteration 90Q (4249.245289 sec): 3 clusters Score: Raw -6887362.075056 + Penalty 3697.994641 = -6883664.080414 nChanged 29 SP:Iteration 91Q (4249.413236 sec): 3 clusters Score: Raw -6887368.919537 + Penalty 3697.994641 = -6883670.924895 nChanged 31 SP:Iteration 92Q (4249.575584 sec): 3 clusters Score: Raw -6887376.703555 + Penalty 3697.994641 = -6883678.708914 nChanged 27 SP:Iteration 93Q (4249.743643 sec): 3 clusters Score: Raw -6887382.314314 + Penalty 3697.994641 = -6883684.319673 nChanged 17 SP:Iteration 94Q (4249.907230 sec): 3 clusters Score: Raw -6887386.911163 + Penalty 3697.994641 = -6883688.916521 nChanged 20 SP:Iteration 95Q (4250.072312 sec): 3 clusters Score: Raw -6887391.458816 + Penalty 3697.994641 = -6883693.464174 nChanged 14 SP:Iteration 96Q (4250.238115 sec): 3 clusters Score: Raw -6887393.812775 + Penalty 3697.994641 = -6883695.818133 nChanged 9 SP:Iteration 97Q (4250.408960 sec): 3 clusters Score: Raw -6887395.856220 + Penalty 3697.994641 = -6883697.861578 nChanged 12 SP:Iteration 98Q (4250.571627 sec): 3 clusters Score: Raw -6887398.771318 + Penalty 3697.994641 = -6883700.776676 nChanged 9 SP:Iteration 99Q (4250.728486 sec): 3 clusters Score: Raw -6887401.277809 + Penalty 3697.994641 = -6883703.283167 nChanged 12 SP:Iteration 100F (4250.933616 sec): 3 clusters Score: Raw -6887403.829017 + Penalty 3697.994641 = -6883705.834375 nChanged 7 SP:Iteration 101Q (4251.093277 sec): 3 clusters Score: Raw -6887405.571984 + Penalty 3697.994641 = -6883707.577343 nChanged 7 SP:Iteration 102Q (4251.259081 sec): 3 clusters Score: Raw -6887407.993822 + Penalty 3697.994641 = -6883709.999181 nChanged 10 SP:Iteration 103Q (4251.420221 sec): 3 clusters Score: Raw -6887410.828375 + Penalty 3697.994641 = -6883712.833733 nChanged 9 SP:Iteration 104Q (4251.575362 sec): 3 clusters Score: Raw -6887412.676411 + Penalty 3697.994641 = -6883714.681769 nChanged 7 SP:Iteration 105Q (4251.742891 sec): 3 clusters Score: Raw -6887414.521062 + Penalty 3697.994641 = -6883716.526420 nChanged 6 SP:Iteration 106Q (4251.888423 sec): 3 clusters Score: Raw -6887415.732604 + Penalty 3697.994641 = -6883717.737962 nChanged 11 SP:Iteration 107Q (4252.061462 sec): 3 clusters Score: Raw -6887417.497021 + Penalty 3697.994641 = -6883719.502380 nChanged 8 SP:Iteration 108Q (4252.210061 sec): 3 clusters Score: Raw -6887420.011117 + Penalty 3697.994641 = -6883722.016475 nChanged 7 SP:Iteration 109Q (4252.381998 sec): 3 clusters Score: Raw -6887421.501978 + Penalty 3697.994641 = -6883723.507337 nChanged 4 SP:Iteration 110Q (4252.542824 sec): 3 clusters Score: Raw -6887422.499514 + Penalty 3697.994641 = -6883724.504872 nChanged 3 SP:Iteration 111Q (4252.705514 sec): 3 clusters Score: Raw -6887422.847938 + Penalty 3697.994641 = -6883724.853296 nChanged 1 SP:Iteration 112Q (4252.867768 sec): 3 clusters Score: Raw -6887423.028324 + Penalty 3697.994641 = -6883725.033683 nChanged 0 SP:Iteration 113F (4253.067116 sec): 3 clusters Score: Raw -6887423.028324 + Penalty 3697.994641 = -6883725.033683 nChanged 0 Trying to split cluster 18 (5969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4253.109371 sec): 2 clusters Score: Raw -441084.366665 + Penalty 1412.829387 = -439671.537278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4253.163282 sec): 3 clusters Score: Raw -437881.779365 + Penalty 2825.658774 = -435056.120592 nChanged 2484 SP:Iteration 1F (4253.216997 sec): 3 clusters Score: Raw -439361.496895 + Penalty 2825.658774 = -436535.838121 nChanged 420 SP:Iteration 2F (4253.264046 sec): 3 clusters Score: Raw -439640.414246 + Penalty 2825.658774 = -436814.755472 nChanged 378 SP:Iteration 3F (4253.326131 sec): 3 clusters Score: Raw -439931.594489 + Penalty 2825.658774 = -437105.935716 nChanged 366 SP:Iteration 4F (4253.373874 sec): 3 clusters Score: Raw -440240.295891 + Penalty 2825.658774 = -437414.637117 nChanged 336 SP:Iteration 5F (4253.439035 sec): 3 clusters Score: Raw -440623.681479 + Penalty 2825.658774 = -437798.022706 nChanged 364 SP:Iteration 6F (4253.493036 sec): 3 clusters Score: Raw -441063.314254 + Penalty 2825.658774 = -438237.655481 nChanged 368 SP:Iteration 7F (4253.544622 sec): 3 clusters Score: Raw -441460.232407 + Penalty 2825.658774 = -438634.573634 nChanged 317 SP:Iteration 8F (4253.593655 sec): 3 clusters Score: Raw -441777.130386 + Penalty 2825.658774 = -438951.471612 nChanged 295 SP:Iteration 9Q (4253.653261 sec): 3 clusters Score: Raw -442117.245430 + Penalty 2825.658774 = -439291.586657 nChanged 275 SP:Iteration 10Q (4253.709436 sec): 3 clusters Score: Raw -442503.441524 + Penalty 2825.658774 = -439677.782750 nChanged 233 SP:Iteration 11Q (4253.767384 sec): 3 clusters Score: Raw -442858.561556 + Penalty 2825.658774 = -440032.902782 nChanged 211 SP:Iteration 12Q (4253.823467 sec): 3 clusters Score: Raw -443091.237725 + Penalty 2825.658774 = -440265.578952 nChanged 152 SP:Iteration 13Q (4253.884689 sec): 3 clusters Score: Raw -443234.354767 + Penalty 2825.658774 = -440408.695993 nChanged 122 SP:Iteration 14Q (4253.939069 sec): 3 clusters Score: Raw -443316.808678 + Penalty 2825.658774 = -440491.149904 nChanged 81 SP:Iteration 15Q (4253.991734 sec): 3 clusters Score: Raw -443355.094914 + Penalty 2825.658774 = -440529.436141 nChanged 61 SP:Iteration 16Q (4254.044205 sec): 3 clusters Score: Raw -443383.773103 + Penalty 2825.658774 = -440558.114330 nChanged 60 SP:Iteration 17Q (4254.103749 sec): 3 clusters Score: Raw -443406.767188 + Penalty 2825.658774 = -440581.108415 nChanged 42 SP:Iteration 18Q (4254.151208 sec): 3 clusters Score: Raw -443419.501558 + Penalty 2825.658774 = -440593.842784 nChanged 27 SP:Iteration 19Q (4254.205237 sec): 3 clusters Score: Raw -443428.610724 + Penalty 2825.658774 = -440602.951951 nChanged 19 SP:Iteration 20F (4254.267265 sec): 3 clusters Score: Raw -443434.681097 + Penalty 2825.658774 = -440609.022323 nChanged 20 SP:Iteration 21Q (4254.323125 sec): 3 clusters Score: Raw -443441.517518 + Penalty 2825.658774 = -440615.858745 nChanged 19 SP:Iteration 22Q (4254.366011 sec): 3 clusters Score: Raw -443445.853468 + Penalty 2825.658774 = -440620.194694 nChanged 16 SP:Iteration 23Q (4254.432656 sec): 3 clusters Score: Raw -443450.854288 + Penalty 2825.658774 = -440625.195514 nChanged 18 SP:Iteration 24Q (4254.484067 sec): 3 clusters Score: Raw -443456.414368 + Penalty 2825.658774 = -440630.755595 nChanged 14 SP:Iteration 25Q (4254.539414 sec): 3 clusters Score: Raw -443459.630518 + Penalty 2825.658774 = -440633.971744 nChanged 8 SP:Iteration 26Q (4254.584561 sec): 3 clusters Score: Raw -443460.888158 + Penalty 2825.658774 = -440635.229384 nChanged 7 SP:Iteration 27Q (4254.644461 sec): 3 clusters Score: Raw -443462.385522 + Penalty 2825.658774 = -440636.726748 nChanged 8 SP:Iteration 28Q (4254.692330 sec): 3 clusters Score: Raw -443463.696472 + Penalty 2825.658774 = -440638.037699 nChanged 7 SP:Iteration 29Q (4254.752997 sec): 3 clusters Score: Raw -443464.636231 + Penalty 2825.658774 = -440638.977457 nChanged 2 SP:Iteration 30Q (4254.808667 sec): 3 clusters Score: Raw -443464.746697 + Penalty 2825.658774 = -440639.087924 nChanged 1 SP:Iteration 31Q (4254.857238 sec): 3 clusters Score: Raw -443464.824938 + Penalty 2825.658774 = -440639.166165 nChanged 0 SP:Iteration 32F (4254.922845 sec): 3 clusters Score: Raw -443464.824938 + Penalty 2825.658774 = -440639.166165 nChanged 0 Score: Raw -40698703.267831 + Penalty 94379.749422 = -40604323.518409 Splitting cluster 18 changes total score from -40578480.399323 to -40604323.518409 So it's getting split into cluster 44. Trying to split cluster 19 (4705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4270.410536 sec): 2 clusters Score: Raw -382899.671775 + Penalty 1374.161921 = -381525.509854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4270.467074 sec): 3 clusters Score: Raw -380466.907687 + Penalty 2748.323842 = -377718.583845 nChanged 1862 SP:Iteration 1F (4270.520878 sec): 3 clusters Score: Raw -381431.975440 + Penalty 2748.323842 = -378683.651598 nChanged 326 SP:Iteration 2F (4270.576600 sec): 3 clusters Score: Raw -381597.495659 + Penalty 2748.323842 = -378849.171817 nChanged 232 SP:Iteration 3Q (4270.621599 sec): 3 clusters Score: Raw -381710.445148 + Penalty 2748.323842 = -378962.121306 nChanged 180 SP:Iteration 4Q (4270.677153 sec): 3 clusters Score: Raw -381794.139207 + Penalty 2748.323842 = -379045.815365 nChanged 143 SP:Iteration 5Q (4270.724740 sec): 3 clusters Score: Raw -381857.412111 + Penalty 2748.323842 = -379109.088269 nChanged 147 SP:Iteration 6Q (4270.779812 sec): 3 clusters Score: Raw -381934.249223 + Penalty 2748.323842 = -379185.925381 nChanged 134 SP:Iteration 7Q (4270.838362 sec): 3 clusters Score: Raw -382007.612708 + Penalty 2748.323842 = -379259.288866 nChanged 138 SP:Iteration 8Q (4270.898753 sec): 3 clusters Score: Raw -382082.236950 + Penalty 2748.323842 = -379333.913108 nChanged 141 SP:Iteration 9Q (4270.953460 sec): 3 clusters Score: Raw -382158.972541 + Penalty 2748.323842 = -379410.648699 nChanged 138 SP:Iteration 10Q (4271.009510 sec): 3 clusters Score: Raw -382242.970972 + Penalty 2748.323842 = -379494.647131 nChanged 149 SP:Iteration 11Q (4271.060403 sec): 3 clusters Score: Raw -382331.856367 + Penalty 2748.323842 = -379583.532525 nChanged 149 SP:Iteration 12Q (4271.120685 sec): 3 clusters Score: Raw -382434.364225 + Penalty 2748.323842 = -379686.040383 nChanged 140 SP:Iteration 13Q (4271.177545 sec): 3 clusters Score: Raw -382530.189952 + Penalty 2748.323842 = -379781.866110 nChanged 129 SP:Iteration 14Q (4271.227142 sec): 3 clusters Score: Raw -382623.034550 + Penalty 2748.323842 = -379874.710708 nChanged 117 SP:Iteration 15Q (4271.269191 sec): 3 clusters Score: Raw -382699.464616 + Penalty 2748.323842 = -379951.140774 nChanged 114 SP:Iteration 16Q (4271.323001 sec): 3 clusters Score: Raw -382776.325922 + Penalty 2748.323842 = -380028.002080 nChanged 98 SP:Iteration 17Q (4271.381091 sec): 3 clusters Score: Raw -382847.462227 + Penalty 2748.323842 = -380099.138385 nChanged 84 SP:Iteration 18Q (4271.425431 sec): 3 clusters Score: Raw -382909.952197 + Penalty 2748.323842 = -380161.628355 nChanged 64 SP:Iteration 19Q (4271.484783 sec): 3 clusters Score: Raw -382960.053745 + Penalty 2748.323842 = -380211.729903 nChanged 53 SP:Iteration 20F (4271.530274 sec): 3 clusters Score: Raw -383004.250474 + Penalty 2748.323842 = -380255.926632 nChanged 55 SP:Iteration 21Q (4271.575129 sec): 3 clusters Score: Raw -383060.533146 + Penalty 2748.323842 = -380312.209304 nChanged 41 SP:Iteration 22Q (4271.635176 sec): 3 clusters Score: Raw -383096.386762 + Penalty 2748.323842 = -380348.062920 nChanged 33 SP:Iteration 23Q (4271.682181 sec): 3 clusters Score: Raw -383119.129541 + Penalty 2748.323842 = -380370.805699 nChanged 21 SP:Iteration 24Q (4271.725701 sec): 3 clusters Score: Raw -383136.796015 + Penalty 2748.323842 = -380388.472173 nChanged 18 SP:Iteration 25Q (4271.783499 sec): 3 clusters Score: Raw -383151.120990 + Penalty 2748.323842 = -380402.797148 nChanged 16 SP:Iteration 26Q (4271.835496 sec): 3 clusters Score: Raw -383163.054904 + Penalty 2748.323842 = -380414.731062 nChanged 7 SP:Iteration 27Q (4271.887912 sec): 3 clusters Score: Raw -383168.454950 + Penalty 2748.323842 = -380420.131109 nChanged 7 SP:Iteration 28Q (4271.937612 sec): 3 clusters Score: Raw -383173.508147 + Penalty 2748.323842 = -380425.184305 nChanged 6 SP:Iteration 29Q (4271.980989 sec): 3 clusters Score: Raw -383177.883073 + Penalty 2748.323842 = -380429.559231 nChanged 5 SP:Iteration 30Q (4272.027941 sec): 3 clusters Score: Raw -383182.525208 + Penalty 2748.323842 = -380434.201366 nChanged 7 SP:Iteration 31Q (4272.086393 sec): 3 clusters Score: Raw -383186.746505 + Penalty 2748.323842 = -380438.422663 nChanged 6 SP:Iteration 32Q (4272.132804 sec): 3 clusters Score: Raw -383190.196899 + Penalty 2748.323842 = -380441.873057 nChanged 4 SP:Iteration 33Q (4272.183368 sec): 3 clusters Score: Raw -383191.836120 + Penalty 2748.323842 = -380443.512278 nChanged 2 SP:Iteration 34Q (4272.236475 sec): 3 clusters Score: Raw -383193.671400 + Penalty 2748.323842 = -380445.347558 nChanged 2 SP:Iteration 35Q (4272.296611 sec): 3 clusters Score: Raw -383195.324984 + Penalty 2748.323842 = -380447.001142 nChanged 2 SP:Iteration 36Q (4272.342994 sec): 3 clusters Score: Raw -383197.042713 + Penalty 2748.323842 = -380448.718871 nChanged 2 SP:Iteration 37Q (4272.403521 sec): 3 clusters Score: Raw -383198.406129 + Penalty 2748.323842 = -380450.082287 nChanged 3 SP:Iteration 38Q (4272.455387 sec): 3 clusters Score: Raw -383199.575178 + Penalty 2748.323842 = -380451.251336 nChanged 2 SP:Iteration 39Q (4272.504736 sec): 3 clusters Score: Raw -383203.743840 + Penalty 2748.323842 = -380455.419998 nChanged 5 SP:Iteration 40F (4272.552934 sec): 3 clusters Score: Raw -383207.068846 + Penalty 2748.323842 = -380458.745004 nChanged 2 SP:Iteration 41Q (4272.610684 sec): 3 clusters Score: Raw -383209.432981 + Penalty 2748.323842 = -380461.109139 nChanged 3 SP:Iteration 42Q (4272.655287 sec): 3 clusters Score: Raw -383212.012411 + Penalty 2748.323842 = -380463.688569 nChanged 4 SP:Iteration 43Q (4272.709827 sec): 3 clusters Score: Raw -383214.360570 + Penalty 2748.323842 = -380466.036728 nChanged 1 SP:Iteration 44Q (4272.769181 sec): 3 clusters Score: Raw -383215.558435 + Penalty 2748.323842 = -380467.234593 nChanged 1 SP:Iteration 45Q (4272.824150 sec): 3 clusters Score: Raw -383216.217868 + Penalty 2748.323842 = -380467.894026 nChanged 1 SP:Iteration 46Q (4272.877028 sec): 3 clusters Score: Raw -383216.837617 + Penalty 2748.323842 = -380468.513775 nChanged 1 SP:Iteration 47Q (4272.918488 sec): 3 clusters Score: Raw -383217.927329 + Penalty 2748.323842 = -380469.603487 nChanged 1 SP:Iteration 48Q (4272.982290 sec): 3 clusters Score: Raw -383218.179516 + Penalty 2748.323842 = -380469.855674 nChanged 1 SP:Iteration 49Q (4273.023369 sec): 3 clusters Score: Raw -383219.230864 + Penalty 2748.323842 = -380470.907022 nChanged 4 SP:Iteration 50Q (4273.081246 sec): 3 clusters Score: Raw -383222.646032 + Penalty 2748.323842 = -380474.322190 nChanged 4 SP:Iteration 51Q (4273.134463 sec): 3 clusters Score: Raw -383224.720730 + Penalty 2748.323842 = -380476.396889 nChanged 4 SP:Iteration 52Q (4273.178002 sec): 3 clusters Score: Raw -383226.580307 + Penalty 2748.323842 = -380478.256465 nChanged 2 SP:Iteration 53Q (4273.227520 sec): 3 clusters Score: Raw -383228.137013 + Penalty 2748.323842 = -380479.813171 nChanged 1 SP:Iteration 54Q (4273.278467 sec): 3 clusters Score: Raw -383228.605496 + Penalty 2748.323842 = -380480.281655 nChanged 1 SP:Iteration 55Q (4273.332532 sec): 3 clusters Score: Raw -383229.140734 + Penalty 2748.323842 = -380480.816892 nChanged 0 SP:Iteration 56F (4273.390189 sec): 3 clusters Score: Raw -383229.140734 + Penalty 2748.323842 = -380480.816892 nChanged 0 Trying to split cluster 20 (7640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4273.423352 sec): 2 clusters Score: Raw -533452.931894 + Penalty 1452.937343 = -531999.994551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4273.482231 sec): 3 clusters Score: Raw -529254.047620 + Penalty 2905.874687 = -526348.172933 nChanged 3213 SP:Iteration 1F (4273.532367 sec): 3 clusters Score: Raw -531176.526515 + Penalty 2905.874687 = -528270.651828 nChanged 726 SP:Iteration 2F (4273.600135 sec): 3 clusters Score: Raw -531996.532863 + Penalty 2905.874687 = -529090.658176 nChanged 773 SP:Iteration 3F (4273.661929 sec): 3 clusters Score: Raw -533154.040237 + Penalty 2905.874687 = -530248.165551 nChanged 760 SP:Iteration 4F (4273.721943 sec): 3 clusters Score: Raw -534444.277564 + Penalty 2905.874687 = -531538.402877 nChanged 592 SP:Iteration 5F (4273.770245 sec): 3 clusters Score: Raw -535330.338912 + Penalty 2905.874687 = -532424.464225 nChanged 476 SP:Iteration 6F (4273.837564 sec): 3 clusters Score: Raw -535834.321581 + Penalty 2905.874687 = -532928.446894 nChanged 355 SP:Iteration 7Q (4273.887449 sec): 3 clusters Score: Raw -536178.864322 + Penalty 2905.874687 = -533272.989635 nChanged 268 SP:Iteration 8Q (4273.949784 sec): 3 clusters Score: Raw -536370.517717 + Penalty 2905.874687 = -533464.643031 nChanged 175 SP:Iteration 9Q (4274.003324 sec): 3 clusters Score: Raw -536452.879193 + Penalty 2905.874687 = -533547.004506 nChanged 100 SP:Iteration 10Q (4274.061930 sec): 3 clusters Score: Raw -536482.851383 + Penalty 2905.874687 = -533576.976697 nChanged 40 SP:Iteration 11Q (4274.119278 sec): 3 clusters Score: Raw -536492.115418 + Penalty 2905.874687 = -533586.240732 nChanged 27 SP:Iteration 12Q (4274.181507 sec): 3 clusters Score: Raw -536497.165817 + Penalty 2905.874687 = -533591.291130 nChanged 18 SP:Iteration 13Q (4274.232787 sec): 3 clusters Score: Raw -536499.872756 + Penalty 2905.874687 = -533593.998069 nChanged 10 SP:Iteration 14Q (4274.283086 sec): 3 clusters Score: Raw -536501.339380 + Penalty 2905.874687 = -533595.464693 nChanged 4 SP:Iteration 15Q (4274.344290 sec): 3 clusters Score: Raw -536501.641235 + Penalty 2905.874687 = -533595.766548 nChanged 2 SP:Iteration 16Q (4274.400106 sec): 3 clusters Score: Raw -536501.754976 + Penalty 2905.874687 = -533595.880289 nChanged 0 SP:Iteration 17F (4274.460446 sec): 3 clusters Score: Raw -536501.754976 + Penalty 2905.874687 = -533595.880289 nChanged 0 Score: Raw -40701752.090913 + Penalty 96524.743727 = -40605227.347186 Splitting cluster 20 changes total score from -40578480.399323 to -40605227.347186 So it's getting split into cluster 45. Trying to split cluster 21 (2136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4290.281157 sec): 2 clusters Score: Raw -172502.296472 + Penalty 1245.837158 = -171256.459314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.330709 sec): 3 clusters Score: Raw -171608.714927 + Penalty 2491.674315 = -169117.040612 nChanged 767 SP:Iteration 1F (4290.378118 sec): 3 clusters Score: Raw -172072.834602 + Penalty 2491.674315 = -169581.160287 nChanged 193 SP:Iteration 2F (4290.423598 sec): 3 clusters Score: Raw -172238.027076 + Penalty 2491.674315 = -169746.352761 nChanged 130 SP:Iteration 3F (4290.475054 sec): 3 clusters Score: Raw -172398.089779 + Penalty 2491.674315 = -169906.415464 nChanged 135 SP:Iteration 4F (4290.518915 sec): 3 clusters Score: Raw -172559.207156 + Penalty 2491.674315 = -170067.532841 nChanged 144 SP:Iteration 5F (4290.557275 sec): 3 clusters Score: Raw -172764.961799 + Penalty 2491.674315 = -170273.287484 nChanged 144 SP:Iteration 6F (4290.604394 sec): 3 clusters Score: Raw -172965.555067 + Penalty 2491.674315 = -170473.880752 nChanged 126 SP:Iteration 7F (4290.664393 sec): 3 clusters Score: Raw -173160.207196 + Penalty 2491.674315 = -170668.532881 nChanged 106 SP:Iteration 8Q (4290.715229 sec): 3 clusters Score: Raw -173288.736949 + Penalty 2491.674315 = -170797.062634 nChanged 60 SP:Iteration 9Q (4290.750969 sec): 3 clusters Score: Raw -173370.495866 + Penalty 2491.674315 = -170878.821551 nChanged 50 SP:Iteration 10Q (4290.802941 sec): 3 clusters Score: Raw -173441.424680 + Penalty 2491.674315 = -170949.750365 nChanged 45 SP:Iteration 11Q (4290.859550 sec): 3 clusters Score: Raw -173492.420776 + Penalty 2491.674315 = -171000.746461 nChanged 26 SP:Iteration 12Q (4290.906848 sec): 3 clusters Score: Raw -173520.613891 + Penalty 2491.674315 = -171028.939576 nChanged 26 SP:Iteration 13Q (4290.958614 sec): 3 clusters Score: Raw -173545.529928 + Penalty 2491.674315 = -171053.855613 nChanged 22 SP:Iteration 14Q (4291.010647 sec): 3 clusters Score: Raw -173568.135864 + Penalty 2491.674315 = -171076.461549 nChanged 15 SP:Iteration 15Q (4291.059586 sec): 3 clusters Score: Raw -173580.341656 + Penalty 2491.674315 = -171088.667341 nChanged 12 SP:Iteration 16Q (4291.098976 sec): 3 clusters Score: Raw -173589.902721 + Penalty 2491.674315 = -171098.228406 nChanged 7 SP:Iteration 17Q (4291.155621 sec): 3 clusters Score: Raw -173593.121329 + Penalty 2491.674315 = -171101.447014 nChanged 7 SP:Iteration 18Q (4291.202841 sec): 3 clusters Score: Raw -173598.344346 + Penalty 2491.674315 = -171106.670031 nChanged 6 SP:Iteration 19Q (4291.249693 sec): 3 clusters Score: Raw -173602.861306 + Penalty 2491.674315 = -171111.186991 nChanged 6 SP:Iteration 20F (4291.297740 sec): 3 clusters Score: Raw -173605.965271 + Penalty 2491.674315 = -171114.290956 nChanged 0 Trying to split cluster 22 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4291.324969 sec): 2 clusters Score: Raw -30592.790302 + Penalty 1066.855558 = -29525.934745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4291.369400 sec): 3 clusters Score: Raw -30601.611324 + Penalty 2133.711115 = -28467.900209 nChanged 229 SP:Iteration 1F (4291.405729 sec): 3 clusters Score: Raw -31218.293509 + Penalty 2133.711115 = -29084.582393 nChanged 84 SP:Iteration 2F (4291.461056 sec): 3 clusters Score: Raw -31452.845556 + Penalty 2133.711115 = -29319.134441 nChanged 45 SP:Iteration 3F (4291.498981 sec): 3 clusters Score: Raw -31567.392241 + Penalty 2133.711115 = -29433.681125 nChanged 24 SP:Iteration 4Q (4291.553712 sec): 3 clusters Score: Raw -31630.072024 + Penalty 2133.711115 = -29496.360909 nChanged 18 SP:Iteration 5Q (4291.595531 sec): 3 clusters Score: Raw -31671.285643 + Penalty 2133.711115 = -29537.574528 nChanged 13 SP:Iteration 6Q (4291.634763 sec): 3 clusters Score: Raw -31702.167243 + Penalty 2133.711115 = -29568.456128 nChanged 6 SP:Iteration 7Q (4291.693769 sec): 3 clusters Score: Raw -31712.437780 + Penalty 2133.711115 = -29578.726665 nChanged 5 SP:Iteration 8Q (4291.729512 sec): 3 clusters Score: Raw -31730.685802 + Penalty 2133.711115 = -29596.974687 nChanged 4 SP:Iteration 9Q (4291.784848 sec): 3 clusters Score: Raw -31761.023713 + Penalty 2133.711115 = -29627.312598 nChanged 7 SP:Iteration 10Q (4291.825368 sec): 3 clusters Score: Raw -31800.640029 + Penalty 2133.711115 = -29666.928914 nChanged 8 SP:Iteration 11Q (4291.867495 sec): 3 clusters Score: Raw -31815.830164 + Penalty 2133.711115 = -29682.119049 nChanged 5 SP:Iteration 12Q (4291.908378 sec): 3 clusters Score: Raw -31825.815989 + Penalty 2133.711115 = -29692.104874 nChanged 2 SP:Iteration 13Q (4291.963328 sec): 3 clusters Score: Raw -31829.881779 + Penalty 2133.711115 = -29696.170663 nChanged 3 SP:Iteration 14Q (4292.008910 sec): 3 clusters Score: Raw -31832.952736 + Penalty 2133.711115 = -29699.241621 nChanged 1 SP:Iteration 15Q (4292.054005 sec): 3 clusters Score: Raw -31833.397853 + Penalty 2133.711115 = -29699.686737 nChanged 1 SP:Iteration 16Q (4292.090844 sec): 3 clusters Score: Raw -31833.597903 + Penalty 2133.711115 = -29699.886788 nChanged 0 SP:Iteration 17F (4292.146779 sec): 3 clusters Score: Raw -31835.782165 + Penalty 2133.711115 = -29702.071050 nChanged 3 SP:Iteration 18Q (4292.187074 sec): 3 clusters Score: Raw -31867.405448 + Penalty 2133.711115 = -29733.694333 nChanged 7 SP:Iteration 19Q (4292.234933 sec): 3 clusters Score: Raw -31892.057170 + Penalty 2133.711115 = -29758.346055 nChanged 5 SP:Iteration 20F (4292.275627 sec): 3 clusters Score: Raw -31922.550437 + Penalty 2133.711115 = -29788.839322 nChanged 6 SP:Iteration 21Q (4292.321700 sec): 3 clusters Score: Raw -31954.974458 + Penalty 2133.711115 = -29821.263343 nChanged 3 SP:Iteration 22Q (4292.359659 sec): 3 clusters Score: Raw -31987.592572 + Penalty 2133.711115 = -29853.881457 nChanged 9 SP:Iteration 23Q (4292.406736 sec): 3 clusters Score: Raw -32017.714046 + Penalty 2133.711115 = -29884.002930 nChanged 8 SP:Iteration 24Q (4292.459983 sec): 3 clusters Score: Raw -32033.360065 + Penalty 2133.711115 = -29899.648950 nChanged 10 SP:Iteration 25Q (4292.516724 sec): 3 clusters Score: Raw -32049.809572 + Penalty 2133.711115 = -29916.098456 nChanged 4 SP:Iteration 26Q (4292.563693 sec): 3 clusters Score: Raw -32061.373043 + Penalty 2133.711115 = -29927.661927 nChanged 3 SP:Iteration 27Q (4292.608311 sec): 3 clusters Score: Raw -32079.188863 + Penalty 2133.711115 = -29945.477748 nChanged 2 SP:Iteration 28Q (4292.655121 sec): 3 clusters Score: Raw -32089.831844 + Penalty 2133.711115 = -29956.120729 nChanged 2 SP:Iteration 29Q (4292.696018 sec): 3 clusters Score: Raw -32097.616286 + Penalty 2133.711115 = -29963.905171 nChanged 2 SP:Iteration 30Q (4292.743541 sec): 3 clusters Score: Raw -32107.875417 + Penalty 2133.711115 = -29974.164301 nChanged 1 SP:Iteration 31Q (4292.774913 sec): 3 clusters Score: Raw -32108.237529 + Penalty 2133.711115 = -29974.526414 nChanged 0 SP:Iteration 32F (4292.820787 sec): 3 clusters Score: Raw -32108.237529 + Penalty 2133.711115 = -29974.526414 nChanged 0 Score: Raw -40703267.538140 + Penalty 98669.738032 = -40604597.800108 Splitting cluster 22 changes total score from -40578480.399323 to -40604597.800108 So it's getting split into cluster 46. Trying to split cluster 23 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4308.365489 sec): 2 clusters Score: Raw -93271.599967 + Penalty 1182.665018 = -92088.934948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4308.416782 sec): 3 clusters Score: Raw -92742.921013 + Penalty 2365.330036 = -90377.590977 nChanged 492 SP:Iteration 1F (4308.455988 sec): 3 clusters Score: Raw -93151.240855 + Penalty 2365.330036 = -90785.910818 nChanged 115 SP:Iteration 2F (4308.520652 sec): 3 clusters Score: Raw -93255.466888 + Penalty 2365.330036 = -90890.136852 nChanged 72 SP:Iteration 3Q (4308.574662 sec): 3 clusters Score: Raw -93320.601169 + Penalty 2365.330036 = -90955.271132 nChanged 50 SP:Iteration 4Q (4308.614445 sec): 3 clusters Score: Raw -93356.607798 + Penalty 2365.330036 = -90991.277762 nChanged 34 SP:Iteration 5Q (4308.667198 sec): 3 clusters Score: Raw -93386.150105 + Penalty 2365.330036 = -91020.820068 nChanged 35 SP:Iteration 6Q (4308.703611 sec): 3 clusters Score: Raw -93417.761666 + Penalty 2365.330036 = -91052.431630 nChanged 28 SP:Iteration 7Q (4308.767683 sec): 3 clusters Score: Raw -93441.515266 + Penalty 2365.330036 = -91076.185230 nChanged 25 SP:Iteration 8Q (4308.814518 sec): 3 clusters Score: Raw -93464.110255 + Penalty 2365.330036 = -91098.780219 nChanged 29 SP:Iteration 9Q (4308.854088 sec): 3 clusters Score: Raw -93497.375670 + Penalty 2365.330036 = -91132.045634 nChanged 33 SP:Iteration 10Q (4308.905978 sec): 3 clusters Score: Raw -93548.932572 + Penalty 2365.330036 = -91183.602536 nChanged 46 SP:Iteration 11Q (4308.951492 sec): 3 clusters Score: Raw -93610.389223 + Penalty 2365.330036 = -91245.059187 nChanged 43 SP:Iteration 12Q (4309.009483 sec): 3 clusters Score: Raw -93681.824148 + Penalty 2365.330036 = -91316.494112 nChanged 44 SP:Iteration 13Q (4309.054717 sec): 3 clusters Score: Raw -93728.970021 + Penalty 2365.330036 = -91363.639985 nChanged 24 SP:Iteration 14Q (4309.098454 sec): 3 clusters Score: Raw -93754.285810 + Penalty 2365.330036 = -91388.955774 nChanged 24 SP:Iteration 15Q (4309.157566 sec): 3 clusters Score: Raw -93778.108623 + Penalty 2365.330036 = -91412.778587 nChanged 15 SP:Iteration 16Q (4309.201818 sec): 3 clusters Score: Raw -93794.699490 + Penalty 2365.330036 = -91429.369454 nChanged 13 SP:Iteration 17Q (4309.245931 sec): 3 clusters Score: Raw -93810.662855 + Penalty 2365.330036 = -91445.332818 nChanged 12 SP:Iteration 18Q (4309.297279 sec): 3 clusters Score: Raw -93820.836071 + Penalty 2365.330036 = -91455.506035 nChanged 8 SP:Iteration 19Q (4309.336067 sec): 3 clusters Score: Raw -93827.538890 + Penalty 2365.330036 = -91462.208854 nChanged 7 SP:Iteration 20F (4309.390687 sec): 3 clusters Score: Raw -93831.165702 + Penalty 2365.330036 = -91465.835665 nChanged 4 SP:Iteration 21Q (4309.439161 sec): 3 clusters Score: Raw -93835.184451 + Penalty 2365.330036 = -91469.854415 nChanged 7 SP:Iteration 22Q (4309.480998 sec): 3 clusters Score: Raw -93841.903252 + Penalty 2365.330036 = -91476.573216 nChanged 6 SP:Iteration 23Q (4309.524434 sec): 3 clusters Score: Raw -93844.625514 + Penalty 2365.330036 = -91479.295478 nChanged 2 SP:Iteration 24Q (4309.578006 sec): 3 clusters Score: Raw -93845.650096 + Penalty 2365.330036 = -91480.320059 nChanged 0 SP:Iteration 25F (4309.622377 sec): 3 clusters Score: Raw -93845.650096 + Penalty 2365.330036 = -91480.320059 nChanged 0 Trying to split cluster 24 (5873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4309.650631 sec): 2 clusters Score: Raw -471228.657788 + Penalty 1410.194639 = -469818.463149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4309.714174 sec): 3 clusters Score: Raw -468114.112184 + Penalty 2820.389278 = -465293.722906 nChanged 2447 SP:Iteration 1F (4309.762947 sec): 3 clusters Score: Raw -469451.914179 + Penalty 2820.389278 = -466631.524901 nChanged 418 SP:Iteration 2F (4309.815922 sec): 3 clusters Score: Raw -469679.937432 + Penalty 2820.389278 = -466859.548154 nChanged 335 SP:Iteration 3F (4309.877673 sec): 3 clusters Score: Raw -469858.806350 + Penalty 2820.389278 = -467038.417072 nChanged 299 SP:Iteration 4F (4309.935757 sec): 3 clusters Score: Raw -470030.676718 + Penalty 2820.389278 = -467210.287440 nChanged 297 SP:Iteration 5F (4309.983862 sec): 3 clusters Score: Raw -470238.944615 + Penalty 2820.389278 = -467418.555337 nChanged 330 SP:Iteration 6F (4310.051461 sec): 3 clusters Score: Raw -470520.464573 + Penalty 2820.389278 = -467700.075295 nChanged 317 SP:Iteration 7F (4310.106749 sec): 3 clusters Score: Raw -470789.820612 + Penalty 2820.389278 = -467969.431334 nChanged 302 SP:Iteration 8F (4310.162659 sec): 3 clusters Score: Raw -471110.978767 + Penalty 2820.389278 = -468290.589489 nChanged 315 SP:Iteration 9F (4310.219985 sec): 3 clusters Score: Raw -471472.614617 + Penalty 2820.389278 = -468652.225339 nChanged 279 SP:Iteration 10Q (4310.277257 sec): 3 clusters Score: Raw -471798.160874 + Penalty 2820.389278 = -468977.771596 nChanged 190 SP:Iteration 11Q (4310.335332 sec): 3 clusters Score: Raw -471957.438378 + Penalty 2820.389278 = -469137.049100 nChanged 132 SP:Iteration 12Q (4310.384815 sec): 3 clusters Score: Raw -472043.781506 + Penalty 2820.389278 = -469223.392228 nChanged 107 SP:Iteration 13Q (4310.440575 sec): 3 clusters Score: Raw -472108.058451 + Penalty 2820.389278 = -469287.669173 nChanged 67 SP:Iteration 14Q (4310.496576 sec): 3 clusters Score: Raw -472144.088944 + Penalty 2820.389278 = -469323.699666 nChanged 57 SP:Iteration 15Q (4310.559886 sec): 3 clusters Score: Raw -472176.950375 + Penalty 2820.389278 = -469356.561097 nChanged 63 SP:Iteration 16Q (4310.614586 sec): 3 clusters Score: Raw -472212.762850 + Penalty 2820.389278 = -469392.373572 nChanged 61 SP:Iteration 17Q (4310.670958 sec): 3 clusters Score: Raw -472251.614032 + Penalty 2820.389278 = -469431.224754 nChanged 59 SP:Iteration 18Q (4310.715272 sec): 3 clusters Score: Raw -472283.327339 + Penalty 2820.389278 = -469462.938060 nChanged 47 SP:Iteration 19Q (4310.769416 sec): 3 clusters Score: Raw -472307.158002 + Penalty 2820.389278 = -469486.768724 nChanged 36 SP:Iteration 20F (4310.831768 sec): 3 clusters Score: Raw -472325.053535 + Penalty 2820.389278 = -469504.664257 nChanged 27 SP:Iteration 21Q (4310.882002 sec): 3 clusters Score: Raw -472340.905778 + Penalty 2820.389278 = -469520.516500 nChanged 20 SP:Iteration 22Q (4310.943861 sec): 3 clusters Score: Raw -472353.008373 + Penalty 2820.389278 = -469532.619095 nChanged 15 SP:Iteration 23Q (4310.996358 sec): 3 clusters Score: Raw -472360.249019 + Penalty 2820.389278 = -469539.859741 nChanged 16 SP:Iteration 24Q (4311.040704 sec): 3 clusters Score: Raw -472366.682422 + Penalty 2820.389278 = -469546.293144 nChanged 14 SP:Iteration 25Q (4311.097243 sec): 3 clusters Score: Raw -472371.322289 + Penalty 2820.389278 = -469550.933011 nChanged 9 SP:Iteration 26Q (4311.156757 sec): 3 clusters Score: Raw -472375.557765 + Penalty 2820.389278 = -469555.168487 nChanged 10 SP:Iteration 27Q (4311.206861 sec): 3 clusters Score: Raw -472380.498055 + Penalty 2820.389278 = -469560.108777 nChanged 8 SP:Iteration 28Q (4311.266135 sec): 3 clusters Score: Raw -472385.060620 + Penalty 2820.389278 = -469564.671342 nChanged 12 SP:Iteration 29Q (4311.313477 sec): 3 clusters Score: Raw -472391.387585 + Penalty 2820.389278 = -469570.998307 nChanged 9 SP:Iteration 30Q (4311.373271 sec): 3 clusters Score: Raw -472394.838565 + Penalty 2820.389278 = -469574.449287 nChanged 4 SP:Iteration 31Q (4311.418495 sec): 3 clusters Score: Raw -472396.730863 + Penalty 2820.389278 = -469576.341585 nChanged 2 SP:Iteration 32Q (4311.472038 sec): 3 clusters Score: Raw -472397.727158 + Penalty 2820.389278 = -469577.337880 nChanged 2 SP:Iteration 33Q (4311.528528 sec): 3 clusters Score: Raw -472398.574262 + Penalty 2820.389278 = -469578.184984 nChanged 3 SP:Iteration 34Q (4311.584077 sec): 3 clusters Score: Raw -472399.799870 + Penalty 2820.389278 = -469579.410592 nChanged 0 SP:Iteration 35F (4311.641996 sec): 3 clusters Score: Raw -472399.799870 + Penalty 2820.389278 = -469579.410592 nChanged 0 Trying to split cluster 25 (10825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4311.696115 sec): 2 clusters Score: Raw -768126.381870 + Penalty 1509.562202 = -766616.819668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4311.761176 sec): 3 clusters Score: Raw -761977.060707 + Penalty 3019.124405 = -758957.936302 nChanged 4714 SP:Iteration 1F (4311.827772 sec): 3 clusters Score: Raw -764928.040029 + Penalty 3019.124405 = -761908.915624 nChanged 836 SP:Iteration 2F (4311.880869 sec): 3 clusters Score: Raw -765500.993194 + Penalty 3019.124405 = -762481.868789 nChanged 776 SP:Iteration 3F (4311.948552 sec): 3 clusters Score: Raw -766109.804901 + Penalty 3019.124405 = -763090.680496 nChanged 790 SP:Iteration 4F (4312.008935 sec): 3 clusters Score: Raw -766745.191281 + Penalty 3019.124405 = -763726.066876 nChanged 718 SP:Iteration 5F (4312.072470 sec): 3 clusters Score: Raw -767288.140879 + Penalty 3019.124405 = -764269.016474 nChanged 606 SP:Iteration 6F (4312.146147 sec): 3 clusters Score: Raw -767735.721142 + Penalty 3019.124405 = -764716.596737 nChanged 496 SP:Iteration 7Q (4312.210011 sec): 3 clusters Score: Raw -768029.907745 + Penalty 3019.124405 = -765010.783340 nChanged 381 SP:Iteration 8Q (4312.269818 sec): 3 clusters Score: Raw -768197.813015 + Penalty 3019.124405 = -765178.688611 nChanged 238 SP:Iteration 9Q (4312.334101 sec): 3 clusters Score: Raw -768278.599867 + Penalty 3019.124405 = -765259.475463 nChanged 158 SP:Iteration 10Q (4312.400652 sec): 3 clusters Score: Raw -768315.456920 + Penalty 3019.124405 = -765296.332515 nChanged 111 SP:Iteration 11Q (4312.456878 sec): 3 clusters Score: Raw -768344.208697 + Penalty 3019.124405 = -765325.084293 nChanged 103 SP:Iteration 12Q (4312.520411 sec): 3 clusters Score: Raw -768365.941750 + Penalty 3019.124405 = -765346.817346 nChanged 79 SP:Iteration 13Q (4312.592577 sec): 3 clusters Score: Raw -768382.679123 + Penalty 3019.124405 = -765363.554718 nChanged 65 SP:Iteration 14Q (4312.646712 sec): 3 clusters Score: Raw -768397.745761 + Penalty 3019.124405 = -765378.621356 nChanged 63 SP:Iteration 15Q (4312.711560 sec): 3 clusters Score: Raw -768410.474086 + Penalty 3019.124405 = -765391.349682 nChanged 45 SP:Iteration 16Q (4312.775445 sec): 3 clusters Score: Raw -768419.096497 + Penalty 3019.124405 = -765399.972093 nChanged 46 SP:Iteration 17Q (4312.836750 sec): 3 clusters Score: Raw -768427.928133 + Penalty 3019.124405 = -765408.803728 nChanged 44 SP:Iteration 18Q (4312.899540 sec): 3 clusters Score: Raw -768436.374337 + Penalty 3019.124405 = -765417.249933 nChanged 42 SP:Iteration 19Q (4312.965371 sec): 3 clusters Score: Raw -768446.595389 + Penalty 3019.124405 = -765427.470985 nChanged 48 SP:Iteration 20F (4313.026683 sec): 3 clusters Score: Raw -768454.958528 + Penalty 3019.124405 = -765435.834123 nChanged 29 SP:Iteration 21Q (4313.089755 sec): 3 clusters Score: Raw -768461.019457 + Penalty 3019.124405 = -765441.895052 nChanged 33 SP:Iteration 22Q (4313.158729 sec): 3 clusters Score: Raw -768465.654447 + Penalty 3019.124405 = -765446.530042 nChanged 35 SP:Iteration 23Q (4313.222780 sec): 3 clusters Score: Raw -768470.200415 + Penalty 3019.124405 = -765451.076011 nChanged 35 SP:Iteration 24Q (4313.291798 sec): 3 clusters Score: Raw -768475.707130 + Penalty 3019.124405 = -765456.582725 nChanged 35 SP:Iteration 25Q (4313.346753 sec): 3 clusters Score: Raw -768480.613087 + Penalty 3019.124405 = -765461.488683 nChanged 25 SP:Iteration 26Q (4313.414466 sec): 3 clusters Score: Raw -768483.117981 + Penalty 3019.124405 = -765463.993576 nChanged 20 SP:Iteration 27Q (4313.480858 sec): 3 clusters Score: Raw -768485.470150 + Penalty 3019.124405 = -765466.345746 nChanged 17 SP:Iteration 28Q (4313.542153 sec): 3 clusters Score: Raw -768487.045348 + Penalty 3019.124405 = -765467.920943 nChanged 12 SP:Iteration 29Q (4313.604657 sec): 3 clusters Score: Raw -768488.092426 + Penalty 3019.124405 = -765468.968022 nChanged 8 SP:Iteration 30Q (4313.674481 sec): 3 clusters Score: Raw -768488.754559 + Penalty 3019.124405 = -765469.630154 nChanged 5 SP:Iteration 31Q (4313.739541 sec): 3 clusters Score: Raw -768489.349148 + Penalty 3019.124405 = -765470.224743 nChanged 7 SP:Iteration 32Q (4313.805655 sec): 3 clusters Score: Raw -768489.992215 + Penalty 3019.124405 = -765470.867810 nChanged 8 SP:Iteration 33Q (4313.868823 sec): 3 clusters Score: Raw -768490.734989 + Penalty 3019.124405 = -765471.610584 nChanged 5 SP:Iteration 34Q (4313.923257 sec): 3 clusters Score: Raw -768491.223013 + Penalty 3019.124405 = -765472.098608 nChanged 7 SP:Iteration 35Q (4313.992297 sec): 3 clusters Score: Raw -768491.743608 + Penalty 3019.124405 = -765472.619204 nChanged 3 SP:Iteration 36Q (4314.067400 sec): 3 clusters Score: Raw -768492.017110 + Penalty 3019.124405 = -765472.892706 nChanged 3 SP:Iteration 37Q (4314.131721 sec): 3 clusters Score: Raw -768492.175864 + Penalty 3019.124405 = -765473.051459 nChanged 0 SP:Iteration 38F (4314.195360 sec): 3 clusters Score: Raw -768492.175864 + Penalty 3019.124405 = -765473.051459 nChanged 0 Trying to split cluster 26 (2934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4314.224410 sec): 2 clusters Score: Raw -228010.653140 + Penalty 1297.419818 = -226713.233322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4314.265591 sec): 3 clusters Score: Raw -226606.478579 + Penalty 2594.839637 = -224011.638942 nChanged 1131 SP:Iteration 1F (4314.319788 sec): 3 clusters Score: Raw -227352.886903 + Penalty 2594.839637 = -224758.047267 nChanged 281 SP:Iteration 2F (4314.366619 sec): 3 clusters Score: Raw -227600.756934 + Penalty 2594.839637 = -225005.917297 nChanged 216 SP:Iteration 3F (4314.427053 sec): 3 clusters Score: Raw -227828.954726 + Penalty 2594.839637 = -225234.115090 nChanged 215 SP:Iteration 4F (4314.474887 sec): 3 clusters Score: Raw -228053.819772 + Penalty 2594.839637 = -225458.980135 nChanged 171 SP:Iteration 5F (4314.526896 sec): 3 clusters Score: Raw -228247.321892 + Penalty 2594.839637 = -225652.482255 nChanged 156 SP:Iteration 6F (4314.567782 sec): 3 clusters Score: Raw -228415.772137 + Penalty 2594.839637 = -225820.932500 nChanged 134 SP:Iteration 7Q (4314.623989 sec): 3 clusters Score: Raw -228536.502981 + Penalty 2594.839637 = -225941.663345 nChanged 87 SP:Iteration 8Q (4314.665438 sec): 3 clusters Score: Raw -228609.448892 + Penalty 2594.839637 = -226014.609256 nChanged 58 SP:Iteration 9Q (4314.723702 sec): 3 clusters Score: Raw -228649.453235 + Penalty 2594.839637 = -226054.613599 nChanged 50 SP:Iteration 10Q (4314.777304 sec): 3 clusters Score: Raw -228689.024846 + Penalty 2594.839637 = -226094.185209 nChanged 49 SP:Iteration 11Q (4314.827611 sec): 3 clusters Score: Raw -228735.362367 + Penalty 2594.839637 = -226140.522730 nChanged 52 SP:Iteration 12Q (4314.869294 sec): 3 clusters Score: Raw -228790.841632 + Penalty 2594.839637 = -226196.001995 nChanged 63 SP:Iteration 13Q (4314.918912 sec): 3 clusters Score: Raw -228849.075170 + Penalty 2594.839637 = -226254.235533 nChanged 61 SP:Iteration 14Q (4314.976577 sec): 3 clusters Score: Raw -228924.095818 + Penalty 2594.839637 = -226329.256181 nChanged 66 SP:Iteration 15Q (4315.015645 sec): 3 clusters Score: Raw -229018.817747 + Penalty 2594.839637 = -226423.978111 nChanged 60 SP:Iteration 16Q (4315.070689 sec): 3 clusters Score: Raw -229086.525114 + Penalty 2594.839637 = -226491.685477 nChanged 41 SP:Iteration 17Q (4315.124380 sec): 3 clusters Score: Raw -229120.923800 + Penalty 2594.839637 = -226526.084164 nChanged 23 SP:Iteration 18Q (4315.166092 sec): 3 clusters Score: Raw -229132.066569 + Penalty 2594.839637 = -226537.226932 nChanged 22 SP:Iteration 19Q (4315.218617 sec): 3 clusters Score: Raw -229140.025565 + Penalty 2594.839637 = -226545.185928 nChanged 5 SP:Iteration 20F (4315.265692 sec): 3 clusters Score: Raw -229145.868917 + Penalty 2594.839637 = -226551.029281 nChanged 7 SP:Iteration 21Q (4315.311320 sec): 3 clusters Score: Raw -229148.855202 + Penalty 2594.839637 = -226554.015565 nChanged 4 SP:Iteration 22Q (4315.375538 sec): 3 clusters Score: Raw -229150.950948 + Penalty 2594.839637 = -226556.111312 nChanged 3 SP:Iteration 23Q (4315.424269 sec): 3 clusters Score: Raw -229152.623135 + Penalty 2594.839637 = -226557.783499 nChanged 3 SP:Iteration 24Q (4315.467601 sec): 3 clusters Score: Raw -229153.795299 + Penalty 2594.839637 = -226558.955663 nChanged 4 SP:Iteration 25Q (4315.519916 sec): 3 clusters Score: Raw -229154.565486 + Penalty 2594.839637 = -226559.725850 nChanged 1 SP:Iteration 26Q (4315.574671 sec): 3 clusters Score: Raw -229154.748285 + Penalty 2594.839637 = -226559.908649 nChanged 0 SP:Iteration 27F (4315.621546 sec): 3 clusters Score: Raw -229154.748285 + Penalty 2594.839637 = -226559.908649 nChanged 0 Trying to split cluster 27 (29563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4315.696998 sec): 2 clusters Score: Raw -2371727.125618 + Penalty 1672.820314 = -2370054.305303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4315.801518 sec): 3 clusters Score: Raw -2353580.480109 + Penalty 3345.640629 = -2350234.839480 nChanged 13597 SP:Iteration 1F (4315.903671 sec): 3 clusters Score: Raw -2361196.201034 + Penalty 3345.640629 = -2357850.560405 nChanged 1670 SP:Iteration 2F (4316.003781 sec): 3 clusters Score: Raw -2361997.695639 + Penalty 3345.640629 = -2358652.055010 nChanged 1698 SP:Iteration 3F (4316.104271 sec): 3 clusters Score: Raw -2362981.070004 + Penalty 3345.640629 = -2359635.429375 nChanged 1840 SP:Iteration 4F (4316.208683 sec): 3 clusters Score: Raw -2364174.279405 + Penalty 3345.640629 = -2360828.638776 nChanged 1944 SP:Iteration 5F (4316.300742 sec): 3 clusters Score: Raw -2365398.967984 + Penalty 3345.640629 = -2362053.327355 nChanged 1818 SP:Iteration 6F (4316.399478 sec): 3 clusters Score: Raw -2366509.166081 + Penalty 3345.640629 = -2363163.525452 nChanged 1605 SP:Iteration 7F (4316.491450 sec): 3 clusters Score: Raw -2367369.968659 + Penalty 3345.640629 = -2364024.328030 nChanged 1315 SP:Iteration 8Q (4316.584697 sec): 3 clusters Score: Raw -2367973.062924 + Penalty 3345.640629 = -2364627.422295 nChanged 1015 SP:Iteration 9Q (4316.694132 sec): 3 clusters Score: Raw -2368399.618161 + Penalty 3345.640629 = -2365053.977532 nChanged 827 SP:Iteration 10Q (4316.799074 sec): 3 clusters Score: Raw -2368711.287675 + Penalty 3345.640629 = -2365365.647046 nChanged 702 SP:Iteration 11Q (4316.884028 sec): 3 clusters Score: Raw -2368962.571625 + Penalty 3345.640629 = -2365616.930996 nChanged 599 SP:Iteration 12Q (4316.985654 sec): 3 clusters Score: Raw -2369158.657826 + Penalty 3345.640629 = -2365813.017197 nChanged 507 SP:Iteration 13Q (4317.080346 sec): 3 clusters Score: Raw -2369332.096616 + Penalty 3345.640629 = -2365986.455987 nChanged 520 SP:Iteration 14Q (4317.177291 sec): 3 clusters Score: Raw -2369525.699521 + Penalty 3345.640629 = -2366180.058892 nChanged 538 SP:Iteration 15Q (4317.275143 sec): 3 clusters Score: Raw -2369726.374026 + Penalty 3345.640629 = -2366380.733397 nChanged 558 SP:Iteration 16Q (4317.366239 sec): 3 clusters Score: Raw -2369923.221096 + Penalty 3345.640629 = -2366577.580467 nChanged 529 SP:Iteration 17Q (4317.468486 sec): 3 clusters Score: Raw -2370093.833084 + Penalty 3345.640629 = -2366748.192455 nChanged 509 SP:Iteration 18Q (4317.564058 sec): 3 clusters Score: Raw -2370269.230723 + Penalty 3345.640629 = -2366923.590094 nChanged 520 SP:Iteration 19Q (4317.655910 sec): 3 clusters Score: Raw -2370445.718157 + Penalty 3345.640629 = -2367100.077528 nChanged 545 SP:Iteration 20F (4317.750835 sec): 3 clusters Score: Raw -2370650.361904 + Penalty 3345.640629 = -2367304.721275 nChanged 571 SP:Iteration 21Q (4317.851872 sec): 3 clusters Score: Raw -2370904.731397 + Penalty 3345.640629 = -2367559.090768 nChanged 678 SP:Iteration 22Q (4317.938629 sec): 3 clusters Score: Raw -2371243.893657 + Penalty 3345.640629 = -2367898.253028 nChanged 698 SP:Iteration 23Q (4318.043209 sec): 3 clusters Score: Raw -2371637.375750 + Penalty 3345.640629 = -2368291.735121 nChanged 732 SP:Iteration 24Q (4318.142099 sec): 3 clusters Score: Raw -2372089.232190 + Penalty 3345.640629 = -2368743.591561 nChanged 771 SP:Iteration 25Q (4318.235942 sec): 3 clusters Score: Raw -2372639.452070 + Penalty 3345.640629 = -2369293.811441 nChanged 834 SP:Iteration 26Q (4318.334387 sec): 3 clusters Score: Raw -2373337.199634 + Penalty 3345.640629 = -2369991.559005 nChanged 878 SP:Iteration 27Q (4318.432568 sec): 3 clusters Score: Raw -2374152.651986 + Penalty 3345.640629 = -2370807.011357 nChanged 867 SP:Iteration 28Q (4318.524402 sec): 3 clusters Score: Raw -2375074.479228 + Penalty 3345.640629 = -2371728.838599 nChanged 837 SP:Iteration 29Q (4318.618007 sec): 3 clusters Score: Raw -2375883.222019 + Penalty 3345.640629 = -2372537.581390 nChanged 687 SP:Iteration 30Q (4318.719111 sec): 3 clusters Score: Raw -2376479.699070 + Penalty 3345.640629 = -2373134.058441 nChanged 503 SP:Iteration 31Q (4318.817155 sec): 3 clusters Score: Raw -2376825.505874 + Penalty 3345.640629 = -2373479.865245 nChanged 332 SP:Iteration 32Q (4318.918036 sec): 3 clusters Score: Raw -2377032.588282 + Penalty 3345.640629 = -2373686.947653 nChanged 234 SP:Iteration 33Q (4319.014491 sec): 3 clusters Score: Raw -2377185.040684 + Penalty 3345.640629 = -2373839.400055 nChanged 169 SP:Iteration 34Q (4319.108562 sec): 3 clusters Score: Raw -2377268.934740 + Penalty 3345.640629 = -2373923.294111 nChanged 114 SP:Iteration 35Q (4319.194172 sec): 3 clusters Score: Raw -2377321.153761 + Penalty 3345.640629 = -2373975.513132 nChanged 79 SP:Iteration 36Q (4319.292019 sec): 3 clusters Score: Raw -2377375.242707 + Penalty 3345.640629 = -2374029.602078 nChanged 63 SP:Iteration 37Q (4319.375017 sec): 3 clusters Score: Raw -2377407.123330 + Penalty 3345.640629 = -2374061.482701 nChanged 56 SP:Iteration 38Q (4319.481447 sec): 3 clusters Score: Raw -2377446.211967 + Penalty 3345.640629 = -2374100.571338 nChanged 38 SP:Iteration 39Q (4319.559169 sec): 3 clusters Score: Raw -2377465.300748 + Penalty 3345.640629 = -2374119.660119 nChanged 33 SP:Iteration 40F (4319.651960 sec): 3 clusters Score: Raw -2377776.874123 + Penalty 3345.640629 = -2374431.233494 nChanged 141 SP:Iteration 41Q (4319.755072 sec): 3 clusters Score: Raw -2377917.716316 + Penalty 3345.640629 = -2374572.075687 nChanged 130 SP:Iteration 42Q (4319.848041 sec): 3 clusters Score: Raw -2377951.146352 + Penalty 3345.640629 = -2374605.505723 nChanged 72 SP:Iteration 43Q (4319.938863 sec): 3 clusters Score: Raw -2377961.961731 + Penalty 3345.640629 = -2374616.321102 nChanged 41 SP:Iteration 44Q (4320.026159 sec): 3 clusters Score: Raw -2377965.551066 + Penalty 3345.640629 = -2374619.910437 nChanged 18 SP:Iteration 45Q (4320.120307 sec): 3 clusters Score: Raw -2377966.609532 + Penalty 3345.640629 = -2374620.968903 nChanged 9 SP:Iteration 46Q (4320.212333 sec): 3 clusters Score: Raw -2377967.224575 + Penalty 3345.640629 = -2374621.583946 nChanged 10 SP:Iteration 47Q (4320.299474 sec): 3 clusters Score: Raw -2377967.879807 + Penalty 3345.640629 = -2374622.239178 nChanged 6 SP:Iteration 48Q (4320.401636 sec): 3 clusters Score: Raw -2377968.228336 + Penalty 3345.640629 = -2374622.587707 nChanged 4 SP:Iteration 49Q (4320.486959 sec): 3 clusters Score: Raw -2377968.406755 + Penalty 3345.640629 = -2374622.766126 nChanged 3 SP:Iteration 50Q (4320.586059 sec): 3 clusters Score: Raw -2377968.512911 + Penalty 3345.640629 = -2374622.872283 nChanged 4 SP:Iteration 51Q (4320.673967 sec): 3 clusters Score: Raw -2377968.756991 + Penalty 3345.640629 = -2374623.116362 nChanged 2 SP:Iteration 52Q (4320.758959 sec): 3 clusters Score: Raw -2377968.844205 + Penalty 3345.640629 = -2374623.203576 nChanged 2 SP:Iteration 53Q (4320.845990 sec): 3 clusters Score: Raw -2377968.897706 + Penalty 3345.640629 = -2374623.257077 nChanged 0 SP:Iteration 54F (4320.943913 sec): 3 clusters Score: Raw -2377968.897706 + Penalty 3345.640629 = -2374623.257077 nChanged 0 Score: Raw -40709509.310228 + Penalty 100814.732337 = -40608694.577892 Splitting cluster 27 changes total score from -40578480.399323 to -40608694.577892 So it's getting split into cluster 47. Trying to split cluster 28 (2624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4337.200592 sec): 2 clusters Score: Raw -193955.530470 + Penalty 1279.273962 = -192676.256508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4337.253073 sec): 3 clusters Score: Raw -192764.227337 + Penalty 2558.547924 = -190205.679414 nChanged 976 SP:Iteration 1F (4337.305222 sec): 3 clusters Score: Raw -193488.708301 + Penalty 2558.547924 = -190930.160377 nChanged 269 SP:Iteration 2F (4337.356346 sec): 3 clusters Score: Raw -193800.478278 + Penalty 2558.547924 = -191241.930354 nChanged 214 SP:Iteration 3F (4337.407712 sec): 3 clusters Score: Raw -194130.046827 + Penalty 2558.547924 = -191571.498904 nChanged 226 SP:Iteration 4F (4337.457373 sec): 3 clusters Score: Raw -194512.942946 + Penalty 2558.547924 = -191954.395022 nChanged 208 SP:Iteration 5F (4337.511911 sec): 3 clusters Score: Raw -194829.139506 + Penalty 2558.547924 = -192270.591583 nChanged 170 SP:Iteration 6F (4337.555720 sec): 3 clusters Score: Raw -195070.955514 + Penalty 2558.547924 = -192512.407590 nChanged 115 SP:Iteration 7Q (4337.607068 sec): 3 clusters Score: Raw -195288.174085 + Penalty 2558.547924 = -192729.626161 nChanged 87 SP:Iteration 8Q (4337.659596 sec): 3 clusters Score: Raw -195412.830815 + Penalty 2558.547924 = -192854.282891 nChanged 61 SP:Iteration 9Q (4337.701640 sec): 3 clusters Score: Raw -195496.658700 + Penalty 2558.547924 = -192938.110777 nChanged 40 SP:Iteration 10Q (4337.752542 sec): 3 clusters Score: Raw -195544.036276 + Penalty 2558.547924 = -192985.488352 nChanged 35 SP:Iteration 11Q (4337.810004 sec): 3 clusters Score: Raw -195570.812198 + Penalty 2558.547924 = -193012.264274 nChanged 18 SP:Iteration 12Q (4337.865715 sec): 3 clusters Score: Raw -195583.826836 + Penalty 2558.547924 = -193025.278912 nChanged 19 SP:Iteration 13Q (4337.913853 sec): 3 clusters Score: Raw -195601.928395 + Penalty 2558.547924 = -193043.380471 nChanged 14 SP:Iteration 14Q (4337.960700 sec): 3 clusters Score: Raw -195608.695486 + Penalty 2558.547924 = -193050.147563 nChanged 5 SP:Iteration 15Q (4338.009031 sec): 3 clusters Score: Raw -195610.423723 + Penalty 2558.547924 = -193051.875799 nChanged 4 SP:Iteration 16Q (4338.059708 sec): 3 clusters Score: Raw -195611.674776 + Penalty 2558.547924 = -193053.126852 nChanged 1 SP:Iteration 17Q (4338.106337 sec): 3 clusters Score: Raw -195611.788596 + Penalty 2558.547924 = -193053.240672 nChanged 0 SP:Iteration 18F (4338.155447 sec): 3 clusters Score: Raw -195611.788596 + Penalty 2558.547924 = -193053.240672 nChanged 0 Score: Raw -40711165.568355 + Penalty 102959.726642 = -40608205.841713 Splitting cluster 28 changes total score from -40578480.399323 to -40608205.841713 So it's getting split into cluster 48. Trying to split cluster 29 (45988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.400540 sec): 2 clusters Score: Raw -3616191.524431 + Penalty 1744.622063 = -3614446.902368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.535172 sec): 3 clusters Score: Raw -3587062.083128 + Penalty 3489.244126 = -3583572.839002 nChanged 21678 SP:Iteration 1F (4354.663515 sec): 3 clusters Score: Raw -3600319.627903 + Penalty 3489.244126 = -3596830.383777 nChanged 2984 SP:Iteration 2F (4354.787437 sec): 3 clusters Score: Raw -3602307.664483 + Penalty 3489.244126 = -3598818.420357 nChanged 3684 SP:Iteration 3F (4354.905853 sec): 3 clusters Score: Raw -3605492.920726 + Penalty 3489.244126 = -3602003.676600 nChanged 4330 SP:Iteration 4F (4355.021612 sec): 3 clusters Score: Raw -3609802.391390 + Penalty 3489.244126 = -3606313.147264 nChanged 3974 SP:Iteration 5F (4355.153247 sec): 3 clusters Score: Raw -3613899.936964 + Penalty 3489.244126 = -3610410.692838 nChanged 2829 SP:Iteration 6F (4355.270337 sec): 3 clusters Score: Raw -3616175.827111 + Penalty 3489.244126 = -3612686.582985 nChanged 1754 SP:Iteration 7Q (4355.405737 sec): 3 clusters Score: Raw -3617213.972526 + Penalty 3489.244126 = -3613724.728400 nChanged 1086 SP:Iteration 8Q (4355.535092 sec): 3 clusters Score: Raw -3617845.693732 + Penalty 3489.244126 = -3614356.449606 nChanged 817 SP:Iteration 9Q (4355.660694 sec): 3 clusters Score: Raw -3618314.104742 + Penalty 3489.244126 = -3614824.860616 nChanged 709 SP:Iteration 10Q (4355.786514 sec): 3 clusters Score: Raw -3618765.801714 + Penalty 3489.244126 = -3615276.557588 nChanged 597 SP:Iteration 11Q (4355.908535 sec): 3 clusters Score: Raw -3619126.299057 + Penalty 3489.244126 = -3615637.054931 nChanged 506 SP:Iteration 12Q (4356.033485 sec): 3 clusters Score: Raw -3619354.971029 + Penalty 3489.244126 = -3615865.726903 nChanged 373 SP:Iteration 13Q (4356.158654 sec): 3 clusters Score: Raw -3619468.699018 + Penalty 3489.244126 = -3615979.454892 nChanged 273 SP:Iteration 14Q (4356.266807 sec): 3 clusters Score: Raw -3619542.772335 + Penalty 3489.244126 = -3616053.528209 nChanged 200 SP:Iteration 15Q (4356.393416 sec): 3 clusters Score: Raw -3619584.909312 + Penalty 3489.244126 = -3616095.665186 nChanged 159 SP:Iteration 16Q (4356.518412 sec): 3 clusters Score: Raw -3619611.890097 + Penalty 3489.244126 = -3616122.645971 nChanged 137 SP:Iteration 17Q (4356.633971 sec): 3 clusters Score: Raw -3619631.201160 + Penalty 3489.244126 = -3616141.957035 nChanged 107 SP:Iteration 18Q (4356.749418 sec): 3 clusters Score: Raw -3619645.213639 + Penalty 3489.244126 = -3616155.969513 nChanged 94 SP:Iteration 19Q (4356.854206 sec): 3 clusters Score: Raw -3619656.062137 + Penalty 3489.244126 = -3616166.818012 nChanged 80 SP:Iteration 20F (4356.983757 sec): 3 clusters Score: Raw -3619664.289042 + Penalty 3489.244126 = -3616175.044916 nChanged 62 SP:Iteration 21Q (4357.107973 sec): 3 clusters Score: Raw -3619669.817317 + Penalty 3489.244126 = -3616180.573191 nChanged 45 SP:Iteration 22Q (4357.224218 sec): 3 clusters Score: Raw -3619674.127819 + Penalty 3489.244126 = -3616184.883693 nChanged 52 SP:Iteration 23Q (4357.347381 sec): 3 clusters Score: Raw -3619678.871042 + Penalty 3489.244126 = -3616189.626916 nChanged 34 SP:Iteration 24Q (4357.467933 sec): 3 clusters Score: Raw -3619681.621687 + Penalty 3489.244126 = -3616192.377561 nChanged 32 SP:Iteration 25Q (4357.586593 sec): 3 clusters Score: Raw -3619684.354154 + Penalty 3489.244126 = -3616195.110028 nChanged 28 SP:Iteration 26Q (4357.705973 sec): 3 clusters Score: Raw -3619686.508434 + Penalty 3489.244126 = -3616197.264308 nChanged 23 SP:Iteration 27Q (4357.827483 sec): 3 clusters Score: Raw -3619688.062259 + Penalty 3489.244126 = -3616198.818134 nChanged 13 SP:Iteration 28Q (4357.937342 sec): 3 clusters Score: Raw -3619688.743373 + Penalty 3489.244126 = -3616199.499247 nChanged 6 SP:Iteration 29Q (4358.063451 sec): 3 clusters Score: Raw -3619689.026458 + Penalty 3489.244126 = -3616199.782332 nChanged 6 SP:Iteration 30Q (4358.182501 sec): 3 clusters Score: Raw -3619689.303546 + Penalty 3489.244126 = -3616200.059420 nChanged 8 SP:Iteration 31Q (4358.286516 sec): 3 clusters Score: Raw -3619689.744606 + Penalty 3489.244126 = -3616200.500481 nChanged 12 SP:Iteration 32Q (4358.415900 sec): 3 clusters Score: Raw -3619690.473595 + Penalty 3489.244126 = -3616201.229469 nChanged 13 SP:Iteration 33Q (4358.529932 sec): 3 clusters Score: Raw -3619691.258481 + Penalty 3489.244126 = -3616202.014355 nChanged 15 SP:Iteration 34Q (4358.646394 sec): 3 clusters Score: Raw -3619692.157488 + Penalty 3489.244126 = -3616202.913362 nChanged 9 SP:Iteration 35Q (4358.755817 sec): 3 clusters Score: Raw -3619692.680348 + Penalty 3489.244126 = -3616203.436223 nChanged 4 SP:Iteration 36Q (4358.873365 sec): 3 clusters Score: Raw -3619692.890234 + Penalty 3489.244126 = -3616203.646108 nChanged 4 SP:Iteration 37Q (4358.991287 sec): 3 clusters Score: Raw -3619693.092684 + Penalty 3489.244126 = -3616203.848559 nChanged 7 SP:Iteration 38Q (4359.117697 sec): 3 clusters Score: Raw -3619693.457227 + Penalty 3489.244126 = -3616204.213101 nChanged 8 SP:Iteration 39Q (4359.233109 sec): 3 clusters Score: Raw -3619693.759199 + Penalty 3489.244126 = -3616204.515073 nChanged 3 SP:Iteration 40F (4359.366564 sec): 3 clusters Score: Raw -3619693.837877 + Penalty 3489.244126 = -3616204.593751 nChanged 2 SP:Iteration 41Q (4359.487730 sec): 3 clusters Score: Raw -3619693.896467 + Penalty 3489.244126 = -3616204.652341 nChanged 0 SP:Iteration 42F (4359.615313 sec): 3 clusters Score: Raw -3619693.896467 + Penalty 3489.244126 = -3616204.652341 nChanged 0 Score: Raw -40714667.940391 + Penalty 105104.720947 = -40609563.219444 Splitting cluster 29 changes total score from -40578480.399323 to -40609563.219444 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (4385.698180 sec): 50 clusters Score: Raw -40723044.516317 + Penalty 105104.720947 = -40617939.795370 nChanged 11564 Iteration 60F (4402.830483 sec): 50 clusters Score: Raw -40728798.245254 + Penalty 105104.720947 = -40623693.524307 nChanged 7956 Iteration 61Q (4409.036901 sec): 50 clusters Score: Raw -40731580.905117 + Penalty 105104.720947 = -40626476.184170 nChanged 4859 Iteration 62Q (4414.937535 sec): 50 clusters Score: Raw -40733074.285904 + Penalty 105104.720947 = -40627969.564957 nChanged 3821 Iteration 63Q (4421.052366 sec): 50 clusters Score: Raw -40734208.097312 + Penalty 105104.720947 = -40629103.376365 nChanged 3245 Iteration 64Q (4426.407498 sec): 50 clusters Score: Raw -40735054.117109 + Penalty 105104.720947 = -40629949.396162 nChanged 2797 Iteration 65Q (4432.353175 sec): 50 clusters Score: Raw -40735734.807314 + Penalty 105104.720947 = -40630630.086367 nChanged 2433 Iteration 66Q (4438.921401 sec): 50 clusters Score: Raw -40736230.462238 + Penalty 105104.720947 = -40631125.741291 nChanged 2125 Iteration 67Q (4445.114024 sec): 50 clusters Score: Raw -40736590.411231 + Penalty 105104.720947 = -40631485.690284 nChanged 1761 Iteration 68Q (4451.217047 sec): 50 clusters Score: Raw -40736876.204859 + Penalty 105104.720947 = -40631771.483912 nChanged 1612 Iteration 69Q (4457.664383 sec): 50 clusters Score: Raw -40737112.940326 + Penalty 105104.720947 = -40632008.219379 nChanged 1369 Iteration 70Q (4463.691395 sec): 50 clusters Score: Raw -40737302.017002 + Penalty 105104.720947 = -40632197.296055 nChanged 1245 Iteration 71Q (4469.787593 sec): 50 clusters Score: Raw -40737456.628567 + Penalty 105104.720947 = -40632351.907620 nChanged 1150 Iteration 72Q (4476.000191 sec): 50 clusters Score: Raw -40737589.643540 + Penalty 105104.720947 = -40632484.922593 nChanged 1018 Iteration 73Q (4482.096830 sec): 50 clusters Score: Raw -40737697.249582 + Penalty 105104.720947 = -40632592.528635 nChanged 934 Iteration 74Q (4488.618409 sec): 50 clusters Score: Raw -40737790.290854 + Penalty 105104.720947 = -40632685.569907 nChanged 884 Iteration 75Q (4494.291601 sec): 50 clusters Score: Raw -40737879.927103 + Penalty 105104.720947 = -40632775.206156 nChanged 833 Iteration 76Q (4500.220001 sec): 50 clusters Score: Raw -40737967.212815 + Penalty 105104.720947 = -40632862.491868 nChanged 779 Iteration 77Q (4506.673706 sec): 50 clusters Score: Raw -40738043.475939 + Penalty 105104.720947 = -40632938.754992 nChanged 660 Iteration 78Q (4512.785242 sec): 50 clusters Score: Raw -40738112.303092 + Penalty 105104.720947 = -40633007.582145 nChanged 604 Iteration 79Q (4518.760164 sec): 50 clusters Score: Raw -40738172.343267 + Penalty 105104.720947 = -40633067.622320 nChanged 544 Iteration 80F (4535.863749 sec): 50 clusters Score: Raw -40738281.951569 + Penalty 105104.720947 = -40633177.230622 nChanged 579 Iteration 81Q (4542.239721 sec): 50 clusters Score: Raw -40738399.490432 + Penalty 105104.720947 = -40633294.769485 nChanged 602 Iteration 82Q (4547.937653 sec): 50 clusters Score: Raw -40738520.250340 + Penalty 105104.720947 = -40633415.529393 nChanged 541 Iteration 83Q (4554.289741 sec): 50 clusters Score: Raw -40738624.197502 + Penalty 105104.720947 = -40633519.476555 nChanged 518 Iteration 84Q (4560.467818 sec): 50 clusters Score: Raw -40738706.958980 + Penalty 105104.720947 = -40633602.238033 nChanged 469 Iteration 85Q (4566.350030 sec): 50 clusters Score: Raw -40738767.944272 + Penalty 105104.720947 = -40633663.223325 nChanged 403 Iteration 86Q (4572.991354 sec): 50 clusters Score: Raw -40738806.432228 + Penalty 105104.720947 = -40633701.711281 nChanged 345 Iteration 87Q (4579.495016 sec): 50 clusters Score: Raw -40738833.446775 + Penalty 105104.720947 = -40633728.725829 nChanged 302 Iteration 88Q (4585.661656 sec): 50 clusters Score: Raw -40738856.875084 + Penalty 105104.720947 = -40633752.154137 nChanged 287 Iteration 89Q (4592.106390 sec): 50 clusters Score: Raw -40738881.998566 + Penalty 105104.720947 = -40633777.277619 nChanged 280 Iteration 90Q (4597.896958 sec): 50 clusters Score: Raw -40738911.880718 + Penalty 105104.720947 = -40633807.159771 nChanged 253 Iteration 91Q (4603.473205 sec): 50 clusters Score: Raw -40738939.241210 + Penalty 105104.720947 = -40633834.520263 nChanged 270 Iteration 92Q (4609.560543 sec): 50 clusters Score: Raw -40738967.031363 + Penalty 105104.720947 = -40633862.310416 nChanged 254 Iteration 93Q (4615.825167 sec): 50 clusters Score: Raw -40738996.303312 + Penalty 105104.720947 = -40633891.582365 nChanged 223 Iteration 94Q (4622.428450 sec): 50 clusters Score: Raw -40739024.601139 + Penalty 105104.720947 = -40633919.880193 nChanged 215 Iteration 95Q (4629.050749 sec): 50 clusters Score: Raw -40739051.038985 + Penalty 105104.720947 = -40633946.318038 nChanged 211 Iteration 96Q (4635.486304 sec): 50 clusters Score: Raw -40739080.668509 + Penalty 105104.720947 = -40633975.947563 nChanged 194 Iteration 97Q (4642.098414 sec): 50 clusters Score: Raw -40739108.101666 + Penalty 105104.720947 = -40634003.380719 nChanged 190 Iteration 98Q (4648.508025 sec): 50 clusters Score: Raw -40739134.136858 + Penalty 105104.720947 = -40634029.415911 nChanged 205 Writing temp clu file Because OldScore, -40634003.380719, is greater than current (better) Score,-40634029.415911 Won't try splitting - already at maximum number of clusters Iteration 99Q (4654.733835 sec): 50 clusters Score: Raw -40739159.956657 + Penalty 105104.720947 = -40634055.235710 nChanged 212 Iteration 100F (4671.897976 sec): 50 clusters Score: Raw -40739188.532716 + Penalty 105104.720947 = -40634083.811769 nChanged 217 Iteration 101Q (4678.571712 sec): 50 clusters Score: Raw -40739212.427135 + Penalty 105104.720947 = -40634107.706188 nChanged 218 Iteration 102Q (4685.328156 sec): 50 clusters Score: Raw -40739238.325200 + Penalty 105104.720947 = -40634133.604253 nChanged 186 Iteration 103Q (4691.520483 sec): 50 clusters Score: Raw -40739258.367799 + Penalty 105104.720947 = -40634153.646852 nChanged 189 Iteration 104Q (4698.294789 sec): 50 clusters Score: Raw -40739280.677205 + Penalty 105104.720947 = -40634175.956258 nChanged 195 Iteration 105Q (4704.661983 sec): 50 clusters Score: Raw -40739304.292567 + Penalty 105104.720947 = -40634199.571620 nChanged 202 Iteration 106Q (4710.697758 sec): 50 clusters Score: Raw -40739324.683888 + Penalty 105104.720947 = -40634219.962941 nChanged 195 Iteration 107Q (4717.177608 sec): 50 clusters Score: Raw -40739344.716079 + Penalty 105104.720947 = -40634239.995132 nChanged 205 Iteration 108Q (4723.917772 sec): 50 clusters Score: Raw -40739361.159227 + Penalty 105104.720947 = -40634256.438280 nChanged 169 Iteration 109Q (4729.737884 sec): 50 clusters Score: Raw -40739374.048601 + Penalty 105104.720947 = -40634269.327655 nChanged 168 Iteration 110Q (4735.199919 sec): 50 clusters Score: Raw -40739385.147474 + Penalty 105104.720947 = -40634280.426527 nChanged 153 Iteration 111Q (4741.531743 sec): 50 clusters Score: Raw -40739396.036206 + Penalty 105104.720947 = -40634291.315259 nChanged 123 Iteration 112Q (4746.769348 sec): 50 clusters Score: Raw -40739405.424300 + Penalty 105104.720947 = -40634300.703353 nChanged 132 Iteration 113Q (4752.194052 sec): 50 clusters Score: Raw -40739415.180288 + Penalty 105104.720947 = -40634310.459341 nChanged 113 Iteration 114Q (4758.436264 sec): 50 clusters Score: Raw -40739424.001793 + Penalty 105104.720947 = -40634319.280846 nChanged 109 Iteration 115Q (4764.454008 sec): 50 clusters Score: Raw -40739433.117349 + Penalty 105104.720947 = -40634328.396402 nChanged 107 Iteration 116Q (4770.527398 sec): 50 clusters Score: Raw -40739442.315956 + Penalty 105104.720947 = -40634337.595009 nChanged 95 Iteration 117Q (4776.048672 sec): 50 clusters Score: Raw -40739451.133247 + Penalty 105104.720947 = -40634346.412300 nChanged 97 Iteration 118Q (4781.795447 sec): 50 clusters Score: Raw -40739461.658612 + Penalty 105104.720947 = -40634356.937665 nChanged 98 Iteration 119Q (4788.249085 sec): 50 clusters Score: Raw -40739471.197370 + Penalty 105104.720947 = -40634366.476423 nChanged 111 Iteration 120F (4805.399598 sec): 50 clusters Score: Raw -40739486.018991 + Penalty 105104.720947 = -40634381.298044 nChanged 109 Iteration 121Q (4811.021367 sec): 50 clusters Score: Raw -40739501.227800 + Penalty 105104.720947 = -40634396.506853 nChanged 129 Iteration 122Q (4816.740146 sec): 50 clusters Score: Raw -40739525.432576 + Penalty 105104.720947 = -40634420.711629 nChanged 156 Iteration 123Q (4823.010255 sec): 50 clusters Score: Raw -40739548.308649 + Penalty 105104.720947 = -40634443.587702 nChanged 175 Iteration 124Q (4829.692683 sec): 50 clusters Score: Raw -40739582.815426 + Penalty 105104.720947 = -40634478.094479 nChanged 214 Iteration 125Q (4835.665493 sec): 50 clusters Score: Raw -40739620.919928 + Penalty 105104.720947 = -40634516.198981 nChanged 201 Iteration 126Q (4841.887874 sec): 50 clusters Score: Raw -40739648.539175 + Penalty 105104.720947 = -40634543.818228 nChanged 172 Iteration 127Q (4848.395225 sec): 50 clusters Score: Raw -40739675.432360 + Penalty 105104.720947 = -40634570.711413 nChanged 164 Iteration 128Q (4854.733173 sec): 50 clusters Score: Raw -40739701.212125 + Penalty 105104.720947 = -40634596.491178 nChanged 169 Iteration 129Q (4861.388320 sec): 50 clusters Score: Raw -40739730.698986 + Penalty 105104.720947 = -40634625.978039 nChanged 185 Iteration 130Q (4867.924093 sec): 50 clusters Score: Raw -40739762.472687 + Penalty 105104.720947 = -40634657.751740 nChanged 199 Iteration 131Q (4874.430829 sec): 50 clusters Score: Raw -40739790.493474 + Penalty 105104.720947 = -40634685.772527 nChanged 196 Iteration 132Q (4880.727866 sec): 50 clusters Score: Raw -40739813.889585 + Penalty 105104.720947 = -40634709.168638 nChanged 203 Iteration 133Q (4886.761179 sec): 50 clusters Score: Raw -40739838.479803 + Penalty 105104.720947 = -40634733.758856 nChanged 198 Iteration 134Q (4893.092592 sec): 50 clusters Score: Raw -40739863.757773 + Penalty 105104.720947 = -40634759.036826 nChanged 200 Iteration 135Q (4899.555284 sec): 50 clusters Score: Raw -40739884.043047 + Penalty 105104.720947 = -40634779.322100 nChanged 174 Iteration 136Q (4905.806792 sec): 50 clusters Score: Raw -40739904.289796 + Penalty 105104.720947 = -40634799.568849 nChanged 174 Iteration 137Q (4912.497192 sec): 50 clusters Score: Raw -40739924.807661 + Penalty 105104.720947 = -40634820.086714 nChanged 172 Iteration 138Q (4918.915690 sec): 50 clusters Score: Raw -40739945.493430 + Penalty 105104.720947 = -40634840.772483 nChanged 152 Writing temp clu file Because OldScore, -40634820.086714, is greater than current (better) Score,-40634840.772483 Won't try splitting - already at maximum number of clusters Iteration 139Q (4924.796734 sec): 50 clusters Score: Raw -40739960.166597 + Penalty 105104.720947 = -40634855.445650 nChanged 155 Iteration 140F (4941.940637 sec): 50 clusters Score: Raw -40739975.158616 + Penalty 105104.720947 = -40634870.437669 nChanged 152 Iteration 141Q (4948.281093 sec): 50 clusters Score: Raw -40739991.054027 + Penalty 105104.720947 = -40634886.333080 nChanged 122 Iteration 142Q (4954.828146 sec): 50 clusters Score: Raw -40740005.247408 + Penalty 105104.720947 = -40634900.526461 nChanged 127 Iteration 143Q (4960.573369 sec): 50 clusters Score: Raw -40740020.518542 + Penalty 105104.720947 = -40634915.797595 nChanged 104 Iteration 144Q (4966.951894 sec): 50 clusters Score: Raw -40740032.265773 + Penalty 105104.720947 = -40634927.544826 nChanged 114 Iteration 145Q (4973.155757 sec): 50 clusters Score: Raw -40740042.027292 + Penalty 105104.720947 = -40634937.306345 nChanged 94 Iteration 146Q (4979.165509 sec): 50 clusters Score: Raw -40740050.172937 + Penalty 105104.720947 = -40634945.451990 nChanged 80 Iteration 147Q (4985.096477 sec): 50 clusters Score: Raw -40740057.050099 + Penalty 105104.720947 = -40634952.329152 nChanged 77 Iteration 148Q (4991.266058 sec): 50 clusters Score: Raw -40740064.344510 + Penalty 105104.720947 = -40634959.623563 nChanged 90 Iteration 149Q (4997.110517 sec): 50 clusters Score: Raw -40740072.634986 + Penalty 105104.720947 = -40634967.914039 nChanged 79 Iteration 150Q (5003.690574 sec): 50 clusters Score: Raw -40740081.063105 + Penalty 105104.720947 = -40634976.342158 nChanged 85 Iteration 151Q (5010.302179 sec): 50 clusters Score: Raw -40740086.996430 + Penalty 105104.720947 = -40634982.275483 nChanged 69 Iteration 152Q (5015.925525 sec): 50 clusters Score: Raw -40740091.413550 + Penalty 105104.720947 = -40634986.692604 nChanged 44 Iteration 153Q (5021.633461 sec): 50 clusters Score: Raw -40740094.156904 + Penalty 105104.720947 = -40634989.435957 nChanged 37 Iteration 154Q (5028.000874 sec): 50 clusters Score: Raw -40740096.837346 + Penalty 105104.720947 = -40634992.116399 nChanged 43 Iteration 155Q (5034.232045 sec): 50 clusters Score: Raw -40740100.444156 + Penalty 105104.720947 = -40634995.723209 nChanged 44 Iteration 156Q (5040.578973 sec): 50 clusters Score: Raw -40740103.488011 + Penalty 105104.720947 = -40634998.767064 nChanged 51 Iteration 157Q (5046.913546 sec): 50 clusters Score: Raw -40740107.135243 + Penalty 105104.720947 = -40635002.414296 nChanged 34 Iteration 158Q (5052.889543 sec): 50 clusters Score: Raw -40740109.376044 + Penalty 105104.720947 = -40635004.655097 nChanged 33 Iteration 159Q (5059.034848 sec): 50 clusters Score: Raw -40740111.366993 + Penalty 105104.720947 = -40635006.646046 nChanged 36 Iteration 160F (5076.204555 sec): 50 clusters Score: Raw -40740113.944568 + Penalty 105104.720947 = -40635009.223621 nChanged 41 Iteration 161Q (5082.859128 sec): 50 clusters Score: Raw -40740116.882219 + Penalty 105104.720947 = -40635012.161272 nChanged 27 Iteration 162Q (5088.952464 sec): 50 clusters Score: Raw -40740118.924192 + Penalty 105104.720947 = -40635014.203245 nChanged 41 Iteration 163Q (5095.566094 sec): 50 clusters Score: Raw -40740122.134032 + Penalty 105104.720947 = -40635017.413085 nChanged 41 Iteration 164Q (5102.064702 sec): 50 clusters Score: Raw -40740124.855090 + Penalty 105104.720947 = -40635020.134143 nChanged 43 Iteration 165Q (5108.092618 sec): 50 clusters Score: Raw -40740127.218771 + Penalty 105104.720947 = -40635022.497824 nChanged 36 Iteration 166Q (5114.074689 sec): 50 clusters Score: Raw -40740129.541934 + Penalty 105104.720947 = -40635024.820987 nChanged 43 Iteration 167Q (5120.414398 sec): 50 clusters Score: Raw -40740132.604831 + Penalty 105104.720947 = -40635027.883884 nChanged 46 Iteration 168Q (5126.339503 sec): 50 clusters Score: Raw -40740135.239554 + Penalty 105104.720947 = -40635030.518607 nChanged 36 Iteration 169Q (5132.876347 sec): 50 clusters Score: Raw -40740137.679939 + Penalty 105104.720947 = -40635032.958992 nChanged 42 Iteration 170Q (5139.114152 sec): 50 clusters Score: Raw -40740140.354327 + Penalty 105104.720947 = -40635035.633381 nChanged 49 Iteration 171Q (5145.866223 sec): 50 clusters Score: Raw -40740144.195223 + Penalty 105104.720947 = -40635039.474276 nChanged 38 Iteration 172Q (5152.867370 sec): 50 clusters Score: Raw -40740146.839578 + Penalty 105104.720947 = -40635042.118631 nChanged 45 Iteration 173Q (5159.492960 sec): 50 clusters Score: Raw -40740149.098522 + Penalty 105104.720947 = -40635044.377575 nChanged 40 Iteration 174Q (5166.761714 sec): 50 clusters Score: Raw -40740151.502365 + Penalty 105104.720947 = -40635046.781418 nChanged 40 Iteration 175Q (5173.596624 sec): 50 clusters Score: Raw -40740153.847993 + Penalty 105104.720947 = -40635049.127046 nChanged 25 Iteration 176Q (5180.119229 sec): 50 clusters Score: Raw -40740156.017334 + Penalty 105104.720947 = -40635051.296387 nChanged 31 Iteration 177Q (5187.127824 sec): 50 clusters Score: Raw -40740157.711370 + Penalty 105104.720947 = -40635052.990423 nChanged 28 Iteration 178Q (5193.861759 sec): 50 clusters Score: Raw -40740159.743232 + Penalty 105104.720947 = -40635055.022285 nChanged 47 Writing temp clu file Because OldScore, -40635052.990423, is greater than current (better) Score,-40635055.022285 Won't try splitting - already at maximum number of clusters Iteration 179Q (5200.495581 sec): 50 clusters Score: Raw -40740161.741078 + Penalty 105104.720947 = -40635057.020131 nChanged 32 Iteration 180F (5217.776985 sec): 50 clusters Score: Raw -40740162.713839 + Penalty 105104.720947 = -40635057.992892 nChanged 22 Iteration 181Q (5224.873684 sec): 50 clusters Score: Raw -40740163.595303 + Penalty 105104.720947 = -40635058.874356 nChanged 31 Iteration 182Q (5231.899931 sec): 50 clusters Score: Raw -40740164.751303 + Penalty 105104.720947 = -40635060.030356 nChanged 29 Iteration 183Q (5238.265966 sec): 50 clusters Score: Raw -40740165.610024 + Penalty 105104.720947 = -40635060.889077 nChanged 35 Iteration 184Q (5244.610228 sec): 50 clusters Score: Raw -40740166.469772 + Penalty 105104.720947 = -40635061.748825 nChanged 24 Iteration 185Q (5251.801041 sec): 50 clusters Score: Raw -40740166.993399 + Penalty 105104.720947 = -40635062.272452 nChanged 25 Iteration 186Q (5258.570253 sec): 50 clusters Score: Raw -40740167.684859 + Penalty 105104.720947 = -40635062.963912 nChanged 22 Iteration 187Q (5265.592754 sec): 50 clusters Score: Raw -40740168.409446 + Penalty 105104.720947 = -40635063.688499 nChanged 19 Iteration 188Q (5272.800110 sec): 50 clusters Score: Raw -40740169.754645 + Penalty 105104.720947 = -40635065.033698 nChanged 20 Iteration 189Q (5279.507996 sec): 50 clusters Score: Raw -40740171.043730 + Penalty 105104.720947 = -40635066.322783 nChanged 32 Iteration 190Q (5286.703566 sec): 50 clusters Score: Raw -40740172.694334 + Penalty 105104.720947 = -40635067.973387 nChanged 25 Iteration 191Q (5293.993331 sec): 50 clusters Score: Raw -40740174.026917 + Penalty 105104.720947 = -40635069.305970 nChanged 24 Iteration 192Q (5300.064463 sec): 50 clusters Score: Raw -40740175.701543 + Penalty 105104.720947 = -40635070.980597 nChanged 26 Iteration 193Q (5306.897248 sec): 50 clusters Score: Raw -40740177.431959 + Penalty 105104.720947 = -40635072.711012 nChanged 36 Iteration 194Q (5313.506378 sec): 50 clusters Score: Raw -40740180.336406 + Penalty 105104.720947 = -40635075.615459 nChanged 32 Iteration 195Q (5320.227900 sec): 50 clusters Score: Raw -40740182.445627 + Penalty 105104.720947 = -40635077.724680 nChanged 30 Iteration 196Q (5327.437866 sec): 50 clusters Score: Raw -40740184.291451 + Penalty 105104.720947 = -40635079.570504 nChanged 27 Iteration 197Q (5334.163054 sec): 50 clusters Score: Raw -40740185.906617 + Penalty 105104.720947 = -40635081.185670 nChanged 26 Iteration 198Q (5341.294428 sec): 50 clusters Score: Raw -40740187.945960 + Penalty 105104.720947 = -40635083.225013 nChanged 21 Iteration 199Q (5348.328006 sec): 50 clusters Score: Raw -40740188.990143 + Penalty 105104.720947 = -40635084.269196 nChanged 18 Iteration 200F (5365.544894 sec): 50 clusters Score: Raw -40740189.930160 + Penalty 105104.720947 = -40635085.209213 nChanged 16 Iteration 201Q (5372.383491 sec): 50 clusters Score: Raw -40740190.482951 + Penalty 105104.720947 = -40635085.762004 nChanged 12 Iteration 202Q (5379.365368 sec): 50 clusters Score: Raw -40740190.990305 + Penalty 105104.720947 = -40635086.269358 nChanged 14 Iteration 203Q (5386.615722 sec): 50 clusters Score: Raw -40740191.677989 + Penalty 105104.720947 = -40635086.957042 nChanged 13 Iteration 204Q (5393.301641 sec): 50 clusters Score: Raw -40740192.181803 + Penalty 105104.720947 = -40635087.460856 nChanged 14 Iteration 205Q (5400.237430 sec): 50 clusters Score: Raw -40740192.845244 + Penalty 105104.720947 = -40635088.124297 nChanged 15 Iteration 206Q (5407.401882 sec): 50 clusters Score: Raw -40740193.753355 + Penalty 105104.720947 = -40635089.032408 nChanged 22 Iteration 207Q (5414.179627 sec): 50 clusters Score: Raw -40740195.088767 + Penalty 105104.720947 = -40635090.367820 nChanged 17 Iteration 208Q (5421.271569 sec): 50 clusters Score: Raw -40740196.346881 + Penalty 105104.720947 = -40635091.625934 nChanged 30 Iteration 209Q (5428.232412 sec): 50 clusters Score: Raw -40740198.880382 + Penalty 105104.720947 = -40635094.159435 nChanged 30 Iteration 210Q (5434.826691 sec): 50 clusters Score: Raw -40740201.845021 + Penalty 105104.720947 = -40635097.124074 nChanged 25 Iteration 211Q (5442.007060 sec): 50 clusters Score: Raw -40740203.907523 + Penalty 105104.720947 = -40635099.186576 nChanged 26 Iteration 212Q (5448.635394 sec): 50 clusters Score: Raw -40740206.418496 + Penalty 105104.720947 = -40635101.697549 nChanged 30 Iteration 213Q (5455.618510 sec): 50 clusters Score: Raw -40740209.239360 + Penalty 105104.720947 = -40635104.518413 nChanged 17 Iteration 214Q (5462.495632 sec): 50 clusters Score: Raw -40740211.402133 + Penalty 105104.720947 = -40635106.681186 nChanged 20 Iteration 215Q (5468.717038 sec): 50 clusters Score: Raw -40740214.523433 + Penalty 105104.720947 = -40635109.802486 nChanged 27 Iteration 216Q (5475.052785 sec): 50 clusters Score: Raw -40740217.542171 + Penalty 105104.720947 = -40635112.821224 nChanged 30 Iteration 217Q (5481.943451 sec): 50 clusters Score: Raw -40740221.241040 + Penalty 105104.720947 = -40635116.520093 nChanged 32 Iteration 218Q (5488.697961 sec): 50 clusters Score: Raw -40740224.345716 + Penalty 105104.720947 = -40635119.624769 nChanged 25 Writing temp clu file Because OldScore, -40635116.520093, is greater than current (better) Score,-40635119.624769 Won't try splitting - already at maximum number of clusters Iteration 219Q (5495.772390 sec): 50 clusters Score: Raw -40740226.117561 + Penalty 105104.720947 = -40635121.396614 nChanged 11 Iteration 220F (5513.018858 sec): 50 clusters Score: Raw -40740226.808376 + Penalty 105104.720947 = -40635122.087429 nChanged 7 Iteration 221Q (5520.044406 sec): 50 clusters Score: Raw -40740227.270260 + Penalty 105104.720947 = -40635122.549313 nChanged 4 Iteration 222Q (5526.563803 sec): 50 clusters Score: Raw -40740227.801770 + Penalty 105104.720947 = -40635123.080823 nChanged 7 Iteration 223Q (5533.581043 sec): 50 clusters Score: Raw -40740228.435999 + Penalty 105104.720947 = -40635123.715052 nChanged 8 Iteration 224Q (5540.593643 sec): 50 clusters Score: Raw -40740229.051997 + Penalty 105104.720947 = -40635124.331050 nChanged 11 Iteration 225Q (5547.098569 sec): 50 clusters Score: Raw -40740229.913259 + Penalty 105104.720947 = -40635125.192312 nChanged 9 Iteration 226Q (5554.347249 sec): 50 clusters Score: Raw -40740230.424620 + Penalty 105104.720947 = -40635125.703673 nChanged 7 Iteration 227Q (5561.289325 sec): 50 clusters Score: Raw -40740230.672875 + Penalty 105104.720947 = -40635125.951928 nChanged 4 Iteration 228Q (5567.544621 sec): 50 clusters Score: Raw -40740230.761003 + Penalty 105104.720947 = -40635126.040056 nChanged 5 Iteration 229Q (5574.668013 sec): 50 clusters Score: Raw -40740230.951242 + Penalty 105104.720947 = -40635126.230295 nChanged 10 Iteration 230Q (5581.305717 sec): 50 clusters Score: Raw -40740231.150715 + Penalty 105104.720947 = -40635126.429768 nChanged 6 Iteration 231Q (5588.140171 sec): 50 clusters Score: Raw -40740231.287974 + Penalty 105104.720947 = -40635126.567027 nChanged 3 Iteration 232Q (5595.095384 sec): 50 clusters Score: Raw -40740231.412990 + Penalty 105104.720947 = -40635126.692043 nChanged 3 Iteration 233Q (5601.851651 sec): 50 clusters Score: Raw -40740231.527013 + Penalty 105104.720947 = -40635126.806066 nChanged 4 Iteration 234Q (5608.749856 sec): 50 clusters Score: Raw -40740231.612015 + Penalty 105104.720947 = -40635126.891068 nChanged 5 Iteration 235Q (5615.803779 sec): 50 clusters Score: Raw -40740231.703290 + Penalty 105104.720947 = -40635126.982343 nChanged 5 Iteration 236Q (5622.559110 sec): 50 clusters Score: Raw -40740231.804644 + Penalty 105104.720947 = -40635127.083697 nChanged 5 Iteration 237Q (5629.711285 sec): 50 clusters Score: Raw -40740231.878042 + Penalty 105104.720947 = -40635127.157095 nChanged 7 Iteration 238Q (5635.662869 sec): 50 clusters Score: Raw -40740231.983910 + Penalty 105104.720947 = -40635127.262963 nChanged 7 Iteration 239Q (5641.919276 sec): 50 clusters Score: Raw -40740232.074531 + Penalty 105104.720947 = -40635127.353584 nChanged 6 Iteration 240F (5659.110992 sec): 50 clusters Score: Raw -40740232.168464 + Penalty 105104.720947 = -40635127.447517 nChanged 5 Iteration 241Q (5666.184327 sec): 50 clusters Score: Raw -40740232.250032 + Penalty 105104.720947 = -40635127.529085 nChanged 7 Iteration 242Q (5673.100470 sec): 50 clusters Score: Raw -40740232.489382 + Penalty 105104.720947 = -40635127.768436 nChanged 6 Iteration 243Q (5679.502804 sec): 50 clusters Score: Raw -40740232.695103 + Penalty 105104.720947 = -40635127.974156 nChanged 6 Iteration 244Q (5685.780537 sec): 50 clusters Score: Raw -40740232.873298 + Penalty 105104.720947 = -40635128.152351 nChanged 9 Iteration 245Q (5692.656676 sec): 50 clusters Score: Raw -40740233.107452 + Penalty 105104.720947 = -40635128.386505 nChanged 7 Iteration 246Q (5698.871512 sec): 50 clusters Score: Raw -40740233.265990 + Penalty 105104.720947 = -40635128.545043 nChanged 7 Iteration 247Q (5705.318718 sec): 50 clusters Score: Raw -40740233.369805 + Penalty 105104.720947 = -40635128.648858 nChanged 8 Iteration 248Q (5711.934106 sec): 50 clusters Score: Raw -40740233.534290 + Penalty 105104.720947 = -40635128.813343 nChanged 9 Iteration 249Q (5718.382703 sec): 50 clusters Score: Raw -40740233.693959 + Penalty 105104.720947 = -40635128.973012 nChanged 7 Iteration 250Q (5725.301897 sec): 50 clusters Score: Raw -40740233.832523 + Penalty 105104.720947 = -40635129.111576 nChanged 5 Iteration 251Q (5732.065411 sec): 50 clusters Score: Raw -40740233.894115 + Penalty 105104.720947 = -40635129.173168 nChanged 4 Iteration 252Q (5738.368768 sec): 50 clusters Score: Raw -40740233.931212 + Penalty 105104.720947 = -40635129.210265 nChanged 4 Iteration 253Q (5744.909204 sec): 50 clusters Score: Raw -40740234.003761 + Penalty 105104.720947 = -40635129.282814 nChanged 1 Iteration 254Q (5752.072001 sec): 50 clusters Score: Raw -40740234.015605 + Penalty 105104.720947 = -40635129.294658 nChanged 3 Iteration 255Q (5759.092894 sec): 50 clusters Score: Raw -40740234.058201 + Penalty 105104.720947 = -40635129.337254 nChanged 3 Iteration 256Q (5765.990647 sec): 50 clusters Score: Raw -40740234.094341 + Penalty 105104.720947 = -40635129.373394 nChanged 5 Iteration 257Q (5772.955021 sec): 50 clusters Score: Raw -40740234.154505 + Penalty 105104.720947 = -40635129.433558 nChanged 3 Iteration 258Q (5780.059478 sec): 50 clusters Score: Raw -40740234.199656 + Penalty 105104.720947 = -40635129.478709 nChanged 1 Writing temp clu file Because OldScore, -40635129.433558, is greater than current (better) Score,-40635129.478709 Won't try splitting - already at maximum number of clusters Iteration 259Q (5787.323559 sec): 50 clusters Score: Raw -40740234.207502 + Penalty 105104.720947 = -40635129.486555 nChanged 1 Iteration 260F (5804.599361 sec): 50 clusters Score: Raw -40740234.211889 + Penalty 105104.720947 = -40635129.490942 nChanged 0 Writing temp clu file Because OldScore, -40635129.486555, is greater than current (better) Score,-40635129.490942 Won't try splitting - already at maximum number of clusters Time taken for this iteration:2326.179248 seconds. 21->50 Clusters: Score -40635129.490942, best is -40618038.754856 THE BEST YET! Main iterations: 719 (time per iteration =5389.987818 ms) Total iterations: 4880 (time per iteration =794.139599 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 300578683968.000000 (time per metric unit =12.893134ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 7213888415232.000000 (time per metric unit=537.213915ps) That took 3875.401241 seconds.